Nashville Airbnb Rentals Data Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5974346a",
   "metadata": {},
   "source": [
    "# Nashville Airbnb Rentals Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cb73dd0",
   "metadata": {},
   "source": [
    "## Import Necessary Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "788b27fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import geopy.distance as gd\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2d64a60",
   "metadata": {},
   "source": [
    "## Import and Load Nashville Airbnb Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cbdf3a97",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The listings dataset has 8951 rows and 18 columns.\n",
      "The reviews dataset has 649154 rows and 2 columns.\n"
     ]
    }
   ],
   "source": [
    "listings =  pd.read_csv('C:/Users/Datasets/NashvilleRentals/Listings.csv')\n",
    "reviews = pd.read_csv('C:/Users/Datasets/NashvilleRentals/Reviews.csv')\n",
    "\n",
    "print(f\"The listings dataset has {listings.shape[0]} rows and {listings.shape[1]} columns.\")\n",
    "print(f\"The reviews dataset has {reviews.shape[0]} rows and {reviews.shape[1]} columns.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14e3ba08-eeb5-4c2f-be38-d47c18a6d5c4",
   "metadata": {},
   "source": [
    "## Perform Data Preprocessing and Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "db4fc6e0-6147-4eeb-9ad9-ffcac4b3fcf8",
   "metadata": {},
   "outputs": [],
   "source": [
    " # Create Rental Listing Distance From Airport and Nashville City Center\n",
    "downtown_nashville = (36.165890, -86.784440)  \n",
    "airport_nashville = (36.131687, -86.668823)\n",
    "listings[\"downtown_distance\"] = listings.apply(lambda x:gd.distance((x[\"latitude\"], x[\"longitude\"]), downtown_nashville).miles, axis=1)\n",
    "listings[\"airport_distance\"] = listings.apply(lambda x:gd.distance((x[\"latitude\"], x[\"longitude\"]), airport_nashville).miles, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d9066cec-d614-4544-ab01-daee7d214b83",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Merge Listings and Reviews as Nashville Dataset\n",
    "# Rename the Primary Key Linking Both Datasets as 'id' in the Reviews Dataset\n",
    "reviews.rename(columns = {'listing_id' : 'id'}, inplace = True)\n",
    "\n",
    "# Merge Both Datasets into One File and Check Data in Preparation for Data Cleaning\n",
    "nashville = pd.merge(reviews, listings, on='id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8c6a2720-af1f-4afc-bb58-55dfaafb6992",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split Date Column into Year and Month\n",
    "nashville['year'] = nashville['date'].str.split('-', expand = True)[0]\n",
    "nashville['month'] = nashville['date'].str.split('-', expand = True)[1].astype(int)\n",
    "\n",
    "# Create 'season' Column from 'month' column and Transform 'month' Column\n",
    "season_map = {1: 'Winter', 2: 'Winter', 3 : 'Spring', 4: 'Spring', 5: 'Spring', 6: 'Summer', 7: 'Summer', 8: 'Summer', 9: 'Fall', 10: 'Fall', 11: 'Fall', 12: 'Winter'}\n",
    "nashville['season'] = nashville['month'].map(season_map) \n",
    "month_map = {1: 'January', 2: 'February', 3 : 'March',4: 'April', 5: 'May', 6: 'June', 7: 'July', 8: 'August', 9: 'September', 10: 'October', 11: 'November', 12: 'December'}\n",
    "nashville['month'] = nashville['month'].map(month_map)\n",
    "\n",
    "# Drop Unneeded Column After Feature Engineering and Data Transformation\n",
    "nashville.drop(columns = ['date', 'name', 'neighbourhood_group'], inplace = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3716a6db-2c98-4362-bc32-0daac5a04061",
   "metadata": {},
   "source": [
    "## What the Data Says for Customers (Renters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fb594023-5c13-4c89-8a07-d4a4b1701d73",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 8951 unique Airbnb rental listings in Nashville, TN\n"
     ]
    }
   ],
   "source": [
    "# Number of Available Listings in the Nashville Airbnb Ecosystem\n",
    "print(f\"There are {listings.id.nunique()} unique Airbnb rental listings in Nashville, TN\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "402a6ad3-2cd1-4e11-81fd-520c81376514",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In Nashville, TN, nightly Airbnb rental prices could be as low as $19 and as high as $4163. Furthermore, the average nightly price of an Airbnb rental listing is $197, while its median is around $158\n"
     ]
    }
   ],
   "source": [
    "# Average and Median Rental Listing Price Per Night in the  Nashville Airbnb Ecosystem\n",
    "avg = listings.price.mean()\n",
    "med = listings.price.median()\n",
    "low = listings.price.min()\n",
    "high = listings.price.max()\n",
    "print(f\"In Nashville, TN, nightly Airbnb rental prices could be as low as ${round(low)} and as high as ${round(high)}. Furthermore, the average nightly price of an Airbnb rental listing is ${round(avg)}, while its median is around ${round(med)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fbc82742-ccba-44ac-a787-f648bbaa6204",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Price Categories  \n",
    "below_100 = (len(listings[listings.price < 100])/len(listings.price))*100\n",
    "below_150 = (len(listings[listings.price < 150])/len(listings.price))*100\n",
    "below_200 = (len(listings[listings.price < 200])/len(listings.price))*100\n",
    "below_1000 = (len(listings[listings.price < 1000])/len(listings.price))*100\n",
    "price_ranges = {'Under $100': round(below_100), 'Under $150': round(below_150), 'Under $200': round(below_200), 'Under $1000': round(below_1000)}\n",
    "\n",
    "# Price Range Breakdown of Airbnb Listings in Nashville, TN\n",
    "plt.bar((price_ranges.keys()), list(price_ranges.values()), align='center', color = 'blue')\n",
    "plt.xlabel('Price Range')\n",
    "plt.ylabel('Percentage of Listings')\n",
    "plt.title(\"Price Range Breakdown of Airbnb Listings in Nashville, TN\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c3ab8e9f-2c9d-4c2f-b6eb-d88cb3c4461b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Average Nashville Nightly Airbnb Listings Price by Neighbourhood\n",
    "plt.figure(figsize=(12, 8))\n",
    "neighbourhood_price = listings.groupby('neighbourhood')['price'].mean()\n",
    "neighbourhood_price.plot(kind = 'bar', color = 'blue')\n",
    "plt.title('Average Airbnb Rental Price by Neighbourhood')\n",
    "plt.xlabel('Neighbourhood')\n",
    "plt.ylabel('Average Nightly Price')\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8e048c77-e45a-449a-b672-efcd7d61fc0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Price Distribution of Airbnb Listings in Nashville, TN\n",
    "plt.hist(data = listings, x = 'price', color = 'blue', bins = 25)\n",
    "plt.xlabel('Prices')\n",
    "plt.ylabel('Number of Listings')\n",
    "plt.xticks(rotation=30)\n",
    "plt.title(\"Price Distribution of Airbnb Listings in Nashville, TN\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dbe96df9-f09c-4f08-99bc-75fedcbf8f2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "room_type\n",
       "Entire home/apt    0.898447\n",
       "Private room       0.098425\n",
       "Hotel room         0.002458\n",
       "Shared room        0.000670\n",
       "Name: proportion, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prevalent Listing Types in the Nashville Airbnb Ecosystem\n",
    "listings.room_type.value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d5ba9808-424c-4d72-a108-cf49a4690873",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Prevalent Listing Types in Nashville Airbnb Ecosystem\n",
    "sns.countplot(data=listings,x='room_type', color = 'blue')\n",
    "plt.xlabel('Listing Type')\n",
    "plt.ylabel('Number of Listings')\n",
    "plt.xticks(rotation=30)\n",
    "plt.title(\"Prevalent Airbnb Listing Types in Nashville, TN\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f0e065e2-0d0b-4faf-98d1-e7d20ca40967",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Distribution of Rental Listings Availability over 365 Days\n",
    "one_three = len(listings[(listings.availability_365 >= 0) & (listings.availability_365 < 90)])\n",
    "four_six = len(listings[(listings.availability_365 >= 90) & (listings.availability_365 < 180)])\n",
    "seven_nine = len(listings[(listings.availability_365 >= 180) & (listings.availability_365 < 270)])\n",
    "ten_twelve = len(listings[(listings.availability_365 >= 270) & (listings.availability_365 <= 365)])\n",
    "\n",
    "availability = [one_three,four_six,seven_nine,ten_twelve]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a0c8828d-11d6-4b89-820a-f3abaeaab257",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YsWMpTuuvWrUKderUgbW1NdRqNUxNTTF//vw03wdvk5CQgAkTJsDb2xsajQZqtRoajQbXr19Ptb1u3brpnYL08PBA7dq1sWfPnnc+9rsYPHgwHj16pOtN1Gq1mDNnDlq2bMnB/kaMxVg+1KVLF/j6+uK7775LMQYMAO7cuYN69erh/v37mDlzJg4cOIDjx4/rfmFER0cDAOzs7LBv3z5UqlQJ3377LcqVKwd3d3eMGTMmRbupXQVmZmamawtIKkaqVaum+xBOTEzEkiVL0LZtWzg6Omb5eT98+BAbN27UFRfJj3LlygFAuqe4FixYACEEOnbsiPDwcISHhyM+Ph5t2rTBoUOH3nq66XVpXV1ZsGDBty57+vSp3vI3X8/kcUivv55AUtGb0TZTU6JECRw/fhzHjh3DqlWr4OPjg4kTJ2L58uW6bR4+fAghBAoUKJDitf3nn39SvK4ZeS+kpVu3bpg9ezb69u2L7du349ixYzh+/DhcXFzSbCN5TGLTpk0xZcoU+Pr6wsXFBYMGDUpxWv1d+fr6ombNmujevTv27NkDIQS+/fZb3frk59y0aVO9/SpVqgQ3N7cUxfabPD09Ubdu3WwZdJ9c9CafUoyMjES9evVw9OhRfP/999i7dy+OHz+OtWvXAtB/TxUoUACdO3fG77//jsTERJw7dw4HDhzI0NQ1N27cwP79+9GyZUsIIXQ/Qx07dgSgP/bS398fR44c0f1MJf9R1rVrV902a9euRadOnVCoUCEsWbIER44cwfHjx+Hv75+pcVNffPEFRo0ahXbt2mHjxo04evQojh8/Dh8fn1TfV2/7ec3Iz1VWVK5cGfXq1dN9Hm/atAkhISHZOn0Q5T5eTZkPKYqCyZMno0mTJqlOT7B+/XpERUVh7dq18PDw0C1PbZBzhQoVsHz5cgghcO7cOQQGBiIgIAAWFhYYMWLEO2fr3bs3BgwYgMuXL+PWrVsIDQ3VG3uTFc7OzqhYsSJ++OGHVNenNd5Fq9XqxhB16NAh1W0WLFiAKVOmpJkhrcG8qc0hlbwso1MavOnN8Vrv2qa5ubnuir5q1aqhYcOGKFeuHIYMGYJWrVrB2toazs7OUBQlxVWCybJzwHpERAQ2bdqEMWPG6L2/kscPpcfDw0M3gPzatWtYuXIlxo4di7i4OPz222/ZktHGxgZly5bV9SADSHO8oxACJibp/12c0e3Ss2HDBgDQzXW1e/duPHjwAHv37tX1hgHQG0f3usGDB2Px4sX466+/sG3bNtjb26N79+7pHjf5j5nVq1enOkdXUFAQvv/+e6hUKnTt2hVffPEFAgMD8cMPP2Dx4sVo164dHBwcdNsvWbIExYoVw4oVK/R+rjI7j9qSJUvw8ccf68ZrJXvy5ImuJ/x1b/t5zezP6rsYNGgQPvzwQ5w6dQqzZ89G6dKl0aRJkxw/LuUc9ozlU40bN0aTJk0QEBCQYvB58gfb679EhRB6pybepCgKfHx88NNPP8He3j7dv/TfpmvXrjA3N0dgYCACAwNRqFAhvP/++5lq602tWrXChQsXUKJECVStWjXFI61ibPv27bh37x4GDhyIPXv2pHiUK1cOixYtyvBVmam5ePEizp49q7ds2bJlsLGxga+vb6bafPnype6X7+ttmpiYZOi00puSBzg/fPgQP//8M4Ck11UIgfv376f6ulaoUOGdj/O2nj5FUSCESFHgzZs3752vEC1dujRGjhyJChUqZPr9mponT57g/PnzKFmypG5Z8+bNYWlpia1bt+pte+rUKYSFhaU7tUFwcDAOHTqU5SkQduzYgXnz5qF27dqoW7cugNR/3gGkGCSerEqVKqhduzYmT56MpUuXolevXrCyskrzuImJiQgKCkKJEiVS/fkZNmwYQkNDda+Pg4MD2rVrh0WLFmHTpk0ICwtLcYpSURRoNBq9QiwsLCzVqykzQlGUFK/B5s2bcf/+/VS3//PPP/VO+d6+fRuHDx9OMaFrZrzt/Z+sffv2KFq0KIYNG4adO3diwIABmb7CnAwDe8byscmTJ6NKlSp49OiR7lQdADRp0gQajQZdu3bFV199hZiYGMyZMwfPnz/X23/Tpk349ddf0a5dOxQvXhxCCKxduxbh4eGZ/ivN3t4e7du3R2BgIMLDwzF8+PBs6Q0Aki6/37FjB2rXro1BgwahTJkyiImJQUhICLZs2YLffvvtrXMCzZ8/H2q1Gt9++22qRVv//v0xaNAgbN68GW3bts1UPnd3d7Rp0wZjx46Fm5sblixZgh07dmDy5MmZnovMyckJn332Ge7cuYPSpUtjy5YtmDt3Lj777DMULVo0U21+/PHHmD59OqZOnYqBAweiTp06+OSTT9C7d2+cOHEC9evXh5WVFUJDQ3Hw4EFUqFBBN9Yoo0qUKAELCwssXboUXl5esLa2hru7O9zd3VG/fn38+OOPcHZ2hqenJ/bt24f58+en2nvxunPnzuHzzz/Hhx9+iFKlSkGj0WD37t04d+6cXi/bokWL4O/vjwULFqQ5biwiIgJNmjRBt27dUKpUKVhYWODatWuYOXMmYmNjMWbMGN229vb2CAgIwPDhw9GrVy907doVYWFhGDVqFIoWLap3VW3jxo1Rv359VKxYEba2tjh//jymTJkCRVEwfvz4DL1+Wq1Wd0ozNjYWd+7cwdatW7Fy5Up4eXnpjRetXbs2HBwc8Omnn2LMmDEwNTXF0qVLU/xh8LrBgwejc+fOUBRFL/vbbN26FQ8ePMDkyZNTLVbKly+P2bNnY/78+bo7Ufj7+2PFihX4/PPPUbhwYTRu3Fhvn1atWmHt2rUYMGAAOnbsiLt372L8+PFwc3PTjT97F61atUJgYCDKli2LihUr4uTJk/jxxx/f+pnw6NEjtG/fHv369UNERATGjBkDc3NzfPPNN+987Dcl35ngjz/+gI2NDczNzVGsWDFdr5tKpcLAgQPx9ddfw8rKKt1pO8gIyLhqgHLX61dTvqlbt24CQIqrKTdu3Ch8fHyEubm5KFSokPjyyy/F1q1b9a7wuXLliujatasoUaKEsLCwEHZ2dqJ69eoiMDBQry0AYuDAgSmO/eYVTsn+/vtv3ZVp165dS7E+s1coCSHE48ePxaBBg0SxYsWEqampcHR0FFWqVBHfffediIyMTHGs5H00Go1o165dquuFEOL58+fCwsJCtG7dWgjx9qsp33bVqoeHh2jZsqVYvXq1KFeunNBoNMLT01NMnz5db7vkK7lWrVqltzy1q8OSj7d3715RtWpVYWZmJtzc3MS3334r4uPj3/pcMpJ38+bNAoAYN26cbtmCBQtEjRo1hJWVlbCwsBAlSpQQH3/8sThx4kS6bfbs2VN4eHjoLfvzzz9F2bJlhampqd738t69e+KDDz4QDg4OwsbGRjRr1kxcuHAhxfvpzaspHz58KHr16iXKli0rrKyshLW1tahYsaL46aefREJCgm6/5O9deldyxsTEiL59+wovLy9hbW0t1Gq1KFy4sOjRo8dbr8ydO3euKF++vNBoNMLJyUl0795d3L17V2+bIUOGCG9vb2FjYyPUarVwd3cXPXr0EFevXk0zz+uvZfLPDwBhYWEhihYtKlq3bi0WLFigdxVessOHD4tatWoJS0tL4eLiIvr27StOnTr11tchNjZWmJmZiWbNmmUoU7t27YRGoxGPHj166zZdunQRarVahIWFCSGSruIuUqSIACC+++67VPeZNGmS8PT0FGZmZsLLy0vMnTs31c+HjFxN+fz5c9GnTx/h6uoqLC0tRd26dcWBAwdSfLYkv68WL14sBg0aJFxcXISZmZmoV6+e3ntdiKx9Vs2YMUMUK1ZMqFSqVL8PISEhAoD49NNPU31tyLgoQqRyaQ0REdFbbNy4EW3atMHmzZvRokUL2XHypZ9//hmDBg3ChQsX9M5skHFiMUZERBly6dIl3L59G4MHD4aVlRVOnTrFsUq57PTp0wgODkb//v1Rp04drF+/XnYkygYsxoiIKEP8/Pxw6NAh+Pr6IigoKMWNzCnneXp6IiwsDPXq1cPixYtTnWKDjA+LMSIiIiKJOLUFERERkUQsxoiIiIgkYjFGREREJBGLMSIiIiKJWIwRERERScRijIiIiEgiFmNEREREErEYIyIiIpKIxRgRERGRRCzGiIiIiCRiMUZEREQkEYsxIiIiIolYjBERERFJxGKMiIiISCIWY0REREQSsRgjIiIikojFGBEREZFELMaIiIiIJGIxRkRERCQRizEiIiIiiViMERHlU35+fhgyZIjsGNli7NixqFSpkuwYRJnCYoyI8r1evXpBUZQUjxs3buR6Fk9PT8yYMSPL7SQmJmLixIkoW7YsLCws4OjoiJo1a2LhwoW6bdauXYvx48dn+hghISFQFAVqtRr379/XWxcaGgq1Wg1FURASEpLpY6RGURSsX78+W9skkonFGBERgGbNmiE0NFTvUaxYsRw7Xnx8fI61DST1FM2YMQPjx4/HpUuXsGfPHvTr1w/Pnz/XbePo6AgbG5ssH8vd3R2LFi3SWxYUFIRChQpluW2i/IDFGBERADMzMxQsWFDvoVKpAAD79u1D9erVYWZmBjc3N4wYMQIJCQm6fVPrzapUqRLGjh2r+1pRFPz2229o27YtrKys8P3336fI4Ofnh9u3b2Po0KG63rlka9asQbly5WBmZgZPT09MmzYtzeezceNGDBgwAB9++CGKFSsGHx8f9OnTB1988YXe8ZJPU165cgWWlpZYtmyZbv3atWthbm6O8+fPp3msnj176vW4AUBgYCB69uyZYtv0Xks/Pz8MGjQIX331FRwdHVGwYEG919HT0xMA0L59eyiKovs62eLFi+Hp6Qk7Ozt06dIFL1++1K1bvXo1KlSoAAsLCzg5OaFx48aIiopK87kR5QYWY0REabh//z5atGiBatWq4ezZs5gzZw7mz5+fajGVnjFjxqBt27Y4f/48/P39U6xfu3YtChcujICAAF3vHACcPHkSnTp1QpcuXXD+/HmMHTsWo0aNQmBg4FuPVbBgQezevRuPHz/OULayZcti6tSpGDBgAG7fvo0HDx6gX79+mDRpEipUqJDmvm3atMHz589x8OBBAMDBgwfx7NkztG7dWm+7jL6WQUFBsLKywtGjRzFlyhQEBARgx44dAIDjx48DABYuXIjQ0FDd1wBw8+ZNrF+/Hps2bcKmTZuwb98+TJo0CUDSadOuXbvC398fly9fxt69e9GhQwcIITL0+hDlKEFElM/17NlTqFQqYWVlpXt07NhRCCHEt99+K8qUKSO0Wq1u+19++UVYW1uLxMREIYQQHh4e4qefftJr08fHR4wZM0b3NQAxZMiQdLOk1la3bt1EkyZN9JZ9+eWXwtvb+63tXLx4UXh5eQkTExNRoUIF0b9/f7Flyxa9bRo0aCAGDx6st6xly5aiXr164r333hNNmjTRe95vCg4OFgDE6dOnxZAhQ0Tv3r2FEEL07t1bDB06VJw+fVoAEMHBwUKIjL2WDRo0EHXr1tU7TrVq1cTXX3+t+xqAWLdund42Y8aMEZaWluLFixd6r1GNGjWEEEKcPHlSABAhISFvfT5EsrBnjIgIQMOGDXHmzBndY9asWQCAy5cvo1atWnqnDOvUqYPIyEjcu3fvnY5RtWrVTGW7fPky6tSpo7esTp06uH79OhITE1Pdx9vbGxcuXMA///yD3r174+HDh2jdujX69u2b5rEWLFiAc+fO4dSpUwgMDNR73mnp06cPVq1ahbCwMKxatSrVnr+MvpYVK1bU28/NzQ2PHj1KN4Onp6feGLjX9/Px8cF7772HChUq4MMPP8TcuXP1xs8RycRijIgIgJWVFUqWLKl7uLm5AQCEECkKEvHvqa3k5SYmJilOd6U2QN/KyipT2dLKkBYTExNUq1YNQ4cOxbp16xAYGIj58+cjODj4rfucPXsWUVFRiIqKQlhYWIYzli9fHmXLlkXXrl3h5eWF8uXLv9PzeH25qamp3jaKokCr1aabIa39VCoVduzYga1bt8Lb2xs///wzypQpk+ZrQZRbWIwREaXB29sbhw8f1it+Dh8+DBsbG93Vgi4uLrrxXQDw4sWLTP+S12g0KXq7vL29deOxXs9QunRp3UUGGeHt7Q0Abx20/uzZM/Tq1Qvfffcdevfuje7duyM6OjrD7fv7+2Pv3r2p9oolHz+91zIjTE1N39ojmBZFUVCnTh2MGzcOp0+fhkajwbp16965HaLsxmKMiCgNAwYMwN27d/G///0PV65cwV9//YUxY8bgiy++gIlJ0kdoo0aNsHjxYhw4cAAXLlxAz54936lIep2npyf279+P+/fv48mTJwCAYcOGYdeuXRg/fjyuXbuGoKAgzJ49G8OHD39rOx07dsRPP/2Eo0eP4vbt29i7dy8GDhyI0qVLo2zZsqnu8+mnn6JIkSIYOXIkpk+fDiFEmsd4U79+/fD48eO3ngrNyGuZEZ6enti1axfCwsIyfKrx6NGjmDBhAk6cOIE7d+5g7dq1ePz4Mby8vDJ8XKKcwmKMiCgNhQoVwpYtW3Ds2DH4+Pjg008/RZ8+fTBy5EjdNt988w3q16+PVq1aoUWLFmjXrh1KlCiRqeMFBAQgJCQEJUqUgIuLCwDA19cXK1euxPLly1G+fHmMHj0aAQEB6NWr11vbadq0KTZu3IjWrVujdOnS6NmzJ8qWLYu///4barU6xfaLFi3Cli1bsHjxYqjValhaWmLp0qWYN28etmzZkqHsarUazs7OqbYPZOy1zIhp06Zhx44dKFKkCCpXrpyhfWxtbbF//360aNECpUuXxsiRIzFt2jQ0b978nY5NlBMUkZGBB0RERESUI9gzRkRERCQRizEiIiIiiViMEREREUnEYoyIiIhIIhZjRERERBKxGCMiIiKSiMUYERERkUQsxoiIiIgkSn2aZCIiQxIXBbx6AkQ9SfpX93gKJMQCIhEQ2qSH9rX/v75cpQE01oDGBjD7919ze8DCAbB0Aiwck/41s5H9bIkon2ExRkRyaROB8BDgyTXg6bWkf5/dBCIf/ld0JcTkXh6NFWDvCTgUe+1R/L//s1gjomzG2yERUe6IiwIenAIeX/6v6Hp6HXh+C0iMk50u4yydkoozp9KAuy9QqCrg5pvU20ZElAksxogo+wkBPLkK3P0HuPdP0r+PLiT1guVFiklScVaoKuBe5d8CrXJSLxsRUTpYjBFR1sVEJBVcycXXvaNA9HPZqeRSTADnskCRmkCJJkDJJkm9akREb2AxRkSZE3YeuLY56XH3SN7t9couiklSb1nJ95MeResAKlPZqYjIALAYI6KMiXsFBO8Grm4Grm0BIu7ITmTcNNaAZwOgVFOgxPuASxnZiYhIEhZjRPR2EfeAy+uTer+C9+buVY35jVNpoGJXoGI3wLm07DRElItYjBGRvthI4NIa4MyipAJMaGUnyn/cfZOKsgpdANtCstMQUQ5jMUZEgFabdAry9CLg8tqkaShIPsUE8KiXVJiV6whYOspOREQ5gMUYUX72+ApwOgg4txSIuCs7DaVFZQqUbAZU/wwo1QxQFNmJiCibsBgjym8S44HzK4CjPwP3jslOQ5nhVBqoMRDw7c07AhDlASzGiPKL6HDgxB/AP7OAF/dlp6HsYGYDVOoJ1PwfB/0TGTEWY0R53fMQ4MgM4OR8IC5SdhrKCYqSND1GrUFAqeY8hUlkZFiMEeVVd48Ch6YlDcjnhKz5h1MpoO5XQOVegEotOw0RZQCLMaK85tpWYN8PwJ1DspOQTI4lAL/RgE93wEQlOw0RpYHFGFFeEbwP2PkdizDS51wWaDQWKN+Jpy+JDBSLMSIjF//gFEz/HgHc3CE7ChmyAhWARuMA7/aykxDRG1iMERmpO7EPMPHuHES9uI1F6xbLjkPGwr0K8F4AULqF7CRE9C8WY0RGJjzhBWY+CETgw9WIE/EAgDU31ah56aDkZGRUijcCWs4GXL1kJyHK91iMERmJeG0CFj5ahZn3AxGe+EJvna+pBzauXSEpGRktlSlQayjQcDSgsZKdhijfYjFGZATORF7CsOAfcCX61lu3mR9qj2YntuViKsozbAsDzacD5T+UnYQoX2IxRmTAohNjMOX+H5gfthKJSHuusFKmbti1fgNUnFOMMqtEE6DVbM7mT5TLWIwRGahDL07iq+CJCInN+K2Lpoa7o+uBtTmYivI8lQaoMwxoMBLQWMpOQ5QvsBgjMjAvEiLx/d3ZWPZ4AwTe7cfTTe2Eg5t3wzwuOofSUb5h7wG0mweUaCw7CVGeZyI7ABH95+/nB9DwfDcsffzXOxdiABCa8BQL67XL/mCU/4TfBoLeBzZ9DsS9kp2GKE9jzxiRAXga/xwjb0/Hhmc7s9yWvcoah3eegl3ks2xIRoSk+11+sAgoUlN2EqI8iT1jRJL99XQnGpzvmi2FGACEJ0bi13ots6UtIgDA0+uIXv0Zxi0QSEiQHYYo72HPGJEkcdp4jL0zA0GPsn/AvblihkOHbqHg07vZ3jblP0Jlhs4PjmHN1YqoVQ5YPAoo5iY7FVHewZ4xIgnuxz5Eh8uf5UghBgAxIhbTazfMkbYp/9lk+QPWXK0IADhyEfDtAyzlrVCJsg17xohy2f6IYxh4cwyeJYTn6HHUUGH3qacocf9Kjh6H8rZnLo3gunYnhFBSrBvQHpj+OWCqlhCMKA9hzxhRLhFCYOaDQHS/OjTHCzEASEAiJlernuPHobxLa2aP5oeDUi3EAODXdUDjIcBDXitClCUsxohyQUTCS/S6/iWm3PsdWmhz7bibE6/hTKlquXY8ylt+jv8NJ0ILp7nNwfNAtU+Ao5dyKRRRHsRijCiHXYi6huYXe2Nn+CEpx59QoZSU45JxC3btji/2ds7QtvcfA36DgLkbczgUUR7FMWNEOWjF4034NuRHxIg4qTmW3bFEg7O7pWYg45FgUxQlDpzDvRd277xv31bAz0MAjWn25yLKq9gzRpQDhBAYffsnfBH8g/RCDAAmlHCCUFIf90P0OqGYYHjYokwVYgAwbxPw3hDgaUT25iLKy1iMEWWzeG0CBt0ah/kPV8qOonMh/i421OBEsJS+Y47D8fPJBllq4/AFoP7nwO2wbApFlMexGCPKRtGJMfC//hXWPt0uO0oKU9xNEK/muSN6u1cOldBk8/hsaevKHaDuQODczWxpjihPYzFGlE3CE16gy9VB2B1xRHaUVIXEP8LSOu1kxyADJdTm6HpxKaLiNNnW5oMnSQP7957OtiaJ8iQWY0TZICzuMT64/BlORJ6XHSVNMxxe4pWFtewYZIDWmU3Gphve2d5uRCTQ4itg1Z5sb5ooz2AxRpRFt2Luot2l/rgSfUt2lHQ9TgzHH3XbyI5BBuaJy/votO1/OdZ+bBzQLQD4JWfu/kVk9FiMEWXB+airaH+pP+7GhcqOkmG/WYbhmZ2r7BhkILQWTnj/YOBbZ9nPtuNogUEzgfGBOXoYIqPEYowokw6/OIUPrwzEk4TnsqO8k5faV5hZt5nsGGQgpkf/jrMP3XLteGMXAhMW59rhiIwCJ30lyoSd4YfwyfVvEWsAc4hlhpliiv1H76PwQ8M/tUo554ZLT5RZEyjl2BM+Ab7uLuXQRAaHPWNE7+ifF6fR34gLMQCIFfH4sUZd2TFIonjbYvDb/rO043/7BzBtubTDExkUFmNE7+BC1DX0uv6lQcyqn1VrxQ1c9qwoOwZJIBQVBt9bjNBIG6k5vpoDzDCcuZGJpGExRpRBt2LuovvVIXiZGCU7SrbQQotJlVmM5UeHHb7G72fqyI4BABj2C/DzatkpiOTimDGiDAiLe4x2RnbVZEatu6FC9cuHZMegXBLlWBUFNh9GdLxh3Y3hly+AT9vKTkEkB3vGiNIRnvAC3a4OyZOFGAD84FVEdgTKJcLUEh+eW2JwhRiQNO3FBv5NQPkUizGiNLxKjMZHV4fhqhFM6JpZJ+JD8HeVprJjUC5Yof4R22+VkR0jVYmJQPcA4Nhl2UmIch+LMaK3iNcmoN+Nb3Aq6oLsKDlukocVtAo/DvKyRy4t0H37ANkx0vQqBmj7DXDrgewkRLmLn75EqdAKLQbfCsDeiKOyo+SKq/EPsKo2b5OUV2ktXNB4/wLZMTLk0XOg5VfA0wjZSYhyD4sxolSMvv0T/nq2Q3aMXDXNNQGxGnPZMSgHTI6ai4uPC8iOkWHX7gLtvwNiYmUnIcodLMaI3rDi8SYsfJT/rrW/n/AEgXXbyY5B2eyKS1+MPGh8lykeOg/0nADwen/KD1iMEb3mQtRVfBvyo+wY0vxs+wwvrOxlx6BsEmdbEn7bZsiOkWmr9wJjjOPsKlGWsBgj+ld4wgv0u/FtnphdP7OeJ77AnHqtZMfIkP23gdYrAPcZgPI9sP6q/vrIOODzbUDhmYDFJMBrDjDnpP42X+wAHKcCRWcByy/qr1t5Kal9YyVM1BhwZwkeR1nJjpIlExYDmw7LTkGUs1iMEQEQQmDQzXG4E8vLuOaa3cMjx0KyY6QrKh7wcQVmN0t9/dC/gW03gSVtgcufAkNrAP/bBvz1b9G28Rqw7ALwdzdgciOg90bg6aukdeExwHd7gF/e0rYx2Gf7HRaeqyE7RpYJAfT8AQjOm9P8EQFgMUYEAJjxYCF2RfDPbwCI1sbgpzrvyY6RruYlge8bAh3Kpr7+yH2gZ0XAzxPwtAc+8QV8CgAn/v2lfvkJ4OcBVHUHupYHbM2AW+FJ677aBQyoChS1y4UnkgMinWqgxeaRsmNkm/BI4MNRHNBPeReLMcr39ob/g+n358uOYVCW4SaC3UvLjpEldYsAG64B918k9a7sCQGuPQOaFk9an1yYPY8GToYC0fFASQfg4B3gVBgwqJrU+JkmTK3Q/tQSxCaqZUfJVqevA5/PkJ2CKGewGKN87V5sKD6/NRZaaGVHMSgJSMSU6jVlx8iSWU0Bb2eg8CxAMxFo9ifwazOgbtGk9U1LAD3KA9UWAL02AEFtACsN8NlW4PcWSePLyvwK1AkELj6W+lTeyWKTn7D7dknZMXLEwi3AvE2yUxBlP94onPKtWG0c2l/+FGejeP+V1ChQsOVyHCreOJn+xpIp3wPrPgTavXann6lHgLmngamNAQ87YP8d4Js9wLqOQOPiqbczdh8QEQv09gHeXwac/wTYdB2YfQI42Td3nktWhLq2ReHV62XHyFHmGuDAL4CvcXfcEulhzxjlW6NuT2chlgYBgQkV3zIgy8BFxwPf7gGmNwFalwYqFgA+rwZ09gam/pP6PleeAEsvAOP9gL23gfpFARcroJN30mnLFwY+XinRsgAa75krO0aOi4kDuowFoqJlJyHKPizGKF9a//RvLH38l+wYBu9A/E3sr+gnO8Y7i9cmPUwU/eUqBdCmci5ACOCTzcC0JoC1BkgUSfsntwWkvp8hGR+xAFeeusiOkStu3ge+/FV2CqLsw2KM8p0n8c8w8vZ02TGMxsSSLhCKkv6GuSwyDjgTlvQAgODwpP/fiUi6MrJBUeDLXcDeECD4ORB4Flh0HmifSmff3NOAqxXQ5t9TX3UKA7tDgH/uAT8dTRp7Zm/Ad4q64PIZxh9pITtGrvp9A7D9mOwURNmDY8Yo3/n0xkhsfLZLdgyjMueRE9oc3Sw7hp69IUDDJSmX96wIBLYBwiKBb3YDfwcDz6KTxo19UjlpvrHXa8uHkUCNhcDhXoC7zX/LA/YDM48DrpZJg/urG+jUa7F2ZVBk1yk8fWUpO0quK+QCnFsI2Nukvy2RIWMxRvnKtuf70Of6CNkxjE4x0wLY+9dmqBMTZEeh1wgTU/R8fARLL1aRHUWabk2AxXlnSjXKp3iakvKNiISX+DZkquwYRik4/iGW1WknOwa9YZftmHxdiAHAsh3Amn2yUxBlDYsxyjfG3ZmJh/FPZMcwWjOcohBtZtz3OcxLXjjXQavN7OUFgAHTgIfPZKcwbnv37oWiKAgPD5cdxeB4enpixowZOXoMFmOUL+yLOIoVTwxrzJOxeZjwHHPrt5UdgwAIjQ3aHF+M+ESV7CgG4UkEMCCHrsm5e/cu+vTpA3d3d2g0Gnh4eGDw4MF4+vRpzhzwNdlRIIWEhEBRlDQfY8eOzbbM2WXs2LFQFAXNmqW8QeyUKVOgKAr8/Pyy9ZiBgYGwt7fP1jYzisUY5XlRia/wVfAk2THyhDmWD/Hcxll2jHxvAWbhwN1ismMYlPUHgC1vmUMus27duoWqVavi2rVr+PPPP3Hjxg389ttv2LVrF2rVqoVnzwy/O65IkSIIDQ3VPYYNG4Zy5crpLRs+fHim2o6Pj8/mtPrc3NywZ88e3Lt3T2/5woULUbRo0Rw9dm5jMUZ53sS7c3AvLkx2jDzhhTYKP9drLjtGvnbP9QN8srOX7BgGacgsIDYu+9obOHAgNBoN/v77bzRo0ABFixZF8+bNsXPnTty/fx/fffedbltPT09MmDAB/v7+sLGxQdGiRfHHH3/otXf//n107twZDg4OcHJyQtu2bRESEpLqsUNCQtCwYUMAgIODAxRFQa9evQAAsbGxGDRoEFxdXWFubo66devi+PHjqbajUqlQsGBB3cPa2hpqtTrFsmQnT55E1apVYWlpidq1a+Pq1au6dWPHjkWlSpWwYMECFC9eHGZmZhBCICIiAp988glcXV1ha2uLRo0a4ezZs3o5Nm7ciCpVqsDc3BzFixfHuHHjkJCQ9gVBrq6ueP/99xEUFKRbdvjwYTx58gQtW7bU21ar1SIgIACFCxeGmZkZKlWqhG3btum9noqiYO3atWjYsCEsLS3h4+ODI0eOAEjqhezduzciIiJS7TF89erVW7+3cXFx+Pzzz+Hm5gZzc3N4enpi4sSJaT63N7EYozzt2MuzCHy0RnaMPCVQHYL7rp6yY+RLiVbueG/377JjGKyb94Gpy7OnrWfPnmH79u0YMGAALCws9NYVLFgQ3bt3x4oVK/D6hATTpk1D1apVcfr0aQwYMACfffYZrly5AiDpl3nDhg1hbW2N/fv34+DBg7C2tkazZs0QF5eygixSpAjWrEn67Lp69SpCQ0Mxc+ZMAMBXX32FNWvWICgoCKdOnULJkiXRtGnTbOmp++677zBt2jScOHECarUa/v7+eutv3LiBlStXYs2aNThz5gwAoGXLlggLC8OWLVtw8uRJ+Pr64r333tPl2b59O3r06IFBgwbh0qVL+P333xEYGIgffvgh3Tz+/v4IDAzUfb1gwQJ0794dGo1Gb7uZM2di2rRpmDp1Ks6dO4emTZuiTZs2uH79eornN3z4cJw5cwalS5dG165dkZCQgNq1a2PGjBmwtbVNtccwre/trFmzsGHDBqxcuRJXr17FkiVL4OnpmdGXHACLMcrD4rTxGBY8AQKcvSU7xYp4TKtZX3aMfEcoCkY9W4gbz5xkRzFoE5cAt7OhI/z69esQQsDLyyvV9V5eXnj+/DkeP/7vLvItWrTAgAEDULJkSXz99ddwdnbG3r17AQDLly+HiYkJ5s2bhwoVKsDLywsLFy7EnTt3dNu8TqVSwdHREUBSD1HBggVhZ2eHqKgozJkzBz/++COaN28Ob29vzJ07FxYWFpg/f36Wn/cPP/yABg0awNvbGyNGjMDhw4cRExOjWx8XF4fFixejcuXKqFixIvbs2YPz589j1apVqFq1KkqVKoWpU6fC3t4eq1ev1rU5YsQI9OzZE8WLF0eTJk0wfvx4/P57+n9YtGrVCi9evMD+/fsRFRWFlStXpigQAWDq1Kn4+uuv0aVLF5QpUwaTJ09GpUqVUgy8Hz58OFq2bInSpUtj3LhxuH37Nm7cuAGNRgM7OzsoipJqj2Fa39s7d+6gVKlSqFu3Ljw8PFC3bl107dr1nV53FmOUZwU+Wo1bMXdkx8iTVoubuFa0vOwY+co5p88x+ej7smMYvOhYYOjPOX+c5B4x5bUZhCtWrKj7f/Iv9UePHgFIOv1348YN2NjYwNraGtbW1nB0dERMTAxu3ryZ4ePevHkT8fHxqFOnjm6ZqakpqlevjsuXs36v3defg5ubGwDongMAeHh4wMXlv9tunTx5EpGRkXByctI9L2trawQHB+ue18mTJxEQEKC3vl+/fggNDcWrV6/SzGNqaooePXpg4cKFWLVqFUqXLq2XEQBevHiBBw8e6L0mAFCnTp0Ur0l6zy8jr8ub39tevXrhzJkzKFOmDAYNGoS///473fbepH7nPYiMwMvEKMx6EJT+hpQpiUjEpCqVseDOBdlR8oUYe2803DxFdgyj8ddBYNtRoFmNzLdRsmRJKIqCS5cuoV27dinWX7lyBQ4ODnB2/u+CFlNTU71tFEWBVpt0c1OtVosqVapg6dKlKdp6vbhJT2pFYPLyN5dlxuvPIbm95OcAAFZW+tPbaLVauLm5pdq7l3xlolarxbhx49ChQ4cU25ibp3+fMX9/f9SoUQMXLlxItVfszbzJUntN0nt+b5PW99bX1xfBwcHYunUrdu7ciU6dOqFx48a6nsGMYM8Y5Um/hi7B84QI2THytO0J13G8bC3ZMfI8odKg97WliIg14JtjGqDBM7M2mN/JyQlNmjTBr7/+iujoaL11YWFhWLp0KTp37pzhAsjX1xfXr1+Hq6srSpYsqfews7NLdZ/kcVGJiYm6ZSVLloRGo8HBgwd1y+Lj43HixIm3nlLNSb6+vggLC4NarU7xvJILVV9fX1y9ejXF+pIlS8LEJP0ypFy5cihXrhwuXLiAbt26pVhva2sLd3d3vdcESBrs/y6viUaj0Xut34WtrS06d+6MuXPnYsWKFVizZs07jeFjMUZ5zqO4p5gblk2jeClNE709ZUfI87ZZBWDllUqyYxidG/eB2Wuz1sbs2bMRGxuLpk2bYv/+/bh79y62bduGJk2aoFChQhkagJ6se/fucHZ2Rtu2bXHgwAEEBwdj3759GDx4cIqpG5J5eHhAURRs2rQJjx8/RmRkJKysrPDZZ5/hyy+/xLZt23Dp0iX069cPr169Qp8+fbL2hDOhcePGqFWrFtq1a4ft27cjJCQEhw8fxsiRI3HixAkAwOjRo7Fo0SKMHTsWFy9exOXLl7FixQqMHJnx+1jt3r0boaGhb50H7Msvv8TkyZOxYsUKXL16FSNGjMCZM2cwePDgDB/D09MTkZGR2LVrF548eZLuKdRkP/30E5YvX44rV67g2rVrWLVqFQoWLPhOc5axGMtBuTFrryHp1atXqt35uW3a/XmI1sakvyFl2dH4YOys3ER2jDwr3Lk+2m75UnYMozVpKRARmfn9S5UqhRMnTqBEiRLo3LkzSpQogU8++QQNGzbEkSNHdAPsM8LS0hL79+9H0aJF0aFDB3h5ecHf3x/R0dGwtbVNdZ9ChQph3LhxGDFiBAoUKIDPP/886XlNmoQPPvgAH330EXx9fXHjxg1s374dDg4OmX+ymaQoCrZs2YL69evD398fpUuXRpcuXRASEoICBQoAAJo2bYpNmzZhx44dqFatGmrWrInp06fDw8Mjw8exsrJKs7gZNGgQhg0bhmHDhqFChQrYtm0bNmzYgFKlSmX4GLVr18ann36Kzp07w8XFBVOmZGxogLW1NSZPnoyqVauiWrVqCAkJwZYtWzLU65fsnW4U/ujRI4waNQpbt27Fw4cP4eDgAB8fH4wdOxa1ahn26YpevXohPDwc69evz1I7ISEhKFasGFxcXHDz5k3Y2Njo1lWqVAnt2rXTzU3y+PFjWFlZwdLSMkvHTMvevXvRsGFD2NvbIzQ0VO/8+7Fjx1CjRtKgiey8H3zya3D69GlUqlRJtzy7XuOsuBl9B40udEOCyFxXM707L9NC+HvdOpiI9MddUMYJMzvUu3wWR+5l/BcWpfTtR8D4vrJTEKXtnXrGPvjgA5w9exZBQUG4du0aNmzYAD8/P6OYhTi7vXz5ElOnpn3TaRcXlxwtxF5nY2ODdevW6S1bsGBBnpulOD2T7v3GQiyXXY6/jzW12siOkef8ljibhVg2mLkaCMv5OxcRZUmGi7Hw8HAcPHgQkydPRsOGDeHh4YHq1avjm2++0ZsJN62ZeK9evQpFUXQTpSWbPn06PD09db03ly5dQosWLWBtbY0CBQrgo48+wpMn/93g2c/PD4MGDcJXX30FR0dHFCxYMM17a40dOxZBQUH466+/dDPrJl/5cf78eTRq1AgWFhZwcnLCJ598gsjI9Pu1//e//2H69OlpXhL75mlKRVEwb948tG/fHpaWlihVqhQ2bNigt096z/1tevbsiQULFui+jo6OxvLly9GzZ88U265ZswblypWDmZkZPD09MW3atBS505pJulixpNuwVK5cOdX7g02dOhVubm5wcnLCwIED9W6Z8euvv6JUqVIwNzdHgQIF0LFjx3SfW0adiryILc/3ZFt7lHFTCyQgVsMB5tnljmtnfL67h+wYeUJUdNLcY0SGLMPFWPLcIOvXr0dsbGyq2wgh0pyJt0yZMqle2rts2TJ069YNiqIgNDQUDRo0QKVKlXDixAls27YNDx8+RKdOnfT2CQoKgpWVFY4ePYopU6YgICAAO3bsSDXX8OHD0alTJzRr1kw3s27t2rXx6tUrNGvWDA4ODjh+/DhWrVqFnTt36s7Lp6Vr164oWbIkAgICMvgKJhk3bhw6deqEc+fOoUWLFujevbuuZzGjzz01H330EQ4cOIA7d5Lm1VqzZg08PT3h6+urt93JkyfRqVMndOnSBefPn8fYsWMxatQovRmOgbRnGz527BgAYOfOnQgNDcXatf+Nkt2zZw9u3ryJPXv2ICgoCIGBgbq2T5w4gUGDBiEgIABXr17Ftm3bUL9+9k0eOuHuL9nWFr2bewlPsKgObyKeHRKsC6PhzjmyY+QpczcB9x+nvx2RLBkuxtRqNQIDAxEUFAR7e3vUqVMH3377Lc6dO6fbJiMz8Xbv3h3Lli3T7XPt2jWcPHkSPXok/RU4Z84c+Pr6YsKECShbtiwqV66MBQsWYM+ePbh27Zpuv4oVK2LMmDEoVaoUPv74Y1StWhW7du1KNbu1tTUsLCxgZmamm1lXo9Fg6dKliI6OxqJFi1C+fHk0atQIs2fPxuLFi/Hw4cM0Xw9FUTBp0iT88ccf7zRhX69evXSF3IQJExAVFaUrbjL63FPj6uqK5s2b6wqfBQsWpDofy/Tp0/Hee+9h1KhRKF26NHr16oXPP/8cP/74o952ac02nDwnjpOTEwoWLKg3iNXBwQGzZ89G2bJl0apVK7Rs2VL3fblz5w6srKzQqlUreHh4oHLlyhg0aFCGX7u07Ao/jCMvT2dLW5Q5s+ye46WlvewYRk0oCr55HISQ8NwfiJ2Xxcaxd4wM2zuPGXvw4AE2bNiApk2bYu/evfD19dUVABmZibdLly64ffs2/vnnHwDA0qVLUalSJXh7e+va2LNnj97+ZcuWBQC9oufNGXjd3NwyNIvu6y5fvgwfHx+9Sezq1KkDrVard3PUt2natCnq1q2LUaNGZfiYr+e2srKCjY2N3gzNGXnub5N8D69bt27hyJEj6N69e4ptLl++nOosxdevX9ebXyWt2YbTUq5cOahUKt3Xr39fmjRpAg8PDxQvXhwfffQRli5dmuFLh9Mz6d5v2dIOZd6zxBf4rV4r2TGM2inHoZh+vJHsGHnS/M3AnbT/xiaS5p2ntjA3N0eTJk0wevRoHD58GL169cKYMWMA/DcT75kzZ/QeV69exZdfJl2e7ebmhoYNG+p6x/78809dr1hyG61bt07RxvXr1/VOaaU1G25GpTVjcUYn8ps0aRJWrFiB06cz1iuT3gzNGXnub9OiRQvExMSgT58+aN26NZycUt7DLrXnnNqVlpl9fdPaz8bGBqdOncKff/4JNzc3jB49Gj4+PggPD0+33bTsDj+CS6+up78h5bg/zO/hsYOb7BhGKdqhAt7bMkF2jDwrLh6YvkJ2CqLUZXmeMW9vb0RFRQHI2Ey8AHR3uz9y5Ahu3ryJLl266Nb5+vri4sWL8PT0TNHGm7dheBepzazr7e2NM2fO6PIDwKFDh2BiYoLSpUtnqN3q1aujQ4cOGDFiRKazJcvqc1epVPjoo4+wd+/et94ywtvbO9VZikuXLq3Xo5WW1GaFzii1Wo3GjRtjypQpOHfuHEJCQrB79+53bud1v4WlvL0IyfFKG4MZdTjv2LsSKjN8dHkpXsaayY6Spy3ckrV5x4hySoaLsadPn6JRo0ZYsmQJzp07h+DgYKxatQpTpkxB27ZJA3czMhMvAHTo0AEvXrzAZ599hoYNG6JQoUK6dQMHDsSzZ8/QtWtXHDt2DLdu3cLff/8Nf3//TN+mAEi6QvDcuXO4evUqnjx5gvj4eHTv3h3m5ubo2bMnLly4gD179uB///sfPvroI91kdRnxww8/YPfu3Rk6tZmW7Hju48ePx+PHj9G0adNU1w8bNgy7du3C+PHjce3aNQQFBWH27NkYPnx4hnO6urrCwsJCd4FBRETGbju0adMmzJo1C2fOnMHt27exaNEiaLValClTJsPHftOFqGs49OJkpven7LfU5BZC3DM+0SIBGy0nYN21CrJj5HmR0cDcjbJTEKX0TldT1qhRAz/99BPq16+P8uXLY9SoUejXrx9mz54NIGMz8QJJ93Bq3bo1zp49m2Jck7u7Ow4dOoTExEQ0bdoU5cuXx+DBg2FnZ/dOs9m+qV+/fihTpgyqVq0KFxcXHDp0CJaWlti+fTuePXuGatWqoWPHjnjvvfd0zyejSpcuDX9/f8TEZG3W9+x47hqNBs7Ozm89zerr64uVK1di+fLlKF++PEaPHo2AgAD06tUrwznVajVmzZqF33//He7u7rpiPD329vZYu3YtGjVqBC8vL/z222/4888/Ua5cuQwf+02/hy1LfyPKVfEiAT9WM+xJoA3JM5dG6LBlqOwY+cbstUBCguwURPreaQZ+IkPyIO4Rap3twEleDZACBdsuxqL8rVOyoxg0rbkDap0/hxOhhWVHyVeWjAK6Npadgug/vDclGa3Ah6tZiBkoAYGJPl6yYxi8n+PmsBCTYOYq2QmI9LEYI6MUo43Fsscb0t+QpNmbcBOHymffpL55TbBLd3yxt7PsGPnS8SvAgbOyUxD9h8UYGaUNT3fieULGLhwgeSaW5jQXqUmw8YDfDt4xQqafVspOQPQfFmNklIIerZEdgTLgdPxtbK7WQnYMgyIUEwwLXYR7L+xkR8nXNh4G7r3bPOFEOYbFGBmds5GXcSbqsuwYlEGTi2iQaJKxOezyg2OOwzH7FE/fyqbVAou3y05BlITFGBmdQPaKGZWb8WFYXqed7BgG4ZVjZTTZPF52DPpX0DbZCYiSsBgjo/IqMRobn6V+Q3gyXNOdoxFtZik7hlRCbY6uF5YgKk4jOwr96/o94NB52SmIWIyRkdkRfgjR2qxNrku5LyzhGRbUy9jkwHnVWrPJ2HTDW3YMekPQVtkJiFiMkZHZ+Gyn7AiUSb9YPUa4Tcqb1+cHT1yaovO2/8mOQalYtRd4xb/vSDIWY2Q0IhOjsCf8iOwYlEkR2kjMrpf/rqzUWjjh/YMLIUTqtygjuV5EAWv3y05B+R2LMTIafz8/iBgRJzsGZcFC9W08cPaQHSNXTY/+HWcfcr41Q7aIA/lJMhZjZDQ4cN/4xYg4TK/dQHaMXHPdpRe+3v+B7BiUjj2ngQdPZKeg/IzFGBmFFwmR2BdxVHYMygYrxU1cL1JOdowcF29bDA23z5IdgzJAqwU2HJKdgvIzFmNkFLaH70csT1HmCYlIxOQqvrJj5CihqDD43mKERtrIzRG+H9oLraH9xx3a/QrEk/V667VXe0G7X9F/nK6pv83NL6A97Ajt0aIQj5brt/94JbQXWuf008gVGw7KTkD5GYsxMgobnvIUZV6yNfE6Tpapmf6GRuqQ/Qj8fqaO7BiANgqw8oFScvbbt3FoBqVm6H+P8lt0q8TTjcCjZVAq/A2l2GSIa70h4p8mrUsIhwj+DkrJvHGPzT2ngZevZKeg/IrFGBm88IQXOPDimOwYlM0mlismO0KOiHKsivc3jZUdAwCgODaHSbHvoTh3ePtGJmZQNAX/e5g6/rfu1WXA3g+KTVUorl0BlS0QcwsAIG59BcV9ABTzojn8LHJHXDywjSMhSBIWY2Twtj3fh3iRIDsGZbMj8cHYXamx7BjZSpha4sNzSxCbqJYdJePC90J7xBXa46WhvdYPIu61u2db+QAvT0DEP4d4eRLQRgPmJSEiDgKRp4BCg+TlzgEcN0aysBgjg8erKPOuicXtIZS8M//WcvVUbL9VRnaMDFMcmkMpuxRKxd1Qik8DXh6HONcIQhubtN6xKeDaA+J0NYirvaCUCQJUVhDXP4NS6nfgwRxoj5eB9kwdiKiLkp9N1m39B0jg330kgSKEELJDEL1NrDYO3iebcH6xPOznJ67ocGSD7BhZ9tClJdzXbJId4620+xUo3uugOLd76zYiNhTimAcUr+VvPbWpDRkLJEZAKdAb4vz7UKqcB55tgngwGya+J3MmfC7a8RPQKG9fX0IGyIj60ik/OhN1yWgLsZeB9xGz9xkSbkdDMTOBpoINbD8vCrWHhW6b6D3P8GrdQ8RfiYI2IgEuiyvAtLSVXjsRM0LwavNjmFioYPt5UVi87/zf/juf4tXWx3CaVjbXnld2+7GgQCu1GTQJsbKjZJrWwgVN9s+XHSPLFDM3CDMPIPp6quvFqyvAo6VQqpwGwhYAdvWhaFwgXDoB1/whEl5AUdvmcursteEgizHKfTxNSQbt8ItTsiNkWtzpF7DqWADO88vDaZYXRKLA00GXoY1O1G0johOhqWgDm4GpD4KOOfAc0dufwmmWF2wGFsXz729CGxEPANC+TMCLOXdh96VxD4S/k/AYS+oa903EJ0bOw8XHBWTHyDIR/xSIvQtoUt4xQAgBce0TKCWmQVFZAyIREPHJO/67lTb3wuaQXcbfuUdGiMUYGbR/Xp6WHSHTnGZ6wbKVK0yLW8K0tBXsR5VAYlgc4q9E6baxbOECm76FYVYt9d6E+JBoaHxtofGyhmVTZ5hYqpFwP6kH6cXPd2DVsQDUBc1y5fnkpJn2EYiyMM4elcsu/TD6UBvZMVIlEiMhIs9ARJ5JWhATnPR1zB2IxEhobw2HeHEEIiYEInwvxMXWgKkz4NQ+ZWNhcwGNKxSnf5+rbR0gfDfEi38g7v0EWHpDUdvn1lPLMZdCgMfhslNQfsNijAxWvDYBJyMvyI6RbURkUo+YiW3GRweYlrJE/JVIaF8kIO5yJESsFurC5og98wLxV6Ng1algTsXNVU8SI/B7PeObPDTOtiQabvtJdoy3e3kC4lRliFOVAQDi1hdJX98eDUAFRJ2HuNgW4nhpiKs9AYvSUCodgaLWn6xWxD2EuDMBSon/7iig2FaHUngYxIWWwOOVUEovzM1nlqMOnJOdgPIbjhkjg3Um6hKitTGyY2QLIQQiZt6GxscGpiUsM7yfeU17xDVzxuPe56GYmcB+TAkoFiaImBIM+1El8GrtQ0SuDIOJvRr23xSHafGMt21ofrcIRU/7AnAKfyg7SoYIEzUG3FmCx1FW6W8siWLvB6X+26/RUipsz1g7mgJQaoSkXO4xGorH6MzGM1j7zwAd6stOQfkJe8bIYB15abzjxd4U8WMIEm5EwWF8yXfe17ZfERRYUxmuy3xg4eeIl4H3YVbNDopawcsF9+H8RzlYtXFF+NibOZA890RqX2FmnaayY2TYPruRWHiuhuwYlAP2n5WdgPIbFmNksP55cUZ2hGwRMTUYMQeew+lXb6gKZG18V3xINKK3PYVN/yKIPfUCmso2UDmYwryxE+KvRkEbadyTJC1WBeNOwRKyY6TrpVNNtNj0newYlEPO3wLCX8pOQfkJizEySAkiASciz8uOkSVCCIT/GIzovc/g/IsX1O7mWW4vYuIt2A0uChNLVdKFawn/noJK/tfIZw2ME/H4sYYB3NMxDUJjjQ6nFhvXLPv0TrRajhuj3MVijAzSuairiNIa9117I34MQfS2J3AIKAXFSoXEp3FIfBoHEfPf5f/aiATEX4tCQnA0ACDhdjTir0Uh8WnKudVerX8EEwdTmNdPunegpqINYk+8QNz5l4j8MxTqYhYwsTH+AmG99gYuFqskO8ZbLVZ+wu7b7366mYwLT1VSbjL+T27Kk4x5Sotkr9YkDUR/+tklveX2o4rDspUrACDmwDOEj7+lW/d85A0AgHXfQrDtV0S3PPFpHCKD7sN5bnndMk05a1h3c8PTL65C5aiG/ei8USBoocWkSuWxOPiM7CgphLq2Re/VfWXHoFxw2Lg75snI8HZIZJA+ujoMuyMOy45BEq2+ZYpaFw/IjqGTaFkQ5Y+dx7VnzulvTEbP0hyI2AqY8PwR5QK+zcggXXp1TXYEkuyHMu6yI+gZHzGfhVg+8ioGuHFfdgrKL1iMkcF5mRiFsPgnsmOQZKfjb2Nr1eayYwAALjh/hvFHWsiOQbnsnHHPFkNGhMUYGZwb0SGyI5CBmFTUHIkmKqkZYu3Kwm/LNKkZSA4WY5RbWIyRwbnOYoz+dSM+FCvryLuJuDAxRb9bS/A8xkJaBpLn7A3ZCSi/YDFGBudGzG3ZEciATHOORYxGTjG002YMll6sIuXYJN/5W+lvQ5QdWIyRwWHPGL0uNOEpFtZrl+vHjXCui5abv8n145LhuB0GRETKTkH5AYsxMjgsxuhNs20eI8LaMdeOJzQ2aH1sMRK1/IjM7zhujHIDP2nIoMRq43An9oHsGGRgwhMj8Wu9lrl2vPmYhUP3PHPteGS4rtyRnYDyAxZjZFCCY+4iEYmyY5ABmmd6B2FORdLfMIvuuXZE/529cvw4ZBzuPJSdgPIDFmNkUK7HhMiOQAYqRsRieu2GOXqMRCt3NNz1e44eg4zL7TDZCSg/YDFGBoVzjFFaVuAmbhYqmyNtC0XBqGcLcet57o1NI8PHnjHKDSzGyKDciOa0FvR2CUjE5GrVc6Tts07/w+Sj7+dI22S8brMYo1zAYowMyv04fvJR2jYnXsOZUtWytc0Ye2802jw5W9ukvOHBEyCRw1gph7EYI4PyPCFCdgQyAhMqlMq2toRKg97XliIi1jzb2qS8IyERuM9b5VIOYzFGBuV5wgvZEcgIHIq/hX0+jbKlra1W47HySqVsaYvyJg7ip5zGYowMhhAC4SzGKIMmlHCCUJQstRHu3ADttgzPpkSUV3HcGOU0FmNkMCISX3KOMcqwC/F38VeNVpneX5jZoeXRRZxln9L1+LnsBJTX8VOIDAbHi9G7+tFdQbzaNFP7/pb4C/65XzSbE1FeFBElOwHldSzGyGA8YzFG7ygk/hGW1m33zvvddu2Cz3d3z/5AlCeF82bhlMNYjJHBYM8YZcYM+5d4ZWGd4e0TrIvAb8ecHExEeQ17xiinsRgjg8FijDLjcWI4fq/XNkPbCkXBN48DcSfCPmdDUZ4SwZ4xymEsxshgPItnMUaZ85tFKJ7Zuaa73UnHoZh+PHumxKD8g8UY5TQWY2Qw2DNGmRWpfYWZdZuluU20Q0U03jIhlxJRXsLTlJTTWIyRwWAxRlmxWBWMewWKp7pOqMzQ4/JSvIw1y+VUlBdwAD/lNBZjZDCitK9kRyAjFivi8WONuqmu22AxAeuvlc/lRJRXsGeMchqLMTIYCrI2mzrRWnEDlz0r6i175vIePtg6VFIiygvi4mUnoLyOxRgZDBZjlFVaaDGp8n/FmNbcAU0PB0EIvrco8xK1shNQXsdijAyGicK3I2XdzoQbOOZVBwAwK/Y3nAotJDkRGTutkJ2A8jr+9iODYcKeMcomP3gVwU2XjzBsXyfZUSgPSOQtcymHqWUHIErGnjHKKu9wG3Q6Z4caxyNgdikCIdrUB/QTvRNTUwB7ZKegPIzFGBkME3bU0jsqEG2Gzpec0eBkPIoeCobqynnZkSgvMjeXnYDyOBZjZDA4gJ/SY56owgc3XPH+SQWlj9yH2akzQEKC7FiUxykqlewIlMexGCODwdOU9CZFAE3uOaP1GXNU/OcJbI5cBKLOyI5F+Y2avyopZ/EdRgaDA/gJACo9tcOHZ21R7dgLOB+6AjziqUeSTM2eMcpZLMbIYLBnLH8qHGWBLhedUPd4LAofugGTmyy+yLAo7BmjHMZ3GBkMjhnLH6zj1fjwmgsanwJKHL4LzZkTgJazapIBYzFGOYzvMDIYpgrfjnmRSqugxW0XtDyjQbl/HsHq6CUg+rTsWEQZptjZyo5AeRx/+5HBcFTby45A2aTmQ3t0OGsD32PhcDx0CXh2TnYkokxTFSwgOwLlcSzGyGC4mDrKjkCZVPylFbqcd0St46/gfugGlNsc90V5h0kBV9kRKI9jMUYGg8WY8bCPM0WXKy5oeEKLYodvQ33hAiB4Az/Km1iMUU5jMUYGw8XUSXYEegvTRBO0DXZFs9MqeP0TBotjF4C4ONmxiHKFCU9TUg5jMUYGgz1jhqXBA0e0O2OJSseew+7wJSDirOxIRFKwZ4xyGosxMhjOpg4wgQm04DQHMpQNt0Hnc/aocTwSBQ5dg3Kf476IABZjlPNYjJHBUCkqOKjt8DThuewo+YJLtBm6XHZGgxPx8DgcAtVlFl9EqWExRjmNxRgZFFdTRxZjOST5JttNTikoc+QBzE6e4U22iTKAY8Yop7EYI4PibOoIRN+UHSNPSHGT7X8uAZFnZMciMi6KAhNXF9kpKI9jMUYGhVdUZo3PUzt8eM4G1Y69hMuhq8BDnnokygrF0YH3pqQcx3cYGRQXUwfZEYyK+ysLdL3ghLonYlHk0E2Y3GDxRZSdeIqScgOLMTIoruwZS5PeTbaP3IPmNG+yTZSTVBy8T7mAxRgZlGLmRWRHMCi8yTaRXCZF+ZlEOY/FGBkUL8uSsiNIV+ORAzqctUKVYxFwPHQZeMqbbBPJoq5YXnYEygdYjJFBKaJxg5WJJaK0r2RHyTWeL63Q5YID6hyPTrrJdgjHfREZClMfFmOU81iMkUFRFAVlLIrjVNQF2VFyjO4m2ye18Dx8B6bneZNtIkOl9qkgOwLlAyzGyOB4WZbIU8WYaaIJ2gS7oPlpNW+yTWRETAq5w8SJFxVRzmMxRgbHy7KE7AhZVi/UEe3/vcm2/SHeZJvIGLFXjHILizEyOGUtjK8YKxNhjc7nHFDzeFTSTbbvcdwXkbHj4H3KLSzGyOAYwxWVvMk2Ud7HwfuUW1iMkcGxV9uioKkLwuIfy46iY56oQocbrnifN9kmyjd4mpJyC4sxMkheliUQFiG3GGty99+bbB99CtsjF3mTbaL8xNwcqtKlZKegfILFGBkkL8uS2BPxT64es+IzO3x4zhbVj72Ey8ErvMk2UT6mLucFRaWSHYPyCRZjZJByYxC/3k22D9+CyXUWX0SUhKcoKTexGCODVMnKO9vbtI5Xo+M1VzQ+JVDyyD1ozpwEEhOz/ThEZPw4eJ9yE4sxMkglLIqigKkzHsY/yXQbigBa3HZBqzNmKP/PI1j9w5tsE1HGqKtVkR2B8hEWY2SwatpUxl/PdrzTPtUe2+ODszaociwcToeuAE946pGI3o1ibw/T6lVlx6B8hMUYGaxatukXY7zJNhFlN817DTh4n3IVizEyWLVsfFMss40zRZcrrmh0MhHFeJNtIsoBmqaNZUegfIbFGBmskhYeKKRyQY1rJrqbbFseuwjEnpIdjYjyMDMWY5TLWIyRQdv+qzviFiyRHYOI8glV2dJQFS0iOwblMyayAxClxbyhn+wIRJSPsFeMZGAxRgbNrOl7gKLIjkFE+QTHi5EMLMbIoJm4uEBdpbLsGESUH5iZQdOgruwUlA+xGCODZ9aMf6kSUc7T1KsNxdJSdgzKh1iMkcHTNGsiOwIR5QM8RUmysBgjg2daszoUR0fZMYgoj9M0fU92BMqnWIyRwVNUKph3ai87BhHlYSbubjCtwJuDkxwsxsgomH/cTXYEIsrDzNq3lh2B8jEWY2QUNLVqQFWyhOwYRJRHWfTqITsC5WMsxshomH/URXYEIsqD1OW9YVo15b1wiXILizEyGhYfdeUEsESU7czZK0aSsRgjo6Eq5gnTOjVlxyCivESthnmPzrJTUD7HYoyMivlHXWVHIKI8RNP8fagKFJAdg/I5FmNkVMw7dQDMzGTHIKI8wqI3T1GSfCzGyKiY2NvDrHVz2TGIKA9QnJ1g1oqfJyQfizEyOjxVSUTZwaJ7ZyimprJjEEERQgjZIYjehYiPx2P3khBPnsqOQkRGzPH0YZhWqig7BhF7xsj4KKamMO/SUXYMIjJi6koVWYiRwWAxRkbJsr8/5xwjokyz6NVddgQiHRZjZJTU5ctB07KZ7BhEZIwsLGDenXOLkeFgMUZGy+qbYbIjEJERsujbEybOzrJjEOlwAD8ZtWf130f8gcOyYxCRsdBo4HzjHFRFCstOQqTDnjEyalbfDJcdgYiMiMXH3ViIkcFhzxgZvaeVayPhzDnZMYjI0KlUcLp6GuoSxWUnIdLDnjEyelZfD5UdgYiMgHmXjizEyCCxZ4yMnkhMxNMylZF485bsKERkqBQFTheOQe3tJTsJUQrsGSOjp6hUsPxysOwYRGTAzNq3ZiFGBos9Y5QniNhYPClWDtrQMNlRiMgAOZ46BNPKPrJjEKWKPWOUJyhmZrAc+rnsGERkgDQtmrIQI4PGnjHKM7QvX+JJUS+I8HDZUYjIgDgc3gVNrRqyYxC9FXvGKM8wsbGBFceOEdFrTBvWZyFGBo89Y5SniNhYPPWuisRbwbKjEJEBcNi3DZr6dWXHIEoTe8YoT1HMzGA9faLsGERkAMy6dGQhRkaBPWOUJz1v1g5x23fKjkFEkijW1nC6ehoqdzfZUYjSxZ4xypNsZkwGTE1lxyAiSazGfMNCjIwGizHKk9Rly8Dyf5/KjkFEEqi8ysBy8ADZMYgyjKcpKc/SvniBp2UqQxv2UHYUIspFDrs2QdPIT3YMogxjzxjlWSa2trCeOE52DCLKRWadP2AhRkaHPWOUpwkh8LxWI8QfPS47ChHlMMXaGk5XTkFVyF12FKJ3wp4xytMURYHNz1MBRZEdhYhymNXoESzEyCixGKM8z7RaFZj36iE7BhHlIJVXGVgOGSg7BlGm8DQl5QvaR4/wpGwViOfPZUchohxgv3MjzN5rKDsGUaawZ4zyBRNXV9j+MUt2DCLKAWadOrAQI6PGnjHKVyL8P0PMwsWyYxBRNjFxd4PT2SMwcXaWHYUo09gzRvmKzawfoSpZQnYMyiWzEIeCiMIoxOotvwYtPkYMSiEKJRCFFojGPWh168cgFmURhSp4hfVI0Nv3LyTgI8TkSn5Kh4kJ7JbMYyFGRo/FGOUrJtbWsFu2AFCrZUehHHYaiViMBHi/8TEXAi3aIholYYK1MMduWGAoTGGGpCtu/0YC1iIRy2GOkdBgCGLxDEknECIgMAlxmAhNrj8fSslqxBfQNGwgOwZRlrEYo3zHtFoVWI/7TnYMykFREBiIWEyDGezeWDcRcXgPKoyGBhWgggdM0ARquPxbjF2DFrVhgkpQoT3UsAZw+99es/GIQy+YojA/OqUzrVUDVuNGyo5BlC34iUL5kuWIYTBtUFd2DMohIxCHxlChPlR6y7UQ2IlEFIcJuiAG5RCF5ojG1tdORZaDCc5Ci3AInEUiYgAUgwmOIhHnoEVfsFdVNsXODnZ/LoTCHm7KI1iMUb6kmJjAbvE8KPb2sqNQNluPBJxHIr5N5VTiEwhEAfgZ8WgIFVbAHC2ggj9icRiJAICGUOMDqNEM0RiMWMyCGSwBfI1Y/AgNApGAOniF1ojGldfGmVHusZ37M1QeRWXHIMo2LMYo31IVKQzb32fKjkHZ6D60GIlY/AIzmCPlXReSS6dmUKE/TFEeKvwPGjSBCosQr9vuS2jwDyyxF5ZoATVmIh71oYIpFMxAPP6CBbpBjUFvXBhAOc+iby+Yf9hBdgyibMVijPI1804fwLxnd9kxKJucgxZPALyPGBRCFAohCkegxTwkoBCi4AAFagCl3/joKwUT3Efqs/xchxZrkYCvocFhJKImTOAMBW2gxjlo8fIt+1H2U3mVgc3MKbJjEGU7nnCnfM9m9jTEHzyCxJu3ZEehLKoHFfbAQm/ZEMSiFBQMhAZmUFAJJrj5xunFW9CicCo9aQICXyIWY6GBFRQkArrRZcn/8kRlLjE3h92KICiWlrKTEGU79oxRvmdibQ275YGAhUW625Jhs4YCL5joPSwBOPy7HAAGwBR/IRFLEI9gaDEf8fgbiegF0xTtLUECnKCg6b9/t1aDCQ4iESeRiN8Rj9JQYJdKEUfZz2bqDzCtUF52DKIcwWKMCIBpVV/YLfoDUPiLNa9rATUmQ4NfEI+GiMYyJGA+zFDjjSsvH0NgJuLxw2sXAvhChU9hih6IwUYkYAbMcjt+vmTWvjUsB/aXHYMox/B2SESviZo8HZEjRsuOQUT/Ulf2geOBv6FYWcmOQpRjWIwRveFFv88RPS9QdgyifM/E3Q2Ox/ZBVchddhSiHMVijOgNIiEB4c3bI27nHtlRiPItxcoKDvu3w9S3kuwoRDmOY8aI3qCo1bBbvQSqcl6yoxDlTyYmsF06n4UY5RssxohSYWJnB4dNq2FSwFV2FKJ8x/rHH2DetpXsGES5hsUY0VuoPD1gv2Elp7wgykWWQz+H1Rf/kx2DKFexGCNKg2n1qrBbPJdTXhDlAvNunWA9baLsGES5jsUYUTrMP2gH60kBsmMQ5Wma99+DbeDvUPiHD+VDvJqSKINe/G8Yomf/LjsGUZ6jrlYFDrs3w8TaWnYUIinYM0aUQbY/T4PlkIGyYxDlKaoypeCweTULMcrXWIwRvQObnybD8usvZMcgyhPUFcrBYd82mLi4yI5CJBWLMaJ3ZDMpAFajvpYdg8ioqatVgcPerVAVKCA7CpF0LMaIMsE6YBSsvuc9LIkyw7R+HTjs2gQTR0fZUYgMAgfwE2VB1NSZiPzyO9kxiIyGplkT2K9dBoXz9xHpsGeMKAushg+GzcwpsmMQGQWzDm1g/9cKFmJEb2AxRpRFloMGwOa3mZwYligN5h91hd3KxVA0GtlRiAwOizGibGDZvw9s5/8KmPBHiuhNFp/2gW3QH1BUKtlRiAwSf3MQZROL3h/BdtFcwNRUdhQig2E5fDBs58zkzPpEaeAAfqJsFnfgEMI/6A7x+InsKERSWY37Dtajv5Edg8jgsRgjygGJd+4ivF0XJJw+KzsKUe6zsIDt3Nmw6N5ZdhIio8BijCiHiFevENFnAGKXr5YdhSjXqIp5wm7dnzD1qSA7CpHR4JgxohyiWFrC/s9AWE8cx4H9lC9omjaG48kDLMSI3hF7xohyQeyW7Yjo5g8RESE7ClH2UxRYfTMMVuNHQ+EfHkTvjMUYUS5JuHYd4W06IfHqddlRiLKNYmMD20V/wLxda9lRiIwWizGiXKSNiEBE9z6I27xNdhSiLFOVLQ37dX9CXbaM7ChERo39yUS5yMTODvYbVsLym+GyoxBliVn71nA8to+FGFE2YM8YkSQxf23Ci36fcz4yMi4mJrD+fjQsRwzjRK5E2YTFGJFE2kePENH3c8Rt3CI7ClG6VMWLwXb+L9D41ZcdhShP4WlKIolMXF3hsGElbOf9AsXaWnYcotSZmMByyEA4nT/KQowoB7BnjMhAJNwKxouenyD+4BHZUYh0VGVLw3bBHGhq1ZAdhSjPYs8YkYFQFy8Gh33bYf3TZChWVrLjUH6nVsPym+FwOnOEhRhRDmPPGJEBSgy5jRef/A9xO3bLjkL5kNqnAmwX/gbTyj6yoxDlC+wZIzJAKk8POPy9AbYL5kBxcJAdh/ILjQZW40fB8fh+FmJEuYg9Y0QGLjHsIV4O/hKxK9fKjkJ5mLp6Vdgt+BXqct6yoxDlOyzGiIxE3D/HEPnldxzgT9lKcXKE9aivYfH5p1BUKtlxiPIlFmNERibmr02IHDEaiVeuyY5CRkyxsoLlkAGw/HIITOzsZMchytdYjBEZIZGYiOh5gYgaOwHasIey45AxMTWFRb9esBo1AqqCBWSnISKwGCMyaiIqClFTZ+LV1FkQkZGy45AhUxSYd+kIq/GjoC5RXHYaInoNizGiPCAx7CGixv6A6PmLgIQE2XHIwGiaNYH1xHEwrVRRdhQiSgWLMaI8JOHKVUSOGIPYvzbJjkIGwLRGNVhPGsdbGBEZOBZjRHlQ/OmzeDXzV8QsXw3ExsqOQ7lM7VMBVmO+gXn7NrKjEFEGsBgjysO0jx7h1W/zET1nHgf653VqNcw6tIHl/z6Fpm5t2WmI6B2wGCPKB0RcHGJWrMGrmb8i4eRp2XEoG5kUcIVFf39Y9O8Dlbub7DhElAksxojymbhDR/Bq5q+IXbsBSEyUHYcyybRWDVh83h/mHdtB0WhkxyGiLGAxRpRPJd65i1e//IHouYEQz5/LjkMZYW4O8y4dYfl5f5hWqSw7DRFlExZjRPmcePUKMctXI2blWsTt2supMQyQqpgnLD7pDYu+PWHi7Cw7DhFlMxZjRKSjffYMses3IWbVuqTCLD5edqR8S1W2NMw7tIFZh7bsBSPK41iMEVGqtM+f/1eY7dzDwiwXqCv7wKxDG5h/0BZqr7Ky4xBRLmExRkTp0j5/jti/NiNm9XrE7dgNxMXJjpQ3mJjAtFaNpAKsQxuoPD1kJyIiCViMEdE70YaHI3bDFsRt34m4A4ehvXtPdiTjotFAU78OzD5oC7N2rXmzbiJiMUZEWZN45y7iDh5B/MHDiD94BAkXLwNarexYBsOkYAGY1q4B01o1YFqrOkyrVIZibi47FhEZEBZjRJSttOHhiD989L8C7fgpICZGdqzcoVZD7VMhqeiqVQOa2jV46pGI0sVijIhylIiNRfyJU4g/9A8Szl9E4o1bSLhxE+LJU9nRskZRYFLIHerKPtDU/rfXq1oVKJaWspMRkZFhMUZEUmjDw5F44xYSb9xEwvWb//7/FhKu34B4/ER2vCQqFUzc3aDyLApVqZJQlyoBVakSUJUuCXXJElAsLGQnJKI8gMUYERkc7YsXScXZ9RvQPnwE7ctIiJeREC9fQrx4qfu/NnlZ8vrISP3xaooCWFhAsbSAYmmZxr+WUKwskwqvooVhUrQIVEUKw8TdDYpKJe+FIKJ8gcUYEeUZQgjg1SuI2FgoFhbsuSIio8BijIiIiEgiE9kBiIiIiPIzFmNEREREErEYIyIiIpKIxRgRERGRRCzGiIiIiCRiMUZERNlm7969UBQF4eHhsqPkirFjx6JSpUqyY5CRYzFGRJRBiqKk+ejVq1e2H9PT0xMzZszIUht+fn5p5vb09MyWrLklJCQEiqJArVbj/v37eutCQ0OhVquhKApCQkKy9biKomD9+vXZ2iYRAKhlByAiMhahoaG6/69YsQKjR4/G1atXdcssDHSS2bVr1yIuLg4AcPfuXVSvXh07d+5EuXLlAAAqI73LgLu7OxYtWoRvvvlGtywoKAiFChXCnTt3JCYjejfsGSMiyqCCBQvqHnZ2dlAURW/Z/v37UaVKFZibm6N48eIYN24cEhISdPsrioJ58+ahffv2sLS0RKlSpbBhw4a3Hs/Pzw+3b9/G0KFDdb1YydasWYNy5crBzMwMnp6emDZt2lvbcXR01GV0cXEBADg5OaFgwYIYOHAgAgICdNsOGTIEiqLg4sWLAICEhATY2Nhg+/btAJLucjBlyhQUL14cFhYW8PHxwerVq1M9bkREBCwsLLBt2za95WvXroWVlRUiIyMBAPfv30fnzp3h4OAAJycntG3bNkO9Wj179sTChQv1lgUGBqJnz54ptt23bx+qV68OMzMzuLm5YcSIEXrfGz8/PwwaNAhfffWV7vUaO3asbn1y72H79u1T7U1cvHgxPD09YWdnhy5duuDly5e6datXr0aFChVgYWEBJycnNG7cGFFRUek+P8o/WIwREWWD7du3o0ePHhg0aBAuXbqE33//HYGBgfjhhx/0ths3bhw6deqEc+fOoUWLFujevTuePXuWaptr165F4cKFERAQgNDQUF3P3MmTJ9GpUyd06dIF58+fx9ixYzFq1CgEBga+c24/Pz/s3btX9/W+ffvg7OyMffv2AQCOHz+OmJgY1KlTBwAwcuRILFy4EHPmzMHFixcxdOhQ9OjRQ7f96+zs7NCyZUssXbpUb/myZcvQtm1bWFtb49WrV2jYsCGsra2xf/9+HDx4ENbW1mjWrJmuN+9t2rRpg+fPn+PgwYMAgIMHD+LZs2do3bq13nb3799HixYtUK1aNZw9exZz5szB/Pnz8f333+ttFxQUBCsrKxw9ehRTpkxBQEAAduzYoXsdAGDhwoUIDQ3VfQ0AN2/exPr167Fp0yZs2rQJ+/btw6RJkwAk9aZ27doV/v7+uHz5Mvbu3YsOHTqAN78hPYKIiN7ZwoULhZ2dne7revXqiQkTJuhts3jxYuHm5qb7GoAYOXKk7uvIyEihKIrYunXrW4/j4eEhfvrpJ71l3bp1E02aNNFb9uWXXwpvb+90cwcHBwsA4vTp00IIIc6dOycURRGPHz8Wz549E6ampuL7778XH374oRBCiAkTJogaNWro8pqbm4vDhw/rtdmnTx/RtWtXIYQQe/bsEQDE8+fPhRBCrF27VlhbW4uoqCghhBARERHC3NxcbN68WQghxPz580WZMmWEVqvVtRcbGyssLCzE9u3b030OQ4YMEb179xZCCNG7d28xdOhQcfr0aQFABAcHCyGE+Pbbb1Mc45dffhHW1tYiMTFRCCFEgwYNRN26dfWOU61aNfH111/rvgYg1q1bp7fNmDFjhKWlpXjx4oVu2Zdffql7zU6ePCkAiJCQkFSfC5EQQrBnjIgoG5w8eRIBAQGwtrbWPfr164fQ0FC8evVKt13FihV1/7eysoKNjQ0ePXr0Tse6fPmyrqcqWZ06dXD9+nUkJia+U1vly5eHk5MT9u3bhwMHDsDHxwdt2rTR9XTt3bsXDRo0AABcunQJMTExaNKkid7zXLRoEW7evJlq+y1btoRardadjl2zZg1sbGzw/vvvA0h63W7cuAEbGxtde46OjoiJiXlrm6/r06cPVq1ahbCwMKxatQr+/v4ptrl8+TJq1aqld5q3Tp06iIyMxL1793TLXv/eAICbm1uGvjeenp6wsbFJdT8fHx+89957qFChAj788EPMnTsXz58/T7dNyl84gJ+IKBtotVqMGzcOHTp0SLHO3Nxc939TU1O9dYqiQKvVvtOxhBB6hUXyssxQFAX169fH3r17odFo4Ofnh/LlyyMxMRHnz5/H4cOHMWTIEADQ5dy8eTMKFSqk146ZmVmq7Ws0GnTs2BHLli1Dly5dsGzZMnTu3BlqtVrXZpUqVVKcygSgG9+WlvLly6Ns2bLo2rUrvLy8UL58eZw5c0Zvm7Rer9eXZ/Z7k9Z+KpUKO3bswOHDh/H333/j559/xnfffYejR4+iWLFi6bZN+QOLMSKibODr64urV6+iZMmS2dquRqNJ0dvl7e2tGyeV7PDhwyhdunSmroz08/PDH3/8AY1Gg4CAACiKgnr16mHq1KmIjo7W9cJ5e3vDzMwMd+7c0fWWZUT37t3x/vvv4+LFi9izZw/Gjx+vW+fr64sVK1bA1dUVtra275wdAPz9/TFgwADMmTMn1fXe3t5Ys2aNXlF2+PBh2NjYpCgq02JqavrOPY9AUnFWp04d1KlTB6NHj4aHhwfWrVuHL7744p3boryJpymJiLLB6NGjsWjRIowdOxYXL17E5cuXsWLFCowcOTJL7Xp6emL//v24f/8+njx5AgAYNmwYdu3ahfHjx+PatWsICgrC7NmzMXz48Ewdw8/PDxcvXsT58+dRr1493bKlS5fC19dXVyTZ2Nhg+PDhGDp0KIKCgnDz5k2cPn0av/zyC4KCgt7afoMGDVCgQAF0794dnp6eqFmzpm5d9+7d4ezsjLZt2+LAgQMIDg7Gvn37MHjwYL1TiGnp168fHj9+jL59+6a6fsCAAbh79y7+97//4cqVK/jrr78wZswYfPHFFzAxyfivQU9PT+zatQthYWEZPtV49OhRTJgwASdOnMCdO3ewdu1aPH78GF5eXhk+LuV9LMaIiLJB06ZNsWnTJuzYsQPVqlVDzZo1MX36dHh4eGSp3YCAAISEhKBEiRK603a+vr5YuXIlli9fjvLly2P06NEICAjI9KSz5cuXh7OzM3x8fHSFV4MGDZCYmJiiB2z8+PEYPXo0Jk6cCC8vLzRt2hQbN25M85Sboijo2rUrzp49i+7du+uts7S0xP79+1G0aFF06NABXl5e8Pf3R3R0dIZ7ytRqNZydnXWnPt9UqFAhbNmyBceOHYOPjw8+/fRT9OnT550L5WnTpmHHjh0oUqQIKleunKF9bG1tsX//frRo0QKlS5fGyJEjMW3aNDRv3vydjk15myIyO9CAiIiIiLKMPWNEREREErEYIyIiIpKIxRgRERGRRCzGiIiIiCRiMUZEREQkEYsxIiIiIolYjBERERFJxGKMiIiISCIWY0REREQSsRgjIiIikojFGBEREZFELMaIiIiIJGIxRkRERCQRizEiIiIiiViMEREREUnEYoyIiIhIIhZjRERERBKxGCMiIiKSiMUYERERkUQsxoiIiIgkYjFGREREJBGLMSIiIiKJWIwRERERScRijIiIiEgiFmNEREREErEYIyIiIpKIxRgRERGRRCzGiIiIiCT6P4P2fJuHnXctAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 365-day Availability Visualization\n",
    "color = sns.color_palette('bright') \n",
    "plt.pie(availability, labels=['One to Three Months','Four to Six Months','Seven to Nine Months','Ten to Twelve Months'], colors=color, autopct='%.0f%%')\n",
    "plt.title('Nashville Airbnb Rentals: 365 Day Availability')\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4e2347f4-9dbc-4573-8bf5-543016a7c253",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In the Nashville Airbnb ecosystem, just 13.37% of listings provide long-term rentals while 86.63 of listings provide short-term stays.\n",
      "Averagely, Nashville Airbnb listings have a minimum nights booking requirement of 6 nights, indicating that an average listing would offer short-term rental options\n"
     ]
    }
   ],
   "source": [
    "# Short-Term vs Long-Term Stays (28 Day Benchmark)\n",
    "short_term = len(listings[listings.minimum_nights < 28])\n",
    "long_term = len(listings[listings.minimum_nights > 28])\n",
    "rental_type = [short_term, long_term]\n",
    "print(f\"In the Nashville Airbnb ecosystem, just {round((long_term/(long_term+short_term)) * 100 , 2)}% of listings provide long-term rentals while {round((short_term/(long_term+short_term)) * 100, 2)} of listings provide short-term stays.\")\n",
    "print(f\"Averagely, Nashville Airbnb listings have a minimum nights booking requirement of {round(listings.minimum_nights.mean())} nights, indicating that an average listing would offer short-term rental options\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a0880d93-49d8-4696-a32f-0ab9c6e315b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Short-Term vs Long-Term Stays Visual\n",
    "color = sns.color_palette('bright') \n",
    "plt.pie(rental_type, labels=['Short Term Rentals','Long Term Rentals'], colors=color, autopct='%.0f%%')\n",
    "plt.title('Nashville Airbnb Rentals: Short-Term vs Long-Term Stays')\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "88257b28-906b-4665-ba8e-e25d4425a890",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "56% of Nashville Airbnb Listings are within a 7 mile radius of the Nashville Airport while 44% of Nashville Airbnb Listings are located beyond a 7 mile radius of the Nashville Airport.\n",
      "Averagely, Nashville Airbnb Listings are located within a 7 mile radius of the Nashville Airport.\n"
     ]
    }
   ],
   "source": [
    "# Distance of Listing from Nashville Airport\n",
    "avg = listings.airport_distance.mean()\n",
    "under_avg = len(listings[listings.airport_distance < avg])\n",
    "above_avg = len(listings[listings.airport_distance > avg])\n",
    "\n",
    "print(f\"{round(under_avg/(above_avg+under_avg)*100)}% of Nashville Airbnb Listings are within a {round(avg)} mile radius of the Nashville Airport while {round(above_avg/(above_avg+under_avg)*100)}% of Nashville Airbnb Listings are located beyond a 7 mile radius of the Nashville Airport.\")\n",
    "print(f\"Averagely, Nashville Airbnb Listings are located within a {round(avg)} mile radius of the Nashville Airport.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "79071a09-fa1b-4928-af92-926ef1d41d14",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rMDU1Fenp6UKI/z7bRYsWaZQrLZEqmsQWquh989133xUAxOHDhzXKvfnmm0KhUIizZ88KIcq+FyQkJAgAYsmSJeXub0meqaa9QkKIMue3bt0aJiYmGDduHH788UfZ1ej9+/evcNkWLVoUa4MPCgpCZmYm/vzzT1nbr6g9e/agW7ducHJy0pg+cuRIPHjwAAcPHtSYHhgYqPG+ZcuWAFDi0y2F7t+/j8OHD2PAgAGwtLSUphsaGuK1117D9evXK9w8WNSSJUtQUFAgVfkCwOjRo3H//n2NfjNlCQwMhLGxcYnzgoKCNKrFnZ2d4e3trdH8BzxqMu3du7fGtJYtW5b4ufTr1w+mpqbSeysrK/Tu3Ru//fYb8vPzKxSzNp577jn89ddfCA4Oxo4dO5CZmVkp6+3VqxcMDQ2l90XPhbNnzyI1NRWDBg3SWK5BgwZ44YUXKiWG8r7PwJPv/6VLlxAUFASVSgVDQ0MYGxvDx8cHAIo1d1XkPNi2bRtMTU01ztmiNm/eDIVCgVdffRV5eXnSS6VSoVWrVhV+Ynjp0qVISEjQeD3eB6rodergwYPIysoq1pzm5OSErl27FmtKUigUePnll6X3RkZGaNy4MerWravRV83Ozg516tQp8zpRUSVdgx4+fCg9lV1Znx0AmJiY4KOPPsKRI0ewdu3aUssdO3YMgYGBsLe3l86R4cOHIz8/H+fOnQMANG7cGLa2tggNDcXChQtx6tSpUtfXpUsXWFlZSe8dHR2LfX6jR49GVlaWxnVuyZIlUCqVCAoKqvA+lmbz5s3o0qUL1Gq1xufYs2dPAEBcXFyZyycnJ2Pv3r3o16+f9ADHwIEDYWVlVWLzXklsbW3RtWvXEudV5L65Z88eNG/eHM8995xGuZEjR0IIgT179mhML+teINczl0jdv38ft27dKvOplUaNGmHXrl2oU6cO3nrrLTRq1AiNGjWS+lNUlDZPH6hUqlKn3bp1S6vtauvWrVslxlr4GRXdvr29vcZ7pVIJAMjKyip1G+np6RBCaLWdiigoKEBMTAzUajW8vLxw584d3LlzB35+frCwsMCiRYsqtJ6yjlVpx6ZovObm5hrJEfDos3n48GGF15mTk4N79+5VKGZthIWF4bPPPsOhQ4fQs2dP2Nvbo1u3bjhy5MgTrbe8c6HwMyp8sONxJU2To/DGUtZ3+kn2/969e+jUqRMOHz6Mjz76CPv27UNCQgLWrVsHoPh5X5Hz4J9//oFarYaBQemX2Js3b0IIAUdHRxgbG2u8Dh06VOEhAJo1a4Z27dppvB5X9NwvPGalfVcrct6bmJjAzs6u2PImJiYlfh+0Vd55V1mfXaEhQ4agbdu2eP/994v1eQIe9cHp1KkT/v77byxYsAD79+9HQkICvvrqK424bGxsEBcXh9atW+O9995DixYtoFarMXPmzGLrLbqPhfv5+PnWokULtG/fHkuWLAHwqHP08uXL0adPnxI/f23dvHkTmzZtKvYZtmjRAgDK/RwXL14MIQQGDBggXZtzc3MRGBiI33//HWfOnCk3BjnXZuC/81jb+1tVPDX4zD26sWXLFuTn55f7WG2nTp3QqVMn5Ofn48iRI/jiiy8QEhICR0dHDBkypELb0qZzX2pqaqnTCr9QhRerop1Wn3RMFXt7+xLHXbpx4wYAoHbt2k+0fuDRfxUGBgaVvp1du3ZJN9KSLjyHDh3CqVOnyn3qrKxjVdqxKWl7FVXaOk1MTDRq7CqLkZERpkyZgilTpuDOnTvYtWsX3nvvPfTo0QPXrl2rsqdgCj+jmzdvFptX0mcgx8aNG6FQKNC5c+dSyzzJ/u/Zswc3btzAvn37pFooAE803pSDgwMOHDiAgoKCUpOp2rVrQ6FQYP/+/VKi8LiSpslR9NwvPGalfVcr43pQ1Sr7s1MoFIiKioK/vz++++67YvM3bNiA+/fvY926dXB2dpamlzTukKenJ1avXg0hBI4fP46YmBjMnj0bZmZmePfdd7WKC3jUATo4OBinT5/GpUuXkJKSglGjRmm9npLUrl0bLVu2xMcff1zi/LL+eSn8Jxd4VANfksWLF2POnDllxiDn2gz8dx5re3+T2ym/LM9UjdTVq1cxbdo02NjYYPz48RVaxtDQEB06dJD+syisLqxILYw2kpKS8Ndff2lMW7lyJaysrNC2bVsAkJ5wKnwSo9DGjRuLra/ofy5l6datm3SzeNzSpUthbm5eKcMlWFhYoEOHDli3bp1GXAUFBVi+fDnq168Pd3d3rde7aNEiGBgYYMOGDdi7d6/Gq3Dsl4pWIZdm1apVGs1HV65cQXx8/BONcbNu3TqN/8zv3r2LTZs2oVOnThpNZVWhVq1aGDBgAN566y3cvn1bekqmss9pAGjSpAlUKlWxJpGrV69qPJ0m15IlS7Bt2zYMHToUDRo0qNAy2u5/4YW16M338Sd/tdWzZ088fPhQutGUJCAgAEII/P3338VqlNq1awdPT0/Z2y9Lx44dYWZmhuXLl2tMv379utQNoCpVxnlYFZ+dn58f/P39MXv27GK1xiWdI0IIfP/996WuT6FQoFWrVoiOjkatWrVkd+EYOnQoTE1NERMTg5iYGNSrVw/du3eXta6iAgICcPLkSTRq1KjEz7GsRGrHjh24fv063nrrrWLX5r1796JFixZYunTpEw0vUJH7Zrdu3XDq1Klin+/SpUuhUCjQpUuXcrfzpOdkta2ROnnypNSem5aWhv3792PJkiUwNDTE+vXryxyvYuHChdizZw969eqFBg0a4OHDh9LNuHAgTysrKzg7O+PXX39Ft27dYGdnh9q1a8t+nFutViMwMBDh4eGoW7culi9fjtjYWERFRUn/Lbdv3x5NmjTBtGnTkJeXB1tbW6xfv77Ex/w9PT2xbt06fPPNN/Dy8oKBgUGpY8nMnDlTagufMWMG7OzssGLFCmzZsgVz5szRGOjwSURGRsLf3x9dunTBtGnTYGJigq+//honT57EqlWrtP5P4NatW/j111/Ro0cP9OnTp8Qy0dHRWLp0KSIjI2W3e6elpeGVV17B2LFjkZGRgZkzZ8LU1BRhYWGy1gc8StD9/f0xZcoUFBQUICoqCpmZmdJAhOU5ceJEiSOut2/fXuM/4kK9e/eWxhNycHDAlStXMH/+fDg7O8PNzQ0ApJvLggULMGLECBgbG6NJkyYa/TS0ZWBggFmzZmH8+PEYMGAARo8ejTt37mDWrFmoW7dumU1bj8vKypKGVcjKysKlS5ewYcMGbN68GT4+Pli4cGGZyz/J/nt7e8PW1hZvvPEGZs6cCWNjY6xYsaLYBVwbQ4cOxZIlS/DGG2/g7Nmz6NKlCwoKCnD48GE0a9YMQ4YMwQsvvIBx48Zh1KhROHLkCDp37gwLCwukpKTgwIED8PT0xJtvvik7htLUqlUL//vf//Dee+9h+PDhGDp0KG7duoVZs2bB1NQUM2fOrPRtPq4yrq1V9dlFRUXBy8sLaWlpUvMWAPj7+8PExARDhw7F9OnT8fDhQ3zzzTdIT0/XWH7z5s34+uuv0bdvXzRs2BBCCKxbtw537tyBv7+/1vEAj47XK6+8gpiYGNy5cwfTpk2r8PeqPLNnz0ZsbCy8vb0xadIkNGnSBA8fPsTly5exdetWLFy4sNTxqRYtWgQjIyO89957JSZc48ePx6RJk7Bly5ZSr9/lqch9c/LkyVi6dCl69eqF2bNnw9nZGVu2bMHXX3+NN998s0L/wDdq1AhmZmZYsWIFmjVrBktLS6jV6ooPbCuri7oOFX1SxcTERNSpU0f4+PiIiIgIkZaWVmyZok80HDx4ULzyyivC2dlZKJVKYW9vL3x8fMTGjRs1ltu1a5do06aNUCqVAoD0lFDh+v75559ytyXEo6cPevXqJX7++WfRokULYWJiIlxcXMS8efOKLX/u3DnRvXt3YW1tLRwcHMTEiRPFli1bij21d/v2bTFgwABRq1YtoVAoNLaJEp6IOXHihOjdu7ewsbERJiYmolWrVsWeUCh8yuenn37SmF74tENFnmjYv3+/6Nq1q7CwsBBmZmbi+eefF5s2bSpxfeU9mTZ//vxyn4ApfDS+8Kmi0p4+K2lbhfu7bNkyMWnSJOHg4CCUSqXo1KlTsUe4R4wYISwsLIqto6ShNfD/T5jNmjVL1K9fX5iYmIg2bdqIHTt2lLm/jy9f2qvwGBR9am3u3LnC29tb1K5dW5iYmIgGDRqIMWPGiMuXL2usPywsTKjVamFgYKBxTmnzuZV0fn333XeicePGwsTERLi7u4vFixeLPn36iDZt2pS7z4VP7hS+LCwsRMOGDcWAAQPETz/9JPLz84stU9n7Hx8fLzp27CjMzc2Fg4ODeP3118Wff/5Z7Lyv6HkghBBZWVlixowZws3NTZiYmAh7e3vRtWvXYkNgLF68WHTo0EH6zjRq1EgMHz68zGEEhCj/CebSvs+FfvjhB9GyZUthYmIibGxsRJ8+fYo9pVXa/pb2VFvhta482l5bS3uiuSo+u6CgIAGg2P5t2rRJtGrVSpiamop69eqJd955R3qitPA8OnPmjBg6dKho1KiRMDMzEzY2NuK5554TMTExGusCIN56661i2y56XhfauXOn9P14fHiKQnKf2hPi0VOUkyZNEq6ursLY2FjY2dkJLy8v8f7774t79+4V21bhMiYmJqJv374lzhfiv6dDe/fuLYQo/am90p6O1Oa+eeXKFREUFCTs7e2FsbGxaNKkifj00081rh3l3XdWrVolmjZtKoyNjUt9qrQ0CiEq8EgMEZEW7ty5A3d3d/Tt27fEPidERGVxcXGBh4eHxiCl+qraNu0RkX5ITU3Fxx9/jC5dusDe3h5XrlxBdHQ07t69i7ffflvX4RERVSkmUkT0RJRKJS5fvozg4GDcvn1beoBh4cKFGv1MiIieRWzaIyIiIpJJp8Mf5OXl4YMPPoCrqyvMzMzQsGFDzJ49W+OHBoUQCA8Ph1qthpmZGXx9fZGUlKSxnuzsbEycOBG1a9eGhYUFAgMDS/yBSCIiIqLKpNNEKioqCgsXLsSXX36J06dPY86cOfj000/xxRdfSGXmzJmDefPm4csvv0RCQgJUKhX8/f1x9+5dqUxISAjWr1+P1atX48CBA7h37x4CAgKq5Kc4iIiIiArptGkvICAAjo6OGj/z0b9/f5ibm2PZsmUQQkCtViMkJAShoaEAHtU+OTo6IioqCuPHj0dGRgYcHBywbNkyDB48GMCjEU2dnJywdetW9OjRQyf7RkRERM8+nXY2f/HFF7Fw4UKcO3cO7u7u+Ouvv3DgwAHMnz8fwKMfRExNTdUYxVWpVMLHxwfx8fEYP348jh49itzcXI0yarUaHh4eiI+PLzGRys7O1vgZloKCAty+fRv29vZVMnw8ERERVT4hBO7evVvub1tWJZ0mUqGhocjIyEDTpk1haGiI/Px8fPzxxxg6dCiA/35Tp+iPnzo6Okq/v1b4+2W2trbFypT2W1+RkZEVHmGaiIiI9Nu1a9dKHYW9quk0kVqzZg2WL1+OlStXokWLFkhMTERISAjUajVGjBghlStaSySEKLfmqKwyYWFhmDJlivQ+IyMDDRo0wLVr12Btbf0Ee0RERERPS2ZmJpycnJ7op66elE4TqXfeeQfvvvsuhgwZAuDRb2FduXIFkZGRGDFiBFQqFYBHtU5169aVlktLS5NqqVQqFXJycpCenq5RK5WWlgZvb+8St6tUKkv8dXBra2smUkRERNWMLrvl6PSpvQcPHhRr0zQ0NJSGP3B1dYVKpUJsbKw0PycnB3FxcVKS5OXlBWNjY40yKSkpOHnyZKmJFBEREVFl0GmNVO/evfHxxx+jQYMGaNGiBY4dO4Z58+Zh9OjRAB5lmCEhIYiIiICbmxvc3NwQEREBc3NzBAUFAQBsbGwwZswYTJ06Ffb29rCzs8O0adPg6ekJPz8/Xe4eERERPeN0mkh98cUX+N///ofg4GCkpaVBrVZj/PjxmDFjhlRm+vTpyMrKQnBwMNLT09GhQwfs3LlToz00OjoaRkZGGDRoELKystCtWzfExMTA0NBQF7tFRERENQR/IgaPOqvZ2NggIyODfaSIiIiqCX24f+u0jxQRERFRdcZEioiIiEgmJlJEREREMjGRIiIiIpKJiRQRERGRTEykiIiIiGRiIkVEREQkExMpIiIiIpmYSBERERHJxESKiIiISCYmUkREREQy6fRHi4mqG4Xiv7/5K5VERMQaKSIiIiKZmEgRERERycREioiIiEgmJlJEREREMjGRIiIiIpKJiRQRERGRTEykiIiIiGRiIkVEREQkExMpIiIiIpmYSBERERHJxESKiIiISCYmUkREREQyMZEiIiIikomJFBEREZFMTKSIiIiIZGIiRURERCQTEykiIiIimZhIEREREcnERIqIiIhIJiZSRERERDIxkSIiIiKSiYkUERERkUxMpIiIiIhk0mki5eLiAoVCUez11ltvAQCEEAgPD4darYaZmRl8fX2RlJSksY7s7GxMnDgRtWvXhoWFBQIDA3H9+nVd7A4RERHVMDpNpBISEpCSkiK9YmNjAQADBw4EAMyZMwfz5s3Dl19+iYSEBKhUKvj7++Pu3bvSOkJCQrB+/XqsXr0aBw4cwL179xAQEID8/Hyd7BMRERHVHAohhNB1EIVCQkKwefNmnD9/HgCgVqsREhKC0NBQAI9qnxwdHREVFYXx48cjIyMDDg4OWLZsGQYPHgwAuHHjBpycnLB161b06NGjQtvNzMyEjY0NMjIyYG1tXTU7R88EheK/v/Xnm0NEVDPpw/1bb/pI5eTkYPny5Rg9ejQUCgWSk5ORmpqK7t27S2WUSiV8fHwQHx8PADh69Chyc3M1yqjVanh4eEhlSpKdnY3MzEyNFxEREZG29CaR2rBhA+7cuYORI0cCAFJTUwEAjo6OGuUcHR2leampqTAxMYGtrW2pZUoSGRkJGxsb6eXk5FSJe0JEREQ1hd4kUosWLULPnj2hVqs1piseb0vBow7oRacVVV6ZsLAwZGRkSK9r167JD5yIiIhqLL1IpK5cuYJdu3bh9ddfl6apVCoAKFazlJaWJtVSqVQq5OTkID09vdQyJVEqlbC2ttZ4EREREWlLLxKpJUuWoE6dOujVq5c0zdXVFSqVSnqSD3jUjyouLg7e3t4AAC8vLxgbG2uUSUlJwcmTJ6UyRERERFXFSNcBFBQUYMmSJRgxYgSMjP4LR6FQICQkBBEREXBzc4ObmxsiIiJgbm6OoKAgAICNjQ3GjBmDqVOnwt7eHnZ2dpg2bRo8PT3h5+enq10iIiKiGkLnidSuXbtw9epVjB49uti86dOnIysrC8HBwUhPT0eHDh2wc+dOWFlZSWWio6NhZGSEQYMGISsrC926dUNMTAwMDQ2f5m4QERFRDaRX40jpij6MQ0HVA8eRIiLSH/pw/9aLPlJERERE1RETKSIiIiKZmEgRERERycREioiIiEgmJlJEREREMjGRIiIiIpKJiRQRERGRTEykiIiIiGRiIkVEREQkExMpIiIiIpmYSBERERHJxESKiIiISCYmUkREREQyMZEiIiIikomJFBEREZFMTKSIiIiIZGIiRURERCQTEykiIiIimZhIEREREcnERIqIiIhIJiZSRERERDIxkSIiIiKSiYkUERERkUxMpIiIiIhkYiJFREREJBMTKSIiIiKZmEgRERERycREioiIiEgmJlJEREREMjGRIiIiIpKJiRQRERGRTEykiIiIiGRiIkVEREQkExMpIiIiIpmYSBERERHJpPNE6u+//8arr74Ke3t7mJubo3Xr1jh69Kg0XwiB8PBwqNVqmJmZwdfXF0lJSRrryM7OxsSJE1G7dm1YWFggMDAQ169ff9q7QkRERDWMThOp9PR0vPDCCzA2Nsa2bdtw6tQpzJ07F7Vq1ZLKzJkzB/PmzcOXX36JhIQEqFQq+Pv74+7du1KZkJAQrF+/HqtXr8aBAwdw7949BAQEID8/Xwd7RURERDWFQgghdLXxd999F7///jv2799f4nwhBNRqNUJCQhAaGgrgUe2To6MjoqKiMH78eGRkZMDBwQHLli3D4MGDAQA3btyAk5MTtm7dih49epQbR2ZmJmxsbJCRkQFra+vK20F65igU//2tu28OEREB+nH/1mmN1MaNG9GuXTsMHDgQderUQZs2bfD9999L85OTk5Gamoru3btL05RKJXx8fBAfHw8AOHr0KHJzczXKqNVqeHh4SGWIqoJCofkiIqKaR6eJ1KVLl/DNN9/Azc0NO3bswBtvvIFJkyZh6dKlAIDU1FQAgKOjo8Zyjo6O0rzU1FSYmJjA1ta21DJFZWdnIzMzU+NFREREpC0jXW68oKAA7dq1Q0REBACgTZs2SEpKwjfffIPhw4dL5RRF/t0XQhSbVlRZZSIjIzFr1qwnjJ6IiIhqOp3WSNWtWxfNmzfXmNasWTNcvXoVAKBSqQCgWM1SWlqaVEulUqmQk5OD9PT0UssUFRYWhoyMDOl17dq1StkfIiIiqll0mki98MILOHv2rMa0c+fOwdnZGQDg6uoKlUqF2NhYaX5OTg7i4uLg7e0NAPDy8oKxsbFGmZSUFJw8eVIqU5RSqYS1tbXGi4iIiEhbOm3amzx5Mry9vREREYFBgwbhjz/+wHfffYfvvvsOwKMmvZCQEERERMDNzQ1ubm6IiIiAubk5goKCAAA2NjYYM2YMpk6dCnt7e9jZ2WHatGnw9PSEn5+fLnePiIiInnE6TaTat2+P9evXIywsDLNnz4arqyvmz5+PYcOGSWWmT5+OrKwsBAcHIz09HR06dMDOnTthZWUllYmOjoaRkREGDRqErKwsdOvWDTExMTA0NNTFbhEREVENodNxpPSFPoxDQdVDWc848JtERPR06cP9W+c/EUNERERUXTGRIiIiIpKJiRQRERGRTEykiIiIiGRiIkVEREQkExMpIiIiIpmYSBERERHJxESKiIiISCYmUkREREQyMZEiIiIikomJFBEREZFMTKSIiIiIZGIiRURERCQTEykiIiIimZhIEREREcnERIqIiIhIJiZSRERERDIxkSIiIiKSiYkUERERkUxMpIiIiIhkYiJFREREJBMTKSIiIiKZnjiRys/PR2JiItLT0ysjHiIiIqJqQ+tEKiQkBIsWLQLwKIny8fFB27Zt4eTkhH379lV2fERERER6S+tE6ueff0arVq0AAJs2bUJycjLOnDmDkJAQvP/++5UeIBEREZG+0jqR+vfff6FSqQAAW7duxcCBA+Hu7o4xY8bgxIkTlR4gERERkb7SOpFydHTEqVOnkJ+fj+3bt8PPzw8A8ODBAxgaGlZ6gERERET6ykjbBUaNGoVBgwahbt26UCgU8Pf3BwAcPnwYTZs2rfQAiYiIiPSV1olUeHg4PDw8cO3aNQwcOBBKpRIAYGhoiHfffbfSAyQiIiLSVwohhNB1ELqWmZkJGxsbZGRkwNraWtfhkB5TKEqfx28SEdHTpQ/3b61rpD7//PMSpysUCpiamqJx48bo3Lkz+0sRERHRM0/rRCo6Ohr//PMPHjx4AFtbWwghcOfOHZibm8PS0hJpaWlo2LAh9u7dCycnp6qImYiIiEgvaP3UXkREBNq3b4/z58/j1q1buH37Ns6dO4cOHTpgwYIFuHr1KlQqFSZPnlwV8RIRERHpDa37SDVq1Ai//PILWrdurTH92LFj6N+/Py5duoT4+Hj0798fKSkplRlrldGHNlaqHthHiohIf+jD/VvrGqmUlBTk5eUVm56Xl4fU1FQAgFqtxt27d588OiIiIiI9pnUi1aVLF4wfPx7Hjh2Tph07dgxvvvkmunbtCgA4ceIEXF1dy11XeHg4FAqFxqtw1HQAEEIgPDwcarUaZmZm8PX1RVJSksY6srOzMXHiRNSuXRsWFhYIDAzE9evXtd0tIiIiIq1pnUgtWrQIdnZ28PLyglKphFKpRLt27WBnZyf9mLGlpSXmzp1bofW1aNECKSkp0uvxn5mZM2cO5s2bhy+//BIJCQlQqVTw9/fXqO0KCQnB+vXrsXr1ahw4cAD37t1DQEAA8vPztd01IiIiIq3IHkfqzJkzOHfuHIQQaNq0KZo0aaL1OsLDw7FhwwYkJiYWmyeEgFqtRkhICEJDQwE8qn1ydHREVFQUxo8fj4yMDDg4OGDZsmUYPHgwAODGjRtwcnLC1q1b0aNHjwrFoQ9trFQ9sI8UEZH+0If7t9Y1UoWaNm2KwMBA9OnTR1YSVej8+fNQq9VwdXXFkCFDcOnSJQBAcnIyUlNT0b17d6msUqmEj48P4uPjAQBHjx5Fbm6uRhm1Wg0PDw+pDBEREVFV0Xocqfz8fMTExGD37t1IS0tDQUGBxvw9e/ZUeF0dOnTA0qVL4e7ujps3b+Kjjz6Ct7c3kpKSpI7rjo6OGss4OjriypUrAIDU1FSYmJjA1ta2WJnC5UuSnZ2N7Oxs6X1mZmaFYyYiIiIqpHUi9fbbbyMmJga9evWCh4cHFGW1dZSjZ8+e0t+enp7o2LEjGjVqhB9//BHPP/88ABRbvxCi3G2WVyYyMhKzZs2SHTcRERERICORWr16NdauXYuXX3650oOxsLCAp6cnzp8/j759+wJ4VOtUt25dqUxaWppUS6VSqZCTk4P09HSNWqm0tDR4e3uXup2wsDBMmTJFep+ZmclR2ImIiEhrWveRMjExQePGjasiFmRnZ+P06dOoW7cuXF1doVKpEBsbK83PyclBXFyclCR5eXnB2NhYo0xKSgpOnjxZZiKlVCphbW2t8SIiIiLSltaJ1NSpU7FgwQLIfNhPw7Rp0xAXF4fk5GQcPnwYAwYMQGZmJkaMGAGFQoGQkBBERERg/fr1OHnyJEaOHAlzc3MEBQUBAGxsbDBmzBhMnToVu3fvxrFjx/Dqq6/C09MTfn5+TxwfERERUVm0bto7cOAA9u7di23btqFFixYwNjbWmL9u3boKr+v69esYOnQo/v33Xzg4OOD555/HoUOH4OzsDACYPn06srKyEBwcjPT0dHTo0AE7d+6ElZWVtI7o6GgYGRlh0KBByMrKQrdu3RATEwNDQ0Ntd42IiIhIK1qPIzVq1Kgy5y9ZsuSJAtIFfRiHgqoHjiNFRKQ/9OH+rXWNVHVMlIiIiIiqguwBOYmIiIhqugrVSLVt2xa7d++Gra0t2rRpU+YYTX/++WelBUdERESkzyqUSPXp0wdKpVL6+0kG4SQiIiJ6Vsj+0eJniT50VqPqgZ3NiYj0hz7cv7XuI9WwYUPcunWr2PQ7d+6gYcOGlRIUERERUXWgdSJ1+fJl5OfnF5uenZ2N69evV0pQRERERNVBhYc/2Lhxo/T3jh07YGNjI73Pz8/H7t274erqWrnREREREemxCidShT8irFAoMGLECI15xsbGcHFxwdy5cys1OCIiIiJ9VuFEqqCgAADg6uqKhIQE1K5du8qCIiIiIqoOtB7ZPDk5udi0O3fuoFatWpURDxEREVG1oXVn86ioKKxZs0Z6P3DgQNjZ2aFevXr466+/KjU4IiIiIn2mdSL17bffwsnJCQAQGxuLXbt2Yfv27ejZsyfeeeedSg+QiIiISF9p3bSXkpIiJVKbN2/GoEGD0L17d7i4uKBDhw6VHiBRdVF0sE4O0ElE9OzTukbK1tYW165dAwBs374dfn5+AAAhRInjSxERERE9q7SukerXrx+CgoLg5uaGW7duoWfPngCAxMRENG7cuNIDJCIiItJXWidS0dHRcHFxwbVr1zBnzhxYWloCeNTkFxwcXOkBEhEREekr/mgx9ONHD6l6KOtHi4viN4uIqGrpw/27QjVSGzduRM+ePWFsbKzxUzElCQwMrJTAiIiIiPRdhWqkDAwMkJqaijp16sDAoPT+6QqFolp2ONeHjJaqB9ZIERHpD324f1eoRqrw52GK/k1ERERUk2k9/EFprl27htGjR1fW6oiIiIj0XqUlUrdv38aPP/5YWasjIiIi0nuVlkgRERER1TRMpIiIiIhk0npATiKqmMef8OMTfEREz6YKJ1L9+vUrc/6dO3eeNBYiIiKiaqXCiZSNjU2584cPH/7EARERERFVFxVOpJYsWVKVcRARERFVO+xsTkRERCQTEykiIiIimZhIEREREcnERIqIiIhIpgolUm3btkV6ejoAYPbs2Xjw4EGVBkVERERUHVQokTp9+jTu378PAJg1axbu3btXpUERERERVQcVGv6gdevWGDVqFF588UUIIfDZZ5/B0tKyxLIzZsyo1ACJiIiI9FWFaqRiYmJgb2+PzZs3Q6FQYNu2bVi/fn2x14YNG2QHEhkZCYVCgZCQEGmaEALh4eFQq9UwMzODr68vkpKSNJbLzs7GxIkTUbt2bVhYWCAwMBDXr1+XHQcRERFRRVWoRqpJkyZYvXo1AMDAwAC7d+9GnTp1Ki2IhIQEfPfdd2jZsqXG9Dlz5mDevHmIiYmBu7s7PvroI/j7++Ps2bOwsrICAISEhGDTpk1YvXo17O3tMXXqVAQEBODo0aMwNDSstBiJiIiIitL6qb2CgoJKTaLu3buHYcOG4fvvv4etra00XQiB+fPn4/3330e/fv3g4eGBH3/8EQ8ePMDKlSsBABkZGVi0aBHmzp0LPz8/tGnTBsuXL8eJEyewa9euSouRiIiIqCSyhj+4ePEiJk6cCD8/P/j7+2PSpEm4ePGirADeeust9OrVC35+fhrTk5OTkZqaiu7du0vTlEolfHx8EB8fDwA4evQocnNzNcqo1Wp4eHhIZUqSnZ2NzMxMjRcRERGRtrROpHbs2IHmzZvjjz/+QMuWLeHh4YHDhw+jRYsWiI2N1Wpdq1evxp9//onIyMhi81JTUwEAjo6OGtMdHR2leampqTAxMdGoySpapiSRkZGwsbGRXk5OTlrFTURERARo8aPFhd59911MnjwZn3zySbHpoaGh8Pf3r9B6rl27hrfffhs7d+6EqalpqeUUCoXGeyFEsWlFlVcmLCwMU6ZMkd5nZmYymSIiIiKtaV0jdfr0aYwZM6bY9NGjR+PUqVMVXs/Ro0eRlpYGLy8vGBkZwcjICHFxcfj8889hZGQk1UQVrVlKS0uT5qlUKuTk5EiDhZZUpiRKpRLW1tYaLyIiIiJtaZ1IOTg4IDExsdj0xMRErTqhd+vWDSdOnEBiYqL0ateuHYYNG4bExEQ0bNgQKpVKo7kwJycHcXFx8Pb2BgB4eXnB2NhYo0xKSgpOnjwplSEiIiKqKlo37Y0dOxbjxo3DpUuX4O3tDYVCgQMHDiAqKgpTp06t8HqsrKzg4eGhMc3CwgL29vbS9JCQEERERMDNzQ1ubm6IiIiAubk5goKCAAA2NjYYM2YMpk6dCnt7e9jZ2WHatGnw9PQs1nmdiIiIqLJpnUj973//g5WVFebOnYuwsDAAj56UCw8Px6RJkyo1uOnTpyMrKwvBwcFIT09Hhw4dsHPnTmkMKQCIjo6GkZERBg0ahKysLHTr1g0xMTEcQ4qIiIiqnEIIIeQufPfuXQDQSGyqo8zMTNjY2CAjI4P9pahM5TznUCr53zIiIiqNPty/ta6Relx1T6CIiIiInoSsATmJiIiIiIkUERERkWxMpIiIiIhk0iqRys3NRZcuXXDu3LmqioeIiIio2tAqkTI2NsbJkyfL/YkWIiIioppA66a94cOHY9GiRVURCxEREVG1ovXwBzk5Ofjhhx8QGxuLdu3awcLCQmP+vHnzKi04IiIiIn2mdSJ18uRJtG3bFgCK9ZVikx8RERHVJFonUnv37q2KOIiIiIiqHdnDH1y4cAE7duxAVlYWAOAJfmmGiIiIqFrSOpG6desWunXrBnd3d7z88stISUkBALz++uuYOnVqpQdIREREpK+0TqQmT54MY2NjXL16Febm5tL0wYMHY/v27ZUaHBEREZE+07qP1M6dO7Fjxw7Ur19fY7qbmxuuXLlSaYERERER6Tuta6Tu37+vURNV6N9//4VSqayUoIiIiIiqA60Tqc6dO2Pp0qXSe4VCgYKCAnz66afo0qVLpQZHREREpM+0btr79NNP4evriyNHjiAnJwfTp09HUlISbt++jd9//70qYiQiIiLSS1rXSDVv3hzHjx/Hc889B39/f9y/fx/9+vXDsWPH0KhRo6qIkYiIiEgvKQQHgEJmZiZsbGyQkZEBa2trXYdDekzu4P38lhERVT59uH9r3bQHAOnp6Vi0aBFOnz4NhUKBZs2aYdSoUbCzs6vs+Ih0qrJ+9ajoephYERE9G7Ru2ouLi4Orqys+//xzpKen4/bt2/j888/h6uqKuLi4qoiRiIiISC9p3bTn4eEBb29vfPPNNzA0NAQA5OfnIzg4GL///jtOnjxZJYFWJX2oGiT9VFW/w80aKSKiJ6cP92+ta6QuXryIqVOnSkkUABgaGmLKlCm4ePFipQZHVFMoFP+9iIio+tA6kWrbti1Onz5dbPrp06fRunXryoiJiIiIqFqoUGfz48ePS39PmjQJb7/9Ni5cuIDnn38eAHDo0CF89dVX+OSTT6omSiIiIiI9VKE+UgYGBlAoFCivqEKhQH5+fqUF97ToQxsr6aen1Ufq8e2w/xQRUcXow/27QjVSycnJVR0HERERUbVToUTK2dm5quMgqlHYqZyI6Nkga0DOv//+G7///jvS0tJQUFCgMW/SpEmVEhgRERGRvtM6kVqyZAneeOMNmJiYwN7eHorH/rVWKBRMpIgqGftPERHpL60TqRkzZmDGjBkICwuDgYHWoycQkY4wISMiqnxaZ0IPHjzAkCFDmEQRERFRjad1NjRmzBj89NNPVRELERERUbWi9W/t5efnIyAgAFlZWfD09ISxsbHG/Hnz5lVqgE+DPoxDQfpJF0/XVdUYU2zaI6JnjT7cv7XuIxUREYEdO3agSZMmAFCsszkRERFRTaF10968efOwePFinD59Gvv27cPevXul1549e7Ra1zfffIOWLVvC2toa1tbW6NixI7Zt2ybNF0IgPDwcarUaZmZm8PX1RVJSksY6srOzMXHiRNSuXRsWFhYIDAzE9evXtd0tomrh8R835v8tRES6p3UipVQq8cILL1TKxuvXr49PPvkER44cwZEjR9C1a1f06dNHSpbmzJmDefPm4csvv0RCQgJUKhX8/f1x9+5daR0hISFYv349Vq9ejQMHDuDevXsICAiolj9VQ0RERNWL1n2kIiMjkZKSgs8//7xKArKzs8Onn36K0aNHQ61WIyQkBKGhoQAe1T45OjoiKioK48ePR0ZGBhwcHLBs2TIMHjwYAHDjxg04OTlh69at6NGjR4W2qQ9trKSf9K2PVHlly8I+UkT0rNGH+7fWfaT++OMP7NmzB5s3b0aLFi2KdTZft26drEDy8/Px008/4f79++jYsSOSk5ORmpqK7t27S2WUSiV8fHwQHx+P8ePH4+jRo8jNzdUoo1ar4eHhgfj4+FITqezsbGRnZ0vvMzMzZcVMRERENZvWiVStWrXQr1+/SgvgxIkT6NixIx4+fAhLS0usX78ezZs3R3x8PADA0dFRo7yjoyOuXLkCAEhNTYWJiQlsbW2LlUlNTS11m5GRkZg1a1al7QMRERHVTLJ+IqYyNWnSBImJibhz5w5++eUXjBgxAnFxcdL8ok8CCiHKfTqwvDJhYWGYMmWK9D4zMxNOTk4y94CIiIhqKp0PT25iYoLGjRujXbt2iIyMRKtWrbBgwQKoVCoAKFazlJaWJtVSqVQq5OTkID09vdQyJVEqldKTgoUvIiIiIm1pnUi5urqiYcOGpb6elBAC2dnZcHV1hUqlQmxsrDQvJycHcXFx8Pb2BgB4eXnB2NhYo0xKSgpOnjwplSEiIiKqKlo37YWEhGi8z83NxbFjx7B9+3a88847Wq3rvffeQ8+ePeHk5IS7d+9i9erV2LdvH7Zv3w6FQoGQkBBERETAzc0Nbm5uiIiIgLm5OYKCggAANjY2GDNmDKZOnQp7e3vY2dlh2rRp8PT0hJ+fn7a7RkRERKQVrROpt99+u8TpX331FY4cOaLVum7evInXXnsNKSkpsLGxQcuWLbF9+3b4+/sDAKZPn46srCwEBwcjPT0dHTp0wM6dO2FlZSWtIzo6GkZGRhg0aBCysrLQrVs3xMTEwNDQUNtdIyIiItKK1uNIlebSpUto3bp1tRxKQB/GoSD9xHGkiIj0lz7cvyuts/nPP/8MOzu7ylodERERkd7TummvTZs2GkMLCCGQmpqKf/75B19//XWlBkdERESkz7ROpPr27avx3sDAAA4ODvD19UXTpk0rKy4iIiIivVdpfaSqM31oYyX9xD5SRET6Sx/u3zofkJOIiIiouqpw056BgUG5P82iUCiQl5f3xEERERERVQcVTqTWr19f6rz4+Hh88cUXYCshERER1SQVTqT69OlTbNqZM2cQFhaGTZs2YdiwYfjwww8rNTgiIiIifSarj9SNGzcwduxYtGzZEnl5eUhMTMSPP/6IBg0aVHZ8RFVOodB81QQ1cZ+JiKqCVolURkYGQkND0bhxYyQlJWH37t3YtGkTPDw8qio+oqeOCQYREVVUhZv25syZg6ioKKhUKqxatarEpj4iIiKimqTC40gZGBjAzMwMfn5+Zf4g8Lp16yotuKdFH8ahIN3Rt5qnpzGO1JOsh4hIX+jD/bvCNVLDhw8vd/gDIiIiopqkwolUTExMFYZBREREVP1wZHMiIiIimZhIEREREcnERIqIiIhIJiZSRERERDIxkSIiIiKSiYkUERERkUxMpIiIiIhkqvA4UkTPCo4rS0RElYU1UkREREQysUaKSM+wxoyIqPpgjRQRERGRTEykiIiIiGRiIkVEREQkExMpIiIiIpmYSBERERHJxESKiIiISCYmUkREREQyMZEiIiIikomJFBEREZFMTKSIiIiIZGIiRURERCSTThOpyMhItG/fHlZWVqhTpw769u2Ls2fPapQRQiA8PBxqtRpmZmbw9fVFUlKSRpns7GxMnDgRtWvXhoWFBQIDA3H9+vWnuStERERUA+k0kYqLi8Nbb72FQ4cOITY2Fnl5eejevTvu378vlZkzZw7mzZuHL7/8EgkJCVCpVPD398fdu3elMiEhIVi/fj1Wr16NAwcO4N69ewgICEB+fr4udovoqVEoNF9ERPR0KYQQQtdBFPrnn39Qp04dxMXFoXPnzhBCQK1WIyQkBKGhoQAe1T45OjoiKioK48ePR0ZGBhwcHLBs2TIMHjwYAHDjxg04OTlh69at6NGjR7nbzczMhI2NDTIyMmBtbV2l+0i69ywnHGV9m8vab/25ChARVZw+3L/1qo9URkYGAMDOzg4AkJycjNTUVHTv3l0qo1Qq4ePjg/j4eADA0aNHkZubq1FGrVbDw8NDKlNUdnY2MjMzNV5ERERE2tKbREoIgSlTpuDFF1+Eh4cHACA1NRUA4OjoqFHW0dFRmpeamgoTExPY2tqWWqaoyMhI2NjYSC8nJ6fK3h0iIiKqAfQmkZowYQKOHz+OVatWFZunKNImIYQoNq2ossqEhYUhIyNDel27dk1+4ERERFRj6UUiNXHiRGzcuBF79+5F/fr1pekqlQoAitUspaWlSbVUKpUKOTk5SE9PL7VMUUqlEtbW1hovIiIiIm3pNJESQmDChAlYt24d9uzZA1dXV435rq6uUKlUiI2Nlabl5OQgLi4O3t7eAAAvLy8YGxtrlElJScHJkyelMkRERERVwUiXG3/rrbewcuVK/Prrr7CyspJqnmxsbGBmZgaFQoGQkBBERETAzc0Nbm5uiIiIgLm5OYKCgqSyY8aMwdSpU2Fvbw87OztMmzYNnp6e8PPz0+XukR55lp/UIyIi3dFpIvXNN98AAHx9fTWmL1myBCNHjgQATJ8+HVlZWQgODkZ6ejo6dOiAnTt3wsrKSiofHR0NIyMjDBo0CFlZWejWrRtiYmJgaGj4tHaFiIiIaiC9GkdKV/RhHAqqWjWlRorjSBFRTaIP92+96GxOREREVB0xkSIiIiKSiYkUERERkUxMpIiIiIhkYiJFREREJBMTKSIiIiKZdDqOFBFVnZoy5AMRkS6xRoqIiIhIJiZSRERERDIxkSIiIiKSiX2k6JnE/kFERPQ0sEaKiIiISCYmUkREREQysWmP6BnCJk0ioqeLNVJEREREMjGRIiIiIpKJiRQRERGRTEykiIiIiGRiIkVEREQkExMpIiIiIpmYSBERERHJxESKiIiISCYmUkREREQyMZEiIiIikomJFBEREZFMTKSIiIiIZGIiRURERCQTEykiIiIimZhIEREREcnERIqIiIhIJiNdB0Akl0Kh+V4I3cRBREQ1F2ukiIiIiGRijRQRsXaPiEgm1kgRERERycQaKSIqE2uriIhKp9Maqd9++w29e/eGWq2GQqHAhg0bNOYLIRAeHg61Wg0zMzP4+voiKSlJo0x2djYmTpyI2rVrw8LCAoGBgbh+/fpT3AsiIiKqqXSaSN2/fx+tWrXCl19+WeL8OXPmYN68efjyyy+RkJAAlUoFf39/3L17VyoTEhKC9evXY/Xq1Thw4ADu3buHgIAA5OfnP63dICIiohpKIYR+VNQrFAqsX78effv2BfCoNkqtViMkJAShoaEAHtU+OTo6IioqCuPHj0dGRgYcHBywbNkyDB48GABw48YNODk5YevWrejRo0eFtp2ZmQkbGxtkZGTA2tq6SvaPKl/RJieqPI9fFdi0R0T6Sh/u33rb2Tw5ORmpqano3r27NE2pVMLHxwfx8fEAgKNHjyI3N1ejjFqthoeHh1SGiIiIqKrobWfz1NRUAICjo6PGdEdHR1y5ckUqY2JiAltb22JlCpcvSXZ2NrKzs6X3mZmZlRU2ERER1SB6WyNVSFGkXUEIUWxaUeWViYyMhI2NjfRycnKqlFiJiIioZtHbREqlUgFAsZqltLQ0qZZKpVIhJycH6enppZYpSVhYGDIyMqTXtWvXKjl6IiIiqgn0NpFydXWFSqVCbGysNC0nJwdxcXHw9vYGAHh5ecHY2FijTEpKCk6ePCmVKYlSqYS1tbXGi/SfQqH5IiIi0jWd9pG6d+8eLly4IL1PTk5GYmIi7Ozs0KBBA4SEhCAiIgJubm5wc3NDREQEzM3NERQUBACwsbHBmDFjMHXqVNjb28POzg7Tpk2Dp6cn/Pz8dLVbzww+rUVERFQ2nSZSR44cQZcuXaT3U6ZMAQCMGDECMTExmD59OrKyshAcHIz09HR06NABO3fuhJWVlbRMdHQ0jIyMMGjQIGRlZaFbt26IiYmBoaHhU98fIiIiqln0ZhwpXdKHcSj0kb7VSLE57+nhOFJEVB3ow/1bb/tIEREREek7JlJEREREMjGRIiIiIpKJiRQRERGRTEykiIiIiGTS29/aIyLd4ROSREQVwxopIiIiIpmYSBERERHJxKY9ItKJx5sPOcgnEVVXrJEiIiIikok1UqTX2OmZiIj0GRMpqjD+5hoREZEmNu0RERERycQaqWqCtUH0LOP5TUTVFRMpIqo0TIiIqKZhIkVEsvFhACKq6ZhIkc5xPCEiIqqumEgRUbXC5kMi0idMpEivsKno2cLjSUTPOg5/QERERCQTa6SISCusZSIi+g8TqWqqOvcT4Y2YiIieFUykqErwSTwiIqoJ2EeKiIiISCbWSD0jdF0DVFZzHZvySFvaNF3r+twnopqNidQzqDr3nyIiIqpOmEgREZWANV1EVBFMpPQYm8SIiIj0GzubExEREcnEGqkagH2mqLqraO0sz3UietqYSNVAZfX9YHMiUXFM0IioNEykajgmTkRERPIxkSKiZ1ZZNUn8J4KIKgMTqSr2LDcJ8EZE1Q3PWSKqbHxqj4iIiEimZyaR+vrrr+Hq6gpTU1N4eXlh//79ug6JiIiInnHPRCK1Zs0ahISE4P3338exY8fQqVMn9OzZE1evXtV1aFpRKDRfRKSfin5Xy3pVdD3abPNJYpWrMvaxul3XnuTYUs2hEKL699rp0KED2rZti2+++Uaa1qxZM/Tt2xeRkZHlLp+ZmQkbGxtkZGTA2tq6UmOT++OrRFSzlTU0iTZXbW063FfW9UmbbejzT/GUt8/6Fm9NVJX374qq9jVSOTk5OHr0KLp3764xvXv37oiPj9dRVKXjfzREVJVqyjWmrP18VmuSnpX9eNZU+6f2/v33X+Tn58PR0VFjuqOjI1JTU0tcJjs7G9nZ2dL7jIwMAI8y26eNXwYiKklZ14YnbaKryLz/vyzKUtalVJv90iYGbT6TyrruVnQ9RffDxqbiZeVuv6z1FN1+WfFpE09l7Zc2Cu/bumxcq/aJVCFFkTNKCFFsWqHIyEjMmjWr2HQnJ6cqiY2IqLop66ZYlctWxXp0TZv90MVnV1bZ6nIs7969CxsdnTDVPpGqXbs2DA0Ni9U+paWlFaulKhQWFoYpU6ZI7wsKCnD79m3Y29tDoVAgMzMTTk5OuHbtms7aXEk7PGbVD49Z9cNjVv0868dMCIG7d+9CrVbrLIZqn0iZmJjAy8sLsbGxeOWVV6TpsbGx6NOnT4nLKJVKKJVKjWm1atUqVs7a2vqZPPGeZTxm1Q+PWfXDY1b9PMvHTFc1UYWqfSIFAFOmTMFrr72Gdu3aoWPHjvjuu+9w9epVvPHGG7oOjYiIiJ5hz0QiNXjwYNy6dQuzZ89GSkoKPDw8sHXrVjg7O+s6NCIiInqGPROJFAAEBwcjODi4UtalVCoxc+bMYs1/pL94zKofHrPqh8es+uExq3rPxICcRERERLpQ7QfkJCIiItIVJlJEREREMjGRIiIiIpKJiRQRERGRTEykiIiIiGRiIlXEgQMHcPXqVV2HQVr49ddfdR0CUY2zd+9eXYdAWvrzzz+RUVW/HlyDMZH6f3v27EHDhg3x6quv4vnnn8fw4cNx7NgxXYdFZfj1119Rr149TJ06Fbdv39Z1OCTD2rVrMXz4cMyZMwd//fWXNJ2jsuiv5cuXo3bt2pg7dy6ysrJ0HQ5VwC+//AInJycMGjQILVu2xMyZM3Hz5k1dh/XsECSuXbsmOnbsKN5//31x5coVsWnTJtG6dWvh5+cnzp8/r+vwqIgrV64Ib29vYW1tLT7++GNdh0NaKigoEPfu3ROvvfaasLe3FyNGjBCtW7cWdnZ2YvHixboOj0px6tQp0aZNG2Fvby+io6N1HQ5VUEJCgmjatKmYP3+++Ouvv8TXX38tHBwcxJtvvilu3bql6/CeCc/MyOZP4vTp0zh27BiWLl2KBg0aoEGDBjA2NkZUVBQ++OADrF69Wtch0v+7d+8exo4di2PHjuHOnTswMTFBXl4eMjIyYGNjAyMjIwghoFAodB0qlUKhUODMmTP4/fffERsbizZt2gAARo0ahR9++AFKpRJBQUEoKCiAgQErzfXByZMn0adPHxgaGuLff/8FAGRnZ6OgoABmZmYAwO+dnik8HgkJCbh37x5GjRoFa2trtGzZEgUFBVi+fDm+/vprfPDBB7oOtdrjVQrA7du30bRpU+Tl5UnT/P39MWDAABw+fBg7duzQYXT0OEtLSwwbNgxNmzbFnj17sHbtWnTs2BEBAQFo3749du/ejYcPH+o6TCqF+P8mu6SkJAghYGdnJ82bMWMGnJycsHjxYvzzzz9MovRI06ZN0bNnT7i5uSEpKQnff/89/Pz80LNnTwQEBOD8+fO6DpGKKExqL1++DHd3dxgZ/VdvMmrUKHh5eWHbtm1ISkrSVYjPDF6pALRo0QKnT5/GmTNnpGkGBgbo1q0bWrdujVWrVukwOipqwIABaNq0KXr37o1Zs2Zh9OjRGDlyJBo0aIAJEyZg+fLlug6RHvPbb79hx44dyMvLky7uSqUS9+7dk8oIIeDq6oq+ffvi3r17rAXWscePGQAYGRlh6NChyMjIwAsvvIAvv/wSQ4YMQdeuXZGSkoKhQ4di//79Oo66ZouNjcWkSZMwf/58/PHHH9L0F154AfHx8UhNTQUA5Ofnw9zcHH369IFCoWBFQWXQZbuiPunZs6fw8fERmZmZGtMnTZokXnrpJfHgwQMdRUYliYuLE1OmTBHHjx/XmP7KK6+IwMBAkZKSoqPIqNA///wjhg8fLhQKhWjVqpVITk6W5j18+FDUrl1bfPLJJ0IIIfLy8oQQQty5c0f07NlTjB07VmRlZeki7BqtrGMmhBBRUVFi8uTJ4vLly9K09PR00aRJEzF16lSRnZ39lCOmGzduiICAAFGnTh0xbNgw4enpKWxsbMThw4eFEEJkZWWJpk2binHjxgkhhMjPz5eW7dSpkwgODhZCPOq7SPKwRur/RUZG4vfff8eKFSuQnZ0tTXdwcMCpU6dgbGysw+ioqBdffBETJ06Ep6cnAKCgoAAA0LNnTxw+fBhWVla6DK/Gy8vLw08//YSbN29i1apVOH/+PFavXo2cnBwAj2qkJk6ciE8++QT//PMPDA0NIYSAjY0NvLy8cOjQIZiamup4L2qW8o4ZAIwePRoTJkyAs7MzgEe1G7Vq1UKPHj2we/dumJiY6Cr8GunBgwcICwuDhYUFDh06hOXLl+P48eNwd3fHwoULAQDGxsYICwvDDz/8gPj4eI0m8wYNGuD06dMAwP5tT4CJ1P9r1aoVQkNDMXv2bCxduhT37t1DZmYm/vjjDwwbNkyjfZl0z8DAAC4uLtJ7hUIBIQROnToFZ2dnPj6vY0ZGRmjbti0mTJiAwYMHIzQ0FPPmzcOpU6ekMq+//jpUKhUmTpyIu3fvShfyzMxMODs7Izc3V1fh10gVOWa1a9dGw4YNpfcGBgbIysrCxYsX0ahRIxQUFPC79xSZm5tDqVRi5MiRcHV1lZpiAwICpONmaGiIwYMHo0+fPnj99dcRFxcHIQRSU1Nx/vx5DBs2TJe78GzQaX2YHgoODhaOjo6iffv2wtnZWTRr1kycOHFC12FRGXJycoQQQvz000+iefPm4vvvv9dxRCRE8aYCtVotxo0bJzIyMqRpv//+u7CwsBD9+vUTy5cvF0uWLBEqlUr88MMPTztcEqUfs8IuD4/PL2yOXbRokWjRooXYtm3b0wuUJIXXPyH+Oz6vvvqqGDt2rMa0rKws4evrK+rUqSO6d+8u1Gq1eP7558XVq1efftDPGIUQ/PfhcdnZ2Th16hQSExNhYmLCbF3PpaenY8aMGUhKSsKRI0cQFRWFN998U9dh0WNycnJgYmKCn376CUFBQdi6dSv8/f2l+Rs3bsTSpUtx8eJF3LlzB2FhYRg3bpwOI6byjtmRI0fw448/4tixYzh9+jS++OILBAUF6TBielznzp2lh3CEECgoKIChoSFu3ryJ48ePIyEhAS4uLjxmlYSJFFV7kZGRuH//Pj744AP2q9Fz3t7esLCwwIoVK1CnTh38888/cHBwAABcvXoVDRo00HGEVFRJx8zMzAxvvvkmXF1dMXv2bF2HSI+5dOkSvL29sWXLFnh5eQH4LzGmqsFEiqo9wYEA9V5eXh6MjIyQlJSEVq1aYd68ebh48SIOHjyIr7/+Gu3atdN1iFREacfswIEDWL58Odzc3Nh3VI8UXgeXLl2K2bNn48KFCwCAWbNmITU1FbNmzUKdOnV0HOWziYkUET1Vzz33HI4cOYIGDRrg22+/RY8ePXQdEpWDx6z6mDBhAiwsLODn54dx48bhwYMHWLZsGbp3767r0J5ZTKSI6Km4ePEi+vbti0uXLuHzzz/HmDFjdB0SlYPHrHp5+PAhPD09cfHiRZiYmGDWrFkIDQ3VdVjPPNbLEtFTYWhoiP79+yM0NFT6fTbSbzxm1YupqSlcXFzg7++PefPmsc/oU8IaKSIiomdEfn4+DA0NdR1GjcJEioiIiEgmjmxOREREJBMTKSIiIiKZmEgRERERycREioiIiEgmJlJEREREMjGRIiIiIpKJiRQRyfbdd9/ByckJBgYGmD9/vq7DeWrCw8PRunXrSl3HyJEj0bdvX+m9r68vQkJCnmgbcuIgIu0wkSKSYeTIkVAoFFAoFDA2NoajoyP8/f2xePFiFBQUaJR1cXGpcJKhTVldy8zMxIQJExAaGoq///4b48aN03VICA8Ph0KhwBtvvKExPTExEQqFApcvX9ZNYCWYNm0adu/e/VS2FRERAUNDQ3zyySc6jaM0TytpJKoKTKSIZHrppZeQkpKCy5cvY9u2bejSpQvefvttBAQEIC8vT9fhVbmrV68iNzcXvXr1Qt26dWFubl6sTG5u7lOPy9TUFIsWLcK5c+ee+ra1YWlpCXt7+6eyrSVLlmD69OlYvHix1nHk5ORUWVy6OD+IKhsTKSKZlEolVCoV6tWrh7Zt2+K9997Dr7/+im3btiEmJqbU5cLDw9GgQQMolUqo1WpMmjQJwKP/yq9cuYLJkydLtV0AcOvWLQwdOhT169eHubk5PD09sWrVKo11+vr6YtKkSZg+fTrs7OygUqkQHh6uUebOnTsYN24cHB0dYWpqCg8PD2zevFmaHx8fj86dO8PMzAxOTk6YNGkS7t+/X+I+xMTEwNPTEwDQsGFDqbansJlo8eLFaNiwIZRKJYQQuHr1Kvr06QNLS0tYW1tj0KBBuHnzpsZnUrhcgwYNYGlpiTfffBP5+fmYM2cOVCoV6tSpg48//rjc49KkSRN06dIFH3zwQall8vPzMWbMGLi6usLMzAxNmjTBggULNMrs27cPzz33HCwsLFCrVi288MILuHLlikaZZcuWwcXFBTY2NhgyZAju3r0LAPj2229Rr169YrWTgYGBGDFihMY+V1ROTg6mT5+OevXqwcLCAh06dMC+ffvKXS4uLg5ZWVmYPXs27t+/j99++01jfmlNjJGRkVCr1XB3dwfwqLb0ww8/RFBQECwtLaFWq/HFF19orEub41x4fowYMQJxcXFYsGCBdN7rU80hUXmYSBFVoq5du6JVq1ZYt25difN//vlnREdH49tvv8X58+exYcMGKSFZt24d6tevj9mzZyMlJQUpKSkAHv2iu5eXFzZv3oyTJ09i3LhxeO2113D48GGNdf/444+wsLDA4cOHMWfOHMyePRuxsbEAgIKCAvTs2RPx8fFYvnw5Tp06hU8++UT6Ta4TJ06gR48e6NevH44fP441a9bgwIEDmDBhQon7MXjwYOzatQsA8McffyAlJQVOTk4AgAsXLmDt2rX45ZdfkJiYCADo27cvbt++jbi4OMTGxuLixYsYPHiwxjovXryIbdu2Yfv27Vi1ahUWL16MXr164fr164iLi0NUVBQ++OADHDp0qNzj8Mknn+CXX35BQkJCifMLCgpQv359rF27FqdOncKMGTPw3nvvYe3atQCAvLw89O3bFz4+Pjh+/DgOHjyIcePGScltYbwbNmzA5s2bsXnzZsTFxUlNZwMHDsS///6LvXv3SuXT09OxY8cODBs2rNz4SzJq1Cj8/vvvWL16NY4fP46BAwfipZdewvnz58tcbtGiRRg6dCiMjY0xdOhQLFq0qNxt7d69G6dPn0ZsbKxGsv3pp5+iZcuW+PPPPxEWFobJkydL55gQokLHuej58fnnn6Njx44YO3asdN4XnktE1YIgIq2NGDFC9OnTp8R5gwcPFs2aNZPeOzs7i+joaCGEEHPnzhXu7u4iJyenxGUfL1uWl19+WUydOlV67+PjI1588UWNMu3btxehoaFCCCF27NghDAwMxNmzZ0tc32uvvSbGjRunMW3//v3CwMBAZGVllbjMsWPHBACRnJwsTZs5c6YwNjYWaWlp0rSdO3cKQ0NDcfXqVWlaUlKSACD++OMPaTlzc3ORmZkplenRo4dwcXER+fn50rQmTZqIyMjIEuMpXE+rVq2EEEIMGTJEdO3atdRYiwoODhb9+/cXQghx69YtAUDs27ev1O0Ujfedd94RHTp0kN4HBgaK0aNHS++//fZboVKpRF5eXrFYhSh+Tvn4+Ii3335bCCHEhQsXhEKhEH///bdGHN26dRNhYWGl7lNGRoYwNzcXiYmJ0udgbm4uMjIyNPalaByOjo4iOztbY13Ozs7ipZde0pg2ePBg0bNnTyFExY9z0fOj6L4SVTeskSKqZEIIjZqLxw0cOBBZWVlo2LAhxo4di/Xr15fbnyo/Px8ff/wxWrZsCXt7e1haWmLnzp24evWqRrmWLVtqvK9bty7S0tIAPOpsXb9+famZpqijR48iJiYGlpaW0qtHjx4oKChAcnJyRXcdAODs7AwHBwfp/enTp+Hk5KRRy9C8eXPUqlULp0+flqa5uLjAyspKeu/o6IjmzZvDwMBAY1rhPpXno48+wv79+7Fz584S5y9cuBDt2rWDg4MDLC0t8f3330ufqZ2dHUaOHIkePXqgd+/eWLBggVRDWFq8j3/eADBs2DD88ssvyM7OBgCsWLECQ4YMkWoBtfHnn39CCAF3d3eNYxQXF4eLFy+WutzKlSvRsGFDtGrVCgDQunVrNGzYEKtXry5ze56enjAxMSk2vWPHjsXeFx7Dih7noucHUXXHRIqokp0+fRqurq4lznNycsLZs2fx1VdfwczMDMHBwejcuXOZnW7nzp2L6OhoTJ8+HXv27EFiYiJ69OhRrBOwsbGxxnuFQiH10TEzMysz5oKCAowfPx6JiYnS66+//sL58+fRqFGjiuy2xMLCQuN9aYll0eklxV/WPpWnUaNGGDt2LN59910IITTmrV27FpMnT8bo0aOxc+dOJCYmYtSoURqf6ZIlS3Dw4EF4e3tjzZo1cHd312hWLC+23r17o6CgAFu2bMG1a9ewf/9+vPrqqxWKvaiCggIYGhri6NGjGsfo9OnTxfp2PW7x4sVISkqCkZGR9EpKSiq3ea/oMSxL4TGs6HHWZt1E1YGRrgMgepbs2bMHJ06cwOTJk0stY2ZmhsDAQAQGBuKtt95C06ZNceLECbRt2xYmJibIz8/XKL9//3706dNHugkXFBTg/PnzaNasWYXjatmyJa5fv45z586VWCvVtm1bJCUloXHjxhVeZ0U1b94cV69exbVr16TailOnTiEjI0OrfZBjxowZaNSoUbEamP3798Pb2xvBwcHStJJqdtq0aYM2bdogLCwMHTt2xMqVK/H8889XaNtmZmbo168fVqxYgQsXLsDd3R1eXl6y9qNNmzbIz89HWloaOnXqVKFlTpw4gSNHjmDfvn2ws7OTpt+5cwedO3fGyZMn4eHhoVUcRfunHTp0CE2bNgXwZMe5pPOeqLpgIkUkU3Z2NlJTU5Gfn4+bN29i+/btiIyMREBAAIYPH17iMjExMcjPz0eHDh1gbm6OZcuWwczMDM7OzgAeNRf99ttvGDJkCJRKJWrXro3GjRvjl19+QXx8PGxtbTFv3jykpqZqlYT4+Pigc+fO6N+/P+bNm4fGjRvjzJkzUCgUeOmllxAaGornn38eb731FsaOHQsLCwups3HRJ7O05efnh5YtW2LYsGGYP38+8vLyEBwcDB8fH7Rr1+6J1l0eR0dHTJkyBZ9++qnG9MaNG2Pp0qXYsWMHXF1dsWzZMiQkJEg1icnJyfjuu+8QGBgItVqNs2fP4ty5c6Ue19IMGzYMvXv3RlJSkuzaKABwd3fHsGHDMHz4cMydOxdt2rTBv//+iz179sDT0xMvv/xysWUWLVqE5557Dp07dy42r2PHjli0aBGio6O1iuP333/HnDlz0LdvX8TGxuKnn37Cli1bADzZcXZxccHhw4dx+fJlWFpaws7OTqNJl0if8Uwlkmn79u2oW7cuXFxc8NJLL2Hv3r34/PPP8euvv5baD6ZWrVr4/vvv8cILL6Bly5bYvXs3Nm3aJI3jM3v2bFy+fBmNGjWS+pH873//Q9u2bdGjRw/4+vpCpVJpjIBdUb/88gvat2+PoUOHonnz5pg+fbpUC9CyZUvExcXh/Pnz6NSpE9q0aYP//e9/qFu3rrwP5zEKhQIbNmyAra0tOnfuDD8/PzRs2BBr1qx54nVXxDvvvANLS0uNaW+88Qb69euHwYMHo0OHDrh165ZG7ZS5uTnOnDmD/v37w93dHePGjcOECRMwfvx4rbbdtWtX2NnZ4ezZswgKCnqi/ViyZAmGDx+OqVOnokmTJggMDMThw4dLfMItJycHy5cvR//+/UtcV//+/bF8+XKtx4iaOnUqjh49ijZt2uDDDz/E3Llz0aNHDwBPdpynTZsGQ0NDNG/eHA4ODsX6/xHpM4Uo2nmAiIioCBcXF4SEhHAEcqIiWCNFREREJBMTKSIiIiKZ2LRHREREJBNrpIiIiIhkYiJFREREJBMTKSIiIiKZmEgRERERycREioiIiEgmJlJEREREMjGRIiIiIpKJiRQRERGRTEykiIiIiGT6PyNRAjtRe/OzAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribution of Listing Distance From the Nashville Airport\n",
    "plt.hist(data = listings, x = 'airport_distance', color = 'blue', bins = 125)\n",
    "plt.xlabel('DIstance from Nashville Airport')\n",
    "plt.ylabel('Number of Listings')\n",
    "plt.xticks(rotation=30)\n",
    "plt.title(\"Distribution of Airbnb Listing Distance From the Nashville Airport\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a51ec4af-8d58-471e-ae3f-9294562cee94",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "66% of Nashville Airbnb Listings are within a 3 mile radius of the Nashville Downtown area while 34% of Nashville Airbnb Listings are located beyond a 3 mile radius of the Nashville Downtown area.\n",
      "Averagely, Nashville Airbnb Listings are located within a 3 mile radius of the Nashville Downtown area.\n"
     ]
    }
   ],
   "source": [
    "# Distance of Listing from Downtown Nashville\n",
    "avg = listings.downtown_distance.mean()\n",
    "under_avg = len(listings[listings.downtown_distance < avg])\n",
    "above_avg = len(listings[listings.downtown_distance > avg])\n",
    "\n",
    "print(f\"{round(under_avg/(above_avg+under_avg)*100)}% of Nashville Airbnb Listings are within a {round(avg)} mile radius of the Nashville Downtown area while {round(above_avg/(above_avg+under_avg)*100)}% of Nashville Airbnb Listings are located beyond a {round(avg)} mile radius of the Nashville Downtown area.\")\n",
    "print(f\"Averagely, Nashville Airbnb Listings are located within a {round(avg)} mile radius of the Nashville Downtown area.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "58108337-3c2b-43be-8f53-031761e885f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribution of Listing Distance From the Nashville Downtown Area\n",
    "plt.hist(data = listings, x = 'downtown_distance', color = 'blue', bins = 125)\n",
    "plt.xlabel('DIstance from Nashville Downtown Area')\n",
    "plt.ylabel('Number of Listings')\n",
    "plt.xticks(rotation=30)\n",
    "plt.title(\"Distribution of Airbnb Listing Distance From the Nashville Downtown Area\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e27151e0-c5d3-4ea6-8293-b34dc499e6ea",
   "metadata": {},
   "source": [
    "## What the Data Says for Businesses and Investors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9c491a7c-0a68-45dc-bc1a-894ce3f57cc1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Take Out the 2024 Portion of the Data Since there's only 3 Months Old\n",
    "plot1 = nashville[nashville.year != '2024']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "15bf1b6c-8a50-4440-baed-ef35c61b7008",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Year on Year Movement of Average Nightly Airbnb Rental Prices \n",
    "mean_prices = plot1.groupby('year')['price'].mean()\n",
    "median_prices = plot1.groupby('year')['price'].median()\n",
    "\n",
    "mean_prices.plot(color = 'red')\n",
    "median_prices.plot(color = 'blue')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Price')\n",
    "plt.title(\"Prices of Nashville Airbnb Rentals (2009 - 2023)\")\n",
    "plt.legend(['mean price','median price']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2c01b8dc-d0c7-4993-ab47-a3174166ab6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Year-on-Year Price Change in the Average Listing Price of Nashville Airbnb Listings\n",
    "price_change = mean_prices.pct_change() * 100\n",
    "price_change.plot(color = 'blue')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Percentage Change in Price')\n",
    "plt.title(\"Percentage Change in Prices of Nashville Airbnb Rentals (2009 - 2023)\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "4cd26b4f-c7b1-423f-b761-42fdb9aa5103",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of Rental Bookings by Year\n",
    "sns.countplot(data=plot1,x='year', color ='blue')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Total Number of Bookings')\n",
    "plt.xticks(rotation=45)\n",
    "plt.title(\"Number of Nashville Airbnb Bookings by Year (2009 - 2023)\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "06d0c348-1ddb-4c6d-a7b3-a17538740cd1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bookings_growth = plot1['year'].value_counts().sort_values()\n",
    "bookings_growth_change = bookings_growth.pct_change() * 100\n",
    "bookings_growth_change.plot(color = 'blue')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Percentage Change')\n",
    "plt.title(\"Percentage Change in Number of Nashville Airbnb Rental Listings (2009 - 2023)\")\n",
    "plt.xticks(rotation=45);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e12ba2b3-e0c7-4ffd-99e0-97edb0c93f81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# How has the Number of Available Listings in the Nashville Airbnb Ecosystem grown since 2009? \n",
    "listings_growth = plot1.groupby('year')['id'].nunique()\n",
    "sns.barplot(x = listings_growth.index , y = listings_growth.values, color = 'blue')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Total Number of Listings')\n",
    "plt.xticks(rotation=45)\n",
    "plt.title(\"Number of Nashville Airbnb Listings (2009 - 2023)\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "86210bf3-8852-421d-a98f-4cff23de9371",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HAwcOFE5OTmLu3Lli7969YuvWrWLmzJliwYIFObbJrVu3BACxcOHCHPdTUz/fT548qdn2zjvviKJFi+rsm5SUJACI8ePHCyHktw0qlUp8+OGHOvt+/fXXAoDm9WrAgAHC2tpapKWlae23c+dOAUB07do1V/G+CvXjlPWb13HjxgkAenuhvb29XxrXf//9J6ysrMSIESP03p6WliaePHki/v33X1G3bl0REhIiEhMTdfZr0aKFqFatWp7OJ19J6+HDh0VaWppITEwUW7duFUWLFhWurq4iJiZGHDp0SAAQX3zxhdbf3rp1Szg6OooxY8ZotjVo0EAAELt379ba99NPPxUARGRkZLaxZNftHhUVpfPkDQoKEg4ODuLGjRuabU+fPhWenp5i4MCBmm25/YonMzNTpKWliRs3bug8GWrWrCkCAwNFSkqKZltiYqLw8vLSelPISzu9KCYmRgAQ77zzTo5xZpXbNnhRenq6SEtLE40bNxYdOnTQbFe/KIaHh4v09HTN9iNHjggA4ocffhBCyDcIPz8/nQT7xo0bwtbWVuvNPC+PqT7ZvfHm57zV1EmrEEJMmDBBWFlZaV7oDJG0Vq5cWWRkZGi2z5s3TwAQbdu21fr74cOHCwAiPj5e69xUKpU4ceKE1r5NmzYVbm5umlKbGTNmCCsrK503uZ9//lkAENu2bdM6X3d3d/Ho0aOXts358+cFADF48GCt7f/8848AID766CPNtqyJ6Mtk3ffBgwfC3d1dvPXWW1rnndPXyBkZGSItLU18+umnwsvLS5Ogqc/3xfbKKrfPayGE6NixoyhevLjW46f+Kuy3337TbMtv0tq8eXNRvHhxrcdcCCE++OAD4eDg8NLHKDMzU5QpU0YUK1ZMcy7qtn3xNTe7/x1ra2utDwxqAISjo6PWh+v09HQRGhoqypQpo9mm/h958Tkye/ZsAUCr9CO3z+fsBAUFiZYtW4q0tDTN67O6Y2Dr1q2a/Yz1vaOgk1YXFxcxfPjwHI+dU3lAdknryx7bs2fPCgBi7NixWvupH4es/wdhYWGiffv2Ocaoz4YNGzS5ycucPHlSODo6ar2fCSGfZ+XKldP7N3Z2dpqv0u/cuSMAiBkzZujst27dOgFAHDx4UAjx/PU8axmCEM9LKps1a5ar88uv27dvC19fX1GjRg2t16n+/fsLe3t7vX8TEhKSY1xpaWkiIiJCuLm56f1qPzo6WgDQXGrVqiXu3Lmj91jq91R9yXN28lUe8Prrr8PW1haurq5o3bo1/Pz8sH37dvj6+mLr1q1QqVTo3r070tPTNRc/Pz9UrlwZ+/bt0zqWh4cHGjVqpLVt+/btCAkJQZMmTbKNYevWrShSpAjatGmjdT9VqlSBn5+fzv1UqVIFJUqU0Pzu4OCAkJCQl37dqxYbG4v3338fgYGBsLGxga2treargfPnzwMAkpOTcfToUbRv3x52dnaav3VxcUGbNm104s9LOxlCbttg8eLFqFatGhwcHDTnunv3bs15ZtWqVStYW1trfq9UqRKA56UiFy9eRExMDDp37qz1dyVKlEDdunW1tuX1MTX0eb/MmDFj4OnpibFjx+YrDn1atmwJK6vn/4bly5cHAJ0BFOrtN2/e1NpesWJFVK5cWWtbt27dkJCQoBnJunXrVoSFhaFKlSpa7dq8eXOoVCqddm3UqBE8PDxeGvvevXsBQOvrPUB+HVW+fHns3r37pcd4GS8vL4wdOxYbN27EP//8k+1+e/bsQZMmTeDu7g5ra2vY2trik08+wcOHDzVlFVWqVIGdnR0GDBiA7777LscynJc9rwH5Vdrt27e1BpWtXLkSfn5+Ol8H5tWzZ8+we/dudOjQAU5OTlqPW8uWLfHs2TO9ZThZ7d+/H1euXEGvXr005/Lee+9BpVLlujymUqVKCAkJ0Xtb48aN4evrq/nd2toaXbp0wZUrV7TKQwDolCrpa08gd8/nnGzbtg22traa1+dly5ZhwYIFWv9PxvjeURhee+01rFq1ClOnTsXhw4d1Ronn18se2/379wOAznvA22+/rfOV8WuvvYbt27dj3Lhx2Ldvn87goeyoyxH0fZWd1fXr19G6dWsEBgbi22+/1bk9pxk0XrwtN/u+++678PT0xIABA/DPP//g8ePH+OGHHzQlL1lf+/XJyMjQeo5mZmbmuH9Wjx49QsuWLSGEwIYNG3TuKy/nqiaEQN++ffHXX39h9erVCAwM1NnH29sbUVFROHDgAJYtW4ZHjx6hYcOGiI6O1tnXx8cHmZmZiImJyfV55StpXb16NaKionD8+HHcvXsXp06d0iQg9+7dgxACvr6+mhcP9eXw4cM6dTz+/v46x79//z6KFy+eYwz37t3D48ePYWdnp3M/MTExOvejr9bD3t4+V/8UmZmZaNasGTZt2oQxY8Zg9+7dOHLkiOZNQ32MuLg4zbm/6MVteW2nrLy9veHk5IRr1669NPasctMGc+fOxaBBg1CrVi1s3LgRhw8fRlRUFN588029bfXiMdX1tep91SMGc9smeXlMc+tVHvus3NzcMHHiROzYsUOTsL0qT09Prd/VH3ay2/7iNC1+fn46x1RvU7f9vXv3cOrUKZ02dXV1hRAiV/+T+qiPr2//gIAArdGir2L48OEICAjAmDFj9N5+5MgRNGvWDICsnf77778RFRWFCRMmAHj+XCxdujT++OMP+Pj4YMiQIShdujRKly6N+fPn6xzzZc9rAGjRogX8/f2xcuVKAPL//9dff0XPnj21Et78ePjwIdLT07FgwQKdx61ly5YA8NL/B/VMAR06dMDjx4/x+PFjuLu744033sDGjRuznQYnq5yeC7l57qnlpj3zekx93njjDURFReHw4cNYs2YNSpYsiQ8++AAHDhzQ7GOM7x2FYcOGDejVqxe+/fZb1K5dG56enujZs2eeEgZ98vseYGNjo/O3X331FcaOHYstW7agYcOG8PT0RPv27fVOr5SV+r4cHByy3efGjRto2LAhbGxssHv3bp3XWC8vL73PseTkZKSmpmr29/DwgEql0ruveoYZ9b7e3t6aWtjXX38dHh4eGDp0KObOnQsAKFasWI7nVbp0aa3n56effprj/mpxcXFo2rQp7ty5g8jISJQqVUrnXJ89e6a3lv/Ro0c6bQPIhLVfv35Yu3YtVq1ahXbt2um9bxsbG9SoUQN169ZFv379sGfPHly9elXvtJHqxysv/wc2L99FV/ny5VGjRg29t3l7e0OlUuGvv/7SO0DoxW36MvqiRYvqfFLXdz9eXl5axdFZqae8MIQzZ87g5MmTWLVqFXr16qXZ/uIgDPWT+cWifwA6Lwx5baesrK2t0bhxY2zfvh23b99+aYKfF2vXrkVERAQWLVqktV3ffJm5oX5Rym2bFNZjml+DBg3C/PnzMXbsWAwaNEjndgcHB8THx+tsL6hBF/recNTb1G3v7e0NR0fHbHvXvL29tX7P7Xyd6uNHR0frPAfv3r2rc9z8cnR0xOTJkzFgwAD8/vvvOrevX78etra22Lp1q9abVtbBBGr16tVDvXr1kJGRgaNHj2LBggUYPnw4fH198c477+QpLmtra/To0QNfffUVHj9+jHXr1iElJUVncEN+eHh4aI7/4hQ0asHBwdn+fXx8PDZu3AgAqFmzpt591q1bh8GDB+cYR07Phdw89/LqVY/p7u6ueW+qVasWatWqhcqVK2Pw4ME4ceIErKysjPK9ozB4e3tj3rx5mDdvHm7evIlff/0V48aNQ2xsbLZtYQhZ3wOyJmnp6ek6iZ+zszOmTJmCKVOm4N69e5pe1zZt2mgNwn6R+rXm0aNHej9o3bhxAxERERBCYN++fXrfM8PDw7F+/XrExMRofXg6ffo0ACAsLAyAfD0qU6aMZntWp0+fhqOjo1aSWLNmTZw7dw7Xr19HcnIyypYti2PHjgEA6tevn+05AcBvv/2GlJQUze8BAQE57g/IhLVJkya4du0adu/eren5fvFc1fHWqlVLs139oU19rmrqhHXlypVYvnw5unfv/tI41IoXL46AgABcunRJ5zZ1kp+X9wqDr4ilnvvszp07qFGjhs5F3Vg5adGiBS5duoQ9e/bkeD8PHz5ERkaG3vspV65cnmPP7tO/+oX7xURyyZIlWr87OzujRo0a2LJlC1JTUzXbk5KSsHXrVp34X6Wdxo8fDyEE+vfvr3Vfamlpafjtt99ecsa6VCqVznmeOnUq33M4litXDn5+fvjxxx+1tt+8eRMHDx7U2lYQj6mh2dnZYerUqYiKisJPP/2kc3vJkiVx6dIlrReahw8f6pyroZw9exYnT57U2rZu3Tq4urqiWrVqAGS7/vfff/Dy8tLbrvkd2a4u61m7dq3W9qioKJw/fx6NGzfO13H16dOnj2ai7Be/IlMvdJK1d/Pp06dYs2ZNtseztrZGrVq1NCPxc/PVsz7vvfcenj17hh9++AGrVq1C7dq1ERoamq9jZeXk5ISGDRvi+PHjqFSpkt7HLackbt26dXj69Ck+++wz7N27V+fi7e2dpxk09Nm9e7fWh9GMjAxs2LABpUuXzvcH6dw8n/OibNmyGDNmDE6fPo0NGzYAMM73jsJWokQJfPDBBzoT4ufnG6iXUSdm6vZX+/nnnzWj7PXx9fVF79690bVrV1y8eFFvr6Ca+n/uv//+07nt5s2biIiIQEZGBvbs2aM14j+rdu3aQaVS6cyWsmrVKjg6OuLNN9/UbOvQoQP27NmjNXo+MTERmzZtQtu2bXXKHgD53lCxYkXY2triiy++QEBAgGbWieyEh4drPTdflrSqE9arV69i165dqFq1qt793nzzTTg4OOjMJKKeEaJ9+/aabeo8Y+XKlViyZEmeP5Sry4XKlCmjc9vVq1fh5eWl95vY7OSrpzUndevWxYABA/Dee+/h6NGjqF+/PpydnREdHY0DBw4gPDxcbw9VVsOHD8eGDRvQrl07jBs3Dq+99hqePn2K/fv3o3Xr1mjYsCHeeecdfP/992jZsiWGDRuG1157Dba2trh9+zb27t2Ldu3aoUOHDnmKXf3pYunSpXB1dYWDgwOCg4MRGhqK0qVLY9y4cRBCwNPTE7/99hsiIyN1jvHpp5+iVatWaN68OYYNG4aMjAzMmTMHLi4uWpPTv2o71a5dG4sWLcLgwYNRvXp1DBo0CBUrVkRaWhqOHz+OpUuXIiwsTKeW9mVat26Nzz77DJMmTUKDBg1w8eJFfPrppwgODs7xBSY7VlZWmDJlCgYOHIi3334bffr0wePHjzFlyhT4+/tr1dkUxGNaELp27YrPP/8c27dv17mtR48eWLJkCbp3747+/fvj4cOHmD17Ntzc3AokloCAALRt2xaTJ0+Gv78/1q5di8jISMyaNQtOTk4A5P/Txo0bUb9+fYwYMQKVKlVCZmYmbt68iV27dmHUqFFan7Zzq1y5chgwYAAWLFgAKysrtGjRAtevX8fHH3+MwMBAg06ebW1tjenTp2se/6y9B61atcLcuXPRrVs3DBgwAA8fPsTnn3+ukygsXrwYe/bsQatWrVCiRAk8e/ZMk7jlVD+fk9DQUNSuXRszZszArVu3sHTp0nyeoa758+fjjTfeQL169TBo0CCULFkSiYmJuHLlCn777bccP9QvX74cHh4eGD16tN6vTHv27Im5c+fi5MmTOjWkueXt7Y1GjRrh448/hrOzMxYuXIgLFy7oTHuVF7l5PufV6NGjsXjxYkyZMgWdO3c22veOvNqzZ4/exQzU5SNZxcfHo2HDhujWrRtCQ0Ph6uqKqKgo7NixAx07dtTsFx4ejk2bNmHRokWoXr06rKyssv1WNbcqVqyIrl274osvvoC1tTUaNWqEs2fP4osvvoC7u7vWe0CtWrXQunVrVKpUCR4eHjh//jzWrFmD2rVr5/j416pVC46Ojjh8+LBWjW1sbKymnnL58uWIjY3VmjqwePHimg9YFStWRN++fTFp0iRYW1ujZs2a2LVrF5YuXYqpU6dqfWU+evRorFmzBq1atcKnn34Ke3t7zJw5E8+ePdOZom/ChAkIDw+Hv78/bt68iRUrVuCff/7B77//DkdHx1dq26yePn2K5s2b4/jx45g3bx7S09O16t6LFi2K0qVLA5DlCxMnTsTHH38MT09PNGvWDFFRUZg8eTL69euHChUqaP7uf//7H5YvX44+ffogPDxc65j29vaaxPjUqVMYMWIE3n77bZQqVQpWVlY4ffo0vvzyS3h5eWH06NE6MR8+fBgNGjTI20qWuR6yJfI2qfGKFStErVq1hLOzs3B0dBSlS5cWPXv2FEePHtXs06BBA1GxYkW9fx8XFyeGDRsmSpQoIWxtbYWPj49o1aqV1mS8aWlp4vPPPxeVK1cWDg4OwsXFRYSGhoqBAweKy5cva/bLbrSxvpHe8+bNE8HBwcLa2lpr9OW5c+dE06ZNhaurq/Dw8BCdOnUSN2/e1BlRKYQQmzdvFuHh4cLOzk6UKFFCzJw5U/zvf/8THh4e+WqnnJw4cUL06tVLlChRQtjZ2QlnZ2dRtWpV8cknn2imXMlLG6SkpIjRo0eLYsWKCQcHB1GtWjWxZcuWbEe/65uKRl+bLF26VJQpU0bY2dmJkJAQsWLFCtGuXTtRtWpVrf1y+5jqk90I6Nw+9vogm0nUd+3apRkd+eL/w3fffSfKly8vHBwcRIUKFcSGDRty3X579+7VmTZICP3/e+pz+/nnn0XFihWFnZ2dKFmypJg7d65OvElJSWLixImiXLlyws7OTjOV0ogRI7RGgGd3vtnJyMgQs2bNEiEhIcLW1lZ4e3uL7t2760xpld/ZA15Up04dAUDnMV2xYoUoV66csLe3F6VKlRIzZswQy5cv1xqNfejQIdGhQwcRFBQk7O3thZeXl2jQoIH49ddfNcfJ6/NaCPncxv+Ppn9xpL8Q+Z89QL29T58+olixYsLW1lYULVpU1KlTR0ydOlXnftROnjwpAOQ4UvzChQsCgBg6dKgQIm//O0I8f54sXLhQlC5dWtja2orQ0FDx/fffa+2X3XuG+nmedbR9Xp7P+uQU7zfffCMAiO+++04IYZzvHXmdPSC7y7Vr13SeT8+ePRPvv/++qFSpknBzcxOOjo6iXLlyYtKkSVqzMjx69Ei8/fbbokiRIkKlUmk9J7KLNzeP7bNnz8TIkSOFj4+PcHBwEK+//ro4dOiQcHd315o2ady4caJGjRrCw8ND8788YsQIvZPmv6hHjx6iQoUKemPJ7vLi/3NqaqqYNGmS5v00JCREfPXVV3rv78qVK6J9+/bCzc1NODk5icaNG4tjx47p7Ddo0CDN8by9vcVbb70lTp069dLzySv1Y57dJevrjdr8+fNFSEiIJleZNGmS1jRsQsj/geyOmfV1LSYmRnTv3l2ULl1aODk5CTs7O1GqVCnx/vvv651l4MqVK3pn8XgZlRAFvCgzIS0tDVWqVEGxYsWwa9cupcMxCo8fP0ZISAjat29v0N4pIiIyfgcPHkTdunXx/fffo1u3bq98vKNHj6JmzZo4fPhwvr45osL18ccfY/Xq1fjvv//0llNkh0lrAejbty+aNm0Kf39/xMTEYPHixdi/fz927dqV768hTVlMTAymTZuGhg0bwsvLCzdu3MCXX36JCxcu4OjRo6hYsaLSIRIRUQGJjIzEoUOHUL16dTg6OuLkyZOYOXMm3N3dcerUqRxH/edFly5dkJycrDOGhIzL48ePUapUKSxYsADvvvtunv7W4DWtJAuyR48ejfv378PW1hbVqlXDtm3bLDJhBWTdy/Xr1zF48GA8evQITk5OeP3117F48WImrEREZs7NzQ27du3CvHnzkJiYCG9vb7Ro0QIzZswwWMIKAF988QWWL1+OxMREo5hthvS7du0axo8fn68edva0EhEREZHRM/iUV0REREREhsaklYiIiIiMHpNWIiIiIjJ6HIilkMzMTNy9exeurq55m1iXiIiIFCOEQGJiIgICArQWR6CCx6RVIXfv3kVgYKDSYRAREVE+3Lp1K99LFlP+MGlViHo6jlu3bhXYEp9ERERkWAkJCQgMDOS0Wgpg0qoQdUmAm5sbk1YiIiITw9K+wsdiDCIiIiIyekxaiYiIiMjoMWklIiIiIqPHpJWIiIiIjB6TViIiIiIyekxaiYiIiMjoMWklIiIiIqPHpJWIiIiIjB6TViIiIiIyekxaiYiIiMjoWVzSumjRIlSqVEmzfGrt2rWxfft2ze1CCEyePBkBAQFwdHREREQEzp49q3WMlJQUDB06FN7e3nB2dkbbtm1x+/btwj4VIiIiIothcUlr8eLFMXPmTBw9ehRHjx5Fo0aN0K5dO01iOnv2bMydOxdff/01oqKi4Ofnh6ZNmyIxMVFzjOHDh2Pz5s1Yv349Dhw4gKSkJLRu3RoZGRlKnRYRERGRWVMJIYTSQSjN09MTc+bMQZ8+fRAQEIDhw4dj7NixAGSvqq+vL2bNmoWBAwciPj4eRYsWxZo1a9ClSxcAwN27dxEYGIht27ahefPmubrPhIQEuLu7Iz4+Hm5ubgV2bkpKTwfu3FE6CsnaGihWDFCplI6EiIhMmSW8fxsrG6UDUFJGRgZ++uknJCcno3bt2rh27RpiYmLQrFkzzT729vZo0KABDh48iIEDB+LYsWNIS0vT2icgIABhYWE4ePBgtklrSkoKUlJSNL8nJCQU3IkZASGA114Djh9XOpLn3n8fWLRI6SiIiIgoPywyaT19+jRq166NZ8+ewcXFBZs3b0aFChVw8OBBAICvr6/W/r6+vrhx4wYAICYmBnZ2dvDw8NDZJyYmJtv7nDFjBqZMmWLgMzFejx8/T1gdHRUNBZmZQEoK8OuvTFqJiIhMlUUmreXKlcOJEyfw+PFjbNy4Eb169cL+/fs1t6te+A5ZCKGz7UUv22f8+PEYOXKk5veEhAQEBgbm8wyM39278qenJ/DwobKxJCYCbm4ypgcPAG9vZeMhIiKivLO4gVgAYGdnhzJlyqBGjRqYMWMGKleujPnz58PPzw8AdHpMY2NjNb2vfn5+SE1NRVxcXLb76GNvb6+ZsUB9MWfqWtaAAGXjAABXV6BUKXn95EllYyEiIqL8scik9UVCCKSkpCA4OBh+fn6IjIzU3Jaamor9+/ejTp06AIDq1avD1tZWa5/o6GicOXNGsw8972k1hqQVACpXlj+ZtBIREZkmiysP+Oijj9CiRQsEBgYiMTER69evx759+7Bjxw6oVCoMHz4c06dPR9myZVG2bFlMnz4dTk5O6NatGwDA3d0dffv2xahRo+Dl5QVPT0+MHj0a4eHhaNKkicJnZzzUPa3Fiikbh1rlysDmzUxaiYiITJXFJa337t1Djx49EB0dDXd3d1SqVAk7duxA06ZNAQBjxozB06dPMXjwYMTFxaFWrVrYtWsXXF1dNcf48ssvYWNjg86dO+Pp06do3LgxVq1aBWtra6VOy+iwp5WIiIgMifO0KsTc53nr0AHYsgVYuBAYNEjpaIBr12Rdq60tkJQE2NkpHREREZkic3//NmasaaUCYUwDsQCgZEk5g0BaGnDhgtLREBERUV4xaaUCoS4PMJaaVpUKqFRJXmeJABERkelh0koGl5EBqGcNM5aeVoB1rURERKaMSSsZXGysTFytrAAfH6WjeY5JKxERkeli0koGp65n9fMDbIxofoqsSSuHHxIREZkWJq1kcMY23ZVaWJjs/b1//3n5AhEREZkGJq1kcMY2CEvNyQkoW1ZeZ4kAERGRaWHSSgZnbNNdZcW6ViIiItPEpJUMzlh7WgEmrURERKaKSSsZHHtaiYiIyNCYtJLBGetALOB50nrxIvDsmbKxEBERUe4xaSWDU/e0GmN5QLFigKennEf27FmloyEiIqLcYtJKBvXsGfDokbxujD2tKhVLBIiIiEwRk1YyqOho+dPBAfDwUDaW7DBpJSIiMj1MWsmgsg7CUqmUjSU7TFqJiIhMD5NWMihjHoSlxuVciYiITA+TVjIoYx6EpVahAmBjAzx+DNy6pXQ0RERElBtMWsmgTKGn1d4eCA2V11kiQEREZBqYtJJBmUJPK8C6ViIiIlPDpJUMyhR6WgEmrURERKaGSSsZlDppZU8rERERGRKTVjIYIbSnvDJm6qT1yhUgOVnZWIiIiOjlmLSSwSQkAE+eyOvGnrT6+sqLEMCZM0pHQ0RERC/DpJUMRt3LWqQI4OSkaCi5whIBIiIi08GklQzGVAZhqTFpJSIiMh1MWslgTGW6KzUmrURERKaDSSsZjKn2tJ46BWRmKhsLERER5YxJKxmMqUx3pVauHGBnByQmAtevKx0NERER5YRJKxmMqUx3pWZrC1SsKK+zRICIiMi4MWklgzG18gCAda1ERESmgkkrGYypDcQCmLQSERGZCiatZBCZmUB0tLzOnlYiIiIyNCatZBCxsUBGBqBSAX5+SkeTe+qk9do1uaIXERERGScmrWQQ6npWX1/AxkbZWPLC0xMoXlxeP3VK2ViIiIgoe0xaySBMbbqrrFgiQEREZPyYtJJBmNp0V1kxaSUiIjJ+TFrJIExxuis1Jq1ERETGj0krGYQpTnelpk5aT5+Wg8mIiIjI+DBpJYMw5Z7WMmUAR0fg6VPgyhWloyEiIiJ9mLSSQZhyT6u1NRAeLq+zRICIiMg4MWklgzDlnlaAda1ERETGjkkrvbKUFODBA3ndFHtaASatRERExo5JK70y9fKtdnZysn5TxKSViIjIuDFppVeWtTRApVI2lvyqVEn+vH0bePRI2ViIiIhIF5NWemWmPAhLzc0NCA6W19nbSkREZHwsKmmdMWMGatasCVdXV/j4+KB9+/a4ePGi1j69e/eGSqXSurz++uta+6SkpGDo0KHw9vaGs7Mz2rZti9u3bxfmqRgVUx+EpcYSASIiIuNlUUnr/v37MWTIEBw+fBiRkZFIT09Hs2bNkJycrLXfm2++iejoaM1l27ZtWrcPHz4cmzdvxvr163HgwAEkJSWhdevWyLDQmenNoacVYNJKRERkzGyUDqAw7dixQ+v3lStXwsfHB8eOHUP9+vU12+3t7eHn56f3GPHx8Vi+fDnWrFmDJk2aAADWrl2LwMBA/PHHH2jevHnBnYCRMpeeVnVdK5NWIiIi42NRPa0vio+PBwB4vjDkfd++ffDx8UFISAj69++P2NhYzW3Hjh1DWloamjVrptkWEBCAsLAwHDx4MNv7SklJQUJCgtbFXKiTVnPpaT17FkhLUzYWIiIi0maxSasQAiNHjsQbb7yBsLAwzfYWLVrg+++/x549e/DFF18gKioKjRo1QkpKCgAgJiYGdnZ28PDw0Dqer68vYmJisr2/GTNmwN3dXXMJDAwsmBNTgLo8wNR7WoODARcXIDUVeKHUmYiIiBRmsUnrBx98gFOnTuGHH37Q2t6lSxe0atUKYWFhaNOmDbZv345Lly7h999/z/F4Qgiocpjvafz48YiPj9dcbt26ZZDzMAbmUh5gZcUSASIiImNlkUnr0KFD8euvv2Lv3r0oXrx4jvv6+/sjKCgIly9fBgD4+fkhNTUVcXFxWvvFxsbC19c32+PY29vDzc1N62IOEhKApCR53dSTVoCDsYiIiIyVRSWtQgh88MEH2LRpE/bs2YNg9cScOXj48CFu3boFf39/AED16tVha2uLyMhIzT7R0dE4c+YM6tSpU2CxGyt1L6ubm/xq3dQxaSUiIjJOFjV7wJAhQ7Bu3Tr88ssvcHV11dSguru7w9HREUlJSZg8eTLeeust+Pv74/r16/joo4/g7e2NDh06aPbt27cvRo0aBS8vL3h6emL06NEIDw/XzCZgScxluis1Jq1ERETGyaKS1kWLFgEAIiIitLavXLkSvXv3hrW1NU6fPo3Vq1fj8ePH8Pf3R8OGDbFhwwa4urpq9v/yyy9hY2ODzp074+nTp2jcuDFWrVoFa2vrwjwdo2Au9axq4eFyKdp79+Qlh4oPIiIiKkQWlbQKIXK83dHRETt37nzpcRwcHLBgwQIsWLDAUKGZLHOZ7krN2RkoUwa4fFn2tmaZ2YyIiIgUZFE1rWR45jLdVVYsESAiIjI+TFrplZhbeQDApJWIiMgYMWmlV2JuA7EAJq1ERETGiEkrvRJz7mm9cAH4/4XQiIiISGFMWinfMjPNbyAWAAQGAkWKAOnpwLlzSkdDREREAJNWegUPHsjETqUC/PyUjsZwVCqWCBARERkbJq2Ub+peVh8fwNZW2VgMjUkrERGRcWHSSvlmjtNdqTFpJSIiMi5MWinfzHEQllrWpPUla1IQERFRIWDSSvlmjtNdqVWsCFhbA48ePU/OiYiISDlMWinfzLmn1cEBKFdOXmeJABERkfKYtFK+meN0V1mxrpWIiMh4MGmlfDPngVgAk1YiIiJjwqSV8o09rURERFRYmLRSvqSmArGx8rq597ReugQ8fapsLERERJaOSSvlS0yM/GlrC3h5KRtLQfHzA4oWlcvVnjmjdDRERESWjUkr5UvWelYrM30WcTlXIiIi42Gm6QYVNHOe7iorJq1ERETGgUkr5Yu5D8JSY9JKRERkHJi0Ur6Y+3RXauqk9dQpLudKRESkJCatlC+W0tMaGioHm8XHAzduKB0NERGR5WLSSvliKT2tdnZAhQryOksEiIiIlMOklfLFUgZiAaxrJSIiMgZMWilf1D2t5l4eADBpJSIiMgZMWinPEhPlBWBPKxERERUOJq2UZ9HR8qerq7yYO3XS+t9/z5N1IiIiKlxMWinPLGUQlpq39/NzPX1a2ViIiIgsFZNWyjNLGoSlxhIBIiIiZTFppTyzpEFYakxaiYiIlMWklfKMPa1ERERU2Ji0Up5Zck/r6dNAZqaysRAREVkiJq2UZ5bY01q2LODgACQny1kEiIiIqHAxaaU8UyetltTTamMDhIXJ6ywRICIiKnxMWilPhLDMnlaAda1ERERKYtJKefLwIZCaKq/7+ysbS2Fj0kpERKQcJq2UJ+pBWEWLAnZ2ysZS2Ji0EhERKYdJK+WJpZYGAEClSvLnzZtAXJyysRAREVkaJq2UJ5Y43ZVakSJAUJC8fuqUoqEQERFZHJNKWq9cuYKdO3fi6dOnAAAhhMIRWR5L7mkFWCJARESkFJNIWh8+fIgmTZogJCQELVu2RHR0NACgX79+GDVqlMLRWRZLnO4qKyatREREyjCJpHXEiBGwsbHBzZs34eTkpNnepUsX7NixQ8HILI+6PIA9rcrGQUREZGlslA4gN3bt2oWdO3eiePHiWtvLli2LGzduKBSVZWJ5gPx55gyQni4XHSAiIqKCZxI9rcnJyVo9rGoPHjyAvb29AhFZLkseiAUApUoBLi5ASgpw6ZLS0RAREVkOk0ha69evj9WrV2t+V6lUyMzMxJw5c9CwYUMFI7MsaWlAbKy8bqk9rVZWQHi4vM4SASIiosJjEl9uzpkzBxERETh69ChSU1MxZswYnD17Fo8ePcLff/+tdHgWIyZGLuNqYyMXF7BUlSsDhw7JpLVrV6WjISIisgwm0dNaoUIFnDp1Cq+99hqaNm2K5ORkdOzYEcePH0fp0qVzfZwZM2agZs2acHV1hY+PD9q3b4+LFy9q7SOEwOTJkxEQEABHR0dERETg7NmzWvukpKRg6NCh8Pb2hrOzM9q2bYvbt28b5FyNmbqe1d9f9jhaKg7GIiIiKnwmk3r4+flhypQp2Lp1K7Zt24apU6fC398/T8fYv38/hgwZgsOHDyMyMhLp6elo1qwZkpOTNfvMnj0bc+fOxddff42oqCj4+fmhadOmSExM1OwzfPhwbN68GevXr8eBAweQlJSE1q1bIyMjw2Dna4wsfborNSatREREhU8lTGCG/lPZLD+kUqng4OCAEiVK5GtA1v379+Hj44P9+/ejfv36EEIgICAAw4cPx9ixYwHIXlVfX1/MmjULAwcORHx8PIoWLYo1a9agS5cuAIC7d+8iMDAQ27ZtQ/PmzXN13wkJCXB3d0d8fDzc3NzyHLsSvv4aGDoU6NgR2LhR6WiUk5QEuLnJUonYWMsulSAisjSm+P5tLkyiprVKlSpQqVQAnq+Cpf4dAGxtbdGlSxcsWbIEDg4OuT5ufHw8AMDT0xMAcO3aNcTExKBZs2aafezt7dGgQQMcPHgQAwcOxLFjx5CWlqa1T0BAAMLCwnDw4MFsk9aUlBSkpKRofk9ISMh1nMbC0qe7UnNxAUqXBq5ckb2tTZooHREREZH5M4nygM2bN6Ns2bJYunQpTp48iRMnTmDp0qUoV64c1q1bh+XLl2PPnj2YOHFiro8phMDIkSPxxhtvICwsDAAQExMDAPD19dXa19fXV3NbTEwM7Ozs4OHhke0++syYMQPu7u6aS2BgYK5jNRaWPt1VViwRICIiKlwm0dM6bdo0zJ8/X6sXs1KlSihevDg+/vhjHDlyBM7Ozhg1ahQ+//zzXB3zgw8+wKlTp3DgwAGd27L24gIywX1x24tets/48eMxcuRIze8JCQkml7iyp/W5ypVliQSTViIiosJhEj2tp0+fRlBQkM72oKAgnD59GoAsIYiOjs7V8YYOHYpff/0Ve/fu1Vply8/PDwB0ekxjY2M1va9+fn5ITU1FXFxctvvoY29vDzc3N62LqWFP63PsaSUiIipcJpG0hoaGYubMmUhNTdVsS0tLw8yZMxEaGgoAuHPnTo5JIyB7Qz/44ANs2rQJe/bsQXBwsNbtwcHB8PPzQ2RkpGZbamoq9u/fjzp16gAAqlevDltbW619oqOjcebMGc0+5oo9rc+pk9bz54EsT0siIiIqICZRHvDNN9+gbdu2KF68OCpVqgSVSoVTp04hIyMDW7duBQBcvXoVgwcPzvE4Q4YMwbp16/DLL7/A1dVV06Pq7u4OR0dHqFQqDB8+HNOnT0fZsmVRtmxZTJ8+HU5OTujWrZtm3759+2LUqFHw8vKCp6cnRo8ejfDwcDQx4xE5ycnA/49bY08rgBIlgCJFgMePgQsXgEqVlI6IiIjIvJnElFcAkJSUhLVr1+LSpUsQQiA0NBTdunWDq6trro+RXc3pypUr0bt3bwCyN3bKlClYsmQJ4uLiUKtWLXzzzTeawVoA8OzZM3z44YdYt24dnj59isaNG2PhwoV5qlE1tSkzLl8GQkIAZ2cgMRF4SYmvRWjQAPjzT2D1aqBHD6WjISKiwmBq79/mxGSSVnNjak/6/fuBiAigbFng0iWlozEOQ4fKuWtHjQJyOf6PiIhMnKm9f5sTkygPAIBLly5h3759iI2NRWZmptZtn3zyiUJRWQ4OwtLFwVhERESFxySS1mXLlmHQoEHw9vaGn5+f1tf8KpWKSWsh4CAsXVmTViFYMkFERFSQTCJpnTp1KqZNm6ZZWpUKH3tadYWFAVZWwP37QEwM4O+vdERERETmyySmvIqLi0OnTp2UDsOisadVl6OjHJwGsESAiIiooJlE0tqpUyfs2rVL6TAsmjppZU+rNta1EhERFQ6TKA8oU6YMPv74Yxw+fBjh4eGwtbXVuv1///ufQpFZDnV5AHtatVWuDGzYwKSViIiooJnElFcvrlyVlUqlwtWrVwsxGsMwpSkzhJBfhaekAFevAjk8HBZn2zagVSugQgXg7FmloyEiooJmSu/f5sYkelqvXbumdAgW7dEjmbAC7Gl9kbo84OJF4NkzwMFB2XiIiIjMlUnUtJKy1PWsXl6Avb2ysRibgADZLhkZ7GklIiIqSCbR0woAt2/fxq+//oqbN28iNTVV67a5c+cqFJVl4HRX2VOpZG/rnj2yrrV6daUjIiIiMk8mkbTu3r0bbdu2RXBwMC5evIiwsDBcv34dQghUq1ZN6fDMHqe7ylnWpJWIiIgKhkmUB4wfPx6jRo3CmTNn4ODggI0bN+LWrVto0KAB528tBJzuKmec9oqIiKjgmUTSev78efTq1QsAYGNjg6dPn8LFxQWffvopZs2apXB05o/TXeXsxeVciYiIyPBMIml1dnZGyv8PXw8ICMB///2nue3BgwdKhWUxWB6Qs/LlARsb4PFj4NYtpaMhIiIyTyZR0/r666/j77//RoUKFdCqVSuMGjUKp0+fxqZNm/D6668rHZ7Z40CsnNnby8T19GnZ21qihNIRERERmR+T6GmdO3cuatWqBQCYPHkymjZtig0bNiAoKAjLly9XODrzx57Wl2NdKxERUcEyiZ7WUqVKaa47OTlh4cKFCkZjWdLTgXv35HX2tGavcmVg7VomrURERAXFJJJWtdTUVMTGxiIzM1Nrewl+H1tg7t0DMjMBa2ugaFGlozFe7GklIiIqWCaRtF66dAl9+/bFwYMHtbYLIaBSqZCRkaFQZOZPXRrg7y8TV9JPnbReuQIkJwPOzsrGQ0REZG5MIml97733YGNjg61bt8Lf3x8qlUrpkCwGp7vKHR8fwM8PiImRA7I4PpCIiMiwTCJpPXHiBI4dO4bQ0FClQ7E4HISVe5Ury6T15EkmrURERIZmErMHVKhQgfOxKoTTXeUe61qJiIgKjtEmrQkJCZrLrFmzMGbMGOzbtw8PHz7Uui0hIUHpUM0ae1pzj0krERFRwTHa8oAiRYpo1a4KIdC4cWOtfTgQq+CxpzX31EnrqVNyxgUro/1ISEREZHqMNmndu3ev0iEQ2NOaF+XKydWxkpKAa9eA0qWVjoiIiMh8GG3S2qBBA6VDIDxPWtnT+nI2NkDFisC//8oSASatREREhmPUX2BevnwZXbt21Vu3Gh8fj27duuHq1asKRGYZnj4F4uLkdfa05g7rWomIiAqGUSetc+bMQWBgINzc3HRuc3d3R2BgIObMmaNAZJZB3cvq6Ai4uysbi6lg0kpERFQwjDpp/fPPP9GpU6dsb+/cuTP27NlTiBFZlqyDsLieQ+4wac0bIYBjx4CpU4EXFrwjIiLSYrQ1rQBw48YN+Pj4ZHu7t7c3bt26VYgRWRYOwso7ddJ6/ToQH88e6uycOQOsXw9s2CCXvgWAuXPldU9PZWMjIiLjZNQ9re7u7vjvv/+yvf3KlSt6SwfIMDjdVd55eACBgfL6qVPKxmJsLl+WPaphYUB4ODBtmkxSHR0Bb29ZPz11qtJREhGRsTLqpLV+/fpYsGBBtrd/9dVXqFevXiFGZFnY05o/LBF47sYNYM4coHp1ICQE+Phj4OxZwNYWaNsWWLcOiI0Fvv9e7v/11zK5JSIiepFRlweMHz8etWvXxttvv40xY8agXLlyAIALFy5g9uzZ2LlzJw6yEK7AcLqr/KlcGdi61XKT1uho4Kef5Ff/Wf89ra2BJk2ALl2A9u1lr7Ras2ZAixbA9u3A2LHApk2FHjYRERk5o05aq1atip9//hl9+vTB5s2btW7z8vLCjz/+iGrVqikUnflTlwewpzVvLLGn9cEDmWiuXw/s2ycHWAFyAF/9+sA77wBvvQUULZr9MT7/HNi1C9i8Gdi/H+BUzURElJVRJ60A0Lp1a9y4cQM7duzAlStXIIRASEgImjVrBicnJ6XDM2ssD8gfddJ65gyQkSF7GM1RfDywZYtMVCMj5bmqvf66TFQ7dcr986dCBWDAAGDRImDUKODIES6FS0REz6mEUPeJUGFKSEiAu7s74uPjjXIwmRCAkxPw7Bnw339AqVJKR2Q6MjIANzfgyRPg/HkgNFTpiAwnORn47TeZqG7fDqSmPr+talWZqHbuDJQsmb/jx8YCZcoAiYnA6tVAjx4GCZuIyGCM/f3bnLEfg/R6/FgmrADg769oKCbH2lqOjgfMo0Tg2TP5lX2XLoCPD9C1K/DLLzJhLV8e+PRT4OJFuXztmDH5T1gBefwJE+T18eNl4k9ERAQwaaVsqOtZPT3llESUN6Ze15qWBmzbBvTqJRPJjh2BH3+USWTp0sBHH8kpvc6elTMChIQY7r6HDQOCguRzcO5cwx2XiIhMm9HXtJIyWM/6akwxac3IkAOg1q8HNm4EHj16flvx4rKn9Z135PRVBblCmoMDMHOm7NGdORPo25e9/URExKSVssGk9dWYStKamQkcOiQT1Z9+Au7de36bj4+sT33nHaB27cIdFNWlCzB/PnD4sOzJ/fbbwrtvIiIyTiZTHvDff/9h4sSJ6Nq1K2JjYwEAO3bswNmzZxWOzDxxNaxXU6mS/HnnDvDwobKx6JOZKSf9L1kSeOMNOan/vXuyHKR/f2D3bvnBZcECoG7dwh/Fr1I9Lw1YscL4k38iIip4JpG07t+/H+Hh4fjnn3+wadMmJCUlAQBOnTqFSZMmKRydeWJP66txdX0+44KxLeealAS8/bYcNHXrloy1Z0/g99/lwgBLlwKNGik/VVft2rLHVQg5BRbnOSEismwmkbSOGzcOU6dORWRkJOzs7DTbGzZsiEOHDikYmfliT+urM8YSgevXZc/p5s2AnR2wcKGcZuq774CWLeU2YzJjhoxp9245MIyIiCyXSSStp0+fRocOHXS2Fy1aFA+N8btXM8Ce1ldnbEnrX38BNWvKnl9fX2DvXmDQIDnwyVgFBwPDh8vro0fLWQ2IiMgymUTSWqRIEURHR+tsP378OIqxK7BAsKf11RlT0vrtt0DjxnK51apVgagooE4dpaPKnY8+Ary9gQsXZOkCERFZJpNIWrt164axY8ciJiYGKpUKmZmZ+PvvvzF69Gj07NkzT8f6888/0aZNGwQEBEClUmHLli1at/fu3RsqlUrr8vrrr2vtk5KSgqFDh8Lb2xvOzs5o27Ytbt++/aqnaTQyMoCYGHmdPa35p05az55VrocwPV3Oe9q/v4yhUyfZ4xoYqEw8+eHuLhcwAIDJk+XCF0REZHlMImmdNm0aSpQogWLFiiEpKQkVKlRA/fr1UadOHUycODFPx0pOTkblypXx9ddfZ7vPm2++iejoaM1l2wvFdMOHD8fmzZuxfv16HDhwAElJSWjdujUysi6+bsJiY+XocisrOe0R5U/JknI519RUuWJUYYuLk3WqX30lf//0U2DDBsDZufBjeVX9+8vVtx48AKZPVzoaIiJSgkoI0xmT+99//+H48ePIzMxE1apVUbZs2Vc6nkqlwubNm9G+fXvNtt69e+Px48c6PbBq8fHxKFq0KNasWYMuXboAAO7evYvAwEBs27YNzZs3z9V9G/PaxUePytrHgIDnZQKUP/XqAQcOAGvXAu++W3j3e+EC0KYNcOUK4OQErFkjV7UyZdu2Aa1ayYFZFy7IelciosJmzO/f5s4kelrVSpcujbfffhudO3d+5YQ1J/v27YOPjw9CQkLQv39/zbywAHDs2DGkpaWhWbNmmm0BAQEICwvDwYMHsz1mSkoKEhIStC7GioOwDEeJutbt24FatWTCWqIEcPCg6SesANCiBdC0qey5HjdO6WiIiKiwmcSKWCNHjtS7XaVSwcHBAWXKlEG7du3g6en5yvfVokULdOrUCUFBQbh27Ro+/vhjNGrUCMeOHYO9vT1iYmJgZ2cHDw8Prb/z9fVFjLoQVI8ZM2ZgypQprxxfYeAgLMMpzKRVCDkh/5gxsrzjjTfkcqzmUuKhUgGffw5UqQL8+KOs1TWVwWRERPTqTCJpPX78OP79919kZGSgXLlyEELg8uXLsLa2RmhoKBYuXIhRo0bhwIEDqFChwivdl/orfwAICwtDjRo1EBQUhN9//x0dc+iuEkJAlcOC7OPHj9dKvhMSEhBopKNh2NNqOIWVtKakAAMHyvlWAaBvXzkHq7HNu/qqKlWS5/btt8CIEXIJ2sJerYuIiJRhEi/37dq1Q5MmTXD37l0cO3YM//77L+7cuYOmTZuia9euuHPnDurXr48RI0YY/L79/f0RFBSEy5cvAwD8/PyQmpqKuLg4rf1iY2Ph6+ub7XHs7e3h5uamdTFW7Gk1nLAwmVTduycvBSEmBmjYUCasVlbA/PnAsmXml7CqffaZHEx25IgcWEZERJbBJJLWOXPm4LPPPtNK9Nzc3DB58mTMnj0bTk5O+OSTT3Ds2DGD3/fDhw9x69Yt+Pv7AwCqV68OW1tbREZGavaJjo7GmTNnUMdMvqtkT6vhODkB6vLrguht/fdfOWju0CGgSBFgxw7gf/+TX6WbKz8/YPx4eX3cOODpU2XjISKiwmESSWt8fLzWYCi1+/fvawY0FSlSBKmpqS89VlJSEk6cOIETJ04AAK5du4YTJ07g5s2bSEpKwujRo3Ho0CFcv34d+/btQ5s2beDt7a1Zkcvd3R19+/bFqFGjsHv3bhw/fhzdu3dHeHg4mjRpYriTVhCTVsMqqBKBH3+Udau3bwPlygH//CMHKlmCESOA4sWBmzdlzzIREZk/k0ha27Vrhz59+mDz5s24ffs27ty5g82bN6Nv376a6aqOHDmCkJCQlx7r6NGjqFq1KqpWrQpADvKqWrUqPvnkE1hbW+P06dNo164dQkJC0KtXL4SEhODQoUNwdXXVHOPLL79E+/bt0blzZ9StWxdOTk747bffYG1tXSDnX9hYHmBYhk5aMzOBTz4BunSRvYxvvikT1lw8/c2GkxMwY4a8Pn16wZVeEBGR8TCJeVqTkpIwYsQIrF69Gunp6QAAGxsb9OrVC19++SWcnZ01PadVqlRRLtA8MNZ53p49Axwd5fWHDwEDTMhg8X7/HWjdWta3nj79asdKSgJ69gQ2b5a/jxoFzJoFmMnnpTzJzJRTex09KgehLV6sdEREZAmM9f3bEphE0qqWlJSEq1evQgiB0qVLw8XFRemQ8s1Yn/RXrwKlSwMODsCTJ+ZdG1lYbt+Wy6ba2Mik094+f8e5cQNo2xY4dUoOslq6FOjVy7Cxmpq//gLq15cD0E6dAipWVDoiIjJ3xvr+bQlMojxAzcXFBZUqVULlypVNOmE1ZlnrWZmwGkaxYrLHOj0dOHcuf8c4cEAOuDp1CvD1BfbuZcIKyBXHOnaUva6jRysdDRERFSSTmKcVAKKiovDTTz/h5s2bOgOuNm3apFBU5kedtLKe1XBUKlnXunevrGv9/3LqXPv2W2DwYCAtTf7tL7/InluSZs0CfvtNzpywcyeQy5WUiYjIxJhET+v69etRt25dnDt3Dps3b0ZaWhrOnTuHPXv2wN3dXenwzIp6EBZnDjCs/AzGSk+Xqz717y8T1k6d5NfhTFi1lSkDDB0qr48aJduNiIjMj0kkrdOnT8eXX36JrVu3ws7ODvPnz8f58+fRuXNnlChRQunwzAqnuyoYeU1a4+KAli2Br76Sv3/6qZxI39m5YOIzdRMnyhKMs2eBFSuUjoaIiAqCSSSt//33H1q1agVAriyVnJwMlUqFESNGYOnSpQpHZ1443VXByJq0vmzo44ULclR8ZKSc2mnjRuDjj1ljnBMPD2DSJHn944+B/5++mYiIzIhJJK2enp5ITEwEABQrVgxnzpwBADx+/BhPnjxRMjSzw57WglG+vJyW6tGj5x8M9NmxA3j9deDyZSAoCDh4UA40opcbNEjOVRsbC8ycqXQ0RERkaCaRtNarV0+zbGrnzp0xbNgw9O/fH127dkXjxo0Vjs68sKe1YDg4AKGh8rq+EgEhgLlzgVatgPh4OSr+yJHnPbT0cra2wJw58vrcuXKKMCIiMh8mkbR+/fXXeOeddwAA48ePx+jRo3Hv3j107NgRy5cvVzg68yEEe1oLUnZ1rSkpQJ8+chBRZibQrx/wxx+Aj0/hx2jq2rQBIiJkm370kdLREBGRIZnU4gLmxBgnJ46PB4oUkdeTk2U9JRnO7NnA2LFA585yUBUAxMTIr/8PHZIT5H/5pRwJz/rV/Pv3X6BGDfkh7PBhWR9MRGQoxvj+bSlMoqfV2toasbGxOtsfPnwIa0tcv7KAqEsDihRhwloQXuxpPX5cLhhw6JBs8x07gP/9jwnrq6pW7fnCCyNHvnzgGxERmQaTSFqz6wxOSUmBnZ1dIUdjvlgaULDUSevly8B33wF168olXsuVA/75B2jaVNn4zMnUqfKD18GDcvYFIiIyfUa9ItZX/z9JpUqlwrfffqu1dGtGRgb+/PNPhKpHt9Ar4yCsguXnJ+tUY2OB3r3ltjffBNavB7hGhmEVKwZ8+CEwZQowZoysdbW3VzoqIiJ6FUadtH755ZcAZE/r4sWLtUoB7OzsULJkSSxevFip8MwOe1oLXuXKcv5VQA68mjVLToVFhvfhh8DSpcC1a8CCBcDo0UpHREREr8Kok9Zr164BABo2bIhNmzbBw8ND4YjMG3taC16fPsCVK3IifHXdJRUMZ2dg+nTgvfdkuUDv3oC3t9JRERFRfplETevevXuZsBYC9rQWvHfeAa5eZcJaWHr2BKpUkTNjTJmidDRERPQqjLqnVS0jIwOrVq3C7t27ERsbi8zMTK3b9+zZo1Bk5kWdtLKnlcyFlRXwxRdA48bAokXAkCHPF3kgIiLTYhJJ67Bhw7Bq1Sq0atUKYWFhUHFOoAKhLg9gTyuZk0aNgLZtgV9/lXWuv/2mdERERJQfJrG4gLe3N1avXo2WLVsqHYrBGNvkxJmZgJ0dkJEB3LoFFC+udEREhnPxIhAWBqSny9XGuPozEeWXsb1/WxKTqGm1s7NDmTJllA7DrMXGyoRVpZJTMxGZk3LlgEGD5PVRo+RznYiITItJJK2jRo3C/Pnzs11kgF6dup7V1xewMYmiEaK8mTRJrjx28qRc3IGIiEyLSaQnBw4cwN69e7F9+3ZUrFgRtra2Wrdv2rRJocjMB6e7InPn5QV8/LHsaZ0wAejcGciyXgkRERk5k0haixQpgg4dOigdhlnjdFdkCYYMAb75Rk47NmcOp8EiIjIlJpG0rly5UukQzB6nuyJLYG8PzJ4NvP22TFr79+egQyIiU2ESNa0AkJ6ejj/++ANLlixBYmIiAODu3btISkpSODLzwOmuyFJ07Ai88Qbw9KksEyAiItNgEknrjRs3EB4ejnbt2mHIkCG4f/8+AGD27NkYzQXFDYLlAWQpVCpg7lx5ffVq4NgxZeMhIqLcMYmkddiwYahRowbi4uLg6Oio2d6hQwfs3r1bwcjMBwdikSWpWRN49115fdQogBOTEBEZP5NIWg8cOICJEyfCzs5Oa3tQUBDuqLMteiXsaSVLM3064OAA7N8P/PKL0tEQEdHLmETSmpmZiQw9s4Hfvn0brq6uCkRkXlJSgAcP5HX2tJKlKFFC9rICcnnX1FRl4yEiopyZRNLatGlTzJs3T/O7SqVCUlISJk2aZFZLuyolOlr+tLcHPD2VjYWoMI0dKxfUuHIFWLRI6WiIiCgnJpG0fvnll9i/fz8qVKiAZ8+eoVu3bihZsiTu3LmDWbNmKR2eyctaGqBSKRsLUWFydQU++0xenzIFePRI2XiIiCh7JpG0BgQE4MSJE/jwww8xcOBAVK1aFTNnzsTx48fh4+OjdHgmj9NdkSXr0wcIDwfi4p4nsEREZHxUQnDcrBISEhLg7u6O+Ph4uLm5KRrL/PnA8OFAp07Ajz8qGgqRIiIjgWbNAFtb4OxZoGxZpSMiImNlTO/flsYkelpnzJiBFStW6GxfsWIFywMMgNNdkaVr2hRo0QJIS5N1rkREZHxMImldsmQJQkNDdbZXrFgRixcvViAi88LproiAzz8HrK2BzZuBPXuUjoaIiF5kEklrTEwM/P39dbYXLVoU0eqh75Rv7GklAipUAAYOlNe7dwdiYpSNh4iItJlE0hoYGIi///5bZ/vff/+NAHYPvjL2tBJJs2YBFSvKaeA6dZLlAkREZBxslA4gN/r164fhw4cjLS0NjRo1AgDs3r0bY8aMwSj17OCUb+qklT2tZOlcXGR5QI0awIEDwOjRcqAiEREpzySS1jFjxuDRo0cYPHgwUv9/2RoHBweMHTsW48ePVzg605aQACQlyet6KjCILE7ZssCaNUC7dsBXXwE1a8pyASIiUpbRT3mVkZGBAwcOIDw8HHZ2djh//jwcHR1RtmxZ2NvbKx1evhnLlBkXLgDlywNubkB8vGJhEBmdTz6R87Y6OgIHDwJVqigdEREZA2N5/7ZERl/Tam1tjebNmyM+Ph4uLi6oWbMmwsLCTDphNSYchEWk36RJchqsp0+Bjh25WhYRkdKMPmkFgPDwcFy9elXpMMwSB2ER6WdtDaxdCwQHA9euAe++C2RkKB0VEZHlMomkddq0aRg9ejS2bt2K6OhoJCQkaF0o/9jTSpQ9T085MMvREdixA5gyRemIiIgsl0kMxHrzzTcBAG3btoVKpdJsF0JApVIhg90f+caeVqKcVa4MLF0K9Ogha1xr1ADatlU6KiIiy2MSSevevXuVDsFscboropfr3h2IipKzCfToIa+HhCgdFRGRZTGJ8oAGDRrkeMmLP//8E23atEFAQABUKhW2bNmidbsQApMnT0ZAQAAcHR0RERGBs2fPau2TkpKCoUOHwtvbG87Ozmjbti1u3779qqepCHV5AHtaiXL2+efAG2/IaeI6dnw+VRwRERUOk0haAeCvv/5C9+7dUadOHdz5/0xrzZo1OHDgQJ6Ok5ycjMqVK+Prr7/We/vs2bMxd+5cfP3114iKioKfnx+aNm2KxMREzT7Dhw/H5s2bsX79ehw4cABJSUlo3bq1SZYpsDyAKHdsbYEff5TzGZ89C/TtCxj3hIFERObFJJLWjRs3onnz5nB0dMS///6LlJQUAEBiYiKmT5+ep2O1aNECU6dORceOHXVuE0Jg3rx5mDBhAjp27IiwsDB89913ePLkCdatWwcAiI+Px/Lly/HFF1+gSZMmqFq1KtauXYvTp0/jjz/+ePWTLUSZmSwPIMoLf3/g55+fJ7Bz5yodERGR5TCJpHXq1KlYvHgxli1bBltbW832OnXq4N9//zXY/Vy7dg0xMTFo1qyZZpu9vT0aNGiAgwcPAgCOHTuGtLQ0rX0CAgIQFham2UeflJQUo5v14MEDID0dUKkAPz+loyEyDXXqAPPmyetjxgB79igaDhGRxTCJpPXixYuoX7++znY3Nzc8fvzYYPcTExMDAPD19dXa7uvrq7ktJiYGdnZ28PDwyHYffWbMmAF3d3fNJTAw0GBx55e6ntXHR/YcEVHuDBoE9Owpv63o0gW4dUvpiIiIzJ9JJK3+/v64cuWKzvYDBw6gVKlSBr+/rNNqAc+n1srJy/YZP3484uPjNZdbRvAux3pWovxRqYDFi+XSrg8eAG+9BTx7pnRURETmzSSS1oEDB2LYsGH4559/oFKpcPfuXXz//fcYPXo0Bg8ebLD78fv/78hf7DGNjY3V9L76+fkhNTUVcXFx2e6jj729Pdzc3LQuSmM9K1H+OToCmzbJBQiiooD//U/piIiIzJtJJK1jxoxB+/bt0bBhQyQlJaF+/fro168fBg4ciA8++MBg9xMcHAw/Pz9ERkZqtqWmpmL//v2oU6cOAKB69eqwtbXV2ic6OhpnzpzR7GMqON0V0asJDgZ++EH2vC5bJi9ERFQwTGJxAUAu5TphwgScO3cOmZmZqFChAlxcXPJ8nKSkJK1Sg2vXruHEiRPw9PREiRIlMHz4cEyfPh1ly5ZF2bJlMX36dDg5OaFbt24AAHd3d/Tt2xejRo2Cl5cXPD09MXr0aISHh6NJkyYGO9/CwPIAolfXrBkwdSowYQLwwQdyBa3XXlM6KiIi82PUSeuTJ0/w4YcfYsuWLUhLS0OTJk3w1VdfwdvbO9/HPHr0KBo2bKj5feTIkQCAXr16YdWqVRgzZgyePn2KwYMHIy4uDrVq1cKuXbvg6uqq+Zsvv/wSNjY26Ny5M54+fYrGjRtj1apVsLa2zv/JKkDd08ryAKJXM26cLBHYskXWtx47Jgc4EhGR4aiEMN7psT/88EMsXLgQ7777LhwcHPDDDz8gIiICP/30k9KhvbKEhAS4u7sjPj5esfrWqlWBEyeA338HWrZUJAQis5GQANSsCVy6BDRsCOzaBdgYdbcAEeWHMbx/WyqjfkndtGkTli9fjnfeeQcA0L17d9StWxcZGRkm16tpjNjTSmQ4bm7A5s1ArVrA3r3A+PHAnDlKR0VEZD6MeiDWrVu3UK9ePc3vr732GmxsbHBXXYxJ+ZaaCty/L6+zppXIMCpUAFaulNc//1yumkVERIZh1ElrRkYG7OzstLbZ2NggPT1doYjMh3pWL1tbwMtL2ViIzMnbb8uVsgCgTx/g7Fll4yEiMhdGXR4ghEDv3r1hb2+v2fbs2TO8//77cHZ21mzbtGmTEuGZtKzTXVkZ9UcXItMzbZocjLV7N9Chgxyk5e6udFRERKbNqJPWXr166Wzr3r27ApGYH053RVRwbGzk/K01agCXL8slXzdv5gdEIqJXYdRJ60p1cRgZHAdhERWsokWBjRuBN94Afv0VmD4dmDhR6aiIiEwXP/dbKPa0EhW8GjWAhQvl9U8+AbZvVzYeIiJTxqTVQrGnlahw9OkDDBwICAG8+y5w9arSERERmSYmrRaKPa1EhWf+fDl/a1wc0LEj8OSJ0hEREZkeJq0WikkrUeGxtwd+/lku7XryJDBggOx5JSKi3GPSaqFYHkBUuIoXl4sNWFsD338PfP210hEREZkWJq0WKDFRXgD2tBIVpgYNni/tOnIkcOCAsvEQEZkSJq0WSF0a4OoqL0RUeIYPB955B0hPBzp1ev7/SEREOWPSaoFYz0qkHJUK+PZbICxMLqfcqROQmqp0VERExo9JqwViPSuRspyd5QpZ7u7AwYOyVICIiHLGpNUCsaeVSHllygBr18rr33wDrF6tbDxERMaOSasFYtJKZBxatwYmTZLXBw4Ejh9XNh4iImPGpNUCsTyAyHh88gnQsiXw7JlceODhQ6UjIiIyTkxaLRB7WomMh5WVLBMoVQq4fh3o1g3IyFA6KiIi48Ok1QKxp5XIuHh4yIFZjo7Arl2y95WIiLQxabUwQrCnlcgYVaokp8ICgOnTgS1bFA2HiMjoMGm1MA8eAGlp8rq/v7KxEJG2bt3k4gMA0LMncPGiouEQERkVJq0WRt3LWrQoYGenbCxEpGv2bKB+fbnUcvv2wP37SkdERGQcmLRaGJYGEBk3W1tgwwb5P3rhAlCvHnDzptJREREpj0mrheEgLCLj5+cH7N4NBAbKEoG6dYHz55WOiohIWUxaLQx7WolMQ2go8Pff8uft27LH9cgRpaMiIlIOk1YLw55WItMRGAj89Rfw2mty0YFGjYDISKWjIiJSBpNWC8OeViLT4u0tSwWaNgWSk4FWrYCfflI6KiKiwsek1cKwp5XI9Li4AL/9BnTqJKes69IFWLxY6aiIiAoXk1YLw55WItNkbw/88AMwcKBcJGTQIGDaNHmdiMgSMGm1IGlpQGysvM6klcj0WFsDixYBEyfK3ydOBEaMADIzlY2LiKgwMGm1IDExslfGxkYuLkBEpkelAj77DJg3T/4+fz7Qq9fzle6IiMwVk1YLoi4N8PcHrPjIE5m0YcOANWtk7+vatUCHDsCTJ0pHRURUcJi6WBAOwiIyL927A7/8Ajg4AL//DjRrBjx+rHRUREQFg0mrBeEgLCLz06qVnLu1SBG5GEH9+kB0tNJREREZHpNWC8KeViLz9MYbwP79cvnX06flsq///ad0VEREhsWk1YKwp5XIfFWqJHtaS5UCrl2TievJk0pHRURkOExaLQiTViLzVqqUTFwrVwbu3QMaNJDLwBIRmQMmrRaE5QFE5s/PD9i3D6hXD4iPl4OzfvtN6aiIiF4dk1YLwp5WIstQpAiwcyfQpg3w7JmcDmv1aqWjIiJ6NUxaLURysux1AdjTSmQJHB2BjRuBnj2BjAy5AMGXXyodFRFR/jFptRDqXlZnZ8DVVdlYiKhw2NoCK1fKpV4BYORIYMIEuTIeEZGpYdJqIbLWs6pUysZCRIXHygr44gtg+nT5+/TpwPvvy95XIiJTwqTVQrCelchyqVTA+PHA0qUyiV26FOjSBUhJUToyIqLcY9JqIZi0ElH//sCPPwJ2drLetVUrIDFR6aiIiHKHSesLJk+eDJVKpXXx8/PT3C6EwOTJkxEQEABHR0dERETg7NmzCkacO5zuiogA4K23gG3bABcXYPduoFEj4MEDpaMiIno5Jq16VKxYEdHR0ZrL6dOnNbfNnj0bc+fOxddff42oqCj4+fmhadOmSDTy7gr2tBKRWuPGwJ49gLc3cPSoXAb25k2loyIiyhmTVj1sbGzg5+enuRQtWhSA7GWdN28eJkyYgI4dOyIsLAzfffcdnjx5gnXr1ikcdc7Y00pEWdWsKVfLCgwELl6Uy76eP690VPqlpwNnzgBr1gCffgrcuqV0RKRPWhpw/DiQlKR0JGSumLTqcfnyZQQEBCA4OBjvvPMOrl69CgC4du0aYmJi0KxZM82+9vb2aNCgAQ4ePJjjMVNSUpCQkKB1KUzsaSWiF4WGymVfQ0OB27flKlpHjigb09OnMoYlS4CBA4HXXpPT9IWHyzlnJ02ScV6/rmyc9NyNG8DEiUCJEkC1aoC/P9CvH3DoEKdXI8OyUToAY1OrVi2sXr0aISEhuHfvHqZOnYo6derg7NmziImJAQD4+vpq/Y2vry9u3LiR43FnzJiBKVOmFFjcORHiedLKnlYiyiowUPa4tmwJREXJGtctW4AmTQr+vh8/Bk6ckL1z//4rf164oH86LhcXoEoVmVxfvw40aCCXqw0OLvg4SVd6uqyNXrIE2L79eXJqZyd7Wpcvl5fy5YE+feQHDh8fZWMm06cSgp+DcpKcnIzSpUtjzJgxeP3111G3bl3cvXsX/v7+mn369++PW7duYceOHdkeJyUlBSlZ5pdJSEhAYGAg4uPj4ebmVqDn8PChrF0D5JKO9vYFendEZIISE4GOHYE//pCLEnz/PdCpk+GOHx0tk9KsCeq1a/r3LVoUqFpV+1KmjJyu684doGFD4PJl2bO3dy9QqpTh4qSc3bkDfPutvNy+/Xx748Zy/t+2bYHDh2XC+tNPsuccAGxs5LLCffsCzZvL301VQkIC3N3dC+X9m7SZ8NOmcDg7OyM8PByXL19G+/btAQAxMTFaSWtsbKxO7+uL7O3tYa9QtqjuZfXyYsJKRPq5ugJbtwI9eshko0sX+YH3/ffzdhwhgKtXdRPUe/f07x8UpJ2cVqsmy5iyWwSlWDHZw9qwIXDpkvzJxLVgZWYCu3YBixfL54i6J9zLC3jvPWDAAKBs2ef7168vL199BaxfD6xYIUs+Nm+Wl4AAoHdv+bdlyihySmSimLS+REpKCs6fP4969eohODgYfn5+iIyMRNWqVQEAqamp2L9/P2bNmqVwpNnjICwiyg17e+CHHwBPT/m176BBMnH96CP9SWR6uhy8lTVBPXEC0Feyb2UFlCun24Pq6Zn3OAMCZKKqTlwjImQiy8TVsGJiZMK5bJl2DXH9+rLe+K23cu4IcXeX+w0cCJw+LY+1Zo3sSJk+XV4aNJC9r2+9BTg5FfgpkakTpGXUqFFi37594urVq+Lw4cOidevWwtXVVVy/fl0IIcTMmTOFu7u72LRpkzh9+rTo2rWr8Pf3FwkJCXm6n/j4eAFAxMfHF8RpaFm+XAhAiDffLPC7IiIzkJkpxMSJ8nUDEGL4cCGSkoQ4fFiIRYuEGDBAiBo1hLC3f75P1oudnRDVqwvRr58Q33wjxKFD8u8N7e5dIcqVk/cZGCjElSuGvw9Lk5EhxB9/CPH220LY2Dx/TIsUEWLYMCHOnn214z97JsSPPwrRvLkQKtXz47u5CfH++0JERcnnnzErzPdv0sae1hfcvn0bXbt2xYMHD1C0aFG8/vrrOHz4MIKCggAAY8aMwdOnTzF48GDExcWhVq1a2LVrF1xdXRWOPHvsaSWivFCpgM8+k7Xww4cD8+bJiz6urnKAlPqr/apV5eAbW9uCj9PfX/a4NmokB3Cpe1xLly74+zY3Dx4Aq1bJHvYrV55vr11b9pR26mSYnlB7e3msTp3k3MDffSd7YK9fl+UHixcDlSrJwVvdu8sSBCI1DsRSSGEWcg8aJF8IPv5YznFIRJRba9fKBCItTY7+zpqcVq0qv5K3UnjyxJgYWSpw4QJQvLhMZFkr+XJCyJkjliwBfv4ZSE2V211dZW3zwIEygSxomZnyMVu+HNi0CVCPWbazA9q3l+UDTZoo/zxT40As5TBpVUhhPunbtQN+/VUmrgMHFuhdEZEZio8HkpNlz2Z2A6SUFhMje1zPn38+WIuJq35xccDq1TJZzbqgRPXqcuDdO+/IKcaU8OgRsG6dTGBPnHi+vUQJOXDrvffk4D0lMWlVDpNWhRTmk75GDeDYMZm4tmlToHdFRKSYe/dkj6s6cd27V3tUuyUTQk5FtWQJsGGDnP4QkF/5d+smOzRq1FA2xhcdPy6T1++/l3P6AvJDU5Mmsve1XTvAwaHw42LSqhwmrQopzCd9QICcI/HoUflJmojIXN27J3tcz52Tr3379ll24pqQIEs8liwBTp16vr1SJZmovvuuHOVvzJ4+lVNlLV8O7NnzfLunp4y/b1+gcuXCi4dJq3KYtCqksJ706emy8D0zUyaufn4FdldEREbhxcR1714gJETpqArXsWOyJOyHH2RpByB7Jbt0kSUAtWoZb6lHTq5eBVaulIPGsi5uUL26TF67dgWKFCnYGJi0KodJq0IK60l/544cmGBtLYvbra0L7K6IiIxGbKwsFTh3Ttbi7ttn/olrUpJMUpcskUmrWvnysle1Z0/Aw0O5+AwpI0MueLBiBfDLL3KgICAT87ffloMHGzQomMFbTFqVw6RVIYX1pD9yRH6iLl4cuHWrwO6GiMjoxMbKHtezZ59Pj1WunNJRGd6ZM8CiRXLi/sREuc3OTiZvAwcC9eqZZq9qbt2/L0sgli+Xj7VaqVLAl1/KpWUNiUmrcoxkAgkqKOolXAMClI2DiKiw+fjIGsiwMFke1bAhcPGi0lEZTmws0K+frE9duFAmrGXKAHPmyG/Zvv9erl5lzgkrABQtCowYIVfdOnwY6N9fTtt19ar8SeaDSauZUyetXFiAiCzRi4lrRIScz9WUpaXJxR5CQmTvohBAhw7AH3/IpHz0aLkwhKVRqeQ3i0uXysf6hx9kiQCZDyatZk69GhZ7WonIUhUtKhPX8HDthQhMUWSkHCk/YoScP7daNeDAATkpf+PGxjMBv9KcneV8s2wP88KH08yxPICISCauu3c/T1wjIrQn1jd2V6/K3tRmzWTc3t6yR/HIEaBuXaWjIyocTFrNnLqnleUBRGTp1D2ulSo9X4jg3Dmlo8pZcjIwcSJQoQKwZYucAWbYMODSJVm7yRlhyJIwaTVz7GklInrO21v2uFaubNyJqxCyJrNcOWDaNDllYePGwMmTsp7VXKauIsoLJq1mjj2tRETasiauWedzNRbHj8tR/926ydfwkiVlzWpkJFCxotLRESmHSasZe/Lk+XrN7GklInrOy0smrlWqPE9cs87xqYQHD+RqVdWry8FVjo7AZ5/JhLpDB/OfuoroZZi0mrHoaPnT0dH415YmIipsXl5ymqiqVZVNXNPTga+/BsqWlatZCSFHvl+8KOtZHR0LPyYiY8Sk1YxlLQ3gJ3QiIl1ZE9f792XieuZM4d3/nj3yvocOld+MVa4M7N8v61kDAwsvDiJTwKTVjHEQFhHRy3l6ysS1WjWZuDZqVPCJ640bQKdOcnDVmTMyhkWLgGPHZD0rEeli0mrGOAiLiCh3PD3lQCd14tqwoVwW1NCePAEmTwZCQ4Gff5aT3w8ZAly+LOtZOYUVUfaYtJox9rQSEeWeuse1enU5KKpRI+DUKcMcWwjgp5+A8uWBKVOAZ8/kAgfHj8t6Vk9Pw9wPkTlj0mrG2NNKRJQ3Hh6yx7VGDcMlrqdPy+N07gzcvAmUKCETWPVCB0SUO0xazRh7WomI8i5r4vrwoUw4T57M+3EePQI++EBOq7VvH+DgAEyaJJdhffttDpAlyismrWaMSSsRUf4UKSIT15o1ZeKqXo0qNzIy5KCqsmWBb74BMjNlknrhgqxndXIqyMiJzBeTVjMlBMsDiIheRZEiwK5dwGuvPe9xPXEi57/5809ZEzt4sOxpDQuTZQA//QQEBRVG1ETmi0mrmXr8WBb6A4C/v6KhEBGZrKyJ66NHssf1+HHd/W7dkgsCNGgge2Q9PIAFC+S+DRsWethEZolJq5lS97J6enI1FSKiV+HuLhPXWrV0E9enT+VSq+XKARs2yDrV998HLl2S9aw2NsrGTmROmLSaKdazEhEZjrs7sHMn8PrrQFycTFy/+gqoUAH45BOZvNarB/z7r6xn9fZWOmIi88Ok1UyxnpWIyLBeTFyHDQOuX5evsz/8IJdfrVJF6SiJzBeTVjPFnlYiIsNzc5OJa/36gL09MHEicPGirGflFFZEBYvVNmaKSSsRUcFwc5PzrqakyLlXiahwsKfVTLE8gIio4KhUTFiJChuTVjPFnlYiIiIyJ0xazRR7WomIiMicMGk1QxkZQEyMvM6eViIiIjIHTFrN0L17cq1rKyvA11fpaIiIiIheHZNWM6SuZ/XzA6ytlY2FiIiIyBCYtJohDsIiIiIic8Ok1QxxEBYRERGZGyatZog9rURERGRumLSaIfa0EhERkblh0mqG2NNKRERE5oZJqxliTysRERGZGyatZog9rURERGRumLSamWfPgEeP5HUmrURERGQumLSaGXUvq4MD4OGhbCxEREREhsKk1cxkLQ1QqZSNhYiIiMhQmLS+goULFyI4OBgODg6oXr06/vrrL6VD4iAsIiIiMktMWvNpw4YNGD58OCZMmIDjx4+jXr16aNGiBW7evKloXByERUREROaISWs+zZ07F3379kW/fv1Qvnx5zJs3D4GBgVi0aJGicbGnlYiIiMwRk9Z8SE1NxbFjx9CsWTOt7c2aNcPBgwf1/k1KSgoSEhK0LgWBPa1ERERkjpi05sODBw+QkZEBX19fre2+vr6IiYnR+zczZsyAu7u75hIYGFggsaWnA7a2TFqJiIjIvDBpfQWqF4bnCyF0tqmNHz8e8fHxmsutW7cKJKYff5RztXbqVCCHJyIiIlKEjdIBmCJvb29YW1vr9KrGxsbq9L6q2dvbw97evjDCg5WVvBARERGZC6Y2+WBnZ4fq1asjMjJSa3tkZCTq1KmjUFRERERE5os9rfk0cuRI9OjRAzVq1EDt2rWxdOlS3Lx5E++//77SoRERERGZHSat+dSlSxc8fPgQn376KaKjoxEWFoZt27YhKChI6dCIiIiIzI5KCCGUDsISJSQkwN3dHfHx8XBzc1M6HCIiIsoFvn8rhzWtRERERGT0mLQSERERkdFj0kpERERERo9JKxEREREZPSatRERERGT0mLQSERERkdFj0kpERERERo9JKxEREREZPSatRERERGT0uIyrQtQLkSUkJCgcCREREeWW+n2bC4oWPiatCklMTAQABAYGKhwJERER5VViYiLc3d2VDsOiqAQ/KigiMzMTd+/ehaurK1QqldLhFIiEhAQEBgbi1q1bXJ/5/7FN9GO76GKb6Md20cU20VWQbSKEQGJiIgICAmBlxSrLwsSeVoVYWVmhePHiSodRKNzc3PhC+gK2iX5sF11sE/3YLrrYJroKqk3Yw6oMfkQgIiIiIqPHpJWIiIiIjB6TViow9vb2mDRpEuzt7ZUOxWiwTfRju+him+jHdtHFNtHFNjFPHIhFREREREaPPa1EREREZPSYtBIRERGR0WPSSkRERERGj0krERERERk9Jq1EREREZPSYtBKRUcvIyFA6BKMTFxeHp0+fKh2GUeKEOETmi0krKYZvLtqSkpKQlJSE2NhYAEBmZqbCESnv3LlzmDZtGpKTk5UOxWicPXsWFSpUwLZt25QOxag8efIEAJCYmKhwJMaHr7Xa+Fprupi0UqG6dOkSfvvtNwCASqXii+n/O3fuHN566y00atQI1atXx65du2BlZdn/nidPnkRYWBhsbW3h7OwMgG++J06cwBtvvIGEhAQsXrwYjx49Ujoko3DmzBnN/09ERAS+/fZb3L9/X+mwFMXXWv34Wmva+EhRobl8+TJq1qyJdu3aYc2aNQD4YgrIN9y6deuiQoUKGDRoEFq0aIG+ffvi8ePHACwzUTt16hTq1KmDMWPGYPz48Zrt6lIBS2yTkydPok6dOvjggw+wYsUKnD59GtHR0QAsu6fo0qVLaNiwISpWrIgePXqgffv2GDBgAEaPHo2oqCilw1MEX2v142ut6bNROgCyDI8ePcK4ceMQERGBoKAgDBkyBBkZGejdu7fmxVSlUikdZqG7efMm3nnnHQwaNAjTp08HAJQoUQL3799HZmYm7t69i4CAAIWjLFxXrlxB3bp10blzZ8ycORMAMHv2bJw/fx7Jycno3bs3WrZsqXCUhev48eOoXr06PvroI3z22WcAgGnTpmHSpEn4+eefLbqnaOHChWjWrBk+//xzzbZLly5h/fr1AIDx48cjNDRUqfAKHV9r9eNrrXmw3Fc6KlTx8fEoUqQI3n//fYwdOxaDBw/G//73P6xatQqA5fYCxMTEoGLFiujfv79m2759+7B//340aNAA4eHh+OSTTyyqpvPatWtISUlBQEAAzp49i/r162PHjh149OgR0tLS0Lp1a02CYgnPmYyMDPz888/48MMPMXXqVE1vc79+/XDp0iWcPHkSgGW0xYuEELhy5Qq8vLwAPK9rLVeuHFq0aIFffvkF69at0+xrCfhaqx9fa82EICokV69e1Vy/efOmGDNmjHB1dRUrV67UbE9LSxNPnz5VIDrl3L59W3N92bJlwt7eXqxatUocPXpUfP/990KlUolNmzYpGGHh++mnn0SxYsWEn5+faN++vbh7967IyMgQQgjx1VdfCSsrK3HkyBGFoyw8SUlJmuuZmZlCCCGuXbsmPD09xaRJkxSKyjiMHTtWBAcHi7t37woh5P+Tm5ub+PPPP8Xy5cuFs7OzuHHjhsJRFi6+1urH11rTx6SVCpT6DVaf27dv67yYDh06VHz11VeaBMVcZWZm6rRNWlqaWLZsmfj777+1tlerVk0MHz68MMNTxIttsnHjRlG/fn1x8OBBrf0ePHgg/P39xeLFiws7xEKX3f+BevuMGTNEcHCwOHfuXGGGpbisz5OoqCjRvHlz4eLiItq2bSucnJzEwIEDhRBCXLlyRfj7+4tjx44pFaoiXnzeWPJrbVbqc7X011pTxppWKhD37t2Dr69vjjVUxYoVw//+9z8AwMiRI7Fy5Ur89ddfOHbsmNnW6L3YLlnZ2NigX79+Wtvi4uJQpEgRVK1atTDDLFQvton6+dKxY0dUrlxZU2em3p6UlARfX18EBwcrHHnBUbeJlZWV3v8f9f9H7dq18dVXX+H06dMoX748MjMzzfZ/B9B+rqjPtUaNGvjmm2/wyy+/IDExEZ06dUL37t0BAAkJCShSpAicnJwUjrzgXL9+Hb/88gvi4uJQpkwZdO/eXed5Y4mvtdm1S0ZGhsW+1poFBRNmMlPnzp0TKpVKtGnTRrMtpx7Xq1evitDQUOHp6SlOnjxZGCEqIjft8uLvEydOFGXLlhXXr18vlBgLW3ZtktPz5aOPPhJhYWGar4PNTV7/f3r27ClKly4tnjx5UhjhKUZfu6SlpeX4N6NGjRLVqlUTDx8+LOjwFHHq1ClRrFgx0aRJE1GzZk1hb28vPv3002z3t5TX2ty0i6W91poLJq1kUNHR0aJu3bqiQYMGmnpENX1vvBkZGWL06NHCxsZGnDp1qjBDLVR5bZe//vpLDBkyRHh4eIh///23MEMtNHltk3379on3339feHh4iOPHjxdipIUnL22i/qrzxx9/FDVr1hQxMTGFGmthyqld9H29/ccff4hBgwYJNzc3s32uXL9+XZQuXVqMGTNGZGZmioSEBLFkyRJRoUIFrZpWNUt5rc1ru1jCa605Mc/vBUgx//zzDwIDA/HZZ59h3bp1OHjwIDp06AAAmq/0srpz5w7u3LmDqKgohIeHKxFyochLu9y/fx+nT5/GxYsX8eeff5rt11V5aZPY2FgcP34cp06dwv79+1GlShWFoi5YeWkT9de6bdu2xa+//gpfX19FYi4MObWLlZWVzuuKq6srkpKScPDgQbN8rmRmZmLDhg0oW7YsJkyYAJVKBVdXV1SvXh3379/Hs2fPdP7m7t27Zv9am9d2uX//Ps6cOWP2r7VmRemsmcxLXFyc2L59u+b3PXv2CB8fH9GuXTvNthd7jMz9a00h8t4uT548EY8fPy7MEAtdXtskMTFRxMXFFWKEhS8//z+WILftkrVtnj17VpghFrrdu3eLGTNmaH7PzMwUqampolSpUjoDjNQsYbaAvLZLfHy82b/WmhMmrVSgMjMzxd69e3XeYBYvXiwOHDig2cfSZNcuCxcuFIcOHVIuMAWxTXTl9P/z4qwKliSndlEnJub+upKamqq5nvVcS5cuLf744w/N75GRkS+t/TUnuW2XXbt2WdTMCeZCJYQFzjJMBnPz5k3NcpKtWrWCu7s7nJyctEYxZ2Zm4s8//0SXLl1Qt25dBAQEYOHChbhy5QpKlSql8BkUDLaLLraJLraJfmwXXeo2uXv3Llq3bg03Nzc4OzsjIyMD1tbWSE9PR0pKCipWrIh169ahTp06mDhxIqZPn47bt2+b7WpPbBcLo3TWTKbr5MmTwtfXV1StWlUUKVJEBAYGitGjR2uK3V/8FBsZGSlUKpXw9PQUR48eVSLkQsF20cU20cU20Y/toutlbZKZmSnS0tJEcnKyCAoKEsePHxfTp08XLi4uIioqSuHoCw7bxfIwaaV8iYuLE9WrVxcffvihePTokRBCiClTpoh69eqJtm3bisuXLwshnn89k5GRIfr37y+cnZ3F2bNnFYu7oLFddLFNdLFN9GO76Mptm6hVq1ZN1KxZU9jZ2Zl1YsZ2sUxMWilfbty4IYKCgsTOnTu1tn/33Xeifv36olu3blrzaO7bt09UqlTJ7F8s2C662Ca62Cb6sV105aZNoqOjhRBCPHr0SLi7u5v9tFZCsF0sFae8onyxtraGo6Mj7t69CwBIT08HAPTs2RPvvvsuzpw5g8jISM3+1atXxx9//IEaNWooEm9hYbvoYpvoYpvox3bRlZs22bVrFwDAw8MD33zzDU6fPm2201qpsV0sEwdiUb61bdsWt27dwt69e1GkSBGkp6fDxkauDNypUyfcuXMHBw8ezHYZV3PFdtHFNtHFNtGP7aIrt20CwOyX8s2K7WJ5+AhSriQnJyMxMREJCQmabStWrEB8fDw6d+6M1NRUzYsFADRv3hxCCKSmppr1GwvbRRfbRBfbRD+2i678tklKSgoAmG1ixnYhgEkr5cK5c+fQsWNHNGjQAOXLl8f333+PzMxMeHt7Y926dbhw4QKaNWuGixcvalYcOXLkCFxdXWHOHflsF11sE11sE/3YLrpepU3MGduFNAq5hpZMzNmzZ4WXl5cYMWKEWLdunRg5cqSwtbXVWqP59OnTIjw8XJQuXVrUqFFDtGnTRri6uooTJ04oGHnBYrvoYpvoYpvox3bRxTbRj+1CWbGmlbL16NEjdO3aFaGhoZg/f75me6NGjRAeHo758+dr1ZV98803uH37NhwdHdGlSxeUK1dOqdALFNtFF9tEF9tEP7aLLraJfmwXepHNy3chS5WWlobHjx/j7bffBvC8kL1UqVJ4+PAhAEClUmlWHhkyZIiS4RYatosutokutol+bBddbBP92C70Ita0UrZ8fX2xdu1a1KtXDwCQkZEBAChWrJhWUbu1tTUSExM1v5t75z3bRRfbRBfbRD+2iy62iX5sF3oRk1bKUdmyZQHIT7i2trYA5AvHvXv3NPvMmDEDy5Yt08yTZ66jerNiu+him+him+jHdtHFNtGP7UJZsTyAcsXKykpTO6RSqWBtbQ0A+OSTTzB16lQcP35ca7oRS8F20cU20cU20Y/toottoh/bhQD2tFIeqL9ysba2RmBgID7//HPMnj0bR48eReXKlRWOTjlsF11sE11sE/3YLrrYJvqxXYgfSyjX1DVEtra2WLZsGdzc3HDgwAFUq1ZN4ciUxXbRxTbRxTbRj+2ii22iH9uF2NNKeda8eXMAwMGDB816ze+8YrvoYpvoYpvox3bRxTbRj+1iuThPK+VLcnIynJ2dlQ7D6LBddLFNdLFN9GO76GKb6Md2sUxMWomIiIjI6LE8gIiIiIiMHpNWIiIiIjJ6TFqJiIiIyOgxaSUiIiIio8eklYiIiIiMHpNWIiIiIjJ6TFqJiLIhhECTJk00k5lntXDhQri7u+PmzZsKREZEZHmYtBIRZUOlUmHlypX4559/sGTJEs32a9euYezYsZg/fz5KlChh0PtMS0sz6PGIiMwFk1YiohwEBgZi/vz5GD16NK5duwYhBPr27YvGjRvjtddeQ8uWLeHi4gJfX1/06NEDDx480Pztjh078MYbb6BIkSLw8vJC69at8d9//2luv379OlQqFX788UdERETAwcEBa9euVeI0iYiMHlfEIiLKhfbt2+Px48d466238NlnnyEqKgo1atRA//790bNnTzx9+hRjx45Feno69uzZAwDYuHEjVCoVwsPDkZycjE8++QTXr1/HiRMnYGVlhevXryM4OBglS5bEF198gapVq8Le3h4BAQEKny0RkfFh0kpElAuxsbEICwvDw4cP8fPPP+P48eP4559/sHPnTs0+t2/fRmBgIC5evIiQkBCdY9y/fx8+Pj44ffo0wsLCNEnrvHnzMGzYsMI8HSIik8PyACKiXPDx8cGAAQNQvnx5dOjQAceOHcPevXvh4uKiuYSGhgKApgTgv//+Q7du3VCqVCm4ubkhODgYAHQGb9WoUaNwT4aIyATZKB0AEZGpsLGxgY2NfNnMzMxEmzZtMGvWLJ39/P39AQBt2rRBYGAgli1bhoCAAGRmZiIsLAypqala+zs7Oxd88EREJo5JKxFRPlSrVg0bN25EyZIlNYlsVg8fPsT58+exZMkS1KtXDwBw4MCBwg6TiMhssDyAiCgfhgwZgkePHqFr1644cuQIrl69il27dqFPnz7IyMiAh4cHvLy8sHTpUly5cgV79uzByJEjlQ6biMhkMWklIsqHgIAA/P3338jIyEDz5s0RFhaGYcOGwd3dHVZWVrCyssL69etx7NgxhIWFYcSIEZgzZ47SYRMRmSzOHkBERERERo89rURERERk9Ji0EhEREZHRY9JKREREREaPSSsRERERGT0mrURERERk9Ji0EhEREZHRY9JKREREREaPSSsRERERGT0mrURERERk9Ji0EhEREZHRY9JKREREREaPSSsRERERGb3/A34DJLqIKT/BAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Year-on-Year Price Change in the Average Listing Price of Nashville Airbnb Listings\n",
    "listings_growth_change = listings_growth.pct_change() * 100\n",
    "listings_growth_change.plot(color = 'blue')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Percentage Change')\n",
    "plt.title(\"Percentage Change in Number of Nashville Airbnb Rental Listings (2009 - 2023)\")\n",
    "plt.xticks(rotation=45);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "3727b99c-8af2-4db7-8695-16efbe355645",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# How has the Numbe of Hosts in the Nashville Airbnb Ecosystem grown since 2009? \n",
    "hosts_growth = plot1.groupby('year')['host_id'].nunique()\n",
    "sns.barplot(x = hosts_growth.index , y = hosts_growth.values, color = 'blue')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Total Number of Hosts')\n",
    "plt.xticks(rotation=45)\n",
    "plt.title(\"Number of Nashville Airbnb Hosts (2009 - 2023)\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9141f95e-4d55-4f0d-91ad-d934f783d4cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Year-on-Year Change in the Number of Nashville Airbnb Hosts\n",
    "hosts_growth_change = hosts_growth.pct_change() * 100\n",
    "hosts_growth_change.plot(color = 'blue')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Percentage Change')\n",
    "plt.title(\"Percentage Change in Number of Nashville Airbnb Hosts (2009 - 2023)\")\n",
    "plt.xticks(rotation=45);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "9488b4a8-952a-4043-ad4d-5c629fbfb401",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Top 10 Airbnb Rental Prices by Nashville Neighbourhood\n",
    "top_neighbourhood_price = listings.groupby('neighbourhood')['price'].mean().sort_values(ascending = True)\n",
    "top_neighbourhood_price.tail(10).sort_values(ascending = False).plot(kind = 'bar', color = 'blue')\n",
    "plt.title('Highest Average Airbnb Rental Price by Neighbourhood')\n",
    "plt.xlabel('Neighbourhood')\n",
    "plt.ylabel('Average Nightly Price')\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e1367f5c-595a-469a-9a00-698018ee3879",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UQNOmTQ02nQOPdyF07drVYFpISIi62ya7V199FS4uLur14sWLo2vXrti9ezeysrKeWe/48ePh6OgIFxcXvPjiizh58iQ2bNhgsMn/t99+Q6tWreDn52fw2nbs2BHA42WUXefOnWFvb29QO4Bc68/N0aNH0a1bN5QqVQr29vZwdHREv379kJWVhXPnzhn1GE+6f/8+HB0d4ejoiDJlyiAsLAwdO3ZERESEwXwhISEIDg5+5uNt3rwZwcHB6jqem99++w0lSpRA165dDV63F198Eb6+vjl25eZFv67p6ddF/fvGzs4Ow4cPx2+//YbLly8DAM6fP48tW7Zg2LBhRu0u12vTpg1CQ0Mxffp0pKSk5JnLlPdDdtHR0WjdujVKly6tTrOzs8Mbb7yR6/wvvvgiAgIC1OsuLi4IDg7O9b305OvUtGlTVKhQQX2d/vjjD6SlpeXYrenv74/WrVs/127kp6333bp1M7geEhKChw8fIiEhAQDUg9GfrKtnz55wd3dX69LneHK+hg0bolq1aup8f/zxBx4+fJjn62Gt2ARZUGJiIkQEZcuWzXGbn58fAODOnTsAHr+R3NzcsH37dsTFxeGff/5Rm6CDBw8iNTUV27dvR6VKlRAYGAjgf8dXvP766+oHsf4yd+5ciAju3r0LAFi7di369++Pb7/9Fk2aNIGXlxf69euH+Pj4fOf7/vvvISJ4/fXXce/ePdy7dw8ZGRno1q0b9u3bpx7DUKNGDTRo0AA//PADgMcH+K1cuRLdu3eHl5eXQZYxY8bkyDJs2DAAyDEkNLfXddSoUZg8eTJ69OiBDRs24ODBg4iJiUHt2rXVg1H1r7uPj0+O+z85zZTXODc6nQ7h4eHw8/NDvXr11Nepbdu2cHd3N/pA4dyy6vn6+uY6Tf/e0nNzczNobADA2dk51+HceT3mo0ePkJqa+sx6R44ciZiYGOzduxfz589HRkYGunfvblDTzZs3sWHDhhyva40aNQDkXN6lSpXKUTsAg+Wal8uXL+Oll17CtWvX8MUXX2DPnj2IiYlRjyEy5jFy4+rqipiYGMTExOD48eO4d+8eNm7ciHLlyhnM97Tll92tW7eeecDvzZs3ce/ePTg5OeV47eLj440aOu3g4JDj9dQv8+zL6J133oGrqyuWLFkC4PFxVa6urgYNvbHmzp2L27dv5zks3tT3Q3bGrs96T2YHHr+fcnsfPGv90v+b1+f8k+uhKZ72vnnW+nDnzh04ODigTJkyBvMpipKv+vX/5vV6WCsHSxdgy0qWLAk7O7tczwlz/fp1AFD/cnFyckLz5s2xfft2lC9fHr6+vqhVqxYqVaoE4PE5YX7//XeD81vo77to0SL1YMwn6T8ESpcujYULF2LhwoW4fPkyfv31V0yYMAEJCQnYsmWLydn0X+7A460Gufn+++8xb948AMDAgQMxbNgwnDlzBhcuXMCNGzcwcODAHFkmTpyY5+NVqVLF4Hpuf4muXLkS/fr1w6xZswym3759W91aBTz+AHnyIF0AOZpCU17j3Gzfvl396zK3D94DBw7g9OnTzxwR9rS/unNrZOPj43N9PmPl9ZhOTk5GnWOmfPny6sHQzZo1g6+vL95++21MmTIFX375JYDHr21ISAhmzpyZ62Po/1AoCJGRkbh//z7WrVtn8FdrbGzscz2unZ2dmvNpjN1qUqZMmRwHoz6pdOnSKFWqVJ7rbfHixZ/5PJmZmbhz547Be0S/zLNP8/T0VP94GjNmDH744Qf07t3bYF0y1osvvohevXphwYIF6NSpU47bn+f9YOz6nB95rQsvvPCC+twA8vycz751ysXFJcfBy0DeDZ4pW9ueVKpUKWRmZuLWrVsGjZCIID4+Hg0aNMhR/5MNePb69fPl9XoYc24tS+CWIAtyd3dHo0aNsG7dOoO/MHQ6HVauXIny5csbbCJv27YtDh8+jF9++UXdHO7u7o7GjRtj0aJFuH79usFm8mbNmqFEiRI4ffo06tevn+vFyckpR10BAQEYPnw42rVrhyNHjqjT8/pLKDdbt27F1atX8f7772Pnzp05LjVq1MDy5cvVUR29evWCi4sLwsPDER4ejnLlyiE0NFR9vCpVqiAoKAjHjh3LM4sxH+76k9Zlt3HjxhzDlVu0aIGTJ0/i9OnTBtPXrFljcD2/r7Hed999Bzs7O0RGRuZ4jVasWAEAeY5KMdbq1asNRvBcunQJ+/fvf66Tl61bt85gC1FKSgo2bNiAl156yWCXlLH69OmDli1b4ptvvlGbwi5duuDkyZOoXLlyrq9rfpqgvLYO6b9Msr83RATffPONyc9hTh07dsS5c+eeel6dLl264M6dO8jKysr1dXvyj4W8/PjjjwbXV61aBQA53jcjRozA7du31S2+w4cPNy1UNjNmzMCjR49yPZfT87wfWrRogR07dhg0EzqdDj/99FO+a9V78nXav38/Ll26pL5OTZo0gaurK1auXGkw39WrV7Fjxw60adNGnVaxYkWcO3fOYETmnTt3zHJaEf3zPlnXL7/8gvv376u3t27dOtf5YmJicObMGXW+xo0bw8XFJc/Xw1pxS1Ah2LFjR65DMDt16oTZs2ejXbt2aNWqFcaMGQMnJyd89dVXOHnyJFavXm3Q6bdp0wZZWVn4/fffsWzZMnV627ZtMWXKFCiKor5hAaBYsWJYtGgR+vfvj7t37+L111+Ht7c3bt26hWPHjuHWrVtYvHgxkpKS0KpVK/Tu3RtVq1ZF8eLFERMTgy1bthhsdalVqxbWrVuHxYsXo169ek/9K/e7776Dg4MDPvroo1w/nIYOHYoRI0Zg48aN6N69O0qUKIFXXnkF4eHhuHfvHsaMGQM7O8Me/euvv0bHjh3Rvn17DBgwAOXKlcPdu3dx5swZHDlyxKgPtC5duiA8PBxVq1ZFSEgIDh8+jM8++yzHXzhhYWH4/vvv0bFjR0yfPh0+Pj5YtWqVugtPX5uxr3Fu7ty5g/Xr16N9+/bo3r17rvN8/vnnWL58OWbPnp3nvv9nSUhIwCuvvILBgwcjKSkJU6ZMgYuLCyZOnJivxwMeH7fWrl07jBo1CjqdDnPnzkVycvJznYhw7ty5aNSoET799FN8++23mD59OqKiotC0aVOMGDECVapUwcOHD/HPP/9g06ZNWLJkicnngqlVq5b6XB07doS9vT1CQkLQrl07ODk5oVevXhg3bhwePnyIxYsXIzExMd95zCEsLAxr165F9+7dMWHCBDRs2BBpaWmIjo5Gly5d0KpVK7z11lv48ccf0alTJ4wcORINGzaEo6Mjrl69ip07d6J79+545ZVXnvo8Tk5O+Pe//43U1FQ0aNAA+/fvx4wZM9CxY0c0b97cYN7g4GB06NABmzdvRvPmzVG7du185wsMDMR7772HL774Isdtz/N+mDRpEjZs2IA2bdpg0qRJ6i48/fF6T37WmOLQoUN499130bNnT1y5cgWTJk1CuXLl1N30JUqUwOTJk/HRRx+hX79+6NWrF+7cuYNp06bBxcUFU6ZMUR+rb9+++Prrr/H2229j8ODBuHPnDubNmwcPD49815eXdu3aoX379hg/fjySk5PRrFkzHD9+HFOmTEGdOnXQt29fAI//AB0yZAgWLVoEOzs7dOzYEf/88w8mT54Mf39/fPjhhwAe79kYM2YMZsyYYfB6TJ061ap3h3F0mBnpRw/kddGPSNizZ4+0bt1a3N3dxdXVVRo3biwbNmzI8Xg6nU5Kly4tAOTatWvqdP3R99mHk2cXHR0tnTt3Fi8vL3F0dJRy5cpJ586d5aeffhIRkYcPH8q//vUvCQkJEQ8PD3F1dZUqVarIlClT5P79++rj3L17V15//XUpUaKEKIqS5yibW7duiZOTk/To0SPP10Y/YiL7qKpt27apr032YaPZHTt2TN544w3x9vYWR0dH8fX1ldatW8uSJUvUeZ42Ki8xMVEGDRok3t7e4ubmJs2bN5c9e/bkOirj5MmT0rZtW3FxcREvLy8ZNGiQLFu2TADIsWPHTHqNc7Nw4UIBIJGRkXnOs2TJEoORPnmNDntyyLnI/0aHrVixQkaMGCFlypQRZ2dneemll+TQoUMG8+Y1nFs/0uTJ55s7d65MmzZNypcvL05OTlKnTh3ZunVrnjmMqVfk8SgeBwcHiYuLE5HH76URI0ZIYGCgODo6ipeXl9SrV08mTZokqampz3xMPDFKKD09Xd59910pU6aM+h7Wr4cbNmyQ2rVri4uLi5QrV07Gjh0rmzdvznFKhOcdIv+kChUqSOfOnfO8LfvoMJHH7+GRI0dKQECAODo6ire3t3Tu3NngFA8ZGRkyf/58NU+xYsWkatWqMnToUPn777+Nqvv48ePSsmVLcXV1FS8vL3nvvffU1/xJ4eHhAsDgtB7Pkn10WHa3bt0SDw+PXJepMe8HkZzLXeTx52yjRo3E2dlZfH19ZezYsTJ37lwBYDAyNa/l8eS6p/+c2bZtm/Tt21dKlCihjgLL7TX+9ttvJSQkRJycnMTT01O6d++eY/SpiMiyZcukWrVq4uLiItWrV5e1a9fmOTost/e8fp3NPhIue73ZR8KlpaXJ+PHjpUKFCuLo6Chly5aV9957z2B4v8jjkXRz586V4OBgcXR0lNKlS8vbb78tV65cMZhPp9PJ7Nmzxd/fX5ycnCQkJEQ2bNiQ56g3a6CIWPFpdImszJAhQ7B69WrcuXPnqbu5iGzJa6+9hgMHDuCff/7J9xZLSwgNDcU///yT79F/VPRxdxhRHqZPnw4/Pz9UqlQJqamp+O233/Dtt9/i448/ZgNENi89PR1HjhzBn3/+iYiICCxYsMCqG6BRo0ahTp068Pf3x927d/Hjjz8iKipKcz/VQqZhE0SUB0dHR3z22We4evUqMjMzERQUhAULFmDkyJGWLo3I4m7cuIGmTZvCw8MDQ4cOxQcffGDpkp4qKysLn3zyCeLj46EoCqpXr44VK1bg7bfftnRpZEHcHUZEREQ2iUPkiYiIyCaxCSIiIiKbxCaIiIiIbBIPjMbjM4dev34dxYsXf67TkBMREVHhERGkpKTAz88vXye9ZBOEx79/4u/vb+kyiIiIKB+uXLli8hnkATZBAP73g4JXrlwxy+nJiYiIqOAlJyfD39/fqN+OzI1Fm6Ddu3fjs88+w+HDh3Hjxg1ERESgR48euc47dOhQLF26FJ9//jnCwsLU6enp6RgzZgxWr16NtLQ0tGnTBl999ZVJHaF+F5iHhwebICIioiImv4eyWPTA6Pv376N27dr48ssvnzpfZGQkDh48mOsPcYaFhSEiIgJr1qzB3r17kZqaii5duiArK8tcZRMREZEGWHRLUMeOHdGxY8enznPt2jUMHz4cW7duRefOnQ1uS0pKwnfffYcVK1agbdu2AICVK1fC398f27dvR/v27c1WOxERERVtVj1EXqfToW/fvhg7dixq1KiR4/bDhw8jIyMDoaGh6jQ/Pz/UrFkT+/fvz/Nx09PTkZycbHAhIiIi22LVTdDcuXPh4OCAESNG5Hp7fHw8nJycULJkSYPpPj4+iI+Pz/NxZ8+eDU9PT/XCkWFERES2x2qboMOHD+OLL75AeHi4yQc8ichT7zNx4kQkJSWplytXrjxvuURERFTEWG0TtGfPHiQkJCAgIAAODg5wcHDApUuXMHr0aFSsWBEA4Ovri0ePHiExMdHgvgkJCfDx8cnzsZ2dndWRYBwRRkREZJustgnq27cvjh8/jtjYWPXi5+eHsWPHYuvWrQCAevXqwdHREVFRUer9bty4gZMnT6Jp06aWKp2IiIiKAIuODktNTUVcXJx6/eLFi4iNjYWXlxcCAgJQqlQpg/kdHR3h6+uLKlWqAAA8PT0xaNAgjB49GqVKlYKXlxfGjBmDWrVqqaPFiIiIiHJj0Sbo0KFDaNWqlXp91KhRAID+/fsjPDzcqMf4/PPP4eDggDfeeEM9WWJ4eDjs7e3NUTIRERFphCIiYukiLC05ORmenp5ISkri8UFERERFxPN+f1vtMUFERERE5sQmiIiIiGwSmyAiIiKySWyCiIiIyCaxCSIiIiKbZNEh8kRERFR0mPgrVvlSmGPWuSWIiIiIbBKbICIiIrJJbIKIiIjIJvGYICIiIjPT2rE0WsEtQURERGST2AQRERGRTWITRERERDaJTRARERHZJDZBREREZJPYBBEREZFNYhNERERENolNEBEREdkkNkFERERkk9gEERERkU1iE0REREQ2iU0QERER2SQ2QURERGST2AQRERGRTWITRERERDaJTRARERHZJDZBREREZJPYBBEREZFNYhNERERENolNEBEREdkkNkFERERkk9gEERERkU1ysHQBRERET6Mo5n18EfM+PlkvbgkiIiIim8QmiIiIiGwSmyAiIiKySWyCiIiIyCaxCSIiIiKbxNFhREQaZe5RVQBHVlHRxi1BREREZJPYBBEREZFNsmgTtHv3bnTt2hV+fn5QFAWRkZHqbRkZGRg/fjxq1aoFd3d3+Pn5oV+/frh+/brBY6Snp+ODDz5A6dKl4e7ujm7duuHq1auFnISIiIiKGos2Qffv30ft2rXx5Zdf5rjtwYMHOHLkCCZPnowjR45g3bp1OHfuHLp162YwX1hYGCIiIrBmzRrs3bsXqamp6NKlC7KysgorBhERERVBioh1HNamKAoiIiLQo0ePPOeJiYlBw4YNcenSJQQEBCApKQllypTBihUr8OabbwIArl+/Dn9/f2zatAnt27c36rmTk5Ph6emJpKQkeHh4FEQcIirCtHJAMXMYRwsZANvM8bzf30XqmKCkpCQoioISJUoAAA4fPoyMjAyEhoaq8/j5+aFmzZrYv39/no+Tnp6O5ORkgwsRERHZliLTBD18+BATJkxA79691W4vPj4eTk5OKFmypMG8Pj4+iI+Pz/OxZs+eDU9PT/Xi7+9v1tqJiIjI+hSJJigjIwNvvfUWdDodvvrqq2fOLyJQnrLNbuLEiUhKSlIvV65cKchyiYiIqAiw+iYoIyMDb7zxBi5evIioqCiDfX6+vr549OgREhMTDe6TkJAAHx+fPB/T2dkZHh4eBhciIiKyLVbdBOkboL///hvbt29HqVKlDG6vV68eHB0dERUVpU67ceMGTp48iaZNmxZ2uUSExwdOmvtCRFQQLPqzGampqYiLi1OvX7x4EbGxsfDy8oKfnx9ef/11HDlyBL/99huysrLU43y8vLzg5OQET09PDBo0CKNHj0apUqXg5eWFMWPGoFatWmjbtq2lYhEREVERYNEh8rt27UKrVq1yTO/fvz+mTp2KwMDAXO+3c+dOtGzZEsDjA6bHjh2LVatWIS0tDW3atMFXX31l0sHOHCJPVHCsbQhtfmghA8AcxtJCBsA2czzv97fVnCfIktgEkTWwtg+X/NJCDi1kAJjDWFrIANhmDps6TxARERFRQWETRERERDaJTRARERHZJDZBREREZJPYBBEREZFNsuh5gsjyrO1I//zSwugRIiIqXNwSRERERDaJTRARERHZJDZBREREZJPYBBEREZFNYhNERERENolNEBEREdkkNkFERERkk9gEERERkU1iE0REREQ2iU0QERER2SQ2QURERGST2AQRERGRTWITRERERDaJTRARERHZJDZBREREZJPYBBEREZFNYhNERERENsnB0gUUVYpi/ucQMf9zEBER2SpuCSIiIiKbxCaIiIiIbBKbICIiIrJJbIKIiIjIJrEJIiIiIpvEJoiIiIhsEpsgIiIisklsgoiIiMgmsQkiIiIim8QmiIiIiGwSmyAiIiKySWyCiIiIyCaxCSIiIiKbxCaIiIiIbBKbICIiIrJJbIKIiIjIJrEJIiIiIptk0SZo9+7d6Nq1K/z8/KAoCiIjIw1uFxFMnToVfn5+cHV1RcuWLXHq1CmDedLT0/HBBx+gdOnScHd3R7du3XD16tVCTEFERERFkUWboPv376N27dr48ssvc7193rx5WLBgAb788kvExMTA19cX7dq1Q0pKijpPWFgYIiIisGbNGuzduxepqano0qULsrKyCisGERERFUViJQBIRESEel2n04mvr6/MmTNHnfbw4UPx9PSUJUuWiIjIvXv3xNHRUdasWaPOc+3aNbGzs5MtW7YY/dxJSUkCQJKSkkyo1/yXwsActpOBOWwrA3PYVgZbzZGf7+/srPaYoIsXLyI+Ph6hoaHqNGdnZ7Ro0QL79+8HABw+fBgZGRkG8/j5+aFmzZrqPLlJT09HcnKywYWIiIhsi9U2QfHx8QAAHx8fg+k+Pj7qbfHx8XByckLJkiXznCc3s2fPhqenp3rx9/cv4OqJiIjI2lltE6SnKIrBdRHJMe1Jz5pn4sSJSEpKUi9XrlwpkFqJiIio6MhXE3T+/Hl8/PHH6NWrFxISEgAAW7ZsyTFy63n4+voCQI4tOgkJCerWIV9fXzx69AiJiYl5zpMbZ2dneHh4GFyIiIjItpjcBEVHR6NWrVo4ePAg1q1bh9TUVADA8ePHMWXKlAIrLDAwEL6+voiKilKnPXr0CNHR0WjatCkAoF69enB0dDSY58aNGzh58qQ6DxEREVFuHEy9w4QJEzBjxgyMGjUKxYsXV6e3atUKX3zxhUmPlZqairi4OPX6xYsXERsbCy8vLwQEBCAsLAyzZs1CUFAQgoKCMGvWLLi5uaF3794AAE9PTwwaNAijR49GqVKl4OXlhTFjxqBWrVpo27atqdGIiIjIhpjcBJ04cQKrVq3KMb1MmTK4c+eOSY916NAhtGrVSr0+atQoAED//v0RHh6OcePGIS0tDcOGDUNiYiIaNWqEbdu2GTRfn3/+ORwcHPDGG28gLS0Nbdq0QXh4OOzt7U2NRkRERDZEeTzu33jly5fHf//7XzRt2hTFixfHsWPHUKlSJURERGDMmDE4f/68uWo1m+TkZHh6eiIpKcno44OecWx2gTBtyeQPcxhHCxkA5jCWFjIAzGEsLWQAbDNHfr6/szP5mKDevXtj/PjxiI+Ph6Io0Ol02LdvH8aMGYN+/fqZXAARERGRJZjcBM2cORMBAQEoV64cUlNTUb16dbz88sto2rQpPv74Y3PUSERERFTgTN4dpnfhwgUcOXIEOp0OderUQVBQUEHXVmi4O8y8tJBDCxkA5jCWFjIAzGEsLWQAbDPH8+4OM/nAaL1KlSqhUqVK+b07ERERkUWZvDvs9ddfx5w5c3JM/+yzz9CzZ88CKYqIiIjI3PJ1ssTOnTvnmN6hQwfs3r27QIoiIiIiMjeTm6DU1FQ4OTnlmO7o6MhfYyciIqIiw+QmqGbNmli7dm2O6WvWrEH16tULpCgiIiIiczP5wOjJkyfjtddew/nz59G6dWsAwO+//47Vq1fjp59+KvACiYiIiMzB5CaoW7duiIyMxKxZs/Dzzz/D1dUVISEh2L59O1q0aGGOGomIiIgKXL7PE6QlPE+QeWkhhxYyAMxhLC1kAJjDWFrIANhmjkL/2QwiIiIiLTBqd5iXlxfOnTuH0qVLo2TJklCe0grevXu3wIojIiIiMhejmqDPP/8cxYsXBwAsXLjQnPUQERERFQqjmqD+/fsDADIzMwEA7du3h6+vr/mqIiIiIjIzk44JcnBwwHvvvYf09HRz1UNERERUKEw+MLpRo0Y4evSoOWohIiIiKjQmnydo2LBhGD16NK5evYp69erB3d3d4PaQkJACK46IiIjIXEw+T5CdXc6NR4qiQESgKAqysrIKrLjCwvMEmZcWcmghA8AcxtJCBoA5jKWFDIBt5nje8wSZvCXo4sWLJj8JERERkbUxqQlKSUnBuXPnkJGRgYYNG6J06dLmqouIiIjIrIxugo4fP46OHTsiPj4eIgIPDw/8/PPPaNu2rTnrIyIiIjILo0eHTZgwAQEBAdizZw8OHTqEFi1aYPjw4easjYiIiMhsjN4SdOjQIWzatAn169cHAHz//ffw9vZGamoqihUrZrYCiYiIiMzB6C1Bt2/fRkBAgHq9VKlScHNzw61bt8xSGBEREZE5Gb0lSFEUpKSkwMXFBQDUIfEpKSlITk5W58vPEDUiIiKiwmZ0EyQiCA4OzjGtTp066v+L6nmCiIiIyPYY3QTt3LnTnHUQERERFSqjm6AWLVqYsw4iIiKiQmXyD6gSERERaQGbICIiIrJJbIKIiIjIJrEJIiIiIptkchMUHh6OBw8emKMWIiIiokJjchM0ceJE+Pr6YtCgQdi/f785aiIiIiIyO5OboKtXr2LlypVITExEq1atULVqVcydOxfx8fHmqI+IiIjILExuguzt7dGtWzesW7cOV65cwZAhQ/Djjz8iICAA3bp1w/r166HT6cxRKxEREVGBea4Do729vdGsWTM0adIEdnZ2OHHiBAYMGIDKlStj165dBVQiERERUcHLVxN08+ZNzJ8/HzVq1EDLli2RnJyM3377DRcvXsT169fx6quvon///gVdKxEREVGBUURETLlD165dsXXrVgQHB+Pdd99Fv3794OXlZTDP9evXUb58+SKzWyw5ORmenp5ISkqCh4eHUfdRFDMXBcC0JZM/zGEcLWQAmMNYWsgAMIextJABsM0c+fn+zs7o3w7T8/b2RnR0NJo0aZLnPGXLlsXFixdNLoaIiIiosJi8O+y77757agMEAIqioEKFCvkuSi8zMxMff/wxAgMD4erqikqVKmH69OkGW5hEBFOnToWfnx9cXV3RsmVLnDp16rmfm4iIiLTNqC1B//nPf4x+wBEjRuS7mCfNnTsXS5YswbJly1CjRg0cOnQIAwcOhKenJ0aOHAkAmDdvHhYsWIDw8HAEBwdjxowZaNeuHc6ePYvixYsXWC1ERESkLUYdExQYGGjcgykKLly48NxF6XXp0gU+Pj747rvv1GmvvfYa3NzcsGLFCogI/Pz8EBYWhvHjxwMA0tPT4ePjg7lz52Lo0KFGPQ+PCTIvLeTQQgaAOYylhQwAcxhLCxkA28xRKMcEWer4nubNm2PJkiU4d+4cgoODcezYMezduxcLFy5U64qPj0doaKh6H2dnZ7Ro0QL79+/PswlKT09Henq6ej05OdmsOYiIiMj6mHxM0PTp03P97bC0tDRMnz69QIrSGz9+PHr16oWqVavC0dERderUQVhYGHr16gUA6lmqfXx8DO7n4+Pz1DNYz549G56enurF39+/QOsmIiIi62dyEzRt2jSkpqbmmP7gwQNMmzatQIrSW7t2LVauXIlVq1bhyJEjWLZsGebPn49ly5YZzKc8sX1ORHJMy27ixIlISkpSL1euXCnQuomIiMj6mTxEPq8G49ixYznOF/S8xo4diwkTJuCtt94CANSqVQuXLl3C7Nmz0b9/f/j6+gJ4vEWobNmy6v0SEhJybB3KztnZGc7OzgVaKxERERUtRjdBJUuWhKIoUBQFwcHBBo1QVlYWUlNT8a9//atAi3vw4AHs7Aw3Vtnb26tD5AMDA+Hr64uoqCjUqVMHAPDo0SNER0dj7ty5BVoLERERaYvRTdDChQshInjnnXcwbdo0eHp6qrc5OTmhYsWKzzx/kKm6du2KmTNnIiAgADVq1MDRo0exYMECvPPOOwAe7wYLCwvDrFmzEBQUhKCgIMyaNQtubm7o3bt3gdZCRERE2mJ0E6T/LbDAwEA0bdoUjo6OZitKb9GiRZg8eTKGDRuGhIQE+Pn5YejQofjkk0/UecaNG4e0tDQMGzYMiYmJaNSoEbZt28ZzBBEREdFTmfzbYQCg0+kQFxeHhISEHL8P9vLLLxdYcYWF5wkyLy3k0EIGgDmMpYUMAHMYSwsZANvMUei/HXbgwAH07t0bly5dwpP9k6IoyMrKMrkIIiIiosJmchP0r3/9C/Xr18fGjRtRtmzZpw5FJyIiIrJWJjdBf//9N37++We88MIL5qiHiIiIqFCYfLLERo0aIS4uzhy1EBERERUao7YEHT9+XP3/Bx98gNGjRyM+Ph61atXKMUosJCSkYCskIiIiMgOjRofZ2dlBUZQcB0KrD/L/byuqB0ZzdJh5aSGHFjIAzGEsLWQAmMNYWsgA2GYOTf+KPBEREZG5GNUEVahQwdx1EBERERUqk0eH/frrr7lOVxQFLi4ueOGFFxAYGPjchRERERGZk8lNUI8ePXI9Pij7cUHNmzdHZGQkSpYsWWCFEhERERUkk4fIR0VFoUGDBoiKikJSUhKSkpIQFRWFhg0b4rfffsPu3btx584djBkzxhz1EhERERUIk7cEjRw5EkuXLkXTpk3VaW3atIGLiwuGDBmCU6dOYeHCheovvRMRERFZI5O3BJ0/fz7XYWgeHh64cOECACAoKAi3b99+/uqIiIiIzMTkJqhevXoYO3Ysbt26pU67desWxo0bhwYNGgB4/NMa5cuXL7gqiYiIiAqYybvDvvvuO3Tv3h3ly5eHv78/FEXB5cuXUalSJaxfvx4AkJqaismTJxd4sUREREQFxagzRj9JRLB161acO3cOIoKqVauiXbt2sLMzecOSVeAZo81LCzm0kAFgDmNpIQPAHMbSQgbANnM87xmj89UEaQ2bIPPSQg4tZACYw1hayAAwh7G0kAGwzRyF8rMZ//nPfzBkyBC4uLjgP//5z1PnHTFihMlFEBERERU2o7YEBQYG4tChQyhVqtRTzwatKIo6Qqwo4ZYg89JCDi1kAJjDWFrIADCHsbSQAbDNHIX+A6r8MVUiIiLSgqJ5JDMRERHRczJ6iPz06dONmu+TTz7JdzFEREREhcXo0WF16tTJ+0EUBWfPnsXDhw+RlZVVYMUVFh4TZF5ayKGFDABzGEsLGQDmMJYWMgC2maNQjgkCgKNHj+Y6PTY2FhMmTMDJkycxePBgkwsgIiIisoR8HxN08eJFvP3222jQoAE8PT1x6tQpLFmypCBrIyIiIjIbk5ug27dv44MPPkDVqlVx48YN7N+/H2vXrkVQUJA56iMiIiIyC6N3h92/fx/z58/HggUL8MILL2DDhg0IDQ01Z21EREREZmN0E1S5cmWkpKTggw8+QK9evaAoCo4fP55jvpCQkAItkIiIiMgcjB4dlv3HURVFQfa76a8risLRYQXIFo/0zy+OHjEOcxhHCxkA5jCWFjIAtpmj0EaH8UzRREREpCVGN0EVKlQwZx1EREREhYo/m0FEREQ2iU0QERER2SQ2QURERGST2AQRERGRTcpXE5SZmYnt27fj66+/RkpKCgDg+vXrSE1NLdDiiIiIiMzF6NFhepcuXUKHDh1w+fJlpKeno127dihevDjmzZuHhw8f8vfDiIiIqEgweUvQyJEjUb9+fSQmJsLV1VWd/sorr+D3338v0OKIiIiIzMXkLUF79+7Fvn374OTkZDC9QoUKuHbtWoEVRkRERGROJm8J0ul0uf40xtWrV1G8ePECKYqIiIjI3Exugtq1a4eFCxeq1xVFQWpqKqZMmYJOnToVZG1EREREZmNyE/T5558jOjoa1atXx8OHD9G7d29UrFgR165dw9y5cwu8wGvXruHtt99GqVKl4ObmhhdffBGHDx9WbxcRTJ06FX5+fnB1dUXLli1x6tSpAq+DiIiItMXkY4L8/PwQGxuL1atX48iRI9DpdBg0aBD69OljcKB0QUhMTESzZs3QqlUrbN68Gd7e3jh//jxKlCihzjNv3jwsWLAA4eHhCA4OxowZM9CuXTucPXuWu+eIiIgoT4qIKT9aX7gmTJiAffv2Yc+ePbneLiLw8/NDWFgYxo8fDwBIT0+Hj48P5s6di6FDhxr1PMnJyfD09ERSUhI8PDyMuo+iGJfheRTGkmEO42ghA8AcxtJCBoA5jKWFDIBt5sjP93d2Jm8J+vXXX3OdrigKXFxc8MILLyAwMNDkQvJ6rvbt26Nnz56Ijo5GuXLlMGzYMAwePBgAcPHiRcTHxyM0NFS9j7OzM1q0aIH9+/fn2QSlp6cjPT1dvZ6cnFwg9RIREVHRYXIT1KNHDyiKgic3IOmnKYqC5s2bIzIyEiVLlnyu4i5cuIDFixdj1KhR+Oijj/Dnn39ixIgRcHZ2Rr9+/RAfHw8A8PHxMbifj48PLl26lOfjzp49G9OmTXuu2oiIiKhoM/nA6KioKDRo0ABRUVFISkpCUlISoqKi0LBhQ/z222/YvXs37ty5gzFjxjx3cTqdDnXr1sWsWbNQp04dDB06FIMHD8bixYsN5lOe2D6nb8byMnHiRLX2pKQkXLly5blrJSIioqLF5C1BI0eOxNKlS9G0aVN1Wps2beDi4oIhQ4bg1KlTWLhwId55553nLq5s2bKoXr26wbRq1arhl19+AQD4+voCAOLj41G2bFl1noSEhBxbh7JzdnaGs7Pzc9dHRERERZfJW4LOnz+f68FHHh4euHDhAgAgKCgIt2/ffu7imjVrhrNnzxpMO3fuHCpUqAAACAwMhK+vL6KiotTbHz16hOjoaIMmjYiIiOhJJjdB9erVw9ixY3Hr1i112q1btzBu3Dg0aNAAAPD333+jfPnyz13chx9+iAMHDmDWrFmIi4vDqlWrsHTpUrz//vsAHu8GCwsLw6xZsxAREYGTJ09iwIABcHNzQ+/evZ/7+YmIiEi7TN4d9t1336F79+4oX748/P39oSgKLl++jEqVKmH9+vUAgNTUVEyePPm5i2vQoAEiIiIwceJETJ8+HYGBgVi4cCH69OmjzjNu3DikpaVh2LBhSExMRKNGjbBt2zaeI4iIiIieKl/nCRIRbN26FefOnYOIoGrVqmjXrh3s7EzesGQVeJ4g89JCDi1kAJjDWFrIADCHsbSQAbDNHM97niCrPlliYWETZF5ayKGFDABzGEsLGQDmMJYWMgC2maPQT5YIAPfv30d0dDQuX76MR48eGdw2YsSI/DwkERERUaEyuQk6evQoOnXqhAcPHuD+/fvw8vLC7du34ebmBm9vbzZBREREVCSYfBDPhx9+iK5du+Lu3btwdXXFgQMHcOnSJdSrVw/z5883R41EREREBc7kJig2NhajR4+Gvb097O3tkZ6eDn9/f8ybNw8fffSROWokIiIiKnAmN0GOjo7qT1L4+Pjg8uXLAABPT0/1/0RERETWzuRjgurUqYNDhw4hODgYrVq1wieffILbt29jxYoVqFWrljlqJCIiIipwJm8JmjVrlvo7XZ9++ilKlSqF9957DwkJCVi6dGmBF0hERERkDiZtCRIRlClTBjVq1AAAlClTBps2bTJLYURERETmZNKWIBFBUFAQrl69aq56iIiIiAqFSU2QnZ0dgoKCcOfOHXPVQ0RERFQoTD4maN68eRg7dixOnjxpjnqIiIiICoXJo8PefvttPHjwALVr14aTkxNcXV0Nbr97926BFUdERERkLiY3QQsXLjRDGURERESFy+QmqH///uaog4iIiKhQmXxMEACcP38eH3/8MXr16oWEhAQAwJYtW3Dq1KkCLY6IiIjIXExugqKjo1GrVi0cPHgQ69atQ2pqKgDg+PHjmDJlSoEXSERERGQOJjdBEyZMwIwZMxAVFQUnJyd1eqtWrfDHH38UaHFERERE5mJyE3TixAm88sorOaaXKVOG5w8iIiKiIsPkJqhEiRK4ceNGjulHjx5FuXLlCqQoIiIiInMzuQnq3bs3xo8fj/j4eCiKAp1Oh3379mHMmDHo16+fOWokIiIiKnAmN0EzZ85EQEAAypUrh9TUVFSvXh0vv/wymjZtio8//tgcNRIREREVOEVEJD93PH/+PI4ePQqdToc6deogKCiooGsrNMnJyfD09ERSUhI8PDyMuo+imLkoAPlbMqZhDuNoIQPAHMbSQgaAOYylhQyAbebIz/d3diafLDE6OhotWrRA5cqVUblyZZOfkIiIiMgamLw7rF27dggICMCECRP4I6pERERUZJncBF2/fh3jxo3Dnj17EBISgpCQEMybNw9Xr141R31EREREZmFyE1S6dGkMHz4c+/btw/nz5/Hmm29i+fLlqFixIlq3bm2OGomIiIgKXL4PjNbLysrC5s2bMXnyZBw/fhxZWVkFVVuh4YHR5qWFHFrIADCHsbSQAWAOY2khA2CbOZ73wOh8/YAqAOzbtw/Dhg1D2bJl0bt3b9SoUQO//fZbfh+OiIiIqFCZPDrso48+wurVq3H9+nW0bdsWCxcuRI8ePeDm5maO+oiIiIjMwuQmaNeuXRgzZgzefPNNlC5d2uC22NhYvPjiiwVVGxEREZHZmNwE7d+/3+B6UlISfvzxR3z77bc4duxYkTwmiIiIiGxPvo8J2rFjB95++22ULVsWixYtQqdOnXDo0KGCrI2IiIjIbEzaEnT16lWEh4fj+++/x/379/HGG28gIyMDv/zyC6pXr26uGomIiIgKnNFbgjp16oTq1avj9OnTWLRoEa5fv45FixaZszYiIiIiszF6S9C2bdswYsQIvPfee0X6x1KJiIiIABO2BO3ZswcpKSmoX78+GjVqhC+//BK3bt0yZ21EREREZmN0E9SkSRN88803uHHjBoYOHYo1a9agXLly0Ol0iIqKQkpKijnrJCIiIipQz/WzGWfPnsV3332HFStW4N69e2jXrh1+/fXXgqyvUPBnM8xLCzm0kAFgDmNpIQPAHMbSQgbANnNY7GczAKBKlSrqL8ivXr36eR6KiIiIqFA99w+oagG3BJmXFnJoIQPAHMbSQgaAOYylhQyAbeaw6JagwjZ79mwoioKwsDB1mohg6tSp8PPzg6urK1q2bIlTp05ZrkgiIiIqEopMExQTE4OlS5ciJCTEYPq8efOwYMECfPnll4iJiYGvry/atWvHA7WJiIjoqYpEE5Samoo+ffrgm2++QcmSJdXpIoKFCxdi0qRJePXVV1GzZk0sW7YMDx48wKpVqyxYMREREVm7ItEEvf/+++jcuTPatm1rMP3ixYuIj49HaGioOs3Z2RktWrTI8UOv2aWnpyM5OdngQkRERLbF5F+RL2xr1qzBkSNHEBMTk+O2+Ph4AICPj4/BdB8fH1y6dCnPx5w9ezamTZtWsIUSERFRkWLVW4KuXLmCkSNHYuXKlXBxcclzPuWJw9VFJMe07CZOnIikpCT1cuXKlQKrmYiIiIoGq94SdPjwYSQkJKBevXrqtKysLOzevRtffvklzp49C+DxFqGyZcuq8yQkJOTYOpSds7MznJ2dzVc4ERERWT2r3hLUpk0bnDhxArGxseqlfv366NOnD2JjY1GpUiX4+voiKipKvc+jR48QHR2Npk2bWrByIiIisnZWvSWoePHiqFmzpsE0d3d3lCpVSp0eFhaGWbNmISgoCEFBQZg1axbc3NzQu3dvS5RMRERERYRVN0HGGDduHNLS0jBs2DAkJiaiUaNG2LZtG4oXL27p0oiIiMiK8WczwJ/NMDct5NBCBoA5jKWFDABzGEsLGQDbzGFTP5tBREREVFDYBBEREZFNYhNERERENolNEBEREdkkNkFERERkk9gEERERkU1iE0REREQ2iU0QERER2SQ2QURERGST2AQRERGRTWITRERERDaJTRARERHZJDZBREREZJPYBBEREZFNYhNERERENolNEBEREdkkNkFERERkk9gEERERkU1iE0REREQ2iU0QERER2SQ2QURERGST2AQRERGRTWITRERERDaJTRARERHZJDZBREREZJPYBBEREZFNYhNERERENolNEBEREdkkNkFERERkk9gEERERkU1iE0REREQ2iU0QERER2SQ2QURERGST2AQRERGRTWITRERERDaJTRARERHZJDZBREREZJPYBBEREZFNYhNERERENolNEBEREdkkq26CZs+ejQYNGqB48eLw9vZGjx49cPbsWYN5RARTp06Fn58fXF1d0bJlS5w6dcpCFRMREVFRYdVNUHR0NN5//30cOHAAUVFRyMzMRGhoKO7fv6/OM2/ePCxYsABffvklYmJi4Ovri3bt2iElJcWClRMREZG1U0RELF2EsW7dugVvb29ER0fj5ZdfhojAz88PYWFhGD9+PAAgPT0dPj4+mDt3LoYOHWrU4yYnJ8PT0xNJSUnw8PAw6j6Kku8YRiuMJcMcxtFCBoA5jKWFDABzGEsLGQDbzJGf7+/srHpL0JOSkpIAAF5eXgCAixcvIj4+HqGhoeo8zs7OaNGiBfbv32+RGomIiKhocLB0AcYSEYwaNQrNmzdHzZo1AQDx8fEAAB8fH4N5fXx8cOnSpTwfKz09Henp6er15ORkM1RMRERE1qzIbAkaPnw4jh8/jtWrV+e4TXli+5yI5JiW3ezZs+Hp6ale/P39C7xeIiIism5Fogn64IMP8Ouvv2Lnzp0oX768Ot3X1xfA/7YI6SUkJOTYOpTdxIkTkZSUpF6uXLlinsKJiIjIall1EyQiGD58ONatW4cdO3YgMDDQ4PbAwED4+voiKipKnfbo0SNER0ejadOmeT6us7MzPDw8DC5ERERkW6z6mKD3338fq1atwvr161G8eHF1i4+npydcXV2hKArCwsIwa9YsBAUFISgoCLNmzYKbmxt69+5t4eqJiIjImll1E7R48WIAQMuWLQ2m//DDDxgwYAAAYNy4cUhLS8OwYcOQmJiIRo0aYdu2bShevHghV0tERERFSZE6T5C58DxB5qWFHFrIADCHsbSQAWAOY2khA2CbOWzqPEFEREREBYVNEBEREdkkNkFERERkk9gEERERkU1iE0REREQ2iU0QERER2SQ2QURERGST2AQRERGRTWITRERERDaJTRARERHZJDZBREREZJPYBBEREZFNYhNERERENolNEBEREdkkNkFERERkk9gEERERkU1iE0REREQ2iU0QERER2SQ2QURERGST2AQRERGRTWITRERERDaJTRARERHZJDZBREREZJPYBBEREZFNYhNERERENolNEBEREdkkNkFERERkk9gEERERkU1iE0REREQ2iU0QERER2SQ2QURERGST2AQRERGRTWITRERERDaJTRARERHZJDZBREREZJPYBBEREZFNYhNERERENolNEBEREdkkNkFERERkk9gEERERkU1iE0REREQ2STNN0FdffYXAwEC4uLigXr162LNnj6VLIiIiIiumiSZo7dq1CAsLw6RJk3D06FG89NJL6NixIy5fvmzp0oiIiMhKKSIili7ieTVq1Ah169bF4sWL1WnVqlVDjx49MHv27GfePzk5GZ6enkhKSoKHh4dRz6ko+S7XaIWxZJjDOFrIADCHsbSQAWAOY2khA2CbOfLz/Z1dkd8S9OjRIxw+fBihoaEG00NDQ7F//34LVUVERETWzsHSBTyv27dvIysrCz4+PgbTfXx8EB8fn+t90tPTkZ6erl5PSkoC8LijtCZWVk6+aSGHFjIAzGFNtJAB0EYOLWQAbDOH/ns7vzu1inwTpKc8sY1ORHJM05s9ezamTZuWY7q/v79ZassvT09LV1AwtJBDCxkA5rAmWsgAaCOHFjIAtp0jJSUFnvm4Y5FvgkqXLg17e/scW30SEhJybB3SmzhxIkaNGqVe1+l0uHv3LkqVKpVn4/S8kpOT4e/vjytXruRrv6U10EIGgDmsiRYyANrIoYUMAHNYk8LIICJISUmBn59fvu5f5JsgJycn1KtXD1FRUXjllVfU6VFRUejevXuu93F2doazs7PBtBIlSpizTJWHh0eRfUPraSEDwBzWRAsZAG3k0EIGgDmsibkz5GcLkF6Rb4IAYNSoUejbty/q16+PJk2aYOnSpbh8+TL+9a9/Wbo0IiIislKaaILefPNN3LlzB9OnT8eNGzdQs2ZNbNq0CRUqVLB0aURERGSlNNEEAcCwYcMwbNgwS5eRJ2dnZ0yZMiXHbriiRAsZAOawJlrIAGgjhxYyAMxhTYpCBk2cLJGIiIjIVEX+ZIlERERE+cEmiIiIiGwSmyAiIiKySWyCyCJ4KBoVNC28p7SQQU9LWciydDqd2R6bTVARYs43QmHS6XRQFAVXr17Frl27kJWVZemSTJbXsihqyyj7F1VR/dLSv+bmOtt7YdHCegEU3eWR27pbVNcJvaL2eZQbnU4HOzs7/PXXXxgwYAAePnxYoI+vmSHyWqd/I1y5cgVHjhzBtWvX0LJlSwQHB8PBoegsRn2O48ePo2vXrhgyZAgCAwNRoUKFp/7emzXRZ7hw4QKioqKQkJCAkJAQtGvXDm5ubkUux507d2Bvb48SJUoUmdr19BnOnz+Pn376Cbdu3UJISAjeeustqx6W+yQtrBdA0V0e+rpv3ryJ8+fPw9nZGT4+PihfvrylS8s3LXxn6DMcO3YMrVu3RmJiIt577z00atSo4NYLIauXlZUlIiLHjx+XChUqyMsvvyzu7u7SsGFDWb16tYWrM92FCxfEx8dHRo0alevt+rzWSKfTicjjZVGqVCnp2bOnhISESP369eXFF1+Uq1evGsxnrfSv8enTp6VmzZoyduxYuXPnjohYf+162dcLb29vefXVV6V27drSqFEjWbFihYWrM11RXi9Eiu7y0Nd97NgxqVy5srz44osSFBQkAQEBsnbt2iKzPmSnhe8MfYbY2FhxcXGRMWPGSM2aNWXQoEEF+jxsgoqI8+fPS4UKFWTSpEmSlJQkKSkp0rlzZ+nYsaOlSzOa/sPk888/l65du4rI4zf6v//9bxk9erSMGTNGbt26ZckSjZKYmCgNGzaU8ePHi4hIenq6rFu3ThRFkerVq8vZs2dFxPq/tC5fviz169cXf39/adSokUyZMkVu374tIkWnETp37pyUL19eJk2aJCIiDx48kGbNmsm8efMsXJnxtLJeiBTd5XHlyhUpX768TJw4UW7duiWHDx+WQYMGib29vXzxxReSlpZm6RJNVpS/M/TrxJEjR8TFxUUmTJggIiLffPONBAQEyP79+wvsuXhMUBGQkZGB8PBwNG3aFOPGjYO7uzuKFSuGSZMmITY2FtevX7d0iUbRb7q8fPkyAgICAABNmjTBxo0bERsbi23btqFatWo4evQoAOvdn33r1i2kpKTgrbfeAvD4R3zbtGmDBg0aID09HR06dEBqairs7Kx79YqOjkbJkiWxYcMGtGzZEhs2bMCiRYtw584dKIpita+/XkZGBlasWIG2bdti0qRJEBG4uroiODgYJ06cwMCBA/Hxxx8jJSXF0qU+lVbWi6K8PI4cOYKqVatiypQpKF26NOrWrYsOHToAAEaPHo1ly5YBKDrHCBX17wxFURAfH4/XX38dI0eOxOzZswEADRo0AADs378fQMGsC9b9KU0AHr8hXFxc0KJFC3h4eMDe3h4AUKxYMaSmpuLBgwcWrtA0Li4u+PPPP7FmzRqUKlUKERER2LRpE/bt24eXXnoJr7zyCh48eGDVTURGRgZOnDihXk9ISEBSUhLmzp0LV1dXdaW1Zh07dsTIkSNRu3ZtzJkzB23btlUbodu3b8POzs6qP/QdHBzw6quvIiwsDK6urlAUBTNmzMCKFStQunRpiAi2bduGbt26IT093dLlPlNRXy+K8vK4ffs2YmJicOvWLXVauXLl0KdPH3z44YcICwtDbGxskTk2S1EUODs7F+nvDHd3dyxevBhz5sxRp9WuXRt9+/bF3Llzcf369YJZFwpsmxKZhX6XSmpqao5pCQkJEhwcLNeuXVNvi46OlvT09MIt0kjZN3G2aNFCGjVqJL169RKR/2U6deqU+Pv7S3R0tMXqzC633UIpKSnStWtXadu2rXz00Ueydu1a8fDwkJEjR4qIyLvvvis9evQo5EqfLrddc7llGz9+vNStW1emTJmiHiP01Vdfyf37981e47PkliEjI0P9/7Vr1yQ4OFg2bNigTluzZo34+/tLbGxsodRojLx2NR4+fLjIrBdP0mfKnq2oLA8RkZiYGGnatKmMHz9eDh8+LEePHpWSJUvKRx99JElJSdK4cWNZvny5pcvMU27rRlJSUo7brfk741m74PW3//nnnxIcHCzff/+9iDz/YQdF4xBxG6I/Gj49PR3Ozs6ws7NDVlYW3N3dATzeHKvvfjMzM3H//n31r6pJkybhl19+wa5du+Dr62uxDEDOHNkFBwcjJCQE3377LTIyMgBAzeTq6goPDw+4uLgUes1P0me4d+8ebt68CQcHB3h5eaFkyZJYvHgxJk2ahE2bNmHDhg348MMPMXXqVACAj48P4uLiLFt8NvocN27cwPHjx6HT6VClShVUqlRJHWGhn0f/V9eGDRsgIrh69SrCw8MRGhqKypUrW2UG4PF64efnh5iYGHh4eKjzly5dGsWKFUOJEiUsVnt2ub2nypQpAw8PDwQFBaFWrVr47rvvrHq9AHKu34qiGIzWKSrLQ69+/fro3LkzfvvtNyxZsgSOjo7o168fZs6cCQC4f/8+jh07hr59+1q40pxyWzeCgoLwwgsvGNwOWO93xtPWC/37Sv/eatCgAYKCgvD1119j4MCBz7816LlaKCpQ+o72zJkz0qNHD9mxY8dT54+LixNXV1e5ePGiTJ8+XZycnCQmJqYwSn2qp+XIzMwUEZG7d+/KO++8I+7u7vLaa69JcnKyXL9+XaZPny41atSQGzduWKR2PX2GEydOSP369aVatWpStmxZGTx4sPz9998iIpKWliZpaWk5an3zzTdl2LBhhV5zbrKPEqlSpYqEhIRIhQoVpGXLlnLhwgWDefXLRkRk3Lhx4ujoKB4eHnLkyJFCrflJpmR48q/CcePGSZs2beTevXuFVm9envaeiouLExHrXy9ETPucsubloZe9xrNnz8off/whBw4cEJHHWx8SExMlNDRUfvzxR0uVmCdT1g0R6/zOeNp6cfHiRYN59Z9RBw4cEH9//wIZdcgmyMpcuHBBKlasKCVLlpROnTrJrl271Nue3Fx4/fp1qV27tvTp00dcXFzk0KFDhV1unp6WQ78L4969ezJjxgwJDg4WZ2dnqV27tpQrV87iX7p6f/31l3h7e8vo0aPl6NGj8sUXX0jDhg1l2bJlIpLzA/7MmTMyfvx4KVGihJw+fdoSJefq9OnT4u3tLRMmTJD4+HhZv369BAUFGYyw0L+39Jk++OADKVmypJw8edIiNT/JlAwijzf7T5gwQby8vOT48eOWKDlXz3pPiVj/eiFi2ueUiPUsj7x2ueS1S+Xu3bsyefJk8fX1lfPnz5uztHwzZt3Q57PW74xnrRdPLrc7d+5IcHCwDB482OCPt/xgE2RFHj58KEOGDJFXX31Vvv/+e+nYsaOEhobm+QFz+fJlURRFSpQoYVUfkMbk0DdCjx49kuTkZPn5559lz549cuXKFUuVbSAlJUV69uwp7777rsH0t956S1q1apVj/tu3b8u8efOkUqVKcvTo0UKq8tmSkpKkbdu2ObZMhYaGyuLFi2Xt2rVqvfoPyv/+97+iKIocPny4sMvNlSkZdDqd/P777zJkyBAJCgqyqmVhzHtKvwysdb0QMf1zaseOHRZdHvrX9OHDh+q0P//885lNzfnz5+XNN98Ub29vq/p8zc6UdUNE5NKlS1b3nWHqZ63e5s2b5dSpU8/9/GyCrMzmzZvl66+/FhGRqKgo6dSpk7Rr1y7XD5iUlBQZOHCgnDlzxiK1Po0xOZ63gzena9euyb/+9S+JiIgQkf81bStWrJCWLVvmmD8rK0tu3rwp8fHxhVnmMz148EDWrl0rBw8eVKfNmDFDFEWRhg0bSuPGjUVRFNmyZYvB/fQnfbQGpmZITk6WdevWyaVLlyxVcq6MeU/pdLoicY4mY9ZvvaSkJPnll18sujyuXLkiwcHBcvv2bfn111+lRIkSsnfv3mfeb9OmTXLu3LlCqDB/TF03UlJSZNCgQVb1nWHqZ61OpyvQc7CxCbJyW7ZsyfEBk56erp6Qz5obiezyyqE/FsIa7d69W/2/fqVbv369NGnSRLKystQvq4SEBIvUZ6zsI7vWr18v3t7esn79eklNTZWUlBTp37+/NGrUSO7duyePHj0SEes7WaKxGe7evWvBKp/N2PdUUTk5ot6zPqcs7erVq9KpUycpXbq0ODg4yJo1ayxdUoExdt3Qj/a0xpO4WnK94OgwK6U/Wr59+/YAgP/85z+YOXMmMjMzERERgWXLliE+Ph6urq4WrvTpjM3h5uZmNefgkP8/GuGll15Sr+tHICQlJeHOnTvIysqCo6Mjpk+fjj/++AORkZFwcnKymgzZubm5qf8PDQ3F77//jpo1a6rTvL29cenSJXh6eqrTrC2HsRlKlixpifKeSWvvKb2isn6XK1cOffv2xebNm+Hh4YFmzZoZ1F+UGbtueHl5AYBV5bWG9YJNkJXSn6hOURT1A+bLL7/Ea6+9BkVR8Pvvv6vD5q1ZUczx5MqV/bq7uzvc3Nzg6OiITz75BHPmzMGBAwes+sch9bKysuDi4qJ+QOqXS2pqKqpVq4aMjAw4ODhY9ZduUc2g1feUta/f+toePHiAevXqYcWKFfjll19Qp04dREdHo3r16sjKylJPJliUFcV1wyrWiwLftkRGMXZ3Q/b5OnbsKCVKlJATJ06YqyyTaSGHKbt+tmzZIqGhoTJu3Dhxdna2mtEVIqbvwnrw4IF8/PHH4u3tbTWj2bSQQcT23lPWuH7ra9q8ebMMGzZMdu7cKSKPjw/q0qWLlC5dWv766y91/vXr1+c6rNxaaGHdsMb1gk1QIcrvKIXMzEyZOHGiODg4WMWZVrWQI78Z1qxZI4qiiLu7u1WMnspvjp07d8rgwYPF19fX4qNEtJBBhO8pa1q/9datWyfOzs4ye/Zsg6H5V69ela5du0rp0qVl3bp1Mnr0aPH29s5xXhpL08K6Ye3rBZugQpbfUQpbt26VY8eOFUKFxtFCjvxk2Lt3rzRr1sxq/rISyV+OHTt2yKeffmrwl7AlaSGDiG2/p0Ssa/2Oi4uTKlWqyFdffZXr7Tdv3pTevXuLv7+/1KpVy6q2wGWnhXXDmtcLNkGFTCujFLSQI78Z9KMsrEV+c+hHglkDLWQQ4XvKUlasWJFji8ehQ4ekQoUKBufJyW13zOnTp+X27dvmLjHftLBuWPN6wSbIAlavXi2Kooinp6d6EjRrHLb4LFrIYUoGa85ma8vCmvE9VXh0Op3ExsbKyy+/nOM8RBs3bpTSpUvLP//8IyJi8COhBw8elG3bthVqrc+jKCyLZ7HW9cJ6xsppnIgAgMEohdatW6NOnTo4ffq0+kOp1k4LOfKbwZqGlgK2vSysDd9TlqEoCmrXro1ff/0VAQEBOHbsGA4dOgQAaNOmDYoXL44RI0YAAJycnNT7rV69Gtu3b1d/SNQaFbVlkZsisV4UWrtlw7QySkELObSQQUQbObSQQYQ5LCkzM1OtOykpSUJCQuTVV19Vz6C8YcMGKV26tHTs2FGOHz8ue/bskfHjx4unp6fV/C5eborisnhSUcnAJqiQFPVRCnpayKGFDCLayKGFDCLMYWlr166Vs2fPyvr166Vx48by9ttvqyPUdu/eLdWrVxc/Pz+pWLGi1K5d26p+Uy4vRXVZZFcUMrAJKgRaGaWghRxayCCijRxayCDCHJZ27NgxURRFvvjiCxER+emnn6R+/frSp08f9WDprKws+fPPP+XMmTNW/zM3IkV3WWRXVDKwCSpgWhmloIUcWsggoo0cWsggwhwi1pXj6NGj8vXXX8v06dMNpusbobffftvgx0WtkRaWRVHOYF1H5RVhIoJjx47hm2++QalSpQxuu3nzJu7fv6/+rtGjR4/U04P/+eefiIqKAgBUq1Ytx30LmxZyaCEDoI0cWsgAMIc15ZD/f7DtzZs38d577+HDDz9ESkoKgMc1A8Drr7+O8ePHIy4uDrNmzUJsbKylys2TVpZFUc/ALUEF7N69eyIiEhsbKzExMSLy+EyZgYGB0q1btxzzh4WFybhx4wzOpmkNtJBDCxlEtJFDCxlEmMMSObKfcVj/f/3xJT/88IO8+OKLUr16dUlNTRURw/PjrFy5Ulq3bi3Xrl0r5KqNV5SWRV6KcgY2QQVEK6MUtJBDCxlEtJFDCxlEmMPSOeLi4qRHjx6SmJgoa9euFUVR5MSJE5KRkSGrVq2SkJAQ6dq1qyQnJ4uIYSOkn2ZtiuqyyE4LGdgEFTCtjFLQQg4tZBDRRg4tZBBhDku5fPmyODk5SZ06dcTe3l7Cw8PV2zIyMmT58uXSuHFj6d69e66NkDUrassiN0U5A5ugAqSVUQpayKGFDCLayKGFDCLMYSmZmZkiIrJ06VJRFEVq1Kgh165dMzjIVt8INW/eXFq2bCkpKSmWKtckRW1Z5KaoZ2ATVEC0MEpBRBs5tJBBRBs5tJBBhDksRd/o6HQ6Wb9+vXzxxRfi4+MjrVu3ljNnzhjM++jRI/nhhx+kVatW6s8yWLOitixyo4UMbIKeg34FjY+Pl8aNG4ubm5uMHTtWRAx/p+ann35SN9Va02ZAPS3k0EIGEW3k0EIGEeawNH3dO3fulDlz5qhbEC5fviw+Pj7SqlUrOXv2rDp/dHS0iIhVbwUqqssiOy1kyI5NkAm0MkpBCzm0kEFEGzm0kEGEOUSsJ4f+i/bnn38WDw8PmTp1qsTGxqrTL1++LN7e3tKmTRvZtGmTTJ48Wezt7S1e95O0sCy0kOFp2ASZSCujFLSQQwsZRLSRQwsZRJhDxHI5MjIyDK7v379fvLy85JtvvjGYfufOHRF53AhVqVJFXnzxRQkICJDDhw8XWq2mKIrL4klayJAXNkEm0sooBS3k0EIGEW3k0EIGEeawlDFjxsiaNWtE5H9bgebPny+tW7cWkce7uH799Vfp2bOn1KtXT5YvXy4iIomJiXLs2DGJj4+3TOFGKGrLIjdayJAXNkEm0MooBS3k0EIGEW3k0EIGEeawpA8//FAdUq2vf/ny5RIYGChz5syRDh06SJcuXaRHjx4SFhYmiqLkODDaGhXFZfEkLWR4Gv5shpFEBPb29hAR+Pj4YOHChbh9+zb69u2Ls2fPqvM5ODjgrbfewqBBg6AoCu7du2e5onOhhRxayABoI4cWMgDMYekcCxYsQO3atbF161asWrUKOp0OTZs2RdeuXREeHg5/f3+MHz8eERERGDp0KOrXrw9HR0eL1vwsRXVZZKeFDM9U2F1XUaSVUQpayKGFDCLayKGFDCLMYakc+oNss7Ky1NqHDBkiiqLIypUrReRxJv0xQHofffSR1KxZ0+rON5NdUVsWudFCBmOwCXoGrYxS0EIOLWQQ0UYOLWQQYQ5L5NA3P/ra9L87pffee++Js7OzrFixQh48eKBO3717twwbNkxKlixp1UOui9KyyIsWMhiLTVAutDJKQQs5tJBBRBs5tJBBhDksmUPfAF28eFE+/fRTad68uVSoUEF69+6tHuws8niLkIuLi6xYsULS0tIkISFBPvroI+nWrZucOHGi0Ot+lqK4LJ6khQz5wSboCVoZpaCFHFrIIKKNHFrIIMIclsyR/RwzQUFB0qtXLxkyZIjMmDFDAgMDxc/PT8aNG6fOP3ToUHF1dVV3jd29ezfHViNrUBSXxZO0kCG/HCx9TJK1ycrKQtWqVQEAOp0O9vb28Pb2xsWLFzF37lzs2rULDg4OcHBwwEsvvYT+/fujQYMGqFq1KkqUKGHZ4rPRQg4tZAC0kUMLGQDmsFQOnU4HOzs7HDt2DM2bN8ewYcMwceJEtZaePXtixowZWLZsGTw8PDBp0iQsWbIEjo6O6Nu3LxwdHfHGG28Uet3GKGrLIjdayJBvlu7CrNWWLVtk+fLlkpWVJXFxcTJixAipWrWqDB48WPbs2SMiImfOnJEGDRpIXFychavNmxZyaCGDiDZyaCGDCHNYwt9//y0uLi7y8ccfi8j/hl7rd8PExcVJhw4dpFatWga7vMaMGVMkhsMXpWWRFy1kMBWbINHOKAUt5NBCBhFt5NBCBhHmsIYcWVlZMnHiRClTpoz6a+Mi/2uE9Hl2794tdnZ2EhERYYkyjVaUl4WeFjIUBJtugrQySkELObSQQUQbObSQQYQ5rC3HtWvXZOTIkdKoUSOZPXu2Oj37l/D9+/elTJky8n//938i8r/M1kILy0ILGQqSzR4TpN9H/c8//2DlypXYunUrrly5gmbNmqFDhw7o27cvvvrqK2RlZWHw4MEAgNdffx0pKSnYsmULrl69it27d6NmzZrMwQyayaGFDMxhfTkAwM/PDxMmTMDMmTMRGRkJRVEwfvx42NnZISsrC/b29jh69Cj8/PzQuHFjAICiKBau+n+0sCy0kKHAWboLswStjFLQQg4tZBDRRg4tZBBhDmvL8aQbN27I8OHDpVGjRjJnzhyD2z788EMJDQ3NsQvG0rSwLLSQwRxsrgnSvxFiY2OlWLFiMm7cOElMTFRvP3v2rPTt21d8fHxkxowZ6vThw4eLoiiydu3awi45V1rIoYUMItrIoYUMIsxhbTnyklsj9Omnn0rJkiWt7jxAWlgWWshgLjbXBIloZ5SCFnJoIYOINnJoIYMIc1hbjrzoG6GXXnpJGjZsKC4uLlZ7wj0tLAstZDAHm2uCtDJKQQs5tJBBRBs5tJBBhDmKmhs3bsjAgQPlhRdesNqDbbWwLLSQwVxs7sBoOzs7DB8+HA8ePMCqVavw4MEDTJgwAfb29tDpdOqBePXq1UOpUqVw/fp1AI9/TdeaDtLTQg4tZAC0kUMLGQDmsLYcz+Lr64u5c+dCp9PBx8fH0uXkSgvLQgsZzMXO0gVYgn6UQoMGDRAZGYm5c+cCePxG0el0AGDVoxT0tJBDCxkAbeTQQgaAOYqaMmXKWG0DpKeFZaGFDOZgk00Q8PgvkEmTJqFBgwaIiIhQ3xD29vYAgF9++QU+Pj6oWLGiBat8Ni3k0EIGQBs5tJABYA4qeFpYFlrIUOAstiPOShSlUQpPo4UcWsggoo0cWsggwhxU8LSwLLSQoaAoIiKWbsQsLT4+HjNnzsSxY8eQnp6O48ePY9++fahbt66lSzOJFnJoIQOgjRxayAAwBxU8LSwLLWQoEJbuwqxFURilYAwt5NBCBhFt5NBCBhHmoIKnhWWhhQzPi1uCsrl165ZVj1IwlhZyaCEDoI0cWsgAMAcVPC0sCy1keB5sgoiIiMgm2ezoMCIiIrJtbIKIiIjIJrEJIiIiIpvEJoiIiIhsEpsgIiIisklsgoiIiMgmsQkiIiIim8QmiIjMpmLFili4cKHR8//zzz9QFAWxsbF5zhMeHo4SJUo8d2351bJlS4SFhVnkuRVFQWRkpEWem0iL2AQRUQ4DBgyAoiiYM2eOwfTIyEgoimL048TExGDIkCEFXR4RUYFgE0REuXJxccHcuXORmJiY78coU6YM3NzcCrAqyxERZGZmWroMIipAbIKIKFdt27aFr68vZs+enec8+/fvx8svvwxXV1f4+/tjxIgRuH//vnr7k7vD/vrrLzRv3hwuLi6oXr06tm/fnusungsXLqBVq1Zwc3ND7dq18ccff+R47sjISAQHB8PFxQXt2rXDlStXDG5fvHgxKleuDCcnJ1SpUgUrVqxQb8ttt9u9e/egKAp27doFANi1axcURcHWrVtRv359ODs7Y8+ePQAAnU6HcePGwcvLC76+vpg6darBc1++fBndu3dHsWLF4OHhgTfeeAM3b940uj4A+Pvvv/Hyyy+rr1VUVFSuy4CI8o9NEBHlyt7eHrNmzcKiRYtw9erVHLefOHEC7du3x6uvvorjx49j7dq12Lt3L4YPH57r4+l0OvTo0QNubm44ePAgli5dikmTJuU676RJkzBmzBjExsYiODgYvXr1MtgK8+DBA8ycORPLli3Dvn37kJycjLfeeku9PSIiAiNHjsTo0aNx8uRJDB06FAMHDsTOnTtNfh3GjRuH2bNn48yZMwgJCQEALFu2DO7u7jh48CDmzZuH6dOnq02KiKBHjx64e/cuoqOjERUVhfPnz+PNN980uj6dTodXX30V9vb2OHDgAJYsWYLx48ebXDsRPYMlf8KeiKxT//79pXv37iIi0rhxY3nnnXdERCQiIkL0Hxt9+/aVIUOGGNxvz549YmdnJ2lpaSIiUqFCBfn8889FRGTz5s3i4OAgN27cUOePiooSABIRESEiIhcvXhQA8u2336rznDp1SgDImTNnRETkhx9+EABy4MABdZ4zZ84IADl48KCIiDRt2lQGDx5sUFvPnj2lU6dOBs9z9OhR9fbExEQBIDt37hQRkZ07dwoAiYyMNHicFi1aSPPmzQ2mNWjQQMaPHy8iItu2bRN7e3u5fPlyjgx//vmnUfVt3bpV7O3t5cqVK+rtmzdvNnitiOj5cUsQET3V3LlzsWzZMpw+fdpg+uHDhxEeHo5ixYqpl/bt20On0+HixYs5Hufs2bPw9/eHr6+vOq1hw4a5Pqd+iwsAlC1bFgCQkJCgTnNwcED9+vXV61WrVkWJEiVw5swZAMCZM2fQrFkzg8ds1qyZerspsj9PbvXpa9TXd+bMGfj7+8Pf31+9vXr16ibVd+bMGQQEBKB8+fLq7U2aNDG5diJ6OgdLF0BE1u3ll19G+/bt8dFHH2HAgAHqdJ1Oh6FDh2LEiBE57hMQEJBjmogYPbLM0dFR/b/+PjqdzmCe3B4r+7Qnb8/+/HZ2duo0vYyMjFxrcXd3f2p9+ufS15dXzienP62+7HXlNT8RPT9uCSKiZ5ozZw42bNiA/fv3q9Pq1q2LU6dO4YUXXshxcXJyyvEYVatWxeXLlw0OEI6JiclXPZmZmTh06JB6/ezZs7h37x6qVq0KAKhWrRr27t1rcJ/9+/ejWrVqAB6PWgOAGzduqLc/7dxEpqhevTouX75scKD26dOnkZSUpD7/s+rTP8b169fV23M7OJyIng+3BBHRM9WqVQt9+vTBokWL1Gnjx49H48aN8f7772Pw4MFwd3fHmTNnEBUVZTCfXrt27VC5cmX0798f8+bNQ0pKinpgtKlbORwdHfHBBx/gP//5DxwdHTF8+HA0btxY3b02duxYvPHGG6hbty7atGmDDRs2YN26ddi+fTsAwNXVFY0bN8acOXNQsWJF3L59Gx9//HF+Xx4Dbdu2RUhICPr06YOFCxciMzMTw4YNQ4sWLdRda8+qr23btqhSpQr69euHf//730hOTs7zIHIiyj9uCSIio3z66acGu2lCQkIQHR2Nv//+Gy+99BLq1KmDyZMnq8fwPMne3h6RkZFITU1FgwYN8O6776qNh4uLi0m1uLm5Yfz48ejduzeaNGkCV1dXrFmzRr29R48e+OKLL/DZZ5+hRo0a+Prrr/HDDz+gZcuW6jzff/89MjIyUL9+fYwcORIzZswwqYa86If8lyxZEi+//DLatm2LSpUqYe3atUbXZ2dnh4iICKSnp6Nhw4Z49913MXPmzAKpj4j+R5Hcdj4TERWCffv2oXnz5oiLi0PlypUtXQ4R2Rg2QURUaCIiIlCsWDEEBQUhLi4OI0eORMmSJXMcH0NEVBh4TBARFZqUlBSMGzcOV65cQenSpdG2bVv8+9//tnRZRGSjuCWIiIiIbBIPjCYiIiKbxCaIiIiIbBKbICIiIrJJbIKIiIjIJrEJIiIiIpvEJoiIiIhsEpsgIiIisklsgoiIiMgmsQkiIiIim/T/ABFpWzGQV2ooAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Bottom 10 Airbnb Rental Prices by Nashville Neighbourhood\n",
    "bottom_neighbourhood_price = listings.groupby('neighbourhood')['price'].mean().sort_values(ascending = True)\n",
    "bottom_neighbourhood_price.head(10).sort_values(ascending = True).plot(kind = 'bar', color = 'blue')\n",
    "plt.title('Lowest Average Airbnb Rental Price by Neighbourhood')\n",
    "plt.xlabel('Neighbourhood')\n",
    "plt.ylabel('Average Nightly Price')\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "4142f243-2002-4dc7-9e4a-5bd5736af3aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of Properties Owned by Nashville Airbnb Hosts\n",
    "property_by_host = listings.host_id.value_counts()\n",
    "one_property = (property_by_host.values == 1).sum()\n",
    "two_four = ((property_by_host.values >= 2) & (property_by_host.values <= 4)).sum()\n",
    "five_ten = ((property_by_host.values >= 5) & (property_by_host.values <= 10)).sum()\n",
    "eleven_twenty = ((property_by_host.values >= 11) & (property_by_host.values <= 20)).sum()\n",
    "above_twenty = (property_by_host.values > 20).sum()\n",
    "property_ranges = {'1': one_property, '2 - 4': two_four, '5 -10': five_ten, '11 - 20': eleven_twenty, '20+' : above_twenty}\n",
    "\n",
    "# Price Range Breakdown of Airbnb Listings in Nashville, TN\n",
    "plt.bar((property_ranges.keys()), list(property_ranges.values()), align='center', color = 'blue')\n",
    "plt.xlabel('Number of Property Owned')\n",
    "plt.ylabel('Number of Hosts')\n",
    "plt.xticks(rotation =45)\n",
    "plt.title(\"Property Owned by Hosts in Nashville, TN\");"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
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