main (1).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FINDING THE BEST RESTRO BY ANALYZING ZOMATO DATA FOR FEW CITIES USING TKINTER"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import tkinter as tk\n",
    "from pandas import DataFrame\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg\n",
    "from Zomato import ahemdabad\n",
    "\n",
    "\n",
    "root= tk.Tk() \n",
    "def click():\n",
    "    data = pd.read_csv('C:\\\\Users\\\\dell\\\\Downloads\\\\zomato-india-data-set\\\\Ahmedabad\\\\combined_csv.csv')\n",
    "    data = data.replace(to_replace='none', value=np.nan).dropna()\n",
    "    data1 = data.drop(['URL', 'PAGE NO'], axis = 1)\n",
    "    data2 = data1[(data1.RATING != '-') & (data1.RATING != 'Opening') & (data1.RATING != 'NEW')]\n",
    "    figure1 = plt.Figure(figsize=(6,5), dpi=100)\n",
    "    ax1 = figure1.add_subplot(111)\n",
    "    bar1 = FigureCanvasTkAgg(figure1, root)\n",
    "    bar1.get_tk_widget().pack(side=tk.LEFT, fill=tk.BOTH)\n",
    "    data2['PRICE'][:30].plot(kind='bar', legend=True, ax=ax1)\n",
    "    ax1.set_title('Top 30 Price values counts')\n",
    "    \n",
    "    figure1 = plt.Figure(figsize=(6,5), dpi=100)\n",
    "    ax1 = figure1.add_subplot(111)\n",
    "    bar1 = FigureCanvasTkAgg(figure1, root)\n",
    "    bar1.get_tk_widget().pack(side=tk.LEFT, fill=tk.BOTH)\n",
    "    data2['VOTES'] = data2['VOTES'].astype('int')\n",
    "    data2['VOTES'][:30].plot(kind='bar', legend=True, ax=ax1)\n",
    "    ax1.set_title('Top 30 Vote(no.of sales) values counts')\n",
    "\n",
    "    \n",
    "def label():\n",
    "    y = ahemdabad.output2()\n",
    "    w = tk.Label(root, text= y)\n",
    "    w.pack()\n",
    "    \n",
    "\n",
    "root.title(\"Welcome to Zomato data analysis!\")\n",
    "w1 = tk.Label(root, text= 'Check out great restaurants at Ahmedabad..')\n",
    "w1.pack()\n",
    "button1 = Button(root, text=\"CHECK THE TOP RESTAURANT!!\", command=label, bg = 'red')\n",
    "button1.pack()\n",
    "button2 = Button(root, text=\"CLICK TO VIEW THE GRAPH\", command=click, bg = 'black', fg = 'white')\n",
    "button2.pack()\n",
    "\n",
    "root.mainloop()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ANALYZING ZOMATO DATA USING MATPLOTLIB AND SEABORN MODULES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "one = pd.read_csv('C:\\\\Users\\\\dell\\\\Downloads\\\\zomato-india-data-set\\\\Ahmedabad\\\\combined_csv.csv')\n",
    "two = pd.read_csv('C:\\\\Users\\\\dell\\\\Downloads\\\\zomato-india-data-set\\\\Agra\\\\combined_csv.csv')\n",
    "three = pd.read_csv('C:\\\\Users\\\\dell\\\\Downloads\\\\zomato-india-data-set\\\\Bengaluru\\\\combined_csv.csv')\n",
    "four = pd.read_csv('C:\\\\Users\\\\dell\\\\Downloads\\\\zomato-india-data-set\\\\Chennai\\\\combined_csv.csv')\n",
    "five = pd.read_csv('C:\\\\Users\\\\dell\\\\Downloads\\\\zomato-india-data-set\\\\Delhi NCR\\\\combined_csv.csv')\n",
    "six = pd.read_csv('C:\\\\Users\\\\dell\\\\Downloads\\\\zomato-india-data-set\\\\Hyderabad\\\\combined_csv.csv')\n",
    "seven = pd.read_csv('C:\\\\Users\\\\dell\\\\Downloads\\\\zomato-india-data-set\\\\Nashik\\\\combined_csv.csv')\n",
    "eight = pd.read_csv('C:\\\\Users\\\\dell\\\\Downloads\\\\zomato-india-data-set\\\\Jaipur\\\\combined_csv.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NAME</th>\n",
       "      <th>PRICE</th>\n",
       "      <th>CUSINE_CATEGORY</th>\n",
       "      <th>CITY</th>\n",
       "      <th>REGION</th>\n",
       "      <th>URL</th>\n",
       "      <th>PAGE NO</th>\n",
       "      <th>CUSINE TYPE</th>\n",
       "      <th>TIMING</th>\n",
       "      <th>RATING_TYPE</th>\n",
       "      <th>RATING</th>\n",
       "      <th>VOTES</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Eat Punjab</td>\n",
       "      <td>750</td>\n",
       "      <td>North Indian,Chinese,Fast Food</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>Chandkheda</td>\n",
       "      <td>https://www.zomato.com/ahmedabad/eat-punjab-ch...</td>\n",
       "      <td>1</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>1030am to 330pm,630pm to 1130pm(Mon-Sun)</td>\n",
       "      <td>Good</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9834 The Fruit Truck</td>\n",
       "      <td>400</td>\n",
       "      <td>Beverages,Desserts</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>Food Truck Park</td>\n",
       "      <td>https://www.zomato.com/9834-the-fruit-truck-fo...</td>\n",
       "      <td>1</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>9am to 1am(Mon-Sun)</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>4.4</td>\n",
       "      <td>561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Esplendido Cafe</td>\n",
       "      <td>800</td>\n",
       "      <td>Cafe,American,Italian,Chinese,Beverages</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>Navrangpura</td>\n",
       "      <td>https://www.zomato.com/ahmedabad/the-esplendid...</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>1130am to 1130pm(Mon-Tue),12noon to 1130pm...</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Makeba - The Lounge Cafe</td>\n",
       "      <td>1000</td>\n",
       "      <td>Cafe,Italian,Mexican,Healthy Food</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>Vastrapur</td>\n",
       "      <td>https://www.zomato.com/ahmedabad/makeba-the-lo...</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>12noon to 12midnight(Mon-Sun)</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>4.2</td>\n",
       "      <td>399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Honest</td>\n",
       "      <td>700</td>\n",
       "      <td>North Indian,South Indian,Fast Food,Chinese</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>Prahlad Nagar</td>\n",
       "      <td>https://www.zomato.com/ahmedabad/honest-prahla...</td>\n",
       "      <td>1</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>11am to 12midnight(Mon-Sun)</td>\n",
       "      <td>Good</td>\n",
       "      <td>3.9</td>\n",
       "      <td>832</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       NAME  PRICE  \\\n",
       "0                Eat Punjab    750   \n",
       "1      9834 The Fruit Truck    400   \n",
       "2       The Esplendido Cafe    800   \n",
       "3  Makeba - The Lounge Cafe   1000   \n",
       "4                    Honest    700   \n",
       "\n",
       "                               CUSINE_CATEGORY       CITY           REGION  \\\n",
       "0               North Indian,Chinese,Fast Food  Ahmedabad       Chandkheda   \n",
       "1                           Beverages,Desserts  Ahmedabad  Food Truck Park   \n",
       "2      Cafe,American,Italian,Chinese,Beverages  Ahmedabad      Navrangpura   \n",
       "3            Cafe,Italian,Mexican,Healthy Food  Ahmedabad        Vastrapur   \n",
       "4  North Indian,South Indian,Fast Food,Chinese  Ahmedabad    Prahlad Nagar   \n",
       "\n",
       "                                                 URL  PAGE NO    CUSINE TYPE  \\\n",
       "0  https://www.zomato.com/ahmedabad/eat-punjab-ch...        1  Casual Dining   \n",
       "1  https://www.zomato.com/9834-the-fruit-truck-fo...        1     Food Truck   \n",
       "2  https://www.zomato.com/ahmedabad/the-esplendid...        1           Café   \n",
       "3  https://www.zomato.com/ahmedabad/makeba-the-lo...        1           Café   \n",
       "4  https://www.zomato.com/ahmedabad/honest-prahla...        1  Casual Dining   \n",
       "\n",
       "                                          TIMING RATING_TYPE RATING VOTES  \n",
       "0       1030am to 330pm,630pm to 1130pm(Mon-Sun)        Good    3.7  1345  \n",
       "1                            9am to 1am(Mon-Sun)   Very Good    4.4   561  \n",
       "2  1130am to 1130pm(Mon-Tue),12noon to 1130pm...   Very Good    4.4  1013  \n",
       "3                  12noon to 12midnight(Mon-Sun)   Very Good    4.2   399  \n",
       "4                    11am to 12midnight(Mon-Sun)        Good    3.9   832  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#combining few data from different cities and analyzing it as whole.\n",
    "lis = [one.head(40), two.head(40), three.head(40), four.head(40), five.head(40), six.head(40), seven.head(40), eight.head(40)]\n",
    "result = pd.concat(lis)\n",
    "result = result.replace(to_replace='none', value=np.nan).dropna()\n",
    "result.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let's check what all cases we can drew from the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Count')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pylab import rcParams\n",
    "new = result[result['RATING'] >= '4.0']\n",
    "rcParams['figure.figsize'] = 12, 9\n",
    "new.groupby(['CITY','CUSINE TYPE']).size().unstack().plot(kind='barh',stacked=True, title = 'THE MOST POPULAR CUSINES IN DIFFERENT CITIES ')\n",
    "plt.xlabel('Count')\n",
    "#checking what people are really fond of at different cities."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'In general rating of Zomato food')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result = result[(result.RATING != '-') & (result.RATING != 'Opening') & (result.RATING != 'NEW')]\n",
    "rcParams['figure.figsize'] = 12, 9\n",
    "sns.countplot(result['RATING'], palette = 'Set1')\n",
    "plt.title('In general rating of Zomato food')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Count')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result['CUSINE_CATEGORY'].value_counts()[:40].plot(kind='barh', title = 'MOST LOVED CUSINE CATEGORY')\n",
    "plt.xlabel('Count')\n",
    "#all over north indian is loved"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dell\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n",
      "C:\\Users\\dell\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Average Price for each restaurant')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8Ivff998/94h2jh/96GFVVlb2qF5CNAAAACx3eDtH1iuvLMu1c7z++io9+eTjGjx46BHHVFRUKBwOyzTNI4L073//ki655AuS+qadg+kcAAAAsL2JEy/QpEkX6ZFHHjjicZfLpc997lw9//yS3GOvvrpMv/rVYrlcfbdezEo0AAAACsLNN9+imTO/pjVrVh3x+Le+9R09/vh8/d3fzZRhSMFgme6//5Hc8x9v57j00st17bXX96gWwzRNs0dnsEBzc8jqEgpSbW2Qz84muBb2wHWwD66FfXAt7IHrYA+1tcFjPkc7BwAAANBNhGgAAACgmwjRAAAAQDcRogEAAIBuIkQDAAAA3USIBgAAALqJOdGABV56fbtC4Y4+f52Lxg7p89cAAKA/YiUaAAAA6CZCNAAAANBNhGgAAACgmwjRAAAAQDdxYyFwiGmaOtDeoQ93t+mDPW3a3tCuc0cP1GWfHWZ1aQAAwGYI0YCk/1m1TSve3avWUPyIx7c1hCRDuuwcgjQAAPgIIRr93jsfNOuFVdvk97o0vr5Wpw8p1xnDyuX1uPTos+/o2WUfyONy6ELGxQEAgEMI0ejXYvGUnvn9Zjkdhu6+aYKG1PiPeP4fbxynh3/5tn7x0iZ5XE5NPHugRZUCAAA74cZC9Gv/38qtag3FdeXEUz4RoCVpSI1fd04dq9ISl/7z/76vP21ssqBKAABgN4Ro9Ftb9rbplbW7NbDKpysnjjjmcacMDGr21M/I43bqqf/5sz7YfTB/RQIAAFsiRKNfSqUz+vlvN8qUdPOXz5TbdfwfhdMGl+tb131a6YypF17blp8iAQCAbRGi0S/97o87tbs5ogvHDlb9sIoT+prRI6r0qRGV+suOVm1raO/jCgEAgJ0RotHvNLZE9ZtV21Xu9+irF53Wra/90rmnSJJ++8aOvigNAAAUCEI0+p3nV2xRKp3R9Mvq5fO6u/W1o0+p1Cl1Qa3d1KzGlmgfVQgAAOyOEI1+JdqR1Lsf7tfQWr/OGVXb7a83DENfPne4TEkv/XFn7xcIAAAKAiEa/crbm/crlTb1+dF1MgzjpM5xzqgBGlBRqtXv7VNbON71FwAAgKLTZYjOZDKaO3eupk6dqhkzZmjHjiN7QZcuXarrrrtON9xwg1599VVJUktLi2bOnKnp06frjjvuUCwWyx3f0tKiyy+/XPF4Z/gIhUL6u7/7O910002aOnWq3nnnnd58f8AR/viXRknSZ8+qO+lzOByGvvj54UqlM3r5T7t7qzQAAFBAugzRy5YtUyKR0JIlS3TnnXfqoYceyj3X3NysRYsW6bnnntOCBQs0f/58JRIJPfHEE5oyZYoWL16s0aNHa8mSJZKk1157TTNnztT+/ftz51i4cKHOPfdcPfPMM/rxj3+s++67rw/eJiC1RxN6f3urTh1UpgEVpT061/lnD1SZz61X39mjWDzVSxUCAIBC0WWIXrt2rSZNmiRJGjt2rDZs2JB7bv369Ro3bpw8Ho+CwaCGDx+ujRs3HvE1kydP1po1azpfzOHQwoULVVHx0Uixm2++WdOmTZMkpdNplZSU9N67Aw6zdlOzMqapz581oMfn8rid+sI5wxSLp7R83Z5eqA4AABQSV1cHhMNhBQKB3L+dTqdSqZRcLpfC4bCCwWDuOb/fr3A4fMTjfr9foVBIknT++ed/4vxlZWWSOle1v/vd7+r73/9+l0VXVvrkcjm7PA6fVFsb7PqgIvXOh/tlGNKXLhip6vKerURL0lcvG6XfvrlDf1i7Wzd+6Sy5u/M9+eEBBQPeHtfQlf58vU8Un5F9cC3sg2thD1wHe+syRAcCAUUikdy/M5mMXC7XUZ+LRCIKBoO5x71eryKRSC4oH8umTZv0ne98R3fddZc+97nPdVl0ayujxU5GbW1Qzc0hq8uwRGsorj9vOaAzhlUok0j12ucwacxg/f6tXfrDG9s1YVT3VrhD4Y5eqeF4+uv1PlH9+WfCbrgW9sG1sAeugz0c7xeZLts5xo8fr5UrV0qS1q1bp/r6+txzY8aM0dq1axWPxxUKhbRlyxbV19dr/PjxWrFihSRp5cqVmjBhwjHP/+GHH+of/uEfNG/ePF144YUn/KaA7njrL40ypV5p5TjcxE8N7Dz/xqZePS8AALC3LleiL7vsMq1evVrTpk2TaZp68MEHtXDhQg0fPlyXXnqpZsyYoenTp8s0Tc2ePVslJSWaNWuW5syZo6VLl6qyslLz5s075vnnzZunRCKhBx54QFLn6vaTTz7Ze+8QkPTmX5rkMIxurxZ3ZXhdQDXlXr275YASybQ8btqMAADoDwzTNE2ri+gu/rxxcvrrn4aaDsZ097+/rk+dWqU7p47t9fP/6tUP9ds3d+r26z6t8fUntoHL2g8P5KWd46KxQ/r8NQpZf/2ZsCOuhX1wLeyB62APPWrnAArdW4dmQ3+ul1s5ss45s/O8f9pESwcAAP0FIRpF7833m+R0GJpwgqvE3TViYFDVZV6t+2C/kql0n7wGAACwF0I0itqe/RHtbg7r0yOr5fO6++Q1DMPQOWfWqiOR1p+3tfbJawAAAHshRKOovX2oxaKvWjmysi0dTOkAAKB/IESjqG3ceVCSdPbI6j59nZGDylRVVqJ1H+5XMpXp09cCAADWI0SjaKXSGW3Z26YhNX4FSvumlSPLMAydM2qAYvGU3t/e0qevBQAArEeIRtHa0RhSIplR/bCKvLweUzoAAOg/CNEoWpt3dbZy5CtEjxxcpspgid7ZvF+pNC0dAAAUM0I0itbmnfkN0Z07ItYqGk/pLzuY0gEAQDEjRKMoZUxTH+xuU22FV5XBkry97jmjmNIBAEB/QIhGUdrTHFE0nsrbKnTW6UPLVRHw6J3NzUpnaOkAAKBYEaJRlPLdD53lMAyNPb1GkY6Utu0N5fW1AQBA/hCiUZQ2HQrRo/IcoiXpU6d2zqTesO1A3l8bAADkByEaRcc0TW3edVAVAY9qK0rz/vpnnVIph2Hoz9uYFw0AQLFyWV0A0JXl6/Z06/j2SELtkYRGDAxqxbt7+6iq46su92rr3nb97q2dKnE7P/F8MOC1oCoAANBbWIlG0WlsjUqSBlTlfxU6a0iNT6akfQeiltUAAAD6DiEaRaexJSZJqqv0WVbDoBq/JGnP/ohlNQAAgL5DiEbRaWqNyeN2qCLgsayG6nKvPG6H9u6PyDRNy+oAAAB9gxCNohKJJRWOJTWg0ifDMCyrw2EYGlTtV7QjpfZIwrI6AABA3yBEo6g0tmZbOazrh84aXNPZTrJ3P33RAAAUG0I0ikrToZsK6yy8qTBr8KG+6L30RQMAUHQI0SgqjS0xuZyGqoLWj5Dze90qD3i0ryXKFuAAABQZQjSKRkcipbZIQrUVpXI4rOuHPtzgar/SGVNNh9pMAABAcSBEo2g0H+yQZI9+6CxaOgAAKE6EaBSNA22dIbq63PpWjqy6qs5VcW4uBACguBCiUTRaQnFJUlWZfUK0y+lQXWWpWkNxRTtSVpcDAAB6CSEaRaOlvUOlJU6VlrisLuUI2ZaOhgO0dAAAUCwI0SgKHYm0oh0pW0zl+Dj6ogEAKD6EaBSFlvbOfuiqshKLK/mkioBHpSVONRyIsgU4AABFghCNomDHfugswzA0sMqnjkRabWwBDgBAUSBEoyjYeSVakgZWdW4Bvu8AUzoAACgGhGgUhdb2uNwuhwKlbqtLOaqB1YdCdAshGgCAYkCIRsFLpjJqiyRUFSyRYdhjp8KPC5S65fe6tK+FvmgAAIoBIRoF76CN+6GzDMPQwGqfEsmMWg/VCwAAChchGgXvQMje/dBZub5oWjoAACh4hGgUvJb27Ep0gYRobi4EAKDgEaJR8FrbO+RwGCr32ztE+0vdCvrcamyNKZOhLxoAgEJGiEZBy2RMtYYSqgx45HDY86bCww2s8imZyqj5YMzqUgAAQA8QolHQ2iJxZUxTlTa+qfBw2VF3e5rCFlcCAAB6ghCNglYo/dBZ2b7o3c0hiysBAAA9QYhGQcuG6OpgYaxEl5a4VB7wqGF/VGn6ogEAKFiEaBS07HbfFcHCWImWOlejU+mM9rfRFw0AQKEiRKNgmaapllBc5X6P3K7C+VbOtnQ0MuoOAICCVTjJA/iYcCypZCqjygLph86qOxSiG9h0BQCAgkWIRsH66KbCwuiHzvJ6nKqp8Kr5YIdS6YzV5QAAgJNAiEbByvZDVxVQP3TWkNqgMhmTedEAABQoQjQKVqGuREvS0NqAJGlfCyEaAIBCRIhGwWoJdcjndcnrcVpdSrcNrvXLMKR9ByJWlwIAAE4CIRoFKRZPKRZPF2QrhyR53E5Vl3m1v61DyRR90QAAFBpCNApSWzghSaos0BAtdY66M02pqZWWDgAACg0hGgXpYLizH7o8UMAhurpz1N0+Rt0BAFBwCNEoSG2RzpXocr/H4kpOXm1FqRwGIRoAgEJEiEZByrZzlAcKN0S7XQ7VVJSqpa1DiWTa6nIAAEA3EKJRkA6G4wqUuuVyFva38MAqn0xJjfRFAwBQUAo7gaBf6kik1ZFIF/QqdNbAQ1uA7ztASwcAAIWEEI2C0xbpvKmwoghCdG2FV06HQV80AAAFhhCNgpPrh/YX7mSOLKfTodqKUrWG4upIpKwuBwAAnCBCNApONkQXw0q09NGou0a2AAcAoGAQolFwsjOiy4olRFcxLxoAgEJDiEbBaYsk5PO65HE5rS6lV9SUe+VyGtxcCABAASFEo6AkUmlFO1IFvcnKxzkchgZU+tQWSSjaQV80AACFgBCNgvJRP3Th31R4uIFVpZKkRlo6AAAoCIRoFJRi2KnwaAZW+yVJDYRoAAAKAiEaBSV7U2GxTObIqiorkdvlYCUaAIACQYhGQWmLFM+M6MM5DEN1VT6FokmFY0mrywEAAF0gRKOgtIUT8nqcKvEUx2SOw2X7opnSAQCA/RGiUTCSqYzCsWTR3VSYNTjbF30gYnElAACgK12G6Ewmo7lz52rq1KmaMWOGduzYccTzS5cu1XXXXacbbrhBr776qiSppaVFM2fO1PTp03XHHXcoFvtoJ7aWlhZdfvnlisc7e1s7Ojr0rW99S9OnT9c3v/lNtbS09Ob7QxFpjxTnTYVZ5QGPSktcajgQlWmaVpcDAACOo8sQvWzZMiUSCS1ZskR33nmnHnroodxzzc3NWrRokZ577jktWLBA8+fPVyKR0BNPPKEpU6Zo8eLFGj16tJYsWSJJeu211zRz5kzt378/d45nn31W9fX1Wrx4sa655ho98cQTffA2UQzaIp2/eBVriDYMQ4NrfOpIpNUSiltdDgAAOA5XVwesXbtWkyZNkiSNHTtWGzZsyD23fv16jRs3Th6PRx6PR8OHD9fGjRu1du1a3XrrrZKkyZMna/78+br55pvlcDi0cOFCfeUrXzni/Lfcckvu2BMJ0ZWVPrmKZLe6fKutDVpdQrcFA15JUjTeKkkaXBPMPVbIjvYeRg6p0JY97WppT2jE4Ioev0YhXu984zOyD66FfXAt7IHrYG9dhuhwOKxAIJD7t9PpVCqVksvlUjgcVjD40QX2+/0Kh8NHPO73+xUKhSRJ559//lHPf7Rjj6e1lRuvTkZtbVDNzV1/vnYTCndIkpoPXXe386PHClUw4D3qe6gMuCVJ2/a26YyhZT1+nUK83vlUqD8TxYhrYR9cC3vgOtjD8X6R6bKdIxAIKBL56EanTCYjl8t11OcikYiCweARj0ciEZWVHTsMdOdY9G8Hw3GVuJ3yFuFkjiyvx6WqshI1tcaUTGWsLgcAABxDlyF6/PjxWrlypSRp3bp1qq+vzz03ZswYrV27VvF4XKFQSFu2bFF9fb3Gjx+vFStWSJJWrlypCRMmHPf8J3os+q90OqNwNKnygEeGYVhdTp8aXO1XxjTVxF9cAACwrS7bOS677DKtXr1a06ZNk2maevDBB7Vw4UINHz5cl156qWbMmKHp06fLNE3Nnj1bJSUlmjVrlubMmaOlS5eqsrJS8+bNO+b5b7zxRs2ZM0c33nij3G73cY9F/9UeTciUVO4vzpsKDze4xq8N21q0d39UQ2oDXX8BAADIO8MswFla9AidnELtr1q+bo+2NbTrtXcb9NkzB+jKs3ntAAAgAElEQVSsEZVWl9Rjx+qJlqR0JqMlf/hQ/lK3rr7g1B69zkVjh/To64tdof5MFCOuhX1wLeyB62APPeqJBuygLVzcM6IP53Q4VFflU1s4oUgHW4ADAGBHhGgUhLZw59zkin4QoqXDdi/cT180AAB2RIhGQTgYScjtcqi0pMs2/qIwqMYnSdq7ny3AAQCwI0I0bC9jmgpFEirzF/9kjqxyv0c+L1uAAwBgV4Ro2F4kllTGlMp8bqtLyRvDMDS42q94Mq2WdrYABwDAbgjRsL32SOfNdWX9YLzd4WjpAADAvgjRsL32aOdkjn4XoqsPhegDhGgAAOyGEA3ba48cCtG+/hWivR6Xqsu8amYLcAAAbIcQDdsLHVqJDvr7T0901uAanzKm1MBqNAAAtkKIhu21R5IqLXHK43JaXUreDavr3PZ7V2PY4koAAMDhCNGwtWQqo0gs2e9aObKqy7zylbi0qzmsTIZRdwAA2AUhGrbWfDAmU1Kwn91UmGUYhoYOCCiRzKipNWZ1OQAA4BBCNGytsaVz2+v+NCP644ZnWzqaaOkAAMAuCNGwtX2th0J0P12JlqS6Kp/cLod2NYXZvRAAAJsgRMPWPlqJ7r8h2ukwNKTGr3AsqdYQuxcCAGAHhGjYWmNLZx9wsB+3c0iHTemgpQMAAFsgRMPW9rVGFSh1y+ns39+qQ2r9chiEaAAA7KJ/JxPYWiyeUls40e9XoSXJ43JqYLVPLe1xhWNJq8sBAKDfI0TDtrIj3frzTYWHGzYgKInVaAAA7IAQDdtqbOWmwsMNG8DuhQAA2AUhGra1r4XxdofzeV2qKfeqsTWqeCJtdTkAAPRrhGjYVm68nZ+e6KxhAwIyTWnPflajAQCwEiEattXYGpPTYcjvJURnZUfd7aSlAwAASxGiYUumaWrfgagGVJbK4TCsLsc2yv0eBX1u7d0fUTKVsbocAAD6LUI0bCkcSyoaT6mu0md1KbZiGIZOHVSmVNrUzsaQ1eUAANBvEaJhS42HxtsNrCJEf9xpQ8okSVv2tFtcCQAA/RchGraUvalwQFWpxZXYT9DnUV1lqfa1RBWOsvEKAABWIETDlrLj7QbSznFUpw0plyRt2dtmcSUAAPRPhGjYUnYluo52jqM6ZWBQLqehLXvaZZqm1eUAANDvEKJhS42tMZW4naoIsNHK0bhdDp1SF1Q4lsxtjw4AAPKHEA3byZimGlujqqsslWEw3u5Ysi0dH+6hpQMAgHwjRMN2DobiSiQztHJ0oa6qVIFSt3bsCzEzGgCAPCNEw3ay4+0I0cdnGIZGDmZmNAAAViBEw3ZyNxVWMt6uK8yMBgDAGoRo2E5uvB0r0V1iZjQAANYgRMN2mmjn6BZmRgMAkH+EaNhO08GYfCUuBUrdVpdSELIzoz/Y1aZ0hhsMAQDIB0I0bCVjmmpqjWkA/dAnzO1yqH5YhaLxlLbupTcaAIB8IETDVg6G4kqlM4Tobho9olIOQ9qwtUUZdjAEAKDPEaJhK9l+6NoKQnR3+LxujRxSrlA0qZ37GHcHAEBfI0TDVpoOdoZoVqK77+xTq2RIem9ri0xWowEA6FOEaNhKczZEsxLdbWV+j04ZGFRrKK69+yNWlwMAQFEjRMNWsrsVDqhkvN3JOHtklaTO1WgAANB3CNGwlebWmDwuh8oDHqtLKUhVZV4NqfWrqTWmxtao1eUAAFC0CNGwDdM01XQwqtqKUjkMw+pyClZ2NXoDq9EAAPQZQjRsIxxLKhZPM5mjh+oqfRpQWao9zRHtbGRSBwAAfYEQDdtgMkfv+fSh1ejnl29hUgcAAH2AEA3baGolRPeWwTV+Dar2acO2Fq3d1Gx1OQAAFB1CNGyjmRDdawzD0OdH18nlNPTsHz5QLJ6yuiQAAIoKIRq20cSM6F5V5vfoinNPUWsort+s2mZ1OQAAFBVCNGyjqTUmh2GoqsxrdSlF48qJp2hARamW/Wk3NxkCANCLCNGwjaaDMdWUe+Vy8m3ZW9wup266vF4Z09Si321ShpsMAQDoFaQV2EIsnlJ7JKFa+qF73dkjq3XOmQO0ZW+7Vr671+pyAAAoCoRo2EIz/dB96sZLz1CJx6lfL9+i9kjC6nIAACh4hGjYQjMzovtUZbBE100aqUhHSv/54vu0dQAA0EOEaNhCbkY0K9F95tJzhurskVXasK1F//f1HVaXAwBAQSNEwxay4+3oie47DsPQN6eMVmWwRC+8tlV/2dFqdUkAABQsQjRsIbsSXctKdJ8K+jyadfXZchiGnvqfP+tgOG51SQAAFCRCNGyhqTWmioBHJW6n1aUUvdOHluv6i05TeyShp37zZ6UzGatLAgCg4BCiYblkKqOWUIcGVPqsLqXfuPyzwzTujBpt2nVQL7zGboYAAHQXIRqW298Wk2lyU2E+GYahb1x5lmorvPq/r+/QO5ubrS4JAICCQoiG5Zq5qdASPq9bt137aXlcDv3sxfe1pzlsdUkAABQMQjQsl72psI4QnXfD64KaeeVZiifSevzX7ykcS1pdEgAABYEQDcsxmcNanzurTlPOO0VNB2P6999s4EZDAABOACEalmtit0LLXTNppMaeXqP3t7fqV69usbocAABsjxANyzW1xuT3uuT3uq0upd9yGIa+edVoDar26fdv7dLq9xqsLgkAAFvrMkRnMhnNnTtXU6dO1YwZM7Rjx5HbBS9dulTXXXedbrjhBr366quSpJaWFs2cOVPTp0/XHXfcoVgsdsxj9+7dq5tuuklf+9rX9Pd///e5Y9E/ZDKm9rfFWIW2gdISl779lTHylbj0i99t0m5uNAQA4Ji6DNHLli1TIpHQkiVLdOedd+qhhx7KPdfc3KxFixbpueee04IFCzR//nwlEgk98cQTmjJlihYvXqzRo0dryZIlxzz26aef1pe//GX98pe/1BlnnKHnn3++T98w7KU1FFcqbTIj2ibqqny6ZcpoJVMZPfWbPyuRTFtdEgAAttRliF67dq0mTZokSRo7dqw2bNiQe279+vUaN26cPB6PgsGghg8fro0bNx7xNZMnT9aaNWuOeexZZ52l9vZ2SVI4HJbL5eqL9wmbamqNSuKmQjsZe0aNLhk/RHv2R7TklQ+tLgcAAFvqMrGGw2EFAoHcv51Op1KplFwul8LhsILBYO45v9+vcDh8xON+v1+hUOiYxw4cOFDz5s3Tiy++qEQiodtvv73LoisrfXK52B76ZNTWBrs+KI/e3nJAknTasMpj1hYMePNZUt7k432d7PX++xvGaWtDSK++s0cTPzNEEz89qJcrsw+7/Uz0Z1wL++Ba2APXwd66DNGBQECRSCT370wmk1st/vhzkUhEwWAw97jX61UkElFZWdkxj507d65+/OMfa9KkSVq+fLnmzJmjn/3sZ8etqfXQ6iW6p7Y2qObmkNVlHGHLrlZJUqnLOGZtoXBHPkvKi2DAm5f31ZPr/Y0rz9J9T7+lnz73tqp8n1NVWfH9MmPHn4n+imthH1wLe+A62MPxfpHpsp1j/PjxWrlypSRp3bp1qq+vzz03ZswYrV27VvF4XKFQSFu2bFF9fb3Gjx+vFStWSJJWrlypCRMmHPPYsrKy3Ar1gAEDcq0d6B+aD3YGSdo57GdIjV/TLj1DkY6U/vPF95XJmFaXBACAbXS5En3ZZZdp9erVmjZtmkzT1IMPPqiFCxdq+PDhuvTSSzVjxgxNnz5dpmlq9uzZKikp0axZszRnzhwtXbpUlZWVmjdvnnw+31GP/cEPfqD77rtPmUxGpmlq7ty5+XjfsInmgzG5XQ6VBzxWl4KjuGjsYP15W4ve3tys3765Q1dOHGF1SQAA2IJhmmbBLS/x542TY8c/Dd3+rytVHvDogW+ee8xjlq/bk8eK8iNf7RwXjR3S43OEY0n9YMGbinak9OA3z1V1efG0ddjxZ6K/4lrYB9fCHrgO9tCjdg6gr0Q6korGUxpAK4etBUrduv7C05RMZfTrFexmCACAdALtHMCx9HSF+EBb50psPJUuytXmYjLx7IFatna33ni/UZdMGKrTh5Qf8Xw+r19vrK4DANBTrETDMqFoQpIULKUf2u4chqEbLz1DkvTcHz5QpvC6wAAA6FWEaFgmFEtKkoI+t8WV4ETUD6vQZ88coK172/Xm+41WlwMAgKUI0bBMONoZogOE6ILx1YtOk8vp0PPLtyieYEtwAED/RYiGZULZEF1KiC4UNRWl+uLnhqk1FNdLf9xpdTkAAFiGEA3LhGNJlZa45HLybVhIrjj3FJX7PfrtGzvU0l58u0kCAHAiSC+wRCZjKhJL0g9dgEpLXLruwpFKpDJ6cc12q8sBAMAShGhYIhxLyhStHIXq/LMHqabcqzUb9il86AZRAAD6E0I0LBFmMkdBczgMfWHCUCVSGS1/hxnfAID+hxANS2RvKiREF65Jnxksr8epP7y9W+kMc6MBAP0LIRqWyG60EmCjlYJVWuLSpDGD1RZOaMe+dqvLAQAgrwjRsATtHMXhC+cMlWFI729vlckuhgCAfoQQDUuEokm5nIa8HqfVpaAHaitKNf6MWrW0x9XUGrO6HAAA8oYQjbwzTVPhaFKBUrcMw7C6HPTQZZ8dJqlzNRoAgP6CEI28iyfTSqYzCvrohy4GZwwtV3VZiXY1hXO97gAAFDtCNPIuzHbfRcUwDJ01okqStHHHQYurAQAgPwjRyDvG2xWfUwYGVVri0ge7DyqRTFtdDgAAfY4QjbwLMZmj6Dgdhs4cXqFU2tS2BsbdAQCKHyEaefdROwc90cXktCFlkqSte0MWVwIAQN8jRCPvchut+FwWV4Le5PO6NbDKp+aDsdwvSgAAFCtCNPIuFEvK53XJ6eDbr9icOjgoSbR0AACKHikGeZXOZBTtSCnIZI6idEpdUA7D0NaGdnYwBAAUNUI08iocTUmSAtxUWJQ8bqeGDvCrLZxQayhudTkAAPQZQjTyKhzr7Idmo5XideqgzhsMaekAABQzQjTyKjcjmnaOojW01i+3y6FtDSFaOgAARYsQjbzKhmjaOYqX0+nQKQODinak1NgSs7ocAAD6BCEaeRVmo5V+YeShlo6ttHQAAIoUIRp5FYom5HY6VOJ2Wl0K+lBdVal8JS7t3BdSOpOxuhwAAHodIRp5Y5qmwrGkAj63DMOwuhz0IcMwNGJQUIlURnuaI1aXAwBAryNEI286Emml0iatHP3EyMGHpnTspaUDAFB8CNHIm+xW0AEmc/QLlcESlQc82tUcUSKVtrocAAB6FSEaeRPipsJ+xTAMjRgYVCZjau/+qNXlAADQqwjRyJtQtHOjlUApG630F8MGBCRJu5vCFlcCAEDvIkQjb7LtHKxE9x+VwRL5vC7tbg4rk2HjFQBA8SBEI29CsaQMSX56ovsNwzA0bEBAiWRGTQfZeAUAUDwI0cibUDQpn9clp4Pxdv0JLR0AgGJEiEZepNIZxeIpBX30Q/c3dVWlcjsd2tUUlmnS0gEAKA6EaORFdrvvAP3Q/Y7T4dDgGp9C0aTaIgmrywEAoFcQopEXuZsK6Yful4bS0gEAKDKEaORFiMkc/dqQ2oAMSbsI0QCAIkGIRl581M5BT3R/5PU4NaCyVM0HOxSLp6wuBwCAHiNEIy+yG63QztF/ZVs69jRHLK4EAICeI0QjL0KxpDwuh0o8TqtLgUWyo+5o6QAAFANCNPqcaZoKR5NM5ujnyvwelfs9ajgQUSqdsbocAAB6hBCNPheLp5XOmLRyQEMHBJRKm9p3IGp1KQAA9AghGn0uFOvsh+amQgwb4JdESwcAoPARotHnwoy3wyE1FaUqcTu1u5ndCwEAhY0QjT6XnREdoJ2j33MYhobU+hWLp9UailtdDgAAJ40QjT6XnRHNSjQkaXBNZ0vH3v2MugMAFC5CNPpcKJqQYUh+LyEa0qBqnyRp735uLgQAFC5CNPpcKJqU3+uWw2FYXQpsoLTEpeqyEjW1RpVMMeoOAFCYCNHoU8lURh2JNK0cOMLgGr8yprSvhdVoAEBhIkSjT9EPjaOhLxoAUOgI0ehToeihGdFM5sBhaitK5XY5tKeZEA0AKEyEaPSpj1ai2WgFH3E4DA2q9ikcS6o9krC6HAAAuo0QjT6VmxFNOwc+hpYOAEAhI0SjT+V2K6SdAx+TDdF7CNEAgAJEiEafCsWSKnE75XE7rS4FNhModavc71FjS1TpDKPuAACFxWV1AShepmkqHE2qsqzE6lL6reXr9lhdwnENrvHrLzta1dQa06Bqv9XlAABwwliJRp+JdqSUMU1aOXBM9EUDAAoVIRp9JhTjpkIcX11VqZwOg1F3AICCQ4hGn8ndVEiIxjG4nA7VVZXqYDihaEfS6nIAADhhhGj0mexGK8FSZkTj2D5q6WALcABA4SBEo8/QzoETwag7AEAhIkSjz4SjSTkMyedlCAyOrdzvkd/rUsOBiDKmaXU5AACckC5DdCaT0dy5czV16lTNmDFDO3bsOOL5pUuX6rrrrtMNN9ygV199VZLU0tKimTNnavr06brjjjsUi8WOeWw0GtVdd92l6dOn66tf/arWr1/f2+8RFgnHkvKXuuUwDKtLgY0ZhqHBNX4lkhkdaOuwuhwAAE5IlyF62bJlSiQSWrJkie6880499NBDueeam5u1aNEiPffcc1qwYIHmz5+vRCKhJ554QlOmTNHixYs1evRoLVmy5JjHLliwQGeccYYWL16sH/3oR9q6dWufvmHkRzKVUUcizU2FOCG5lg6mdAAACkSXIXrt2rWaNGmSJGns2LHasGFD7rn169dr3Lhx8ng8CgaDGj58uDZu3HjE10yePFlr1qw55rGrVq2S2+3WN77xDT3xxBO5r0Nhy91U6OOmQnRtULVPhsG8aABA4eiyWTUcDisQCOT+7XQ6lUql5HK5FA6HFQwGc8/5/X6Fw+EjHvf7/QqFQsc8trW1Ve3t7VqwYIFeeOEFPfzww3rkkUeOW1NlpU8uF9tIn4za2mDXB52gYMB7zOcaD3b+Wb6mwnfc4/ozPpcjDaz2a9/+iNxul7wlx/5fU29+D/fF+XDyuBb2wbWwB66DvXUZogOBgCKRj1aHMpmMXC7XUZ+LRCIKBoO5x71eryKRiMrKyo55bEVFhS655BJJ0sUXX6yf/exnXRbd2soorJNRWxtUc3Oo184XCh+7f7W5pfNae1zGcY/rr4IBL5/Lx9RVlqphf0Sbd7bo1EFlxzyuN7+He/tnAiePa2EfXAt74DrYw/F+kemynWP8+PFauXKlJGndunWqr6/PPTdmzBitXbtW8XhcoVBIW7ZsUX19vcaPH68VK1ZIklauXKkJEyYc89gJEybkjn3rrbd0+umn9+jNwh5C2Y1W2PIbJ2gIW4ADAApIlyvRl112mVavXq1p06bJNE09+OCDWrhwoYYPH65LL71UM2bM0PTp02WapmbPnq2SkhLNmjVLc+bM0dKlS1VZWal58+bJ5/Md9dhbb71V99xzj6ZOnSqXy6WHH344H+8bfSwbopkRjRNVVVYir8epvfsjMk1TBlNdAAA2Zphm4Q1m5c8bJ6e3/zS0fN2eYz736+VbZJrS9Ref1muvV0xo5zi6197dq20NIV11/imqDB69Z/yisUN67fX4c6l9cC3sg2thD1wHe+hROwfQXelMRpGOFOPt0G1Dahl1BwAoDIRo9LpwNCWJVg5036DqbF80Nw8DAOyNEI1el50RXcaMaHRTaYlLVWUlamqNKpnKWF0OAADHRIhGr+OmQvTEkBq/Mqa0r4XVaACAfRGi0etCMXYrxMkbzKg7AEABIESj1+VmRLMSjZNQW1Eqt9NBiAYA2BohGr0uFE3K43aoxM3W7Og+h8PQoBqfQtGk2iMJq8sBAOCoCNHoVRnTVDiapJUDPTK4mpYOAIC9EaLRq6IdKWVMk1YO9Ah90QAAuyNEo1dlx9uxEo2eCPjcKvd7tK8lqnSGUXcAAPshRKNX5W4qLGUlGj0zuMavVNpUU2vM6lIAAPgEQjR6FZM50Fto6QAA2BkhGr0qTDsHekldVakcDoMtwAEAtkSIRq9qjyblchoqLWG8HXrG5XSorrJUraG4oh0pq8sBAOAIhGj0GvPQeLtAqVuGYVhdDorAkFpaOgAA9kSIRq+JJ9NKpjO0cqDX0BcNALArQjR6TSjCTYXoXeV+j3xel/YeiChjmlaXAwBADiEavSYUy95USIhG7zAMQ0Nq/EokMzrQ1mF1OQAA5BCi0Ws+Gm9HOwd6Dy0dAAA7IkSj1zAjGn1hULVPhiHtaSZEAwDsgxCNXhOKJmQYkt9LiEbv8bidqq0o1YG2DsUTaavLAQBAEiEavSh0aLydw8F4O/SuwTV+mZIaDrAaDQCwB0I0ekUylVFHIk0rB/pEti96D33RAACbIESjV4TY7ht9qLqsRCVup/buj8pk1B0AwAYI0egVuZsKS1mJRu8zDEODa3yKxVPazQ2GAAAbIESjV+RWov2sRKNvDKkNSJLWfdBscSUAABCi0UtYiUZfG1Lrl2FIb3+w3+pSAAAgRKN3ZEN0gBsL0UdK3E4NrPJpx74QuxcCACxHiEavCEUTKi1xyeXkWwp9Z3hdZ0vHO7R0AAAsRuJBj6XTGUU6UirzswqNvjVsQGeIfnszIRoAYC1CNHos28pRxng79DGf162Rg8u0eVebwrGk1eUAAPoxQjR6rJ3JHMijcWfUKGOaevdDbjAEAFiHEI0ea490hugybipEHoyvr5VESwcAwFouqwtA4WvPtnOwEo082LTroMr9Hq3fckDL1u7q0c2swYBXofDRJ31cNHbISZ8XAFD8WIlGj4UOrUQzIxr5MqwuoHTG1N797F4IALAGIRo91h5NKFDqlpPxdsiT7Ki7nY1hiysBAPRXpB70SDKVUSyeVpB+aORRdZlXvhKXdjeHlcmYVpcDAOiHCNHokdChyRz0QyOfDMPQsLqAEsmMGlujVpcDAOiHCNHokexNhaxEI9+yLR27aOkAAFiAEI0eyY23YyUaeVZX6ZPH7dDOprBMk5YOAEB+EaLRI6HcjGhCNPLL4TA0tDagaEdKzQePPqYOAIC+QohGj7RHEzIMKcB4O1hg5OAySdLWve0WVwIA6G8I0eiR9khSgVK3HA7D6lLQDw2s8qm0xKnt+9qVZkoHACCPCNE4aYlkWvFkmn5oWMbhMDRiYJkSyQwbrwAA8ooQjZPWHqUfGtajpQMAYAVCNE5ae4TxdrBeVVmJyv0e7WoKK5FMW10OAKCfIETjpDHeDnZgGIZGDi5TJmNqBzOjAQB5QojGSQvRzgGbOHVQZ0vHNlo6AAB5QojGSWuPJOUwDPlKXVaXgn4u4HNrQGWp9rVEFYklrS4HANAPEKJxUkzTVHs0oaDfLYfBeDtYL3uD4bYGVqMBAH2PEI2TEoollUxlaOWAbZwyMCiHYWjr3na2AQcA9DlCNE5KU0tMEpM5YB8lbqeGDvDrYDih1lDc6nIAAEWOEI2Tsq8lKonJHLCX7A2GzIwGAPQ1QjROSmProRBNOwdsZOgAvzwuh7Y1tCvDNuAAgD5EiMZJaWztbOco89POAftwOhwaOaRMsXhaOxtDVpcDAChihGiclMaWqFxOQ6UljLeDvYwaVilJ2rjzoMWVAACKGSEa3WaapppaYwr6PDIYbwebKQ94NKjap6bWGDcYAgD6DCEa3XYwnFA8mVYZkzlgU6OGV0iSNu1stbgSAECxIkSj2xoPTeYIMpkDNjV0QEB+r0tb97YrkUxbXQ4AoAgRotFtTOaA3TkMQ/XDKpRKm9qyh3F3AIDeR4hGtzGZA4XgjGHlchiGNu06yA6GAIBeR4hGt+07cKidg5Vo2JjX49KIQUG1RxJqOPQ9CwBAb2E+GbqtoSUqv9clr8dpdSnAcY0aXqGte9u1aedBDa7xW12O5Zav25OX17lo7JC8vA4AWImVaHRLKp1Rc2tMg2r8jLeD7dWUe1VdVqLdTWGFY0mrywEAFBFCNLqlsTWmjGlqUJXP6lKALhmGoVHDK2VK2ryLzVcAAL2HEI1uadgfkSQNquZP4ygMIwYF5fU4tWnnQcbdAQB6TZchOpPJaO7cuZo6dapmzJihHTt2HPH80qVLdd111+mGG27Qq6++KklqaWnRzJkzNX36dN1xxx2KxWLHPDbrrbfe0oUXXthb7wt9pOHQjOhB1axEozC4nA6NHlGpZCqjTWwFDgDoJV2G6GXLlimRSGjJkiW688479dBDD+Wea25u1qJFi/Tcc89pwYIFmj9/vhKJhJ544glNmTJFixcv1ujRo7VkyZJjHitJDQ0N+q//+i+lUqm+e6foFQ0HDq1Ec5MWCkj98Ap5XA69v71VyVTG6nIAAEWgyxC9du1aTZo0SZI0duxYbdiwIffc+vXrNW7cOHk8HgWDQQ0fPlwbN2484msmT56sNWvWHPPYeDyue++9Vz/84Q/75h2iVzXsj8rtcqimzGt1KcAJ87icOvOUSsWTaX2wm9VoAEDPdTniLhwOKxAI5P7tdDqVSqXkcrkUDocVDAZzz/n9foXD4SMe9/v9CoVCxzz2vvvu08yZM1VXV3fCRVdW+uRyMV7tZNTWBrs+6BgyGVP7WqMaUhtQXV2ZgoGWXqys/wkG+EUknz77qYH6y45Wvb+9VRPOGiiXs3MN4VjXoSc/K3aVr++5k/3sivEzL1RcC3vgOthblyE6EAgoEonk/p3JZORyuY76XCQSUTAYzD3u9XoViURUVlZ21GPdbrf+9Kc/aefOnfo//+f/qK2tTbNnz9a//uu/Hrem1lY2TjgZtbVBNTeHTvrrD7R1KJ5Ia0CFV83NIYXCHb1YXf8SDHj5/CxQP6xCf97WonWbGjVqeOVxr0NPflbsKl/fcyfz2fX0/0/oPVwLe+A62MPxfpHpsp1j/PjxWrlypSRp3bp1qq+vzz03ZswYrV27VvF4XKFQSFu2bFF9faiRtecAACAASURBVL3Gjx+vFStWSJJWrlypCRMmHPXYMWPG6He/+50WLVqkRYsWqby8vMsADes0tHT+EjSQ8XYoUKNHVMrpMLRha4syGbYCBwCcvC5Xoi+77DKtXr1a06ZNk2maevDBB7Vw4UINHz5cl156qWbMmKHp06fLNE3Nnj1bJSUlmjVrlubMmaOlS5eqsrJS8+bNk8/nO+qxKBwN+zv/AsDObyhUpSUunTGsXBt3HNTWve0aV1ZqdUkAgAJlmKZZcMsx/Hnj5PT0T0O/+N0mLX9nj/555uc0bEAgb1sIFyPaOawT6Ujqv1dslb/UrZu+fJYikfhRjyvGravtvO03f7q2D66FPXAd7KFH7RxAVsP+iAxJdZWs3qFw/f/t3Xl81PWdP/DXd+47mRxD7pAEEggQQkC8ALWK1yIqXhXFh2K7alstrbqo21tE6qq7rlV/tbJul64FqlVXW0vrVszKpUSOHCQcue87mZnM/f3+/pgQQQI5SPKd4/V8PPKYZOabzHvmw4RXPvP+fj5GnRo5qTGwD/hwnLsYEhHRODFE06i1dA8gIVYHjZoro1B4m5sdB4UA7CtvRYC90URENA4M0TQqTrcP/U4vt/umiGA2aJCXYUW/04ujnI0mIqJxYIimUTl5UiG3+6ZIMS8nDmqVAoePd8HrD8hdDhERhRmGaBqVoe2+ORNNEUKnUaEozwaPL4Dymh65yyEiojDDEE2j0tLFmWiKPPNnJkCvVeJIbTcG3H65yyEiojDCEE2jwploikRqlRLzZyTAH5Bw+ESn3OUQEVEYYYimUWnpGoDZoIZJr5a7FKIJNSM1BjFGDY419qHP4ZW7HCIiChMM0TQinz+Ajj4XZ6EpIikUAhbkJkCSgAPHOuQuh4iIwgRDNI2ordsFSWI/NEWudJsJibE61Lc50NYzIHc5REQUBhiiaUTN7IemCCcIAhbNsgEAvjjSDlHiBixERHRuDNE0otbBlTlSOBNNESwxVo/sFAu6+z043tgndzlERBTiGKJpRCdnopMYoinCFeUmQqUUcOBoJ5xun9zlEBFRCGOIphG1dg1Ao1YgzqKTuxSiSWXQqVCQEw+PL4D3/69G7nKIiCiEMUTTOYmShNbuASTFGaAQBLnLIZp0s6dbYTao8fcvm9DY4ZC7HCIiClEM0XRO3X1ueP0iUnhSIUUJpUKBC2bZIEoSfv/xMUg8yZCIiIbBEE3n1MztvikKpdlMKMiJx5G6Hnx5lGtHExHRmRii6ZyaO7m8HUWnb145E0qFgK3/exweX0DucoiIKMQwRNM5NQ32hKYmMkRTdEmKM+Dqxeno6nfjw921cpdDREQhhiGazqmxwwm1SoFpVrZzUPRZeUkW4i1a/GVfPZoG35UhIiICGKLpHAKiiKZOJ1ISjFAouDIHRR+tRom7luchIErYsqOKJxkSEdEQhmg6q/YeF/wBEemJJrlLIZJN4cwELJiZgKMNvdhd1ip3OUREFCIYoumsGtqD/dBp7IemKLf6qlxo1Aps+/txOFzcyZCIiBii6RwaO4I9oGk2zkRTdIuP0eGmJdlwuHx4e+dxucshIqIQwBBNZ9U4NBPNEE101aI0pCUaUXyoBccb++Quh4iIZMYQTWfV2OGAxaiBxaiRuxQi2amUCtxzzSwAwG93VMIfEGWuiIiI5MQQTcNyefzo7HOzH5roFDPSYnB5YQqaOpz40546ucshIiIZMUTTsE6uictWDqLT3Xr5DFjNWny4uxaNg5sRERFR9GGIpmGxH5poeAadCvdcE1w7+s0/V0IUuXY0EVE0YoimYZ2cYUuzsZ2D6Ovmz0jARfnTUNPSj7/tb5C7HCIikgFDNA2rsd0BQQBS4hmiiYZz51UzYdKr8W5xNdp6BuQuh4iIphhDNJ1BkiQ0dDgxzWqARq2UuxyikGQ2aHDX8lx4/SJ++1EltwQnIooyDNF0hh67By6Pn5usEI1g8WwbCmckoLK+F58ebJa7HCIimkIM0XQGbvdNNDqCIGDNNXnQa1XY+vdjaOtmWwcRUbRgiKYznDypMJ0rcxCNyGrW4p5r8uD1iXj9gwpuwkJEFCUYoukMjR3BNaJT2c5BNCoX5k/DRXOCq3V8uLtW7nKIiGgKMETTGRo7HNBqlEiI0cldClHYuHt5LuItWnywuxbHm/rkLoeIiCYZQzSdxh8Q0do1gLQEIxSCIHc5RGHDoFPjWyvyAQn4zQflcHn8cpdERESTiCGaTtPSNYCAKHFlDqJxyMuw4rqLMtHR68bvPz4mdzlERDSJGKLpNNzum+j83LQ0C5nTzPistAX7KtrkLoeIiCYJQzSdZmi7by5vRzQuKqUC/7gyH1qNEm9+dAT1bXa5SyIioknAEE2naTgZotnOQTRuyfFGfHtFPrw+Eb/6YykcLp/cJRER0QRjiKbTNHU4YTVrYdSp5S6FKKwV5SZi5aXT0dnnxmvvlSEgcv1oIqJIwhBNQxwuH3rsHvZDE02QlUuysGBmAo7U9eAPn5yQuxwiIppAKrkLoNAxtN23jf3QRBNBIQj41op8bPiv/fjrFw1It5lw6bxkucs6L15fAD0OD3rtXvQ6PHB7A1AqBCgUApSDH5CAvIxYJMUZIHCpTCKKUAzRNKS2pR8AkJVkkbkSosih16rw8C0FePq3+/Hbv1QhzqLD7Eyr3GWNmihKaO0eQE1LP1q6BjDgHnn964raHgCAxahBXnosZmXEYtEsG8wGzWSXS0Q0ZRiiaUhNa3AVgelJZpkrIYosSXEGPHTTHPz724fx0h8OYd1t8zErhIO0JElo63GhtqUfda0OeHwBAIBOo0RyvAFWsxZWsxaxJi30WhVESYIoSgiIEgIBEQmxelTV96KyvgdfVLbji8p2bPv7cSybn4JrFmcgnruhElEEYIimIbUt/TDp1fwPjmgSzM2Kx3dunodX3y3Fv4VokA6IImqa7aio7UavwwsgGJzzMmIxPckMm1U/qvaMywtTcXlhKiRJQnuPC4eOd+Jv+xvwcUkjPjnQhIvmTMP1F2UiOZ6tY0QUvhiiCQBgH/Cis8+Nudlx7GEkmiSFMxLwnZvn4ZU/luLf3j6EdbeGRpD2+AI42tCLyroeuDwBCAKQlWzGjLQYTLMaoFCM73eCIAiYFmfA1Ysz8I2FadhX0YY/763DrtJW7C5txdWL07FqWTbUKuUEPyIiosnHEE0AgNrBVg72QxNNrsIZCfjuqtAI0m6vH+U1Paiq74E/IEGtVCB/uhWzM60w6id2mUuVUoFL5yXj4rlJOHisE3/45Dh2fN6A0upufGvFbCQmso2MiMILl7gjAEDNyZMKkxmiiSbbySAdCEh4cfsh/G1/AyRJmrL7d3n82F/Zjj9+Wo3ymm6oVQoU5SXilsuzsWiWbcID9KkUgoCi3ET87L7FuLIoDc2dTjzzXyX4/V+r4A9wLW0iCh8M0QQAqG0ZPKkwmbNBRFOhcEYCvn9bAXQaJX7/8TG89PZh9Du9k3qfDpcPXxwJhueK2h6oVUpcMNuGm5dlY25WHDTqqWur0GqUuOvqXDx6RyEsRg3e2lGJZ3/3JXrsnimrgYjofDBEEwCgprV/6Gx7Ipoac7Pi8Yv7F2NOVhwOn+jCTzbvQ2l114TfT12rHa//TzneLa7GkboeaDVKLM63YdWyLMzOtEKllO+/gjlZcXj6/sW4bEEaalr6sXHLfjR3OmWrh4hotNgTTeixe9Dn8GLBzAS5SyGKOrEmLX5w+3z87YsGvL3zBP51+yFcOjcJVy1KR+Z5LDfp8wdw+EQ3/v5lI47U9Qzelwb50+OQlWKGUhE6cygGnRqP3lWEeLMGfyyuxrO/K8HDtxQgNz1W7tKIiM6KIZqGNlmZzn5oIlkoBAHXLM7ArAwrfvNhBXaVtWJXWStyUiy4oigVF8yyjWoFC58/gNLqbuyvbMfB451we4PrO8/OtOLaCzPQ2ecK2dV3BEHAikumw2rW4j8/qsTzWw/iH2/Ix6JZNrlLIyIaFkM0oab15EmF7IcmklNmkhm/WLsYpdVd+ORAE0pPdOFEcz+2/u9x5KRYEB+jQ7xFh/gYHSwGDXocHnT0uNDeG/xoaHfAMxicE2J0uGJBKi7Mn4aMacHX9s6DTXI+vFG5dF4yYk1avPJuKV57rwx3XjUTVy1Kl7ssIqIzMETTVycVcnk7ItkpFALmz0jA/BkJaO914dMDTdhV2oJDJ87dKy0IgM1qQNHMBCyaZcP0JHPIzjqPZE5WHJ64qwj/+odDeOvjY1AqFbhiQarcZRERnYYhOspJkoSaln4kxupgmsRlrYho7Gyxetx2xQzcenkOnG4/uvvd6Op3o6vPjf4BL2KMWtisethi9YiP0cl6guBEy5hmxvrVRdj0uxL8bkcV9BolLpqTJHdZRERDGKKjXGefG063H3Oy4uQuhYjOQhAEmPRqmPTqodaMaJAUZ8AP7yjEc28dwBsfHoFWo8SCmYlyl0VEBIBL3EW9k5ussJWDiEJRxjQz1t0+H2qVAq+9V46K2m65SyIiAsAQHfVO9kPzpEIiClUzUmPwvVvmAZDw8julONHUJ3dJREQM0dGutrUfAhBVbxETUfiZMz0OD944Fz6/iH9/5zA6+1xyl0REUY4hOoqJkoTaVjuS4g3Qa9keT0ShrSg3EauXz4R9wIeX3ykdWs6PiEgODNFRrK17AG5vAFncZIWIwsQ3itJw+YJUNLQ78MafKiBKktwlEVGUYoiOYl+dVMhWDiIKH6uvmom89FiUVHXgg121cpdDRFGKITqK1QydVMiZaCIKHyqlAt+5eS4SYnR4/7Ma7K9sl7skIopCDNFRrLa1H0qFgHSbSe5SiIjGxGzQ4JFbCqBVK/HGnypQ32aXuyQiijIjhmhRFPGTn/wEd9xxB9asWYO6urrTbt++fTtWrVqF22+/HZ988gkAoLu7G2vXrsXq1auxbt06uFyusx7b3NyMe++9F2vWrMHdd9+N6urqiX6MNAx/QER9mwOpCUZo1Eq5yyEiGrM0mwnfviEfXp+I194rg8vjl7skIooiI4bojz/+GF6vF9u2bcOjjz6KTZs2Dd3W0dGBLVu2YOvWrdi8eTNefPFFeL1evPrqq1ixYgXeeust5OfnY9u2bWc99qWXXsLdd9+NLVu24IEHHsCLL744qQ+Ygmpb7fD5ReSkxchdChHRuBXlJuK6CzPQ1uPCf+2ogsQTDYloiowYoktKSrB06VIAQGFhIcrKyoZuO3z4MBYsWACNRgOz2YyMjAxUVlae9j3Lli3D7t27z3rs+vXrcdlllwEAAoEAtFrtZDxO+pqq+h4AQF56rMyVEBGdn5uXZSMn1YJ9FW0oPtQsdzlEFCVGXBzY4XDAZPqqZ1apVMLv90OlUsHhcMBs/mplB6PRCIfDcdr1RqMRdrv9rMfGxcUBAKqrq/HLX/4Sr7zyyohFW60GqFRsQRiPxMTgGNS0OQAAlxSmwWrRjetnmU3j+z4K4vMXGs42DidfK5Fkqv7Njfe5O5/n/Kn7LsT3X9iJ3398DAvnJCMrhe+ynY9I/PcfjjgOoW3EEG0ymeB0Ooe+FkURKpVq2NucTifMZvPQ9TqdDk6nExaL5azHAsDevXvx85//HM899xyys7NHLLqnZ2D0j5CGJCaa0dFhR0AUUV7dhaQ4A/weHzo6fOP6eXaHe4IrjB5mk47PXwg41zh0dETeiWpT9W9uPM/dyd9P4yUAuO/6WXj5nVJsfPNz/OTeRdBpuInUeJzvWNDE4DiEhnP9ITNiO0dRURGKi4sBAAcPHkRubu7QbQUFBSgpKYHH44HdbseJEyeQm5uLoqIifPrppwCA4uJiLFy48KzH7t27F8888wzeeOMNzJs373wfK41CfZsDHm8AeRls5SCiyLFgZiKuviAdrd0D2ML+aCKaZCP+mb58+XLs2rUL3/zmNyFJEjZu3Ig333wTGRkZuPLKK7FmzRqsXr0akiThBz/4AbRaLR566CGsX78e27dvh9VqxQsvvACDwTDssRs3boTP58MTTzwBAMjKysIvfvGLSX/g0ayqvhcA+6GJKPLcenkOjjX2YU95G/Knx+HSeclyl0REEUqQwvBPdb69MT4n3xp66Q+HcOhEF1747qWwmsd/IufOg00TWF10YTtHaDjXOFxemDrF1Uy+qXrNjue5m8i3rjt6Xfjpf3wOAPjF2sVIiNVPyM+NFmwjCA0ch9BwXu0cFFlEUcLRxj7YYvXnFaCJiEJVYqweq6/KhdsbwBsfVkAUw26uiIjCAM+6iDIN7Q64PH4szEuUuxQiilDjmfGe6HdnJElCxjQTjjb24dX3SjE3O37cPysS35UgovPHmegoU9XAfmgiinyCIOCiOdOg1ypx8FgnuvrZPkVEE4shOspwkxUiihY6jQqXzE2GKAGfHW6BPyDKXRIRRRCG6CgiihKONvQi3qLliTZEFBVSE43Iy4hFn8OLL492yF0OEUUQhugoUt9mh9PtR266Ve5SiIimzMK8RMQYNais60VLl3PkbyAiGgWG6ChSdqITALjJChFFFZVSgSUFyRAEYHdpK7y+gNwlEVEEYIiOImUnugAwRBNR9ImP0WFedjycbj/2V7Ktg4jOH0N0lJAkCeXVXYg1aWBjPzQRRaGCnHjEWbQ43tSHxnaH3OUQUZhjiI4Srd0D6HV4kJdhhSAIcpdDRDTlFAoBl85LhkIQsKe8FW4v2zqIaPwYoqNEVT3XhyYispq1KJwZD5cngM8r2uQuh4jCGHcsjBJDm6ywH5poVMaz6954cDe8qZefFYeGdgdqW+3IaOnH9GSL3CURURjiTHQUEEUJFbXdsJq1SIozyF0OEZGsFEKwrUOpELCvoh0uj1/ukogoDDFER4Hq5n7YB3y4ID+J/dBERAAsRg0W5iXC4wtgT3kbJEmSuyQiCjMM0VHgwPHgck4XzkmSuRIiotCRlxGLpDgDGtsdqG7ul7scIgozDNFR4NDxLmhUChTMTJC7FCKikCEIAi6ZlwS1UoHPj7TD4fLJXRIRhRGG6AjX1jOA5k4n8qfHQafheaRERKcy6dVYNNsGn1/EnrJWtnUQ0agxREe4Q8eCW30XchaaiGhYM1ItSE00oqVrYGglIyKikTBER7iDxzshAJg/gyGaiGg4giDg4jlJ0KgV+LKqA/1Or9wlEVEYYIiOYA6XD0cb+pCVYkGMUSN3OUREIcugU+HC/GnwByTsKm2BKLKtg4jOjU2yEay0uguiJKGQs9BEIWuqNnWhkU1PMqOhLbgJS2l1F9/BI6Jz4kx0BDvIfmgiolETBAEXzZkGg06Fwye60NHrkrskIgphDNERyh8QUVrdhYQYHVITjHKXQ0QUFjRqJZYUJEOSgM8Ot8DnF+UuiYhCFEN0hKpq6IXbG0DhzATuUkhENAZJcQbMyYqDfcCHL460y10OEYUohugIdbKVYwF7+oiIxqxwZgLiLFocb+rD/koGaSI6E0N0BJIkCQePdUKvVWFmeqzc5RARhR2lQsDSgmQoFQJ++5dK9Ng9cpdERCGGIToCNXY40dXvxrzsOKiUHGIiovGIMWmxaJYNTrcfv36/DAGR/dFE9BUmrAh04FgHAK7KQUR0vnLTY7Bolg1HG/vwx0+r5S6HiEIIQ3SEkSQJe8paoVYpUJAdL3c5RERhTRAE3HfdLEyz6vHRvvqhSQoiIoboCHO0oRdtPS4sykuEQaeWuxwiorCn16rwnZvnQa1SYPOHR7h+NBEBYIiOOMWHWgAAy+anyFwJEVHkSLeZcPfVuRjw+PHqe2VcP5qIGKIjyYDbh/1V7bBZ9cjlqhxERBNqaUEKlsxLRl2rHVv/95jc5RCRzBiiI8jeijb4/CKWzU/hBitERJPgrqtzkZZoxCcHmlB8qFnucohIRgzREaT4UDMUgoBL5ybJXQoRUUTSqpX47qp5MOpU2LKjChW13XKXREQyYYiOEHWtdtS3OTB/RjxiTFq5yyEiiljTrAY8fEsBBAF45d0yNHU65S6JiGTAEB0hig8H31ZcyhMKiYgmXW56LO67fjZcHj9e+sMh9Dm9cpdERFOMIToCeHwB7C1vQ6xJg3nZcXKXQ0QUFS6ek4SblmShs8+Nl985DK8vIHdJRDSFGKIjQElVO1weP5YUJEOp4JASEU2VGy6djovnJKG6uR+/+bACoijJXRIRTREmrghwcm3oJQVs5SAimkqCIODe62YhLz0WJVUdeOPDCgREriFNFA0YosNca/cAjjb0YnamFbZYvdzlEBFFHbVKgUduLcCM1BjsrWjDbz5gkCaKBiq5C6Dz85d9dQCAywo5C01ENBl2Hmwa1XEXzLahf8CLz4+0o63HhaUFyVAoxrZm/+WFqeMpcczO9ZjMJh3sDveE3M9UPR4iOXAmOoy1dQ/gs8OtSI43YFGeTe5yiIiimlqlwJUL02Cz6lHXakfxoWb2SBNFMIboMPb+ZzUQJQk3Lc0e82wHERFNvJNBeppVj/o2B3YeaILXz1U7iCIRQ3SYauxwYF9FGzJsJizMS5S7HCIiGqRWKfCNhWlIjjegscOJj/bUo8/BdaSJIg1DdJh6t7gaEoCbl2VDIXAWmogolJyckc6fbkWf04s/76lDQ7tD7rKIaAIxRIehmpZ+HDjWiZxUCwpy4uUuh4iIhqFQCFg0y4YlBckQJQmffNmEg8c6IUnskyaKBAzRYejd4moAwKplORA4C01EFNKyUyy47qIMmPRqHD7RhR2fN6DH7pG7LCI6TwzRYeZoQy/KaroxO9OK2ZlWucshIqJRiLPocP3FmUi3mdDe48KHu2vxxZF2bhVOFMYYosOIJEn446cnAACrlmXLXA0REY2FTqPEFUWp+MbCVJj0ahyp68F7/1eDE019bPEgCkPcbCWM7C1vw9HGPszPiUdOaozc5RAR0TikJZqQHGdAeW0PSk90YVdpKw4d70JuegyKchNhMWjkLpGIRoEhOky097qw5a9V0GmUuHN5rtzlEBHReVAqFSjIiUd2igWHj3ehpqUfXx7txOETu7Bolg2XzU9BTmoMVEq+YUwUqhiiw4A/IOL1/ymH2xvAt1fkwxarl7skIiKaACa9GpfMS8LCWYmobupHY4cDe8vbsLe8DVq1EjNSLchNj0VehhXTk8zQqJVyl0xEgxiiw8D/7KpFdXM/LpozDRfPTZK7HCIimmBatRKzp1vx4I1zUFXfi88r23G0oRfltT0or+0BUAMAsBg1iDNrEWfRIc6ihUmnhlqlgEqpGLpUnDJ5LeBrKzgNflnT0g+NSgG1Shm8VCugUyuh5Mw30agxRIe4qvoe/GlPLRJidLh7eZ7c5RAR0SQSBAGzMq2YNbj6Uv+AF8caelFV34vGDge67R40djhR22qflPs3aFWIMWth0Cph1qsRa9YiMVYPvZZxgejr+KoIYU63D7/5sAICBPzjyjkw6DhcRETRxGLQYGGeDQvzbEPXSZIE+4AP3XY3Btx++AMifH4RvsHLsy30ceoKIEfqe4Lf4xPh9Yvw+QNweQKwD3jR2unE13+ESa9GQowOibF6JMcbEGPScJ8CinpMZSFKFCX8558r0d3vwU1LszCDq3EQERGCs9UWowYW4/hX8TjXgnoGgwatHQ70D3jR3e9BZ68LHb1u1Lbah2bAjToV0mwmpCUakRRnYBsIRSWG6BAUEEX8x58qUXK0A7npsVhx8XS5SyIioiihVCiGQnpaognAV7PfHb0uNHU40dTpRFV9sM1EpRSQbjMhO8WC5HgjFArOUFN0YIgOMf6AiN98UIEvKtuRk2rBI7cU8BcSERHJ6tTZ75zUGIiihPZeFxrbHWhod6CmxY6aFjt0GiWyki3ISrEg3qKVu2yiScUQHUJ8fhH/7/0yHDjWidz0WHz/1gKezEFERCFHoRCQFGdAUpwBC/MS0dnnRnVzP2pb7DhS14MjdT2IMWrgcPlxcf40JHBpVopATGghwusL4JV3y1Ba3YX86VY8fEsBtFwPlIiIQpwgCEiM1SMxVo8LZtnQ3OnEieZ+NLY78G5xNd4trsbMtBhcPDcJF8yywahTy13yedl5sGlK7ue25bOm5H5o/BiiQ0BTpxNv/vkIqpv7UZATj+/ePBdqFQM0ERGFF4VCCJ5waDPB6wtAr1Vhb3kbKut6cKyxD2/97Sjmz0jAJXOTMC87njsyUlhjiJaRPyDio711+GB3LfwBCRfPmYZ7r5sNtYq/VIiIKLxp1EosLUjB0oIUdPe7sbeiDXvKWlFS1YGSqg6Y9GosmmXDBXmJyM2IhVLB//sovDBEy6SmpR9v/rkSjR0OxJo0WHN1HhbkJspdFhER0YSLs+hw/UWZuO7CDNS3ObC7rBX7Klqx80ATdh5ogtmgRlFuIhbNsiEvPZYz1BQWGKKnkCRJqG7ux9+/bMTeijZIErBsfgpuvyIHhjDvESMiIhqJIAjITDIjM8mM27+Rg6MNfdhf2Y6SqnZ8erAZnx5shk6jxOxMK+Zmx2NuVhwSI+SkRFGS4PEG4PYG4PEG4PUHghveDH74RQmSKEGUJEgS0GX3wuP2QaVUQKkUoFIqoFIK0GtVMGhVMOhUMOjUMOpUiDVpodMouQHOFGOIngIeXwD7KtrwyZdNqGsLLlSfHG/A3ctzMXt6nMzVERERTT2lQoHZmVbMzrTiruW5ONbYi/1VHSir7sKBY504cKwTADDNqseMtBhkp8QgJ8WC1ERjyLV++PwinG4fBtx+ON1+DLh9g5fBz08G53NtcvN1R+p6xlSDVq1ErFkLq0mDWJM2+GHWInbw6zhz8GvO8k8chuhJIEkSWrsHcKSuB5V1PSiv7YHL44cgAEW5ibiiKBX5mVb+xUhERITgCYl5GVbkZVgBAO29LpRXd6G0uhuV9T3YVdqKXaWtAACNWoGMaWYkxxmQFG9AkjV4mRCjn/BzitxeP/ocXvQ5veh1eNDn8KK0ugsujx8Dv87vMQAAC3ZJREFUHj9cnmBo9vnFs/4MtUoBvUYJi1EDnUYJvVYFrVoJjUoBtUoBtVoJ9eAss0IQICgAhSDgmkuy0dXlQECU4A+I8Ack+Pwi3N7BcO4JXjpcXvQ6gvX12j1o6x44ay0CAItJg3iLDnFmLeJOvbToEGfRwmLUQMF8MiojhmhRFPGzn/0MVVVV0Gg02LBhAzIzM4du3759O7Zu3QqVSoWHHnoIV1xxBbq7u/HYY4/B7XbDZrPh2WefhV6vH9Ox4cLl8aOtZwCt3QNo7RpAS9cAjjb2os/hHTomzqLFlQtTcXlhKuIsOhmrJSIiCn22WD1sRWm4oigNoiihucuJ6ub+oY8TTX043th3xvfptSpYjBrEGNQwGzXQa1RQqxVQKxXQqBXBWVgJCAy2TZwMqG5PAC6vH26PHy5vAA6XD31OLzzewDnr1KgVMOpUMOrVMGhVMA62WBh0KhgHL8cb7KcnW2BUjT3M+gMi+p1e9Ng9wWDtCH7eY3eju9+Drn436lrtqG7uH/b7lQoB1qFgrYXVrIVZr4HZoIZJr4bJoIZZr4ZJr4FeG90tJCOG6I8//hherxfbtm3DwYMHsWnTJrz22msAgI6ODmzZsgXvvPMOPB4PVq9ejUsvvRSvvvoqVqxYgVWrVuH111/Htm3b8A//8A+jPvbee++d7Mc9ZtXN/dhV2oL+AS/sAz7YBy8dLt8Zx1qMGiyebcPsTCtmZVphi9VH9T8yIiKi8VIoBKQlmpCWaMKy+SkAgkGxvccVnMAanMTq6ncH/492etHePTCm1olTqZQCDDo1bLF6xJg0iDVqg5cmLWKMGlS39EGvVUGvVYVka4RKqRiaWT4bUZJgd3rR1e9Bd78b3fbBy1M+P9bQO+JzqFQIQ8H65Ay7Vq2ERq045XMltGrF4KUSCkGAQhHsjw9+LkBAcJxP3gYM/qEjBv/QkSQgLyMWsabQ2gVzxBBdUlKCpUuXAgAKCwtRVlY2dNvhw4exYMECaDQaaDQaZGRkoLKyEiUlJXjggQcAAMuWLcOLL76I9PT0UR8biiF654EmfFbaAiD4dohRr4bZoEZmknlo16ZpcXokxRkQb9ExNBMREU0SlVKBlAQjUhKMw94uihLsLh883mCrhffkCXwBEQoEA5tSoRi8FKDTBtss9JqRZ44d7jMnz8KNQhAQY9IixqRFdopl2GP8ARG9dg96HB44XD44BicO7ad9HpxQ7On3oNnrhDTev1xG4eI50/DtG+ZM3h2Mw4gh2uFwwGQyDX2tVCrh9/uhUqngcDhgNpuHbjMajXA4HKddbzQaYbfbx3TsSBITzSMeM9HW37sY66f8XifeRD533E2JiCg8RcPv72mT9HOn8rmTI++cKjlJ1rsPeSO+D2EymeB0Ooe+FkURKpVq2NucTifMZvNp1zudTlgsljEdS0REREQUykYM0UVFRSguLgYAHDx4ELm5uUO3FRQUoKSkBB6PB3a7HSdOnEBubi6Kiorw6aefAgCKi4uxcOHCMR1LRERERBTKBEk6dwfLydU5jh49CkmSsHHjRhQXFyMjIwNXXnkltm/fjm3btkGSJDzwwAO45ppr0NnZifXr18PpdMJqteKFF16AwWAY07FERERERKFqxBBNRERERESnC721WYiIiIiIQhxDNBERERHRGHHb7wg30o6TNHluuummoeUb09LScMcdd+CZZ56BUqnEkiVL8L3vfY/jM4kOHTqE559/Hlu2bEFdXR2eeOIJCIKAmTNn4qc//SkUCgV+9atfYefOnVCpVHjqqadQUFBw1mNp/E4di/Lycjz44IOYPn06AODOO+/E9ddfz7GYZD6fD0899RSamprg9Xrx0EMPYcaMGXxdyGC4sUhKSuLrIhxJFNF27NghrV+/XpIkSTpw4ID04IMPylxRdHC73dKNN9542nUrV66U6urqJFEUpW9961tSWVkZx2eSvP7669KKFSuk2267TZIkSXrggQekvXv3SpIkST/+8Y+lv/71r1JZWZm0Zs0aSRRFqampSVq1atVZj6Xx+/pYbN++Xdq8efNpx3AsJt/bb78tbdiwQZIkSeru7pYuu+wyvi5kMtxY8HURnvinS4Q7146TNHkqKyvhcrmwdu1a3HPPPfjiiy/g9XqRkZEBQRCwZMkS7Nmzh+MzSTIyMvDyyy8PfV1eXo7FixcDCO6Munv3bpSUlGDJkiUQBAEpKSkIBALo7u4e9lgav6+PRVlZGXbu3Im77roLTz31FBwOB8diClx77bX4/ve/P/S1Uqnk60Imw40FXxfhiSE6wp1tx0maXDqdDvfffz82b96Mn//853jyySeh1+uHbj91J0+Oz8S75pprhjaFAgBJkiAIAoCzP/cnrx/uWBq/r49FQUEB/umf/gn//d//jfT0dLzyyisciylgNBphMpngcDjwyCOPYN26dXxdyGS4seDrIjwxREe4c+04SZMnKysLK1euhCAIyMrKgtlsRm9v79DtZ9vJk+MzOU7tFxxpF9XhjqWJs3z5csydO3fo84qKCo7FFGlpacE999yDG2+8ETfccANfFzL6+ljwdRGeGKIj3Ll2nKTJ8/bbb2PTpk0AgLa2NrhcLhgMBtTX10OSJHz22WdYtGgRx2eK5OfnY9++fQCCO6OefO4/++wziKKI5uZmiKKIuLi4YY+liXP//ffj8OHDAIA9e/Zgzpw5HIsp0NnZibVr1+Lxxx/HrbfeCoCvC7kMNxZ8XYQnbrYS4YbbcTInJ0fusiKe1+vFk08+iebmZgiCgMceewwKhQIbN25EIBDAkiVL8IMf/IDjM4kaGxvxwx/+ENu3b0dNTQ1+/OMfw+fzITs7Gxs2bIBSqcTLL7+M4uJiiKKIJ598EosWLTrrsTR+p45FeXk5nn76aajVaiQkJODpp5+GyWTiWEyyDRs24KOPPkJ2dvbQdf/8z/+MDRs28HUxxYYbi3Xr1uFf/uVf+LoIMwzRRERERERjxHYOIiIiIqIxYogmIiIiIhojhmgiIiIiojFiiCYiIiIiGiOGaCIiIiKiMeKuDkREYaKxsRHXXnstcnJyIAgCfD4fbDYbnn32WTz++ONobW2FwWAAENytND09Hc8//zwSEhLwxBNPYPHixVi1ahUA4L333sOWLVvg9/shiiJuu+023HPPPQCANWvWnPazACAhIQGbN2+e+gdNRBSiGKKJiMKIzWbD+++/P/T1pk2b8NxzzwEIrj974YUXAgiuEf/II4/gzTffxOOPP37az9i2bRu2bt2KX//617DZbOjv78fatWuh1+tx2223nfGziIjoTGznICIKYxdeeCGOHTt2xvUDAwPo6elBTEzMGbe99tprePzxx2Gz2QAAFosFv/zlL7ljJhHRGHAmmogoTPl8PuzYsQOFhYWora3Fj370I+j1enR3dyMmJgbXX3897r333tO+p7u7Gy0tLcjPzz/t+q/vlPmjH/3otHaOa6+9Fg899NCkPRYionDDEE1EFEba29tx4403AghuL19QUIBHH30UDz/88FALxpdffolHHnkEy5cvh0ajOe37FYrgG5Barfac98N2DiKic2OIJiIKI1/viR5OUVER1qxZg0cffRTvvvsuVKqvftXHxsYiPT0dZWVluOCCC4au//zzz1FcXIzHHnts0monIook7IkmIopA9913H5xOJ7Zt23bGbffffz82bdqEjo4OAMEWj02bNiEzM3OqyyQiCluciSYiikAajQbr1q3Dxo0bsXLlytNuu/POO+H3+7F27VoIggBJknDHHXcMrcwBnNkTDQBbtmyBxWKZkvqJiEKdIEmSJHcRREREREThhO0cRERERERjxBBNRERERDRGDNFERERERGPEEE1ERERENEYM0UREREREY8QQTUREREQ0RgzRRERERERjxBBNRERERDRG/x9Vc4CMpoURcwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rcParams['figure.figsize'] = 12, 9\n",
    "sns.set()\n",
    "sns.distplot(result['PRICE'], label = 'PRICE')\n",
    "plt.legend()\n",
    "plt.title('Average Price for each restaurant')\n",
    "#average amount spent on each restaurant is between 300-700"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data analysis of Ahmedabad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Count')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#importing data\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from pylab import rcParams\n",
    "%matplotlib inline\n",
    "data = pd.read_csv('C:\\\\Users\\\\dell\\\\Downloads\\\\zomato-india-data-set\\\\Ahmedabad\\\\combined_csv.csv')\n",
    "#printing the first 5 values\n",
    "data.head()\n",
    "\n",
    "data = data.replace(to_replace='none', value=np.nan).dropna()\n",
    "#removing unwanted columns: ['URL', 'PAGE NO']\n",
    "data1 = data.drop(['URL', 'PAGE NO'], axis = 1)\n",
    "data1.shape\n",
    "\n",
    "\n",
    "#checking the counts for different values of ratings (eg : rating 3.4 appears 178 times)\n",
    "data1.RATING.value_counts()\n",
    "\n",
    "\n",
    "\n",
    "#removing unwanted values from rating column\n",
    "data2 = data1[(data1.RATING != '-') & (data1.RATING != 'Opening') & (data1.RATING != 'NEW')]\n",
    "rcParams['figure.figsize'] = 12, 9\n",
    "\n",
    "data2.groupby(['PRICE','CUSINE TYPE']).size().unstack().plot(kind='barh',stacked=True, title = 'THE MOST POPULAR CUSINES ALONG WITH THEIR PRICES(AHMEDABAD)')\n",
    "plt.xlabel('Count')\n",
    "#checking what people are really fond of at the best and affordable price."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Count')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rcParams['figure.figsize'] = 12, 9\n",
    "data1['REGION'].value_counts()[:40].plot(kind='barh')\n",
    "plt.title('Most visited Region')\n",
    "plt.xlabel('Count')\n",
    "#Places where most people visits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Count')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (12,9))\n",
    "data2.REGION.value_counts().nlargest(10).plot(kind ='barh')\n",
    "plt.title('Number of restaurants listed in a particular location')\n",
    "plt.xlabel('Count')\n",
    "#region where you may find most of the restaurants."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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