data_viz_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Data Visualization on Car Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Importing libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Viewing the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Location</th>\n",
       "      <th>Year</th>\n",
       "      <th>Kilometers_Driven</th>\n",
       "      <th>Fuel_Type</th>\n",
       "      <th>Transmission</th>\n",
       "      <th>Owner_Type</th>\n",
       "      <th>Seats</th>\n",
       "      <th>Price</th>\n",
       "      <th>Brand</th>\n",
       "      <th>Model</th>\n",
       "      <th>Submodel</th>\n",
       "      <th>Mileage_Value</th>\n",
       "      <th>Engine_CC</th>\n",
       "      <th>Power_bhp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>2010</td>\n",
       "      <td>72000</td>\n",
       "      <td>CNG</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Maruti</td>\n",
       "      <td>Wagon</td>\n",
       "      <td>R LXI CNG</td>\n",
       "      <td>26.60</td>\n",
       "      <td>998.0</td>\n",
       "      <td>58.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Pune</td>\n",
       "      <td>2015</td>\n",
       "      <td>41000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.50</td>\n",
       "      <td>Hyundai</td>\n",
       "      <td>Creta</td>\n",
       "      <td>1.6 CRDi SX Option</td>\n",
       "      <td>19.67</td>\n",
       "      <td>1582.0</td>\n",
       "      <td>126.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>2011</td>\n",
       "      <td>46000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.50</td>\n",
       "      <td>Honda</td>\n",
       "      <td>Jazz</td>\n",
       "      <td>V</td>\n",
       "      <td>18.20</td>\n",
       "      <td>1199.0</td>\n",
       "      <td>88.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>2012</td>\n",
       "      <td>87000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>Maruti</td>\n",
       "      <td>Ertiga</td>\n",
       "      <td>VDI</td>\n",
       "      <td>20.77</td>\n",
       "      <td>1248.0</td>\n",
       "      <td>88.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Coimbatore</td>\n",
       "      <td>2013</td>\n",
       "      <td>40670</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>Second</td>\n",
       "      <td>5.0</td>\n",
       "      <td>17.74</td>\n",
       "      <td>Audi</td>\n",
       "      <td>A4</td>\n",
       "      <td>New 2.0 TDI Multitronic</td>\n",
       "      <td>15.20</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>140.80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0    Location  Year  Kilometers_Driven Fuel_Type Transmission  \\\n",
       "0           0      Mumbai  2010              72000       CNG       Manual   \n",
       "1           1        Pune  2015              41000    Diesel       Manual   \n",
       "2           2     Chennai  2011              46000    Petrol       Manual   \n",
       "3           3     Chennai  2012              87000    Diesel       Manual   \n",
       "4           4  Coimbatore  2013              40670    Diesel    Automatic   \n",
       "\n",
       "  Owner_Type  Seats  Price    Brand   Model                 Submodel  \\\n",
       "0      First    5.0   1.75   Maruti   Wagon                R LXI CNG   \n",
       "1      First    5.0  12.50  Hyundai   Creta       1.6 CRDi SX Option   \n",
       "2      First    5.0   4.50    Honda    Jazz                        V   \n",
       "3      First    7.0   6.00   Maruti  Ertiga                      VDI   \n",
       "4     Second    5.0  17.74     Audi      A4  New 2.0 TDI Multitronic   \n",
       "\n",
       "   Mileage_Value  Engine_CC  Power_bhp  \n",
       "0          26.60      998.0      58.16  \n",
       "1          19.67     1582.0     126.20  \n",
       "2          18.20     1199.0      88.70  \n",
       "3          20.77     1248.0      88.76  \n",
       "4          15.20     1968.0     140.80  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Importing data\n",
    "data = pd.read_csv('car_clean.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "data.drop('Unnamed: 0', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "outputs": [],
   "source": [
    "# My colors to be used in exploration\n",
    "green1 = [22/256, 111/256, 76/256]\n",
    "blue1 = [29/256, 82/256, 120/256]\n",
    "green2 = [0/256, 83/256, 47/256]\n",
    "blue2 = [38/256, 51/256, 86/256]\n",
    "green3 = [50/256, 199/256, 127/256]\n",
    "blue3 = [26/256, 196/256, 219/256]\n",
    "red1 = [125/256, 25/256, 0/256]\n",
    "red2 = [178/256, 24/256, 71/256]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## About Features:\n",
    "- **Location**: Categorcial Nominal\n",
    "- **Year**: Numerical Continous\n",
    "- **Kilometers_Driven**: Numerical\n",
    "- **Fuel_Type**: Categorical Nominal\n",
    "- **Transmission**: Categorical Nominal\n",
    "- **Owner_Type**: Categorical Ordinal\n",
    "- **Seats**: Numerical Discrete\n",
    "- **Price**: Numerical Continous\n",
    "- **Brand, Model & Submodel**: Categorcial Nominal\n",
    "- **Mileage_Value**: Numerical Continous\n",
    "- **Engine_CC**: Numerical Continous\n",
    "- **Power_bhp**: Numerical Continous"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Univariate Explorations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Univariate Explorations are roughly divided into two types of plots:\n",
    "- Histograms: for Numerical continous\n",
    "- Bar graph: For all others"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Location Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x268952e2240>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A categorical feature\n",
    "sns.countplot(data=data, x='Location')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "**Problems**:\n",
    "- THERE IS NO NEED FOR SEPERATE COLOR. Our xlabels IS ALREADY THERE to differentiate between different cities. The usage of colors here is redundant. As a starting point, try to imagine how far can you plot the graph in just plain black and white? Introduce color only when the positional axes and available plot needs additional information to capture.\n",
    "- The xlabels are haphazard\n",
    "- The order: If you have a nominal feature (no order), prefer to arrange the bars in order of their occurence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAFJCAYAAACB97o3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3Xm8XWV99v/PxSwyS6TIFJXU8ZHBiKhURaSKqFAVlQclRmzsrzxO2MEZ0dpqW6VqWysVMSAOiCIoOCCjiAxhnqQGihBBCFOYRAWv3x/3vcnOYZ3kBHKvfZJzvV+v89p7r732+t5n2t99z7JNRETEWKuNugARETE5JUFERESnJIiIiOiUBBEREZ2SICIiolMSREREdEqCiEdM0n9J+vAKutbWku6RtHp9fLqkt62Ia9fr/UDSrBV1veWI+w+SbpX0m75jj6f+nJ80grgP/U4l7Sfpx32XIZbPGqMuQExOkq4DNgMeAB4ErgSOBA6z/UcA23+1HNd6m+2fjHeO7euB9R5dqR+K91FgW9tvGrr+Hivi2stZjq2A9wLb2L6l7/jjsf2Ifs6SpgP/C6xp+4FHWYajgaMfzTWivdQgYmleZXt9YBvgk8DfA4ev6CCSVtUPKtsAt7VODqvwzy9GLAkilsn2ItsnAG8AZkl6JoCkr0j6h3p/U0nfl3SnpNsl/VTSapKOArYGvlebNv5O0nRJlnSApOuBU4eODb/ZPVnSeZIWSTpe0iY11oslLRguo6TrJL1U0suBDwBvqPEuqc8PN2+sJulDkn4l6RZJR0rasD43KMcsSdfX5qEPjvezkbRhff3Cer0P1eu/FDgZeEItx1fGef1eki6WdJeka2r5kTRb0lWS7pZ0raS3D73mxZIWSPr72nR1xHg//3FiWtK2Q7/D/5B0Yo11rqQnj/f9jrnOUl8raXdJv6i/v38HNPTcWySdNfT4s5JuqD+HCyT92UTKEG0lQcSE2T4PWAB0/fO+tz43jdI09YHyEr8ZuJ5SG1nP9j8PveZFwNOAl40Tcn/grcATKE1dn5tAGX8I/CPwzRpvu47T3lK/dgWeRGna+vcx5+wCPAXYDfiIpKeNE/LzwIb1Oi+qZZ5dm9P2AG6s5XjL2BdK2onSbPe3wEbAC4Hr6tO3AK8ENgBmA4dK2nHo5X8CbEKppcxhnJ//OGUea1/gEGBjYD7wiQm+btzXStoU+DbwIWBT4BrgBUu5zvnA9vV7+hrwLUnrLEc5ooEkiFheN1L+icf6A7A5pb39D7Z/6mUv9PVR2/fa/u04zx9l+3Lb9wIfBl4/6MR+lPYDPmP7Wtv3AO8H3jim9nKI7d/avgS4BHhYoqlleQPwftt3274O+DTw5gmW4wDgy7ZPtv1H27+2/QsA2yfavsbFGcCPWTIx/xE42Pbv6s/vkfz8B75j+7zar3A05Y16osZ77SuAK20fa/sPwL8B43bU2/6q7dtsP2D708DalAQdI5QEEctrC+D2juP/QvkE+ePaJPK+CVzrhuV4/lfAmpRPo4/WE+r1hq+9BuWT98Dwm9l9dHegbwqs1XGtLSZYjq0on6wfRtIeks6pzUV3Ut5wh7/3hbbvH3r8SH7+AxP5Xpf3tU9g6PdXk9W4v29J761Naovq97shK+Z3HY9CEkRMmKTnUN78zhr7XP0E/V7bTwJeBRwkabfB0+NcclmfcLcaur815VPyrcC9wLpD5Vqd0rQy0eveSGmaGb72A8DNy3jdWLfWMo291q8n+PobgIe190tam9I886/AZrY3Ak5iqA2fMd/jMn7+o3ATQ78/SWLJ3ydDz/0ZZQDE64GN6/e7iCW/3xiBJIhYJkkbSHol8A3gq7Yv6zjnlZK2rW8Ed1GGxj5Yn76Z0ka/vN4k6emS1gU+Bhxr+0Hgf4B1JO0paU1KO/faQ6+7GZg+Xict8HXgPZKeKGk9FvdZLNfQzVqWY4BPSFpf0jbAQcBXJ3iJw4HZknarHdtbSHoqpVayNrAQeEDSHsCfL+1Cy/j5j8KJwDMkvaY23b2T0m/SZX1Kgl4IrCHpI5S+lxixJIhYmu9JupvySfeDwGcoHaZdZgA/Ae4Bfg78p+3T63P/BHyojrD5m+WIfxTwFUozxjqUNxlsLwL+GvgS5dP6vZQO2oFv1dvbJF3Ycd0v12ufSRnXfz/wjuUo17B31PjXUmpWX6vXX6ba6T8bOJTyifkMSh/C3ZTv9RjgDuD/Aics43JL+/n3zvatwD6U4dG31fL9bJzTfwT8gJL4f0X5fSyr+TF6oGwYFBERXVKDiIiITkkQERHRKQkiIiI6JUFERESnJIiIiOi0Uq8Cuemmm3r69OmjLkZExErlggsuuNX2tGWdt1IniOnTpzNv3rxRFyMiYqUi6VfLPitNTBERMY4kiIiI6NQ0QUh6j6QrJF0u6euS1qnr35wr6ZeSvilprXru2vXx/Pr89JZli4iIpWuWICRtQVlPZqbtZwKrA28EPgUcansGZZ2ZA+pLDgDusL0tZW2aT7UqW0RELFvrJqY1gMfU1RzXpSwB/BLg2Pr8XGDven+v+pj6/G51ZcqIiBiBZgnC9q8p69lfT0kMi4ALgDuHllVewOLNVbagruBYn18EPK5V+SIiYulaNjFtTKkVPJGyu9RjKXv0jjVYTrartvCwpWYlzZE0T9K8hQsXrqjiRkTEGC2bmF4K/K/thXVP2u8Azwc2Gtr7d0vK7l5QahNbAdTnN6Rja0vbh9meaXvmtGnLnOcRERGPUMuJctcDO9fdwH4L7AbMA04DXkfZnWwWcHw9/4T6+Of1+VOXY9N1dj/x4BVX8g4n73lI0+tHREw2LfsgzqV0Nl8IXFZjHUbZe/YgSfMpfQyH15ccDjyuHj8IWJ5N1yMiYgVrutSG7YOBsR/trwV26jj3fsoWhRERMQlkJnVERHRKgoiIiE5JEBER0SkJIiIiOiVBREREpySIiIjolAQRERGdkiAiIqJTEkRERHRKgoiIiE5Nl9qYKrJQYESsilKDiIiITkkQERHRKQkiIiI6JUFERESnJIiIiOiUBBEREZ2aJQhJT5F08dDXXZLeLWkTSSdL+mW93bieL0mfkzRf0qWSdmxVtoiIWLaWe1JfbXt729sDzwbuA46j7DV9iu0ZwCks3nt6D2BG/ZoDfKFV2SIiYtn6amLaDbjG9q+AvYC59fhcYO96fy/gSBfnABtJ2ryn8kVExBh9JYg3Al+v9zezfRNAvX18Pb4FcMPQaxbUYxERMQLNE4SktYBXA99a1qkdx9xxvTmS5kmat3DhwhVRxIiI6NBHDWIP4ELbN9fHNw+ajurtLfX4AmCroddtCdw49mK2D7M90/bMadOmNSx2RMTU1keC2JfFzUsAJwCz6v1ZwPFDx/evo5l2BhYNmqIiIqJ/TVdzlbQusDvw9qHDnwSOkXQAcD2wTz1+EvAKYD5lxNPslmWLiIila5ogbN8HPG7Msdsoo5rGnmvgwJbliYiIictM6oiI6JQEERERnZIgIiKiUxJERER0SoKIiIhOSRAREdEpCSIiIjolQURERKemE+Wird1PPLjp9U/e85Cm14+IyS01iIiI6JQEERERnZIgIiKiU/ogYrm17vuA9H9ETAapQURERKckiIiI6JQEERERndIHESuVzP2I6E/TGoSkjSQdK+kXkq6S9DxJm0g6WdIv6+3G9VxJ+pyk+ZIulbRjy7JFRMTStW5i+izwQ9tPBbYDrgLeB5xiewZwSn0MsAcwo37NAb7QuGwREbEUzRKEpA2AFwKHA9j+ve07gb2AufW0ucDe9f5ewJEuzgE2krR5q/JFRMTStaxBPAlYCBwh6SJJX5L0WGAz2zcB1NvH1/O3AG4Yev2CeiwiIkagZYJYA9gR+ILtHYB7Wdyc1EUdx/ywk6Q5kuZJmrdw4cIVU9KIiHiYlgliAbDA9rn18bGUhHHzoOmo3t4ydP5WQ6/fErhx7EVtH2Z7pu2Z06ZNa1b4iIiprlmCsP0b4AZJT6mHdgOuBE4AZtVjs4Dj6/0TgP3raKadgUWDpqiIiOhf63kQ7wCOlrQWcC0wm5KUjpF0AHA9sE899yTgFcB84L56bkREjEjTBGH7YmBmx1O7dZxr4MCW5YmIiInLUhsREdEpCSIiIjolQURERKckiIiI6JQEERERnZIgIiKiUxJERER0yoZBERPQeqMiyGZFMfmkBhEREZ2SICIiolMSREREdEqCiIiITumkjpjkWneQp3M8xpMaREREdEqCiIiITkkQERHRKQkiIiI6JUFERESnpglC0nWSLpN0saR59dgmkk6W9Mt6u3E9LkmfkzRf0qWSdmxZtoiIWLo+ahC72t7e9mBv6vcBp9ieAZxSHwPsAcyoX3OAL/RQtoiIGMcompj2AubW+3OBvYeOH+niHGAjSZuPoHwREUH7BGHgx5IukDSnHtvM9k0A9fbx9fgWwA1Dr11Qjy1B0hxJ8yTNW7hwYcOiR0RMba1nUr/A9o2SHg+cLOkXSzlXHcf8sAP2YcBhADNnznzY8xERsWI0TRC2b6y3t0g6DtgJuFnS5rZvqk1It9TTFwBbDb18S+DGluWLiPFlD4xo1sQk6bGS1h/cB/4cuBw4AZhVT5sFHF/vnwDsX0cz7QwsGjRFRURE/1rWIDYDjpM0iPM12z+UdD5wjKQDgOuBfer5JwGvAOYD9wGzG5YtIiKWoVmCsH0tsF3H8duA3TqOGziwVXkiImL5ZCZ1RER0SoKIiIhOSRAREdEpCSIiIjolQURERKcJJQhJp0zkWERErDqWOsxV0jrAusCmdVnuwXIYGwBPaFy2iIgYoWXNg3g78G5KMriAxQniLuA/GpYrIiJGbKkJwvZngc9Keoftz/dUpoiImAQmNJPa9uclPR+YPvwa20c2KldERIzYhBKEpKOAJwMXAw/WwwaSICIiVlETXYtpJvD0ul5SRERMAROdB3E58CctCxIREZPLRGsQmwJXSjoP+N3goO1XNylVRESM3EQTxEdbFiIiIiafiY5iOqN1QSIiYnKZ6CimuymjlgDWAtYE7rW9QauCRUTEaE20BrH+8GNJewM7TeS1klYH5gG/tv1KSU8EvgFsAlwIvNn27yWtTRk2+2zgNuANtq+b6DcSEauO3U88uOn1T97zkKbXX1U8otVcbX8XeMkET38XcNXQ408Bh9qeAdwBHFCPHwDcYXtb4NB6XkREjMhEV3N9zdDX6yR9ksVNTkt73ZbAnsCX6mNREsux9ZS5wN71/l71MfX53er5ERExAhMdxfSqofsPANdR3tCX5d+AvwMGTVSPA+60/UB9vADYot7fArgBwPYDkhbV82+dYBkjImIFmmgfxOzlvbCkVwK32L5A0osHh7suP4Hnhq87B5gDsPXWWy9vsSIiYoIm2sS0paTjJN0i6WZJ367NR0vzAuDVkq6jdEq/hFKj2EjSIDFtCdxY7y8Atqrx1gA2BG4fe1Hbh9meaXvmtGnTJlL8iIh4BCbaSX0EcAJlX4gtgO/VY+Oy/X7bW9qeDrwRONX2fsBpwOvqabOA4+v9E+pj6vOnZu2niIjRmWiCmGb7CNsP1K+vAI/04/vfAwdJmk/pYzi8Hj8ceFw9fhDwvkd4/YiIWAEm2kl9q6Q3AV+vj/elzFWYENunA6fX+9fSMYfC9v3APhO9ZkREtDXRGsRbgdcDvwFuojQBLXfHdURErDwmWoP4ODDL9h0AkjYB/pWSOCIiYhU00RrEswbJAcD27cAObYoUERGTwUQTxGqSNh48qDWIidY+IiJiJTTRN/lPA2dLOpYyee31wCealSoiIkZuojOpj5Q0jzLZTcBrbF/ZtGQRETFSE24mqgkhSSEiVllZZnxJj2i574iIWPUlQURERKckiIiI6JQEERERnZIgIiKiUxJERER0SoKIiIhOSRAREdEpCSIiIjolQURERKdmCULSOpLOk3SJpCskHVKPP1HSuZJ+Kembktaqx9euj+fX56e3KltERCxbyxrE74CX2N4O2B54uaSdgU8Bh9qeAdwBHFDPPwC4w/a2wKH1vIiIGJFmCcLFPfXhmvXLlBVhj63H5wJ71/t71cfU53eTpFbli4iIpWvaByFpdUkXA7cAJwPXAHfafqCesgDYot7fArgBoD6/CHhcy/JFRMT4miYI2w/a3h7YEtgJeFrXafW2q7bgsQckzZE0T9K8hQsXrrjCRkTEEnoZxWT7TuB0YGdgI0mDfSi2BG6s9xcAWwHU5zcEbu+41mG2Z9qeOW3atNZFj4iYslqOYpomaaN6/zHAS4GrgNOA19XTZgHH1/sn1MfU50+1/bAaRERE9GPCO8o9ApsDcyWtTklEx9j+vqQrgW9I+gfgIuDwev7hwFGS5lNqDm9sWLaIiFiGZgnC9qXADh3Hr6X0R4w9fj+wT6vyRETE8slM6oiI6JQEERERnZIgIiKiUxJERER0SoKIiIhOSRAREdEpCSIiIjolQURERKckiIiI6JQEERERnZIgIiKiUxJERER0SoKIiIhOSRAREdEpCSIiIjq13DAoIiImYPcTD24e4+Q9D1nu16QGERERnVruSb2VpNMkXSXpCknvqsc3kXSypF/W243rcUn6nKT5ki6VtGOrskVExLK1rEE8ALzX9tOAnYEDJT0deB9wiu0ZwCn1McAewIz6NQf4QsOyRUTEMjRLELZvsn1hvX83cBWwBbAXMLeeNhfYu97fCzjSxTnARpI2b1W+iIhYul76ICRNB3YAzgU2s30TlCQCPL6etgVww9DLFtRjERExAs0ThKT1gG8D77Z919JO7TjmjuvNkTRP0ryFCxeuqGJGRMQYTROEpDUpyeFo29+ph28eNB3V21vq8QXAVkMv3xK4cew1bR9me6btmdOmTWtX+IiIKa7lKCYBhwNX2f7M0FMnALPq/VnA8UPH96+jmXYGFg2aoiIion8tJ8q9AHgzcJmki+uxDwCfBI6RdABwPbBPfe4k4BXAfOA+YHbDskVExDI0SxC2z6K7XwFgt47zDRzYqjwREbF8MpM6IiI6JUFERESnJIiIiOiUBBEREZ2SICIiolMSREREdEqCiIiITkkQERHRKQkiIiI6JUFERESnJIiIiOiUBBEREZ2SICIiolMSREREdEqCiIiITkkQERHRKQkiIiI6tdyT+suSbpF0+dCxTSSdLOmX9XbjelySPidpvqRLJe3YqlwRETExLWsQXwFePubY+4BTbM8ATqmPAfYAZtSvOcAXGpYrIiImoFmCsH0mcPuYw3sBc+v9ucDeQ8ePdHEOsJGkzVuVLSIilq3vPojNbN8EUG8fX49vAdwwdN6CeiwiIkZksnRSq+OYO0+U5kiaJ2newoULGxcrImLq6jtB3DxoOqq3t9TjC4Cths7bErix6wK2D7M90/bMadOmNS1sRMRU1neCOAGYVe/PAo4fOr5/Hc20M7Bo0BQVERGjsUarC0v6OvBiYFNJC4CDgU8Cx0g6ALge2KeefhLwCmA+cB8wu1W5IiJiYpolCNv7jvPUbh3nGjiwVVkiImL5TZZO6oiImGSSICIiolMSREREdEqCiIiITkkQERHRKQkiIiI6JUFERESnJIiIiOiUBBEREZ2SICIiolMSREREdEqCiIiITkkQERHRKQkiIiI6JUFERESnJIiIiOiUBBEREZ2SICIiotOkShCSXi7paknzJb1v1OWJiJjKJk2CkLQ68B/AHsDTgX0lPX20pYqImLomTYIAdgLm277W9u+BbwB7jbhMERFT1mRKEFsANww9XlCPRUTECMj2qMsAgKR9gJfZflt9/GZgJ9vvGHPeHGBOffgU4OpHGHJT4NZH+NpHa1Sx8z2v+nFHGTvf88oTexvb05Z10hqP8OItLAC2Gnq8JXDj2JNsHwYc9miDSZpne+ajvc7KFDvf86ofd5Sx8z2verEnUxPT+cAMSU+UtBbwRuCEEZcpImLKmjQ1CNsPSPp/wI+A1YEv275ixMWKiJiyJk2CALB9EnBST+EedTPVShg73/OqH3eUsfM9r2KxJ00ndURETC6TqQ8iIiImkSSIiFhpSFpd0r+MuhxTRRJERKw0bD8IPFuSRl2WqWBSdVLHiiPpJbZPlfSarudtf6eHMmwDzLD9E0mPAdawfXfruH3HlrSB7bskbdL1vO3bW8TtKMczKeuYrTMU+8hGsZ5q+xeSdux63vaFLeJWFwHHS/oWcO9QzOZ/0wOSdqH8fR0haRqwnu3/bRSr8394oOX3PSUShKSzbO8i6W5guFdegG1v0DD22JhLaBj7RcCpwKu6wgJN/5kk/SVlxvsmwJMpEx//C9itZdwRxf4a8ErgAsrPdvjTrYEnNYr7EEkHAy+mJIiTKItengU0SRDAQZSf8ac7njPwkkZxofxebxsTo/nf9ED9Wc+krORwBLAm8FXgBY1CDv6HHw88n/J/DbArcDoNv++MYuqJpI8BvwGOoryB7Aesb/ufR1qwRiRdTFmA8VzbO9Rjl9n+P6ty7FGRdBmwHXCR7e0kbQZ8yXbXB4R4FOrf1w7AhUN/X5faflbjuN8H/tL2TfXx5sB/2F5qDePRmBI1iLEkPZ4lq+HX9xD2ZbafO/T4C5LOBZomCElrA68FpjP0+7b9sZZxgd/Z/v2gqVjSGiylJrWqxJa0BbANS/6sz+wh9G9t/1HSA5I2AG6hh5oL9Nu0VeMdQcfv0/ZbW8Uc4/e2Lcm1PI/tKe70QXKobgb+tGXAKZUgJL2aUiV+AuUfaBvgKuAZPYR/UNJ+lGXMDewLPNhD3OOBRZTmj9/1EG/gDEkfAB4jaXfgr4HvrcqxJX0KeANwJYt/twb6SBDzJG0E/Dfld30PcF7roCNo2gL4/tD9dYC/oGPdtoaOkfRFYKPanPlWys+9tdMl/Qj4OuXv6o3AaS0DTqkmJkmXUNotf2J7B0m7AvvanrOMl66I2NOBz1LaKQ38DHi37esax73c9jNbxhgn7mrAAcCfU5rUfkRp8mj+Bzeq2JKuBp5lu89E3FWO6cAGti/tIdbIm7bq7/sntlv2e4yNuTtDf1+2T+4p7muAP6sPz7R9XNN4UyxBzLM9syaKHWqV/DzbO426bK1IOgz4vO3Leoy5OjDX9pv6ijkZSPoBsI/te0YQ+xTbuy3rWIO459neSdIFlE7Tu4HLbfdRKx+U4SnAiba37SHW6pSE8NLWsSaDKdXEBNwpaT3gp8DRkm4BHugjsKR1KJ9qn8GSbbVN2k3rJztTfsezJV1LaWIajNxq1qFm+0FJ0yStVXcH7JWkFwAfZXFfwOB7btImL+nzlJ/1fcDFkk5hqDnP9jtbxK2x1wHWBTaVtDGLR1BtQGlKba33pq2hkYGqt78B/r5lzIH6t32fpA1tL+oj5oCknYHPA08D1qIsanpv01GYU6wG8VjgfhaPItoQONr2bT3E/hbwC+D/Ah+r8a+y/a5G8bZZ2vO2f9Ui7lD8LwI7UpZsHx6r/pmWcWvsXwDvobxhPdTP0+r3LGnW0p63PbdF3Br7XcC7Kcng1yxOEHcB/23731vF7ijLdHpq2holSccAOwMns+TfdrMPAjXuPEq/w7cow2z3B7a1/cFmMadSggCQ9CeUIZAGzrf9m57iXlT7PS61/SxJa1Kqqk3bTeunjisGk8QkrQ883fa5jeMe3HXc9iEt49bY544ZMbbKk/QO258fUezeR27VtvhdKP/HP7X93ZbxxsTu/EDQ8oNAjTtoIn9oSK2ks20/v1nMqZQgJL0N+Ahlookok8k+ZvvLPcQetNWeSRlV8xvgvFbNHkNxLwJ2HHTQ1g69ebY7Z8A2iL8+pXmnt3Z5SZ+kVL+/w5JNPU1m9w4153VqPT5+qBy9DjetMTtHbtl+dcOY/wlsSxnNQ41/je0DW8XsKMNaLB5ierXtP/QQ80zgpcCXKO8fNwFvsb1ds5hTLEFcDTx/0NQg6XHA2baf0kPstwHfBp5FmX25HvBh219sHPdi29uPOdbHpJ5nUiYFDpafuBXY3z1sAiWpa+ifW9XWRt2cV8vQOdzU9usax+195JakK4BnjvnQc1lfHeOSXgzMBa6jfNDcCpjVQ61pG8rch7UoTagbAv9pe36rmFOtk3oBZZTFwN3ADX0Etv2levcMeprAVF0r6Z3AF+rjvwau7SHuYcBBtk+Dh/6p/puyVEBTtndtHWNMvIcSgDrWgOqpGK9j8XDT2YPhpj3EvZay1ESfQ3uvBrYGBj/3rYA++z0+Dfy57asBJP0ppTbz7JZBbf+q1lymU2rHV7ceBDIlEoSkg+rdXwPnSjqe0iSwFz1MJqpleBxlZM1gHsRPgY/30EH+V8DngA/Vxz+hrKHT2mMHyQHA9ul9zTiV9JGu461nj2uE608xupnUvY/cAh4HXCVp8L/7HODnkk6osZs1b1VrDpJDjfc/tU+xKUl7Uv6erqHUXJ4o6e22f9Aq5pRIEMD69faa+jVwfI9l+AZlRu1r6+P9gG9S2hSbsX0LZeRD366V9GFKMxPAm4Amq112uHfo/jqUhfSu6iHugdQ1oABs/1JlWZc+jGQmNWWU2gk9xBnW+QGgR/MkHc7iv+39KD/z1j4N7DpoUpL0ZOBEoFmCmFJ9EKMk6QLbzx5zbJ7tmY3jbkkZOz2ouZwFvMv2gsZxNwYOoYw0gZIcP2r7zpZxxynL2sAJtl/WOM65tp87NGJtDcqCbr10Ug+VYzpTYLjpqNS/pwMpf9ui/G3/Z+t+GEln2n7h0GMBZwwfW9GmSg0CAEkzgQ/y8CF5ffwDnybpjcAx9fHrKNm/tSMoy1HvUx+/qR7bvXHcl45tZpC0D2UMd9/WpZ/mljM0ovWnJH3M9kcAbF+nsvPa0bb3axy3t0mJGuGy/cNqIvhM/WpOi/eDuELSSZT3EFP+p89vGnsq1SDqiIu/BS4D/jg43nKUyZhZn48dirsacE/rP+pxRjE97FiDuBeOHUrbdaxR7OFhp6sD0yjDmZtOGtNo15/6CqXT8p/qJ9xvUWovH20ct9dJiaM0quHMKqvXLiVsu1Vsp1qCOMv2Lss+c9Uh6SfAV1g8ZnxfYLYbrdEjaQ/gFcDrKX0sAxtQJug1X/dqzLDTB4Cbbfe1pMo0ANsL+4g3FFfA0ZQ79Ea5AAANFElEQVQPP7sCP7B9aA9xRzYpUT0v2z8ZhjP3baoliN0ob5BjR1z0tRPVxsAMlvyjbj12emvg34HnUT79nA28s9U/k6TtgO0py4kMdybeDZxm+44WcWvsdSijtralvFEe3kdiqG/OBwP/j1JzEOXT9Od7GDk1XCNbE/giZaXgw6H51p+9T0qsMTuX7e9rHsSoqOf13GDqJYivAk8FrmBxU0/TKtpQ7LcB76IMfbyYspbLzxtO3tpyvI5oSa+y3bRtXNKafcwuHRPzm8AfKEOI9wB+5UZrXY2J+x5KrWmO677Ekp5EmXvyw5af5MeZFDjQbHLgMuI3jasRLttf4/e+aF6N2+t6bgDYnjJflNmWI4tNyfoX18dPBb7ZMN7VlB2oxh6fTVmWoPX3OwM4lrIEw7WDr75+v5QO0wt7+t1eBGzacXwaZeLaSP7mVtUvylIxAJcAq9X75/UZn1JLvYiSHGYDn+gh7kX19tJ6uyZwasuYU2oUE3COpKfbvnIEse+3fb8kJK1t+xcq69i38h7gZEmvsP1LAEnvp3z6eFHDuANHUJpdDqW0ic+Gh1YabeWhGovtB6TW4R6ypu1bxx60vbD1BKqhSaCd3Hj13Dpj+x+BJ9jeQ9LTgefZPrxh2JEt2z9ge76k1W0/CBwh6ewewg7+vu9UWcrmN5RZ1c1MtQSxCzBL0v/S094IQxbUiUzfpbxx30HDbRJtnyTpd8APJO0NvI0y4/SFbtgPMOQxtk+RJJfOu49K+iklabSynaS76n1RhpveRfthkEtb7qD1fhjrL/uUpr5C+TAwWHL6fyiDE1omiFdTlu1/F2XY9gaUOTd9ua8ueXGxpH+mLJrXxyoBh9V+zA9TJieuR+NJg1OtD6JzFIJ7Hn0g6UWUhbZ+6MZrqUjahZKUzgZeb/v+lvGG4v6MsjXisZTVc38NfNI9LIzYN0kPsuTs7YeeAtax3XwZhlGRdL7t5wwmB9ZjTYZRd8x/gMW10vspqyR80PYpKzr2mHJsQ+kcX5OeFs0blalWgxhJNqzj4y913Rva9hk9xByef7E2ZT2gW+qIm5afpgfeTZmg9k7g45ROxaVurLOysr36qMswqhnzwL0q64wNVlbdGWiy05rtcWtLKluBPpMy1LfpHuxDHyh/Sw81l1E2I061BHEii9801wGeSOnMbTo8zmURtUskbe3GY7WHYo606cH2+fBQcnyn64ZF0cyoZswfRGnueHKtNU6jrBLQq9oXcInK9q9NjTNhbhGl8/ofvOInCQ7+l59CaSYerH31KsoyH81MqSamseoY8rfbfnsPsU6l/HLPY8ltCluvPDkSdVmTI1j8x70IeKvtPhY1m3JGNWO+xlmD8uYleto8Z5Rqv8ODlIQMZTFMUf7Gd7H9qkZxfwy81kvuDvkt2y9vEQ+mXg1iCbYvlPScnsL12Yk2GXwZ+GvbP4WH+kKOoGyYFCverZLexJIz5vta7mInymiaNYAdJeHGO9mN2Atsv2Do8WWSfmb7BfV30MrWLDno4fdkFNOKM6YtbzVgR6CXJRFsn6ElN5NZlzKGelV19yA5ANg+q/aLRBtvpcyYP5TFM+Zntw4q6SjK3hcXM7TlKLAqJ4j1JD3XdV93STtRRhRB2+G2RwHnSTqO8jP+Cxr/nKdUE5PKtowDD1C2DPx2HyN7NLSZjO0nS5oB/JcbrYk0KkNLP7yZ0kn9dcof8xuAO2x/cLzXxvKbBDPmr6KssTVl3khqq8OXKUlBwF2UYeRXAHvaPmYpL3+0sXekjA4EONP2Ra1iwRRLEKMk6WLqZjJDwwEvs/1/RluyFWvUSz9MNSorFL/M9nVjjs8GPmT7yY3jf4syCOGmlnEmI0kbUt5De9vjpDbVzrB9RF0Ycj3X5V1amBJNTKpbEY6np47i39n+/WB2b+3YW+Wys3veDzpGM2Ne0vcof7/rA1eqbP85vFjfKjn4AhhsGPRaar/L4H/a7RdmPBiYSRkQcARlHsZXKUObm5gSCYKykukNlOaOc2m/5EOXMzSizWRGoc4a35/FnZdA872Kp5wRzpg/AdiMstzFsBdRJkWuyo6njFi6gKGk2IO/AHYALgSwfWMdydTMVEkQf0IZD74v5ZPVicDXbV/RYxneR1mq9zLg7cBJwJd6jN+3k4BzGLM5U6x4dUmTtwCnUzqnd+uhX20v4AMes62ppHspy6m0XGpj1LZsObR0KX5v25IGkxKbL+8x5fogavVwX+BfKLuMNZ9YMxWpp93jprqOGfN/oIwmajpjXtLlg5UBOp5b5frWhkk6jLLXx2U9x/0byirJuwP/RBm59rWW72FTJkHUxLAnJTlMp1SRv2y7aXV4nFmXD+lpocDeqeyRcA/wfZZsm759ZIWKFUbSfNvbLu9zqwJJV1KW++590c/aPP3Qlra2T24Zb0o0MUmaS1mf5QfAIbYv7zH8K+vtgfX2qHq7H3Bfj+Xo2+8ptbQPsjhBGljhm9nHSJwv6S9t//fwQUkHUNrmV2V7jCqw7ZMlnUt975a0ScsPXVOiBiHpjyxe3mL4G+5r4ToGMy2XdWxVIeka4Lld+yTEyk9lH4jjKB8EBglhJmWHtb+w/ZtRla0v6n9P7LdTdpL7LaVfb/D+1exD15SoQdhebdRlAB4raRfbZwFIej79rCE/KlewateQpjTbNwPPV9nuc9AXcaLtU0dYrF5onD2xabzoJ/A3wDP6/NA1JRLEJHEA8OU6ucbUxetGW6SmHqRsqHIaS/ZBZJjrKsT2acDSJkeuij5O2VN+iT2xe4h7DT1/6EqC6M/FtreTtAGlaa/JmvmTyHfrV8Sq5g+2b5O0mqTVbJ8m6VM9xH0/cHbtg+jlQ1cSRH/mSzqWMnLqqlEXpjXbc0ddhohGBntin0m/e2J/kbI7Y29zi6ZEJ/VkUGc8vpGywuZqlMW+vmH7rqW+cCUj6Rjbrx9veO+qOqw3po46Qe23lP/j/Shbjh7dYKOgsXHPtv38ljEeFjMJon+SXkhZ9mMjyp7NH/cqsp+tpM1t36RJsv93REuSNgVu62M1W0mfAH5FWaKnl7lFSRA9qXvm7kmpQUynzIc4mrJ07z/a/tPRla6NOhRysCHTebZvGWV5Ih6Nut/2J4HbKR3VRwGbUmoS+9v+YeP4Xau2Nh3mmgTRE0nXUkZ7HG777DHPfW5VG90j6fWUiXKnU8Zr/xnwt7aPHWW5Ih4pSfOAD1CalA4D9rB9jqSnUtZ222GkBWwgCaInktazfc+oy9EXSZcAuw9qDXXt+p/Y3m60JYt4ZIb3+JZ0le2nDT13UR8Jos6fms6SKyQ321Uuo5gak/R5amftYN34YatazWHIamOalG6jVMUjVlbDI4d+O+a5Pvoget/eNQmivXlD9w+hLIU8FfxQ0o8onfFQthw9aYTliXi0tpN0F6XJ9DH1PvXxOuO/bIWZSc/bu6aJqUd9VUNHSdK2wGa2fybpNcAulH+gOyhDAa8ZaQEjVlKj2N41CaJHU2GPBEnfp3sjmZnAwbZfNZqSRaycxmzvuj0wvL2rbe/VKnaamGJFmz42OQDYnidpev/FiVjp/WvHMVFq503XgEqCaGxoxy+Adce0W/ay1HjPltYW+5jeShGxirB9xuC+pO0p2ya/nrJh0X+1jJ0E0ZjtppuKT0JTeSOZiBVO0p9SlunZlzIa8JuU7oFdm8dOH0SsSNlIJmLFqhue/RQ4YLAkj6RrW86gHkgNIlaoqbyRTEQjr6XUIE6T9EPgG5Qm6uZSg4iIWAnUVWT3pjQ1vQSYCxxn+8fNYiZBRESsXCRtAuwDvMH2S5rFSYKIiIguWRsnIiI6JUFERESnJIgIQFKzpdglfWDM47PHOzdiMkkfRAQlQdheb2W7dkRLqUFEjEPSNpJOkXRpvd26Ht9M0nGSLqlfz6/HvyvpAklXSJpTj32SsjT0xZKOrsfuqbeS9C+SLpd0maQ31OMvlnS6pGMl/ULS0eraTCSisdQgIuj+lF9X0TzW9lxJbwVebXtvSd8Efm773+pe4+vZXiRpE9u3S3oMcD7wItu3jb324LGk1wJ/Bbycsrfx+cBzgacAxwPPAG4EfkbZrvWs5j+IiCGpQUSM73nA1+r9oyirZ0KZpPQFANsP2l5Uj7+zbrV6DrAVMGMZ19+Fspfxg3UG+hnAc+pz59leYPuPlB3Epq+A7ydiuWSpjYiJG7e6LenFwEuB59m+T9LpLHuXsaU1G/1u6P6D5H81RiA1iIjxnU1ZAwdgP2DQxHMK8P8BSFpd0gbAhsAdNTk8Fdh56Dp/kLRmx/XPBN5QrzENeCFlM5iISSEJIqJYV9KCoa+DgHcCsyVdCrwZeFc9913ArpIuo6xY+wzgh8Aa9dyPU5qZBg4DLh10Ug85DrgUuAQ4Ffi7rHYbk0k6qSMiolNqEBER0SkJIiIiOiVBREREpySIiIjolAQRERGdkiAiIqJTEkRERHRKgoiIiE7/P8BCzS/lotNuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=data, x='Location', color=green3, order=data.Location.value_counts().sort_values(ascending=False).index)\n",
    "plt.title('Distribution of cars in India')\n",
    "plt.xticks(rotation=90);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Top cities of old cars: Mumbai, Hyderabad, Kochi, Coimbatore. least Ahmedabad**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Years Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Numerical Feature\n",
    "plt.hist(data.Year, bins=20, color=green1);\n",
    "plt.title('Distribition of Car\\'s Year bought')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Count');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Years have a normal, little right skew**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Kilometers Driven"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Numerical Feature\n",
    "plt.hist(data.Kilometers_Driven, bins=20, color=green2);\n",
    "plt.title('Distribition Car\\'s Kilometers driven')\n",
    "plt.xlabel('Kilometers')\n",
    "plt.ylabel('Count');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Ahhh!! We have an outlier**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-3, 300000)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data.Kilometers_Driven, bins=50, color=green2);\n",
    "plt.title('Distribition Car\\'s Kilometers driven')\n",
    "plt.xlabel('Kilometers')\n",
    "plt.ylabel('Count');\n",
    "plt.xlim(-3, 300000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Kilometers_Driven has a Uniform distribution**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Fuel Type Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Categorcial Feature\n",
    "sns.countplot(data=data, x='Fuel_Type', color=blue1, order=data.Fuel_Type.value_counts().sort_values(ascending=False).index)\n",
    "plt.title('Fuel Types of cars in India');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Most cars are Diesel & Petrol in India**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Transmission Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Categorcial Feature\n",
    "sns.countplot(data=data, x='Transmission', color=blue1, order=data.Transmission.value_counts().sort_values(ascending=False).index)\n",
    "plt.title('Transmission Types of cars in India');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Most cars in India are Manual**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Owner Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Categorcial Feature\n",
    "sns.countplot(data=data, x='Owner_Type', color=red2, order=data.Owner_Type.value_counts().sort_values(ascending=False).index)\n",
    "plt.title('Owner types of Cars');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "**NOTE: We have sorted the data based on Number of Observations here. It is WRONG for this case. In case of ORDINAL variables, even though they are categorical, and we see a pattern by descending order of observations, it is a better practice to plot them on the basis of their ordinality. Hence a better plot would be:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Categorcial Feature\n",
    "sns.countplot(data=data, x='Owner_Type', color=red2, order=['First', 'Second', 'Third', 'Forth & Above'])\n",
    "plt.title('Owner types of Cars');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "**Note: Though we observe same plots in both cases, it might not be true always***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### Seats Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Numerical Feature\n",
    "plt.hist(data.Seats, bins=10, color=blue2);\n",
    "plt.title('Distribition of Car\\'s Seats')\n",
    "plt.xlabel('Seats')\n",
    "plt.ylabel('Count');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "**Note**:\n",
    "- The above plot although looks good isn't a good representation\n",
    "- We are trying to plot a numerical feature. However, it is a DISCRETE feature.\n",
    "- Look below how can we improve this"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Numerical Feature\n",
    "plt.hist(data.Seats, color=blue2, bins=np.arange(-0.5, 11.5, 1));\n",
    "plt.title('Distribition of Car\\'s Seats')\n",
    "plt.xlabel('Seats')\n",
    "plt.ylabel('Count');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Price feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Numerical Feature\n",
    "plt.hist(data.Price, bins=20, color=green3);\n",
    "plt.title('Distribition of Car\\'s Prices')\n",
    "plt.xlabel('Prices')\n",
    "plt.ylabel('Count');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**We have an outlier**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-1, 80)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Numerical Feature\n",
    "plt.hist(data.Price, bins=30, color=green3);\n",
    "plt.title('Distribition of Car\\'s Prices')\n",
    "plt.xlabel('Prices in lakhs')\n",
    "plt.ylabel('Count');\n",
    "plt.xlim(-1, 80)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Highly right skew**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Numerical Feature\n",
    "plt.hist(np.log10(data.Price.values), bins=30, color=green1);\n",
    "plt.title('Distribition of Car\\'s Prices - Log scaled')\n",
    "plt.xlabel('Log10(Prices in lakhs)')\n",
    "plt.ylabel('Count');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Log of prices is normal distributed**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Brand Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=data, x='Brand', color=blue3, order=data.Brand.value_counts().sort_values(ascending=False).index)\n",
    "plt.title('Distribution of car brands in India')\n",
    "plt.xticks(rotation=90);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Top 4 cars: Maruti, Hyunday, Honda, toyota**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### Mileage\n",
    "We will plot this in bivariate because a mileage is best viewed with respect to its fuel type - Petrol, Diesel, CNG, LPG or Electric"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### Power Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY8AAAEWCAYAAACe8xtsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAHkdJREFUeJzt3XuYXFWZ7/Hvj3CXO2mYkADhEjwgM0RpMQooCIOBYbh4QIiOXIYx4sFRDjoI4gjqcMYziiDHEU6QPBFQbiKHwMmAAeQ2AqEDMSQIEiBAk0Aaud8iCe/8sVclO53q7lqdrqqu7t/nefbTe6+99t7vqqqut9Zeu3YpIjAzM8uxVrMDMDOz1uPkYWZm2Zw8zMwsm5OHmZllc/IwM7NsTh5mZpbNycNWIeliSf88QPvaTtIbkkak5Tsk/UMtdXuo84akHQcitlpJ2kDSjZJelXRtI4891KzJa6uP185YSSFp7TWL0HI4eQwjkhZKelvS65JekfQ7SSdLWvE6iIiTI+J7Ne7rwN7qRMQzEbFRRCzva3/d61Z7s0jrn+xrXwPsKGBrYMuIOLpaBUm7SLpW0ospycyVdFpvibA3kqZJOiFzm8ob6BtpWijpjP4cv15qfW1Za3DyGH7+NiI2BrYHvg98A7h0oA8yhD4Fbg/8MSKWVVspaSfgfuBZ4C8jYlPgaKAd2Dj3YP1NOCWbRcRGwCTg25ImruH++mUIPf/WAyePYSoiXo2I6cAxwPGSdocVn3r/Jc2PlHRT6qW8JOluSWtJuhzYDrgxfco9vfTJ9yRJzwC393A6YSdJs9In9BskbZGOtaKupHOBfYGfpP3/JNUJSTun+U0lXSapS9LTkr5V6UFJOkHSPZJ+KOllSU9JOrinx0LSrqmn84qk+ZIOS+XfAb4NHJPiOKnK5t8BfhcRp0XE4vTYPhYRn42IV9J+rpX0fGrzXZI+UDr2NEkXSZoh6U1g/26x7SzpzrTti5KurvH5vReYD1Se149JeiDt5wFJH0vl+0t6uHS8WyXNKi3fI+mINL+NpOvSY/6UpK+U6p0j6VeSrpD0GnBClce5/NraT1KnpK9JWiJpsaQT+2hW1ddOyeckPZMep7OqxHa1il73g5L2qOVxtF5EhKdhMgELgQOrlD8DfCnNTwP+Jc3/K3AxsE6a9gVUbV/AWCCAy4D3ARuUytZOde4AnqN4Q3sfcB1wRbfty3X/oVucAeyc5i8DbqD4dD8W+CNwUlp3AvAu8AVgBPAlYFEl9m77XAdYAHwTWBf4JPA68P60/pxKjD08ps8DJ/bxuP99inM94AJgTmndNOBVYG+KD3Prd9v2SuCsyjpgnx6OseLxA5T29xZwALAF8DLw+bR+UlreMu3zbWBkWvd8eqw2Ts/h26neWsBsimS6LrAj8CTwqdLj9C5wRKq7QZUYp7HytbUfsAz4bnoODknxbt5D+2p57VySYt4DWArs2i22o9Kxvg48BazT7P/JVp7c8zAo3iy6f4qD4h9uFLB9RLwbEXdH+m/sxTkR8WZEvN3D+ssjYl5EvAn8M/CZ3FM1qf4xwJkR8XpELATOo3hzrHg6Ii6JYgzl56kdW1fZ3QRgI+D7EfHniLgduIniDbYWWwKLe6sQEVNTnEsp3sj2kLRpqcoNEfGfEfFeRLzTbfN3KU6dbRMR70TEPX3E8yLwEvAz4IyIuA34G+DxiLg8IpZFxJXAoxSnMN8BOoCPU5xqmwvcQ5F8JqTt/gR8GGiLiO+mx+lJijfrY0vHvjci/l9qR0/Pf/e2fTe9tmYAbwDv76V+X6+d70TE2xHxe+D3FEmkYnZE/Coi3gV+RJE0J9QQo/XA5yUNYDTFG053P6B4s/uNJIApEfH9Pvb1bMb6pyk+CY6sLcwVRlJ8+n26275Gl5afr8xExFsp/o2q7Gsb4NmIeK+XffXmTxSJqar05nYuxThIG1A5zkiKHgf0/pidDnwPmCXpZeC8iJjaS/2Rsfr4zDas+ljBqm28k6In0JnmXwY+QfHp/c5UZ3tgG0mvlPYxAri7tNzXc9/dn7rF+hbVn6Nq+6/22nm+NN99Xyu2jYj3JHVSPC7WT+55DHOSPkzxJrLaJ9r0aflrEbEj8LfAaZIOqKzuYZd99Uy2Lc1vR/Hp88XM/bzIyk/k5X0918exq1kEbKvSFWeZ+7oV+O+9rP8scDhwILApxSkWKE4tVfTY1oh4PiK+EBHbAF8EfloZ98mwiFUfK1i1jZXk8fE0fydF8vgEK5PHs8BTEbFZado4Ig6ppR0DpNbXTq/bpud6DMXjYv3k5DFMSdpE0qHAVRTnjh+uUufQNGAr4DVgeZoAXqA4753r7yTtJmlDivPdv4rql/L2uP9U/xrgXEkbS9oeOA24oh/x3A+8CZwuaR1J+1Ekyqtq3P5s4GOSfiDpL2DFIPcVkjajGDtYStFD2RD4XznBSTpa0pi0+DLFG3Sflz53MwPYRdJn0wUJxwC7UZyeA/gdxemivYBZETGfItl8BLgr1ZkFvCbpGyq++zJC0u7pw0ej1PraqWZPSZ9WcfHGqRTPyX31CnQ4cPIYfm6U9DrFJ8mzKM7/9nSVyziKT9ZvAPcCP42IO9K6fwW+la5Q+nrG8S+nGDh9nuK881d6qPdj4Kh0tdSFVdb/I8Wb/pMUvaZfAr2dzqkqIv4MHAYcTPEp9qfAcRHxaI3bPwF8lKJHMV/SqxSDuR0UA++XUZxieQ54hPw3rA8D90t6A5gOfDUinsrZQRqzOBT4GkUSOx04NCJeTOvfBB4E5qfHA4rn++mIWJLqLKdIquMpBptfpBhXKY/d1Futr51qbqAYJ6tcOPDpNP5h/VS5csbMbEiSdA7FVXp/1+xYhhL3PMzMLJuTh5mZZfNpKzMzy+aeh5mZZRuyXxIcOXJkjB07ttlhmJm1jNmzZ78YEW211B2yyWPs2LF0dHQ0Owwzs5YhqfudCHrk01ZmZpbNycPMzLI5eZiZWTYnDzMzy+bkYWZm2Zw8zMwsm5OHmZllc/IwM7NsTh5mZpZtyH7DfCibPmpizXUPW3xzHSMxs+HKPQ8zM8vm5GFmZtmcPMzMLJuTh5mZZXPyMDOzbE4eZmaWzcnDzMyy1S15SJoqaYmkeaWyqyXNSdNCSXNS+VhJb5fWXVzaZk9JD0taIOlCSapXzGZmVpt6fklwGvAT4LJKQUQcU5mXdB7waqn+ExExvsp+LgImA/cBM4CJwH/UIV4zM6tR3XoeEXEX8FK1dan38Bngyt72IWkUsElE3BsRQZGIjhjoWM3MLE+zxjz2BV6IiMdLZTtIekjSnZL2TWWjgc5Snc5UVpWkyZI6JHV0dXUNfNRmZgY0L3lMYtVex2Jgu4j4IHAa8EtJmwDVxjeip51GxJSIaI+I9ra2tgEN2MzMVmr4jRElrQ18GtizUhYRS4GlaX62pCeAXSh6GmNKm48BFjUuWjMzq6YZPY8DgUcjYsXpKEltkkak+R2BccCTEbEYeF3ShDROchxwQxNiNjOzknpeqnslcC/wfkmdkk5Kq45l9YHyjwNzJf0e+BVwckRUBtu/BPwMWAA8ga+0MjNrurqdtoqIST2Un1Cl7Drguh7qdwC7D2hwZma2RvwNczMzy+bkYWZm2Zw8zMwsm5OHmZllc/IwM7NsTh5mZpbNycPMzLI5eZiZWTYnDzMzy+bkYWZm2Zw8zMwsm5OHmZllc/IwM7NsTh5mZpbNycPMzLI5eZiZWTYnDzMzy+bkYWZm2Zw8zMwsW92Sh6SpkpZImlcqO0fSc5LmpOmQ0rozJS2Q9JikT5XKJ6ayBZLOqFe8ZmZWu3r2PKYBE6uUnx8R49M0A0DSbsCxwAfSNj+VNELSCODfgYOB3YBJqa6ZmTXR2vXacUTcJWlsjdUPB66KiKXAU5IWAHuldQsi4kkASVeluo8McLhmZpahGWMeX5Y0N53W2jyVjQaeLdXpTGU9lVclabKkDkkdXV1dAx23mZkljU4eFwE7AeOBxcB5qVxV6kYv5VVFxJSIaI+I9ra2tjWN1czMelC301bVRMQLlXlJlwA3pcVOYNtS1THAojTfU7mZmTVJQ3sekkaVFo8EKldiTQeOlbSepB2AccAs4AFgnKQdJK1LMag+vZExm5nZ6urW85B0JbAfMFJSJ3A2sJ+k8RSnnhYCXwSIiPmSrqEYCF8GnBIRy9N+vgzcAowApkbE/HrFbGZmtann1VaTqhRf2kv9c4Fzq5TPAGYMYGhmZraG/A1zMzPL5uRhZmbZnDzMzCybk4eZmWVz8jAzs2xOHmZmls3Jw8zMsjl5mJlZNicPMzPL5uRhZmbZnDzMzCybk4eZmWVz8jAzs2xOHmZmls3Jw8zMsjl5mJlZNicPMzPL5uRhZmbZnDzMzCxb3ZKHpKmSlkiaVyr7gaRHJc2VdL2kzVL5WElvS5qTpotL2+wp6WFJCyRdKEn1itnMzGpTz57HNGBit7KZwO4R8VfAH4EzS+ueiIjxaTq5VH4RMBkYl6bu+zQzswarW/KIiLuAl7qV/SYilqXF+4Axve1D0ihgk4i4NyICuAw4oh7xmplZ7Zo55vH3wH+UlneQ9JCkOyXtm8pGA52lOp2prCpJkyV1SOro6uoa+IjNzAxoUvKQdBawDPhFKloMbBcRHwROA34paROg2vhG9LTfiJgSEe0R0d7W1jbQYZuZWbJ2ow8o6XjgUOCAdCqKiFgKLE3zsyU9AexC0dMon9oaAyxqbMRmZtZdQ3sekiYC3wAOi4i3SuVtkkak+R0pBsafjIjFwOuSJqSrrI4DbmhkzGZmtrq69TwkXQnsB4yU1AmcTXF11XrAzHTF7X3pyqqPA9+VtAxYDpwcEZXB9i9RXLm1AcUYSXmcxMzMmqBuySMiJlUpvrSHutcB1/WwrgPYfQBDMzOzNeRvmJuZWTYnDzMzy+bkYWZm2Zw8zMwsm5OHmZllc/IwM7NsTh5mZpbNycPMzLI5eZiZWTYnDzMzy+bkYWZm2Zw8zMwsm5OHmZllqyl5SNq7ljIzMxseau15/J8ay8zMbBjo9fc8JH0U+BjQJum00qpNgBH1DMzMzAavvn4Mal1go1Rv41L5a8BR9QrKzMwGt16TR0TcCdwpaVpEPN2gmMzMbJCr9Wdo15M0BRhb3iYiPlmPoMzMbHCrdcD8WuAh4FvAP5WmXkmaKmmJpHmlsi0kzZT0ePq7eSqXpAslLZA0V9KHStscn+o/Lun4nAaamdnAqzV5LIuIiyJiVkTMrkw1bDcNmNit7AzgtogYB9yWlgEOBsalaTJwERTJBjgb+AiwF3B2JeGYmVlz1Jo8bpT0PySNSj2HLdKbeq8i4i7gpW7FhwM/T/M/B44olV8WhfuAzSSNAj4FzIyIlyLiZWAmqyckMzNroFrHPCqnisqnqgLYsR/H3DoiFgNExGJJW6Xy0cCzpXqdqayn8tVImkzRa2G77bbrR2hmZlaLmpJHROxQ70AAVTt0L+WrF0ZMAaYAtLe3V61jZmZrrqbkIem4auURcVk/jvmCpFGp1zEKWJLKO4FtS/XGAItS+X7dyu/ox3HNzGyA1Drm8eHStC9wDnBYP485nZWnwY4HbiiVH5euupoAvJpOb90CHCRp8zRQflAqMzOzJqn1tNU/lpclbQpc3td2kq6k6DWMlNRJcdXU94FrJJ0EPAMcnarPAA4BFgBvASemY78k6XvAA6nedyOi+yC8mZk1UK0D5t29RXFJba8iYlIPqw6oUjeAU3rYz1Rgak6AZmZWP7WOedzIykHqEcCuwDX1CsrMzAa3WnsePyzNLwOejojOOsRjZmYtoKYB83SDxEcp7qy7OfDnegZlZmaDW62/JPgZYBbF4PZngPsl+ZbsZmbDVK2nrc4CPhwRSwAktQG3Ar+qV2BmZjZ41fo9j7UqiSP5U8a2ZmY2xNTa87hZ0i3AlWn5GIrvZZiZ2TDU12+Y70xxI8N/kvRpYB+Ke03dC/yiAfGZmdkg1NeppwuA1wEi4tcRcVpE/E+KXscF9Q7OzMwGp76Sx9iImNu9MCI6KH6S1szMhqG+ksf6vazbYCADMTOz1tFX8nhA0he6F6abGtbyM7RmZjYE9XW11anA9ZI+x8pk0Q6sCxxZz8DMzGzw6jV5RMQLwMck7Q/snor/f0TcXvfIhqHpo/zT7GbWGmr9PY/fAr+tcyxmZtYi/C1xMzPL5uRhZmbZnDzMzCxbf3+G1lpErYPwhy2+uc6RmNlQ0vCeh6T3S5pTml6TdKqkcyQ9Vyo/pLTNmZIWSHpM0qcaHbOZma2q4T2PiHgMGA8gaQTwHHA9cCJwfkSUf/IWSbsBxwIfALYBbpW0S0Qsb2jgZma2QrPHPA4AnoiIp3upczhwVUQsjYingAXAXg2JzszMqmp28jiWlb8RAvBlSXMlTZW0eSobDTxbqtOZylYjabKkDkkdXV1d9YnYzMyalzwkrQscBlybii4CdqI4pbUYOK9StcrmUW2fETElItojor2trW2AIzYzs4pm9jwOBh5Mt0AhIl6IiOUR8R5wCStPTXUC25a2GwMsamikZma2imYmj0mUTllJGlVadyQwL81PB46VtJ6kHYBxwKyGRWlmZqtpyvc8JG0I/DXwxVLxv0kaT3FKamFlXUTMl3QN8AiwDDjFV1qZmTVXU5JHRLwFbNmt7PO91D8XOLfecZmZWW2afbWVmZm1ICcPMzPL5uRhZmbZnDzMzCybk4eZmWVz8jAzs2xOHmZmls3Jw8zMsjl5mJlZNicPMzPL5uRhZmbZmnJvKxt8po+aWFO9wxbfXOdIzKwVuOdhZmbZnDzMzCybk4eZmWVz8jAzs2xOHmZmls3Jw8zMsjl5mJlZtqYlD0kLJT0saY6kjlS2haSZkh5PfzdP5ZJ0oaQFkuZK+lCz4jYzs+b3PPaPiPER0Z6WzwBui4hxwG1pGeBgYFyaJgMXNTxSMzNbYbB9w/xwYL80/3PgDuAbqfyyiAjgPkmbSRoVEYubEqUNGH+z3aw1NbPnEcBvJM2WNDmVbV1JCOnvVql8NPBsadvOVLYKSZMldUjq6OrqqmPoZmbDWzN7HntHxCJJWwEzJT3aS11VKYvVCiKmAFMA2tvbV1tvZmYDo2k9j4hYlP4uAa4H9gJekDQKIP1dkqp3AtuWNh8DLGpctGZmVtaU5CHpfZI2rswDBwHzgOnA8ana8cANaX46cFy66moC8KrHO8zMmqdZp622Bq6XVInhlxFxs6QHgGsknQQ8Axyd6s8ADgEWAG8BJzY+ZDMzq2hK8oiIJ4E9qpT/CTigSnkApzQgNDMzq0Gzv+dhZmYtyMnDzMyyOXmYmVk2Jw8zM8s22G5PYoOcbydiZuCeh5mZ9YOTh5mZZXPyMDOzbE4eZmaWzcnDzMyyOXmYmVk2Jw8zM8vm5GFmZtmcPMzMLJuTh5mZZXPyMDOzbE4eZmaWzcnDzMyyOXmYmVm2ht+SXdK2wGXAXwDvAVMi4seSzgG+AHSlqt+MiBlpmzOBk4DlwFci4pZGx23N5VvBmw0uzfg9j2XA1yLiQUkbA7MlzUzrzo+IH5YrS9oNOBb4ALANcKukXSJieUOjNjOzFRp+2ioiFkfEg2n+deAPwOheNjkcuCoilkbEU8ACYK/6R2pmZj1p6piHpLHAB4H7U9GXJc2VNFXS5qlsNPBsabNOekg2kiZL6pDU0dXVVa2KmZkNgKYlD0kbAdcBp0bEa8BFwE7AeGAxcF6lapXNo9o+I2JKRLRHRHtbW1sdojYzM2hS8pC0DkXi+EVE/BogIl6IiOUR8R5wCStPTXUC25Y2HwMsamS8Zma2qoYnD0kCLgX+EBE/KpWPKlU7EpiX5qcDx0paT9IOwDhgVqPiNTOz1TXjaqu9gc8DD0uak8q+CUySNJ7ilNRC4IsAETFf0jXAIxRXap3iK63MzJqr4ckjIu6h+jjGjF62ORc4t25BmZlZFn/D3MzMsjl5mJlZtmaMeQw7td5aw8ysVbjnYWZm2Zw8zMwsm5OHmZll85hHFb7995rzOI/Z0Oaeh5mZZXPyMDOzbE4eZmaWzcnDzMyyOXmYmVk2Jw8zM8vmS3Vt2Broy4l96bYNJ+55mJlZNicPMzPL5uRhZmbZnDzMzCybB8xtSGnmPbV8TzQbTlomeUiaCPwYGAH8LCK+3+SQfPM/qysnIxvMWiJ5SBoB/Dvw10An8ICk6RHxSHMjM2s+JxlrhpZIHsBewIKIeBJA0lXA4YCTh7WcVuixDnRCGkoJrlltGWyPYaskj9HAs6XlTuAj3StJmgxMTotvSHqsn8cbCbzYz20Hu6HaNrerL9KA7GaA9lm9XfWIsfGKtjWrLWt23O1rrdgqyaPaoxGrFURMAaas8cGkjohoX9P9DEZDtW1uV2sZqu2Cod22sla5VLcT2La0PAZY1KRYzMyGvVZJHg8A4yTtIGld4FhgepNjMjMbtlritFVELJP0ZeAWikt1p0bE/Doeco1PfQ1iQ7VtbldrGartgqHdthUUsdrQgZmZWa9a5bSVmZkNIk4eZmaWzcmjG0kTJT0maYGkM5odTw5JUyUtkTSvVLaFpJmSHk9/N0/lknRhaudcSR9qXuS9k7StpN9K+oOk+ZK+mspbum2S1pc0S9LvU7u+k8p3kHR/atfV6SIRJK2Xlhek9WObGX9fJI2Q9JCkm9LyUGnXQkkPS5ojqSOVtfRrsT+cPEpKt0E5GNgNmCRpt+ZGlWUa0P1rqGcAt0XEOOC2tAxFG8elaTJwUYNi7I9lwNciYldgAnBKel5avW1LgU9GxB7AeGCipAnA/wbOT+16GTgp1T8JeDkidgbOT/UGs68CfygtD5V2AewfEeNL3+do9ddivojwlCbgo8AtpeUzgTObHVdmG8YC80rLjwGj0vwo4LE0/3+BSdXqDfYJuIHiPmdDpm3AhsCDFHdOeBFYO5WveE1SXG340TS/dqqnZsfeQ3vGULyJfhK4ieKLvi3frhTjQmBkt7Ih81qsdXLPY1XVboMyukmxDJStI2IxQPq7VSpvybamUxofBO5nCLQtndqZAywBZgJPAK9ExLJUpRz7inal9a8CWzY24ppdAJwOvJeWt2RotAuKu1v8RtLsdEskGAKvxVwt8T2PBqrpNihDRMu1VdJGwHXAqRHxmnq+h0/LtC0ilgPjJW0GXA/sWq1a+tsS7ZJ0KLAkImZL2q9SXKVqS7WrZO+IWCRpK2CmpEd7qdtqbauZex6rGoq3QXlB0iiA9HdJKm+ptkpahyJx/CIifp2Kh0TbACLiFeAOijGdzSRVPtiVY1/RrrR+U+ClxkZak72BwyQtBK6iOHV1Aa3fLgAiYlH6u4Qi4e/FEHot1srJY1VD8TYo04Hj0/zxFOMFlfLj0tUgE4BXK93uwUZFF+NS4A8R8aPSqpZum6S21ONA0gbAgRQDzL8FjkrVurer0t6jgNsjnUgfTCLizIgYExFjKf6Hbo+Iz9Hi7QKQ9D5JG1fmgYOAebT4a7Ffmj3oMtgm4BDgjxTnns9qdjyZsV8JLAbepfjEcxLFuePbgMfT3y1SXVFcWfYE8DDQ3uz4e2nXPhRd/bnAnDQd0uptA/4KeCi1ax7w7VS+IzALWABcC6yXytdPywvS+h2b3YYa2rgfcNNQaVdqw+/TNL/yHtHqr8X+TL49iZmZZfNpKzMzy+bkYWZm2Zw8zMwsm5OHmZllc/IwM7NsTh5mJZKWp7ulzpN0raQNmxDDNElHVSk/QdJPGh2PWTVOHmarejuKu6XuDvwZOLneB0x3czZrKU4eZj27G9gZQNJpqTcyT9Kpqex0SV9J8+dLuj3NHyDpijR/kKR7JT2YejIbpfKFkr4t6R7g6CrHPlDS3ZL+mO4VVbGNpJvT70b8W6VQ0huSzkvHuU1SWz0eELMKJw+zKtI9lg4GHpa0J3Aixe3SJwBfkPRB4C5g37RJO7BRugfXPsDdkkYC3wIOjIgPAR3AaaXDvBMR+0TEVVVCGAt8Avgb4GJJ66fy8cAxwF8Cx0iq3DfpfcCD6Th3Amev6WNg1hsnD7NVbZBukd4BPENxT619gOsj4s2IeAP4NUXSmA3sme51tBS4lyKJ7EvRa5lA8aNi/5n2eTywfelYV/cSxzUR8V5EPA48Cfy3VH5bRLwaEe8Aj5T2915pf1ekmM3qxrdkN1vV2xExvlygHu79HhHvpjvHngj8juIeVfsDO1Hc4HAnYGZETOrhWG/2Ekf3+wZVlpeWypbT8/+w7ztkdeWeh1nf7gKOkLRhupPqkRQ9i8q6r6e/d1MMsM+J4qZx9wF7S6qMm2woaZcaj3m0pLUk7URxM77H+qi/FivvWPtZ4J4aj2PWL+55mPUhIh6UNI3ijq8AP4uIh9L83cBZwL0R8aakd1IZEdEl6QTgSknrpfrforhrc18eoxi72Bo4OSLe6eXHr6DoxXxA0myKX+I7ptb2mfWH76prNgRIeiMiNmp2HDZ8+LSVmZllc8/DzMyyuedhZmbZnDzMzCybk4eZmWVz8jAzs2xOHmZmlu2/AJfrRzfqMCIRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Numerical Feature\n",
    "plt.hist(data.Power_bhp, bins=30, color=red2);\n",
    "plt.title('Distribition of Car\\'s Power in bhp')\n",
    "plt.xlabel('Power bhp')\n",
    "plt.ylabel('Count');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       " 74.00     235\n",
       "-1.00      143\n",
       " 98.60     131\n",
       " 73.90     125\n",
       " 140.00    123\n",
       " 88.50     112\n",
       " 78.90     111\n",
       " 67.04     107\n",
       " 67.10     107\n",
       " 82.00     101\n",
       " 117.30     93\n",
       " 118.00     90\n",
       " 121.30     88\n",
       " 85.80      82\n",
       " 190.00     79\n",
       " 126.20     78\n",
       " 170.00     77\n",
       " 88.70      75\n",
       " 70.00      75\n",
       " 80.00      74\n",
       " 86.80      74\n",
       " 174.33     71\n",
       " 81.86      71\n",
       " 103.60     69\n",
       " 81.83      68\n",
       " 68.00      62\n",
       " 68.05      61\n",
       " 184.00     58\n",
       " 120.00     57\n",
       " 88.80      57\n",
       "          ... \n",
       " 116.40      1\n",
       " 68.10       1\n",
       " 231.10      1\n",
       " 116.90      1\n",
       " 382.00      1\n",
       " 110.50      1\n",
       " 367.00      1\n",
       " 112.40      1\n",
       " 199.30      1\n",
       " 178.40      1\n",
       " 95.00       1\n",
       " 236.00      1\n",
       " 61.00       1\n",
       " 552.00      1\n",
       " 560.00      1\n",
       " 237.40      1\n",
       " 35.50       1\n",
       " 321.00      1\n",
       " 120.33      1\n",
       " 488.10      1\n",
       " 71.01       1\n",
       " 246.74      1\n",
       " 550.00      1\n",
       " 362.90      1\n",
       " 261.50      1\n",
       " 254.00      1\n",
       " 103.00      1\n",
       " 301.73      1\n",
       " 261.00      1\n",
       " 114.40      1\n",
       "Name: Power_bhp, Length: 370, dtype: int64"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.Power_bhp.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### Engine CC Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Numerical Feature\n",
    "plt.hist(data.Engine_CC, bins=25, color=blue3);\n",
    "plt.title('Distribition of Car\\'s Engine in CC')\n",
    "plt.xlabel('Engine CC')\n",
    "plt.ylabel('Count');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Bivariate Explorations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Mileage & Fuel_Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x26898982ef0>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Categorical and Mileage\n",
    "# Option 1: Box Plot\n",
    "sns.boxplot(data=data, x='Fuel_Type', y='Mileage_Value')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x268988f7358>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Improved plot\n",
    "sns.boxplot(data=data, x='Fuel_Type', y='Mileage_Value', color=green3,\n",
    "           order = ['Petrol', 'Diesel', 'CNG', 'LPG', 'Electric'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Another Improved plot\n",
    "sns.boxplot(data=data, x='Fuel_Type', y='Mileage_Value', color=green3,\n",
    "           order = data.groupby('Fuel_Type')['Mileage_Value'].mean().sort_values(ascending=False).index)\n",
    "plt.title('Mileages of different fuel type cars');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Order of Mileage: CNG > LPG, Diesel > Petrol**\n",
    "- Mileage of ELectric Vehicles are NaN\n",
    "- LPG has high variability\n",
    "- CNG is highly left skew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x216 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# option 2: FacetGrid\n",
    "g = sns.FacetGrid(data=data, col=\"Fuel_Type\")\n",
    "g.map(plt.hist, 'Mileage_Value', color=green3)\n",
    "g.set_titles('Mileage for {col_name}');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\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"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# option 3: Violin Plot\n",
    "sns.violinplot(data=data, x='Fuel_Type', y='Mileage_Value', color=green3,\n",
    "           order = data.groupby('Fuel_Type')['Mileage_Value'].mean().sort_values(ascending=False).index)\n",
    "plt.title('Mileages of different fuel type cars');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\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"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# option 4: Barplot\n",
    "# Note: A barplot has a categoricala var on x axis and the suary statistic (mean and std) on y axis\n",
    "sns.barplot(data=data, x='Fuel_Type', y='Mileage_Value', color=green3,\n",
    "           order = data.groupby('Fuel_Type')['Mileage_Value'].mean().sort_values(ascending=False).index)\n",
    "plt.title('Mileages of different fuel type cars');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Location and Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Categorical & Numerical\n",
    "# We can choose any of the 4 options from above\n",
    "# Let's choose boxplot\n",
    "sns.boxplot(data=data, x='Location', y='Price', color=blue3,\n",
    "           order = data.groupby('Location')['Price'].mean().sort_values(ascending=False).index)\n",
    "plt.title('Prices of cars in cities');\n",
    "plt.xticks(rotation=90);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\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"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A better plot\n",
    "sns.barplot(data=data, x='Location', y='Price', color=blue3,\n",
    "           order = data.groupby('Location')['Price'].mean().sort_values(ascending=False).index)\n",
    "plt.title('Prices of cars in cities');\n",
    "plt.xticks(rotation=90);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Highest average price of car in Coimbatore and lowest in Kolkata**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Year and price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2689bd06cc0>"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# numerical vs numerical: Scatterplot\n",
    "sns.scatterplot(data=data, x='Year', y='Price', color=green3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "**Oops!! This plot doesn't look good! Why? because Year is a discrete variable. This thing is known as 'overplotting'**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "**See more here:** https://julienbeaulieu.gitbook.io/wiki/sciences/programming/data-analysis/data-visualization/bivariate-exploration-of-data/overplotting-transparency-and-jitter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\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"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEKCAYAAAAIO8L1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XuMZVte2Pfvb639Oq96dVU/76NnYBgeZhiHG2QR2cFCicFCJk5CBHJiFFseI9mS/0gkY0cKVqRIViKEkj9MgmUERIaYxCLmDxIZISVEsgieAXsYD9xh7rsf1fU6dZ77sV75Y5+qqe57urv6UV1dfddHqltV+5zae9Xpuvt31m/91loSQiCKoiiKHqTOuwFRFEXRyykGiCiKomipGCCiKIqipWKAiKIoipaKASKKoihaKgaIKIqiaKkYIKIoiqKlYoCIoiiKlooBIoqiKFoqOe8GPIvNzc1w8+bN825GFEXRhfKlL31pL4Sw9bjnXegAcfPmTb74xS+edzOiKIouFBH54DTPiymmKIqiaKkYIKIoiqKlYoCIoiiKlooBIoqiKFoqBogoiqJoqQtdxRRFUfQsKmcY2hmNt2QqYT3pUej0vJv10og9iCiKPpEqZ7hbH+KDp6NSfPDcrQ+pnDnvpr00YoCIougTaWhnZEqTqQQRIVMJmdIM7ey8m/bSiAEiiqJPpMZbUtH3HUtF03h7Ti16+cQAEUXRJ1KmEkxw9x0zwZGpODR7JAaIKIo+kdaTHo13NN4SQqDxlsY71pPeeTftpREDRBRFn0iFTrmWr6FEUXqDEsW1fC1WMZ0Q+1JRFH1iFTrlml4772a8tGIPIoqiKFoqBogoiqJoqRggoiiKoqXOLECIyM+LyI6IfOXEsb8nIrdF5F8tPv78icf+joh8XUTeFpE/d1btiqIoik7nLHsQvwD8wJLjPxNC+Pzi4zcAROTbgR8FvmPxM/9A5IEZLFEURdELdWYBIoTw28DBKZ/+w8D/GkKoQwjvAV8Hvues2hZFURQ93nmMQfxNEfnyIgW1vjh2A/joxHNuLY5FURRF5+RFB4ifBb4J+DxwF/jpxXFZ8tyw7AQi8gUR+aKIfHF3d/dsWhlFURS92AARQrgXQnAhBA/8Q76RRroFvH7iqa8Bdx5yjp8LIbwVQnhra2vrbBscRVH0CfZCA4SIXDvx7V8Ejiqcfh34URHJReRTwGeA332RbYuiKIrud2ZLbYjIrwDfB2yKyC3gp4DvE5HP06aP3gf+OkAI4d+IyK8CXwUs8DdCeGCZxSiKouiFkhCWpvovhLfeeit88YtfPO9mRFEUXSgi8qUQwluPe16cSR1FURQtFQNEFEVRtFQMEFEURdFSMUBEURRFS8UAEUVRFC0VA0QURVG0VAwQURRF0VIxQERRFEVLxQARRVEULRUDRBRFUbRUDBBRFEXRUjFARFEURUvFABFFURQtFQNEFEVRtFQMEFEURdFSMUBEURRFS8UAEUVRFC0VA0QURVG0VAwQURRF0VIxQERRFEVLnVmAEJGfF5EdEfnKiWP/vYj8kYh8WUR+TUTWFsdvikgpIv9q8fE/nVW7oiiKotM5yx7ELwA/8MCx3wT+RAjhc8DXgL9z4rF3QgifX3z8xBm2K4qiKDqFMwsQIYTfBg4eOPbPQwh28e3vAK+d1fWjKIqiZ3OeYxB/Bfg/T3z/KRH5fRH5f0TkT59Xo6IoiqJWch4XFZH/CrDAP14cugu8EULYF5HvBv4PEfmOEMJ4yc9+AfgCwBtvvPGimhxFUfSJ88J7ECLy48APAX8phBAAQgh1CGF/8fWXgHeAb1n28yGEnwshvBVCeGtra+tFNTuKougT54UGCBH5AeBvA38hhDA/cXxLRPTi608DnwHefZFti6Ioiu53ZikmEfkV4PuATRG5BfwUbdVSDvymiAD8zqJi6c8A/42IWMABPxFCOFh64iiKHqtyhqGd0XhLphLWkx6FTs+7WdEFc2YBIoTwY0sO/6OHPPefAv/0rNoSRZ8klTPcrQ/JlKajUkxw3K0PuZavxSARPZE4kzqKXjFDOyNTmkwliAiZSsiUZmhn59206IKJASKKXjGNt6TtkN6xVDSNtw/5iShaLgaIKHrFZCrBBHffMRMcmTqXqvboAosBIopeMetJj8Y7Gm8JIdB4S+Md60nvvJsWXTAxQETRK6bQKdfyNZQoSm9QouIAdfRUYp8zil5BhU65ptfOuxnRBRd7EFEURdFSMUBEURRFS8UAEUVRFC0VA0QURVG0VAwQURRF0VIxQERRFEVLxQARRVEULRUDRBRFUbRUDBBRFEXRUjFARFEURUvFABFFURQtFQNEFEVRtFQMEFEURdFSMUBEURRFS8UAEUVRFC11pgFCRH5eRHZE5Csnjm2IyG+KyB8vPq8vjouI/I8i8nUR+bKI/Ftn2bYoil5NlTPcrQ/5oNzjbn1I5cx5N+nCOusexC8AP/DAsZ8EfiuE8BngtxbfA/wg8JnFxxeAnz3jtkVR9Io5Cg4+eDoqxQcfg8QzONMAEUL4beDggcM/DPzi4utfBP6DE8d/KbR+B1gTkWtn2b4oil4tQzsjU5pMJYgImUrIlGZoZ+fdtAvpPMYgroQQ7gIsPl9eHL8BfHTiebcWx+4jIl8QkS+KyBd3d3fPvLFRFF0cjbekou87loqm8facWnSxvUyD1LLkWPjYgRB+LoTwVgjhra2trRfQrCiKLopMJZjg7jtmgiNTyTm16Pk5j7GV8wgQ945SR4vPO4vjt4DXTzzvNeDOC25bFEUX2HrSo/GOxltCCDTe0njHetI776Y9k/MaWzmPAPHrwI8vvv5x4J+dOP6XF9VMfwoYHaWioiiKTqPQKdfyNZQoSm9QoriWr1Ho9Lyb9kzOa2zlTPtdIvIrwPcBmyJyC/gp4O8DvyoifxX4EPiRxdN/A/jzwNeBOfCfn2Xboih6NRU65ZpeO+9mPFeNt3TU/UEuFU3pz7YHcaYBIoTwYw956PuXPDcAf+Ms2xNFUfSgyhmGdkbjLZlKWE96z63H8bzOfTS2ksk3btkvYmzlZRqkjqIoeqHOMrf/PM99XmMrMUBEUfSJdZa5/ed57vMaW7n4tV9RFEVP6Sxz+8/73OcxthIDRBRFZ+Isc/vPy1nm9s9r3OB5iimmKIqeu4uyJtJZ5vZfhTkZMUBEUfTcXZQ1kc4yt/8qzMm4OH2dKIoujPOq238aZ5nbv+hzMmIPIoqi5+5VXhPpkyQGiCiKnrtXIf8exRRTFEVn4Cj/PrQzSm/IVMK1fPBE+feLUAX1qosBIoqiM/Es+fejKqhMaToqxQTH3frwwg3yPspFCIAxxRRF0UvnolRBPa2LUgYcA0QURS+dV31nuIsSAJ8oQIhIHGGKoujMvepVUBclAJ4qQIjI94rIV4E/XHz/XSLyD860ZVEUfWK96lVQFyUAnrYH8TPAnwP2AUII/xr4M2fVqCiKPtlehVnIj3JRAuCpw1UI4SMROXnIPey5URRFz+pFzkJ+HhVFT3KOowC43Yy4W48IwFY6eA6/yfN12h7ERyLyvUAQkUxE/ksW6aYoiqKL7HlUFD3tOUIIXMtXebPYIFXqpatkOm2A+Ana7UBvALeAzxO3B42i6BXwPCqKnuYcF6GS6VQpphDCHvCXzrgtURRFL9zzWFjwac5xERY0PFWAEJFfBP5WCOFw8f068NMhhL/ypBcUkc8C/+TEoU8D/zWwBvw1YHdx/O+GEH7jSc8fRdGLcR4zgZddE3imdjzLxj5H7dltJmgUm9mAQienOsdF2FDotCmmzx0FB4AQwhD4k09zwRDC2yGEz4cQPg98NzAHfm3x8M8cPRaDQxS9vM5jJvCya75f7vFBufdM7XjaiqKT7bmSrdB4w+1qSGnNqc5xESqZThsg1KLXAICIbPB81nH6fuCdEMIHz+FcURS9IOeRP192zcrVzF3zTO142pLak+0pdMqNzjqF0twz41Od4yKU8p72Jv/TwL8Qkf998f2PAP/tc7j+jwK/cuL7vykifxn4IvBfLHoq9xGRLwBfAHjjjTeeQxOiKHpS55E/X3ZNf+K/z9KOpympfbA9uUq5XqxTesO1/OPnelhK7mXeUOhUPYgQwi8B/xFwD9gB/sMQwv/yLBcWkQz4C8D/tjj0s8A30VZI3aUNSsva8nMhhLdCCG9tbW09SxOiKHqMozTKB+Xefamb85gJvOyaCpAHbmMvKo//JK/BRVmc70GPDBAisrL4vAFsA78M/GNge3HsWfwg8HshhHsAIYR7IQQXQvDAPwS+5xnPH0XRM3jUTe088ufLrlnonK7OziWPf9Seia24V414d77L7eqQrsrue17lDG/P7rLbjBmaObV3L2VJ6zKPC7O/DPwQ8CUgnDgui+8//QzX/jFOpJdE5FoI4e7i278IfOUZzh1F0TParkccmjlIIJWE1aR7fFO7lq8984ZAT2rZJkQ3O5sA9x3bSIs2ldOcvqrpSSqyTj7Xese9ZkymNF2V0dM5B2ZGrlIKnTIyc96ebXOvHrGiCxSK2o+5nK2Qq5erpHWZRwaIEMIPSbu+xr8bQvjweV1URLrAvwf89ROH/zsR+Txt4Hn/gceiKHqBKme4XR3QT3IySTE4dpoxW+kAK+2Ko+eRP3/YNY+OPc1GQw/+zNTWfFQesJZ2GSTFfcHiweceNDNSUVwv1sgX4xGNtwztjHV6vD3bRouwlnRogmNkS1aTDiM7Zz3tvlQlrcs8tnUhhCAiv0ZbkvpchBDmwKUHjv1nz+v8URQ9m6Gd0dMZCtVWB5GAsuybKVeL1fNu3kOdrCwCjucYDO3socHs5M9UzjK0c7QIjTN4nd0XYB48PxLoqIyRKbmctwHiaJB8aGcEAl2Vk6aavWZCIDCzFR5PIppCpXxQ7l34HeV+R0T+7TNtSRRFL43GWy5lA0ywGO8IIYCHua9fqjr9B01sxbCZcas6YKceU3vz2H0WTu7NMLJzUqXoqgzDx8cKTj639oaRKblTH3K3PqRepIuOBqobb+mpDBs8mUrYzAZkohm7CkEQIFXqpR60Pm3/5s8CPyEi7wMzFmMQIYTPnVXDoih6tLOcyZypBB88l/MVRqakCgYBbhQbL9273COVMxya9t1/d3Fj3qnHrKU9Ojpb+vwHZ0GbYCkkbW/qi97HybLZo8qlEAI79Zi+LiitIfjAvWrMetZDEK7lA4Z2RjfJOTQz8O15uklOrjO2shVSpZ6op3MeThsgfvBMWxFF0RN5mlz7k1hPesfn38oGmOBovONq9uTppRe1JMfQzthM+wztHINrew4B9popnxu8/rE2Hf1+V7IV7lRDbldDUqWYhwYBLmcrwP2lq0evy8jMSNCgYT3rkukEu6ho+mzvGoVOWadH5QxraY+5rY97Dp/tXeXQzpfuKPeyDVo/MkCISEG7kus3A38A/KMQwsu1J14UfQI9aa79SW/SyyqGnqZK6VkC2ZO2ufGWfpKTqoSRnVMFQyYJuU4/9nPbzYiRmRGkfe1W0g4fzPbYrsdopbjZ3SQEjstmr+WD+16Xu/UhM1uDCJfSHlvpN6qSjq518jXUorikBse/w9w3L/06TPD4HsQvAgb4f2l7Ed8O/K2zblQURY/2JDOZn/Ym/TyqlJ5m0Phhbf6g3CPXKQJLA8ZR+qfQCYVu3/033qJEfezct6sDBqogFc3M19wuh2gU14tV1tM+u2bCO/Mdbna3lr5OiWg2st7xWMVOM2Y96dJJ7k9lPew1POqJQPvvdtRDOwpEL4vHDVJ/ewjhPw0h/M/Afwz86RfQpiiKHuNJZvGe574DJwd1jzxu0Bg+3mYfYGjmHDbThw7qnnby3tDO6KocFIgIlTNY76ho6CQ5g7Tgtc46q0mXfLHO0oM/v5n1EcAGT4oGAntmeuoB/IuwDhM8vgdx/OqHEOwDW45GUXROnuQd6HnuO/C0S1o/2OaRndPRCZ7QBrklPZHTpsUab7m06CWg2iBi8XgXWEk6AKRoLA0TUwGHi6ADCNythvR1wUrSo/YNVTDkkpAlH09lPcrLvg4TPD5AfJeIjBdfC9BZfH9UxbRypq2LomipJxkjOM99B542lfJgm02w6KDI1Dd6I8uC3GluuscVWtkKIztvg05QXEo75IvXxOAw3nMY5vSSDAnC3foQIZCrhCZYGuu4nK1Q6GRpKutV8LiZ1PpRj0dRdH5O+w70PPPdTzvY/WCbCULpG27kx7sO3BfkHjWg/eBjXZVxYNoU1uVsQFdlCEKqNI2zBAmUzmJxXM/WyFTCPTOmm6RIEGxw1N4yNRUHzZTNbEBXZ7y5WPbjNM5js6Wn8XINmUdR9Nw9r4qkZ7r+E6ZSHmzzetqj8gZBCCHcF+RODmhLELarEe/6HW4UG6wn3eNgcDTYfWBmbKQ95r6h9IZOkvHW6k2Gdt7Odg5wNV+lCZa+zgGO50cgMHMNAFrB1DYcNBMORZOrlPW0y9w3j7zxn3WJ8vMUA0T0yrso79bO0kXIdz/owTYf/Ts+GOSObrY+wK6ZkCrFgILDZspOPWYz7X+simrum+M9G47O204EXD/++7hbHx6nuVJJMDgkCJVv2Mh6ZKJxIXA5X8XjudeM+Kg64EaxRl/nTN1iTaeknSdBABE4NHMGunjpJ8lBDBDRK+4ivVuLHu1hQe5oQHtnERwySQgqUAVPCIGZqxmkBZWzjOycxhscHFccPezv42Saa0V3uLMYgyhUAh6GZsZ61iNVmhAUu3bKetqldA2BwHuzXZpgOWymFElOJgnX8zUqbzDekarkeP/ql3GSHJx+LaYoupDOs8QzejGOBrRNsIuSU46XyuipjNI3VM6y04zbRfLQpLSDztv16KF/HydLUYMEruarXCnW0CrB4+mnBT21SEHhCEBHUqau4t3ZDgphVXc4tCWVrUmUYuxK+jpHpK3MOvIyTpKD2IOIXnHnWeIZvRjH7/SD0GBRQWGC5XK2QuMd88aw10xIRJAgGCyX8xUE4Wuze0gIlN7Q1RmvdTYY6IJDU3JU3pqphCvZ6nGP82q22l7PzDDegQLjPZfSHmUwx3MzjmZMT1yNAia2ppNkXMp6HDYlXZ1z+cQyJi/bJDmIASJ6xZ1niWd09ipn2K5H3KkPGTYzmmC5ka9zvVhbrJgq3Oxc4vfHH+GDpaNzXisukauUkSl5v9xjM+1BgLvmkNvVkM90rxIEekmGQrhXHfKuawe9r+arxz0LEeF2dUCXvN0nIzhu14doUeSSMLIlh3bOii4ItMt7bNLjRrFGoSy3qiGVb9AiXM5WGep2D4mHVV+dx9hZ/L8keqVdlCUNovud5uZYOcMH5R5DM6evMwZFzqErmS0GhzOdMNAdaj/nStZHoUC1qZ1cJXx9uo0i8GF1QFdlbCRtBdL/N3qP79/8NgKB3WZMKgn9JGdo2v0djsavbnY2uZqtHrezozM+l73G++UeY1sxaWrWkh4dlfBHs21SFJfSPveqMQbH9WKF2llWs7ZCq7QNlTPHg+cvw9hZHIOIXmkXZUmD6BsetRf2SUM7Y+4auklKrlKCQGUbblcHzF3D5XSFuasZmRmDtINdVCElItyphrxb7jI37Y35bj3ia/N7yGIynvOOkSlJJSFVuu2BSvjY+NXR39ebnU2u5Wuspl0+27vGa8U61/I1uoube0dl3OxuolEc2pIr+QoKQQR6OifTmrlvjs//soydxR5E9Mq7iCWen2SnXeCv8ZaAJyWj9pa9ZsrMV+SSUHnD27O7zL1hRWWMVXK8t4Xxgd16Qi4pO3bCWtphgFC6hl074XK6ymxxsy6kfSPRLh+enGr86ihojG1J5Q2besClbECiFBIEL4GeyjlwMzqLNyopmiqY+87/MoydxQARRZ9wL0Ou+6SThQVHu7bV3lJ5Q+3t8WquIYCgMDjGtiRRChcCxnvu1Yd0k5zGObJMcbc+ZCsfcDlfofGWnXrC5XzAvp1ig6cjGoViYuZ8e/9GO3oR2vGqo0Hoy1n/Y+NXD3vtCp3y2d614zSR8+G4TLancm5VQ/bNhEsyaBcuFNq5FifO/zKMncUUUxR9gp02nfM8r/VBuffIaxwVFtTesFOPqZxht57w9dk9/nB8G+MdPngqb0hEMbeGua0JzlPZhn0zZZAWrOqCVGl2Fzu6HTbz4xVeV9KCXCX8if51QvCMXY0S4Xq+TqETPtu7ylrWZ+IrnA9spQOUcLw6bOUM78/3+NLoPe5Vhyjk+LUbmTl360PuNSNEBOP9cZnsWtan9hYTHG90Ngkh8FF1wNTUdFV2fP7Trkx71s6tB7HYvnQCOMCGEN4SkQ3gnwA3gfeB/ySEMDyvNkbRRfG0vYDHpXOeV+/iSSYsric93i/3uF3uUznL1JU0eK5la2gR3pvv8G2D6wySHBNSBkmHQzOnDO0+2pZAIRmGQFfnJCKkKmHiKi7JgGv5ABHhq2ZOrjO+rXedO/WIkSnJVcpmtsJq2mU17d43CK1EHxc33K0POTRz+kmOQrHbjLmcrxAIvD3b5kaxdvx7NsFxNWtTY2/P7tJNMlakAwJaaaamAqCTZPe9vg9bHuVF9vjOO8X0Z0MIeye+/0ngt0IIf19EfnLx/d8+n6ZF0cXwLLPFHzVP5HnOQn+SjYNqb9hvJtypRxhv6OgcgpAoTa40M1czMiVb2QAbPG92N7mar/J+ucd7811ypdlrxqQq4UaxwUbaow6WNzqXjiuErmarTIqSd2e7jN2cnsrY6HRZzXoQApUzx6miB9t39JoggUxSRAQ8jExJCAEIH/s9t5sRIQQqbxioHCse4z038nXyTvt6H7XtyLJrv+iVAc47QDzoh4HvW3z9i8D/TQwQUfRIz7L96KGZ43TBIC2OHz/KdT/tbnDLnHbC4sjM+RfDr+PxrOqC8WJ57TR4RrZkI+1SqJQmWKauZmIrYI8QYGYrpq6k8o7KO0QUxlt26zGJ0tTe8kG5d/yu+zO9q1TekjWLSiWlaZzh7dk2t6sDvnv1U6ym3Yf+LqkkzHxN5QyNs3gJ5CplLWl/5uT4yV4z5Zu7l+nrHBdC+1qqdumP9bR76rGF5/lvchrnOQYRgH8uIl8SkS8sjl0JIdwFWHy+fG6ti6IL4kl2bXtwzGGQFNyuD5mY6mO57qfdDe7Ba31Q7nFo5kxtfd/jywZ8/2Byi6GZUjtD4x0jWzFZfHxU7XGnaieiTW3NVya3GZuKsSm5VR7w3nyXjrQpJeMd2/WIt2fb3GnGTG3zsXGW2htE4Ere7if93myXvWYC3jNxJV+e3GJk5g/+Wt/Y2lRl3KvH1N6iUAQfGJo5iejj8RMfAloEFzwHZkauMkywGO9IgmLu6icaW3jWf5MndZ49iH8nhHBHRC4Dvykif3SaH1oEky8AvPHGG2fZvii6EE47W7xybeln5Q19nbOadhgkBTeKNSa2Qit1X677WWahP5gKcUnB7eqQG6zRT/KlExa3mxH7ZkpHZ7gQKEND6Rq260M20gGvFet0k4xb1QEazfVinbW0w8w3/P74A1zwrGcdkpBgcWigUAnXshVMsO18iKQgk4TaW96ebZOKxgbHH07u4oJjPe1iCTTOMGHG7xy+y+dWXrsvz380+XJq51xOV5i6mnmouVqs0ZWMsauofUOCJkjA+sCVxfhE5ZvjctuJqylU+kTpoRe9MsC59SBCCHcWn3eAXwO+B7gnItcAFp93lvzcz4UQ3gohvLW1tfUimxxFL6XTVLwc3bDrRQ7ch8BOPaZeBIu1tHs82evkjfBpK2kenOh1HIhc9dAJi3vNhBWVU0i7oY8X6KqEQqUUOuFqscKbnU3e7G7RTTLW0g4NlrGZUweDEPAB7tkRG2mfK/k6qWhSrempgv3mG5PM5rYGApvZgKGZY3D0dcHIVRjvcCFQO4sP9mOVXUfzHAwBrYStfMB3Dt7g9WKDjazHWtLFELA4FIrVpIsQuFeNuFUeEAKspV0uZyt8tnfticYOXnR107kECBHpicjg6Gvg3we+Avw68OOLp/048M/Oo31RdJGcZrb40Q27q9sB0lRpUknaiWMPeQf6LLPQl6VCHhaIjgSgn3aYu4q1pAMedpoJtbO8UVyipwuu5Cukohbv/D0TU5GIZk13qbwlEYUOipGdsdeM2TVT3p3vcrcZtnMaFma+oaMyCp2wknToS0HlG1xwCOC8524zonIOHziexXwUaL8+u8eHs13eK/fZaybUixSPCY5BWvBasc6VfJW1tMPYzkgkYStfIRHNh9U+JvinHlgWEe7WIz6oDjD+6c9zGueVYroC/JqIHLXhl0MI/5eI/EvgV0XkrwIfAj9yTu2LogvlcbPFjwZWV5MuO80YlCVBMXE1XZ0/dG2qQqes02O7HnGrGnKbIYOkQy4JIjx0e89b1ZCxKYFAqjSX0j6raRcl7aS1iakofUNHZwySgvWkx1Y6YLseUSQZlW2YuBIRxeW8T+MdH5YHbGUrCIqVpMAES+kauioj0ymu8ZSupnaGnWbCetrhSr5KX+XcqkdIEL4+2+HQzNirp9zsbrGW9ugnOZ/pX+GdcocEzWEzAwGFcKVYYacZs5UOmPmKyrXVXe+Xe2Q6YVjPGTclXx7d4ka+xpXOKt85eI1cpYs5EbPjVJMSxWf711DC8f7Vd+vDU5ernkzbvVFsHKfpztK5BIgQwrvAdy05vg98/4tvURS92o4HVnXC5WyFkZ0z9Y/OgVfOsN2MeH+2y9w3bGUDCPBHk9usp31udjaP0y8nF5gLBKyzbDcjctFspQPu1Ifcq8fcKNbxOmdsy3YguRqRiKYJliv5ChaHc4GdZszU1VzK+qylPQwWZwN3qiFraZegMzKlGZuSu/WI/UWlUukN1juUEvpJl5VFhdDVdMB2M+aemXAlW6GX5PybyS3ene9wORtwYGeIh6mfM/eGvk75jtXX2Eh7NMGyb6YoEXpJnw/KPTo6JRHNsJlzaKYUKuXQzdkKK9ytR9xc9JL2zBSNIyPlctan0AkhhHaPCGeeqFz1RVcwwctX5hpF0Sk8brLUg493VZvXB8iVZj3t0tP5I4PD0TtgHzyC8GG5hwmeVBSlbxi7kivJCsDxInKZ0tyrx+zZGblKaLxj38y5kg+onMVE4ANUAAAgAElEQVQGz9y3ezrPfbvz2oGZspIU7NdTLhcr3HJDds2UrkrpqgznHU6EQVpwaEu+a+WN42tuZiu8W+6xlvYoJGHXTBi5ko5K2Eh7bOUDQoDSNRQqZSUtFimzhkKnjMyM29WQS1kX167dwVY64EoxYEV323kNHua+ZitbaUtzXcOKLtgxEyauxAbf/j6uxgfHyM7bm3a+xmvFOj74+1J4JjhK19DLPr4V6qNu9uext0lcaiOKLpjHLY+x7PEDM2Mj7Z16POHo3WoQqBc3NIWicm11zrCZMnVt2epRmWXjLc4HtusRzjvWdMF62gUJrKc9kEDAY4Jl7tod1kywoGCQFAQCO/WIQdbur7Ce9Jn6ir1mjAThar7Kpewbax1dy9e4lPfZSgf0dMEsNKxnPb61d421tMfUVWxkvTYI2Snb9ZD353tMXdXOW/Dtuk2DNCdTKZv5gIyUlaxDExxzV3G7GnK7PiST5LgX1tEZE1exX08obYPznio4PAHjHfv1ZDE/4+GDyh2VPXG56tH1Tzrr9ZliDyKKTullWdTucamGhz0+983HZus+zNG71UwS5r5BpC0ZHdt2NdJUJccB6eRNarsa0dEJJmgcbR4/Ec075S6Ns6SSsLHY/6Cvc+pg6dDuvFa5ho/qA67na+Q6o/YNa0kP0TC2c25XQ751cONj7cx1ig2OK0k7CNx4yyTUmOC5Nx+18zyaio7O0CJMXYVxliCgtJCiACGXBIvlTjWkUBkhwNVilRBoZ2M7QwVcyVb50uh9HIHKOfJEY71jNe3yYb3PQHUY2RL4xkD/g0tmDO3sictVz2NvkxggougUzmqJgydNFR1NYHtUquF5pCKO3q2uph00isYb5iHQ1Vk7GQyNZs6tckhXZ7zZ2aT2htv1EPFQOkMTKrQIeMGK42axicXzUbXPsJnTUQkeyHXKXj1hPenRkQzjHcYbuipHEBpvEGA97ZNL8rF2riYdduoxA1UAAUdgQ/dZT3vsmil1sFzvrqNFsVePIbTtq4PljWIDi0cD+82Uns5Roqis4XZ1QK4Tckn40FUkoshVxlY+4Eq2woHRHOo5HujphAzdpq6SjGE95f1y73jl2Qf/Xdd58pv9w4LNWb5JiQEiik7hLAYIHxd0Hva4II989/k8JlMdvVvNlOb1Yp3tasyhmzHQBZlKSEhIlUIIBNplJQ7MrK32cSXQYWTnOO/RSrierfFad4PdxezikMLctjOZR6ZkLe2QKMXlYoWhndPTGV2Vo5RiKu3aSe2g7wQpv3HTXU96jNOSFV0wMxW7rqH0DSu6QzdJ0GrA62qDJjgQSNB8ON/DBc9G0mMzHbBjRpTOkChFplK0KLp5RuUMPgQmrmYeKox1ZJJy0EzYaaYggdc7mxjXUAXLoWvbrZRwYGb8y+G79JOMVBLW0x4rSYdDV2IW6SbjHZW3rCQF1zvrp3qz8aL3NokBIopO4SwGCJ82VWSCPy5vXPbu83mlIo7q7RtvWc06fFtxjbmtqYMFhMvZCoVOaLxt93bO+lwv1tlpNJu54nW/we16yFa2wnra5b35LgdmhkLR0xnfuf4ae2bKH47vMPM1Wik2swGDpMteM2LuGl7L1rmar7CVr7BXT8hUehwsPyj3yHW7WN4g7bBtRuQqpZtkFCrjdjWio1IOwpQb+RpKKS7nA9aSLp5ARydUznFdbfCVyS0CnoNmxs3uJtv1hJ4u+PpsByVtL8dax9SO8LWwmXbpSMbMNWxXIy4XK1zPu6wnPW7VQ/abKVfzFa7rVSau4ncP3+VyPuCNziYH9ZS7zYhcUtbTLod2zsAUXM1Wn/pv6azEABFFp3AWSxw8barIBs/VR6QanjUVsazefmrbnP4H5T6paDbzASLhuE1zV5PKKqLkuIy2waBE09c5O82Ee9WIXDImbs5OPaZxlrW0y5VilevFKop20HorH1DohJ16TCfJCcHzu8N3sMFxs3OZW/WQxjkOzJRLWZ9PdTaZpxWf7lxmaGbMbE3lZmzlfToqZ+pq3q/2+fbedbKkoFSWns4YpB2mpuK9ao+VtMPc1jTe8vuTD+mpDsHDu/UufcnYyNuNfUZ2zmuddUBYz/qU1ZBDN2c8K9tZ0cowdw0rSYGIoJTCOU8iigMzYz3tcas+YLs+RAeN62xwrVjjo+qAQdLhZnfzqf+ezkIMEFF0CmcxQPi4oPOoxx+XanjY46cZaF/Wc0lVuyLp9WK9neiFYqdu90BoXFvl9H65R1fnrCZdrix2btvIBuzUY6amJCNh6KZo0VzJB+yZthLqm3qXsSGQqkASNBNTcjlb4VOdTb42v8dBM0FQbKQd3iv32TAdOjojE81BM+FGsUYdLCZYPJ5LaQ8rnpkzzJxlPekwDhX36jFXOqtcSns4At57dpsxB82Uma1ofFuu2pOcuSsZmUm7aqtKqb3BExAlWOspk3bv68Y7NIpcJXR1RkdljO2cdd0jO9qu1Hu89xy6itLd4m51SF910FoYuhmqgqlv2GnG/En7Jjc7m0tXkT0PMUBE0Sk87F05PNls2JMeF3Sed1A66hmEEJi5mtI3fMQBn+1dve+GtKzncnLtop1mfHwzv10e0gTHtWK9TT95w0flPloUFseNYoOuzhjLHEdAENaSLoXS7IUJQRJypdk80etwfGOznJ7KKYqEO+Uhd+sxWgmVM8x8TU5CjeWd2U77+tMu292WsXrumRGpKHR+iUwpAoFv6V5h7ht2qzFfmrzHh9U+B/WMJhhSrdEIc9ewX88J4rmcDgiJJ0hBIQlJUOy5KcrBIO3SOEMqiq5OUUoYu5LNdIXSVaRKE0LAec+em5FLgg+B0re9jNwn5C7nnhuxlfW5kq1gg+PLk1t8bvDaSxEkYoCIolN68F35s1Y2PS4V9LyrVoZ2RgiBoZ2TKsVAF8x9w9uzbT43eP34vMt6LjPfkKAY2TkmOCZNRS4JI1vyLf0rDJKCOsnZrcfsNRO6OlssKyHHKRcfAlfVKjNfMXMGhSIJiu16TKbSdvE9nzGxFR+W+7w732Vq2+U6eklBCA7xKXfcASNTkWrNJd2ncpYqNNTWICimviZB4b1nP5RtFVO2iiPwW/tfxXnPe+UOglCIZt9M2a0nZEqjlUAQgm+LdA+lZBYM15RmkOUEB/eqMatpQSYZEztHiSJRmsOm3dvhm7uX+cPZHTJRbbWUN6zqDlopDus5WhQHzYyuTxmFEg9opfi0Usxdw8SWfGn0Ht+7/i3nujc4xAARRU/teVQ2PW2q6Gk03jJzNalSx23tqnZ56pNtXtZzsd5RB0uqNau6oKtT5tawkhb0dQ5ArlIylXK9WOPQluyZCSFA4ww7ZkJtTTuDOynwAfpJQRUsmJJ7MmK7GoEIN/I1xrZEi7BvpvSTAu0Nq2mPkZ2xU0/wIdBRfYZ2xrRq12waJB0Unso1HJo5ibTLl89Mzb+ub/F6cYlcKfaaGbvNhJ7OKV3NxJWE4JlaQ4oiTVIaHF0lrKVdrA9UrsGFgAh8W+8qH1WHfFjtIiJcylbo6bxdYkQCZTD8qbVvQqt2bOYSK3zXypt8dXqbma3phxzJA7W3eOfoqYK+LrhbDRkkBSuq4MCVZ7pT3GnFABFFT+k8lj54FplKKH3DQH9j9zgbPD2V3TeDd1nPZTNf4bCZIkFAQIIghOMAEkJgZEreme8wsxUb2QAVhLvNCAJspj0kU/zh5A65yiB4goIV3WE1KTB49pvp8byETGuuqBVuV0PmtqajUgRofCAjJU8161mPO9WQcjE7ufaeN7sbbGYD/ni+zb3qkMvZKloUfZ1zuzrABEeqNN5bDly7bpP1HofHE0AJiQjWCzWOQzunr3N88DTespb2WNFdPqU1JgQOzZRRM+ddV7Oa9trVcnH0kg6f7V8FOJ7V/kZ3g4HOeb/ao7RtaezIzElFczlbJUhgampGzAkBDs0cQc514DoGiCh6Si9685ZntZ70+IgD5r5dAdWGdtmLtbT3sTY/2HNp/B7Xi3XGtqQKhkwSrhfrlM4wsTUjM6OjMoyzmBAIIbBvpnRVxsiUfK06IFdJuybSYvC2q3K6OmMzX2nXbXKWD6t93i33sN7QTYp2YpxIm7u3lkGSc5chBBCETtJOpttvxthgODRzQgIaRU93yZOUyrU9p9LW9JOcEASlNHMzQ0s7TqAQBFChTQsVOiGXlI7OSURzKeuTSUohKbVv0KKZ+hl3yiF7ZooSxbf2NcZbjHbcrYa82bkEQO0st6sDStcwSAv6psNH5bBd/jzp0gTHoZ2yqjrc8UMGaYdv615FCbw3b7fEWbZy7ovwcv4lR9EF8DwHkU+7jMezLPdR6JTP9q7y9mybsavoqYy1tIcgj9xwpnLtjfdoeYytrP399uoJhtBu5IDgxNPROZ0kJ1WaAzOjKxnvzHdBCSmaXpKzayco4IrWVN6wb6Zspn1Gds6t6oDKNkydIdFtuzazPlvZJlViUCLsNWOM97wz32FqKyauxDjPp7qX2Eh73K0OscHR0QkH9RQvgb4qcMoxtu36TNY7tGi884vF9oRcUrQWVNBo2vkdzjryvGAlKdAkzFzNTjMm4Jn5dkhdidBRGRNXY4JjtlhCfbseEQhkSnMlW+GP5zt89fADDIZEFDNb0lUdOjrh0JTs+nYOxrf3rtFPCma2LSQYmhk3irXnNnv/ScQAEUVP6XkNIp92sPvB501dzTuzHRRCphM2swFXs9VHXn817fK5weunDjJH1xzoYjHz1zAuS6x3pCrler7GdnNIIoqtbEAm7RpNc1djvGPHjUiUIAh7boqxhrGt2i1FneFats7ElNjcM3MVB82UXKd0lMYG2G4O6aqcD8oDPt27RCqajs4YmQl35gdYAlog04qRLemZOW3fQhi7ilwpNrM+xnkc7UJ7QjtjemwrpqGhnxQIbXucc/SSHIOnl+T00oyNrMeBKdnK+mw3I3zwi9+xYeRKvA8o1abd9u2UFbqsOMOumXA9X8UHGLmKrXzA3XLEdlPThPbnJ95wRfX5TP8qu3UbeHabdrG/sSnp6JTt+pBUaVaT7vHGRS9qNnUMEFH0DJ7HIPJpBruP9pOe2HZ5aYVi6koab1nRXfo6517Vruh6s7P58P0d6hG7ZoIAm9ngsT2Q7XrEoZmDBJQSCO3SGIkobnYvU+iErsupvWFkSlbTDrU3dJOcb+ld5XcO3+VWeUAimt16ShMaCslYzToAzMKcSdXwUXnAxFUE2t3cymBx3pGIovQ1ryUbfEvvKrerA67mq+xUY1azDnNXs5Z2UWiGZs5XJ3dQCLlKqINlHgLDesYg7bCWdNEkWPH0kgwXumyEHg64V49RIjQhMPeWa8Uqn+puMXXVIo1WYbzlaj7gwJR8UO6TicZYjxJogqU0DSZ1XCp67QKHtD3LHTMhVYqxKWlC3fYokjXKpAEE4wwzW3E5W2HmKua2JkkUe2bCdbVOL8nxeG5VB2SLvTOAF5JuigEiipZ4kSu3Pmqw++imfrs6YL+ZkYiQ65TdZoILDiUKoy2Zbvd+rlz9sXeYxxv/zHeZu4atdECmkuOAci1fZe6bj/2uIzPnDyYfkYqmp7PjfH9Xt3n9O/UBpTNohNJZtJJ2wb5yyKEp2Uj7HDQTprbCBE+hNePGUuMIxnM1X2VqDR2dU9qSua/ZLkekKmUj69J4w44t2a+n2BBYTQr27ZS1pJ19vZH1uFdPSESY2ppUaXbrCatJwdw1OBzGO7QIs8pwtVhhLU15LV+nqzL+eL7DnXLI2M7wIaCkHfgeuTkzW/PlyUesJR06Osc6w44rWUk6OO/wznPgKhBIpd0326qAiMLjKXTGZjbABIcJlkLanmHlLLlKKHSbrrqS9piomsY7LndXmNqcflpQqJR+UjCyFdc7621gtnN0UFwtVu/bqCku1hdFL9BZrdz6sGsdmjn3vKGrczoqXUykqhHkOJXRT3J2qhGzYLmeFKCgbAyraYdqUYGUiGLmam5Xw49tFDQyM4L35Cph7Co2dZ+uzhmbGWNbcqNYu+937emM3xt9yMSWJEpx2EwXKZuEiau5kqy2i/Hh0WgGquBWM2JoZ4uVVAe8U26TqISB7nBgZ4xNjQ8e5z0uyRiZirWsQ4Linm9wrp1IN3VzpmXZDhojWBxTV/H1cofgA8N6ztTViAjf3L3CH03vUHuL9ZYiSWjEkYomeEXAYYOjrwsaZ7nl9kmV5lp/jUGSMzZzbPDUvsEBtWhU0Az9jFwneJVhlKWT5PSlywfzfSa+AgU5CRrBSmBsKwrJsLmlqwu+dXCdq9lqO0YVhAaLBNCiUdLOnJ7amuBDGzCShFQU14s1muDa3fSSPlPfoBAOzYw0aGrMfUUFZ51uihsGRdEDTqZ8RIRMJce53+fpOL+fFGgUE1vx1ekdJqZCo/AEhmZOHSyZJHTSnARhaGYUoa2gMt6TL6qCZr5m2MzQqOONgt6ebRMIhHb+Fx2VkijFfjNlaGa8M99hv5niA8e/awiB3xt9iMexmfbZqSZ8UO3jvedWecCd6pCvzG8z94YV3S6x/V69y0bS5VLS53pnDcRTqIRCabo6w3jLPDRIEPpJznrSRQF7zYRb1T4dSVjPuyDgvWK+GKcodMalfIAQqIzho3rInpnQVRkpip1mTEfnrKZd7GLDHus9BKiCoQ4GRLAh4GhXc92rx3xtuo3zniJJ0SgcbeXTPBgcjkwnXEr7eBE20wFKJYzMjKGb4axDAASsalNvHZUtSmxX+XR3izeLS8djVOtpj6mt6SQ5V7NVKmfxLnA169MEQ+MtCZqJr5i6mteLdV7vXCJT7UD5Vya3+Mr0DqWvuVqsUeg2ODxug6HnIfYgomjhKK30/nyXvi7abSxP/M/4vOc3nAxEmdK8M9tBi1AHw+vFOrvNBIUwNCVdnbb1+Klnux6hULjQ5r8zUTTOslOP6ScdNrNBe7OXBAjtMhkhcGjnhBAQ2p7G9WKtzdeLZqcZH6/OOnM1JlhWkw4HZkZf51g8e2bGPDQQhFEz5Y+dIfSvsZn16fgU411b0ERb7puSMLcN75W7KIHNpN3Rrvbt1qO3qgNEFIko+lmHKjgE1abOUIQQqLxFbE3wHoLQTwr6aTvb+s3OFh9VuwQCg6QgESFRip1yxNiUuOAXixsGkkyzkuZMTMnYVXTsDIKgUUx9RY2lQJOiMThWdIJWCXVoFntSNGRJykoIjP2c2loGaZf1tEMiChs8q1mHb+5uMkg7x8u1D+0MEbhRbIC0W5/OgyFB0CKsJn32mgmF0qQkDHTB0MyBwFdnd3gtX2ctWUEQtpsJ39S7cvz38yJKql94gBCR14FfAq4CHvi5EML/ICJ/D/hrwO7iqX83hPAbL7p90SfTybTSQBfUwd530zyL/xkfHHsw3pFLig2eENobvPOeQqUY71Gi2G9m9HTORtLuZ7zfTLAhcLcZ03hHL8/uu0ZHZRzadlZxLikzXzFqZjgcpe8ySDqsZB0CgXfmOxQ65f35Ln7RMxk2U0aupLIN89BQO0tf5wyk296MmxEKGJk5d/0YHzyDtOBeNeZr823uVEMEhQrCjBpvA2mSMLP/P3tvFmNZkt73/SLirHfJ5WbWXtXbcIbDVSY5JAWOXgzBMsUXSi+ybEMiLAH0gwVYgPRA2E8yIcAmbFk2IBimKQMyIFuGLBrmgyx7YEuw5THpGZLDWTjTPd3VXWvuefezxeaHOJmdVZVVXVWdVVnVc36Fi8y6ee+550SejC/iW/5fTWE1gyhGe8+WnlA7g3aGpS+DMJ7TrAAKiJB8f7nLFwYX6asYIWBfT7majJipAu0dW/WYgypUb3tv0VistwgHxlkioeiplMYbxqZgr5pRGE2EJEaxoMYDfRJ6IsETXFVjsyQXEQaPjAUWx2rcx3iP9g4pQsV1JtMgXujMqW7KxlmuZuu8k19kX89DdpLTXE3XEG3b1VQqGu+4WxzwI4MrKCHRznIxHZKaiHvVhL7KONALCldzLRtRWf3C4hDnsYMwwN/w3v+BEGII/L4Q4ivtz/5z7/1/eg7n1PEDzsnV/FrSY7ee4fFM9JKR6L+Q1o6JjFjYUGS2XU8pjSZXCZlK2G1mrEY9DsyMVMZsxAPeW27TUwmrUc4gyhlGYUKa24pr2RrjZvmIYeurlHvVhAvpgOvZOjvNjN1mznrUIxUR7wwuslfPmOoS7Q21/dgoLVzFzASJibmpmegFK3GfyhoQDm0Uh3rBXJd8rncJXMVuM+Xm7jY7zZyDeon1Do8PWT5Gh/MXCiMskRRsRAN29Zzb1ZgeKaWpaLDUBGXV2mkip+iTkiC5V4Zq6FXZoxaWUuqwszEV94oxhWmYUxEhiVBEKCqv6alwXVNbBpech4kp0DgSIiyWUA0BETEVhjfTTZSX3K4PEHGPi8mQVMXc44DC1Ex1QU/FrKqMS8kab+ebeBEqoEMP60cz02ZNST9JSGXEjWwjNEBCoISkrzKkEGyonO8t7rPm+iglGaV9UhEzMn0+Kve5Ux3QVwlvZBtIIV5osPqlGwjv/Raw1X4/F0J8F7j25Hd1dLxYTq7mUxlzMV1h0hTMbcWmGL6Q1o49mfD+cpfK1OQiRUSC7WbGF+LLREIwNyWrcZ9MxnjhWUt6/PDg8gPnsV0dFWMFw3anHLPQoZ5gMxnSUwnXs/WgE0RYwW6mQxQCh2clypnpEuMLtqs5K3HGZjKg8ZbCNKwlOXfKfRauJlGhWc/EluA8mYxwxrNt5uRRytVkna16ws3lGEtoaFQ6jfDQeE0exRhrGOsKIQTrSc6deoL1jp5IWOqGMSUO13aJDi6GEoujYEOsMDc1lxDsmikDl+K8ZW6K4N4SnhqNxxMj6auUfpSxNBWltRyYfYYyR0UyVD8DCs+MkhRFgsTisBiup+v0VcogTo/blRa2Yi0asDQVtTNsJD3SKGE9GbASZcQqAgSbcZ89PefNbPTA7zsWilwmNC4EoYcyDbGSNq02EpKpqZibmp5Mabxm3lTcqw5bg5+yEoeeEQ/vZl9UsPpcYxBCiLeAnwJ+D/gy8NeEEH8Z+DphlzE+v7Pr+EHiYdmMVMasJ302xJAr6YvJEilcw7V0jQ/cHg5HX2V8Puqjvcb6GId/oKYhkRHOuweOMTEl1hnuVodBGM8ZlITa2eN2oIMoCwJ97aQy1RXvLbYRwhOjGOslDseVbDVIY7iCua45bJasxz1GyZDNeMjXpje5VxyyEg94p3eBhasQAkZRn1zE3K0PeW++TRKFPtHzpkR7x34TKqdTmbJ0BZ6GUTzAOI0SinFTULgag6cJikjHHGXRaGDua5QNfaVLZ5jKCtNKbhS2oTIOTejPUNCQEtJyj8Zvo+0CFzKgIBExxlsk4PAoBAkRHoF1jmGccy1fJ5UxS12xmfSxzrEW50gkq3HK/WqKdpb7zZgL6QoXkxVSqTg0y1NlWIZxFtqkmpKFq1lNejTWIERwMS5MyTDK+Hz/Mt+Y36KnElISdusZSka807tALNQD98CL1P86NwMhhBgA/wT46977mRDivwJ+nVC4/+vAfwb8lVPe96vArwK88cYbL++EOz7TvIiGQJ9US9E4wyBKuZKu4nAkImQQVT7iYrKCFPLBRvftOdbOUJiavXrOd5ZbXE6GKCEpbYMTBGlpYfACqlb+oWyakM3kHDt6TmlqjPds1zO2qjGX0lUSGbdpoDHWGRa2ZCXOSITk0CzZjFeorEEKz1jPmdoqxAec4n4zJhMp1nsKU6EQjG3BUldoQrOdxlgMJlQ565IDbVmP8jDeGMxDxgHAnfjqMSx9jdKKlSgU57232CKLEpQP77R4HKElam0NY7dkqHKSJOJaOqJwDbU39EWKiz3TpiRBtZ8riIlZi3rsNXO+wGVyEbMa9yhshUQhlWQUB12mrWaM9paeT8hVQoNFCI/2ls1k+EBb2IWp2dcL1toeD2/lm9wuD9ipZyxtRVMZVqMegyg71rz6Qu8y+82cwtdIofixwTUab16q/te5pLkKIWKCcfiH3vvfBvDe73jvrffeAf8N8HOnvdd7/5ve+y9577904cKFl3fSHZ9pjlISpZCUTiOF/FR+3aMgpfPuOOV0qw6FaUcc7VpWox7aufDH72xwyTj7iD5SpmJGcZ/9ZsFYl+w2Qcqh8ZalbTjUS7S2fFju0Y9SMhFjnOO95RYrKguB3mKHsV6SiAgpBIlQZDJit5mzr2ccNAsOmwV4yFXMfrPko/KA2oT2oBvxEINjZksWJshMzF1NYx0Ih8fS2CDUt2yqkIqLbdsAOUS7rympMBimpgZECAB/wnTkW7dYYw3jpsC29QuLpmLclFS+IW5l9xQKQ+gyl6mIK9kqq3GOdiHa4KwLmUTHnylIiFmP+0jE8e9iI+2Tioj1eMAwzriSriIR7OkFAsmFdAUroDKayjbs13MaZ7mcrB7fTxNdsq8XbCYD1qIc5x23ywPuV2M8noFMWYv6KKHYiIdtRbdhPe7xVm+TS2no6W29RQlJ4yyNM3jvaVol2ydpaX0aziOLSQB/H/iu9/7vnHj+ShufAPjzwLdf9rl1/GBzlr0XnkY+oyeT4zqFCElp9HEXtvWoF3YfzYO7j8I1ISCtC0pXM1ApRat9JKRkT0+5mK0yaCW9565kReYUrmFuKyyemS7Y93MuJWtoDImMyaXksFqQRjG5SnDCcyFeQTvLnWqfxhq8h6TtuuYsoYObUhgXdJQ8jkRFaF9RaIPGUrVOIwvUhJz9rA0hRyhKGhovyYhZUD92PGPAYIhRLH2J9zAwPfoqb4vcPM6HnUNGjEcQE2FxLHxF4ywzW3E9X+f9mWar2SNSigE5BTUJKlSKC0AI3so38SKk2Q5VxNv55rHe1k4zY7ceM5R5KGR0Nc57IiF5I9/giycWFuF3PaEfJQ/cCzv1FIngRv5xnGJpa2a2JJEK4cP/902QWL+UrlB7g3WeG1nYCZ1FE6lP4jxcTManzrAAACAASURBVF8G/hLwLSHEN9rn/gPg3xRC/CsEF9NHwL97DufW0XEmnCaf4bxnqx63qz+onGYzHhy3/xRC8OP966Qyfmwl99FxF22a6MyUpDIikTFvpBv8/vRWSNH0Ho2ltIahTPnW7C4zUzIxC4wNzT83oyEzsySVMZmISKNgiC6kQwpXcz3b5Pcm3w9NdFTCYbOkcA14R08l1DbEQDbjAUOVMTFBowkUUnhSH6ExuDZDqGnHQWMISkyePjEIQYPmcSVfCshJUIQ2phaHAHzbwyFXKV43LAgxCBnK2LBYBoSdFK04YOU0UgneGlxk0VTU0iB0MD610VjpUEIwMQXX3frxOdyvJ2Qy5lKyQiYSJIrvLbYxwjJUOe/0No77Ypx2L0gEd8tDDnTYnX2w3MXhODRLMpVwJV1nIGOmtuRKuoYQgm/N7pCJmAvpECkF1oUA+FgXpOrlTN3nkcX0L6H9DT5IV/PQ8cy8TM2kZzmHh4PetdPcr8btaj3mXjWhcZpr+TrDeBUIE0nhGgrXkEiF87Cr52hvwAeF0lRFLEx9bBicdUGzqS1su5gM6ccZldfEImIU9/neYovC1MHv3yzYamaItnAukpJEKL7Qv4z3sKOnGO/pyZjvLe6zU89QQnK/mRB7xSjO2WpmjKspCTGRgkMKDpolTsAb2TqNG5OrhN1qerx7OIknTMgAktChbmGr1oH0KBZISEhQTAiV4goJniBeiEGhyIhb8+HbYwsSFSrHa29IPBxUc0bpkIGMiRBY4Gq+xvdn28xpGKiMa+kaC1fz/4zf5/vFLj+39g7XsnUu5EO+Nb973NVOSkh9RO007y52+JGVq0RCsV1PSVV0fD9UzrBbTZiaCu0Nc13yx8v7jJI+V9M1rHd8UGxzNVlnLemRqZi38k0aa6hd2FVKFBeTAd577lQHvNXbfOEyMNBVUne8xrxMzaSHP/fIIHgIctXe4XEIJDNVcjld5VAvjwPKN4s9FrbmcrrK1JTMTMFAptwtxwyiDO2D3EIqY1IVIbxgT8+Dv97ULG3D3eqQn197h/v1BO0sM7PEOEfhKpSIMeU+f2r0eYx3JFIRCxXcFM2chJilrVjahh4JU1Pwkd6nFycMZEJpNW/1NrgcbXBfT9hpghop3gOCvkiphOH9Yo/CNSENVYSagZUoC3UUpmGrnCAkeOcoaChxp46hBXpIUiKM88RESDSy/dnJdykImkpC0PMJiYgofXArJSJm4QtkewSFIiemoKJAsyY82lpqpXHekaiYDMWBLnB41qMc6wWVt6zJnLU4J1IK4QXWO7aroC9lCsdUl/zR7DbvLrfaHhiKBoNzFrzkfjnhG9OP6Ec5P7P6FhtJH+0t+/WM3XpG7YOU+FgX5DLlsFnw/eUuF+IhS19xUC/5C1d/9vi6h3FG3ycPBKDvlmP6Knmi6/Is6QxEx2vLWfSEhmfbhTxslD4s99mqJ1xPR/RVgsYGF4AMAeV3l9s0LshFD1XGVj1hFA9orOHQGr6zuM87vU1WopxIRpROs06PW+UBdVu5vBr1yGWM8pL3ljsUtqYnI2yUsV1NSFXC9WSdNEpDC1GVcKs8YLeesVfPWZqa+2bCTjPBOs+yqVlQ4YDMJwghGEQ5u/UipI16zygZMGvCRHa3PGBhaqamRGNoaEiJKb2mR5CiliKs6rMooXGae/WEmsenXiqgwZIKS6oka/SZmwqDf8Sk9EjIVRqCxnEfLR3KBo2neVMCkgyJAwwWg6UhZOBoYyljjW48Q5VhvMVEntpptNEsdEWuQvW5c46tespOPWUt6ocgsDe8X2yjreNqto5og+mVC1XXPZVQO5ibikOz4L3FNhezVYx3/Pza22ymQyKpWNgabQ336jHvL3cZqR4ZEXfqA2qvuZKs0ktylrY5row+LbOucDVvZBsPjM9nMs214/XlVXDrwNn0hH7WXcjDRmmuSwYypXRBcdU7KEzNd/RdrmcjNuMBpWvQmWVqC3KR4AgrySM5aeuDyNzcVlxLR+w0MyamYK5LKtdwq9xnLenzRjrisFnQUykb2ZBYR6FlpbPMdMmKlNytDtkqp9SuQRBE+bbrGQtd0VjDgV1S0VDjUcC2HuP9Gjd6isY67pUHXErXKE3DvpmzV825X09paKhb378DHA0ZYeLzlUMIgcZhvAUv0NjHxhROqrTmMsG3dQwKSfOQQ0oSZDakB+stxjuUV2QqIpYRJo7pNwkeqGho+HhSc8CYgoG2JDIG54hVDAJWoh539CHjekG/7SN9QIWwAo9jYpdB44keO+WMxmoqZ7iQhHiAMY66jWkY5zA0LBrJNhPe7m9Q2Zo/mN7mp1bf5NbygD+a32Y97hEJhXCw72dILxgmPTIV2r9uxP0HGgKdbEg1MSWlbdr2qnM20yFpe+8/bZqr846pKTnUTy862RmIjmfivNw6p3EWPaGfdRfyiFESEHmJ8ZbaGfabBR5HKiIqp4O6qHeM4j67zZRcxjTOIrCkIuJCtELpG0aqz6rscagXxxW3O26CdgYpJMYYdOKYm4q1Ni12aRsSFAfNAuMNN6J1vjW/y/cXO1zPR2hn2dczLBYpBeOmoCa4ZgRhFS/wbJsJq0XKhWQF7TyN02w3S3b1lJmukXiKh9b1YSIWFK4ilQqcRyEZ10saZ9FP2D1AqFeICS6wPEpxeDIUIc/qY0IldY1znrUo53IWdIvKpsYjWI8HaGvZs1Oq9p0nDVOFI8awIkNjoEyKEFD3FYXVCIIx64mExus2qB5QSJQKNQzee2qjGbMgUxFj78M4OiioiIlYbyf7e/WUz+UX2NET/mAW+nP3RUppNLvNASsqY6oNc18iG8mMgkOx4HP9izjvMf7jK8hUzDp9KqvpJwPWXZ/79YR75Zir2ToOx14T7pmbxR77esFBM+dALznQCw71kolecqgLpqZ4TJTn8XQGouOZOCu3zllwFsVtz7oLedgobcQD7tcTYqv4UO9TuRrh4c3eBQYqpXIhP76vEjaTFcbNEikF2jlupCNW0x6JjBhGOVNd8FG5z6rqcTlbZadOyFRKX0bs6TnfW9wPonTVlDd7F5iagtI2pEIyTHrcKQ7ZrqbEMhTNHeqCpW3CCtmG4G3TGocEgUACEofhTnlI40KbzX29YKeZ4p3HOMvpOSVQtFNxZCSxjOhFCXWjmbBs6xp4TAQCFIKLapUGQyYjlBJY44ngAdMiAI3HUbNqczaSPl6A9Z7GaqQPFdDiOHrxIOFZj/eO2htiI7m53GUlydlMemgbs6fDbiFBUR+LhEDWKuZqZ4gQOBGyptZUj2lcUdcNDRqQpKR4H4zKQtd83++hhGCgcsCzkQ7YqqbUVnNgHYmSNI1lLjSJLbjciu7drydcTFa4Wx0y1ksO9JKbxS6Hbd+OYAAWjM0yuKNekGvpiM5AdDwTZ+HWOSvOoif0s+5CHjZKq3GP++WY7WYaXEgyJhKSnXoGgMeHIrlqQulqKqu5kW5QW02qYua2oicT7ldjZrqkdpo5JbmJWUsGTJoF+3rOuC5YiXt4a7lZjfmo2CVXCRNTcjlf5XMy4t1yj/vllF4UU9iGSbNkbhuMN6FRDR9P2B6PwrX/PCXNseTG3NQsbFBAMieE8x5HjcE50I1FIdCtEZLt4+SKvkdERkRMzEqcsVVN2W+W4ILchUSQ4I9TYo/Wu31yiAS3qzG/sPZD/Ej/Ku8td/ju4h5TW2FOMQ6019tg2LETVkSP0jZBQhyPdo65a2h8SJ59uJJ7gUG7OTkpEDFpSoiCIalsQz/KsM6SekflNXMrAc9qFD5nqHImzZJr2Rq1aJi3LWIXrgQbMtumTc09fcgfl9v8s4NvUnmN8U8e78cRCcla1GM97jOK+6xHPUbJgM14wEYyYDMeshH3GcUDNvlbT3fM5zqTjh9YzsKtc5Z82uK2Z92FPGyUpJD04gykoCxqDsyS1SgLRtM2OO8ovAmSEk6xonqUVnMxHWK841Kywu3ykJ16Tq4UP9y7zPvFLt+e3UF7g5IJO/UhA9njQC+4X04pXIW1HgSkQnK3OERbQ0+lDOKE7Woeag1ETGkaDt3seEV/kqMUVEGoGRBAKiP27QKgrXh+8mQVAxkxiUywTrNEtzUKgYf3Hg6LIKKiZkfDSpwx0UtSEePaSmv7kBvE0tY8GE8tNTfLfd7IRxw0c6b1kinlY8xDwAAKR+MtAkEsYaua4b1DtLKFi8dETBxhB1Kj0V5T6Yq51Qjv0MDMF21cxrOwNXvWkzQJkZIhnddbSqef2bVzRCZjhiojVwl9mTCMMoZRRiZirmXrvJVvsJ4M+GL/CkOVEeqQz47OQHQ8Ey9Cs+g8eZ5dyEmjtFVPQnZKMeZeNQ0NZjzc5YCr+QjpJReTIe/0P5aFadq4Qk8mfFTus9WMyURMX6bsNjMkkoOmoEHjzZKpq5i7iiUNtbUMopRKNixcgyBiUdcYZxhGORNTMNNht7E0NXNXHsccBPK41uDktN8jJkXgfWgKFLVicJV/fGXzSTQG6UIzH2cF1hvqVijwYQyeEk1ChLTgREgNjlRMbhIWx5GEBymoKX3DtF6ineNOsc9uPWPC8onG4Yig5eSpvKYyzXFtgcIxfUK8RBMC8h7aQLhm5iZPnO4b6tO8XcccBekVklQGSfaeTLiarrKRDPny6PM458iilBvpiHvVIft6QW0bNpMhkVAUruFissL1bJ3SaVai/ClG4dnpDETHM3EWbp2z4tNmU1VWs11P2dNzBLCZDD8xxfXk5/Vkwvfm2/zu+AMsllQqcvps11Pu1IfsNQtGcZ/ClQyilNU4J5UxsVDcrcbs1nMKW3O/nFD6htpqRvEA5x29KKFqGkQkkBrmruJAL4mQTM2SGEWFZo6lxhLVEb06RhF89r7ttbwm+yycYkmJQtJDsnxotZyjiGWEQFIbTSZjrDvqjvDkla8K7YBwwtN4x1BmLO3y1HeFXgtBJ0khqNEIL+irFG2DLz+Uw7nj+MYRIW3V49Dc14coaKf3p8MAJebYbIXdk3mq95+c6580GqJ9xCjWo9CMaaILhIf1pE8mYvaaeShupGqLBHP6MuwQbqQbvN3bpC8TStdwUC+YNxUzU7CmcnZ1yXY95WK8ynrS40AvWYt65FHyhLP6dHQGouOZ+TRunaNJdm4qStuQy+RYAvnhiflJBuBpsqkqq9lupuw3czxwIR5yOV09bgd5q9wPRUttYdpOFcT0TkpsHx3n/eU2fzi7DXguJauMkj736yk3l7tM9BJk6H2gHExsjcARe0Vhaz4s9pjqikgqrqZr9FXCH85uk4iIqS74YLHNbjMni1L25Jw0ipBeMLMV63GPxlp29JyaBlr/fNQ6R6p2ihMYymMXjUN4j8FROU3T1i2bhzz1R8HqGot1ggiPwbBwQUdJIEnamoLTCJN06H+diYTKW6aupGl/9vAiOpibEO9ogHURVFFd6+gKXd2qVpjjUVz7kG0KrXts5OFRwur/xfZvDuMhgsH1ihzFxFo0nlI3TNwCiURIj3QyxKecZ+ZKEhmzq6ekVRT0sGSY9KWAw2YOqeNqus43F3f5yO0iucQgSrlXT/jJ5PoLu6bOQHS8NI4mdY9nrksQMGv1eyqrH5ncn2QAPimbqrKaj8p9pnoZcu2FZ7ueMjclwzjnfjnmXn1ITyWs+B4rUY6SknvlAXNbcSEZQttf4V51yM1ij6FKyVTEVjPjO8t7XE3XKFyFwzOvS2oMM12Ty4ilbVAy4pqKWdiaP57f5WdW32a7mnKz3GcU9Vj4krv1IVttxtCsKWhUg9YWaSXDLA8xhLa5jcBTtWOp8egT69kjcQkbcnao0ERE1DSt+PWjE7YH6ta/HqGJiY4NhmtdUfJYf/VBIoJrKiMhFgnaW5xzaDQRYSJPURQnPtXBsRyfB6x3LExBQY3DMyDDtebiSdTP6c9/0QQj7KkJBY7aGuYEg1m1O6QMhfeWEksEjK1DIkltTM/ETGTJrClxcXjPpFmAgA+WByRySiYl2sKhmTNIUjaTAYVrWKX3Qq6pMxAdL42jSX2iCxIZEUtF44P+0HrceyBV9kkGYJ0+d6sxCkhkzGrUC4VTJ7KpxmZJZWt6KiWWwaeuveNOdciGHTDWS7Sz1F5TS839KuS6KyGxzrBTTYIiqJTsNXMq13AhGQRXjKgwznJQzUlEjJIKg8d6aKxmbpcoFN46StewGoce17eKfYRSVLbmtikw3nO7PMQ6R4OhxlDY4EgxOFzlmEuJdQ7f6gY9CdPuFIKPO3RVK+HYf/7k94bJQKLoIwk10+GdD783IRgbg2MzGxAJxUyXLF1FdSzsTfvd6Vhgn+KBY1eUn3CWrw8ljpLFif9bwFK28Q4B7X7QkQC7zYTDZsFteYjxho10SE+lHDTzNmV5iQCKNrX3i8MrrMV9bCv9/aLoDETHS+MoRbbxJihsEvy1QVjuwVTZx6XTTkxJZTXxke8bd9yDWQqODUrjgn85FR/n7pSmRiGYmZJeFGNIcC6kG5bWMDVlK5/dcCMfkSjFvXLMRC+prObbi3v0o5S5rvAWFqJmNcpprKFxmoWpW6kHhyJUxJZCs6EGQRwvKfAalq7kXjUnwjMzFQ5D0aqZqnZSVgimFEQu4qh/mOPjP9iHp4ST/w9ieB6BRJ3y2seRENI0DYJVeiyoWZ4SwD1yORVY3qt2j0Pf9jGB6cfxau4DXg4nr70BHJoBEucNH5R7aO+4lq6zp+dIBAtTMbcVayonj1PuNVO+O7vL2/1LbLzABJHOQHScmXTGJx3nZIqs8a7tJGaJRfRIquzj0mlL29BPBmymQ3brGbGPiIRgv5mzFveOs6mO3j+rC7wIxmVqS3oi9DoYRQMqZ5jbklLXbV9mz7VkjdJrvju7z8xW3KvHxK2bZe5rvAfrHPtmzsLUXElXyURE7UKnr0wkNN5Q0lDZhthGzKm4lK7idYlAsnA11mqMEBg0i3atflTZHIK5irjtkSyJsThiQBAdK6F+EgVV24Tn6UK5sxPRhhlPN4Gbp9qfdHwSDphQU3lDamPulvtcSlfYiPrcLkLnulTEeBHayTo82/WcXtTjF9ZfTLMgOKeOch2vDk/T+eysjrMe9WmcDe0ZnWFpaxpr6bWN3E92xTp67cOds3KZEIugenoxXUEKgfUei3sghtGTCZNmyUfFAR8sd/jOLEhQLG2D97DdzFBeoJ3lXjVhbMq2m1zDtxe3+b/H7/KN2UcYp1m4mjv1jF7bV2BsFnjnuZwM8cLTYEhFzIrK8d61OkPBix/E7QxTU2C9J1ERqUhYT4cYb0KKJx//IYYsmBjf7gAkUZuSKcjJnjowG7J23CcWuT2Obsp/uXzcWtVyqJfs10sWtqIfpURSoHyo6jbeIz1UWnOnOqAv4xeaQdjtID4DfJodwPNKZzz8mbU1n3ickymyJnYhi0kl5FFCTyaPdFA7LZ12fKIZvPfiuBgplQ9mHb1X7DA2BTNTUTuNFx7nLH84v8W1dJ3CNjhgRaVcTdbZ1zMWtuQbswnfnW0xNwUax77KiaQikZK9CgaJZRQPWMnzsK8Qjl0WJKrgsKqYUSIQ9IhbP33oghZLSeMMqVOM4h77zZyeytCmICN+oGGOaovFSpoQBCbGYli24dlnmfKfzzx0nBdxW2neYNmpZqS9mEOzpLENwyjccwbYTIcIYOn0sfrri6AzEK85n1Y873mkM077zHvVITeyjQf2pA8f50hraKwLnLdcTFYZxhk9mXDY6uEUpmbpGu5wyFv5xiOffVSoV1sTAncipFomIuKb8zv0VMJEF3y43GOilxzoGdaDRLKjp9TGkMm43bVoKqnYb+Zcy9fZr+d8dX6TiZkf5/GUVhNbSU7CtdURl9JV4ra3s7EOKWEQ5WjvqDDHOT/VcbgYamoqo1BesTQ1tQvKoGVrFo4Mw9Hkr1tXT0jNrB4Zg47PJkc1FBpDKhKcdNyvJtzINrhT7DGzFaO4z1qUo73lWjriUjJ4oTponYE4wasiY/0sPMsO4Gk6n8EnS2ec9pl9lXCgF1yPPm7TePI4U13wzfldKttwq9hjZmsa9yE/0b+GE4KBiql8SM2UAsa64P8b3+THhlfYTFaIheJOecha3CMREft6jmsF1ipv2Sn3iIXioJozdzXvFVtsVdPg1xcK7YJBcd7y7mKLN/MNrqSrTHTJzBZkTcI35nc41DPKtoDqqPCpwlKhuVUcEKuQhVWahr16TiojPjC7gD9F8iE4ahoMcz9DmNAA6Enum86184OLAnKZILxiECWsqh4ewSjpUbWZTFJIlrbmar7Gn1h9kwtJv8tiehm8SjLWz8LcVDRWowmT/Gqch45bD+0AHnd9o7h/rA9/UjpjFIfmNqcZy5O7jqmuuFsdMNUFM1uTyfi4k9bJ4/z+5EMO6gW3y338UYGuEPzh4hYb8QoSweV0hXt6TOUMtW3wQvLBco+xqZiagvWox1YxpkBztzxkqDK0t1jvcN4RCcF7yz1iCeO6YLueISHkpbeydBGCsrDs1FP6IkMoUF7wnt/htt5/oCjsZPhVA3f0PluHkzZbJ/R8dk/pwzk9YbSjIyCADfpczdYZm5LL6QqXs1VwAovhUrpKIiMupkM88MX+dVbjlF6UvlAdtM5AtLxsGevTVvPAYyt/H3eMiS5CIxVnmdmS5bwJyo3JkLWooHANjTNMdMFQZSFe4DRTXbKwNferCQiYNEuUUHyud4HVOOfd5TbgyWVCX6UPFLJV1vC18U3eXW6zU0+5mq/xuewiysNX9r4FCHoq5VK6wtVsjfW4z0ETZIqnpiSWEbU3CO85aJbM0opURtyq9umrlHGzZGpKpIBUxFTeUJoa70LQFwFFU1O1vYgFnp5KsN63lbzNYx0zNZ4ly7ZqbI4wECNpnsJbf1RU1tFxlkhgSIqQgtpZPt+7wPV8nVQmOAxLJ4hVxNvxJkpIamdJpWAt7iMQDyR3nDXC+1drVSOE+EXgvyDsuH7Le/8fP+61X/rSl/zXv/715/6sI594YWvmpuaddnI8wnvPRJcM4+yJbqdndU2dXM0frdrnpmZpKnbrGVKE1MS5bmh8qJftq4Rr+Ygv9C+zGoeqyY+KfW4ud/n24h6REODDKnVmSvoqZeFqricjruVr3CoOqb1mLerh8PTjhGld8kG1z4VkwOfyC8Qi4k51QO0MG0mfa9mIxhmmpkIKsNaxdJo/nH3IrWKPWpvgZVeCYZzzpZU3OTAlzlkSEVO2VcbX8w326jnvLXeodEXpDQpBLBO8sygh8QIaF9q1mHa1n7QBjaKtBn5aWYWOjvMmbaVQNA6FJEJSYx5YXiRAQkqG5I18g59ceYu3+xukMqKxFi/gVrlHIhTeQ6piLiRDRnHoifFW78Jzu8GFEL/vvf/SJ73uldpBCCEU8PeAfw24C3xNCPE73vs/PsvPqazmVnXAt+d3WJE5m8mAha/5zvwuP75y/VgZcWFqJqagHyVP1Pt5VtfUabuVmT7k/WKXy8kqUgjuV3O2mimlabiUrBALwd3qkJmp+NLqW6Qy5sNij516xqVkyHYzZa+ek0jFTBeY2JG0q/L3yx1GakAcSd4rthlGOUpL9us5SgpyEfNBsYv1EElBYzREfb4xv82NbMTSVByagtJUHOg5dxYHFC70JpZIhBU0ds5X7U0uxgOs8FzL16m0pnCGrfomq6rHuAlxgwqNQoJrSIhw3pH6iCklniDRUGJ4+saIHR2vBgrYJMcgSFBkKiaNYmIRhBAPzJIKS45iEAUX0Y18g59ZeZvVuMePrVwDoLQNpW1QQlCahkTFDKKUH+pfDO2RhORK+uIbdL1SBgL4OeB97/1NACHEPwJ+GTgzA3E0od8t9lmTPaJIcWgK1pIedW34aLnHT6zcQHvLvl6wmQye6HZ6HtfUaZlDM1Ph8UFnSBdYHLqNI2RxQh5lOCzOOz4q97mYrmC9BekZqpw9s+RyvsaHyz1ymRDJ0CCmcYZUxRTUDH2Gaztk1W2TkzfjEQ7HwlbkKsV7Eba6WHIRc68cM1ApxhssjsoZtHAkUoEP9Q4SgRKKsV4SCcEoGSAReCVIkYybBu8Eo2TI/ebwOACsscd6QvMTksr6KQvBOjrOg6O6lZM72gQRmiCRsZ72yaOEjXjA1XRE7Rt29RTj4IfkFWKlWOoK7S0XkhV+ZHCVTIVGU0fuospq1uKgEXa/GuMRXE3XEIiXKq//qhmIa8CdE/+/C/z8WX7A0YTeeMuKyoI7R0LlNNfSNe41k+O8+7W4x0ClD7z/aSUhnpQm+rjMoUzEGO/Q3oYeuM4So1BCEAlBZYO6Y2FrGmcYRCkTXVB7A96DFxSmZj3LSaSithoIvX9rp8njmIFMWdiaWESsRzlSSGrvcM4TKYX2hhWVUztNKiIO7AIlJM5DIhTCt1pB3rc1CK7tBGZD565mxtTXfFjvU7rQ1F37h1vAwMcZ+p3jqOPlIAkT3pHu1ONUao/IiUJsAEGN4VI8ZBBn1DbIhqdC4aUgaxWJN5I+CTE9FaTdFYoL2YD1qEcvCscZxX0+KveZ65LSNRjviIRiJcq5lH0cbzyuF/KGS9lacB8LjxTqpcrrv2oG4rR2SA/MLUKIXwV+FeCNN9545g84mtB7KqF2JlTmIqm9wQnPjWzEm/lm++rJJ6aAPk+a6GlNd4ZRTioiStuAC0JozntiFdFXeaiglOAE9FTIXEhlwtV8jfvVhFhKFrpkJc6x3rEa9blnJ6RRqFqOZRTkpnsjduspwofjTGxBjKInE5amRCqFk4JJs2SvmXF4tJvxlqkpWNiawjaPKukf/5YMU/3kRjOCULsgEURCkbRpqImMaJwmkTHCeWZtNUHMUWev04n4uIbgRUfU1Kf8nJgjraTXn4iPO0YkRCTt77Rua8iLU94jgAsMWIt64b7CYZwBTxBVFDA1JRU1ltAFLyFmXfbZzAasRD2EkOA9ha2pnKa2hllThXqTmQ3m3wAADJdJREFUVg0LBAMy1uI+l9IVHDCMM9biASsybYsoS+6WB0ybisrXxIRF4ZV8jUvpKuvxAIMlFZI3sk0MnoFKyFWC8aGm/Vo24nJyeiLJ42KTPyyvPBKDbJzlcrJ6/N5P2ynxrHjVDMRd4MaJ/18H7p98gff+N4HfhBCkftYPOJrQr+cj3l1sgQEhBMY5CqH5yeGl49c+Tfe05+mwdlrTnZ8YXme7njIxBdYv8EZwMRkSi4ja1IAnVjFSSN7KN0llzEyV1M7wZr7BUOZ86Pd4UyaMTYX1hjeSNfb1gi09YSPps6/n7DYLStuEP0Knj1f5S1uHnchzEiHpqYRIKIT3DFRGKqNQKS0jYoIEdk+GPsxCCKSj1UkSJDLhXjVm4SRDkWGUQ9iwXjA4ahpCH+Uj40IbyI5IifDI9ucSi6eiOa5nOI1QlNQW2REjgTn1AxO3JDTTSYlIRcq6yti1C5Rv5TAENL7B4pg99N4jYqBPRl+kRHFEXySMkhzt4XaxT+mCuHaoug4lcgLoIVljyEqSIbxn6YNGamk0Bc2xjHeYQAUZKSsqZzPps5mtMFQ519MRSkjeXdzja9MPmfowIj2Sti90RC9OuZKt8UY+4udGP8TnexcprOa9xRY79YztesqhWTDVJRIYRX1u9Da4lq5TYSlMuxjw0ItTbmQjLqcrHOol98oxt4p99vWCWCiGcYJ2jmHU40cHV+iplFvVAetxn56MWdqwpk+EYk/P2K6mKBGxnvS4no/4Qu8SqYyPJ13vw2AdtzVq5dlLFyr0h9HHfUY+KZHkaRJNnjUZ5XGT/KvUdOuTeKWymIQQEfAe8KeBe8DXgH/Le/+d017/PFlMJ4PKpdXcKvaY2oob2QZf6F86zhA6+fqzvnGedG7HNz9QW8NWfch2PQ09aNssplgqDvSSrWrCB8Uud+sxM1NQWs3C1hzoBWO9pLDNc0/6AsEwyliNcgYqpadSchEToVAi/Fx7C94zSoZ8Mb/MG/0RmUpRCO7WEwpbE6HIlGJhanbqCWNdYr0nkopr2SoDmQKCwmt2qgm7zZSxKRipAV/oX6TymncXOyxsCT70B05lyuV0hevZCOMNe80Chzve6vdEkO6oneZ2PWbSLKm8ZiXKyKIYYwzjpgAFF+JVNpM+CMluNeN2sUfpNcM448f71/nZ9Xew3rFbzVn6GunDTiaTEZlMGMQpmYxYmJrtas7ULliaCjwsXPjMLw6u8vNrb5PK+DhrrqdSrqSrjE3JrWKfpa3pyZQL6QAl5CMT3MP3yXYz5X455qAJ1eT9KGOgUnIVY717pBHTUfe8W8U+t6sDVqMe17M11pKQKvlwUsVZFo0+cF+fmNSPuvIdpWIfTfKiVeV9HQpVX1eeNovplTIQAEKIXwL+LmE3/9967//24177vGmur1rFtPchNXVPz9lv5hw0Sw70gkO94FAvOTRLxrpgrJdMTEH9nJWTkQitENfjHqO4zygeMIr7bMSD4/S5UTxgI+mzGvVQ4pO1HF/EWL5qv5/PGt34dryWaa4A3vt/CvzTF/kZL8O/p53lUC/Ybxbs63k74S85aJaMzaKd8AvGZslUl49ts/hJ5DJmLeqxHvfbCT48NuMhG0mY+NfjPhtxn4HKEOK0MM/z8yLG8lXxv35W6ca342l55QzEq4r3nsI17Ddz9psFB3pxPOmP9ZLDdnU/1gUTvWRuq+cOZA5VxnocJv31qNeu6gdsHK3228l/Pe6TqxfXsLyjo+MHmx9YA+G9RzvLwlbs6yADcTTphwk/rO7HOsg+THSQrXgeJIK1uNeu9NvVftRvJ/0Bm/GAzWN5jP5xi8yOjo6O8+QzYyCcd1jvMd4y0QV7es5Bs2BsWrdO68uftBP/RJdMTRECrc9BIlQ76fePJ/2NqM963GczGTCKB1xIBlyIV1iN81Y+o6Ojo+P14bU2ENv1lL/xvf+BsSmY6IKpKZmZEveczp2eTE6s9PvHwdyNOEz4xyv9eMgwOnt/fkdHR8erxGttIMZmyb8Yv/vYnwuCP//kpD+K+8dB248n/eDT7z9UNd3R0dHxg8xrbSB6MuVPj37kgQyejTaguxkNGSUDUqk6905HR0fHc/BaG4g38w1+44f/jfM+jY6Ojo7PJN3SuqOjo6PjVDoD0dHR0dFxKp2B6Ojo6Og4lc5AdHR0dHScSmcgOjo6OjpOpTMQHR0dHR2n0hmIjo6Ojo5T6QxER0dHR8epdAaio6Ojo+NUXrmOcs+CEGIPuHXe5/Ep2QT2z/skXjG6MXmUbkwepBuPR3mWMXnTe3/hk170WhuIzwJCiK8/Teu/HyS6MXmUbkwepBuPR3kRY9K5mDo6Ojo6TqUzEB0dHR0dp9IZiPPnN8/7BF5BujF5lG5MHqQbj0c58zHpYhAdHR0dHafS7SA6Ojo6Ok6lMxBnjBDihhDinwshviuE+I4Q4t9vnx8JIb4ihPh++3W9fV4IIf5LIcT7QohvCiF++sSxfqV9/feFEL9yXtf0aTnjMbFCiG+0j985r2v6tDzHmHxRCPH/CiFqIcTffOhYvyiEeLcdr187j+v5tJzxeHwkhPhWe498/Tyu5yx4jjH5t9u/l28KIb4qhPgTJ471fPeI9757nOEDuAL8dPv9EHgP+FHgN4Bfa5//NeA/ab//JeB/JbTQ/pPA77XPj4Cb7df19vv1876+8xyT9meL876ecxqTi8DPAn8b+JsnjqOAD4B3gAT4I+BHz/v6zms82p99BGye9zWdw5j8wtEcAfzZE3PJc98j3Q7ijPHeb3nv/6D9fg58F7gG/DLwD9qX/QPgz7Xf/zLw3/nA7wJrQogrwL8OfMV7f+i9HwNfAX7xJV7KmXGGY/KZ4VnHxHu/673/GqAfOtTPAe9772967xvgH7XHeK04w/H4zPAcY/LVdq4A+F3gevv9c98jnYF4gQgh3gJ+Cvg94JL3fgvCL56wAoLwC79z4m132+ce9/xrzaccE4BMCPF1IcTvCiH+HJ8BnnJMHsdn7j75lOMB4IH/XQjx+0KIX31R5/kyeY4x+auEXTh8insker7T7fgkhBAD4J8Af917PxNCPPalpzznn/D8a8sZjAnAG977+0KId4D/UwjxLe/9By/gdF8KzzAmjz3EKc+9tvfJGYwHwJfbe+Qi8BUhxPe89//XmZ7oS+RZx0QI8a8SDMSfOnrqlJc91T3S7SBeAEKImPAL/Yfe+99un945cpO0X3fb5+8CN068/Tpw/wnPv5ac0ZjgvT/6ehP4F4RV1WvJM47J4/jM3CdnNB4n75Fd4H8muFheS551TIQQPwn8FvDL3vuD9unnvkc6A3HGiGDe/z7wXe/93znxo98BjjKRfgX4X048/5fbzJ0/CUzbbeP/BvwZIcR6m6XwZ9rnXjvOakzasUjbY24CXwb++KVcxBnzHGPyOL4GfF4I8bYQIgH+YnuM14qzGg8hRF8IMTz6nvB38+2zP+MXz7OOiRDiDeC3gb/kvX/vxOuf/x4570j9Z+1B2NZ54JvAN9rHLwEbwP8BfL/9OmpfL4C/R8gy+BbwpRPH+ivA++3j3znvazvvMSFkaXyLkIXxLeCvnve1vcQxuUxYCc6ASfv9SvuzXyJkuHwA/IfnfW3nOR6ETJ0/ah/feV3H4znH5LeA8YnXfv3EsZ7rHukqqTs6Ojo6TqVzMXV0dHR0nEpnIDo6Ojo6TqUzEB0dHR0dp9IZiI6Ojo6OU+kMREdHR0fHqXQGoqPjKWnrMv6lEOLPnnjuLwgh/tl5nldHx4uiS3Pt6HgGhBA/DvxjQgW3IuSb/6L/FHIfQojIe2/O6BQ7Os6MzkB0dDwjQojfAJZAH5h7739dhH4d/x5BTvmrwF/z3jshxG8CPw3kwP/ovf+P2mPcBf5rgkLv3/Xe/+NzuJSOjifSifV1dDw7fwv4A6ABvtTuKv488Avee9Mahb8I/PcE3f5DIUQE/HMhxP/kvT+SB1l67798HhfQ0fE0/P/t3SFOQ0EUheH/oMBgcHi2wAq6BhI0BscKEN1IFaZ7qK2rg4UQSAWmFzGP8MSY1yZtmvxf8tyIMZOTN5ncY0BIE1XVNsmSVl70k2RGK6/ZDJM2r/gfr/yY5Il21m5phS9/AbE87s6laQwIaT+74YM2O2pRVa/jBUnugBfgvqo+k7wBl6Ml26PsVNqTr5ikw62Ah2HCLEluhsma18A38DVqCZTOhn8Q0oGq6j3JHFgluaDVYD4DG9p10getU3x9ul1K0/mKSZLU5RWTJKnLgJAkdRkQkqQuA0KS1GVASJK6DAhJUpcBIUnqMiAkSV2/mc1mxJ4hqdsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(data = data, x = 'Year', y = 'Price', fit_reg = True,\n",
    "           x_jitter = 0.7, scatter_kws = {'alpha' : 1/10}, color=green3);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "**Did not help much**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\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"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Price vs Year')"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=data, x='Year', y='Price', color=green3)\n",
    "plt.xticks(rotation=90);\n",
    "plt.title('Price vs Year')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Price has a direct correlation with Price**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### Kilometers Driven and Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2689a625ac8>"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# numerical vs numerical: Scatterplot\n",
    "sns.scatterplot(data=data, x='Kilometers_Driven', y='Price', color=green3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=data, x='Kilometers_Driven', y='Price', color=green3)\n",
    "plt.xlim(-3, 400000);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "**No major correlation**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Fuel Type And Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Categorical vs Numerical\n",
    "# Let us use boxplot\n",
    "sns.boxplot(data=data, x='Fuel_Type', y='Price', color=green3,\n",
    "           order = data.groupby('Fuel_Type')['Price'].mean().sort_values(ascending=False).index)\n",
    "plt.title('Prices of different fuel type cars');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\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"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Barplot\n",
    "sns.barplot(data=data, x='Fuel_Type', y='Price', color=green3,\n",
    "           order = data.groupby('Fuel_Type')['Price'].mean().sort_values(ascending=False).index)\n",
    "plt.title('Prices of different fuel type cars');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Electric and Diesel cars are expensive, while CNG and LPG are cheaper**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Location and Fuel Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Categorical vs Categorical\n",
    "# Option 1: CLustered Bar Graph\n",
    "sns.countplot(data=data, x='Location', hue='Fuel_Type');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "**Problems**:\n",
    "- xticks\n",
    "- legend\n",
    "- too many categories, hard to understand a pattern"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[10, 10])\n",
    "sns.countplot(data=data, y='Location', hue='Fuel_Type', order = data.Location.value_counts().index,\n",
    "              hue_order = data.groupby('Fuel_Type')['Price'].mean().sort_values(ascending=False).index,\n",
    "             palette=[blue1, red2, green3, 'darkorange'])\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('Types of fuel type cars in different cities');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "**Note: We can use a different color pallete from here:** https://seaborn.pydata.org/tutorial/color_palettes.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Transmission and Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEWCAYAAAB8LwAVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3XmcXFWd9/HPN0mzRrZ02NKB4NAqoAjYMggjsiUCgwZHGOBhtHHgCYwE3BWXRxBxAR2X4CCJimnZF5FFE2hAEFEJdAKE3SAgNAToToCQyEA6/Xv+uKeT6s7tJUvVraS+79crr6pz7var6kr97jn31jmKCMzMzPoaVnQAZmZWnZwgzMwslxOEmZnlcoIwM7NcThBmZpbLCcLMzHI5QVjNknSApIfXYPu3Slq8NmMqB0mXSDprLe1rjd4zW7c4Qdgak7S45F+3pNdLyscXHV9/IuKOiNhtDbZ/MiJGrs2YKk3SSZKWpb/VIkn3STq8v/XX9D2zdYsThK2xiBjZ8w94BvhQSd2lfdeXNKLyUdoA/pj+dlsCvwKulrR535X8d6s9ThBWdpLOkXSlpMslvQb8h6T3Sbpb0iuS5kuaIqkurT9CUkg6WdITkl6WNKVkf2+TdKekVyV1Srqsz3b/Jelvkl6TdKakxnSsRSmGnuMcIunpkv1+RdLzab3HJB2Q6veRNCfVvyjpe6l+Z0lRsn2DpN9KWihpnqT/7PMeXJ66e16T9JCkvQZ4z34iqT0d815J+w51X5LeI+n+tOxyYMOh/J0iYhlwEbAJsFPP+5PelxeAn+W8ZztKuk5SR/pb/Lhk2UnpfXxZ0kxJY4cSh1UPJwirlI8AlwGbA1cCXcCngHpgP+BQ4OQ+2xwOvAfYkyypHJLqvwX8juyMtwH4nz7bjQf2SPv9KnABcCywY9rXv/cNTtJu6fh7RcRmwGFkrSGA84HvpfqdgWv6eY1XAk8B2wPHAOdJ+kDJ8iOBi4EtgJnAlJX2sMIsYHdgq3S8qyWVftHn7iutcz3ZF/1W6fmRAxxnudRCOBF4Dfhbqm4ARgI7AJ/MWf93wBPAOGAscFVadhTwBWAiMDq9nsuGEodVDycIq5S7IuLGiOiOiNcj4t6ImBURXRHxJDAN+ECfbb4TEa9GxNPAHWRf+gBLyb6QtouI/42IP/XZ7tyIeC0i5gKPAjdFxNMR8TJwM1mS6KsL2AjYTdKIiHgqxdVzvEZJo9J+Z/XdWNJOwN7AGSmmOcAvgY+VrPaHiLg5nalfXPJ6VhIRF0fEwojoAs4DepLTYPvaDwjg/IhYGhFXAPf1d5zkXyS9ArwAHAUcGRGvlbwvZ0XEmxHxep/t3keW4L8UEUvS37Xnb3Ey8O2IeDy9hnOAvSWNGSQWqyJOEFYpz5YWJL1D0u8kvSBpEXA22ZdNqRdKnv+D7EwW4HNAHdAm6UFJzX22e7Hk+es55ZUuLEfE42m/ZwMvpS6cbdPiTwC7Ao9Luqefi7jbA50RsaSk7u9A6Rdi39ezac5+AJD0xdQ98yrwclq39P3pb1/bA+3RexTOv/d3nOSuiNgiIuojYt+I+H3Jshcj4s1+thsLPJ2SVF87Av+TuhBfATqBbrIWia0jnCCsUvoOGzwVeAjYOXXdfB3QkHYUMT8iToqI7YBTgWnpDH7NAoy4JCL2A3YChgPfSfWPR8SxwNbAfwO/lrRRn82fB+ollX7p7wA8t6pxSDoQ+CzwUbIupC2BxQzt/ZnPyl/CO6xqDCUGGu75WWBHScP7WXZiSjw9/zbOa31Z9XKCsKK8BXgVWCJpF1a+/tAvSf9e0lXxCtmXWN5Z7JBJ2kXSgakP//X0b1la9jFJ9RHRnWIOsrPh5SLiKaAN+LakDSXtQdbyWOkuriF4C1nXTidZS+ksBmht9HEXMEzS5HTR/mig34vha+gvwAKy17yJpI0l7ZeWXQh8Nf1tkbRFui5h6xAnCCvK54BmsguiU8ku8A7VPwP3SloCXAucGhHPDLLNYDYk6+vvJOu+2RL4Wlp2OPCosjuwvg8c00+3yzFAY9r+GuArEXH7asQyA7gVmAc8DSwiaxkMKiLeILsh4P+SdU39G3DdasQwlGN1AUcAu5C1GJ4hu4ZBRFwN/IDs4voiYC7wwXLEYeUjTxhkZmZ53IIwM7NcThBmZpbLCcLMzHI5QZiZWa51evCt+vr6GDduXNFhmJmtU2bPnt0ZEaMHW2+dThDjxo2jra2t6DDMzNYpkgb7dT3gLiYzM+uHE4SZmeVygjAzs1xOEGZmlssJwgDo7Oxk8uTJLFiwoOhQzKxKlC1BSLpI0kuSHupTf5qkxyU9LOm8kvovK5te8nFJHtSrwlpaWpg7dy7Tp08vOhQzqxLlbEFMJ5tGcrk0zv1EYPeI2I1sZEwk7Uo2JeRuaZsL+hlj3sqgs7OTGTNmEBHMnDnTrQgzA8qYICLiTmBhn+r/Ar6bhiQmIl5K9ROBKyLijTSu/hNk0zdaBbS0tNAzqm93d7dbEWYGVP4axNuA90uaJekPkt6b6sfQe0rKdnpP1bicpEmS2iS1dXR0lDnc2tDa2srSpUsBWLp0Ka2trQVHZGbVoNIJYgTZRCz7AF8ArpIk8qdSzJ2oIiKmRURTRDSNHj3oL8VtCCZMmEBdXR0AdXV1TJgwoeCIzKwaVDpBtAPXRuYesmkb61P92JL1Gsjm+LUKaG5uJsvTMGzYME444YRiAzKzqlDpBHEdcBCApLcBG5BN8XgDcGyay3cnsmkb76lwbDWrvr6eww8/HEkcdthhjBo1quiQzKwKlG2wPkmXAwcA9ZLagTOBi4CL0q2vbwLNkV0dfVjSVcAjZJO1nxoRazQJva2a5uZmnnrqKbcezGy5dXpO6qampvBormZmq0bS7IhoGmw9/5LazMxyOUGYmVkuJwgzM8vlBGFmZrmcIMzMLJcThJmZ5XKCMDOzXE4QZmaWywnCzMxyOUGYmVkuJwgzM8vlBGFmZrmcIMzMLJcThJmZ5XKCMDOzXE4QZmaWq2wJQtJFkl5Ks8f1XfZ5SSGpPpUlaYqkJyTNlbRXueIyM7OhKWcLYjpwaN9KSWOB8cAzJdWHkc1D3QhMAn5axrjMzGwIypYgIuJOYGHOoh8CXwRK5zqdCPwqMncDW0jarlyxmZnZ4Cp6DULSh4HnIuKBPovGAM+WlNtTXd4+Jklqk9TW0dFRpkjNzKxiCULSJsBXga/nLc6pi5w6ImJaRDRFRNPo0aPXZohmZlZiRAWP9U/ATsADkgAagDmS9iZrMYwtWbcBeL6CsZmZWR8Va0FExIMRsXVEjIuIcWRJYa+IeAG4Afh4uptpH+DViJhfqdjMzGxl5bzN9XLgL8DbJbVLOnGA1WcATwJPAD8DPlmuuMzMbGjK1sUUEccNsnxcyfMATi1XLGZmtur8S2ozM8vlBGFmZrmcIMzMLJcThJmZ5XKCMDOzXE4QZmaWywnCzMxyOUGYmVkuJwgzM8vlBGFmZrmcIMzMLJcThJmZ5XKCMDOzXE4QZmaWywnCzMxyOUEYAJ2dnUyePJkFCxYUHYqZVYlyzih3kaSXJD1UUvc9SY9JmivpN5K2KFn2ZUlPSHpc0gfLFZfla2lpYe7cuUyfPr3oUMysSpSzBTEdOLRP3S3AOyNid+CvwJcBJO0KHAvslra5QNLwMsZmJTo7O5kxYwYRwcyZM92KMDOgjAkiIu4EFvapa42IrlS8G2hIzycCV0TEGxHxFNnc1HuXKzbrraWlhWzWV+ju7nYrwsyAYq9B/CcwMz0fAzxbsqw91a1E0iRJbZLaOjo6yhxibWhtbWXp0qUALF26lNbW1oIjMrNqUEiCkPRVoAu4tKcqZ7XI2zYipkVEU0Q0jR49ulwh1pQJEyZQV1cHQF1dHRMmTCg4IjOrBhVPEJKagSOA46OnXyNrMYwtWa0BeL7SsdWq5uZmpCxHDxs2jBNOOKHYgMysKlQ0QUg6FPgS8OGI+EfJohuAYyVtKGknoBG4p5Kx1bL6+noOP/xwJHHYYYcxatSookMysyowolw7lnQ5cABQL6kdOJPsrqUNgVvSGevdEXFKRDws6SrgEbKup1MjYlm5YrOVNTc389RTT7n1YGbLaUUvz7qnqakp2traig7DzGydIml2RDQNtp5/SW1mZrmcIMzMLJcThJmZ5XKCMDOzXE4QZmaWywnCzMxyOUGYmVkuJwgzM8vlBGFmZrmcIMzMLJcThJmZ5XKCMDOzXE4QZmaWywnCzMxyOUGYmVmusiUISRdJeknSQyV1W0m6RdK89LhlqpekKZKekDRX0l7lisvydXZ2MnnyZBYsWFB0KGZWJcrZgpgOHNqn7gzgtohoBG5LZYDDyKYZbQQmAT8tY1yWo6Wlhblz5zJ9+vSiQzGzKlG2BBERdwIL+1RPBFrS8xbgyJL6X0XmbmALSduVKzbrrbOzkxkzZhARzJw5060IMwMqfw1im4iYD5Aet071Y4BnS9ZrT3VWAS0tLXR3dwOwbNkytyLMDKiei9TKqcudLFvSJEltkto6OjrKHFZtaG1tpaurC4Curi5aW1sLjsjMqkGlE8SLPV1H6fGlVN8OjC1ZrwF4Pm8HETEtIpoiomn06NFlDbZW7L///gOWzaw2VTpB3AA0p+fNwPUl9R9PdzPtA7za0xVlZmbFKOdtrpcDfwHeLqld0onAd4HxkuYB41MZYAbwJPAE8DPgk+WKy1Z25513Dlg2s9o0olw7jojj+ll0cM66AZxarlhsYBMmTOC6667rVTYzq5aL1FagD33oQ73KEydOLCgSM6smThDG1Vdf3at85ZVXFhSJmVUTJwjjlltuGbBsZrXJCcKQNGDZzGqTE4RxyCGHDFg2s9rkBGEcffTRvcrHHHNMQZGYWTVxgjBuvPHG5d1Kkrj++usH2cLMaoEThNHa2kr2UxSICI/FZGaAE4SR/TCurq4OgLq6Ov9QzsyAVUwQkjYtVyBWnObm5uXPJXHCCScUF4yZVY0hJQhJ+0p6BHg0ld8t6YKyRmYVU19fz7bbbgvANttsw6hRowqOyMyqwVBbED8EPggsAIiIBwCPCb2e6Ozs5LnnngPgueee84xyZgasQhdTRDzbp2rZWo7FCjJ16tTlM8p1d3dz4YUXFhyRmVWDoSaIZyXtC4SkDSR9ntTdZOu+W2+9dcCymdWmoSaIU8iG4x5DNvvbHnh47vVGzy2u/ZXNrDYNKUFERGdEHB8R20TE1hHxHxHhjur1xPjx4wcsm1ltGupdTC2StigpbynpotU9qKTPSHpY0kOSLpe0kaSdJM2SNE/SlZI2WN3926o5+eSTGTYs+ygMGzaMU045peCIzKwaDLWLafeIeKWnEBEvA3uuzgEljQFOB5oi4p3AcOBY4FzghxHRCLwMnLg6+7dVV19fz557Zn/Ovfbay7e5mhkw9AQxTNKWPQVJW7Fm05WOADaWNALYBJgPHARck5a3AEeuwf5tFT322GMAPPqo7z0ws8xQE8R/A3+W9E1J3wT+DJy3OgeMiOeA7wPPkCWGV4HZwCsR0ZVWaye7IL4SSZMktUlq6+joWJ0QrI977rmHJUuWALBkyRJmz55dcERmVg2GepH6V8BHgReBl4B/i4iLV+eAqSUyEdgJ2B7YFDgs77D9xDItIpoiomn06NGrE4L1ceaZZ/Yqf+1rXysoEjOrJgN2E0naLCIWpS6lF4DLSpZtFRELV+OYhwBPRURH2s+1wL7AFpJGpFZEA/D8auzbVsPixYsHLJtZbRrsOsJlwBFkXUClZ/RK5beuxjGfAfaRtAnwOnAw0AbcDhwFXAE0A56UoEJGjhzZKymMHDmywGjMrFoM2MUUEUcom0nmAxHx1pJ/O0XE6iQHImIW2cXoOcCDKYZpwJeAz0p6AhgF/GJ19m+r7hvf+Eav8jnnnFNQJGZWTQa9EykiQtJvgPesrYNGxJnAmX2qnwT2XlvHsKFbtGjRgGUzq01DvYvpbknvLWskVphvfetbvcpnn312QZGYWTUZ6m8ZDgROkfQ0sIR0DSIidi9XYFY5XV1dA5bNrDYNNUHk3YZqZmbrscFuc92IbCTXnckuKP+i5Mdstp4YNmzY8vkgespmZoN9E7QATWTJ4TCyX1SbmVkNGKyLadeIeBeApF8A95Q/JKu00tZDXtnMatNgLYilPU/ctWRmVlsGa0G8W1LPTfEiG4F1ESvuYtqsrNGZmVlhBkwQETG8UoGYmVl18e0qZmaWywnCzMxyOUEYI0aMGLBsZrXJCcI81IaZ5XKCMDOzXE4QZmaWywnCqKurG7BsZrWpkAQhaQtJ10h6TNKjkt4naStJt0ialx63LCK2WrR06dIBy2ZWm4pqQfwYuCki3gG8G3gUOAO4LSIagdtS2czMClLxBCFpM2B/0pzTEfFmRLwCTCQbPZb0eGSlYzMzsxWKaEG8FegAfinpPkk/l7QpsE1EzAdIj1vnbSxpkqQ2SW0dHR2Vi9rMrMYUkSBGAHsBP42IPcmmMB1yd1JETIuIpohoGj16dLliNDOreUUkiHagPSJmpfI1ZAnjRUnbAaTHlwqIzczMkooniIh4AXhW0ttT1cHAI8ANQHOqawaur3RsZma2QlGD7pwGXCppA+BJ4BNkyeoqSScCzwBHFxSbmZlRUIKIiPvJ5rru6+BKx1K0KVOmMG/evKLDWMlpp51WyHEbGxs5/fTTCzm2mfXmX1KbmVkuj+tcsGo4W546dSqXXHLJ8nJzczMnnXRSgRGZWTVwC8I4+eSTe5WdHMwMnCAs6flNSXNz8yBrmlmtcBeTATBmzBjGjBnj1oOZLecWhJmZ5XKCMDOzXE4QZmaWywnCzMxyOUGYmVkuJwgzM8vlBGFmZrmcIMzMLJcThJmZ5XKCMLOq1tnZyeTJk1mwYEHRodQcJwgzq2pTp07lgQce4MILLyw6lJpTWIKQNFzSfZJ+m8o7SZolaZ6kK9Nsc2ZWwzo7O2ltbQWgtbXVrYgKK7IF8Sng0ZLyucAPI6IReBk4sZCozKxqTJ06le7ubgC6u7vdiqiwQhKEpAbgX4Gfp7KAg4Br0iotwJFFxGZm1ePWW28dsGzlVVQL4kfAF4HuVB4FvBIRXancDozJ21DSJEltkto6OjrKH6mZFSYiBixbeVU8QUg6AngpImaXVuesmvtJiIhpEdEUEU09k9yY2fpp/PjxA5atvIpoQewHfFjS08AVZF1LPwK2kNQzgVED8HwBsZlZFek7He4pp5xSUCS1qeIJIiK+HBENETEOOBb4fUQcD9wOHJVWawaur3RsZma2QjX9DuJLwGclPUF2TeIXBcdjZgWbOnVqr7LvYqqsQhNERNwREUek509GxN4RsXNEHB0RbxQZm5kVz3cxFauaWhBmZr34LqZiOUGYWdXyXUzFcoIws6p19NFH9yofc8wxBUVSm5wgzKxq3Xjjjb3K11/vmxsryQnCzKrWzTffPGDZyssJwsyq1jbbbDNg2crLCcLMqtb8+fMHLFt5OUGYWdWqq6sbsGzl5QRhZlVr8eLFA5atvEYMvsr6a8qUKcybN6/oMKpCz/tw2mmnFRxJdWhsbOT0008vOoyat8kmm/CPf/yjV9kqp6YTxLx583hkzgNstWx40aEULoYtA+CFex8qOJLiLRy+rOgQLClNDnllK6+aThAAWy0bzuGLNys6DKsiM0YuKjoEs6rgaxBmVrU22GCDActWXk4QZla13nzzzQHLVl5OEGZmlssJwszMclU8QUgaK+l2SY9KeljSp1L9VpJukTQvPW5Z6djMzGyFIloQXcDnImIXYB/gVEm7AmcAt0VEI3BbKpuZWUEqniAiYn5EzEnPXwMeBcYAE4GWtFoLcGSlYzMzsxUKvQYhaRywJzAL2CYi5kOWRICt+9lmkqQ2SW0dHR2VCtXMrOYUliAkjQR+DXw6Iob8y6SImBYRTRHRNHr06PIFaGZW4wpJEJLqyJLDpRFxbap+UdJ2afl2wEtFxGZmZpki7mIS8Avg0Yj4QcmiG4Dm9LwZ8NyCZmYFKmIspv2AjwEPSro/1X0F+C5wlaQTgWeAo/vZfq1pb2/n1eFdHnvHelkwvIuu9vaiwzArXMUTRETcBaifxQdXMhYzM+tfTY/m2tDQwIj5r3g0V+tlxshFbNvQUHQYZoXzUBtmZpbLCcLMzHLVdBeTmQ2sGqflLXJa3FqbitYtCDMzy+UWhJn1q+iz5fe///0r1Z1//vkFRFKb3IIws6q18cYb9ypvuummBUVSm5wgzKxqtba29irfdNNNBUVSm2q+i2nh8GX+JTWwaNgyADbrHl5wJMVbOHwZ2xYdhK3ErYfKq+kE0djYWHQIVeO1dKfKtn5P2JbiPxvVePdQUXoSQ2NjY6F3MFWLSt5JVdMJougLcNWk5z+eLwBWh3nz5vHInAfYaplbdJFaty/c+1DBkRRv4fBlFT1eTScIs2q21bLhHgbGeql0d7gThFkV8kjDlqfSIw37LiYzM8vlBGFWhRoaGlC/o+LXlkXDli2/y67WCdFQwZGGq66LSdKhwI+B4cDPI+K7BYdkVnFF30VVTXyH3QqVvsNOEVGxgw1G0nDgr8B4oB24FzguIh7JW7+pqSna2toqGOHaVy23M/bEUPQXU60NhmaD8x12a5+k2RHRNNh61daC2Bt4IiKeBJB0BTARyE0QtvZssskmRYdgVagaTmB6jl8Nv4GotROYaksQY4BnS8rtwD+XriBpEjAJYIcddqhcZGVSSx82s9Xhk5fiVFuCyLsq16sPLCKmAdMg62KqRFBmtconMLWt2u5iagfGlpQbgOcLisXMrKZVW4K4F2iUtJOkDYBjgRsKjsnMrCZVVRdTRHRJmgzcTHab60UR8XDBYZmZ1aSqShAAETEDmFF0HGZmta7aupjMzKxKOEGYmVkuJwgzM8vlBGFmZrmqaiymVSWpA/h70XGsR+qBzqKDMMvhz+batWNEjB5spXU6QdjaJaltKAN4mVWaP5vFcBeTmZnlcoIwM7NcThBWalrRAZj1w5/NAvgahJmZ5XILwszMcjlBmJlZLieIdYikj0gKSe8YwrqfllTWqbgkjZP0f0rKTZKmlPOYtu5Jn9mLS8ojJHVI+m0FYzhB0k8qdbz1hRPEuuU44C6yeTIG82mg3HM1jgOWJ4iIaIsIT0FmfS0B3ilp41QeDzxXYDw2RE4Q6whJI4H9gBNJCULSAaVnYZJ+ks6UTge2B26XdHtadpykByU9JOnckm0WSzpX0mxJt0raW9Idkp6U9OG0zjhJf5Q0J/3bN23+XeD9ku6X9JnSeCSNlPTLdMy5kj5agbfJqtdM4F/T8+OAy3sWpM/cnyXdlx7fnupPkHStpJskzZN0Xsk2i0ueHyVpenr+IUmz0r5ulbRNJV7c+soJYt1xJHBTRPwVWChpr/5WjIgpZFO1HhgRB0raHjgXOAjYA3ivpCPT6psCd0TEe4DXgHPIzvA+Apyd1nkJGB8RewHHAD3dSGcAf4yIPSLih33C+H/AqxHxrojYHfj9mrx4W+ddARwraSNgd2BWybLHgP0jYk/g68C3S5btQfaZexdwjKTSKYnz3AXsk/Z1BfDFtRR/Taq6CYOsX8cBP0rPr0jl3w1x2/eSJYEOAEmXAvsD1wFvAjel9R4E3oiIpZIeJOtCAqgDfiJpD2AZ8LYhHPMQSrrCIuLlIcZq66GImCtpHNnntu+EYJsDLZIagSD7vPW4LSJeBZD0CLAj8OwAh2oArpS0HbAB8NRaeQE1ygliHSBpFNnZ/zslBdl0rEE2X3dpK3Cj/nYxwO6Xxoofw3QDbwBERLekns/HZ4AXgXen4/3vUMJOMZr1uAH4PnAAMKqk/pvA7RHxkZRE7ihZ9kbJ82Ws+M4q/WyVfu7PB34QETdIOgA4a83Drl3uYlo3HAX8KiJ2jIhxETGWFWdGu0raUNLmwMEl27wGvCU9nwV8QFK9pOFkZ3F/WIXjbw7Mj4hu4GNkCarvMfpqBSb3FCRtuQrHs/XTRcDZEfFgn/rNWXHR+oQh7utFSbtIGkbWHZq3r+bVDdQyThDrhuOA3/Sp+zXZHURXAXOBS4H7SpZPA2ZKuj0i5gNfBm4HHgDmRMT1q3D8C4BmSXeTdS8tSfVzgS5JD0j6TJ9tzgG2TBfFHwAOXIXj2XooItoj4sc5i84DviPpT6w4+RjMGcBvya5tzS+pPwu4WtIf8fDga8xDbZiZWS63IMzMLJcThJmZ5XKCMDOzXE4QZmaWywnCzMxyOUHYekfSqDQ+1P2SXpD0XEl5gwLjOlXS8au4zVhJV5YrJrOB+DZXW69JOgtYHBHf71Mvss9/dyGBma0D3IKwmiFp5/TDvQuBOcB2kqZJapP0sKSvl6zbLumsNCroXElvS/UHpR8G3p9Gtt1U0iGSbpd0TRp19BxJH5d0b9p2XNr2HEmfTs8/I+mRtK9LBtj3zpLuT8s3ltSSRsidI2n/VH9SOvbN6fjfqeT7ausvj8VktWZX4BMRcQqApDMiYmEad+p2SddExCNp3RcjYk9lw6d/FjgF+AIwKSJmKRuCvWdcqncDuwCvAk8DF0TEeyV9jmzIkc/3ieOLwI4R8aakLVJdf/vucTrwZkS8S9JuwIw0wF3P8fcCuoC/Sjo/Ip5fkzfKzC0IqzV/i4h7S8rHSZpD1qLYhSyB9Lg2Pc5mxci2fwJ+JOk0YLOIWJbqZ0XEixHxv8CTwM2pvnRU3FIPA5ekaxJLB9l3j38BLgaIiIfJhnTfOS27NSJei4jXyYbP3mHgt8FscE4QVmt6xpEinX1/CjgozVlxE71HBu0ZSXT5KKIRcQ5wMjASuLfkDL501NHuknI3+S31DwIXAnsDbZKGD7Dv5SEP8Lr6G/XUbLU5QVgt24xsRNpFaf6ADw62gaR/ioi5EfEdssER376qB00j6jZExO/JupVGA5sMYd93AsenfewCbAc8sarHNxsqn2VYLZsDPAI8RNYt9KchbPN5Se8naxnMJRvWfP9VPO4I4DJJbyE7STs3Il6TdF7Ovku7is4HpqbJnJYCH0/XMFbx8GZD49tczcwsl7uYzMwslxOEmZnlcoIwM7NcThBmZpbLCcLMzHI5QZiZWS4nCDMzy/X/Ac8XDCzurgxCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Categorical and Numercial\n",
    "sns.boxplot(data=data, x='Transmission', y='Price', color=red2,\n",
    "           order = data.groupby('Transmission')['Price'].mean().sort_values(ascending=False).index)\n",
    "plt.title('Transmission and Price');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Price of Automatic Cars is high**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\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"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Categorical and Numercial\n",
    "sns.barplot(data=data, x='Transmission', y='Price', color=red2,\n",
    "           order = data.groupby('Transmission')['Price'].mean().sort_values(ascending=False).index)\n",
    "plt.title('Transmission and Price');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Engine CC and Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2689da11a58>"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=data, x='Engine_CC', y='Price', color=blue3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\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"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(data=data, x='Engine_CC', y='Price', color=blue3, fit_reg=True,\n",
    "            x_jitter = 30, scatter_kws = {'alpha' : 1/2})\n",
    "plt.title('Engine CC vs Price');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Slight positive correlation**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Power bhp vs Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\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"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(data=data, x='Power_bhp', y='Price', color=blue3, fit_reg=True,\n",
    "            x_jitter = 1, scatter_kws = {'alpha' : 1/2})\n",
    "plt.title('Power vs Price');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**A good correlation**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Engine_CC and Power_bhp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\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"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(data=data, x='Power_bhp', y='Engine_CC', color=blue3, fit_reg=True)\n",
    "plt.title('Power vs Engine');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**A VERY good correlation between Power_bhp and Engine_CC**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Kilometers_Driven and Year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\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"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(data=data, x='Year', y='Kilometers_Driven', color=blue1, fit_reg=True, scatter_kws = {'alpha': 1/4}, x_jitter=1)\n",
    "plt.title('Kilometers vs Year');\n",
    "plt.ylim(-3, 400000)\n",
    "plt.xlim(1995, 2020);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**A very good negative correlation**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Location and Brand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Categorcial and Categorical\n",
    "# Option 1: Clustered Bar Graph (will become very clumsy)\n",
    "# option 2: Heatmap\n",
    "plt.figure(figsize=[20, 10])\n",
    "sns.heatmap(pd.crosstab(data.Location, data.Brand), annot=True, fmt=\"d\");\n",
    "sns.color_palette(\"BuGn_r\")\n",
    "plt.title('Types of Brand, Location wise');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Correlations in Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbcAAAFNCAYAAACDniGUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3XmcHVWd/vHPk4CsQVSQQVaBAEKGsO8quKDoiKjIIszgAsgIgzP8QHEUBEYcVxxEBKJsirKrwzgMiyC7LAFC2GUXBkZBQWJkCd3P74+qJreb2+nb6U6f25XnzateXXWqbtX3dpP7vefUqXNkm4iIiCaZUDqAiIiI0ZbkFhERjZPkFhERjZPkFhERjZPkFhERjZPkFhERjZPkFhERjZPkFhERjZPkFhERjbNI6QCiM3OefqjrhpLZZ9NDS4cwqO3nLFE6hLbe+rqnSofQ1oSJvaVDGNRPn31j6RDaWn2OSocwqD2fOHNEwQ3n82bR5dboyl9EkltERPTX21M6ghFLcouIiP7cvTX5TiW5RUREf71JbhER0TBOzS0iIhqn5+XSEYxYkltERPSXDiUREdE4aZaMiIjGSYeSiIhomnQoiYiI5mlAzS1jS0ZERH89czpfOiDpvZLuk/SApMPa7F9N0uWSZkq6UtLKI30LSW7DpMq1knZsKdtV0sUl44qIGDXu7XwZgqSJwAnAjsB6wB6S1htw2LeAH9neADga+PeRvoUkt2GybWB/4FhJi0taCjgGOGAk55WUJuKI6A69vZ0vQ9sceMD2Q7ZfAs4GPjjgmPWAy+v1X7fZP2xJbvPB9p3AfwGfB75M9Y3jQUl7S7pJ0gxJ35c0AUDSNEnTJd0l6Yi+80h6XNLhkq4DPlTkzUREDDSMmpuk/erPt75lvwFnWwl4rGX78bqs1e3AR+r1DwGTJL1hJG8hyW3+HQV8jKqq/Q1JU6j+KFvb3pCqs87u9bGH2d4UmAq8e0CVfLbtbWyfN/ACrf/T/PBHZy3QNxMR8Yph1NxsT7O9acsybcDZ2k2JM3BKnUOAt0u6DXg78L/AiIZJSVPYfLI9W9I5wF9svyjpXcBmwHRJAEsw99vKHpI+RfX7fhNVFfzuet8587jGNGAadOd8bhHRTO7trKNIhx4HVmnZXhl4ot/17CeADwNIWhr4iO0/j+SiSW4j01svUH07OdX24a0HSJoMfBbY3Pazks4EFm85ZPaYRBoR0anRfRTgZmCypDdT1ch2p2r1eoWk5YA/uXrA7gvAqSO9aJolR8+vgF3rPxKS3iBpVWAZYBbwnKQVgfcUjDEiYmij2FvS9svAgcAlwD3AubbvknS0pJ3qw7YD7pP0W2AFqk56I5Ka2yixfYeko4Bf1R1J5lD1qpxO1QR5J/AQcF25KCMiOjDKAyfbvgi4aEDZES3r5wPnj+Y1k9xGwPaRA7Z/Cvy0zaF/P8jrR/ygYkTEqMvwWxER0TgNGH4ryS0iIvrLZKUREdE4qblFRETT2JmJOyIimiY1t4iIaJz0loyIiMZJzS0iIhonvSUjIqJx0iwZY2WfTQ8tHUJbP5z+zdIhtPWTqUcMfVABF8xavnQIbT2n7v0wW39UB6gfPX+cWDqCBSjNkrEw69bEFhEjlOQWERGNk2bJiIhonHQoiYiIxkmzZERENE6aJSMionFSc4uIiMZJcouIiMaxS0cwYkluERHR38vpLRkREU2TDiUREdE4uecWERGNk3tuERHROA2ouU0Y6gBJf2lZf5+k+yWtKml/Sf9Ql58uaZcFFaSkZSV9ZkGdv77G6ZIelnS7pN9K+pGkleZx/A8lrbcgY4qIKKK3t/OlSw2Z3PpIeidwPPBe27+zfZLtHy240PpZFhhWclOl4/dXO9T2VGAd4Dbg15Je0+bcE23vY/vuYZ4/IqLruaen46VbdfThL+mtwA+A99t+sC47UtIhbY59p6TbJN0h6VRJi9Xlj0j6qqTfSJouaWNJl0h6UNL+La8/VNLNkmZKOqou/hqwpqQZkr452HGSVpd0j6TvA7cCq9Q1sjvreP6lk/fryneA/wN2rM/9F0lHS7oR2ErSlZI2lfSPkr7REv/HJR1fr+8l6aY67pMlTWw51zF1LfEGSSsM8nvfr/5dTf/trIc7CT0iYuQWkprbYsB/AjvbvndeB0paHDgd2M3231Ld0/vHlkMes70VcE193C7AlsDR9et3ACYDmwMbAptIehtwGPCg7Q1tHzqP46Cqdf3I9kbAcsBKtqfU8ZzWwfttdSuwbr2+FHCn7S1sX9tyzPnAh1u2dwPOkfSWen0b2xsCPcCeLee6oa4lXg3s2+7itqfZ3tT2pmtPevMwQ4+ImE/u7XzpUp0ktznA9cCnOjh2HeBh27+tt88A3tay/8L65x3AjbZn2X4KeEHSssAO9XIbcxPL5DbXmddxj9q+oV5/CFhD0vGS3gs818F7aKWW9R7ggoEH1PE/JGlLSW+g+h1cB7wT2AS4WdKMenuN+mUvAb+s128BVh9mXBERC06vO1+6VCe9JXuBXYFfSfpX21+dx7Gaxz6AF1vO+WJLeW8di4B/t31yv5NKq7e5zmDHze7btv2MpKnAe4AD6vfxySFibLURcHm9/oLtwRqYz6nPfS/wc9uWJOAM219oc/wc+5W+tj2k12pEdJMubm7sVEf33Gz/Ffg7YE9J86rB3QusLmmtevvvgauGEc8lwCclLQ0gaSVJbwRmAZM6OK4fScsBE2xfABwObNxJEHVnlIOAFYGLO3jJz4CdgT2oEh1USXGXvrgkvV7Sap1cPyKiqJ6ezpcu1XGNwfaf6qa9qyU9PcgxL0j6BHCepEWAm4GThnGNS+t7Vb+pKj78BdjL9oOSrpN0J/A/9X23Vx1HVQtqtRJwWkuvyXa1qFbflHQ4sCRwA7C97Zc6iPsZSXcD69m+qS67W9KXgEvr68+hqj0+OtT5IiKKakDNTW7Ak+gLg71X/0jX/aF+OP2bpUMY1E+mHlE6hLb+0KUN0M+pez/M1n9pqLsdZfxxYnfGBXDgY2eOKLi/fmufjj9vljzkh135ixjuc2AREdF0o9xbUtJ7Jd0n6QFJhw1yzK6S7pZ0l6SfjvQtdOn3yAVH0gnANgOKj7M93McEIiKaaRR7QdbP954AvBt4nKoH+YWtg2BImkx122ib+jbPq/pQDNdCl9xsH1A6hoiIbubRvee2OfCA7YcAJJ0NfBBoHeFpX+AE288A2P7DSC+aZsmIiOhvGL0lW0dSqpf9BpxtJeCxlu3H67JWawNr1x0Hb6g7L47IQldzi4iIIQyjWdL2NGDaPA5p1+Fk4AUWoRqIYztgZeAaSVNsP9txIG1OGBERMdfoNks+DqzSsr0y8ESbY26wPQd4WNJ9VMnu5vm9aJolIyKiv9EdfutmYLKkN6uaZWV35g7F2OcXwPbwyuAba1MNnzjfUnOLiIj+RnFAZNsvSzqQamSpicCptu+SdDQw3faF9b4d6sEweqimH/vjSK6bh7jHidNX2it/qGHY8/ajS4fQ1pld+nD5ZYvMHvqgQr634Z9Kh9DWzBtG3Ft9gdnu9+eN6MHq2V/8aMefN0sdM7JrLSipuUVERD9+uXvHjOxUkltERPTXxVPZdCrJLSIi+uviSUg7leQWERH9peYWERFN4yS3iIhonHQoiYiIxknNLSIiGifJLSIimqYJg3skuUVERH+puUVEROMkuUVERNP45fH/EHemvOmApC9KukvSTEkzJG0xH+fYWdJ6CyK+iIhR1TuMpUul5jYESVsBfwdsbPvFeq6h18zHqXYGfgncPZrxRUSMtiY8xJ2a29BWBJ62/SKA7adtPyFpE0lXSbpF0iWSVgSQtK+kmyXdLukCSUtK2hrYCfhmXfNbU9JBku6ua4NnF3x/ERH9je5kpUUkuQ3tUmAVSb+V9H1Jb5e0KHA8sIvtTYBTgWPq439mezPbU4F7gE/Zvp5q5tlDbW9o+0HgMGAj2xsA+4/5u4qIGEwDmiWT3IZg+y/AJsB+wFPAOcCngSnAZZJmAF8CVq5fMkXSNZLuAPYE1h/k1DOBn0jaC3i53QGS9pM0XdL0K2ffP2rvKSJiXtzrjpdulXtuHbDdA1wJXFknrQOAu2xv1ebw04Gdbd8u6ePAdoOc9v3A26iaKw+XtL7tfknO9jRgGmQm7ogYO355/H/cpOY2BEnrSJrcUrQhVXPj8nVnEyQtKqmvhjYJeLJuutyz5XWz6n1ImgCsYvvXwOeAZYGlF+w7iYjoUAOaJVNzG9rSwPGSlqVqPnyAqolyGvBdSa+l+j3+B3AXcDhwI/AocAd1QgPOBn4g6SBgd+CU+rUCvmP72bF7SxERg2vAXKVJbkOxfQuwdZtdT1M1Kw48/kTgxDbl1wGtz7ltO1oxRkSMqiS3iIhomtTcIiKicdy2//b4kuQWERH9pOYWERGNk+QWERHNY5WOYMSS3CIiop/U3CIionHcm5pbREQ0TG9PkltERDRMmiUjIqJx0iwZY+atr3uqdAivcsGs5UuHMKgzpx5ROoS29rr96NIhtHXq1H1LhzCoxd/xltIhtLXF3quWDmGB8fifFCDJLSIi+mtCzS1T3kRERD+9Pep46YSk90q6T9IDkg5rs39/SXdImiHpWknrtTvPcCS5RUREP+5Vx8tQJE0ETgB2pJoZZY82yeuntv/W9obAN4BjR/oektwiIqIfWx0vHdgceMD2Q7Zfoprb8oP9r+fnWjaXAkZ81y/33CIiop/hPAogaT+qCZz7TLM9rWV7JeCxlu3HgS3anOcA4GDgNcA7hhFuW0luERHRT+8wxpasE9m0eRzS7mSvqpnZPgE4QdLHgC8Be3ccRBtJbhER0U+HzY2dehxYpWV7ZeCJeRx/NnDiSC+ae24REdHPKPeWvBmYLOnNkl4D7A5c2HqApMktm+8H7h/pe0jNLSIi+hnN59xsvyzpQOASYCJwqu27JB0NTLd9IXCgpHcBc4BnGGGTJCS5RUTEAMO559YJ2xcBFw0oO6Jl/bOjekGS3CIiYoBRvudWRO65DYOknvoJ+jslnSdpyUGOu0jSsmMdX0TEaLA7X7pVktvwPG97Q9tTgJeA/Vt3qjLB9vtsP1smxIiIkem1Ol66VZLb/LsGWEvS6pLukfR94FZgFUmPSFoOQNI/SJop6XZJP67Llpd0gaSb62Wbgu8jIqKf3l51vHSr3HObD5IWoRon7eK6aB3gE7Y/U+/vO2594IvANraflvT6+vjjgO/YvlbSqlS9iLpzXo+IWOh0c42sU0luw7OEpBn1+jXAKcCbgEdt39Dm+HcA59t+GsD2n+rydwHr9SVBYBlJk2zPan1x67A2X1lxPXZ//cqj+mYiItppQoeSJLfheb4etfoVdYKaPcjxov0AoBOArWw/P6+LtQ5r8+CU93TxrduIaJIm1Nxyz23BuhzYVdIbAFqaJS8FDuw7SNKGbV4bEVGEh7F0q9TcFqD6KfxjgKsk9QC3AR8HDqIaIHQm1d/gagb0vIyIKKWnd/zXe5LchsH20m3KHgGmDChbvWX9DOCMAfufBnZbIEFGRIzQMGa86VpJbhER0Y/bzlIzviS5RUREP73dfDOtQ0luERHRT29qbhER0TRployIiMbpSXKLiIimSW/JiIhonCS3iIhonNxzi4iIxunimWw6luQWERH95FGAGDMTJnZfK/hz6r6Y+sxYZJ4TLhRz6tR9S4fQ1hW3/6B0CINa4k1vLR1CW6tMWq50CIN6+MP/OqLX94xSHCUluUVERD+9Ss0tIiIapgGjbyW5RUREf917w6FzSW4REdFPektGRETjZPitiIhonNTcIiKicXLPLSIiGie9JSMionHSLBkREY2TZsmIiGicntTcIiKiaZpQc5swlheTZEk/btleRNJTkn5Zb+8k6bB6/UhJh4xlfANiPV3SpweU7SzpoiFe94ik7h1RNSJiCL3DWDoh6b2S7pP0QN9n/ID9i0k6p95/o6TVR/oexjS5AbOBKZKWqLffDfxv307bF9r+2hjHNJizgN0HlO1el0dENJaHsQxF0kTgBGBHYD1gD0nrDTjsU8AzttcCvgN8faTvYayTG8D/AO+v1/egJVlI+rik7w18gaQ1JV0s6RZJ10haty7/QJ3lb5P0K0kr1OXLS7pM0q2STpb0aF9tStJekm6SNKPeN3GQOH8FrCtpxfp1SwLvAn5Rb/+ijucuSfu1iXl1SXe2bB8i6ch5vZ+IiG7Qq86XDmwOPGD7IdsvAWcDHxxwzAeBM+r184F3SiObmqBEcjsb2F3S4sAGwI0dvGYa8E+2NwEOAb5fl18LbGl7o/q8n6vLvwxcYXtj4OfAqgCS3gLsBmxje0OqaYv2bHdB2z3Az4Bd66KdgF/bnlVvf7KOZ1PgIElv6OTND/F++pG0n6Tpkqaf9cfHh3H6iIj5N5xmydbPqXoZ+GV/JeCxlu3H67K2x9h+GfgzMJzP1FcZ8w4ltmfW7al7APO8fwUgaWlga+C8lkS+WP1zZeCcunb1GuDhunxb4EP19S6W9Exd/k5gE+Dm+lxLAH+Yx+XPAr4JHEfVJPmjln0HSfpQvb4KMBn44wjfTz+2p1ElQh6e+u4mPFcZEePAcCYrbf2cGkS7GtjAz7NOjhmWUr0lLwS+BWzH0Nl5AvBsXdMa6HjgWNsXStoOOLIuH6w6K+AM21/oMM7rgBUlTaVKSLsD1Nd6F7CV7b9KuhJYfMBrX6Z/zbhv/7zeT0REcaP8EPfjVBWAPisDTwxyzOOSFgFeC/xpJBct0SwJcCpwtO07hjrQ9nPAw5I+CqDK1Hr3a5nbIWXvlpddS92cKGkH4HV1+eXALpLeWO97vaTV5nFtA+dStQVfZPuFlus+Uye2dYEt27z898AbJb1B0mLA33XwfiIiihvl3pI3A5MlvVnSa6gqCRcOOOZC5n6G70J1W2lENbciyc3247aPG8ZL9gQ+Jel24C7m3ow8kqp57xrg6ZbjjwJ2kHQrVQ+dJ4FZtu8GvgRcKmkmcBmw4hDXPguYSnVPr8/FwCL1Of4NuKHNe5wDHE11T/GXwL0dvJ+IiOJGs7dkfQ/tQOAS4B7gXNt3STpa0k71YacAb5D0AHAw8KrHBYZLI0yOXamuKfXYflnSVsCJ470ZsBvvuZ3y5+VLhzCoh/x86RDaeuzl50qH0NYVt/+gdAiDWuJNby0dQlurTOrex1kf/uPtI2pYPGa1PTv+vPnioz/pyvFMmjpCyarAuZImAC8B+xaOJyJi3BhOh5Ju1cjkZvt+YKNOj5d0I6/usfj3ndwTjIhomiYMv9XI5DZctrcoHUNERLfIlDcREdE4vQ2YrjTJLSIi+hn/qS3JLSIiBsg9t4iIaJyeBtTdktwiIqKf1NwiIqJx0qEkxsxPn31j6RBeZf05pSMY3MGbjWjM1QVm8Xe8pXQIbXXrKCAAzz9xTekQ2uq5v5PZusan8Z/aktwiImKANEtGRETjpENJREQ0Tu65RURE44z/1JbkFhERA6TmFhERjZMOJRER0ThOzS0iIpomvSUjIqJx0iwZERGN0+vU3CIiomHGf2pLcouIiAGa8CjAhNIBjISkHkkzWpbDRnCu60cztvqch0i6V9Kdkm6X9A91+aKSvibp/nrfTZJ2HO3rR0TMDw/jv2413mtuz9vecDROZHvr0ThPH0n7A+8GNrf9nKTXAjvXu/8NWBGYYvtFSSsAbx/N60dEzK+XuzhpdWpc19wGI+kRSUdJulXSHZLWrcuXl3RZXX6ypEclLVfv+0v9cztJV0o6v651/USS6n2bSLpK0i2SLpG04jzC+FfgM7afA7D9Z9tnSFoS2Bf4J9sv1vt+b/vcBfcbiYjoXBNqbuM9uS0xoFlyt5Z9T9veGDgROKQu+zJwRV3+c2DVQc67EfDPwHrAGsA2khYFjgd2sb0JcCpwTLsXS5oETLL9YJvdawG/60t68yJpP0nTJU2/+S8PDHV4RMSo6B3G0q2a3Cz5s/rnLcCH6/VtgQ8B2L5Y0jODvPYm248DSJoBrA48C0wBLqsrchOBJwd5vRiFDke2pwHTAI5Zbc/u/YoUEY3iPArQ1V6sf/Yw931qmK9tfb2Au2xvNdSL63tssyWtYfuhAbsfAFaVNMn2rA7jiYgYM+ktOf5cC+wKIGkH4HXDeO19wPKStqpfv6ik9edx/L8DJ0hapj5+GUn72f4rcArwXUmvqfetKGmv4b+diIjR14M7XrrVeE9uA++5fW2I448CdpB0K7AjVbNiR7Un2y8BuwBfl3Q7MAOYVw/LE4FfAzdLuhO4Cvhrve9LwFPA3fW+X9TbERHF9eKOl241rpslbU8cpHz1lvXpwHb15p+B99h+ua6Bbd/SY3Hp+ueVwJUtrz+wZX0G8LYOYzPwjXoZuO8l4HP1EhHRVXLPbfxZFThX0gTgJaou+RER0aKbe0F2aqFKbrbvp+rmP2oknQBsM6D4ONunjeZ1IiLGSjc/v9aphSq5LQi2DygdQ0TEaBqre2mSXg+cQ/W41SPArrafGXDMalSPdk0EFgWOt33SUOce7x1KIiJilPW4t+NlhA4DLrc9Gbi83h7oSWDr+pnmLYDDJL1pqBMnuUVERD9jOPzWB4Ez6vUzmDv+7txY7Jf6Ov4Bi9Fh3kpyi4iIfnrtjpfWYQLrZb9hXGoF208C1D/f2O4gSatImgk8Bnzd9hNDnTj33CIiop/h1MdahwlsR9KvgL9ps+uLw7jGY8AGdXPkLySdb/v383pNkltERPQzmh1KbL9rsH2Sfi9pRdtP1rOs/GGIcz0h6S7grcD58zo2zZIREdHPGI5QciGwd72+N/CfAw+QtLKkJer111E9enXfUCdOzW2cWH1Op2M+j50/th0fpjvMvKFt031xW+w92CxLZa0yabnSIQyq5/4bS4fQ1sTJW5QOYYEZhV6Qnfoa1cAanwJ+B3wUQNKmwP629wHeAnxbkqkGsP+W7TuGOnGSW0RE9DNWD3Hb/iPwzjbl04F96vXLgA2Ge+4kt4iI6CdjS0ZERON082j/nUpyi4iIflJzi4iIxulpwLwASW4REdFPb2puERHRNJnyJiIiGic1t4iIaJzU3CIionFSc4uIiMYZw+G3Fpgkt4iI6CfNkhER0ThuQM1tXE55I6lH0gxJd0o6T9KSBWO5sh7BemD5kZIOKRFTRMRIjOGUNwvMuExuwPO2N7Q9BXgJ2H9BX1BSF0/wEhExemx3vHSr8ZrcWl0DrAUg6eC6NnenpH+uyz4n6aB6/TuSrqjX3ynpzHp9B0m/kXRrXRNcui5/RNIRkq6lnmdoEHtJur6+7uYt5evVNbuHWmJYXdK9ks6QNFPS+YPVPCXtJ2m6pOlX/PX+kf2WIiI6lJpbYZIWAXYE7pC0CfAJYAtgS2BfSRsBV1NNSQ6wKbC0pEWBbYFrJC0HfAl4l+2NgenAwS2XecH2trbPnkcoS9neGvgMcGpL+brAe4DNgS/X1wVYB5hmewPgufp1r2J7mu1NbW/6jiUnd/IriYgYsZ7e3o6XbjVek9sSkmZQJaLfAadQJauf255t+y/Az6iS2i3AJpImAS8Cv6FKcm+lqvVtCawHXFefc29gtZZrndNBPGcB2L4aWEbSsnX5f9t+0fbTwB+AFeryx2xfV6+fWcceEdEVPIz/utV47S35vO0NWwskqd2BtudIeoSqVnc9MBPYHlgTuKf+eZntPQa51uwO4hn4F+7bfrGlrIe5v+/Bjo+IKK6b76V1arzW3Nq5GthZ0pKSlgI+RFUz69t3SP3zGqoOKDNc/QVvALaR1HffbklJaw/z2rvVr90W+LPtPw9x/KqStqrX9wCuHeb1IiIWmNxz6yK2bwVOB24CbgR+aPu2evc1wIrAb2z/HnihLsP2U8DHgbMkzaRKdusO8/LPSLoeOAn4VAfH3wPsXV/v9cCJw7xeRMQC04TekuOyWdL20oOUHwsc26b8cmDRlu21B+y/AtiszetW7yCW7QYpP3LA9hSoeksCvbYX+OMLERHzo5s7inRqXCa3iIhYcLq5ubFTSW4dknQCsM2A4uNsnzac89h+BJgyWnFFRIy2bm5u7FSSW4dsH1A6hoiIsZApbyIionG6+fm1TiW5RUREP6m5RURE4/Q2YMqbJLeIiOgnHUoiIqJxmpDc1IQ3EcMjaT/b00rHMVDiGr5ujS1xDU+3xjWeNWb4rRiW/UoHMIjENXzdGlviGp5ujWvcSnKLiIjGSXKLiIjGSXJbOHVr237iGr5ujS1xDU+3xjVupUNJREQ0TmpuERHROEluERHROEluDSdpoqSPlI4jImIsJbk1nO0e4J9LxxERMZbSoWQhIOlLwF+Ac4DZfeW2nysW1DgiaQKwdLf9viQtZXv20EcuvCS9B5hk+/wB5XsCf7B9WZnIXoljceAzwLaAgWuBE22/UDKuJkhyWwhIeqxNsW2vOubBtCFpeWBfYHVaxju1/cmCMf0U2B/oAW4BXgsca/ubpWLqI2lr4IdUCXdVSVOBT9v+TOG41gZOBFawPUXSBsBOtr9SMKYbgA/YfmpA+d8AP7e9VZnIXonjXGAWcGZdtAfwOtsfLRdVMyS5RXGSrgeuoUoiPX3lti8oGNMM2xvW3/A3AT4P3GJ7g1Ix9ZF0I7ALcKHtjeqyO21PKRzXVcChwMndEpekmYP9zea1b6xIut321KHKYvgyK8BCQtK6wHrA4n1ltn9aLqJ+lrT9+dJBDLCopEWBnYHv2Z4jqXRMr7D92IB4egY7dgwtafumAXG9XCqY2uKSFrHdL476b7tEoZha3SZpS9s3AEjaAriucEyNkA4lC4H6nts04CRgR+A/qL75d4tfSnpf6SAGOBl4BFgKuFrSasCfi0Y012N106QlvUbSIcA9pYMCnpa0JtW9IyTtAjxZNiR+BvxA0lJ9BfX6SfW+0rYArpf0iKRHgN8Ab5d0h6SZZUMb39IsuRCQdAewIXCr7amSVqRqOtqpcGgASJpFlUReqhdR3RNcpmBMb7b9cMu2gLVs318qppZYlgOOA95F9bu6FPis7T8WjmsNqi9RWwPPAA8De9l+pGBMiwBfAfYBHq2LVwVOAQ63PadUbAD1l6ZB2X50XvtjcEluCwF/cuHJAAAQYklEQVRJN9neXNItwHZUPSfvKH2PpptJutX2xgPKbrG9SamYxou6ZjTB9qzSsfSRtASwVr35gO3nS8bTStJEYAX6d6b6XbmImiH33BYOt0laFjgVmA48B9xaNqS56lrRnsCbbf+bpFWAFW3fVCCWdYH1gddK+nDLrmVouV9ZkqQzqGpqz9bbrwO+XbJ3aR3HEQO2AbB9dJGAqhj2ovoS/2PgjpbyfYHZpe87S/on4MvA74HeuthA8Y5L411qbgsZSWsBy9jupuR2ItU/7HfYfkv9YX2p7c0KxPJBqk4kOwEXtuyaBZxt+/qxjmkgSbf19UacV9lYk/T/WjYXB/4OuKfwIx23AW8bWIuUtAzw69I1cUkPAFuUblJuotTcFhKSdgfWtH2MpFUkbWL7ltJx1bawvXH9QYTtZyS9pkQgtv8T+E9JW9n+TYkYOjBB0utsPwMg6fV0wb9l299u3Zb0Lfp/QShhYrvmUdvP1T0mS3uM7umo1CjF/0HEgifpe8CiwNuAY6hGKTkJGPOa0SDm1Pcd+nrZLc/cJppSbpN0AFUTZevjE0Wb/mrfpuph1zfqxkep/q7dZklgjcIxLNpuJBdJk4AiX6Dq6x9crz4EXCnpv4EX+/bbPrZIYA2SRwEWDlvb/jTwAoDtP1HwH3Yb3wV+DrxR0jFUQxB9tWxI/Bj4G+A9wFXAylRNk8XZ/hHwEar7NH8APlzfUyqqr/t6vdwF3EfVq7OkU4DzJa3eV1Cvn13vK2VSvfwOuIzq3+OkliVGKPfcFgL1iBZbAdPr5r83AL8qfY+mVd2R451UXdsvt130ua2+e1h9o1jUTViX2H5HwZiWqZvTXt9uf/2lpZgB3dpfBn4/8OHpEiTtD3wBWJqqdWA28DXbJxYNrEV9D9Dd1MN0vEuz5MLhBOACYHlJRwG7AkeVDWkuSccB59g+oXQsLfqef3pW0hTg/6jGvizpp1SdNG6hbsKtqd4u0gTYkmwHfjAvI6l40rV9EnCSpKWpvtC/KoFI2tv2GWMdm6RNgdOoa2uS/gx8sovuh49bqbk1mKSLgM/YfkTS+sx96PdXtu8sG91ckvYGdgPWpmqePMf29MIx7UP1hWADqg+fpYEj6g/KknEJWKWbnoOS9DBVcm03Ppltl77vNqR2zzWO0XVnAgfYvqbe3hb4fukxL5sgya3BJO1KNTrDGcA3So/GMJS6BvARYHdgVduTC4fUlfIw+egr9SiFpOtsbzNUWQxfmiUbzPa5dS+sI4Dpkn5MSy/ELuyRtRawLlXz390lA5G0AlWnljfZ3lHSesBWtkt2Quhzg6TNbN9cOpCB6mcUJ9O/h+nV5SLq2Jh+y5fUV0u8SdLJwFl1DLsBV45lLE2V5NZ8c6huoC9G1a5fuov9q0j6OvBh4EHgXODf+kbfKOh0qubIL9bbv6Wa7LUbktv2wP71QLuzmTsWZ+npW/YBPkvVs3QGsCXVQMDFOuEMw1hP+fDtAdtfbllPc9ooSHJrMEnvBY6lepB2Y9t/LRzSYB6mqhU9XTqQFsvVNd8vANh+WVI3TCsD1cwO3eizVM9O3mB7+7oHbNd0XBrCmE4zY3v7To4r1dGlCZLcmu2LwEdt31U6kHYkrWv7XuAmYFVJ/WYGLzxE2Oz6kYm+B8u3pPBIEpIWp5odfC2qcRJP6Yau9i1esP2CJCQtZvteSeuUDgqGbma2fWDRAAf3Wap75jFMSW4NZvutpWMYwsHAfry6iQaqpFKyOetgqhrvmpKuA5an/Bx4Z1A1M19DVXtbj+rDr1s8Xg/Q/QvgMknPAE8UjqnP6XRvM/O8dM8MueNMektGUZImUH2D7orZhyVtBjxm+//qucA+TdWD826qRwGKPbMl6Q7bf1uvLwLcVKL7eickvR14LXCx7Ze6IJ6bbW/W2itS0gzbG5aObV5KPaLQBBl+K4qy3Qt8q3QcLU6mmjAVqkk3v0j1EPwzVBNxlvTKoxzd1Bwp6b8l7amW2a5tX2X7wm5IbLWua2buUGpu8ynJLbrBpZI+or4JwMqa2FI72w2YZvsC24czd7LLUqZKeq5eZgEb9K1Leq5gXNOoRk55RNI5knYuNavDPAxsZv4R8E8lA5I0oX4WdV66okVjPEqzZBRXf1AvBfQAzzO3a/syBWK5E9iw7h15L7Bf33Naku50Zi8flKrZrneiegh/K+Ai4CzblxUNrFY35a5D9f/Xfd0wqIGkq22/rXQcTZTkFtFC0heB9wFPA6tSPUJhVZO8npGRIzojaQOqDjAb2J5YOh4ASVtTDRDwSke6eoaFYiQdTvWF7hyqZxaB8oNgN0GSWxRVf5vekWpkEqg6blxS8p5SfT9mRarZwGfXZWsDSxd+PKGr1d3td6Wqua0InEdVc5tRNDCgHp1nTaqHy/ueV7Ttg8pF9cq4nAONi/E4u12SWxQj6U3Ar4Engduomos2oppHbXvb3dKNPOZB0r7AHlRNfj8Dzu6W3q99JN0DrOd84C00ktyiGEmnAzNs/8eA8oOATWzvXSSwGBZJp1GNjfiruvfrYMetX2pAAUnnAQfZfrLE9QcjaUmqzi6r2t5P0mRgHdu/LBzauJfkFsVIutf2uoPsu892V4xuEaOj5DNbkn4NbEg1Gs6LfeW2dyoRTx9J51DNz/cPtqfUnXJ+0+3P340HGaEkSnp+Hvu6dRzMmH8lH/U4suC152VN27tJ2gPA9vNd8kjMuJfkFiW9VtKH25QLGPPHAGKBK9ZMZPuqUtcewkt1ba3v4fI1aalZxvxLcouSrgI+MMi+8TAHWHQ5Sdfa3rZ+lrI1uRZ7lnKAI4GLgVUk/QTYBvh4yYCaIvfcoutl2o9mkHSD7S1Lx9Ft6mHBtqRKuDd02dRP41aSW3S9DB47PtT3ivYE1rB9dD2F0d/YvqlwaEh6fZviWaVHKamfv7sauKae/ilGScaWjPEgN9jHh+9TDbu1R709i2rQ6W5wK/AU1VQ399frD0u6VdImBeM6jeqB9+MlPSjpAkndNI3RuJV7bjEepHlhfNjC9saSbgOw/UwXDaB8MfBz25cASNoBeC9wLlVS3qJEULavkHQV1Qzm21NNRrs+cFyJeJokNbcYD1JzGx/mSJrI3J5/ywODPtQ9xjbtS2wAti8F3mb7BmCxUkFJupxq5P/dgPuAzQZ79jOGJ8ktxoOuGsopBvVd4OfAGyUdA1wLfLVsSK/4k6TPS1qtXj4HPFMn45IJeCbV/IFTgA2Avge5Y4TSoSSKq+8xnEZ1j+aHVONLHlZ/u45xRNK6wDupatuX276ncEgASFoO+DKwLVVs1wJHUU1YuqrtBwqGh6SlgU8Ah1B1wilWm2yKJLcoTtLttqdKeg9wAHA4cFp6SI4v3dojsZtJOhB4K7AJ8Chze05eUTSwBkiHkugGfffU3keV1G7PEETj0q3AKsAzVH/TZYEnJf0B2Nf2LaUCq6csOoRXz+f2jlIx1ZYAjgVuKTnNUxOl5hbF1aPKrwS8GZgKTASutF2yi3YMk6STGLxH4nG2i/RIrGO5HTiJapDivvncKJlw+0iaSlV7g6rWdnvJeJoiyS2KqmtoKwPLAw/ZfrYesWEl2zPLRhfDIWm67U3blUmaUXKke0m3dOOXpXp6p/2o5sED+BAwzfbx5aJqhiS3KK5bP3hieCRdClwOnF0X7Qa8m6r2dnPJe6iSjgT+QNWbs3XKmz+ViglA0kxgq5YZ35eimvJmg5JxNUHuuUU3uEHSZrZvLh1IjMjHqHok/oK5PRI/RtXMvGvBuAD6Jr49tKXMwBoFYmklWppJ6/Xcbx4FqblFcZLuBtYBHgFmM3fE9nx7jUaTdDBV4v15XbQzcPrA2elj+JLcojhJq7Urt/3oWMcS868ekeRzVMNHLd5XXrJHoqTP2f5Gvf5R2+e17Puq7X8tFVtLHBsz9/m7q23fVjikRsgIJVFcncRWAd5Rr/+V/L85Hv0EuJeq1+tRVDXx0k3Nu7esf2HAvveOZSCtJC0u6Z8lfY9qXMnv2z4uiW305AMkipP0ZeDzzP3wWRQ4s1xEMZ/eYPsUYI7tq2x/kmqespI0yHq77bF0BrApcAewI/CtgrE0UjqURDf4ENWQW7cC2H5C0qSyIcV86BuJ5ElJ7weeoHrMoyQPst5ueyytZ/tvASSdAhSf865pktyiG7xk25L6RpNfqnRAMV++Ium1wP8DjgeWAf6lbEhMlfQcVS1tiXqdenvxwV+2wL0yJJntlzMgz+hLh5IoTtIhwGSqZ6L+HfgkcJbt7xYNLGIBkdRD1TMY6sRLda+5r6fwMqVia4okt+gKkt4N7ED1j/sS25cVDimGqR6/8URgBdtTJG0A7GT7K4VDi4VQklsUJ+nrtj8/VFl0t3pG6UOBk21vVJfdaXtK2chiYZTektEN3t2mbMcxjyJGaknbAztGZKT7KCIdSqIYSf8IfAZYox5jr88kMvv2ePS0pDWpeyFK2gV4smxIsbBKs2QUU/esex1VJ5LDWnbNKj2gbQyfpDWAacDWVHO6PQzsZfuRknHFwinJLbqCpG2BybZPk7QcMMn2w6XjiuGrH+WYYHtW6Vhi4ZXkFsXVI5RsCqxje21JbwLOs71N4dCiA/Xgv4OyfexYxRLRJ/fcohtkhJLxLX+r6DpJbtENMkLJOGb7qNIxRAyU5Bbd4FxJJwPLStqXaoSSHxSOKTrUN62MpONpM16j7YMKhBULuSS3KM72t+oRSp6jmrT0iIxQMq7cU/+cXjSKiBbpUBJdQ9IytHzhyuMAETG/UnOL4iR9GjgaeB7opR48FlijZFzRGUkXzmu/7Z3GKpaIPqm5RXGS7ge2sv106Vhi+CQ9BTwGnAXcyIBJQG1fVSKuWLil5hbd4EGq6T5ifPobqvFB9wA+Bvw31ZRFdxWNKhZqqblFcZI2Ak6j+tb/Yl95etmNP5IWo0py3wSOtn184ZBiIZWaW3SDk4ErgDuo7rnFOFMntfdTJbbVge8CPysZUyzcUnOL4iRdb3vr0nHE/JF0BjAF+B/gbNt3Fg4pIsktypN0DPAo8F/0b5bMowDjgKReYHa92fqBIsC2lxn7qGJhl+QWxUlqN/q/bedRgIiYL0luERHROOlQEsVJWhT4R+BtddGVwMm25xQLKiLGtdTcojhJPwQWBc6oi/4e6LG9T7moImI8S3KL4iTdbnvqUGUREZ2aUDqACKBH0pp9G5LWAHoKxhMR41zuuUU3OBT4taSHqLqPrwZ8omxIETGepVkyukI9wsU6VMntXtsvDvGSiIhBJblFMZI+PK/9tjN8U0TMlzRLRkkfmMc+k7EJI2I+peYWERGNk5pbFCNpL9tnSjq43X7bx451TBHRDEluUdJS9c9JbfalSSEi5luaJaMYSSvbfnyQfR+w/V9jHVNENEMe4o6SLpe0+sBCSZ8A/mPMo4mIxkhyi5L+BbhM0uS+AklfAA4G3l4sqogY93LPLYqxfZGkF4H/kbQzsA+wGfA228+UjS4ixrPcc4viJG0L/AK4HtjV9guFQ4qIcS7JLYqRNIuqV6SAxYA5VAMmi2om7mUKhhcR41iSW0RENE46lEREROMkuUVEROMkuUVEROMkuUVEROP8fwQjpNeJ4okAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(data.corr());"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**All good correlations plot has just been discussed already**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Multivariate Explorations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Engine_CC, Power_bhp and Fuel_Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\lib\\site-packages\\seaborn\\axisgrid.py:230: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 793.125x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# x and y  axis numerical: scatterplot\n",
    "# z axis: categorical: use color as a differentiator\n",
    "g = sns.FacetGrid(data = data, hue = 'Fuel_Type', size = 10)\n",
    "g.map(plt.scatter, 'Engine_CC', 'Power_bhp')\n",
    "g.add_legend()\n",
    "plt.title('Fuel Type varied by Power and Engine');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Conclusions:**\n",
    "- LPG and CNG lie have lower Engine_CC and Power_bhp\n",
    "- Only Petrol cars lie in the higher Power_bhp and Engine_CC range"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Engine_CC, Power_bhp and Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# All 3 axis numerical\n",
    "# Use size as a differntiator\n",
    "plt.scatter(data = data, x = 'Engine_CC', y = 'Power_bhp', s = 'Price')\n",
    "plt.title('Effect of Engine and Power on Price')\n",
    "plt.xlabel('Engine_CC')\n",
    "plt.ylabel('Power_bhp');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Transmission, Fuel_Type and Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\lib\\site-packages\\seaborn\\axisgrid.py:230: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "E:\\AnacondaInstaller\\lib\\site-packages\\seaborn\\axisgrid.py:715: UserWarning: Using the boxplot function without specifying `order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2689a80ca20>"
      ]
     },
     "execution_count": 231,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(data=data, col='Transmission', size=5)\n",
    "g.map(sns.boxplot,'Fuel_Type','Price', color=green3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\AnacondaInstaller\\lib\\site-packages\\seaborn\\axisgrid.py:230: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "E:\\AnacondaInstaller\\lib\\site-packages\\seaborn\\axisgrid.py:715: UserWarning: Using the barplot function without specifying `order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n",
      "E:\\AnacondaInstaller\\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"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(data=data, col='Transmission', size=5)\n",
    "g.map(sns.barplot,'Fuel_Type','Price', color=green1);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**In  Manual cars, the trend of Petrol, Electric and Disel is completely reversed**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### Distribution of Years in different locations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAANAAAAlACAYAAAD+WrzkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3X20XHWd5/v3R1BARAmSMICwYOAwDbKWkTlGBljd2KAkmdbA6ks6+EAWgzfYK1lCt/dewbk8rda5sUe0m1HoDpJrUCREBcGeCEKG2ximEQ4xkwdiTIA0JqQT8IHH7miS7/1j/6pTHOrk1KlvVU6dOp/XWrVq169+tffvnJxP9q5dv9pfRQRm1po3jfYAzMYyB8gswQEyS3CAzBIcILMEB8gswQEahirLJU2ra5sp6b42b2eupI+NoP+JkkLStXVtR0jaKemv2jSmb0k6fwT9j5F0Zzu2PVY4QMOI6oOyTwFflnSgpIOBLwBzM+uVtP+g7XwtIm4f4Wo2Ah+pezwTWJMZV0ZE/CIi/mS0tj8aHKAmRMQa4AfAZ4Frgdsi4ilJsyU9JmmlpJskvQlA0gJJA5LWSrqmth5JmyVdLekR4IL6bUj6vKQryvJySfPLutdLOmOIob0KPCVpcnk8E/hO3TpftweR9Eq5P1fSQ5K+K2lD2fbFkh6XtErScXXbOE/SjyX9vLYXlnRCafuppCckvb+0nyhp5Uh/v2PZ/sN3seJ6YAXwW6Bf0qlUITgjInZKWgDMAr4NXBkRvyp7mYckfTcinizreTUizmxie4qIKZI+AlwDTB2i32JglqTfAK8B24CJTaz/PcDJwIvAJuCmiHifpM8A84D/o/Q7BvgDoA94UNKJwFbggxHxL5J+D1gEvL+JbfYcB6hJEfFqOb5/JSJ2SDoXeB8wIAngIOAXpftFki6l+v0eBZwC1ALU7HuEu8r9E8Bxe+m3lCpgvynrbvao4icRsQ1A0tPA/aV9NfAf6votiYjdwHpJv6AK0hbgq5LeA+wETmhymz3HARqZ3eUGIGBhRFxd30FSH3A5MCUifiPpW8CBdV1ebXJbO8r9Lvby71T2AqvKNk8G/re6p3dSAiVpv0Hr2VG3vLvu8e5B/QZPlgzgM1T/WXwceDPwyvA/Tm/ye6DWPQjMlHQ4gKR3SjoWeDvwMvCSpCOB8/bBWP4r8H9FxG8GtW8C/n1ZvgDYr4V1X1jORJ5EdTi3AXgHsLWcYJlN9Z/JuOQ9UIsiYrWk66neF7wJ+B3V2boBqsO1NcDTwCP7YixUh16D/S1wj6QPAj/i9XudZm0EHgYmAXMi4reSvgp8V9JFVP+RtLLeniB/ncGsdT6EM0twgMwSHCCzhGEDVOY3PSRpXflk/fLSfp2kLeVT+JWSpte95ipJG8un6PviLJTZqBj2JEI5FXtkRKyQdAjVB3vnU00beSUivjSo/ynAHcAUqg8RHwROiohdQ21j6tSpcd99bZ2babY3bTvtPuweKCK2RsSKsvwysA44ei8vmQEsjogdEfEM1WnQKXvbxgsvvND8iM26yIjeA5VJhu8FflKa5pXJhwslTShtR7NnSgvAZhoETtKcMuFy4Pnnnx/xwM26QdMBkvQ24HvAFRHxEnAz1RyoyVSTC2+odW3w8jccJ0bEgojoj4j+iRObmfto1n2aCpCkN1OF5/aIuAsgIrZFxK4y0fAW9hymbaaa8lHzLuC59g3ZrHs0cxZOwK3Auoj4cl37kXXdLmDPF7nupZpef4Ck46lm7z7WviGbdY9m5sKdCXwCWF33ZanPUU3Zn0x1eLYJuAwgItZKWkI1H2wnMHdvZ+DMxrKumAvX398fAwMDoz0MGz/23WlsMxuaA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCSzzaPnH08g0tvW7LWX1tHkl7eQ9kluAAmSU4QGYJDpBZggNklpCpkXqYpAckbSj3E0q7JN1YaqSuknRap38Is9HSzB5oJ/CZiDgZOB2YW+qgXgksi4g+YFl5DDCNqqRJHzCHqhCXWU/K1EidASwq3RZRFR6mtN8WlUeBQwfVEjLrGZkaqUdExFaoQgZMKt1cI9XGjUyN1CG7NmhzjVTrSS3XSAW21Q7Nyv320u4aqTZutFwjlaoW6uyyPBu4p6794nI27nTgxdqhnlmvydRInQ8skXQp8CxwYXluKTAd2Ai8BlzS1hHbqGp1UmivGjZAEbGcoWtKntOgfwBzk+MyGxM8E8EswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBKaqc6wUNJ2SWvq2q6TtEXSynKbXvfcVaU+6npJ53Vq4GbdoJk90DeAqQ3avxIRk8ttKUCpnToLeHd5zU2S9mvXYM26TTM1Uh8GftXk+mYAiyNiR0Q8Q1XiZEpifGZdLfMeaF4pY7+wVuKeJuujgmukWm9oNUA3AycAk4GtwA2lvan6qOAaqdYbWgpQRGyLiF0RsRu4hT2Haa6PauNKSwGqFRcuLgBqZ+juBWZJOkDS8UAf8FhuiGbda9gSj5LuAM4GDpe0GbgWOFvSZKrDs03AZQARsVbSEuBJYCcwNyJ2dWboZqOvmRqpFzVovnUv/b8AfCEzKLOxwjMRzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEySxh2Mqn1nqOXbxjtIfQM74HMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJL8Aep1tVa/dB3y1l9bR5JY94DmSU4QGYJDpBZggNkluAAmSW0WiP1MEkPSNpQ7ieUdkm6sdRIXSXptE4O3my0tVoj9UpgWUT0AcvKY4BpVCVN+oA5VIW4zHpWqzVSZwCLyvIi4Py69tui8ihw6KBaQmY9pdX3QEdExFaAcj+ptLtGqo0r7T6J4BqpNq60GqBttUOzcr+9tLtGqo0rrQboXmB2WZ4N3FPXfnE5G3c68GLtUM+sF7VaI3U+sETSpcCzwIWl+1JgOrAReA24pANjNusardZIBTinQd8A5mYHZTZWeCaCWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgi8uPYa62Pfq8BzJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCwhNZlU0ibgZWAXsDMi+iUdBtwJHAdsAmZGxK9zwzTrTu3YA30gIiZHRH95PFT9VLOe04lDuKHqp5r1nGyAAviRpCckzSltQ9VPfR3XSLVekP1C3ZkR8ZykScADkn7W7AsjYgGwAKC/v79hHdXxwl+MG7tSe6CIeK7cbwfuBqYwdP1Us57TcoAkHSzpkNoy8CFgDUPXTzXrOZlDuCOAuyXV1vPtiLhP0uM0rp9q1nNaDlBEPA28p0H7L2lQP9WsF3kmglmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgnZCytaHV8gcfzxHsgswQEyS3CAzBIcILMEB8gswQEyS+jYaWxJU4G/BvYDvh4R8zu1rXbz6WhrVkf2QJL2A74GTANOAS6SdEontmU2mjq1B5oCbCwVHJC0mKp26pMd2t4beC9i+0KnAnQ08Iu6x5uB99d3KDVVa3VVX5G0vs1jOBx4oc3rbEU3jKMbxgD7cBza+9NrIuLUdmynUwFqNP7X1UGtr5HakQFIAxHR36n1j6VxdMMYum0c7VpXp87CbQaOqXv8LuC5Dm3LbNR0KkCPA32Sjpf0FmAWVe1Us57SkUO4iNgpaR5wP9Vp7IURsbYT29qLjh0ejlA3jKMbxgA9OA5FxPC9zKwhz0QwS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQFKUmW5pGl1bTMl3dfm7cyV9LER9D9R0j9LWinpSUlfkzTMFzVtpDwbuw0knQp8B3gv1dc3VgJTI+KpxDr3j4ididefCHw3IiZLejPw/wFfjAh/L6uNvAdqg4hYA/wA+CxwLXBbRDwlabakx8pe4CZJbwKQtEDSgKS1kq6prUfSZklXS3oEuKB+G5I+L+mKsrxc0vyy7vWSzhhmfL8D/gE4UdK5kr5ft96/kfTxuu1fJ+mnklZJOqm0v03SN8r2firpw234tfUEB6h9rgc+SnUpr78se6ULgDMiYjLVlxdnlb5XlmsDvAf44KBLfr0aEWdGxHeG2Z4iYgrwfwLX7LWjdDDwh8DqJn6ObRHxXuDrwJ+XtmuA+8r2/hC4QdKBTayr57k+UJtExKuS7gReiYgdks4F3gcMlLceB7HnSkUXSbqU6vd/FNW182qX/LqzyU3eVe6fAI4bos+/k7QS2A3cHREPlHE1u97pZflDwDRJV5bHBwLHAj9vcqw9ywFqr93lBtWViRZGxNX1HST1AZcDUyLiN5K+RfUHWfNqk9vaUe53MfS/4/qy96u3k9cfeQzekzRar4DzM+/pepUP4TrnQWCmpMMBJL1T0rHA24GXgZckHQmct4/H9Y/AuyW9RdIEqkOy4dwPfLr2QNJ7OzW4scZ7oA6JiNWSrgceLCcPfgd8ChigOlxbAzwNPLKPx/VMOYmwmuoQbEUTL7se+CtJq6n+091IdaXZcc+nsc0SfAhnluAAmSUMGyBJx0h6SNK68sHf5aX9OklbyoeEKyVNr3vNVZI2lg/59vWbZLN9Ztj3QOVM0ZERsULSIVSfD5wPzKT6zONLg/qfAtxBVeLkKKqzUSdFxK4OjN9sVA27B4qIrRGxoiy/DKyjKl8ylBnA4ojYERHPUJ2xmbK3bUydOjWoqjf45tu+uLXNiN4DSTqOasLkT0rTvDJnamH5TAEa1wbaW+B44YVuKF1jNnJNB0jS24DvAVdExEvAzcAJwGRgK3BDrWuDl78h9ZLmlAmVA88///yIB27WDZoKUJkO/z3g9oi4CyAitkXErojYDdzCnsO0pmoDRcSCiOiPiP6JEydmfgazUdPMWTgBtwLrIuLLde1H1nW7gOqTdajqAM2SdICk44E+4LH2DdmsezQzledM4BPA6jKzF+BzVDOKJ1Mdnm0CLgOIiLWSllBNV9kJzPUZOOtVXTGVp7+/PwYG2la20mw4bftqu2cimCU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZQqZG6mGSHpC0odxPKO2SdGOpkbpK0mmd/iHMRksze6CdwGci4mTgdGBuqYN6JbAsIvqAZeUxwDSqkiZ9wByqQlxmPSlTI3UGsKh0W0RVeJjSfltUHgUOHVRLyKxnZGqkHhERW6EKGTCpdBtxjVSzsSpTI3XIrg3aXCPVelLLNVKBbbVDs3K/vbS7RqqNGy3XSKWqhTq7LM8G7qlrv7icjTsdeLF2qGfWazI1UucDSyRdCjwLXFieWwpMBzYCrwGXtHXEZl1k2ABFxHKGril5ToP+AcxNjstsTPBMBLMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBKaKW+yUNJ2SWvq2q6TtEXSynKbXvfcVaXA8HpJ53Vq4GbdoJk90DeAqQ3avxIRk8ttKUApPjwLeHd5zU2S9mvXYM26TTNFhh8GftXk+mYAiyNiR0Q8Q1UjaEpifGZdLfMeaJ6kVeUQb0Jpa7rAsGukWi9oNUA3AycAk4GtwA2lvakCw+AaqdYbWgpQRGyLiF0RsRu4hT2HaU0VGDbrFS0FqFadu7gAqJ2huxeYJekASccDfcBjuSGada9ha6RKugM4Gzhc0mbgWuBsSZOpDs82AZcBRMRaSUuAJ4GdwNyI2NWZoZuNPlU1gUdXf39/DAwMjPYwbPwYqmj2iHkmglmCA2SWMOx7ILNGjl6+YcSv2XJWXwdGMrq8BzJLcIDMEhwgswS/BxrnWnkvY3t4D2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCJ5PaPtPqxNVu/iKe90BmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbQao3UwyQ9IGlDuZ9Q2iXpxlIjdZWk0zo5eLPR1mqN1CuBZRHRBywrjwGmUZU06QPmUBXiMutZrdZInQEsKsuLgPPr2m+LyqPAoYNqCZn1lFbfAx0REVsByv2k0u4aqTautPskgmuk2rjSaoC21Q7Nyv320u4aqTautBqge4HZZXk2cE9d+8XlbNzpwIu1Qz2zXtRqjdT5wBJJlwLPAheW7kuB6cBG4DXgkg6M2axrDBugiLhoiKfOadA3gLnZQZmNFZ6JYJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIvrNhDXHF73/MeyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJL8FQe63qtTFHaV3VVvQcyS3CAzBIcILMEB8gswQEyS3CAzBIcILOE1OdAkjYBLwO7gJ0R0S/pMOBO4DhgEzAzIn6dG6ZZd2rHHugDETE5IvrL46Hqp5r1nE4cwg1VP9Ws52Sn8gTwI0kB/G1ELGBQ/VRJkxq9UNIcqkreHHvssclh9BZfXWfsyAbozIh4roTkAUk/a/aFJWwLAPr7+xvWUTXrdqlDuIh4rtxvB+4GpjB0/VSzntNygCQdLOmQ2jLwIWANQ9dPNes5mUO4I4C7JdXW8+2IuE/S4zSun2rWc1oOUEQ8DbynQfsvaVA/1awXeSaCWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYKrM3SYv57d27wHMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBH8O1CR/nmONeA9kluAAmSU4QGYJDpBZggNkltCxs3CSpgJ/DewHfD0i5ndqWyPlM2rWLh3ZA0naD/gaMA04BbhI0imd2JbZaOrUHmgKsLFUcEDSYqraqU+2cyPek9ho61SAjgZ+Ufd4M/D++g71NVKBVyStb/MYDgdeaPM6W9EN4+iGMcA+HIf2/vSaiDi1HdvpVIAajf91dVDra6R2ZADSQET0d2r9Y2kc3TCGbhtHu9bVqbNwm4Fj6h6/C3iuQ9syGzWdCtDjQJ+k4yW9BZhFVTvVrKd05BAuInZKmgfcT3Uae2FErO3EtvaiY4eHI9QN4+iGMUAPjkMRMXwvM2vIMxHMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcICGocpySdPq2mZKuq/N25kr6WMjfM3vSfqhpA2S1klaLGmSpE9K+qt2jm+E47pf0iGjtf19ybOxmyDpVOA7wHupvp6xEpgaEU8l1rl/ROxMvP4gYDXw6YhYWtrOofri4pnAqRFxRavrt+Z4D9SEiFgD/AD4LHAtcFtEPCVptqTHJK2UdJOkNwFIWiBpQNJaSdfU1iNps6SrJT0CXFC/DUmfl3RFWV4uaX5Z93pJZzQY1ieAh2vhKeNcFhHrysN3lT3BBkn/T912pkn6B0krJN0p6eC6sV0n6aeSVkk6qW5ct0r6e0lPS5pbt64fSHqi/JyfHPRzHtrab3uMiQjfmrgBBwPrqf7XPwA4Ffg+sH95fgHw0bJ8WLnfH/gxcEp5vBn48yHW/3ngirK8HPhiWf4IcF+D/jcCc4dY1yeBDcAhwEFUF3g5CpgE/D3w1tLvPwOfqxvbn5blTwN/UzeuHwNvKa//JbDfoJ/zrVRXXJpQt65DR/vfbF/cXN6kSRHxqqQ7gVciYoekc4H3AQOSYM8fKlTXwbuUKkBHUV0br3ZJrzub3ORd5f4J4LgWhvxgRLwMIOlnwLHAvylj+Z9lzG+hCmujbU6va/+7iPgtsF3Sr4CJwD8BfybpI6XPu4ATgLZdsGMscIBGZne5QXXloYURcXV9B0l9wOXAlIj4jaRvAQfWdXm1yW3tKPe7aPzvtJZBlwob4vX16xDV3uwTI9zmG9ZV/gP5feD0iPhnSct5/c85Lvg9UOseBGZKOhxA0jslHQu8HXgZeEnSkcB5Hdr+N4E/KJdQpoxh+jBXgP2f5TX/tvQ/uAS+Fe8AflXC826qvfG44wC1KCJWA9cDD0paBfwIOAJYQXW4tga4BXikQ9t/Dfgw1WHUBklPAh8Hnt/La7YBlwJ3SvpfVIE6qcUh/HfgrWU91wA/aXE9Y5pPY5sleA9kluAAmSUMGyBJx0h6qEwVWSvp8tJ+naQt5UPElZKm173mKkkby4eAnXoTbTbqhn0PVM4kHRkRK8r8pieA84GZVJ+JfGlQ/1OAO6hKnBxFdbbqpIjY1YHxm42qYfdAEbE1IlaU5ZeBdVTlS4YyA1gcETsi4hlgI1WYhjR16tSgqt7gm2/74tY2I3oPJOk4qgmVtVOW88q8qYWSJpS2RrWB3hA4SXPKfLGBdevWDX7abExoOkCS3gZ8j2q+1kvAzVRTNyYDW4Ebal0bvPwNqY+IBRHRHxH9EydOHPHAzbpBUwGS9Gaq8NweEXcBRMS2iNgVEbupPjCsHaa5NpCNG82chRNwK7AuIr5c135kXbcLqD55h6oO0CxJB0g6HugDHmvfkM26RzOTSc+k+u7JakkrS9vnqGYcT6Y6PNsEXAYQEWslLaGazrKTasq9z8BZT+qKqTz9/f0xMDCuZsHb6BqmBnHzPBPBLMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSMjVSD5P0gKQN5X5CaZekG0uN1FWSTuv0D2E2WprZA+0EPhMRJwOnA3NLHdQrgWUR0QcsK48BplGVNOkD5lAV4jLrSZkaqTOARaXbIqrCw5T226LyKHDooFpCZj0jUyP1iIjYClXIgEml24hrpD7//PMjH7lZF8jUSB2ya4M210i1ntRyjVRgW+3QrNxvL+2ukWrjRss1Uqlqoc4uy7OBe+raLy5n404HXqwd6pn1mkyN1PnAEkmXAs8CF5bnlgLTgY3Aa8AlbR2xWRcZNkARsZyha0qe06B/AHOT4zIbEzwTwSzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEpqpzrBQ0nZJa+rarpO0RdLKcpte99xVpT7qeknndWrgZt2gmT3QN4CpDdq/EhGTy20pQKmdOgt4d3nNTZL2a9dgzbpNMzVSHwZ+1eT6ZgCLI2JHRDxDVeJkSmJ8Zl0t8x5oXiljv7BW4p4m66Oa9YpWA3QzcAIwGdgK3FDam6qPCi4ybL2hpQBFxLaI2BURu4Fb2HOY1nR9VBcZtl7QUoBqxYWLC4DaGbp7gVmSDpB0PNAHPJYboln3GrbEo6Q7gLOBwyVtBq4FzpY0merwbBNwGUBErJW0BHgS2AnMjYhdnRm62ehTVdJ0dPX398fAwMBoD8PGj6Fq/o6YZyKYJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFlCqzVSD5P0gKQN5X5CaZekG0uN1FWSTuvk4M1GW6s1Uq8ElkVEH7CsPAaYRlXSpA+YQ1WIy6xntVojdQawqCwvAs6va78tKo8Chw6qJWTWU1p9D3RERGwFKPeTSrtrpNq40u6TCK6RauNKqwHaVjs0K/fbS7trpNq4MmyJxyHcC8wG5pf7e+ra50laDLwfeLF2qGdjy9HLN4yo/5az+jo0ku7Wao3U+cASSZcCzwIXlu5LgenARuA14JIOjNmsawwboIi4aIinzmnQN4C52UGZjRWtHsLZGDLSwzFrngNko6JX3mN5LpxZgvdA1hbj9TDReyCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSUhdWlLQJeBnYBeyMiH5JhwF3AscBm4CZEfHr3DDNulM79kAfiIjJEdFfHg9VgNis53TiEG6oAsRmPScboAB+JOkJSXNK21AFiF/HNVKtF2QvLn9mRDwnaRLwgKSfNfvCiFgALADo7+9vWIjYrNul9kAR8Vy53w7cDUxh6ALEZj2n5QBJOljSIbVl4EPAGvYUIIbXFyA26zmZQ7gjgLsl1dbz7Yi4T9LjNC5AbEPolWpt41HLAYqIp4H3NGj/JQ0KEJv1Is9EMEtwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSsl9nsAZGOrfNxi7vgcwSvAcag7yH6x7eA5klOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgD1Kb4A8ubSjeA5kleA9kY0K3XnxyXAbIh2TWLj6EM0twgMwSOhYgSVMlrZe0UZLLPFpP6kiAJO0HfA2YBpwCXCTplE5sy2w0dWoPNAXYGBFPR8RvgcVUtVPNekqnzsIdDfyi7vFm4P31HUpN1Vpd1VckrW/zGA4HXmjzOlvRDePohjHAPhyH9v70mog4tR3b6VSAGo3/dXVQ62tMo7r6AAAgAElEQVSkdmQA0kBE9Hdq/WNpHN0whm4bR7vW1alDuM3AMXWP3wU816FtmY2aTgXocaBP0vGS3gLMoqqdatZTOnIIFxE7Jc0D7gf2AxZGxNpObGsvOnZ4OELdMI5uGAP04DgUEcP3MrOGPBPBLMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSxnWAVFkuaVpd20xJ97V5O3MlfWyEr/k9ST+UtEHSOkmLJU3aS//3S/rKCLexWdKhI+j/h5JOH8k2et24n0wq6VTgO8B7qWaOrwSmRsRTiXXuHxE7E68/CFgNfDoilpa2c4DnImJdq+ttsJ3NwKkR8Zsm+38eeCEi/moE20j9LrpeRIz7G/CXwLXl/urSNht4jCpQNwFvKu0LgAFgLXBN3To2A1cDjwAXDlr/54EryvJyYH5Z93rgjAbjmUP1FZBGYz0IWEQVsBXA75f2c4Hv123vG8CPgE3A+cANwBrgvwP71425NpafAP+2tM8oj39a1jEJOAH4J2BL+Z2cARwPPASsAh4A3lVe/62yvYfK7/RtZTyPlXV+eLT/zdv2tzPaA+iGG3Bw+WNeDRwAnAp8v+4PbQHw0bJ8WLnfH/gxcErdH+OfD7H+wQH6Yln+CHBfg/43AnOHWNdngVvK8ruBfwTe0iBAf1/G+O+B14APlud+APxR3Zg/W5b/U93rJ7Dn6ORTdeP915+jPP4h8LGyPAf4bln+Vvn91f7T+UtgVt26fw4cONr/7u24jctL+w4WEa9KuhN4JSJ2SDoXeB8wIAmq//VrF0m5SNKlVH+cR1FdtuvJ8tydTW7yrnL/BHDcCId7FvBfy7jXSnoOOLFBv6VRfbFxden7QGlfPWibd5T726n2RgDHAksk/Ruq/1B+PsRY3g/8UVm+DfiLuue+ExG7y/KHgGl11wc8sGxjqPWOGQ7QHrvLDaqLoiyMiKvrO0jqAy4HpkTEbyR9i+qPoebVJre1o9zvovG/wVoGXcWofhgj3MZu4Ld17bsHbbPRm+CvAf8lIpaW/0xauTBm/e9CwPmReF/Zrcb1Wbi9eBCYKelwAEnvlHQs8HbgZeAlSUcC53Vo+98E/kDS1FqDpOnl4pQPAx8rbScDRwIbE9v6k3J/EdX7N4B3AFtU7X5n1/V9GTik7vGjwMyy/PEytkbuBz5deyDpvYnxdhUHqIGIWA1cDzwoaRXVG+kjqN60P0n1ZvwW9vzBtXv7rwEfBv6snMZ+kuoP9HngvwEHlUOz24GLo7p4ZaveKukx4E+Bz5S264C7qd5Hbavrew/Vfyw/lXQGMA+YU35HfwL82RDbuL5sZ7WktWX9PWHcn8Y2y/AeyCzBATJLcIDMEoYNkKRjJD1U5mOtlXR5ab9O0hZJK8ttet1rrip1gdZL6tSZKrNRN+xJhHK69siIWCHpEKoP/86nOn35SkR8aVD/U6g+nJtC9UHjg8BJEbGrA+M3G1XD7oEiYmtErCjLLwPrqMqXDGUGsDgidkTEM1SfUUzZ2zamTp0aVB/o+ebbvri1zYjeA0k6jmrW8k9K0zxJqyQtlDShtDWqDfSGwEmaI2lA0sC6dW2bYGy2TzUdIElvA75HNZnwJeBmqhm6k4GtVLNvoYnaQAARsSAi+iOif+LEiSMeuFk3aCpAkt5MFZ7bI+IugIjYFhG7yoTBW9hzmObaQDZuNHMWTsCtwLqI+HJd+5F13S6gmt4CVR2gWZIOkHQ80Ef1PRCzntPMbOwzgU8AqyWtLG2fo5rWP5nq8GwTcBlQm2K/hGrO2E6q77X4DJz1pK6YC9ff3x8DA20rW2k2nGa/EjIsz0QwS/AX6qwrHL18Q1P9tpzV1+GRjIz3QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJmRqph0l6QNKGcj+htEvSjaVG6ipJp3X6hzAbLc3sgXYCn4mIk4HTgbmlDuqVwLKI6AOWlccA06hKmvQBc6gKcZn1pEyN1BnAotJtEVXhYUr7bVF5FDh0UC0hs56RqZF6RERshSpkwKTSbcQ1Up9//vmRj9ysC2RqpA7ZtUGba6RaT2q5RiqwrXZoVu63l3bXSLVxo+UaqVS1UGeX5dnAPXXtF5ezcacDL9YO9cx6TaZG6nxgiaRLgWeBC8tzS4HpwEbgNeCSto7YrIsMG6CIWM7QNSXPadA/gLnJcZmNCZ6JYJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCc1UZ1goabukNXVt10naImlluU2ve+6qUh91vaTzOjVws27QzB7oG8DUBu1fiYjJ5bYUoNROnQW8u7zmJkn7tWuwZt2mmRqpDwO/anJ9M4DFEbEjIp6hKnEyJTE+s66WeQ80r5SxX1grcU+T9VHBNVKtN7QaoJuBE4DJwFbghtLeVH1UcI1U6w0tBSgitkXErojYDdzCnsM010e1caWlANWKCxcXALUzdPcCsyQdIOl4oA94LDdEs+41bIlHSXcAZwOHS9oMXAucLWky1eHZJuAygIhYK2kJ8CSwE5gbEbs6M3Sz0ddMjdSLGjTfupf+XwC+kBmU2VjhmQhmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWcKwX2cw6yZHL9/QVL8tZ/V1eCQV74HMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEjwTwVrSbTMCRov3QGYJDpBZQqs1Ug+T9ICkDeV+QmmXpBtLjdRVkk7r5ODNRlurNVKvBJZFRB+wrDwGmEZV0qQPmENViMusZ7VaI3UGsKgsLwLOr2u/LSqPAocOqiVk1lNafQ90RERsBSj3k0q7a6TauNLukwiukWrjSqsB2lY7NCv320u7a6TauNJqgO4FZpfl2cA9de0Xl7NxpwMv1g71zHpRqzVS5wNLJF0KPAtcWLovBaYDG4HXgEs6MGazrtFqjVSAcxr0DWBudlBmY4VnIpglOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCb4qj3VUs1fvGau8BzJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCwh9YU6SZuAl4FdwM6I6Jd0GHAncBywCZgZEb/ODdOsO7VjD/SBiJgcEf3l8VD1U816TicO4Yaqn2rWc7IBCuBHkp6QNKe0DVU/9XVcI9V6QfaiImdGxHOSJgEPSPpZsy+MiAXAAoD+/v6GdVTNul1qDxQRz5X77cDdwBSGrp9q1nNaDpCkgyUdUlsGPgSsYej6qWY9J3MIdwRwt6Taer4dEfdJepzG9VPNek7LAYqIp4H3NGj/JQ3qp5r1Is9EMEtwgMwSHCCzBAfILMEBMktweRN7nV4vR9Ju3gOZJXgPNA54r9I53gOZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4C/UdaFmvwC35ay+Do/EhuM9kFmCA2SW0LEASZoqab2kjZJc5tF6UkfeA0naD/ga8EFgM/C4pHsj4slObG+0jdZ7Fl8sZPR1ag80BdgYEU9HxG+BxVS1U816SqcCdDTwi7rHm0ubWU/p1GlsNWh7XR3UUpS4Vpj4FUnr2zyGw4EX2rzOVvzrOBr9Uvb1GEbZPhvHML/rNRFxaju206kAbQaOqXv8LuC5+g71RYY7QdJARPR3av1jaRzdMIZuG0e71tWpQ7jHgT5Jx0t6CzCLqnaqWU/pyB4oInZKmgfcD+wHLIyItZ3Yltlo6thUnohYCizt1Pqb0LHDwxHqhnF0wxigB8ehiBi+l5k15Kk8ZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4AABqiyXNK2ubaak+9q8nbmSPjaC/idKWjmo7fOSrhjBOs6V9P2RjHMk49mXr+9GvrAiEBEh6VPAdyQ9RPUVjC8AUzPrlbR/ROys287XciPtvMFjtr3zHqiIiDXAD4DPAtcCt0XEU5JmS3pM0kpJN0l6E4CkBZIGJK2VdE1tPZI2S7pa0iPABfXbqN97lD3e/LLu9ZLOGMl4Jf07SY/VPT659ljSfyzrXE7dxVwkvU3SN8o2fyrpw6X9k5IWS/o74IeS3i7pf0haIWmVpD+q2/SbJX1T0mpJSyQdVNZxvaTHJa2R9DeSVNrfV9bxD8CnRvIzjgkR4Vu5AQcD64HVwAHAqcD3gf3L8wuAj5blw8r9/sCPgVPK483Anw+x/s8DV5Tl5cAXy/JHgPsa9D8R+GdgZd3tn+rW8TBwaln+S+BPgbeWMZxAdWmA7wHfr+szqyxPAH4OHAh8EvhHYEJ57s3AIWV5ErChbjwBnF4e31Y3ltrvQ8AdwLTyeC1wZln+CrBytP+d23nzHqhORLwK3Al8MyJ2AOcC7wMGyrH7H1D9YQJcJGkFsAI4GTilblV3NrnJu8r9E8BxQ/RZHxGTazfg63XP3QpcIml/4EKqP9xTgJ9HxFNR/dXeXtf/Q8B/Lj/LQ1ThObY896OI+HVZFvBFSauAHwHHSDq8PPdMRDxalr8FnFWWzyl7wP9F9Xt6d3nNQRHxSOnzzSZ+J2OK3wO90e5yg+oPaWFEXF3fQVIfcDkwJSJ+I+lbVH+MNa82ua0d5X4Xrf1bfAf4HPAI8A9lLDDoCkh1BJwfEU+9rlH6fV4/5ouBdwCnRfX1/M3s+fkGrzskvRX4aum/RdLn99K/p3gPtHcPAjNr//tKeqekY4G3Ay8DL0k6EjhvNAYXEa8B/4Pqj/f/Lc1PAieVC7oIuKjuJfcDn649kPTeIVb9DmB7Cc8Hef01/Y6X9L6yfBHVoehBVP/pvCDpEOCPy/heAP5F0n8o/Zs+AzlWOEB7ERGrgeuBB+sOZ46gOmx7ElgD3EK1BxgttwO/A5bBv4bqU8APqd6bPV3X93rgreUEwFrguiHW+U3gjHL5pwuB+msIrwX+9/L7OBhYEBG/BBZR/T7uBn5S1/8S4G/LSYRXEj9nV/I1Eca4cuH+AyLi+tEey3jk90BjmKQfUF3A8g9HeyzjlfdAZgl+D2SWMGyAJB0j6SFJ68qn7peX9uskbSmf0K+UNL3uNVepKqy1XtKonKEy2xeGPYQrp2mPjIgV5RTlE8D5wEzglYj40qD+p1B9oDcFOIrqVPBJEbFrqG1MnTo17ruvrfM2zfambYUyht0DRcTWiFhRll8G1rH3Wj8zgMURsSMingE2UoVpSC+80A2VN8xGbkTvgSQdB7yXPef555WJggslTShtTRXXkjSnTMYceP7550c8cLNu0HSAJL2NamLiFRHxEnAz1bywycBW4IZa1wYvf8NxYkQsiIj+iOifOHHiiAdu1g2aCpCkN1OF5/aIuAsgIrZFxK6I2E31aXztMG3Y4lpmvaKZs3CimvW7LiK+XNd+ZF23C6imcUBVSGuWpAMkHQ/0AY9h1oOamYlwJvAJYHXd13E/RzWdfzLV4dkm4DKAiFgraQnVXLGdwNy9nYEzG8u6YiZCf39/DAy0rWyl2XD23WlsMxuaA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJWRqpB4m6QFJG8r9hNIuSTeWGqmrJJ3W6R/CbLQ0swfaCXwmIk4GTgfmljqoVwLLIqIPWFYeA0yjKmnSB8yhKsRl1pMyNVJnAItKt0VUhYcp7bdF5VHg0EG1hMx6RqZG6hERsRWqkAGTSjfXSLVxI1MjdciuDdpcI9V6Uss1UoFttUOzcr+9tLtGqo0bLddIpaqFOrsszwbuqWu/uJyNOx14sXaoZ9ZrMjVS5wNLJF0KPAtcWJ5bCkwHNgKvAZe0dcRmXWTYAEXEcoauKXlOg/4BzE2Oy2xM8EwEswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgs4Rmvs5g9q+OXr6hpddtOauvzSPpDt4DmSU4QGYJPoSzfaJXD/28BzJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEpqpzrBQ0nZJa+rarpO0RdLKcpte99xVpT7qeknndWrgZt2gmT3QN4CpDdq/EhGTy20pQKmdOgt4d3nNTZL2a9dgzbpNMzVSHwZ+1eT6ZgCLI2JHRDxDVeJkSmJ8Zl0t8x5oXiljv7BW4p4m66OCa6Rab2j16ww3A39BVfv0L4AbgP9Ek/VRoaqRCiwA6O/vb9jHOqPVrxbYG7W0B4qIbRGxKyJ2A7ew5zDN9VFtXGkpQLXiwsUFQO0M3b3ALEkHSDoe6AMeyw3RrHsNewgn6Q7gbOBwSZuBa4GzJU2mOjzbBFwGEBFrJS0BngR2AnMjYldnhm42+pqpkXpRg+Zb99L/C8AXMoMyGys8E8EswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBJarZF6mKQHJG0o9xNKuyTdWGqkrpJ0WicHbzbaWq2ReiWwLCL6gGXlMcA0qpImfcAcqkJcZj2r1RqpM4BFZXkRcH5d+21ReRQ4dFAtIbOe0up7oCMiYitAuZ9U2l0j1caVdp9EGFGN1Ijoj4j+iRMntnkYZvtGqwHaVjs0K/fbS7trpNq40mqA7gVml+XZwD117ReXs3GnAy/WDvXMelGrNVLnA0skXQo8C1xYui8FpgMbgdeASzowZrOu0WqNVIBzGvQNYG52UGZjhWcimCU4QGYJDpBZwrDvgax7Hb18w2gPYdzzHsgswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEf5BqXa3VD4u3nNXX5pE05j2QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgqTxdwNc2GLu8BzJLcIDMEhwgs4TUeyBJm4CXgV3Azojol3QYcCdwHLAJmBkRv84N06w7tWMP9IGImBwR/eXxUPVTzXpOJw7hhqqfatZzsgEK4EeSnpA0p7QNVT/1dVwj1XpB9nOgMyPiOUmTgAck/azZF0bEAmABQH9/f8M6qmbdLrUHiojnyv124G5gCkPXTzXrOS0HSNLBkg6pLQMfAtYwdP1Us56TOYQ7ArhbUm09346I+yQ9TuP6qWY9p+UARcTTwHsatP+SBvVTzXqRZyKYJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4IvLt5EvEj/+eA9kluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSV0bCqPpKnAXwP7AV+PiPmd2la7eUqONasjeyBJ+wFfA6YBpwAXSTqlE9syG02d2gNNATaWCg5IWkxVO/XJka6o1b3BlrP6Wnqd2Uh0KkBHA7+oe7wZeH99h1JTtVZX9RVJ69s5AMHhwAvtXGeLumEc3TAG2Ifj0N6fXhMRp7ZjO50KUKPxv64Oan2N1I4MQBqIiP5OrX8sjaMbxtBt42jXujp1Fm4zcEzd43cBz3VoW2ajplMBehzok3S8pLcAs6hqp5r1lI4cwkXETknzgPupTmMvjIi1ndjWXnTs8HCEumEc3TAG6MFxKCKG72VmDXkmglmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOUItUWS5pWl3bTEn3tXk7cyV9bAT9T5S0cpg+x0i6Mz8682zsBEmnAt8B3kv1tY2VwNSIeCqxzv0jYmfi9ScC342Iya2uY4TbS413rPMeKCEi1gA/AD4LXAvcFhFPSZot6TFJKyXdJOlNAJIWSBqQtFbSNbX1SNos6WpJjwAX1G9D0uclXVGWl0uaX9a9XtIZexufpBMk/VjSTyU9Ien9pf1f91KSPinpbkn3l3X+34P7lMdX1j23XNIXJD0MzMv+Hscyl3jMux5YAfwW6C97pQuAM8oXCxdQfSP328CVEfErSfsDD0n6bkTUrlT0akSc2cT2FBFTJH0EuAaYupe+W4EPRsS/SPo9YBGDLu5STAFOLT/D45L+DnhlmHG8PSJ+v4nx9jQHKCkiXi3vJ16JiB2SzgXeBwxIAjiIPVcoukjSpVS/96OorplXC1Cz70nuKvdPAMcN0/cA4KuS3gPsBE4Yot/9EfFrAEnfB84Chnsvt7ip0fY4B6g9dpcbVFckWhgRV9d3kNQHXA5MiYjfSPoWcGBdl1eb3NaOcr+L4f/9PkMV3o8Db2bovcrgN8JBFbj6Q/wDS1tNs+PtaX4P1H4PAjMlHQ4g6Z2SjgXeDrwMvCTpSOC8fTCWdwBbozpTNJuhL5f2IUmHSnor1QUwHwH+CThK0gRJBwL/cR+Md8zxHqjNImK1pOuBB8vJg98BnwIGqA7X1gBPU/2RdsL+7NlLfRX4rqSLqIK9Y4jXLKd6j3YC8M2IqJ1g+C9UV1h6mhauKjse+DR2j5H0x8AfR8RHm+z/SeDUiLiisyPrTd4D9ZCyx5hOdbhm+4D3QGYJw55EKNM+HpK0rnwAeHlpv07SlvJh4UpJ0+tec5WkjeWDuX3xZtlsVAy7BypnjI6MiBWSDqH6/OF8YCbVZx9fGtT/FOAOqg/njqJ683pSROzqwPjNRtWwe6CI2BoRK8ryy8A6qvIlQ5kBLI6IHRHxDLCRKkxDmjp1alB99uCbb/vi1jYj+hxI0nFUEyd/UprmSVolaaGkCaWtUW2gvQWOF17ohtI1ZiPXdIAkvQ34HnBFRLwE3Ez1ucFkqjlXN9S6Nnj5G1IvaU6ZWDnw/PPPj3jgZt2gqQBJejNVeG6PiLsAImJbROyKiN3ALew5TGuqNlBELIiI/ojonzhxYuZnMBs1zZyFE3ArsC4ivlzXfmRdtwuoPmGHqg7QLEkHSDoe6AMea9+QzbpHMx+kngl8Alhd9/2Qz1HNLJ5MdXi2CbgMICLWSlpCNfVjJzDXZ+CsV3XFB6n9/f0xMNC2spVmwxmmBnHzPBvbLMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSMjVSD5P0gKQN5X5CaZekG0uN1FWSTuv0D2E2WprZA+0EPhMRJwOnA3NLHdQrgWUR0QcsK48BplGVNOkD5lAV4jLrSZkaqTOARaXbIqrCw5T226LyKHDooFpCZj0jUyP1iIjYClXIgEml24hrpJqNVZkaqUN2bdDmGqnWk1qukQpsqx2alfvtpd01Um3caLlGKlUt1NlleTZwT137xeVs3OnAi7VDPbNek6mROh9YIulS4FngwvLcUmA6sBF4DbikrSM26yLDBigiljN0TclzGvQPYG5yXGZjgmcimCU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkltBMeZOFkrZLWlPXdp2kLZJWltv0uueuKgWG10s6r1MDN+sGzeyBvgFMbdD+lYiYXG5LAUrx4VnAu8trbpK0X7sGa9Ztmiky/DDwqybXNwNYHBE7IuIZqhpBUxLjM+tqmfdA8yStKod4E0pb0wWGXSPVekGrAboZOAGYDGwFbijtTRUYBtdItd7QUoAiYltE7IqI3cAt7DlMa6rAsFmvaClAtercxQVA7QzdvcAsSQdIOh7oAx7LDdGsew1bI1XSHcDZwOGSNgPXAmfr/2fv7qPkqu87z78/FjbYGBvJPCzGsBDcdozZscy2Za1hEzwQkLQTC04GRZg1CkuOYC3OwsYzMXjWNt5jsnhinFkSIJZjjUVsA3IMBuYQsFBIbJHw0GBFD8gaCazBEhoJ/MCjR4nEd/+4v1oKUaWurm/d7urqz+ucOnXrV7fu/XZLn763bt26X2km1e7ZVuBigIjYIGkF8DiwB1gSEXvrKd1s4qnqCTyxhoeHY2RkZKLLsKmjXdPsMfOZCGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkltBtj9QZklZK2lzup5dxSbqu9EhdK+nkOos3m2jd9ki9AlgVEUPAqvIYYC5VS5MhYDFVIy6zgdVtj9T5wPIyvRw4u2n8pqg8CBy6Ty8hs4HS7XugIyNiB0C5P6KMu0eqTSm9PojgHqk2pXQboJ2NXbNyv6uMu0eqTSndBuhOYFGZXgTc0TR+QTkaNxt4rrGrZzaIuu2Reg2wQtJFwFPAuWX2u4F5wBbgZeDCGmq2Sejo1Zu7et32U4d6XElvjRqgiDivzVOnt5g3gCXZoswmi1EDZNas2y3JoPKpPGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZgm7d8XYAACAASURBVANkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJ/kbqFORvlfaOt0BmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklpD5IlbQVeAHYC+yJiGFJM4BbgeOArcCCiPhFrkyz/tSLMxE+GhHPNj1u9E+9RtIV5fGne7Ae24fPKJh4dZzKM5+qHQpU/VP/FgfIutTvbVGy74EC+L6kRyUtLmPt+qe+hnuk2iDIboFOiYinJR0BrJT0405fGBFLgaUAw8PDLfuomvW71BYoIp4u97uA24FZtO+fajZwug6QpIMlHdKYBs4E1tO+f6rZwMnswh0J3C6psZxvR8Q9kh6hdf9Us4HTdYAi4kngAy3Gf0aL/qlmg8hnIpglOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCe4P1Ad8dZ3Jy1sgswRvgXrIW5Kpx1sgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEvxBagv+QNQ65S2QWUJtWyBJc4D/F5gG/EVEXNPNcrw1sH5WyxZI0jTgemAucCJwnqQT61iX2USqaxduFrAlIp6MiH8CbqHqnWo2UOrahTsa+GnT423Ah5tnKD1VG31VX5S0qcc1HAY8O+pc9euHOvqhBhjHOrT/p9dHxEm9WE9dAWpV/2v6oDb3SK2lAGkkIobrWv5kqqMfaui3Onq1rLp24bYBxzQ9fhfwdE3rMpswdQXoEWBI0vGS3gQspOqdajZQatmFi4g9ki4F7qU6jL0sIjbUsa79qG33cIz6oY5+qAEGsA5FxOhzmVlLPhPBLMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAcoQZXVkuY2jS2QdE+P17NE0vljmP/dktY0Pb5E0iOS3j7G9Z4h6XttnvuPkt47luUNIl8XLiEiQtIlwHck3U/11Y2rgTmZ5Uo6ICL2NK3n+sSyLgQuAf5lRDyXqatZRFzYq2VNZt4CJUXEeuAu4NPA54GbIuIJSYskPSxpjaQbJL0BQNJSSSOSNkj6XGM5krZJ+qykB4Bzmtch6YuSLi/TqyVdU5a9SdJH2tUm6ePAp4AzI+LnZexkSQ9JWivpu42tkqT3SPobSf8o6TFJx5XFHCLptrKum5qWvVrSzOzvb9KLCN+SN+BgYBOwDjgQOAn4HnBAeX4p8PEyPaPcHwD8EDixPN4G/EGb5X8RuLxMrwa+VKY/BtzTYv53A88D/xV45z7PPQ6cWqb/CPhymX4U+O0yfRDwFuAM4BfAUVRb10eA2U11zJzo3/1E37wF6oGIeAm4FfjLiNhN9R/vQ8BIeS/ym8AJZfbzJD0GPAa8j+q6eQ23drjK28r9o8BxbebZSXUdit9pDEh6B3BQRKwuQ8uB35A0HTgsIu4qP89/i4iXyzwPRsSOiNgLrNnP+qYkvwfqnVfKDaqrEi2LiM82zyBpCLgMmBURv5T0Taq/9g0vdbiu3eV+L+3/DV+iurDlakm7IuJW9n+1p3ZfTd7dNL2/9U1J3gLV4z5ggaTDoPrLL+lY4G3AC8Dzko4CzqqziIjYSXVA448lnRERzwK/anrf9Ang7yLiF8Czkn671HuQpLfUWdug8F+TGkTEOklfAO4rBw/+mepI2AjVe5D1wJPAA+NQyxOSzgbukjSfKjQ3SnozsAVoHE07H/iqpKuBf6Jp18/a80VFzBK8C2eW4ACZJYwaIEnHSLpf0sby4d9lZfwqSdvLB4VrJM1res2VkraUD99qfaNsNpFGfQ9UjhYdFRGPSTqE6rOHs4EFwIsR8eV95j8RuJmqxck7qY5Ivad8jmA2UEbdApUP0R4r0y8AG6nal7QzH7glInZHxE+ojvTM2t865syZE1SfQ/jm23jcemZM74HK+VEfBB4qQ5eWc6qWlU+zoXVvoNcFTtLick7YyMaNG8dcuFk/6DhAkt4KfJfqnKzngRupTk+ZCewArm3M2uLlr0t9RCyNiOGIGD788MPHXLhZP+goQJLeSBWeb0XEbQARsTMi9kbEK8DXeHU3zb2BbMro5CicgK8DGyPiK03jRzXNdg7Vp+tQ9QFaKOlASccDQ8DDvSvZrH90cirPKVSnf6xr+pbjZ6jOKp5JtXu2FbgYICI2SFpBdcrKHmCJj8DZoOqLU3mGh4djZKRnbSvNRjNKD+LO+UwEswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswRfmdQm3NGrN3c03/ZTh2quZOy8BTJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLyPRInSFppaTN5X56GZek60qP1LWSTq77hzCbKJ1sgfYAn4qI9wGzgSWlD+oVwKqIGAJWlccAc6lamgwBi6kacZkNpEyP1PnA8jLbcqrGw5Txm6LyIHDoPr2EzAZGpkfqkRGxA6qQAUeU2cbcI/WZZ54Ze+VmfSDTI7XtrC3G3CPVBlLXPVKBnY1ds3K/q4y7R6pNGV33SKXqhbqoTC8C7mgav6AcjZsNPNfY1TMbNJkeqdcAKyRdBDwFnFueuxuYB2wBXgYu7GnFZn1k1ABFxGra95Q8vcX8ASxJ1mU2KfhMBLMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEyS+ikO8MySbskrW8au0rSdklrym1e03NXlv6omySdVVfhZv2gky3QN4A5Lcb/JCJmltvdAKV36kLg/eU1N0ia1qtizfpNJz1SfwD8vMPlzQduiYjdEfETqhYnsxL1mfW1zHugS0sb+2WNFvd02B/VbFB0G6AbgROAmcAO4Noy3lF/VHCTYRsMXQUoInZGxN6IeAX4Gq/upnXcH9VNhm0QdBWgRnPh4hygcYTuTmChpAMlHQ8MAQ/nSjTrX6O2eJR0M3AacJikbcDngdMkzaTaPdsKXAwQERskrQAeB/YASyJibz2l21Rz9OrNHc+7/dShGit5VSc9Us9rMfz1/cx/NXB1piizycJnIpglOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCaN+pdusoR+vSTDRvAUyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gsodseqTMkrZS0udxPL+OSdF3pkbpW0sl1Fm820brtkXoFsCoihoBV5THAXKqWJkPAYqpGXGYDq9seqfOB5WV6OXB20/hNUXkQOHSfXkJmA6Xb90BHRsQOgHJ/RBl3j1SbUnp9EME9Um1K6TZAOxu7ZuV+Vxl3j1SbUroN0J3AojK9CLijafyCcjRuNvBcY1fPbBB12yP1GmCFpIuAp4Bzy+x3A/OALcDLwIU11GzWN7rtkQpweot5A1iSLcpssvCZCGYJDpBZggNkluCLilgtxnIBksnMWyCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSUhdWlLQVeAHYC+yJiGFJM4BbgeOArcCCiPhFrkyry1S5AGJderEF+mhEzIyI4fK4XQNis4FTxy5cuwbEZgMnG6AAvi/pUUmLy1i7BsSv4R6pNgiyF5c/JSKelnQEsFLSjzt9YUQsBZYCDA8Pt2xEbNbvUlugiHi63O8Cbgdm0b4BsdnA6TpAkg6WdEhjGjgTWE/7BsRmAyezC3ckcLukxnK+HRH3SHqE1g2IzQZO1wGKiCeBD7QY/xktGhCbDSKfiWCW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgnZa2NbH3LPn/HjLZBZgrdAk4i3LP3HWyCzhNoCJGmOpE2Stkhym0cbSLXswkmaBlwP/BawDXhE0p0R8Xgd6xsPde0+bT91qJbl2vio6z3QLGBL6eCApFuoeqdO2gDVxe9rJre6AnQ08NOmx9uADzfPUHqqNvqqvihpU49rOAx4tsfL7EY/1NEPNcA41qH9P70+Ik7qxXrqClCr+l/TB7W5R2otBUgjETFc1/InUx39UEO/1dGrZdV1EGEbcEzT43cBT9e0LrMJU1eAHgGGJB0v6U3AQqreqWYDpZZduIjYI+lS4F5gGrAsIjbUsa79qG33cIz6oY5+qAEGsA5FxOhzmVlLPhPBLMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHKAOqbJa0tymsQWS7unxepZIOn8M879b0pqmx5dIekTS2/fzmm9KOrtMb5N0aIfreoOvb/FaDlCHojrr9hLgK5IOknQwcDWwJLNcSa85Iz4iro+Ib3W5rAtLjWdFxHOZutp4A+AANXGAxiAi1gN3AZ8GPg/cFBFPSFok6WFJayTdIOkNAJKWShqRtEHS5xrLKX/1PyvpAeCc5nVI+qKky8v0aknXlGVvkvSRdrVJ+jjwKeDMiPh5GTtZ0kOS1kr67ihbpbdI+n4JIZLukvRoqf33y2zXAIeUn/Om/cw3dUSEb2O4AQcDm4B1wIHAScD3gAPK80uBj5fpGeX+AOCHwInl8TbgD9os/4vA5WV6NfClMv0x4J4W878beB74r8A793nuceDUMv1HwJfL9DeBs5tqOQb4G+D8ptc2an9LWc708nP8cp91vG6+if43Gs+bt0BjFBEvAbcCfxkRu4EzgA8BI+W9yG8CJ5TZz5P0GPAY8D7gxKZF3drhKm8r948Cx7WZZyfVV+Z/pzEg6R3AQRGxugwtB36jzev/E/DVeO2u4/8p6R+Bf6D6Sv4JLV/Z+XwDyZf27c4r5QbVBVSWRcRnm2eQNARcBsyKiF9K+iZwUNMsL3W4rt3lfi/t/71eAuYCqyXtiohbGfXCNK/xADBX0oqICElnUIVtdkT8StLqfWoHoNP5Bpm3QHn3AQskHQbVX35JxwJvA14Anpd0FHBWnUVExE5gDvDHks6IiGeBXzW9b/oE8HdtXv4ZqhBeVx6/Hfh5CcX7qbawRMQeeM2Bj5bzTSXeAiVFxDpJXwDuKwcP/pnqSNgI1XuC9cCTVH/l667liXJ4+i5J86lCc6OkNwNbgAv38/JLgeWS/gj4v4HFZdfsx8BDTfN9HVhbLg21eD/zTQm+JoJZgnfhzBIcILMEB8gsYdQASTpG0v2SNpZPmy8r41dJ2l4+lV4jaV7Ta64sfYE2Sar16JPZRBr1IEI5BHtURDwm6RCqD/TOBhYAL0bEl/eZ/0TgZqoWJ++kOsz7nojYW0P9ZhNq1C1QROyIiMfK9AvARqr2Je3MB26JiN0R8ROqw6ez9reOOXPmBFX3Bt98G49bz4zpPZCk44AP8urx/kvLiYrLJE0vY616A70ucJIWlxMtRzZu3Djmws36QccBkvRW4LtUJzo+D9xIdd7TTGAHcG1j1hYvf13qI2JpRAxHxPDhhx8+5sLN+kFHAZL0RqrwfCsibgOIiJ0RsTciXgG+xqu7ae4NZFNGJ0fhRHX6xsaI+ErT+FFNs51DdcoKVH2AFko6UNLxwBDwcO9KNusfnZwLdwrVOVXrmr46/BmqU/VnUu2ebQUuBoiIDZJWUJ0HtgdY4iNwNqj64ly44eHhGBnpWdtKs9GM5ase++UzEcwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILCHTI3WGpJWSNpf76WVckq4rPVLXSjq57h/CbKJ0sgXaA3wqIt4HzAaWlD6oVwCrImIIWFUeA8ylamkyBCymasRlNpAyPVLnA8vLbMupGg9Txm+KyoPAofv0EjIbGJkeqUdGxA6oQgYcUWYbc4/UZ555ZuyVm/WBTI/UtrO2GHOPVBtIXfdIBXY2ds3K/a4y7h6pNmV03SOVqhfqojK9CLijafyCcjRuNvBcY1fPbNBkeqReA6yQdBHwFHBuee5uYB6wBXgZuLCnFZv1kVEDFBGrad9T8vQW8wewJFmX2aTgMxHMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJL6OTKpGZtHb1685hfs/3UoRoqmRjeApklOEBmCZ10Z1gmaZek9U1jV0naLmlNuc1reu7K0h91k6Sz6ircrB90sgX6BjCnxfifRMTMcrsboPROXQi8v7zmBknTelWsWb/ppEfqD4Cfd7i8+cAtEbE7In5C1eJkVqI+s76WeQ90aWljv6zR4p4O+6OCe6TaYOg2QDcCJwAzgR3AtWW8o/6o4B6pNhi6ClBE7IyIvRHxCvA1Xt1Nc39Um1K6ClCjuXBxDtA4QncnsFDSgZKOB4aAh3MlmvWvUc9EkHQzcBpwmKRtwOeB0yTNpNo92wpcDBARGyStAB4H9gBLImJvPaWbTbxOeqSe12L46/uZ/2rg6kxRZpOFz0QwS3CAzBIcILMEB8gswQEyS3CAzBL8jVT7/3Xz7dKpzlsgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMErrtkTpD0kpJm8v99DIuSdeVHqlrJZ1cZ/FmE63bHqlXAKsiYghYVR4DzKVqaTIELKZqxGU2sLrtkTofWF6mlwNnN43fFJUHgUP36SVkNlC6fQ90ZETsACj3R5Rx90i1KaXXBxHcI9WmlG4DtLOxa1bud5Vx90i1KaXbAN0JLCrTi4A7msYvKEfjZgPPNXb1zAZRtz1SrwFWSLoIeAo4t8x+NzAP2AK8DFxYQ81mfaPbHqkAp7eYN4Al2aIszxeKHx8+E8EswQEyS3CAzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQEySxj1VB6zXhvraUbbTx2qqZI8b4HMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLSH2hTtJW4AVgL7AnIoYlzQBuBY4DtgILIuIXuTLN+lMvtkAfjYiZETFcHrfrn2o2cOrYhWvXP9Vs4GQDFMD3JT0qaXEZa9c/9TXcI9UGQfaiIqdExNOSjgBWSvpxpy+MiKXAUoDh4eGWfVTN+l1qCxQRT5f7XcDtwCza9081GzhdB0jSwZIOaUwDZwLrad8/1WzgZHbhjgRul9RYzrcj4h5Jj9C6f6rZwOk6QBHxJPCBFuM/o0X/VLNB5DMRzBIcILMEB8gswQEyS3CAzBIcILMEB8gswQ22JoGxNqSy8eMtkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCz0SwvtfNmRjbTx2qoZLX8xbILMEBMktwgMwSHCCzBAfILMEBMktwgMwS/DnQOPO3SweLA5TgMFhtu3CS5kjaJGmLJLd5tIFUS4AkTQOuB+YCJwLnSTqxjnWZTaS6duFmAVtKBwck3ULVO/XxmtbXE94ls7GqK0BHAz9terwN+HBN62pdgMNg46CuAKnF2Gv6oJamxI3GxC9K2tTjGg4Dnu3xMrvRD3X0Qw0wjnW0+g/YZH1EnNSL9dQVoG3AMU2P3wU83TxDc5PhOkgaiYjhupY/merohxr6rY5eLauuo3CPAEOSjpf0JmAhVe9Us4FSyxYoIvZIuhS4F5gGLIuIDXWsy2wi1fZBakTcDdxd1/I7UNvu4Rj1Qx39UAMMYB2KiNHnMrOWfDKpWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEAJqqyWNLdpbIGke3q8niWSzh/D/O+W9CtJP5K0UdJDkj7RwevOkPS9Mv1FSZe3mGeapB+O7ScYXL6sVUJEhKRLgO9Iup/qqxtXA3Myy5V0QETsaVrP9V0sZlNEfLAs793A7ZKIiL/M1BYRe4H/ObOMQeItUFJErAfuAj4NfB64KSKekLRI0sOS1ki6QdIbACQtlTQiaYOkzzWWI2mbpM9KegA4p3kdzVuDssW7pix7k6SPdFDjFuBTwP9RlvFWSd8oy/iRpN9u89L/QdLfSXpS0pLy2gMk/XKsv6dB5S1Qb3wBeAz4J2BY0klUIfhI+XLhUqpv5X4buCIifi7pAOB+SX8VEY2rFb0UEad0sD5FxCxJHwM+R2dbvMeAXy/TnwPuiYjfkzQdeEjSyhaveQ9wOnAosFHSn3ewninFAeqBiHhJ0q3AixGxW9IZwIeAEUkAb+bVqxSdJ+kiqt/9O6mum9cI0K0drvK2cv8ocFyHr2m+zsaZwNymC14eBBzb4jX/KSL+Cdgl6efA4fTHxUn6hgPUO6+UG1T/WZdFxGebZ5A0BFwGzIqIX0r6JtV/3oaXOlzX7nK/l87/DT8IbGyq7+yIeGKf+vYN0e6m6bGsa8rwe6B63AcskHQYgKR3lP+cbwNeAJ6XdBRw1ngUI+nXgD8G/rQM3Ut5P1Se/+B41DGI/BelBhGxTtIXgPvKwYN/Bi4BRqh219YDTwIP1FjGeyX9iGr38Xng2qYjcF8A/oOkdVR/RLdQXTnWxsjXRDBL8C6cWYIDZJbgAJkljBogScdIur+cU7VB0mVl/CpJ28sn7WskzWt6zZWlsdYmSeNypMlsIox6EKEcbj0qIh6TdAjVh3dnAwuoPjj88j7znwjcTNUj6J1Uh3TfU86hamnOnDlxzz09Pf/SbH9Gad7QuVG3QBGxIyIeK9MvUH0Yd/R+XjIfuCUidkfET6gOkc7a3zqefdYfbtvkNKb3QJKOo/pE+6EydKmktZKWlXOqoHVzrdcFTtLiclLlyDPPPDPmws36QccBkvRW4LvA5RHxPHAjcAIwE9gBXNuYtcXLX7efGBFLI2I4IoYPP/zwMRdu1g86CpCkN1KF51sRcRtAROyMiL0R8QrwNV7dTRu1uZbZoOjkKJyArwMbI+IrTeNHNc12DtXpKVA10loo6UBJxwNDwMO9K9msf3RyLtwpwCeAdZLWlLHPUJ2WP5Nq92wrcDFARGyQtILqnK89wJL9HYEzm8z64ly44eHhGBnpWdtKs9GM32FsM2vPATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEjI9UmdIWilpc7mfXsYl6brSI3WtpJPr/iHMJkonW6A9wKci4n3AbGBJ6YN6BbAqIoaAVeUxwFyqliZDwGKqRlxmAynTI3U+sLzMtpyq8TBl/KaoPAgcuk8vIbOBkemRemRE7IAqZMARZTb3SLUpI9Mjte2sLcbcI9UGUtc9UoGdjV2zcr+rjLtHqk0ZXfdIpeqFuqhMLwLuaBq/oByNmw0819jVMxs0mR6p1wArJF0EPAWcW567G5gHbAFeBi7sacVmfWTUAEXEatr3lDy9xfwBLEnWZTYp+EwEswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCyhk2tj2xR19OrNo86z/dShcaikf3XSnWGZpF2S1jeNXSVpu6Q15Tav6bkrS3/UTZLOqqtws37QyS7cN4A5Lcb/JCJmltvdAKV36kLg/eU1N0ia1qtizfpNJz1SfwD8vMPlzQduiYjdEfETqhYnsxL1mfW1zEGES0sb+2WNFvd02B8V3CPVBkO3AboROAGYCewAri3jHfVHBfdItcHQVYAiYmdE7I2IV4Cv8epumvuj2pTSVYAazYWLc4DGEbo7gYWSDpR0PDAEPJwr0ax/jfo5kKSbgdOAwyRtAz4PnCZpJtXu2VbgYoCI2CBpBfA4sAdYEhF76yndbOJ10iP1vBbDX9/P/FcDV2eKMpssfCqPWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJkl+At1Ni4G9ct53gKZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFlCtz1SZ0haKWlzuZ9exiXputIjda2kk+ss3myiddsj9QpgVUQMAavKY4C5VC1NhoDFVI24zAZWtz1S5wPLy/Ry4Oym8Zui8iBw6D69hMwGSrfvgY6MiB0A5f6IMu4eqTal9Pq6cGPqkQosBRgeHm45j/W/Tq73Nsi63QLtbOyalftdZdw9Um1K6TZAdwKLyvQi4I6m8QvK0bjZwHONXT2zQdRtj9RrgBWSLgKeAs4ts98NzAO2AC8DF9ZQs1nf6LZHKsDpLeYNYEm2KLPJwmcimCU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJvW5vYpPAVG9J0kupAEnaCrwA7AX2RMSwpBnArcBxwFZgQUT8IlemWX/qxS7cRyNiPCOxKgAAHbZJREFUZkQMl8ft+qeaDZw63gO1659qNnCyAQrg+5IelbS4jLXrn/oa7pFqgyB7EOGUiHha0hHASkk/7vSF7pFqgyC1BYqIp8v9LuB2YBbt+6eaDZyuAyTpYEmHNKaBM4H1tO+fajZwMrtwRwK3S2os59sRcY+kR2jdP9Vs4HQdoIh4EvhAi/Gf0aJ/qtkg8qk8ZgkOkFmCA2SW4ACZJfhsbOsbnZ4lvv3UoZor6Zy3QGYJDpBZggNkluAAmSU4QGYJPgo3YHy9g/HlLZBZgrdAk4i3Lv3HWyCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwS/EGqTTqdfKA8Xl+68xbILMEBMktwgMwS/B6oZv20v2695y2QWUJtAZI0R9ImSVskuc2jDaRaAiRpGnA9MBc4EThP0ol1rMtsItX1HmgWsKV0cEDSLVS9Ux+vaX2Tmr8oN3nVFaCjgZ82Pd4GfLh5htJTtdFX9UVJm3pcw2HAsz1eZjf6oY5+qAHGsQ7t/+n1EXFSL9ZTV4Ba1f+aPqjNPVJrKUAaiYjhupY/merohxr6rY5eLauugwjbgGOaHr8LeLqmdZlNmLoC9AgwJOl4SW8CFlL1TjUbKLXswkXEHkmXAvcC04BlEbGhjnXtR227h2PUD3X0Qw0wgHUoIkafy8xa8pkIZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThATVRZLWlu09gCSff0eD1LJJ0/hvnfLelXktZI+kdJD0gat2thSTpD0vfGa32Tia8L1yQiQtIlwHck3U/1VYyrgTmZ5Uo6ICL2NK3n+i4WsykiZpblLQGuAC7K1FWXfX/eQeYt0D4iYj1wF/Bp4PPATRHxhKRFkh4uW4EbJL0BQNJSSSOSNkj6XGM5krZJ+qykB4Bzmtch6YuSLi/TqyVdU5a9SdJHOijzbcAvyutPkPRDST+S9KikD5fxMyStknRbWe5NTev/WBn7oaQ/bWxdJM2W9A9lWS23cpIOk3SnpLWS/l7SSU0/01clrQT+o6QDJH2l/FxrJf1+5/8Kk0hE+LbPDTgY2ASsAw4ETgK+BxxQnl8KfLxMzyj3BwA/BE4sj7cBf9Bm+V8ELi/Tq4EvlemPAfe0mP/dwK+ANcCTwHbgXeW5twAHlelfBx4q02dQhewoqi3pI8DsMv824L+nunbFd4Dvlde8HZhWpucAtzYtqzHPjcC/K9NnAiNNP9PDTbV8EriiTB8I/Ag4dqL/bXt98y5cCxHxkqRbgRcjYrekM4APASOSAN7Mq1cdOk/SRVQBeifVdfAal++6tcNV3lbuHwWOazNP8y7c+cCfA/+K6j/nn0n6ALAHOKHpNQ9GxI7ymjVl2XvKsv5LGb8ZuKDMfyhwk6TmZezrVOB/AYiI70v6hqSDy3N3RMR/K9NnAu+TtLA8fjswBDy1n2VPOg5Qe6+UG1R/qZdFxGebZyi7OJcBsyLil5K+CRzUNMtLHa5rd7nfS2f/JndSbQkAPkUV5v8VeCPwYovlNi97f1d8uhq4NyJukPRuoNXBk31f3/z4pX3GPxkRq/azvknP74E6cx+wQNJhAJLeIelYqvciLwDPSzoKOGuc6jkVeKJMvx3YEdW+0iJGvSQaG4D3SjpG1eb0d5ueezvV7iHA77V5/Q+A86F6nwVsi4hWfyjuBT4p6YAy73slvXmU2iYdb4E6EBHrJH0BuK8cPPhn4BJghGp3bT3Ve5MHaizjvWU3TFRblsZFKf8M+CtJ51EFfXeb1wMQES+XC77cBzxD9d5oRnn6S8AySX8I3N9mEZ+jOkiwlmprd2Gb+b4KHAusKbu9u6iuTjtQfFGRKUjSWyPixbIF+iqwLiL+dKLrmoy8Czc1/e9la/Y41QGRr01wPZOWt0BmCaNugcqbzfslbSwfFl5Wxq+StL18sLhG0rym11ypqi/QJknj9cbabNyNugUqR5eOiojHJB1C9VnF2cACqs9JvrzP/CcCN1O1OHkn1ZvV90TE3hrqN5tQo26BImJHRDxWpl8ANlK1L2lnPnBLROyOiJ8AW6jC1NacOXOCqnuDb76Nx61nxnQQQdJxwAeBh8rQpeU8p2WSppexVr2B9hc4nn22H1rXmI1dxwGS9Fbgu1TncD1P9Un4CcBMYAdwbWPWFi9/XeolLS4nYY4888wzYy7crB90FCBJb6QKz7ci4jaAiNgZEXsj4hWqw6CN3bSOegNFxNKIGI6I4cMPPzzzM5hNmE6Owgn4OrAxIr7SNH5U02znUH0aD9V5WgslHSjpeKoTCB/uXclm/aOTU3lOAT4BrCsfvgF8huos5JlUu2dbgYsBImKDpBVUH9LtAZb4CJwNqr74IHV4eDhGRnrWttJsNKOdcNsxn8pjluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJmR6pMyStlLS53E8v45J0XemRulbSyXX/EGYTpZMt0B7gUxHxPmA2sKT0Qb0CWBURQ8Cq8hhgLlVLkyFgMVUjLrOBlOmROh9YXmZbTtV4mDJ+U1QeBA7dp5eQ2cDI9Eg9MiJ2QBUy4Igy25h7pJpNVpkeqW1nbTHmHqk2kLrukQrsbOyalftdZdw9Um3K6LpHKlUv1EVlehFwR9P4BeVo3GzgucauntmgyfRIvQZYIeki4Cng3PLc3cA8YAvwMnBhTys26yOjBigiVtO+p+TpLeYPYEmyLrNJwWcimCU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkltBJe5NlknZJWt80dpWk7ZLWlNu8pueuLA2GN0k6q67CzfpBJ1ugbwBzWoz/SUTMLLe7AUrz4YXA+8trbpA0rVfFmvWbTpoM/wD4eYfLmw/cEhG7I+InVD2CZiXqM+trmfdAl0paW3bxppexjhsMu0eqDYJuA3QjcAIwE9gBXFvGO2owDO6RaoOhqwBFxM6I2BsRrwBf49XdtI4aDJsNiq4C1OjOXZwDNI7Q3QkslHSgpOOBIeDhXIlm/WvUHqmSbgZOAw6TtA34PHCapJlUu2dbgYsBImKDpBXA48AeYElE7K2ndLOJp6on8MQaHh6OkZGRiS7Dpo52TbPHzGcimCU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZQrc9UmdIWilpc7mfXsYl6brSI3WtpJPrLN5sonXbI/UKYFVEDAGrymOAuVQtTYaAxVSNuMwGVrc9UucDy8v0cuDspvGbovIgcOg+vYTMBkq374GOjIgdAOX+iDLuHqk2pfT6IIJ7pNqU0m2AdjZ2zcr9rjLuHqk2pXQboDuBRWV6EXBH0/gF5WjcbOC5xq6e2SDqtkfqNcAKSRcBTwHnltnvBuYBW4CXgQtrqNmsb4waoIg4r81Tp7eYN4Al2aLMJotRA2RTy9GrN3c87/ZTh2qsZHLwqTxmCQ6QWYIDZJbgAJkl+CCCjYtBPTjhLZBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJ/iDVujaWD0cHlbdAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJaROJpW0FXgB2AvsiYhhSTOAW4HjgK3Agoj4Ra5Ms/7Uiy3QRyNiZkQMl8ft+qeaDZw6duHa9U81GzjZAAXwfUmPSlpcxtr1T30N90i1QZD9Qt0pEfG0pCOAlZJ+3OkLI2IpsBRgeHi4ZR9V6w1/8a0+qS1QRDxd7ncBtwOzaN8/1WzgdB0gSQdLOqQxDZwJrKd9/1SzgZPZhTsSuF1SYznfjoh7JD1C6/6pZgOn6wBFxJPAB1qM/4wW/VPNBpHPRDBLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcIDMEhwgswQHyCzBATJLcJv7PjOWK+hsP3WoxkqsE94CmSV4CzSJDer13jr9ufphC+wtkFmCA2SW4ACZJThAZgkOkFmCA2SW4MPYXRrUQ8g2NrVtgSTNkbRJ0hZJbvNoA6mWAEmaBlwPzAVOBM6TdGId6zKbSHXtws0CtpQODki6hap36uM1ra8nvFtmY1VXgI4Gftr0eBvw4eYZSk/VRl/VFyVt6nENhwHP9niZ3eiHOvqhBuhxHer+pesj4qRe1FBXgFr9bK/pg9rcI7WWAqSRiBiua/mTqY5+qKHf6ujVsuo6iLANOKbp8buAp2tal9mEqStAjwBDko6X9CZgIVXvVLOBUssuXETskXQpcC8wDVgWERvqWNd+1LZ7OEb9UEc/1AADWIciYvS5zKwln8pjluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZwpQNkCqrJc1tGlsg6Z4er2eJpPO7eN2/lfSypEOaxn5f0n/oZX1t1v1NSWePMs9qSTMT60i9vl9M2ctaRURIugT4jqT7qb52cTUwJ7NcSQdExJ6m9Vzf5aLOAx6lupbENzM1WX2m7BYIICLWA3cBnwY+D9wUEU9IWiTpYUlrJN0g6Q0AkpZKGpG0QdLnGsuRtE3SZyU9AJzTvA5JX5R0eZleLemasuxNkj7Sqi5J76UK9FVUQWr2Lkn3Stos6f8p8x8g6ZeS/ljSY+X5D0v6O0lPSprXNN9XyvrXSvr9Mv6G8nM+LukuqmsXNGr5gqRHJK2X9OeSmr+u/3uS/kHSOknDZf7ZZexHkh6QNFTG3yLpO2W9twAHjeGfqn9FxJS+AQcDm4B1wIHAScD3gAPK80uBj5fpGeX+AOCHwInl8TbgD9os/4vA5WV6NfClMv0x4J42r7kKuJLqD9xTwDvK+O8Dm4FDgDdTXbjlnaWeAH6rzHcX8Ndl/H8ERsr4J4EryvSBwI+AY4EFZf43UH39/nng7H1+ZgE3A3ObfpYby/S/BNaU6bcD08r0HODWMv2HwNIy/UFgLzBzov/9s7cpuwvXEBEvSboVeDEidks6A/gQMFL+2Db+o0J1fbuLqP5jvpPqmneNS3Xd2uEqbyv3jwLHtZlnIdV/1FckfQ/418BXy3P3RcQLAJJ+TBWAXcCvImJlmWcd8FxU3wxe17SeM4H3SVpYHr8dGAJ+A7g5Il4Btkn626ZaTpf0b6m2GIeVuv+6PHczQET8jaQjJL0VOBS4SdIJ+/xMvwH8+zL/jySN9zeUazHlA1S8Um5Q/aVdFhGfbZ6h7IpcBsyKiF9K+iav3Q15qcN17S73e2nx+5d0MnA8cH8J8IHAv+DVAO1umr15Gf+0z8+zu2m6MY+AT0bEqn3WeQ77XDWpjL8F+DPg5IjYLumLvPZn3vc1QfU+8t6IuEHSu4F79jP/pDel3wO1cR+wQNJhAJLeIelY4G3AC8Dzko4Czqpp/ecB/1dEHBcRx1Ft6X5N0tE9WPa9wCclHQDVey1JbwZ+ACws74WOBn6zzP9mqgA+W44G/s4+y/vdspzTgJ0R8RLVVm17ef73mub9AXB+mf8DwPt78PNMOG+B9hER6yR9AbivHDz4Z+ASYIRqd2098CTwQK/XXd6g/y7Ve4pGPVF24xYCzyVX8VWqXb41Zeu2i+oo318BH6X62TZR/WcnIn4maXkZ/y/AQ/ss73lJf0/1nuzCMvYlYJmkPwTub5r3z4DlktYCj1H9Pic9X1TELMG7cGYJDpBZwqgBknSMpPslbSwfIF5Wxq+StL182Lim8WFdee5KVX2BNkmq68222YQb9T1QOeJ0VEQ8Vo7EPAqcTfXh24sR8eV95j+R6vOBWVRHkO4D3hMRe2uo32xCjboFiogdEfFYmX4B2EjVvqSd+cAtEbE7In4CbKEKU1tz5swJqs8IfPNtPG49M6b3QJKOozoNo3E489JybtMySdPLWKveQK8LnKTF5byykY0bN465cLN+0HGAymka36U6r+t54EbgBGAmsAO4tjFri5e/LvURsTQihiNi+PDDDx9z4Wb9oKMASXojVXi+FRG3AUTEzojYW86f+hqv7qa5N5BNGZ0chRPwdWBjRHylafyoptnOofq0Gqo+QAslHSjpeKqTFR/uXclm/aOTU3lOAT4BrJO0pox9hurM5JlUu2dbgYsBImKDpBVUp73sAZb4CJwNqr44lWd4eDhGRgbi1CibHBL9iV/LZyKYJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFmCA2SW4ACZJThAZgkOkFlCpkfqDEkrJW0u99PLuCRdV3qkrpV0ct0/hNlE6WQLtAf4VES8D5gNLCl9UK8AVkXEELCqPAaYS9XSZAhYTNWIy2wgZXqkzgeWl9mWUzUepozfFJUHgUP36SVkNjAyPVKPjIgdUIUMOKLMNuYeqc8888zYKzfrA5keqW1nbTHmHqk2kLrukQrsbOyalftdZdw9Um3K6LpHKlUv1EVlehFwR9P4BeVo3GzgucauntmgyfRIvQZYIeki4Cng3PLc3cA8YAvwMnBhTys26yOjBigiVtO+p+TpLeYPYEmyLrNJwWcimCU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZggNkluAAmSU4QGYJDpBZQifdGZZJ2iVpfdPYVZK2S1pTbvOanruy9EfdJOmsugo36wedbIG+AcxpMf4nETGz3O4GKL1TFwLvL6+5QdK0XhVr1m866ZH6A+DnHS5vPnBLROyOiJ9QtTiZlajPrK9l3gNdWtrYL2u0uKfD/qjgHqk2GLoN0I3ACcBMYAdwbRnvqD8quEeqDYauAhQROyNib0S8AnyNV3fT3B/VppSuAtRoLlycAzSO0N0JLJR0oKTjgSHg4VyJZv1r1BaPkm4GTgMOk7QN+DxwmqSZVLtnW4GLASJig6QVwOPAHmBJROytp3SziaeqpenEGh4ejpGRkYkuw6aOdj1/x8xnIpglOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWUK3PVJnSFopaXO5n17GJem60iN1raST6yzebKJ12yP1CmBVRAwBq8pjgLlULU2GgMVUjbjMBla3PVLnA8vL9HLg7Kbxm6LyIHDoPr2EzAZKt++BjoyIHQDl/ogy3nGPVLNB0OuDCB33SHWTYRsE3QZoZ2PXrNzvKuMd90h1k2EbBN0G6E5gUZleBNzRNH5BORo3G3iusatnNoi67ZF6DbBC0kXAU8C5Zfa7gXnAFuBl4MIaajbrG6MGKCLOa/PU6S3mDWBJtiizycJnIpglOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJklOEBmCQ6QWYIDZJYw6hfqzMbi6NWbO553+6lDNVYyPrwFMktwgMwSHCCzBAfILMEBMktwgMwSHCCzBAfILMEBMktwgMwSUqfySNoKvADsBfZExLCkGcCtwHHAVmBBRPwiV6ZZf+rFFuijETEzIobL43b9U80GTh27cO36p5oNnGyAAvi+pEclLS5j7fqnmg2c7NcZTomIpyUdAayU9ONOX1gCtxjg2GOPTZZhNjFSW6CIeLrc7wJuB2bRvn/qvq91j1Sb9LoOkKSDJR3SmAbOBNbTvn+q2cDJ7MIdCdwuqbGcb0fEPZIeoXX/VLOB03WAIuJJ4AMtxn9Gi/6pZoPI10SwCTOW6ydAf15DwafymCU4QGYJ3oWbgqbapafq5C2QWYIDZJbgAJklOEBmCQ6QWYIDZJbgAJkl+HMg26+xnm4z1XgLZJbgAJklOEBmCQ6QWYIDZJbgo3ADwEfKJo63QGYJDpBZggNkluAAmSU4QGYJDpBZgg9j9ykfmp4cHCCbNPrxakLehTNL8BZonHiXbDDVtgWSNEfSJklbJLlPqg2kWrZAkqYB1wO/BWwDHpF0Z0Q8Xsf6Joq3KlbXLtwsYEtpgYKkW6iaD/d1gBwIG6u6AnQ08NOmx9uADzfP0NwjFXhR0qYe13AY8GyPl9mNfqijH2qAcaxD+396fUSc1Iv11BWgVvXHax5ELAWW1rR+JI1ExHBdy59MdfRDDf1WR6+WVddBhG3AMU2P3wU8XdO6zCZMXQF6BBiSdLykNwELqZoPmw2UWnbhImKPpEuBe4FpwLKI2FDHuvajtt3DMeqHOvqhBhjAOhQRo89lZi35VB6zBAfILGHSBEjSMZLul7RR0gZJl5XxGZJWStpc7qeXcUm6rpxKtFbSyU3LWlTm3yxp0QTWsVfSmnIb00GWLur4dUn/IGm3pH+zz7K6Ou2qxzVslbSu/C7GdJi5izrOL/8WayX9vaQPdP27iIhJcQOOAk4u04cA/xk4Efj3wBVl/ArgS2V6HvDXVJ9JzQYeKuMzgCfL/fQyPX286yjPvTiOv48jgA8BVwP/pmk504AngF8D3gT8I3DieNZQntsKHDZOv4uPNP7NgblN/zfG/LuY8GAk/gPdQXWu3SbgqKZf5KYy/VXgvKb5N5XnzwO+2jT+mvnGq44y3XWAxlpH03xX7ROg/wm4t+nxlcCV41lDGes6QN3WUcanA9u7/V1Mml24ZpKOAz4IPAQcGRE7AMr9EWW2VqcTHb2f8fGuA+AgSSOSHpR0djc1jKGOdnry+0jWANWZKt+X9Gg5zasrXdRxEdUeAnTxu5h03weS9Fbgu8DlEfG81Pasp3anE416mtE41QFwbEQ8LenXgL+RtC4inqipjm7qG68aAE4pv4sjgJWSfhwRP6izDkkfpQrQqY2hFrPt93cxqbZAkt5I9Qv6VkTcVoZ3SjqqPH8UsKuMtzudKH2aUY/qICIa908Cf0v1l7OuOtpJ/T56VEPz72IXcDvVGf0dG2sdkv4F8BfA/Ij4WRke8+9i0gRI1Z+TrwMbI+IrTU/dCTSOpC2i2v9tjF9QjoLNBp4rm/F7gTMlTS9HZc4sY+NaR1n/gWWZhwGnMIave3RRRztdn3bVqxokHSzpkMY01b/J+k5q6KYOSccCtwGfiIj/3DT/2H8XvXoTW/eNajMbwFpgTbnNA94BrAI2l/sZZX5RfanvCWAdMNy0rP8N2FJuF05EHVRHgtZRHelZB1xUcx3/HdVf2OeBX5bpt5Xn5lEduXoC+HfjXQPVUa9/LLcNY6mhyzr+AvhF07wjTcsa0+/Cp/KYJUyaXTizfuQAmSU4QGYJDpBZggNkluAA9ZnyedFqSXObxhZIumci67LWfBi7D+n/a+fuVRoGwyiO/492UAQXN3c3JxEHXQW7ugjOLoKCV+BQ3ZycOziJUOolFJx0Ki56Cc4ilgx+0OPwRlrcJNK05vlBthCeUA4J6XlfaRlok5oJ06T/Kur+Zc3nxzVrtj//aMSQiwCNKUlnQAbMAT3bp0prlw5IVfs74NB2X1ITWAFmgZbtk/waT6Q2eB04t90u4Vb+tYkrk1ZIA7gH3oHV/Km0Daw7bdrSJFVNrkhrXp4l1YAbSdcebKOc2d4o4waqIAI0pmxnklqkNUNvkjZJi9G6ect4lkH1flfSHun3XCQtJvsOUGu0k1dLBGi89fMDUqfuwvbx8AmSloAjYM32i6RLYGbolGwkk1ZUfIWbHB1gJ29uI2khbxXPAz3gNa/sb5U4Y+XEE2hC2H6Q1AA6kqaAD2Af6JJe1x5J+zvcljdl9cRXuBAKiFe4EAqIAIVQQAQohAIiQCEUEAEKoYAIUAgFRIBCKOAL37cgDOZjS/QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 216x2376 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(data=data, row='Location')\n",
    "g.map(plt.hist, 'Year', color=blue3)\n",
    "g.set_titles('Year in {row_name}');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Conclusions:\n",
    "\n",
    "## Univariate:\n",
    "- **Top cities of old cars: Mumbai, Hyderabad, Kochi, Coimbatore. least Ahmedabad**\n",
    "- **Kilometers Driven is almost uniform distribution**\n",
    "- **Diesel and Petrol constitutes more than 80% of cars**\n",
    "- **Most cars are manual**\n",
    "- **Price of Car: first > Second > third > Fourth & Above**\n",
    "- **log of prices is normally ditributed. ie price is highly right skew**\n",
    "- **Top 4 cars: Maruti, Hyunday, Honda, toyota constitute more than 80% of cars**\n",
    "<br>\n",
    "\n",
    "## Bivariate:\n",
    "- **Order of Mileage: CNG > LPG, Diesel > Petrol**\n",
    " - Mileage of ELectric Vehicles are NaN\n",
    " - LPG has high variability\n",
    " - CNG is highly left skew\n",
    "- **Highest average price of car in Coimbatore and lowest in Kolkata**\n",
    "- **Price has a direct correlation with Price**\n",
    "- **Electric and Diesel cars are expensive, while CNG and LPG are cheaper**\n",
    "- **Price of Automatic Cars is SIGNIFICANTLY high than Manual cars**\n",
    "- **Engine_CC and Price: slightly +ve correlation**\n",
    "- **Power_bhp and price: good +ve correlation**\n",
    "- **Power_bhp and Engine_CC: Highly =ve correlation**\n",
    "- **Kilometers Driven and Year: Good -ve correlation**\n",
    "<br>\n",
    "\n",
    "## Multivariate\n",
    "- **LPG and CNG lie have lower Engine_CC and Power_bhp**\n",
    "- **Only Petrol cars lie in the higher Power_bhp and Engine_CC range**\n",
    "- **In  Manual vs Automatic cars, the trend of Petrol, Electric and Disel car prices is completely reversed**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6019, 14)"
      ]
     },
     "execution_count": 242,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}