06. Web scrapping/6.1 Beautiful Soup.ipynb

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 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://medium.com/saturdays-ai/web-scraping-para-machine-learning-71f7e673bcf3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <center> Coches de segunda mano en Murcia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas_profiling  as pd_eda\n",
    "from tqdm import tqdm_notebook as tqdm\n",
    "\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "%matplotlib inline\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Seleccionar página web\n",
    "\n",
    "- [mobile.de](https://www.mobile.de/es/): Europa, mas ordenado\n",
    "- Autoscout\n",
    "- Coches.net\n",
    "- [Milanuncios](https://www.milanuncios.com/coches-de-segunda-mano-en-murcia/?hasta=10000&demanda=n&anod=2010) (coches murcia)\n",
    "  - Hasta 10000 euros\n",
    "  - Desde el 2010"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Extraer datos (web scrapping)\n",
    "### Hay 30 coches por página\n",
    "\n",
    "Cada `<div class=\"aditem\">...</div>` es una **anuncio de un coche**. Y tiene:\n",
    "- **Título**: `<div class=\"aditem-detail-title\">`\n",
    "- **Precio**: `<div class=\"aditem-price\">`\n",
    "- **Año**: `<div class=\"ano\">`\n",
    "- **Kms**: `<div class=\"kms\">`\n",
    "- **Cindrada**: `<div class=\"cc\">`\n",
    "- **Vendedor**: `<div class=\"pillSellerTypePro\">`\n",
    "- **Cambio**: `cmanual` o `cauto`\n",
    "\n",
    "### Otros campos interesantes\n",
    "- **Fecha de publicación** -> Series temporales\n",
    "- **Imágenes** -> Computer vision\n",
    "- **Descripción** -> NLP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getDiv(className, component=\"div\"):\n",
    "    if anuncio.find(component, class_=className):\n",
    "        return anuncio.find(component, class_=className).get_text()\n",
    "    else:\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getBinary(className1, className2, component=\"div\"):\n",
    "    if anuncio.find(component, class_=className1):\n",
    "        return anuncio.find(component, class_=className1).get_text()\n",
    "    elif anuncio.find(component, class_=className2):\n",
    "        return anuncio.find(component, class_=className2).get_text()\n",
    "    else:\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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       "HBox(children=(IntProgress(value=0), HTML(value='')))"
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      "\n"
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     "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>Marca</th>\n",
       "      <th>Precio</th>\n",
       "      <th>Año</th>\n",
       "      <th>Kms</th>\n",
       "      <th>Cambio</th>\n",
       "      <th>Cc</th>\n",
       "      <th>Puertas</th>\n",
       "      <th>Vendedor</th>\n",
       "      <th>Combust</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>VOLKSWAGEN</td>\n",
       "      <td>29.250€</td>\n",
       "      <td>año 2018</td>\n",
       "      <td>16.900 kms</td>\n",
       "      <td>automat</td>\n",
       "      <td>150 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>diesel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>VOLKSWAGEN</td>\n",
       "      <td>20.990€</td>\n",
       "      <td>año 2016</td>\n",
       "      <td>129.000 kms</td>\n",
       "      <td>automat</td>\n",
       "      <td>220 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>gasolina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LAND-ROVER</td>\n",
       "      <td>71.000€</td>\n",
       "      <td>año 2019</td>\n",
       "      <td>8.100 kms</td>\n",
       "      <td>automat</td>\n",
       "      <td>249 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>diesel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MERCEDES-BENZ</td>\n",
       "      <td>92.000€</td>\n",
       "      <td>año 2017</td>\n",
       "      <td>13.000 kms</td>\n",
       "      <td>automat</td>\n",
       "      <td>455 cv</td>\n",
       "      <td>2 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>gasolina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>12.500€</td>\n",
       "      <td>año 2012</td>\n",
       "      <td>112.000 kms</td>\n",
       "      <td>manual</td>\n",
       "      <td>150 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>diesel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>HYUNDAI</td>\n",
       "      <td>250€</td>\n",
       "      <td>año 1999</td>\n",
       "      <td>40.000 kms</td>\n",
       "      <td>manual</td>\n",
       "      <td>1 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Particular</td>\n",
       "      <td>gasolina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1166</th>\n",
       "      <td>BMW</td>\n",
       "      <td>300€</td>\n",
       "      <td>año 2015</td>\n",
       "      <td>2 kms</td>\n",
       "      <td>manual</td>\n",
       "      <td>2 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Particular</td>\n",
       "      <td>diesel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1167</th>\n",
       "      <td>OPEL</td>\n",
       "      <td>1.200€</td>\n",
       "      <td>año 2000</td>\n",
       "      <td>225.000 kms</td>\n",
       "      <td>manual</td>\n",
       "      <td>None</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Particular</td>\n",
       "      <td>diesel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1168</th>\n",
       "      <td>OPEL</td>\n",
       "      <td>3.790€</td>\n",
       "      <td>año 2006</td>\n",
       "      <td>254.000 kms</td>\n",
       "      <td>manual</td>\n",
       "      <td>170 cv</td>\n",
       "      <td>3 puertas</td>\n",
       "      <td>Particular</td>\n",
       "      <td>gasolina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1169</th>\n",
       "      <td>DODGE</td>\n",
       "      <td>10.000€</td>\n",
       "      <td>año 1970</td>\n",
       "      <td>57.000 kms</td>\n",
       "      <td>manual</td>\n",
       "      <td>None</td>\n",
       "      <td>4 puertas</td>\n",
       "      <td>Particular</td>\n",
       "      <td>gasolina</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1170 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Marca   Precio       Año          Kms   Cambio      Cc  \\\n",
       "0        VOLKSWAGEN  29.250€  año 2018   16.900 kms  automat  150 cv   \n",
       "1        VOLKSWAGEN  20.990€  año 2016  129.000 kms  automat  220 cv   \n",
       "2        LAND-ROVER  71.000€  año 2019    8.100 kms  automat  249 cv   \n",
       "3     MERCEDES-BENZ  92.000€  año 2017   13.000 kms  automat  455 cv   \n",
       "4        MITSUBISHI  12.500€  año 2012  112.000 kms   manual  150 cv   \n",
       "...             ...      ...       ...          ...      ...     ...   \n",
       "1165        HYUNDAI     250€  año 1999   40.000 kms   manual    1 cv   \n",
       "1166            BMW     300€  año 2015        2 kms   manual    2 cv   \n",
       "1167           OPEL   1.200€  año 2000  225.000 kms   manual    None   \n",
       "1168           OPEL   3.790€  año 2006  254.000 kms   manual  170 cv   \n",
       "1169          DODGE  10.000€  año 1970   57.000 kms   manual    None   \n",
       "\n",
       "        Puertas     Vendedor   Combust  \n",
       "0     5 puertas  Profesional    diesel  \n",
       "1     5 puertas  Profesional  gasolina  \n",
       "2     5 puertas  Profesional    diesel  \n",
       "3     2 puertas  Profesional  gasolina  \n",
       "4     5 puertas  Profesional    diesel  \n",
       "...         ...          ...       ...  \n",
       "1165  5 puertas   Particular  gasolina  \n",
       "1166  5 puertas   Particular    diesel  \n",
       "1167  5 puertas   Particular    diesel  \n",
       "1168  3 puertas   Particular  gasolina  \n",
       "1169  4 puertas   Particular  gasolina  \n",
       "\n",
       "[1170 rows x 9 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#url    = \"https://www.milanuncios.com/coches-de-segunda-mano-en-murcia/?hasta=10000&demanda=n&anod=2010&pagina=\"\n",
    "url     = \"https://www.milanuncios.com/coches-de-segunda-mano-en-murcia/?demanda=n&pagina=\"\n",
    "paginas = 100\n",
    "\n",
    "data = []\n",
    "\n",
    "for pagina in tqdm(range(1,paginas+1)):\n",
    "    page = requests.get(url+str(pagina))    \n",
    "    soup = BeautifulSoup(page.content, 'html.parser')\n",
    "    anuncios = soup.find_all('div', class_='aditem')\n",
    "    \n",
    "    for anuncio in anuncios:\n",
    "        titulo = getDiv('aditem-detail-title', component=\"a\")\n",
    "        marca  = titulo.split(\" - \")[0]\n",
    "        modelo = titulo.split(\" - \")[1]\n",
    "        precio = getDiv('aditem-price')\n",
    "        ano    = getDiv('ano')\n",
    "        kms    = getDiv('kms')\n",
    "        cc     = getDiv('cc')\n",
    "        puertas = getDiv('ejes')\n",
    "        cambio = getBinary(\"cmanual\", \"cauto\")\n",
    "        vendedor    = getBinary(\"pillSellerTypePro\", \"pillSellerTypePriv\")\n",
    "        combustible = getBinary(\"die\", \"gas\")\n",
    "        data.append([marca, modelo, precio, ano, kms, cambio, cc, puertas, vendedor, combustible])\n",
    "\n",
    "df = pd.DataFrame(data=data, columns=(\"Marca\",\n",
    "                                      \"Modelo\",\n",
    "                                      \"Precio\",\n",
    "                                      \"Año\",\n",
    "                                      \"Kms\",\n",
    "                                      \"Cambio\",\n",
    "                                      \"Cc\",\n",
    "                                      \"Puertas\",\n",
    "                                      \"Vendedor\",\n",
    "                                      \"Combust\"))\n",
    "df[[\"Marca\", \"Precio\", \"Año\", \"Kms\", \"Cambio\", \"Cc\", \"Puertas\", \"Vendedor\", \"Combust\"]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Precio_clean\"]  = df[\"Precio\"].str.split('€').str[0].replace(\"\\.\", \"\", regex=True)\n",
    "df[\"Año_clean\"]     = df[\"Año\"].replace(\"año \", \"\", regex=True)\n",
    "df[\"Kms_clean\"]     = df[\"Kms\"].replace(\" kms\", \"\", regex=True).replace(\"\\.\", \"\", regex=True)\n",
    "df[\"Puertas_clean\"] = df[\"Puertas\"].replace(\" puertas\", \"\", regex=True)\n",
    "df[\"Cc_clean\"]      = df[\"Cc\"].replace(\" cv\", \"\", regex=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>Marca</th>\n",
       "      <th>Modelo</th>\n",
       "      <th>Precio</th>\n",
       "      <th>Año</th>\n",
       "      <th>Kms</th>\n",
       "      <th>Cambio</th>\n",
       "      <th>Cc</th>\n",
       "      <th>Puertas</th>\n",
       "      <th>Vendedor</th>\n",
       "      <th>Combust</th>\n",
       "      <th>Precio_clean</th>\n",
       "      <th>Año_clean</th>\n",
       "      <th>Kms_clean</th>\n",
       "      <th>Puertas_clean</th>\n",
       "      <th>Cc_clean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>VOLKSWAGEN</td>\n",
       "      <td>ARTEON 2. 0 TDI R-LINE DSG</td>\n",
       "      <td>29.250€</td>\n",
       "      <td>año 2018</td>\n",
       "      <td>16.900 kms</td>\n",
       "      <td>automat</td>\n",
       "      <td>150 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>diesel</td>\n",
       "      <td>29250</td>\n",
       "      <td>2018</td>\n",
       "      <td>16900</td>\n",
       "      <td>5</td>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>VOLKSWAGEN</td>\n",
       "      <td>GTI DSG MK7 PERFOMANCE BLAK</td>\n",
       "      <td>20.990€</td>\n",
       "      <td>año 2016</td>\n",
       "      <td>129.000 kms</td>\n",
       "      <td>automat</td>\n",
       "      <td>220 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>gasolina</td>\n",
       "      <td>20990</td>\n",
       "      <td>2016</td>\n",
       "      <td>129000</td>\n",
       "      <td>5</td>\n",
       "      <td>220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LAND-ROVER</td>\n",
       "      <td>RANGE ROVER SPORT 3. 0 SDV6 183KW 249CV SE</td>\n",
       "      <td>71.000€</td>\n",
       "      <td>año 2019</td>\n",
       "      <td>8.100 kms</td>\n",
       "      <td>automat</td>\n",
       "      <td>249 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>diesel</td>\n",
       "      <td>71000</td>\n",
       "      <td>2019</td>\n",
       "      <td>8100</td>\n",
       "      <td>5</td>\n",
       "      <td>249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MERCEDES-BENZ</td>\n",
       "      <td>CLASE S S 500 CABRIO</td>\n",
       "      <td>92.000€</td>\n",
       "      <td>año 2017</td>\n",
       "      <td>13.000 kms</td>\n",
       "      <td>automat</td>\n",
       "      <td>455 cv</td>\n",
       "      <td>2 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>gasolina</td>\n",
       "      <td>92000</td>\n",
       "      <td>2017</td>\n",
       "      <td>13000</td>\n",
       "      <td>2</td>\n",
       "      <td>455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>OUTLANDER 220 DID MOTION 4WD</td>\n",
       "      <td>12.500€</td>\n",
       "      <td>año 2012</td>\n",
       "      <td>112.000 kms</td>\n",
       "      <td>manual</td>\n",
       "      <td>150 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>diesel</td>\n",
       "      <td>12500</td>\n",
       "      <td>2012</td>\n",
       "      <td>112000</td>\n",
       "      <td>5</td>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Marca                                      Modelo   Precio  \\\n",
       "0     VOLKSWAGEN                  ARTEON 2. 0 TDI R-LINE DSG  29.250€   \n",
       "1     VOLKSWAGEN                 GTI DSG MK7 PERFOMANCE BLAK  20.990€   \n",
       "2     LAND-ROVER  RANGE ROVER SPORT 3. 0 SDV6 183KW 249CV SE  71.000€   \n",
       "3  MERCEDES-BENZ                        CLASE S S 500 CABRIO  92.000€   \n",
       "4     MITSUBISHI                OUTLANDER 220 DID MOTION 4WD  12.500€   \n",
       "\n",
       "        Año          Kms   Cambio      Cc    Puertas     Vendedor   Combust  \\\n",
       "0  año 2018   16.900 kms  automat  150 cv  5 puertas  Profesional    diesel   \n",
       "1  año 2016  129.000 kms  automat  220 cv  5 puertas  Profesional  gasolina   \n",
       "2  año 2019    8.100 kms  automat  249 cv  5 puertas  Profesional    diesel   \n",
       "3  año 2017   13.000 kms  automat  455 cv  2 puertas  Profesional  gasolina   \n",
       "4  año 2012  112.000 kms   manual  150 cv  5 puertas  Profesional    diesel   \n",
       "\n",
       "  Precio_clean Año_clean Kms_clean Puertas_clean Cc_clean  \n",
       "0        29250      2018     16900             5      150  \n",
       "1        20990      2016    129000             5      220  \n",
       "2        71000      2019      8100             5      249  \n",
       "3        92000      2017     13000             2      455  \n",
       "4        12500      2012    112000             5      150  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Precio_clean\"]  = pd.to_numeric(df[\"Precio_clean\"])\n",
    "df[\"Año_clean\"]     = pd.to_numeric(df[\"Año_clean\"])\n",
    "df[\"Kms_clean\"]     = pd.to_numeric(df[\"Kms_clean\"])\n",
    "df[\"Puertas_clean\"] = pd.to_numeric(df[\"Puertas_clean\"])\n",
    "df[\"Cc_clean\"]      = pd.to_numeric(df[\"Cc_clean\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Marca</th>\n",
       "      <th>Modelo</th>\n",
       "      <th>Precio</th>\n",
       "      <th>Año</th>\n",
       "      <th>Kms</th>\n",
       "      <th>Cambio</th>\n",
       "      <th>Cc</th>\n",
       "      <th>Puertas</th>\n",
       "      <th>Vendedor</th>\n",
       "      <th>Combust</th>\n",
       "      <th>Precio_clean</th>\n",
       "      <th>Año_clean</th>\n",
       "      <th>Kms_clean</th>\n",
       "      <th>Puertas_clean</th>\n",
       "      <th>Cc_clean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>VOLKSWAGEN</td>\n",
       "      <td>ARTEON 2. 0 TDI R-LINE DSG</td>\n",
       "      <td>29.250€</td>\n",
       "      <td>año 2018</td>\n",
       "      <td>16.900 kms</td>\n",
       "      <td>automat</td>\n",
       "      <td>150 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>diesel</td>\n",
       "      <td>29250.0</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>16900.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>VOLKSWAGEN</td>\n",
       "      <td>GTI DSG MK7 PERFOMANCE BLAK</td>\n",
       "      <td>20.990€</td>\n",
       "      <td>año 2016</td>\n",
       "      <td>129.000 kms</td>\n",
       "      <td>automat</td>\n",
       "      <td>220 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>gasolina</td>\n",
       "      <td>20990.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>129000.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>220.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LAND-ROVER</td>\n",
       "      <td>RANGE ROVER SPORT 3. 0 SDV6 183KW 249CV SE</td>\n",
       "      <td>71.000€</td>\n",
       "      <td>año 2019</td>\n",
       "      <td>8.100 kms</td>\n",
       "      <td>automat</td>\n",
       "      <td>249 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>diesel</td>\n",
       "      <td>71000.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>8100.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>249.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MERCEDES-BENZ</td>\n",
       "      <td>CLASE S S 500 CABRIO</td>\n",
       "      <td>92.000€</td>\n",
       "      <td>año 2017</td>\n",
       "      <td>13.000 kms</td>\n",
       "      <td>automat</td>\n",
       "      <td>455 cv</td>\n",
       "      <td>2 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>gasolina</td>\n",
       "      <td>92000.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>455.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>OUTLANDER 220 DID MOTION 4WD</td>\n",
       "      <td>12.500€</td>\n",
       "      <td>año 2012</td>\n",
       "      <td>112.000 kms</td>\n",
       "      <td>manual</td>\n",
       "      <td>150 cv</td>\n",
       "      <td>5 puertas</td>\n",
       "      <td>Profesional</td>\n",
       "      <td>diesel</td>\n",
       "      <td>12500.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>112000.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Marca                                      Modelo   Precio  \\\n",
       "0     VOLKSWAGEN                  ARTEON 2. 0 TDI R-LINE DSG  29.250€   \n",
       "1     VOLKSWAGEN                 GTI DSG MK7 PERFOMANCE BLAK  20.990€   \n",
       "2     LAND-ROVER  RANGE ROVER SPORT 3. 0 SDV6 183KW 249CV SE  71.000€   \n",
       "3  MERCEDES-BENZ                        CLASE S S 500 CABRIO  92.000€   \n",
       "4     MITSUBISHI                OUTLANDER 220 DID MOTION 4WD  12.500€   \n",
       "\n",
       "        Año          Kms   Cambio      Cc    Puertas     Vendedor   Combust  \\\n",
       "0  año 2018   16.900 kms  automat  150 cv  5 puertas  Profesional    diesel   \n",
       "1  año 2016  129.000 kms  automat  220 cv  5 puertas  Profesional  gasolina   \n",
       "2  año 2019    8.100 kms  automat  249 cv  5 puertas  Profesional    diesel   \n",
       "3  año 2017   13.000 kms  automat  455 cv  2 puertas  Profesional  gasolina   \n",
       "4  año 2012  112.000 kms   manual  150 cv  5 puertas  Profesional    diesel   \n",
       "\n",
       "   Precio_clean  Año_clean  Kms_clean  Puertas_clean  Cc_clean  \n",
       "0       29250.0     2018.0    16900.0            5.0     150.0  \n",
       "1       20990.0     2016.0   129000.0            5.0     220.0  \n",
       "2       71000.0     2019.0     8100.0            5.0     249.0  \n",
       "3       92000.0     2017.0    13000.0            2.0     455.0  \n",
       "4       12500.0     2012.0   112000.0            5.0     150.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_num(variable, title=\"\", min=False, max=False, zeros=True, size=(16,4)):\n",
    "    if not zeros:\n",
    "        variable=variable[variable!=0]\n",
    "        title += \" (no zeros)\"\n",
    "    if min:\n",
    "        variable = variable[variable >= min]\n",
    "        title += \" (min: \"+str(min)+\")\"\n",
    "    if max:\n",
    "        variable = variable[variable <= max]\n",
    "        title += \" (max: \"+str(max)+\")\"\n",
    "    plt.figure(figsize=size)\n",
    "    sns.violinplot(variable, cut=0, palette=\"Set3\", inner=\"quart\" )\n",
    "    sns.stripplot(variable, color=\"grey\", alpha=.5).set_title(title, fontsize=20);\n",
    "    \n",
    "# Variables ordinales\n",
    "def plot_ord(variable, title=\"\", min=False, max=False, zeros=True, size=(16,4)):\n",
    "    if not zeros:\n",
    "        variable=variable[variable!=0]\n",
    "        title += \" (no zeros)\"\n",
    "    if min:\n",
    "        variable = variable[variable >= min]\n",
    "        title += \" (min: \"+str(min)+\")\"\n",
    "    if max:\n",
    "        variable = variable[variable <= max]\n",
    "        title += \" (max: \"+str(max)+\")\"\n",
    "    plt.figure(figsize=size)\n",
    "    sns.countplot(variable, color='royalblue').set_title(title, fontsize=20);\n",
    "    \n",
    "# Variables categoricas\n",
    "def plot_cat(variable, title=\"\", top=False, normalize=False, dropna=False, size=(16,4)):\n",
    "    plt.figure(figsize=size)\n",
    "    cats = variable.value_counts(normalize=normalize, dropna=dropna)\n",
    "    if top:\n",
    "        cats = cats[:top]\n",
    "        title += \" (top \"+str(top)+\")\"\n",
    "    sns.barplot(x=cats, y=cats.index).set_title(title, fontsize=20);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_num(df.Precio_clean, \"Precio\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cMAmXQgghhBBCCCFumIRLIYQQQgghhBA3TMKlEEIIIYQQQogbJuFSCCGEEEIIIcQNk3AphBBCCCGEEOKGSbgUQgghhBBCCHHDJFwKIYQQQgghhLhhEi6FEEIIIYQQQtwwCZdCCCGEEEIIIW6YhEshhBBCCCGEEDdMwqUQQgghhBBCiBsm4VIIIYQQQgghxA2TcCmEEEIIIYQQ4oZJuBRCCCGEEEIIccPMtW6AuPUqlQqVSpkoigCuugSwrAS5XA5dl/MNQgghhBBCiNWTcLlJRFFEPj/H+PgYExNjTEyMMz4+xvj4GMViYUX7MEyTttZ22tvbaWvroK2tnfZ2ddna2oZlWbf4WQghhBBCCCE2KgmXG9j09BTHjh3h+PEjjIxcxnXd+m2GZRFFEZpp0PPAQcxUMr5FA632T63+z8D1cAsFqvkiF8ZHOHXmFKHv1/en6zpbBrayY/sutm/fycDAIIlE4rY8TyGEEEIIIcT6J+FygxkfH+PYsdc5eux1RoYvA5BqbyW3c5BkazPJFvVjplOc/fxzAHQduHvVjxNFEUGlipsv4OYLVKZnmRgZ4+KXn+OFF56VsCmEEEIIIYSYR8LlBjA6OsKRI9/m6NHXmZgYAyDT1UHv4XtpGhwg2Zy76Y+paRpmOoWZTpHp7qxfH7gepbEJiiNj88KmYRjs3m1zzz33smfPXpLJ5DX2LoQQQgghhNhsJFyuY+fPn+X5F57lzOmToGlke7roe/h+mge3YGUzy97/eiqWyzESFk0DfTQN9AFXwmbh0jCnz5/l+PGjmKbJnj13s3//QXbv3itjNYUQQgghhLgDSLhcZ6Io4syZUzz/whe5cP4cZipFzwMHadu9AzOVWtW+agHwVmoMm70P3kdpbILZc0OcOHOSo0e/g5VIsNe+m3vuuZfdu20Mw7jlbRJCCCGEEELcfhIu14koijhx4jgvvPAsly4NYWUy9D10iLY9O9HNjfE2abpOtrebbG83fQ8dojgyzuy5Cxw7cYzvfOc1srkc9x96kPvvf5C2tva1bq4QQgghhBDiJtoYqWUTi6KIY8de5/kXnmV0ZJhELkv/ow/QetcO9Bus8pUnpwFId7TdjKauiqbr5Pp7yPX3ED3yAPlLI0yfOM2Xv/Ilvvzl59h11x4OP/AQe/bcLdVMIYQQQgghNgEJl2tocnKCJ5/8BOfOnSHZ3MSWNz5E685taLp+U/Y//OIrAOx8x1tvyv6ul6brNG/tp3lrP26xxPSJM1w4eZbTp06QzTXxwP0Pcv/9D9Ha2rqm7RRCCCGEEEJcPwmXayAIAr761Rd4/vlnQNfpf+QB2vbsvGmhcj1LZDP0HNpP9737yF8cZurEaV544VleeOFZbHsfjz76RrZt24GmacvvTAghhBBCCLFuSLi8zS5evMCnP/1xxsZGad42QN/D92Nl0mvdrNtO03WaB7fQPLgFt1Bk+sRpTjuncZyj9Pb28cgjb2T//nsxN8h4UyGEEEIIIe50cuR+m1SrVZ599u/5xje+hpXJMPjWN9I8uOWWPubWJx69pfu/WRK5LD33H6Tr4D5mzpxn6uhJPvWpj/H0M5/joQcf5fDhh8lmb/5ankIIIYQQQoibR8LlbeA4x/jMZz9Ffm6W9r130XP/QYzErV/7caNVRHXTpH3PLtp276RweYTJoyd47rmneeGFZzl48BCPPvomurt71rqZQgghhBBCiEVIuLyFPM/jqac+zSuvfJNUaws7//HbyHR3rnWz1j1N02ja0kfTlj4qM7NMHj3Ja99+hVdeeYm7dtu84bHH2b59p4zLFEIIIYQQYh2RcHmLTE1N8pGPvp/RkWE6D9xN93333PDSIqs1ffIsAG27d9zWx72ZUq0tbHnsMD33H2DKOcW5Yyc59TcOfX39PPbYE+zbt1+WMhFCCCGEEGIdkHB5Cxw79jqf/NTHCIjY9rY30bS1f03aMX1q44fLGjOVpPvee+i8x2bm9Hkmjzh8/OMf4ulnWnns0Tdy6NCDJJPJtW6mEEIIIYQQdywJlzdREAQ888zn+Id/+Arpzna2P/EYiabsWjdrU9FNk3Z7F217dpIfuszE68f5/Oc/w3NfeoYHDz/Cww8/RlNT81o3UwghhBBCiDuOhMubZG5ulo997IMMDZ2nfe9d9D54323vBruQlU6t6ePfSpqm1ZcyKY1NMHHE4Stf+RJf+9oL9cl/enp617qZQgghhBBC3DEkXN4Ep0+f5G8//iFcz2XrE4/SsmNwrZsEwNY3P7bWTbgtMt2dDHZ3Up0rMHnU4duvv8arr36LXbt289hjj7Nz510y+Y8QQgghhBC3mITLGxBFEV/5yvN88YufV7PBfvcTJFulS+ZaSTbn6H/kAboP7WfKOc2FYyc5/b53093Ty2OPvon9++/FNOUjL4QQQgghxK0gR9rXKQgCPvOZT/LKKy/RsmOQLY89iG7Jy7kemMkk3Qf30XmPzeyZ80weOcGnPvUxnn7m8zz04CMcPvww2WxurZsphBBCCCHEpiJp6DqUy2U++tH3c/bsabru3Uf3ffvXZbfL4W+8DEDfw/evcUvWhm4YtO3eSetdOyhcGmHy6Amee+5pXnjhWQ4cuI9HHnkDvb1rM5OvEEIIIYQQm42Ey1Wanp7iAx94D5NTE2x540O03bV+l/koT82sdRPWBU3TaBroo2mgj8rMHFPHTtTHZW7btoNHHnkDtr0PXdfXuqlCCCGEEEJsWBIuV+HixSE++KH3UPU8tn3X4+T6eta6SWKVUq3N9D96mJ77DzJ98gzDx0/xkY+8n5aWVh566DEOHXqATEaWjxFCCCGEEGK1JFyu0NGjr/OJT3wYPZVixz9+G6kNMHFP05a+tW7CumUkE3Tu30vHvj3MDV1m6ugJnn76KZ5++ikOHjzE4cOPsHXr4Lrs7iyEEEIIIcR6JOFyGVEU8bWvfZmnn36KTFcHg299I+YGWT+y6+Dda92EdU/TdVq2DdCybYBTT34Bv1TmyLHX+fa3X6G7u4fDhx/h4MFDpFIb4z0XQgghhBBirUi4vIYwDHnqqU/z0ktfp3n7Vgbe+BC6LGWxaemmSaK5iW1vfxOzZy8wffw0Tz31dzz99FMcOHCIw4cfor9/YK2bKYQQQgghxLokSWkJvu/zyU9+hCNHvkPnPTY9h++VLpJ3CMOyaN+zi7bdOylPTjHlnObV177Fyy+/SHdPL4fue4ADBw6Ry8lyJkIIIYQQQtRIuFxEtVrlIx95H2fOnKLn8L107d+71k26Lmc+9ywAO9/x1jVuycakaRqZzg4ynR0Eh+9j5sx5Zk6f4+///rM8/fTn2L3b5r77HmD37r2YUtEWQgghhBB3ODkiXqBYLPKBD/w1l4cvseUND9K2e+daN0msA0YyQcfdu+m4ezeV6VlmTp/jzJlzOM4xUuk0Bw8c4i1veROpVKtUuIUQQgghxB1JwmWD2dkZ3vvedzM1M8XgW95A8+CWtW6SuI3S7a0r2i7V1kLv4Xvpuf8AhcujTJ86yzdf+jovvvg12js6ObD/Xu655yDd3bJUjRBCCCGEuHNIuIyNj4/x3ve9m1K5xPbvepxsb/daN+mGdR2Q2WJXo+/h+1e1vabrNA300TTQR1B1mT13gdmzQzz//Bd5/vkv0tXVw/79B9m//146OjpvUauFEEIIIYRYHyRcApcuDfG+9/8VfhSx/XveQrqjba2bdFM0Dcg6l7eLkUzQbt9Fu30XXqnM3PkhZs8O8dxzT/Pcc0/T29fP/nvuZd++/bS3d6x1c4UQQgghhLjp7vhweebMKT704feiJSx2fPcTJJub1rpJYoOzMmk67t5Dx917cIsl5s4NMXv2As888zmeeeZzdHZ1c/fee7Dtu+nvH0DX9bVushBCCCGEEDfsjg6Xx469zsf+9kMkmnJs++4nsDLptW7STVWenAbYNJXYjSiRzdB5j03nPTZuvsjc0CXyFy7xla98iS9/+TmyuSb22ndj2/vYsWMXlmWtdZOFEEIIIYS4LndsuHz11W/xd3/3t6Q72xl8+5swk8m1btJNN/ziK4AsRbJeJJqydO7bQ+e+PfjVKoWLw8wNXeaVb7/Mt771IpZlsWvXbnbt2sNdd+2hra19rZsshBBCCCHEit2R4fIb3/gqn/vck2T7ehh86xswpFokbjMzmaR113Zad20nDAKKw2Pkhy5x5uJ5jh8/CkB7eye7d+9h1649bN++k0QiscatFkIIIYQQYml3VLiMoogXXniW5557mqbBLWx9/FF001jrZol1YvrkWQDadu+4rY+rG0Z91tkoinDn8hQujZC/NMI3X/oG3/jG1zAMg8FtO9i1czc7duykr2+LjNUUQgghhBDryh0TLqMo4gtf+Cz/8A9foXXXdra84UG0TX5wvvWJR9e6CRvK9Km1CZeNNE0j2dJMsqWZjn17CP2A0tg4+UvDDF8a5eyZUwAkkkm2b9vJjh072b59Fz09vRI2hRBCCCHEmrojwmUYhjz55Cd45ZWXaL97N30PHULTtLVu1i232SYouhPppkGuv5dcfy88CF6pTHFkjOLIGOdHLnLixDEAUuk027ftZPv2nQwObqenpxfDkKq8EEIIIYS4fTZ9uPR9n0984iMcPfoduu7dR/d9+++IYCk2JyuTpnXnNlp3bgPAK5YojIxRHB7jzMVzHD9+RG2XSLB1YJDBwe0MDm5nYGBQxmwKIYQQQohbatOHy49//MMcO/Y6vYfvpXP/3rVuzm21VmMIxe1jZTO07dpO267tALiFIqWxCUpjE1weneBM3I1W0zT6+rYwOLiNgYFtDAwM0tLSIidahBBCCCHETbPpw+Xx40dot3fdccES1scYQnF7JXJZErlsvbIZVF1K45OUxsaZHZ3gxW9+na9//asAZHNNbB0YZGBgkIGBrfT3D0h1UwghhBBCXLdNHy4BjE24hqUQK2EkE/WZaAHCIKA6PasC5/gkZy9fqHel1TSN7p5etvRvZcuWAfr7B+ju7pGxm0IIIYQQYkXuiHB5p7LSqbVuwobS99ChtW7CLacbBunOdtKd7XTcvRsAv1KhPD5FaXySwvgkr73+Ki+//CIAhmnS19tPf/9APXB2dHTKzLRCCCGEEOIqEi43sa1vfmytm7ChpDva1roJa8JMpWja2k/T1n5ALdvj5guUJ6YoT0wxNTHF5Zdf5MUXvwaoyYL6evvp69tCf/8W+vq20NnZJYFTCCGEEOIOJ+FSCDGPpmkkm5tINjfVx25GYUh1dk4FzslpJianufjS1wmDAADTsujt6aO/fwu9vf309vbT3d2DacpXjBBCCCHEnUKO/IQQy9J0nVRbK6m2VtpUb9o4cOYpT01TmZhiamqGy698k9DzAdB1nc6ubvrisNnb20dvbz/ptKy/KoQQQgixGUm43MSGv/EyAH0P37/GLRGbkQqcLaTaWiBeCqXWpbYyOU15aobS1AxHTxzjtddert+vuaWVvt4+enr66I0v29rapVutEEIIIcQGJ+FyEytPzax1E8QdprFLbcuOwfr1XqlMZWqGytQ0lakZzo1cwjlxHKIIUOM4e7p764Gzu7uXnp5eUimZlEoIIYQQYqOQcCmEuOWsTBork64viQIQ+j7VmTnKUzNUpmeYnpph+DsvE3zLq2/T3NxCT48KnT09vXR399LZ2SXLowghhBBCrEMSLjexpi19y28k6s587lkAdr7jrWvckjuDbpr1ZVFqoijCK5aoTs9SmZ6lMj3D0PgIp06fIApVlVPXdTo6uuKw2RP/9NLa2iZda4UQQggh1pCEy02s6+Dda90EIVZF0zQSuSyJXLa+NApAGAS4s3kq0zMqdM7McuLcKV5//bX6NqZl0dXVTU93L11d3XR1qeDZ3NwioVMIIYQQ4jaQcCmEWPd0wyDV3kqqvXXe9YHrUZ1RYbM6M8fc9CwTzlG8V79V38ayrHrQrIXOrq5uWlpaJXQKIYQQQtxEEi6FEBuWkbDIdHeS6e6cd71frVKdmaMah87ZmTnGF4RO0zTp6Oyiq7M7Dp3ddHZ2097eIetzCiGEEEJcBzmC2sRkDKG4U5nJJGZPF9mernnX10Pn7BzVmTmKs3NML+heq2kabW3t9bDZ0dFJZ2c3nZ0sw8UoAAAgAElEQVSdZDLZ2/1UhBBCCCE2DAmXQog7xlKhM/R8qnNzcfDMU52d4/zoZU6cdIjCsL5dOp2hs6ubzo5OOjq66OjopKOjU6qdQgghhBBIuBSiLr1gPJ+4c+iWSbqjnXRH+7zrozDELZRwZ+Nq51yeyZk5Ro6P4JUr87ZtaWmls7MrDptXQmdra5ssnSKEEEKIO4KEy02s64DMFrsafQ/fv9ZNEOuMpuskm3Mkm3PzZq8FCFwXd65AdS5PdTaPO5fn8swE5y6cI/CurNWpaRotLa310Nne3kF7ezttbR20tbVjWdbtflpCCCGEELeEhMtNrHHBeiHEzWUkElet0wlqrc6gUqU6l8fNF3DnCnHwnLwqeAJkc00qcLa109bw09raTi6XkxlthRBCCLFhSLgUQoibSNM0zHQKM526amxnFEUE1SrnvvA8YRDQunMbbr7IZL7A6Kkx3GJp3va6YdDS0kpbaxutre20trbFP620tLSSyzVJl1shhBBCrBsSLjex8uQ0AOmOtjVuiRAC4uCZSqFbFrpl0X3vPfNuD/0Ar1jEzRdxC0W8grocnpti6PJFvErlqv3lmpppbVFhs6WllebmFrZu7QUSNDU1k81K9VMIIYQQt4eEy01s+MVXgNUvRRJFEZHvo5kmmqYtvo0fgKEveftmEUURhBGaIQfn4uZZajy0bhokW5pJtjQvenvo+7iFEl6hiFcs1X+miiXGzk/iFkvzZreFOIDmmmhubqGpqZnm5maamlpoamoil2sil8uRyzWRyWQlhAohhBDihki4vE5RGFK5NIo3M4ueSJDa2oeZSS+6beh6BKUSRiaDnrgyeUfoefizBQDMlhyarhMF4bxtbqUwHvul6TroKigG5QrV4TFCP0C3TJJ93RipZP0+QdWldPIcfrGEnrBIbduCmUqCoWMk1XZRFBGWK2imgZ5IXLMNQamMOzlN5AeYzTmseMbWsFwhiiKMTHrNAqxfKOKOTRL6AUYmRaqvG20NuiCGrge6hn6Ll7pQnwcN3Vr7r4WgVMbPF9B0A7OteUXPPfR8gmIRTTcwchn1ub7NgkqVsOpipJLoyaU/+9c7Hlo3TVKtzaRaFw+ftfGeXrGEVyrjlUr4pTJeqcxMqczkyEW8MyUC17vqvpqmkclmyeWaaMo1kc3myGZzZDJZstnsVf9OLPO3vVaCIGBqahLf9+nq6r4tS8QEgc/Q0AXm5mbJZrNs3br9tr8+URQxMzNNEPi0trZhmjJRlBCbRT4/x8TEGIZh0tPTRzKZXP5Oa8T3fXzfJ5VKrXVTxBpZ+6PIDapyeZTKpRFV2aJEUCrTfN8+NE0jCkP8fJHI9wmqLpXzlwg9Dz1hkb1rB4nONkLfp3zhMlGgqgyVkbE4VGoYqQTJ/p4lD6ijKMKfzeMXVMCz2lsW3zZavO1RFFEdHsObyxPkS0S6RqKthVRfN9U4TIE6WHfHJkkP9qtqZhBQOjuEl1eBOChXKBw5QaK7A03TMZuyJDrbqFwcIfR8AKzWZpLdHYu3IwioXB4lClVD3ckZMHSCQpmgVAZQAba/G3dyhiAOtInuznmB92aZPnkWgLbdO4jCkOrIRL0KFJQquBPTJHs61e+Vqgo/hoHV0nRDoTOKIvy5AqHrYmQymFl1kiIKQ0pnLuDni2imQaK7k1T8+PPuH4a4k9MExTK6ZZLoal821AME1SpBoYRmmviFIkFRveZmc45kT+dVoT6KIrypmbg9JonOtut+H0LPJyiV0RMWRjpV33cQL+8RFMsQP75fKJLePnDNkwxh1aU8NFx/v4x0itRA76pOTISuizc1SxSEmC05zFx2Vc+pOjah/qb9AM0yyewYJNHesqp9XK/Q89F0Hc3Q6+M9Fz/VdWV7r1zBL5fxy5V5P6VyhbnpcYLhS/iVCmEQLLoPwzRJp9KkMxmymSzpdJp0Oksmk4n/nSGVSpNKpUil0qTT6t/JZOqaFdJLly4wOjqCpuls2TJAd3fvss//8uWLjI4OE0URU1OTzM7OEAQBLS2tPP74W0mnM8vu40acP3+OiYkxACqVMp7nsXfvPcvca2lRFDE3V3sOyy9lE0URjnOMubkZACzL4u67D1z3wV0QBJw/f4apqSlSqSSDgztobr49n+UbUXv/K5Uyra1tZLO5G95fsVjAMIxb/hkSYin5/BzHjx+JjzdhamqSAwfuW5fj7UdGLnPx4gXCMCSXa2L37r0yI/odSMLlMupBMQgwc9l6VdGbmqn/oUMcNgpFrKYc5aHLeNOzRGEUX4ZoqApU8dQ5Ep1tBPkigesRuR5RGBKUK5ipJHoqSVABb3KmHmQW8mfmqI5PqX8XCviFAtmd2660OQgoXxymvbcbDJ3qxBTJhhkt/XwRv1DCz6tAEYUhkesRVl3CahV0HT2RQNN1QtfFL5ZxR8cJ/QB3Ygo0HU1TXWNDz8MvlDASCbwoIgr8erAE8GbmsFqb0BMJdQBsGvUD/qBSJfR9wnJVVSmTCbzpOaKG+4eup0JDEBKFIaEfEA2PLRk2/LmCCj+WgdXWuqoq3PSphnDp+Vd1LwxdV7W7XKFycZja2+/PFUhv27J4GJueVaEvmSDR0bpoCK1eHqUyOqGq1pZJevsAidZmykPD9fcZIPJHsJpzGOn5B4ze1Aze9Fz99Qq9sUXb08gvlqheHiWKVDALqlWMtIoj3mwePZnASCbQ06n6fvyZOXUCAMD1qFx2yWwfWHWFMChX1ImZ+KSC1dYMkfqsgAqTRBFmkwp3KohW6qF7Md7M3Lz3KyhXCCvVq16rpURBGH/OVJDyiyVSW3owsys7oIyiiPLQcP2zH7kelQuXlwyXN2s8tDpBM0ZQrqDpGomONqy25UOAbpkkLbXEyjX3H0WEvk9QqeJOz+LN5tXvmkbo+/jVKpWKS7GcJ5yZJKhW8avV+nu7lEQySSqVJhlfppLJeuisVMpEUYRpGgwNnWPr1h00NzeTTCZJJJLzLnVdZ3Z2mosXLwBQKOS5cOEsum6g6zrVaoXXX3+NBx98dOUv6nWYnZ2e9/vc3CxBEFzXwZ8KikeZm5sFIJFIsm/fgWtWQvP5uXqwBPA8j7GxEQYHt6/68UGF9YmJcQBKpRKnT5/g3nsfWPfdps+ePVVv9+XLF9m+fReWZZFOZ1Zd6fF9H8c5SrGoTqZ2dHSxa9fuVbcpiiKiKFr3r93NVCwWuHz5EkEQ0N3dTXv74scyYmUmJ8fnHW+6bpXZ2Rna2xc/cb9WXLfK0ND5elsLhTzDw5fmfQ8FgY+uG5t+SNWd7o4Ol5EfELoueiq56AFyFEVULo3Wqyne1AypgT6MVBLNsoiCIgSB6rJoWehWAr9coTo6WT9IjeLuZ5GuAxFBsaQOrofHcEcnQNOIDB0qVXzfR6tUVXc600CfmUVPpa6qDvn5IgBBsURYrRJFoKGT3tZP6PmUTl9QIVDX0EyT8rlLWM25ejUrirvDhpVq/YA89DyqoxPo2TT4AWHFxWxpwshkcEfHVTe6MARNIyyVwdBVhYaIsOoSuaoyu1iY88sVqifP45dKqlvf1n40XSMMAvzZfP1ANHJdrFRD19pSWXUJjSIwdPVaA0EigZ5RocdsuhK2vLkC1ZHx+uMGpcqyIWspWsJCN416FReohy9/Nk/D97wKdOUKxoJu0d7ENO60OkAMyhWCUlmFFUOvVzujIKAyPFYPJYHvUz5zgbC3i+rYBKr8rNqvwr9bf76hp04I1D4Pje2JPA/tGgej/sxc/TmEgY+fLxKWK3G1UKsHM90ySQ30olsWflzZrIn8YF57VsqdmpkXPvyZuXqVElT3TL9QJHQ9NF1XXaOXGPPqF1SvgaBUJqhWwQ/UWOGExbw3aRlBOd5HqQJRhJ5M4OcLmNnMlZ4CxRK6tXhPgSgM550UAQg9d8nHu97x0At507P176cojHAnpjBy2ZvWtVnTNAzLInJ9qLhYySQkk2iGTmb7VjRDVz0cJqbUZyGbwWpvUSfMqi6B66phAa5X/z1wPcL4suJ5lNwSYXGO0PPQgpB0Mokefx7CMOTb334V3/cXbZ9pmqTTaRKJRBzkNGp/M7quoWkaR4++TqVSaQimCRKJ5FW/J5PJ6+5Cm05n8LzZ+u/LVWevZW5uth4sQR2wjY+PsGXL4JL3iaLwquvC8OrrViqfn5v3u+d5lMulG64E3kqe5zI5OVH/vVqt8NJLX6ejQ/XC2LZtx4qq4DXj46P1YAnqAL+rq3tVFdyJiXGGhs7h+z7t7R3s2HHXpg2ZYRjWPzenTp0gCNTf7NzcDLZt0tLSupbN29AW6+K+HquBlUplXghW16njBt/3OXPmJDMz01iWxeDgdjo6uhbbjdgE7thw6c0VcEcniCI1WUuqv+eqg+SwUq0fuIGqoJTOnEdPJiGe9CYMAnUAlstipBJUJ6YJymWiQFUrFx7gRppGdWSc0PNVNa625p2mqSDlBwQVVckjDjaJzjb0ZALdNNGTCTTLJMwX8UtlNE1D03W1oPv0LP5sHm92TnVlC0BHIwS8uSLJzgRBtYo7NacOBl0v7pYbqXbqGmYqSei6REGEkUqS6GileOKsqnDGz1mVYUPQIEKDICBCI9I0zJYc3qQ6MIqiCN0yqY5M4M3lAfA9X3Wl7e0k8gIiPyTSNbQoAiuBkU4SVlyCuQJBpaq6GUcRYaGEHgfPIF+kOj6FkUjgz+ZJ9qsKU5AvzHutw7gaez1dNzVNI9nfgzsxReR6GLksVq0KtdjBwSIB1isUCSvV+tjW0PUwm3NohqGqnYP9qhLbEGAj38f3PIxCligICKvelbF7uo4RV++8mTnc8UmiSFX6Ij+AMFTdIptyaKs5SA4j8LwrB6NBSJRTFbvQ8/GmZkn2dKInrXp3ZQBN165vfPCCqlYUgW4ZKsCA+lyFkYoJofobWazi683MUh2rVfCLBIUimmUBVazmJvRVht6gWKr/uaqxk+p9a+wpEFAmrFRJD/bPu69uGJhNWby5K59Bs7lpVY+/UlEQ4I5PxScsKmpirfgzGUXxyaObPG42KMw/gREFoTpZ0pSlOjxKUKlV9acIfY90Xw+GZQGr61pcOHGW8sVh1HcSEEX02bsw25oJPY/A9Ql9j9Dz1e+eT1hxiSoVvDCEIMKIIiAi8NX32uzcHGfPnl7R4+u6jpVIkEwkSSRV4EwlVVfexopp7ffavw3DwPM8giAgnc6wbdsOfN9H1/VVVy+DRbohL3YdwOzsDOPjY+r/IMOsH9Druk5XV/eqHrdRLtdEoZCv/26aJqnUtTparwfzv4MbA3oURVy8eIHOzu4VhzvXvfrk0GLXXev+Z8+eqh9sT05OkMlk6evbsuJ9rAdB4DM5OUEYhrS3dy5aQfc8j2PHXqdSKVMulyiXy/OqatPTUxIub0BPTy9TUxNU4tnC29s7aGpafNz9rRRFEb7vYVmLn7jO5ZqwrARew4nV1lbVa254+BIzM6qHh+d5nD17mpaWVhkbvkndkeEyiqL4wFx96YdVl8rwKJkdg9escqnxaQaaaeEXSmiGjmHEk+EYBu74FKUzFwjjCk9k6Or/O01T1U3DxOxoUQdGvkfU+B9VFAFGPKlPcKXyGQQUnDNololmmCR71PhGb3qGsKruryeTREGgAmAQxsGiSuT5BEGgulKmEmr8yMlzBIXilUpLHCrV7LDx89I09GSCZFc7umURVj0VVsNIdW3VNIx0iqDqqu6jQYima6CBmc1iJFO4k1P4c0XCMFRdiNHUNn5AGKhAVateapEGhgFRiG4YJLf2UTx5rl5BCqqu6pIaReq1Ng20OAhFkaokmtnMooEqrFSJ/AAju/TEQKqLcAEjggBwJ6ZVt8yWJtKLTLxitTZfCXSAmcssWr2Lqi5+saTem3IVwlB1P00mCdMpEp3tGNk0RjaNXyjF73dY35eZy+KWVVdlTdNJxhXEKIpwJ6frwTQKAsJKFc0yVXCLokXD7rzn0NZCUKrUx9JqlgW6BmGkhuo2VIpqn8VEe6vqQluqoBk6ia726xprarU01U/ahJ6PkUyQ6GinOqa6BhOB1dGKpun1iYzCqntVNc6dmlXvg+er18gwMNIpNENHS6zyqy1Sf0dBpQqgPmPx4y2sDAeVKmFcqW+U2bWN8oVLBKUyRi5HZtutOYisjk3W26Te+wpmU67+uzsxDdo0VmtLvWvxjdLMq99nzTLjLrOumkioUFLd6PNFtAiSfd2r7jWgGTqaphP5anIpLWGRaMqS7rn2Ge7q5DTe+BQREFRc/Bk1HMFsytC5d7c6aeX7cSj1Vbs9r+H3OKjGoTX0fFzPo+y5RLMldbtbC7RXT4ZUb398MqwWPA3DxLRM0qlMfezp1Ze18ahXxqUmEklcV30WdV2ns/PqoJjP5zlx4lj9/zFd1+nu7iUIAvr6tpDJXP8YwS1bBvA8l6mpSZLJFNu27ViX47saWZZFV1c3Y2OjgKqkNVYZgyAgDMMVh8v29k7Gxkbqr69pmrS2Lh+QCoU84+OjlEolPM+dd/DcWAndCIIg4OjR71Auq2Oa4eFL7Nt3gGRy/v93o6PD9QqVYZiUyyVcN0cioU7smqZFsVggk8lu2O6Qvu/huh7p9O2fZNCyEuzffx/5/CyGYZLLrfzEZRiGqghxg23O5/OcOXOSarVCOp3hrrv2XDUOWdd1bPtuLl0awnVdOjo66e7uAaBYXNDDKgwplys0NUm43IzuyHBJGEEYxgdERVUh03U00yI9oLrNBKUKEaCnEvgzecIwJPQ9rFw82Up8oFI7wAzLZUqXhtWBR3yQThiCYaIZagyjblmktvQSFkr4c8WrmhX5vqpShSGapv4j92bmCPJFMA00wJ+dRc9kVHfauJtq5Lr4s3mstlY018XMZdTkJJUKUQDZznb0VJLS2SHcsUkVPGrdDHUd3TIJQ3W2H6gHjkiLn0ccPgkjtCgOH7UvK011IdU01QU38nyMXIZw2COoVOJxmSqoaHEFTtN1dNNUATeu/gLoiURc7bRIdLbXx+AZQJRKYra2QBjiz87FFSql1mXSam8hKJXjx4uI/IDq2KTadzJBemvfVd2f/UKRyuWx+uNYQPHcUByg02R3b0Nf0P1ET1hktm1Rk84YBkZmiQqZYahxohUVLGs/kecTUCH0PEwtQ2bHVjUJkusRJhNqgpswJApVuDZyGXTLVNWiahXdsgiKpXo31ajqoiUTaqydpqnPxDLdYo1MmvS2LWqSpKRFJQjqE0CFVbcerIB6cNEMg/RAnwrVulYfk1t771bKbM6RNg3Kl0ZU1TsIqI6Ok+zvqc9Y7E5cGcOm6dqi1eegVK6fYFFjciMS6ZT6bK6y65meTqox1alk3JvBqI+3XBisNF1btJuukUqS27NzRY+39YnrHwMYFEtApMZyJy10onp1OyiV6wE5rIyhmX2r7ra8GKu1WXXpjyuUVksTRu21Mg3CYrn+WdAMHb9QwswXMZcZ07mQ+qyF6mQTQBRiLbEsS00Uhqqrvq6rbvqlkjopoRtEnqro66apujLfhMkLa+NQQ89XXXw9T02GNDmjep34vvr+jL9H/TBksloiLMzG1VcXv9bdfwm1mXuTCVUZPX78WH2SpNplrUpkWRaWZVGplCkU8mQyWTzPZfduG8O4vv/iDcNk16497Np1va/S2ti2bSetre2Uy2U6O7uYmFBj1TRNi2fQXfnr0dTUxJ49dzM2NophGPT29i9bZSmVihw/fkQdL4QhExMTdHV114P5ra421Z7rzTIzM10PlqAqThMTY1d10fb9KydcEokEuVyu3hNG0zQuX77I5ctDJBJJ9uzZSyZzc0563S6jo8MMDZ0nDEMymQx79txdD863i67rtLSsfIx+FEUcP36EoaHzGIbBwMA2dF3D8zy6unpW3bPh7NlTVKvqpHC5XOL8+bOLTlqWyWTZvXvvVde3tLTMGxduWdYNnQBb71y3iud5G/qEyo24I8OlZugY2Qz+5IyqfMQztpbOXsAvFNE0NeasfkbYMtF1jcgwrszAqqnuoGFcfNSNNJHrq445mg6G6talGTp6KonVlFMH7H5Aqq+bwqlzVzcsitRYNMMAQ1X1gmJZjSCKJwWI/Ag94cfFKQ10nUjXMHIZCAOsjjY13hKNWlzUEgk1y2exHI91C1U1StPQTF11H3Q91aUyp4KrnrBUt9xEQlUQ4/AQVuMurIHqgokef8HqOnoqpbo0BgHu5Ew9VEWapgq4hqH2qxFPDOLFY1LVaxVGVaoTM6R6u0l0tKoDsWJZdc/tbFPdFDXq4+EII4x0ErOlmTBelzO9fYCwUlXLL0xe+SKrjU20Wuaf8fMbujFqgA6EFRfN0Ik8H3dimlTf1V/CmmEsf+Acn8CIal8s8XjGKAoxLKte9dMTCYxcFq1cwbAMvIlpFZCDAD2dnheswqqrQrivQmoUhXH51o/HwqpQpK1gPIaesNATLRi5rOoCXioDGlZbiwq4fkCis+2q6pdmGkRRROHkWbwp1fXMam8he9f2FX+JaglLvd61MbZhhDc5rR47lyERhHjxbLyJjrZFK2e6aaqJpSIaqtZqvF2io3VVX+i6aZLs68KdmCYKAqyWpvr7m+hoU92bfdUFPtF5fRXbKFBdyTVdx1pi2aKVNVZXvQGCEE3XSXS0ktm2RU24Mz2rxqoaaqxqUCzdlHCpGQaprf3qxIOu10+qaZpGsruT0tmh+na1scfhEuMkr/1AGlZHm/r7RsdqyakTW9fg54uqZwBqqaSgUkVPXPn7qlweverv/kbUxqEallV/HyuXRtCzGchm6r0arIblYlL9Peq7NRZFURxO43GoVS++dOPxqG48RtUjX3WZmRknHHXx43GroA7OGrsoWpaluuIaBpZp8fzzz8bLx2RIpzP1y8Z/1y4TicSmOACqhcjW1jaq1QoTE+NMT0+RzeZWNd7yiqjhcvkx3FNTk/VQpes6bW0qDFhWgs7Orutsw/JmZqY5f/4srlulvb2D7dt33cJK89Wfk46OLsbHx+rHTJ2dPezdu48wjHCcI/Ux065b5eLFC+zZs/g6v+uR53n1YAlqgqvaZFHr2dDQeY4c+XbclTuqtzmZTFIo5DFNk7a29mX3A6rKWKtM15RKVxdIrqW3tx/f95mamiCRSLJ167Z13xviel26dIHLly8RRRHpdAbb3rdul+66Ve7IcAmQ7OnCzxfxuNKVKQpC3KkZ8HxVwQhDItcl0dmOnkqpylygJgzRLZMolVQHeHH3V7OlCXdiSk3UEgbqIMwyMdOpKwfRrqu6nHZ3UL04Mr9RqZRaK9PQicIQb3pWVbuikCiI1CytgJa0iGYLqoIU+fHyHSWi1hYS7a0qMGkaWrx99fIoelNGjZsy9Hicp4ZmmfWqnJFMoqcSajwpcQDPpIAIM5dVE6x4qrIaVqvxBDtqrJ7qjhkSVipqciRNI6zGYw3jLpp6NkPLoX0ElSqVS6OqSlcM6mM3QYMgxJ/Nx49vkN7Sqw7IdY3I9fDi24JimbDq1asDxTMXiHwfM5cltUWNnQ3j6s08i0xwoZlGfbbcZHNTPKmNui2Konpl7HrUKrR4HpFpQBShmSZGJo3Z2lSf/bR8aUTNKuz5aqxhwsRszqkuj+Uq9Ul9gkDNhjtbUK+tBkSqehz6frweZgBNqztTplsmmZ2D9aAdVKr1ZUncialF12x0J6bnVRfdiWmslquXnanNmOvPFeYvXxJG8ydF8jz8fIGgXEXTwOrqINXfo07OLBGUzeYcERGR56sTF5aF1dWOkU7W11xdDTOXXXT5ET2ZIL1ja73rceNkPlEQ4M3m6+u06papuswmEw3jICPcsUn8uTygYbY2k+xa/D/1KIrU45jGks877jqg/q1RP6ALypUrk/vEXc9T/T2reg2iIFRjtl0PM5uuV60hDlWLVJDNXIbs7u2Uz1+sn0DRNG3FM+020kyDyPXQdHXQEbrevCr6om1uDJ/1LNDw4boNmSlo+L7RLRO/6ta/+zRdx0jPf900TcNIWBiJ1Y9LjcKQwPXwKxWql0YIympt1dDzsDRNfW8EAaXAZ2Z6jGAkDqrX6M6r6/q84LlYEL1SOb3y+3o+YLpw4Ty+75NMJtE0OHfuDAcPHlrxd2M+P8eJE8frf18zM9McOHDomhOpLKyMJpMpdu/eu+KD+KX4vr9k1TUIfE6fPlkfbzs5eeXg/Ua1traRTmcol9WwDcuyFu2i3dTUjG3vY3x8DNNU6zCmUik8z71qMq7auMGNolqtEAQB5XIJ3/dJp9Mb4jkMDZ2rB8AgCAgCn3x+jmRSDTGYnp5c8edS13Wam1vmjWNe7RhaTdPYunXbTflcrqWZmWlmZqZJp9N0dfVc1c2+UqnUgyWoKu/IyCUGB3esRXPXzB0bLjVDJ9HRpmZbrFRUlRHq1abawUkUER8sJtXBcUcbie4OimcuxGfLVbVRMwwyg/0YSUvNMFupqmqKrqM3HFgY8QFXorOd6uXReZObmC1NKsjN5eOusWrMUeS6KqDFgU/T9PggzK1PjhhUqoRF9R9AUK5A4KsDl7ibYVCpqmplvMwIQGb3NgjjWVpbmtCSCYK5Qr2rZ3VUrfMYep4KLqjKmZHLYSQsNRMkqpsguqpYhOXqlW6i9ddRVS51y8KbyauDrVSS0HMJID4gjOpjUyM/QDMN/GKJoFBSlc4ZFSxDz8Mdn4oroBru1DRaCBhxNcf1yO3dhdGURYurO7X321gsOGTS+OcuxjPfxtWw+MtCMwzMuOIR+j7u6ARBqYKeSpDs7kRPJupdezXLuuqgRU9aJNqaCdJJVXUNAoyWJqyWJlWNMwxC36dyeVRVDaMIwgg9k8JqyoFlxdVvA3RdVbLj2UzVkjEGekJX4w11Xc2SaujxciSeGp+5IPwsNbmRblmqQld1ryw3Qhw2pmdJ9s4f8xbEn7V515VKwPxw6c/mr4RQ16NyqUpmx1a1vmUmXXSXYDwAACAASURBVJ8gSE0YFaqqu/k/2HuzJjeyLE3su5sv2AKxMrglk5lZS1fVVPe0ZJKZ9KIfNG/6WXqYV8lMI8mszUbSjGkxdXdVV2UxM5ncgrFi9e1uejjXL4AIxAKSycxk1zGjMYAAEA6Hw/1+53yLRHVyBh72abK3s9b1N9nfgQ8GWFxJpIf7H2RKt65anfFyee9RvjyKDYjm+JTMdQIVvjUJs7MiNkYAAtvzk1MwpbD9i8UFx2kdM2IZA9TOEMm6qBLv6LhswUvYFm8sfa/C9jAVXHM3qPLlazRnI3hrwZVC/uQhkjtEm4gsRf74QaSyq+HgSkPizsXC9++OOiHZ78boJ5GlEEkCz1l4Kb6WefChS3TyqIPlaQrVmq9JEb/rH6oY55BZCpmlSLcG1EjzHtWb43i+A4DswcFKs8RZC9domLqOE17bhGlo+LmpGxTVHG46CrEyTdRcr33fIes0y3N0VgBoqyHt4OBgG1qzS7rS/E5Ti7IsUNc1+v3+RhRf7z1OT9+uaCbruoIx5s4um+fnC18GgADeeDzC3t71+t+9vQOcnp7ERf3W1hDD4bvHDRXFHM+efY2yLNDpdPDFF7+8QiUsyzICy7Y+lLZTCIHf/OZ3cSK7s7N7rZnLYLB1xUlXqQT9/mDFffhDxmc0TY2jozfQusHe3v5GtNG7Vrfbw2QyjgZXs9kUh4c/L1MmGqBg5Xy6qUHXF1/8At9//x3m8xn6/cE7xxz9nOv4+C3++Md/RFVVUErh0aPPrkzhm6ZeOW8AQF2vGXZ84vWvA1waAzOdEdXQOch+DzxNCMwNB/AXngCklGBJAjtrJ38MXIgIxhhnUMMBLXoQTD8CXc97Dz2ZggdKIneBxgoQXTZhkFt9qB3q9vhGg/e6QEPuqw4ACx0+pw1pEauGKK9pApamUFt9dL58guLZc8Ba6Db6IBjftADQA5EmBtB2yO0t+Lqh1w60V31ygfTeHpLDh+BKojkf0T7SBvp8RJNa72Gmc1oohX3CQMY6rqzgygo+TcGUJCqbWAAz4gAGzBimDyJN0PbPeZYi8hrD+/DO0iTS++B+KmDLCl5ryEE/aOssXEOTXGgbsGnQWL49Re/XX4JLifzxA4oNAWnE1saknI8JAztPU6ksJVAjONRwEOl0zfFZ1DjaskZ1dEINgiNa0HEpkD64twLe1M4Q7s0xRJ5D5DmS3atgwRlLdNbYZFidlqrhAJ0nD1e0oa3OFWBEkW0XjfM5wBiEMWQMdQn8mPGEonTWADAznaO5oM/flmXM+STK7tUJlNoeoHz5JsZvMCXXauOW3WUBAquuqiE6ObIHBzDjKZzW0BejOC31pqBjotuB1w30eIr6+BRqe4h0fyfSDblSyD97EJsmH5vW58pq6bPyMPMSTEnIHuljm9ML5I/vRy3ick2+ewnHsAIu9fl4kZPpKfpIDq4et6LbgZ/Oo2mT6JDBhEgTuG4nuuRyKcJk7G5lG4366IR0ld7DiRr16+M7gct2Oy7H8Wxc1kL2u/COXodxvuKmvK54kiC5t4/67QkYGHq//zXcvIBrNJL9bciPoOtJ93fJzGgyg+jk6Hz+6N2clDes5aZH9vAw0qXloHdlCs+FAM8F5AYNmLZp0dJ0IzBtGtiqCeC0RlM3KJsCdjqi/VA3EIxFIKe1hr40OVVJQmBzCXAumx1prVFVJaSUSNMUX375C2xtbcd81HXGPJPJGN999w3qusLx8dtoZgIAVVVvFAOSBA+AuibX8ja25qaSUuK3v/09ptMJGOPo99+Pjv3tt8/i1LAoCnz33TP85jf/ZuUxed6BlHJlQvi+f3e5hJDY39+MAbFcX331K7x69QJlWWBra/jB3HKdc/jjH/856gDPz8/wy1/++oMDzKoq0e324JyFMRZ5nl8B8z/FevLkKd68eY2yLCElR6fTjUZAg8EW7t3bjKKdJAm++uqXP8Sm/mzqL3/5E87Pz+Ltpmnw9OlXKw2rXq+PNE1XACXnHM+e/RlZluHevQfvHHn1c6pP+h1q3SDPc6CsMf2XZ2CMQ/S70BcTZI8pr7L79DGarR70+YT0fFkK38uJ5sQY5P0DJDtDwFmwNEF9ek76q7KmRZA2cTpYvzmBN0TfJPdUMsTRfko03FkBMZ5CDQeQ/S4YWOywCymQ3Sddjh5PYOYF4CxNFjlHtjskYJAopPf2UDNGTqSOolQY53EqypwDU0ThhWcAp4WFV4oWakKQMU5Rwn73EvXxKdLDfZgxdTtd3cDOC8iwiG9Bpeh2wBNFz5vNCQByQTRb78GyNMSS0MLfJ4H2KnjUAIp+F6qsYCYz+FoTGG0Xj4yFGSfFjQAectAnkxdNJhk8kaQ3tGGh4tuRc7i51GXniUJyDf0wHiOjcYzwgPNgAuh88ZhowkuLQzMvaJuNBhMSopujtjZOCpyxaE7OkD9eRFTIXhf8yUOadgajnivlHUWb+GCoE6i0pIckYyMAl5xwGWS3S0YleUZU3kDrBgCvKWLG183C4MU58DSFHk+vbIetahTfPIcta3h4uKICC7ROF+JgLhdPkujk227T9E/PAOugdobo/eqLFW1e3HKGeCwwzsmECMDs6+8CzdtH+rLTmuizhtx2GZ8E/a9aBTGcU4yIsXSMvmMMh2s09IgmYGrQux0oheza1jGZjs/F+23pmqKTA0vTYMbWq7cuawu9D8fzpfeTHuxS/FBZkR45HONqd0jnjskMjDGoBwebTcyso2OgdWJ2jhoWH7FErwt2MY5xP4yzGL9zXTltaGrsPDw8zOk5Tbo/op5Hjyek19WG2B2d/KNMTJdLZCnEhjTo24qxVj4hoTagOduixPy7l7BF62AuwLf68IyaGAtNaYOqalCWM7jZCLpeUHg7nc7Kuec//af/fWXBlqRpBKJ5AJxtQLuUMoIOKcnwqNvtxTiQLMtuXeANhzv4x3/8fzCZTMAYw8HBvTsZ8jDGNsrCvKku69rW6dyEEPjqq1/h+++/Q12T5vKHmqyRZvIFqqrEcLiN+/dvz5FWSuHzz+9mdLZJTaeT+BkD7bT65IODS8ZY0CfuLt33088qPTx8iF//+re4uDgDYxz37z/A48efwzn7M4gV+mnW5e9fVZWwVq+AS3LM/Q3evHmFpmnAGFvJ351MJvibv/ndR9vmH6s+aXB5fPyWTnxhgephwbWBTxTMeAKR7YOnCbL795Ddvxed1rz3FLfAWdQQAkD54nWcCHoG+JryD21REvW0BVzGEmgMUznHKOycSUGLvuEgADUZzRkgEyBVBGKmc6B172S0yPNCwExnYFLEBblrNPTZRVxwZ59RbAbPUog8o2xJ7yGSoKXMUqLcJYrornUDWAtbVtCjCdTWIAbWe0+LZp4mZL7STiSVQnbQQ3V8Ap4klL/mECeNPgBR2e8CQf/DlYymMIwxpPf2wJSEnhdAS+NqdY5LQLNdbPM0Aa+JGuxifApf0G7DfgJj4JcAQauFWkcH9UEDyRiDC2YrYAyyt9Astto1W9XB/Im0tJ4zJJcW/e3keLl4ktzopCoyosDq2TzSHNVWn2iunC+mU1lKESjjCbwH1FYPyb09AgRVBW8pXqF9jrcOHmRY1IIFytm8Sg1uTs+h5yV9Fp5cDmWgLrMkWatV1dMZYB14J4dzjpoBgiJ57JtjMM7R+9UXFHlSN7Dzksxn9rbXgj/Ka2VhiM0JdAezIsYoqqZtHNiiXAF+9ZvjGOXC+Dk1YTbMNvXW0SQ2HH92Ort2ytuWyFJ4Y2O2JUW6LN5bS8MWeYb0cA/6YkJ01+0h5Ks3V1+v34vTcSAYLq2hljIhkN7bW/MeyHBIDnpgjMHMyyv76sbireYxUMmB63WfP1CJLKUJ3GgCcGIP8FtAgJnOVuigzlgy7xr+sM6crm5Qhxzc+vhsAcq1QfXqCOnh/tqFt9MGXmu6tmzoanyXamOpmBTgefajGPXo2Rz69CKew5mSyB/dR3bpuDWzAtXrt/E2T4iK7eoGxbcvKLYqaEjBOVg3D+BUB+MjjbJpMKtmcNMLJB5wbaOHc3DO40RPa43/+B//If4tISVlmAZwujw1TdMMxuhAB6XXOj09wTff/AV7ewchLuZ2E6SqKnF2dgopJXZ39zeeWAwGWxiPRyu3r3vc7373txu99rvUn//8L3GBPZtN4b3Hw4ePb3yO1g1evlydXN42QTZG4/Xrl5jP59jaGuLw8MGV56yjN19HeT49PcbR0Rv0+xn6/V3s7Fw9f15XWZZjZ2cP5+cEEDjnODx8cMuzfvxqp+iz2QxC8J+dQ+9PsXZ29uJxD9D3bh1NPMtyPH36FQDgD3/4x5XfnZ+f4dmzrzGbbSNJ+h/ddfhj1ScNLmPw9PL5v6Vgruk8tRcKVzdkfsMZlBARjC1TTeEDFXBnixb37QSnfX3nAUaPa8EJLfzp13pEUxikCXyj4eclin/5htxfW8AZJlneOsBY6NEUdl4iOSRQLDoZGIZw1pEGclZA7CTIHh7CjKc0WQPQubcXNVpMEbC2ZUNOrTzMCj0t0nhOxkUiT8EVdf6T/R3IXocmNMaifHVEQNoGfSrnK4skxjnUzpAokEYTbW1nVfxNxj1tHmNAh20mKEC5dPXCZTV/8hCim6M5PUdzIhecdmMBRgt4nibIwuTQe0/a10DLFJ0ManuLKGOdPAJ90SN3R+jVhTlAjrbNyRk5mZ6PQtYm4JkFK0rwe3vQ4xlFyCgJdUng7r2HmcxgixI8TYhSfekCyRhD77e/QPHtC5pwJgo8o7zFNk8x/4zeU7K7TbhLW6idIdEgDX0mrtEE7F17bAr4irSrvrbBTEhEo5SV7TQWvm6i1pgFinCchCu5cOBsTWoMgVBYS9N75+K0CQCaCxL+R2OmpfiSdSW7HWp2eA8IDyYSMsYyNuqNW6DDl8x6bFWTnjHQYr3z0KMJxOHNuYiXyxbl0uSQQK6Zzm8El7aqyZ130KOptxThu5PF460tNehDDRZUtcf/3X9z5fVUcKe10zmYEhQtdEdg4LQmUy+PlX28CbjkSiHZoemnt44yJvc+vIbpttqUXrt2H/EfFlB571G9fhtjj2xZBd2zCI0xS1Exl6anejRGc3IeHI4FGZC9g/nUdeXqhpokAWzLfvejT1ABUDTNclauNlco8gCCK/DS8xpNtPk8g+x1lq65QHpv70bXX+89yu9eLqKorAMU6Z89GFwws1sBp1rDNBqjpoEbz+FOQrRMo5ElCdKlz+b09AR/+MM/RXovYwxpAKLZJYCapjQZnc0mEEJACIlut4tf/OJXyELmafuYm+rx489xdvZ/YTIZYTgc/qg6t6qqrkxuLi7ObwWXX3/9pxW9onPuVlOXZ8++jqB6Op3AGHPlvXc6Xezv38PJCTUn0pQoh5drOp3gm2/+AgBgzOD4+BxZlm8Etr788hfY3d1D09QYDrev5Hz+VKssC1xcnEIIASnVT9qA6+dQv/jFr6B1g7IsoZTE06df3aoFX254GKNxdnYCIQSqagKtPX73u7/7JGmyn947WqoovA8aQ29snMJd19V2dYPq5ZsQ2UGTn87nj8iNMjilmskMttE0NZoXRA1cl1m25FzoQweWm0UenbMOaHTMkPSc08QSbDEtMjbkQ5K7ZnM2oos0Y2S8IniMTuEpgTiRpRj83W9w/j+SRu/Bbxc8+eL5S7hCgQmiQDLGaUKbKAIW8GBcoPPkEUS/SwYzS1S/yT/9ifajSuBsRZEkUoAH/Slb3g/eE831EnU1fiZSBdfZcJ8UkCHTUQx6UDtbcDW5RTIpYMNin0u5WLgkEiroi0SviyyACjudQ4/GRBkFgZ365BxcCvA0Rf7ZA3JBTRJy/0WgnjqKCGCcRWAJEKBDO10LukE9nsbpr3PuSq6kvhgvzGymc7iqXuveKbsd9H/7S8B7lN+/hgn5je0E2WkDJgXKl2+ixs/OCyT399G8PibQKziBwiwlUOhcAJM04aWpPAdPrn7leZIQMNSk/6X9TTEfTEqY8YyMmASZo4hOTrqtkNnZTlyDswzpPi9N3NZFiSxXsr8DSEHmREkC1e8hO9xHcz6ieA2tIfKcpv5BA+rqBuWLN9CjCdHCex0CoDfkB15XZl6QO7OnSbno5muzLFeqNd1aunjI/uIYfJdSg14EmXcpby0ZQpVk2EUTscXCh28AXBjnyB4dRkq9yDKk9979vXyskoMe9GgS9ao8UWtdf+9azhg0J+dLtOPdK9N232iSB8yL6Hjt6how1LRKdofgl4Blq8ONEnNjoc9GH4zK6q1F+eINzCxo5IWAmc7hdpp3N1d61xLklN4yAegasYaxsKbZ1N6XPbhHn2ujycm5f/NnyhhDev8AzckZXE0a/XR/9/bv8TVVfP8a5fevKLfUeXjB0fnlF4DkK5NT22gUTYNpMYEbn8GF+5Y1p239wz/8b4umN2h6mqYpsnR5akrZpmmaBadScoo9PT3Ff/7P/wc+++xzJEkaHpciSVLIwMD5IUspBSHkit4wy24GWVo3EVi2dXFxfiO4tNasTGvpOWdrgfXTp1/i3r1DaK3R7w+u0eGuvpb3HpPJeCNwyRh7b8ffj11FMccf/kDmM5wznJyc4N/8m7/7ZOM/Pkb1+wP8/d//V5hOx8iyzp1yOh88eBQbJGVJ+t32OG2aBqPR+VoH5p97fdLgstPpoixLdBKF/DMyrSHaY+daPY6ZziKgAGhBYGYF1FYf6eEeyuevQgYhBdrbyi+onTdU29WOFzpOXVS3DExFa16xbKNPQNNZBzudRVdNnibwWoNBAuGi7ZYMExjn6D26v7INTmu4WkN0OxCdHNXbU1rMe+osp4d76H71FG0W37qKBi5hkuSMpecbS3b4QctpJrMYvwKQ26saLiY5yc6QALGUcK6h0PNEQQ23IPs9iE4WKaXOGJTfv44LFTXs02LaUGSM6HQAxmHnJfTFmOJYoi6UzHpcUcAlCU3f5iV4lqDz2UMyeAoL0dFfvgUA5I/vEw1z6ThoIya8c/SZCEHmHVkKzzlsVWP+7Dn4r76I8Q1mQpEhbVSGQaAurjn2GGORRmzGi4txS1O2AXC2ZesG8z8+o2PR2Ei9bTv+TMoQOYMQLo+rAL/924kEQGZK7XvNP3uAZGuA8sXrOCX21qE+OUfnyUNqTEhJwJYBkAIIk2wuBbLPH63/Y9dUsr9Ln1NZgqcp0nt7gbJ+gOz+QaQcLh+X9ckZUcKVJCOieQE+3LqVDklRK0U0K/KNhp3OwJQi1kJVg+fZra9DU35awMN58ExtBAw/ROnzcZzuMBH0z/DkKLrVX2vGdLlsVYfYIw857KP7xWeLRtyPQamcTGFGE4BxqJ2tWyNNmBDIPyPTq3h+fw+6aXN8BjOdB7BOxlb5pXMpRND5tjrnMO1ngvSJl+n59Bi7ck4Brups37W8c9RomVDDy1U15FY/xGLdfn266XVbc7tNKtnbQfP2FC6cs7kUa6fgamcLdl7Ex6mtfgTCbcbtJtW6Fn+IUls9VJwHZg4DTxNs/eLzO1PF6+NTynsOjWVvHVi/C89ZBKau0XF6Omk0RtMLuHNDTIRGI73kQu69x3/4D//Tlb/FOYdKEiRJikQpJGmKNEmhVIIkWfxTKoFSaun/1Z+lVJBShp9l+Ec/CyHw5MlTPH/+Day1yLIMjx59duM+EEJeMRu6DZByLqCUWjGAuok6eBtIzPOr54919/3UyjmHo6PXGI9H6HS6ePDg0Z2djgHg7dsjvH37JuRcAp1OB48fP8Hu7t0pwX+tq6WU2ohW3e328Ld/+/eYTqcYjS5wfLwaQcjXsMk+hfqkwSUQtIBpcm2u3OVat/D31kLP5nSB3NmGbQya07MAKm8IV26dUL2ni7RBpNkxH0Ap54sppaeFva0buj9kpHnv0JycA9aQnmQ6ByvKQCOlp5LJSQdmXoKnClxK7P9+1SKZcUGTN0fTJdnJYQOQ5ImKLqlAcA89uyDwFVxuGWNQ21twR8f0tkwASoFi6rRB9eI1mEpgp7Ogu+SLfbFUctBDYi2a0YTokgFc6fOg0zkHku0tcqEtyhDPEOIFpITcziCUJK3dEgWuBZd0H1Fu20Vduwne+2AYRM6brV4vfATRxZYnKuoo5VYfZjIlMA1ADHpAoDt7Ywh01wzzZ8/R/92vCDTXTcyOBABh7ZX9cPWYIeDurYtGSs35iMC7NvBNTcfAUv6f54zMkThlhSbB8MVrA9HtgKVJAH0y5Ev6lQWLK6tA6wyvZx18rWk79CWTGb2IpCEjobDTnIPo98CVoIX1hvmgTNAxGE1xLk0b1oGF+Nn0e3B1QyDg8VWdpKsb1MenNAXnLGSE0uuprT5YlkSAJrIUUJIozHfo8C72I8XINGcXwOk5eJ5RBMU1IOfN//l/AwDu/9d/f+vfuKncJQdOnmVEtQwOsrc+35gVpoYtilu1pj9k2aJEfbQwP3Cva/AnD291XmWC30iZ3KT0eAozmdI5gzM4Y5A9PFzdn9ZRlM68JFdlzlcbEo7O+cufP1cKIk9XqJ7LOaLvU7YoY76qb3TI6K2RbA9Xmnx3LW8t6qNT2KKgCK79Xcg7NCrakp0c3V99ifrtCQB2bUwQVwr554+IVizFB6UIv2+5RkNu9SnqhTGSalT1ncGlGm7BTOdgls4jIk+RPbq/EVAvvntBOabOxcbkwfYAVhMAdeH/eNtYaGNQa4NxOYWfGnqMCf9b+17NBhFAppQSggv8L//r/xxvS0G/45xDCAkhODgX8N5FoCilQK83wLNnXwdNrIja2MVthqqq48RRCIGiKHF6eoI87wStKwfn7NL/PF4zFz9zcqvnApPJCM41yPMB6rrGycnxlce2r0X3X/+6m7gOt6W1xmw2RbfbuxM99dWrF3jz5hUAovaWZYFf//q3d/570+kkAkuA3IZb5+G/1sctISSGw210uz2Mx6NoRNXr9d4rquinXJ88uNy05KAHPZkt6IdFiemfLhaaSgRzIBPogMvjoETRzVoTOOScXGaDDqsFULYoaYEfFkzM04lKdDLknz1A+fxlmFCCqKW81Y0IsBAlwpynLnmWgqskTreqV0fR4U+Pp+BSIH/6GWQno2zPvW00J+dwzsMZuniS+QmDCzohWlgcx4FqczYCVwpy0AvRDw7NxYgolssAWhtAyEgVtFUNkecACMwU370kENzt0GJIa7i6juYz3phILXXaoPjuBeTWAK6q4Iwj3WeIRhGdDA60GOY+jwYu7YVbdjoQg14IpCd6Vqs3ZIyBSQU9moBnKdKDHZjJHG2roPj2BWkod4b0WWmNZG8bLEtQfv0cCAH3tigj8AXIkdeWNfT5GOnBbuz4t2COCb62D+G0QXN6TnqjkiYOcLRPCeSPAJDuswVdvm6guh04NHDzJuhOU4heTlpaACLPoxYP3sNLAc0APZlFkxmuVDB5SgBLwBlSwBs63kWvE/P7AMQpr2tDpFvNrPdwTQPGU7hZAdPJsckysTk5g15yK3bGXJ0WXSrZzek5DEBrQHSZvhjy/1ogqi+mpJMMC2UzmYKbHLYoFgQC0OL4tnJlBadNXDSb6Qy2biB7XYrzcO5aWml5Plp7/6Z1uTnCpFica+5QBI6WmBqeTFZ+LHC5bGhE2+NJs7xBrId3LmS7Gsp23RCw+LpZ0OGdh6+bK/uTJYq024GGbYtyBUiKfL1Zj9regpm8gqsbOvfeQvW8c4Xt40oB/V7MLs4eHd75WFiu5mxEjuUgtkp9dALxxeONJsJ3pXgzzm+dTv8YxTixc1bA5AbvnycKnSePYGZzylnudjb+LNKDPVRHJ2DGgucZ0vsH7/3d9M5RBJYhB3ZnzNJtFw2U6P+l20vrA+9cALwO2lo0jhzcfUNu09650Mh09F0Kt51z4T6637eN92ukDARURQRj3ntUVUV6/x+5WGj+c87Bw8+MMfBWasRFvH/xmOC8zwW4EPQ/5xHELv+rqhLt2qkFv19//WdIKeN+aR9LP4uV+0ejc5RlARca60opvH17hKZpgg5YxOctbsuV37Wv9df6MKWUwu9+97cYjy+wu9uHc7ebgv1c66/g8lIRxepBjHBozi4iNco3NFGMEw2PxYTFe1rUcQ7LSiB0v7xhEJ0c3mg452HelDQBYxy2XbQwytPsfvUUyfYAXCnMv30BX2tyqpMSrgon7RbMgRY4DHQis0UVF8zNZAp9eo7WJKc5vcDwv/0vIKSEGm6B5zmq71+BS0mLy1pDDij7E4wR5fTSud6WFeSgR6Yh1kIN+tDeE3BhLNCn6HGeMbA0gcgyiCyBc46C2RsNHyY8antAOZ7Gkl4QLIJxgMBLS8fkSQJXTWPGJZkrVQT8AJjZjBaASiJ5Qhbsopsj3d+BGRHFVHSyqG2lBgE5PAJAerBDoPmf/gUCNLmztoE7OUPn6WJB5eoGyf19uCXn0+bsAtWbk+h2ypY+H5El8MNBmPDyQMu+eszVb46jq613Hr6kHEhaVNPJx7XmS62BUpoAzkL2unAVgUvvATsrodUEye420ac5h1MygD8NW5JZhi0rNMdnyB4eItndJn1pDJ5nUDvUTUvv7dE0vawh8jTmtLI0pbgSS1NhctENDrveL+V23q0ugwpbVFcmP5cr2ScAX785gbNkXlR+9wrZ48MIKFqzo1jsKhXRFRVEt0vHbjj+2C3xFwBWF5rek95xCciYWYH0wyZDXCm11Qe8g5nMyUl6d7gRACAtoQ8uzABP5J2iXLz3lHHrPBmLfaAFyGUQ6Y2BHo1hJjPIQe9ODrDzZ8+hz8doXbS7v3y6kQaT5xmY1pGZwfP0yrR/oe87h9Ma6v4+nTdmBUQnR7pGd+u9R3N8BqYURGjqzL/+jgBMmiA92H1nbaTo5PF7zZUEz1Nkjx68cxyLq2tq8jQNmBAQWQrX6I1dmH/ORWyVWWweik62cY4rk+K9XIvbzFQfXN4/xEKUcQ6R8I0ycH/oas3kvHOLuVMA/wAAIABJREFUn0PDuvz+dbzdauLVwS7gVx/bsnKAcB11ZFQHRpKkdu2x/Bh4amzH+5df7y7/u/X3LW7TNvrawHkXBwaNt9DOAtbH7Whd91uwLRkDb9lXHvDe4bsXz+M+iiD+muKcI8uyCA6dc/jDH/5548+GMRYn1qIFolJCxv9loE1LSCkiFbo1EVq+r/23uK1W7r9MxV6maX8qQFcIgZ2dPezt9XFyMr39CT/T+iu4XFOMMchuBzaYwSCedBBOQgGkMAQtRgqWqhh4nu7twJYVXNNQB3g8pQWuJ/2KmRONiwUarIcnKiGjk57a3kJeNzQJKUrK+FMSvqrJQCdRYImCKyvI3R3KGywqAoD9Hux4GrYzxCo4j9k/f41kZwtqaxBOTqAYiRFlajLBY5dbZFcXOC21iowzNAFF66IjIhcC1hi4ooQXApgX8P0unM6iMU6rjYOzFIkR8jmZIMMeLwRY67zlFxRiBP2Y2tkmADudL/Ilm4YAWJqEGIUmfobp/i6SAJLAQiyHNtHJtP1DzekF1HDrCu7z1sUFlZnMUL89CYeCR7K3jWRnCN7JoU8viB7LGJ0Aw3arnSFcfUxGTeFzvbwId8ZEYAkgAvxkdwhbZLDFYkLomwZQCtFfN1EhLkSFTFNPToezItDimjCl69IF7XxE9zEGLgVpY2cFRJ6i8+UT1EcncdHcThIIRC8o5XoyJUox50SrLiuixLIULE3p505+azbhleNLKVhjl27LWynEjHOorQGZDQWwY+opbFmh88Vj0psF0NnqdXmWxskuAMitAYF47+GNga0IjDYvj+j7cMPiXGQpZC9MDoP50TIF8aZpW//h1amssxbFty9gRhOKZPjswYpOeeWxjY6GM/TH6R+7Tlh7TbEAGtrptMizWz877z3q129jQ4Ariezx/VsjQ+5SctCjxtF0Fqn3rjEATHTcljdMw8y8gD4bxQWkrRtUr4/R++XTO2+DGvbp+xYApex31y7qRZ5FJ2dblBSpwTlcXVPjKpwbk93toJE3UVvYPsdbC7U1gC0rVG+O0dlQq9wWYwzZo0PSgToH2b3eV+Au5Z0nDSsAQAOXMlz/NRSXEvmTh7DzkpgRnR8n1oW1zcQfsbyxJK14xwzh26ptsl+5PoqrRlAiS5Hdpquva1Qvj8I6wUH1uneWRv0QNX/2fCUuiTGGzldPbjyebFWjfv2WpDicItwu0+hXQa6LdPx2MmyKgs6lIJZLq8GOk+P257ZJ7NoGvl9p5rdrPbd0X2Pb+zUNA5wj34Xl6XbQGr8vHbutFtiqFnwuaYWVVFBqFZDG393487L+ePV3n+pU8WPUJwsux+MRvv/+O3JzClO/TbvrajAAlyKI8aNgbzGVCUCDCYF0f5eCu9uTZHDKq9+e0cKPM3JFbUeCzgGcQfS7NBnVBtWLI5omFmVY7LGoqWCck2EE5+RkyTm9XGvCkiZxInNlZuQdGQiUNWx5EiecvtG0rYkChIAeTSC7HfCEuuhNyNCUg15c0NmqijpCVzekNwx/hnkyteBCRsqMnc5oQukcUYSFoBy68YwcBVMFliRgXIAPFNLDfXDOkexuk/4yvDjPUjDQYpFnpH3x3pPsVMnYUb88LVp2Cmw7yHo6CwZENTnveurqXd5vrQ4QAOkePU1mzXSG5vgU9rOHNClKE6DR9NmK1vGXKKT8yUOKGEmTtXQmJsQK+AGI7pnsDOH6XTIysiHvUSm0OaosVUi2h8ge3IOtG5jRJByLQbtoDAHPJY0tgg7LWwvrg8YyvOlkd4jB7351ZfuWS0+mK3o4udVHHibF1aujCFBcVYPnm0040oPdGO3AJOU43uXEriczWgRbB6s1GGOwTYP5n7+l/c05mUWFxoba3kIy3IKt6xDnk8POCpQv3xB4YcQ0sHUDPZrcaiiS3j+ALCp4a5Hdv4f6+BTeOtJn7+9e+7zdX3+5iKsI56XqxZsQU+HJ7OPr7zD4t78Dv+S0u9zocCFCpj3+XVkh//zRnc91bk7TcTUUQIjHaI2Rrn1OWa1Mmp02MOPpxuYr64oxhuxwH35/B3Zeojo6Wfm9mRc3gkuvTQSW8b4NTXPaibiZFhC9HOne9Z9jW83p+cJhvKxgjk7p3CYEzKxA96sndG6UIgJMijBaADbXhGnpLc7K1xVj7L1ccleKszitZJyD5RlNz35EkGPrGq6oYo7zxyjG+a0utesqegQwuia1btY/x8VqfXwW85Vlr0P5rR9pgsQlZWSvSDOGt2ur9fl4BcyZ0Rhq+/bM3B+q5KAHfTFZur2+YbVcIkuRP30MVzfgSt5oBEgWAld/n/S7QJBmuEZDX4zpc9wafHQquvcLwLqQYK2nYS/uc0uGWOF5S4/X1qExFs5U8PUM3qzSuJ21sFHCtnlJ1YLW8C9JkKhkBZAuG2Wt+3n1/8X9zn3auaOfJLi01uLZsz8vHMq0gT4f3zmzzZZVjDfInzxC/faUuulSEAXRGCwyGcnwwc4KlN+8oMlaXcNOiT5qQ0QIdw6uNfEBaEJnLWxZhjgPmt7Vb0+vLo60ARJFCydr4aeOTpJCxLgK0cniwkLtbqF5vbwoY+DLJ5IwcbVlCTOZkxttUQGcFnZMEJVHBoOMy3SwVkcI5yI4YSAth8hSiCyDNpq2NSyWvHa0mAbiNrcup8mDA3BGE4nlE57oZETDZSHWox4HerKmC4xnMNPpygXjLt11NRygPj4ll8IQK2KKEhnnND0NU6jWGAcggws9mcFcjMkplXPqKlYVfNPEv+vbAPeQcdg63l5XjDEk+7uoXryCa0i/553D/JvvwROF7PAgGjfYsobXekEBCsdau9j2jQaUhEiTECVCU0h9egFn6LWdIadjZx2YX1x89fk4ukted9Gz09WMM68JwCJobOWgFyfrrqyB4dqXWb8fEgU5HMDO5hDdTpz+3lT12QXqN2/hipKigTiDzFJwKWCLihbzSUIuqDt9mhyH97Y8nWuzAFvDjPYiftnMaO12MwYZXstpci+2RQmeZytdfu99NAYx01lcaHAlkT06BFcKzcWEaOqWMld9msDM51CDPhk4SdJeN2eLpotriFoewaU2aM5GkIPunbSG0YV3aeGyvChb+5w1v7/tOZuUmc2hR1PqghsTjaYA3GqmIvs9iJATC9Dno3Y3OBBBzREzmRP9fjqH7XZvNbNZbg7ZWUHfUylIkzaaEKuk20F6/wD18Rl809B0cQlIciWvGFn9WMUl5dyKsP5hDHfatvY4Z0GX/qFKT2ZoQkMFoGbYh2hmfOjy3qN+c0xsBudg6yYC4Xcx9AHo2LJ1Tc3CG6bRrmmiBvxDgb92LdSWmRUQk9l7UX03rfTeHl27tIYMTve3lV+KewECtrDuR1vxJns7xM4JbBN5x/1HTLL3p6J751C9fBMbW3Y2B3t4uDHN+32KvC4EvOcQHzlvs9UZR43xEviMWeF2SYesW4BKj3XakLbYGEybAr6YwtnwPEOGWfYO64XlyrIM/+7f/ffo9T6MEd1PrT5JcFmWxYr1NUATt7sU0SnexIsYExy9v/kSTAhM/r8/wvA5TbusA8BiRqSZF2Qm4j3q18fwQdTd2tkzpcDDFEnkGViqYAsCoYAD0hS8KGFnBXiekglN6NzwkDvXAjrCqDQdcdqAWwcxHNC0RwiihmUpUAe6pRCANTGyROQ5kp1tFN+9jFM23zSo3xzD/eJpzEFqL4I+aCspT1GQg542RPMFglssj9RMMAaeZ5HWBinAWsdW5yH6XaJogE42qtNZe7HiaQJ4Dz2dLUAs5+CdjKIflEB6sA9nNN2+NC0yszlFLAAh4oRWSsnOkChqZQM3n6O1ZRJ5Dp4oJPf3oXqXpiPBtCNSO4I3jwmZo1EHy9jGC0Q3LwAhwVMOM6f9zNMU1ljU5gz5k4dwQUvlrAE8kR+bt2fUxHBhQmwsuODg2w8WxkbdDmSXjJCKZ88X05XxlGg07b6aFyiePQcTEmpnixx3LxW71PVtQbh3Npo44R3Xk83peTQ1YpMZvNa3Ziw2R6c0QWsbHs5D9Ho05WWr2+uNvXFRJ/s9AvZLIGlTs5X66CRS6dtOexujUr06ilmUtijDsUjMBH0+RnpvD143C/aB9/B1DfhFMDzjDOnB3gq9iOJHTDw36PGUzk+cI723d2vmpux20AR3YoCaTrc5mIpuvjKBY4zdOE3cpGxZoX6zMBOL0T2MQeQZ1DadJ7z3aE7PYWd03k32dsLim6P7y6eoXr2F1xpqZ4j0YDPr/frkPO5j7zyak7NbwaUc9NCcB7q993TObcvZqLUWeYZOmPY7Q0Y5tqjAE2JttMeoMzQN9s69kykRbYaP1NxNK9kZkmGVsWQGsjO8derjtEb18ihM7eg5HwoA6sAcibcvxtHB/KdUZjKLBlu2qqMLLgGLmrwRNpAMmNkc9dFJdC5ODw/WHovN6Xk8/rgU1LD6AAv4Fb16e5++et/lWmiySSbxPmC3jVXygdVyl1KD/kJSAgL2Hz3rdakYY1DDwUcF5ctli2qFku89GdB9THDpnaNBzWz+Tg7U71OtzthbQS73jYbqdt6JlXBdtZNZZ0n+4FuX5gBOIwitGtSnZ5i8eI3pdPJXcPlzqjzvXAn7vWv3x07nKxcxbx3svKTFUzh4okOm8/CGLgBcKTLDabnn8PCeLSJFsgTMSXBFWYseHvrkIkz/PFBU0B5QvQ51u8cXUWcnB/3gXlvD2bBQaXn2WoNvDUgndjYil1IXaHLtNKPRcEUDGAe11adu5Hi60m0HABjSfHU+f7RCO6pfH6M6Oqb3Huy5wQCmFJhHdElj3Q7yJ4/oYpqlaI5OUb1+C+YcgW0WgHKtwQccYBxOazQn59DnIzLs2N0OBjYNLVSMDeY+Cw0mTyj/sKUZeeeuGB7Yul5ZpLrqGMAB0UazFGp3CDOZkdU+a41swpSyWdeBYlCDbrT2bqe3otsBUhebFzxNoDaIF/DWwkxnAZSK2EFrjWFc05BrozEQnZw0g2Gi0r45Oy+ihpYJHk2XlheVjDHIrUEE23Sh9fH48FqDmN8NvKXu92XqmdrZCi6/i8UjTeckZLcT3SUZZ3Fye9eqXh+TNtc6in8oKyQHN1NjbVVGejTtTA8zmxFNemlBwxhuD2AXHPnj+5FOJbd6G9GGWpOple0riDpqpvMYP+Gdh60bFG9P4AH0nzxedNmFoO92aAAwISmCqH17zqM+OYPc6pNhDYKGNGSjuoYyc23YH9X3r6CGgxvPfUySgZkeTQHvKWfwttgPzpE9fkBUOeuWHKffv+ysWDn/8jRFsrcN2e+uTML0+WhBM9MG9eu3yJ8+jnr5TTSWl+syjdYbE/WX15Xa3QYLkgZ4Dz2ZxoaG6HYg1mT7cSmRP7p/5bW9c6hevIlGMmY8Rfb4/kYA05YV6qMTmmRlCdLDg400kzxNkH/+iKaQSt5pCqnPx3GbvUc4p/c/jE7vHWltH7tWwFhrHGPdoum24ftoThZ0a++ooXJ5Qe60ied1ABRHcj5eayq1adF5lK04St92XvTeo3r9lrSqeH9NttMa1etjuLoB4xzpwe6tzSw56CHjHHY+p3UK56iOTkKW9uCj0Xp/KrUOlEd/i49U+nxEOfIhm7s+OoZ4+vi9tOF3LVtWNPg5GxG4BDWCUrv7wQB/O5nlUuA6q/xW0sK6XTRZhrdvj3D//sMP8vd/avVJgkshBL766hd4/vxbuiPEStyl1n8JA03OkaZNpCkt4Noph7FwwSGMyXAV8R5wAODglYSbFdTxC7omMBanhm15TRpImlIp0j+BFqlctrEf7UYx+JYq6cbkEJhIALtI9ndRn17ETEKaLHQAxtGcj6Kwe92FzjNGlGAlqXOuDcqXrxcXuNoAjJFLZZZCdDy8NWCSAuT1+WhhQe7pJF+/PaEpJ+fBFjtMMYUHwkTWG0udV0G29M3ZaBHAnSZkxpMmMZPTBr2k7HfpAnipKxmjXEKZeQn77ffgWRY6u/eR3j+ArWuYoxNalANQabKWssJTBeE6kAMDW5BDrup30XnyCK4o0ZyPgj5103iBRR4nEI6NmHtKjY3q1duw75uFYYz3sRNLx0EF3h5PmizlL5+0k71t0lHVNdFOnYeZFzCzOZqLETCdk0YoSZDs7lwBl20mXRvvsrxoTB8cQM4K0nr2OhtT4vT5aCWQXrca0hsW9IzxFQ0zYwxyOIhZZGLQBxw1VO6i0eJJ8s4LMjKmIspqmzfYTsxWwErIDm0/dTudgQWjCaEkTIi2aKex8ItjA6CFqhz0IdKETMM0fR/hHJoLC19XcWLrrIOZzG4Fflypjc0ueJgWAtTIKb9/Ddc0EN0O0oPdd14wXI6SAagxePl4aoF7W85YuLr5ICBX9rrQ44WLn+jdro9ankw4bYgaOS/I4O3w4MbF7OXXtvOS9IVVE7/nZjKD2L/be/PeR2AJALZq0JyQM/QmxTjfaLJxBZT7QE98R3DpjIE+H1EzSwlgiXYmt/o/uaklQJrE2MDLUmKhhPdPMVybTYqu0DvX6IeJ1bR6n7v0vHctriSyB/fIBM9R8+m2Y8KVVQSWwPtrspvTixgN551DfXxGjeUbvlMuTMnMaEKGiYlaNGzLauPvwvuWd46yc7Ul5tZHdl0WWQq11YtxXy3I/phl5gVd160jG5IsI8PE/IcDl8vmc945mOkMst+Lx475yBTvVvPa1sXFGaw1EB8Z6H+M+vTeUaitrW38/vfb+Pf//n9AJ1ufObauZL8PM5lHzY7sdeiCEIx7mBCkmy4WttVUZD0tsxS6k8M3DbFGvQMLxhuxk2mw3gmTEU3OFmUAGeTexaUEywVk2odxBMTAGVlrtzbTmkKSvXVgktNFbkKusSyRACfQ4rQBq5sIyPySUymUBEfoPIbOubcmRmKA86AH4+BpSlPH47MQQ8JgxjMku0Pq3F+MwTshf5Jz+jth4gklKRrEOTBDk1vvCWiW372iHMzZnEx8pAQYhxz0keztgCUK+uwiTm7MZIr0/r0r3dzlLr13Dq6qINqMRmOhz0dID/eRHR6QA264eDEp1vptJge7qF69hejmlN+2N0Syvb0w/VGStH0bmjYwwaG2B6hPLuCdhcgzcKVoGmssueC2r5comuBIGc02ALqQOmPhZ3MyjmJYOd7byV7rfIkl8Cv7Xcy/rRb6Qk8g9vIULm5voCdeLq8NaViNBTgH39oMXHpggbFb7yxrb8yVE90OXN3AGhOo5xI86KC9B5Lh4KNQoZrxGK5sYIoyNDXoO+rac0i/SxeVkPfGEwUX5Kui14kLRspVrchYSBAVjOcp0YgCWBNZShECiYLs98ih1LmQMRqGno4aOYuG0w9XpDE7iceimc5J6/uOIF0OerDzAmZe0sR50F+rv+VpEqfBAE3LP5TGL9nfocZeVUOkKdTOZlN4riTyzx7AGXOjhvnaYoAZzyI119XNnZgAtqyIYdIY2KoKGcOIr/FDl+j3VoyeaEG//vvnnYPTmpqoa77j3ntUr96ubLcc0LmPZykxRn6CJfIM2f19YgIwhuzBPdINB5fjTY8F2e+tNDrWTex4mlCzaWlfbcKeua1EJ0e+SZPhA2uy/SUabrw2JtdfG6rnr1Afk/mcq2sADEkwCzTzEs6Yj2ru08oiAICNxsg+st4RANJ7+1DDLVpTZulHac60ueSuqoIPSWgg+/C5/MATZDsv4zmJMZDfxJIOmv1ENO6fYn2y4PJdiwmO7PH9aL4RO0xhWte6wJrpLEwmQ1kH0etASIV0dwemqgCtYauGNIEtEL3p+7z0RXPa0GSTc7KR7uTgGVEVbVEGt9OQbxhs4s28wPzZcwq4dw7NlLpUqRzExXfrLgaEGBTOgq6GbMA9Z+BpAt0Gs3NBLqXW0iKAsUUsyfmYThBhomqaBp4DIjyeFs0UTxGBJWOAsbR45Dy4LLYhyh5iawABRIqZHBAfXWS0yHNVvUI98p4A5mVwKbodqK0+dQu9p1zGZWfG0NmtT88WEzLGYKsaZjqD2lrtZnljoadz2KIimlmSRGOi6uVRBGNaSeSPH2zk+Og8oC9G1MXr5uj/9pcQWYr65BxmaWHRho3LQQ9qZ4umZHUTPk5PuMxRBIlzDgICZjKjfWwtRL9HU6VLJ3TGFm6qYACXGwJD71G+eAM7n8cOLRi7U4B6W8mwj/psFBswsteFuAUsiH4XejwBs5RjxqSg2B5OAHjdFOxD1/j//QMZ7DhHwLHTARc0OTXTtkucIHt0H2Y0IUMl55CGUHEEh1+Aomr02Sg63MLThI4cOw2S/d21pmSkn/WL41hSNJAaDm7VT75vXckRhUdzMYYPE7dNKWiMc2QPD+k1w3G5rpLdbbgmNL6kIPOtD7RQsHWD6s0x7LykZk+evpOz4rsuXonVIZb03bcvAr21mP3Ls9gUdTW5g1O+roK8t5nu9F1KDXpgIJkIk3LFQGu52tiVNv83PTy4okP0jb4CiL02SA4Pfsi3cKWK719TZjTnyB7eQ3qDA3Rbst/7YN+75GAXTFHOtciztawaxhiyh4fQI6Ily373w7kGv0N9aE226HZgq8WxwBN167m9dbSnCjncjQaCgzpjHw9UkPZ20QjzHtDj6UcHlwA+uu60Ob2Ik3xTVYGRgxDtk//gdPc2TQEAwDg1KttmO+d3ZjS+099um8zWkEGQMTCgiCcTmDfb2zuf5NQS+Cu4XFvXTWfSe3tASzdiHJQtsihzMYHPMzRn5wvtiSEzH88MWmTJOAdSBT9bpbjwLCWH1KIkClCg3jrnoEdTiKyJbp8A5fIhUeCcw5V1NOKxVQMzmaE9ffrgpMkYg+jlcGUNXZb0HjjAuI+d1c7nj+G1QbtcJLrXFkVYOAepugAnR8W2I0ijMg9YDzsvwXKauMZlRbBkp2xQD88pGhjeRXMAxtgSIA25moImsEwtFirrFpBtd4znaVzQMRZyoYZ9Mv94e7baBQ8Xf1s28GW1OMdpg/r0AraoSK8WjoP5189hzi8o6rQsMf/TN9j6L38POy9WpnxOG+jJdK0hzrryzmH+p29ILwea/Mz/9A22/u1voQY92Ml0xVyqpVUxISLtsjo6IUDiiUXJAHij4TiLkRUAXXB5oq5sm9weAC/ehM+EPs5NpjW2rIi+Fj47V9VoTrONwGX26D70eEYTOKmQPLjDItI5yjhlDB6U+2p8CS4EeJatZwfc8h58oH7dZTHUXFzEDFdqHtGEvF3YLTcYRJZCHO7Dew99NqIwaE5GC63Rlm80GX8FbXfrLNgeg7KbXwEs3ntAihAWDso+TRLSb3KOm7tZ719kViIXFMxgWsSEAKZzuKpG9uDeLa+yWt66GAvDQhbulb8rBPJHh3G6fRnEtA6AfHnyf8cq/vIcekTO1K5pMP/6O2z93W82eo33KS4FeK8DlBXgHXieU1PTumsBtB5NVvJy4Sl2SOQZsWfuAFA/RC3HVtFmLBmdhWqOz6Le31tHhknd1XxPJsXClTzet/lyxVtLkoEk2Tinsz4+Q/XqKN4uvvkeoteBzD+uw+ZdriVMipU84g9dbZ7iXRpFK5psR1Fm70MDbQGAnRVgiUKyt33rd5rnKVAsNJ+u0UBoVqqd4UedWC0bI7YNlU2uTT/nMuOF07BIU1hbQG3T53kTs+FD1WXDOtnJkR7uwYPkIB4ezWy+AIFmEXlCBjwWvgWH7e/D/ctmPW0yglv+3TURWJxzCCHgnMOTJ1/8oO//x6x/teDSW0s6Pu8h+71rO+SmdS/UBsneNvLPH8Fbi+bkDGZq48QNYfJF5iiBDsU5TcisBUsoh5IJAbW7A6YE6qoOPDZPi/pGwxaBorjc0QmZmOCUocj7XcAh5hcyweGXp55uNbCWSYFkZwjRzdEcn5Eu1Hno6RRuWgVgQgHJIlHwwRCl1TUxTmCP9hflWjpfL+Uzhu1nDCIhmpPo9yC3+1D9PprRmPRDwVWVtXl6RRWexogWGZwv20r3tq84hvIkgeh1Ih2XCQ44S6CWMaT39yF7XZqmff8KzekFAJoKyWEfMJY6uwFcErk48DGtpenlrKDcxFmB/LMHQfM0XcnB1JNZyKC0FBXSNEBrOrRBWLAtqwgs4zEXpsYiz5Ds7aB6exo6/PtrtWwiSykouT0epCTaclVf1eKsocdxISD7XdhgyLNpHpsPdOvWtZcJAdfUtz9xqZqTc4rsCRcbcz6Gf/zgxu1oM/g850BwZJZLkzJXVnfqDjtjUL06irpiW1bIhLjV1VGPZguji0DHRZhgskSt1fVQBmgGKSU9Tkn40JU3c6LDC5lTw6JpCKi1Gso1VucMoH3OWMxD5SGKpmVY/JCakpYC28ZrAH5ln9v5VXOpm8obi/LF6/heRUZT3+sWtetetzo6Rv36Lbz1EN0c3V8+3WiKqMeT4Ibt4ZkjsyTnqCHwEYplKdDoSKv22kILAX0+hshTMue5fL3idG5dDkMXeQcq5JUuT05c3UBPptHk64MY7qyp5vQ8xlio7a2oubt8HLfxSiuRV0Ig2dsm1oUPGt8NNXtmNsf8L89J9yglss8eIN0AgOnReOW2dx76YvJRweVPoZrzEXkpeEBu9ZDs794O7pY02e9bjDH67Df4/PPPHgZ33hJMSXSfPoIa9N+pyfC+Rdc1hfroNOYaJxtq3D9EeWuJYu0crXk/whSTcb6Sxc6koIGBlLGB3eZZLmdbrmZfLt23lHMZ8y/N0m2z9LzwWFgL7sgAUzcNjNYr6+NNKuZeJgmUlEiSBEnWu0PO5dXcyydPDmHMpwvBPt13dkN551C+eBPpXPpiTCDiEg3PW4f5EtWoOb8geqWlvEZwFqmxTEqILIGtauqKhO6UZxQbwdoMRSHg6wqupC6gB1FGGRh1RXtdokK20z5PoyQx6AHaEHgNeg6nDeSwTx2h4FII0NN4oiiyA6ETniYQaRrcOHmcPhK08vBsVYuQPjgg50ytoacz+LCdPj2cAAAgAElEQVQ4sXUT7e1ZmgBRS8qARK1ceFS3i2RnSJ2aPA1xCjxQeR3RVI1ZOPAyBrHVg0gT8E4WFxOksTCR1uobTc6wzhEFSwjwRIR4ggsy5LgYr7jF1m9PkGL/SgdVdDLwLCGdoV2lKXpPFIYkTYiG08ZEONLR2qoCHNAcndBnDcqPyh7d3SyAh1zGZZvwmFlYN2jOLmifeer4iydXM8xkr0uGQs5Et0wWXuey0x8YIz1sni3+TtWA5xm56oVJkQu63HXltI7NE4Dof947wNjY4eYbUj0uazzbSfmNoMS56FBLZlgcfPnxdwTIrqhW9xEAO5/fCi7V7jDEDbUGTES/hhDgabqWmkYTGRAQByB5EilePFWxocMTBVdV8VhsP9fL5YFAO6cGSQv0maUM2fehHXnvoc9HRD1NEyQ722vp3m28RksR1+MpnK4AIajZskGjQk+mK+DDVg25dd/RJMvWDarvX8OFz8SNp6hevEHn6eM7bwM8uXC3xkpeXJ2MXvtUY4ENHr+uyM2Qvkftuc8WJTX8yhrN6Tmy+6uTfTnoozV5i9/BfHGua69trmlQvlgYtJnJDPmTh9d+z971/ZhZQaZsTQOAwdsLcqDu5MEPYEFbFN31zSy1vQXR78KH/NhNt6F8/iqeV6xtUD5/hWRneGeatuh0gLPRyn3vEp3g6iZqoDct7xx9B6saIsugdrY+qtOprerYoAUAPZqCZ5uxUn6MElmKrb/9G2JAKLl6XfgxitH6jhqKCnY8hf9IUTreezhjUTx7HgYExPjJPiP5jneOwJu79C/c55Z/b+3q78NtZx28syuPc9aBWQvhaPjgnYM2BqbNmQyA8H1LKgUpJaRUBPhaAJjlUErR/Uqt/CyljCCQ/iVQanHf4jkJkoT+lyE7/EPV9nYfJyfT2x/4M61/leDSzotV3Z51ZEZzSc+kx6tUIzMrgMk8UJTooitSRRdfKeAdTQ24klEzwzjxvL024J6yqmxwAYxaw2BhLPKMFu1KxsUyjfkY7IhyCZ3WgLHhy2rQnGpwLmhScngAxoBkuAU9mcUwdjCi9FCxxULNOoQxJOAtUeuA6LBlC9Jumsk0Oq0h2PKDMQKWSoELQbQrpYj2oSR4oqI+hMx/TNTQ8URS7MN0hvr1UVgMIQBMgTzkwNm6RvP2LORcEkVYdDuxEw14MDC4ullkeoWOFJ1EF5+lqxs0pxdQwwHMrEDqSSMk+l3472mx1frJLHc226lR9vg+yu9e0j4F6UoY4zBVQZvOObmUCgF9NrqzoQIXAp2nn6F8/hIuZJp2vnpCx99ktgJ6XDDNuazn8Zbof37p5OedIxfQ+wdoTi/idpvJFCZQJdN7e6QjFpxc9YLjqujma01UvLGo3ryNuka1tw2uEtJ9Cg7n/WK6uyENT3Tyle/knYLAhSBjI23CpC5krzKiD9/FIRbANfodhvLVURT/r3NAVf0e1M6QmjDeARAx69bOC5Tfv0bvV6u0F64UeJ6j+JqcrHuPH9BEHZQtaMsKZkxxKvnnj2ma7gG1vd6cqHXI9Y2G9w76YkINF87BZYP883e3OV/Wy9iStM75o/tXHtfqbF2tyQBsNg+TKEB2Ngx0X+dg7W/vMtN+m0LP5rBtE6v93SVn2Vs3oXXljs7ct4Mr1zSo3pzQuUhJpIf7dz7+rrxW3cT8VnAedeZts2cd+8BVNckXQlQRBEcQHxAVfp+ubWYyXz2nGAszK8j9e3kfGEu605IaHOnB7kY6QluU0CGqBgiTyN1tiE4e9LECtqrAs/RG2idjDP4dKb0rNGGQZvM2I5jlSu/vw0xnsdmb3tuDGtw9k85bR5EcZUXfheHgTprN5arfnsbMXFtU8MZ8kIiRu9baY62uAfy44LJtoKz87zw5D3gfj3GnDWkt6VnByZ6+3K2cwS/f730go/krf+PyffFverf6O3fpMd7DT+ZLLvB0nRwdn9BN55Zei0zffHwdR0yEpfXi4v/lx7qg+w9O/c7BucVjhRDo91eP3dM//QXVHfPfryshJYQQkEJCSAkpBP0vJaRIIVMZ3Ns5TfkSAmlChMcEULj4ub0tVoDg6uNacKgg3sUw7a/1UepfJbhc0SF5D6c1meS41a4gE+Qc6oyhL2lwaY2/dx5p20H2Hsn+DniikD1+gPrVES2WWyfVKS24IARQN3TBbBdS8WRHXepkZwhTVjQp4wvg6g1ZjjPBSUdpLCAArzi5ZHqPzpdPaIJ3fBptn5vTC3Jr9aAOakbucixRQGECnRJA0CfZoloEEAfA5ONEj5EgnpOZDawlzZcHuPdQO1tItsjhsf3S508fofjzt0RjlBLZo0OaLk5nAVAGsx/OIoXCzAtUr45o4e4cvNZgSQIbwLUc9sE4TWSXl6Ot3kf2e2BHJ/FkDefB0wVoNNMZ1KBHC/lODqYtdEGwyxQlRJIEYwYC4p1H9ynLMeTXRYt4T58vT1Sc0GxKucgf30eyvwNblkRXaXWjfPF6ZOJkwBMJnmcrND+6gGCR02ls/Fl2O5DdDrz3KJ49x/Kxr89HlHsaqENuTkCZu2wtdag5Hy3yGq1D8ZfnEL0ufT5VE8EP4/xqhupt++DRYfwuMiGRP7x3O/VKSsoQbPeDJ0MdkSZQa4xvriuRZ1DbAwLYnrSNrZEOEILRg16VhdgOnibwjYbsdUnTYx30xYiOtQBCW0Of5aJMyoUOxTaaYib2dui4WjLeYvBIb9Eryn4PZlaAZSkBmzQFk8SaEJ0OXFFtlI+4XHY2X71dVGsprssLYDOegOcpmJC0Ha3O6BqDK1uU0Z5dDQeQgx70xSR+h7iSkN2bp5auaSKt2VtLQDto9pgQ0SX6rsWFABIF5z04Y+CC30qLrY/P40LcaYP67SlNBN9l4dMyXIyJOrfl69I60EpNxAVFW6j/n703f44zOe88v5nvXXcVULgB3t3NZjfZl/qQWmqF2sdqvTNjx8R6Y9bnju1d2xsxEfv/TOysPfbIntGOvCGFJcuypLFs2bK9LcteHeyDR5MgiLPuqvfM3B+efN8qAEUS4IEiifxEgLiKqERVoSq/+TzP92vBmq7BrpaHRm7A2EOfceI/3G5kVT+ZUKyDkcsdeFZNqla2XZ+r+/SgbYFRs60M3yhKwl2cPZQjcNbRoeCucyiTL24YKJ4/S88DnB3aoClqtYe3oQS11BYPN3+YpMZ6irjbg4OHKy6lchsXcZxVnKSqLCVBgKjTyVqtISUC30dnc3tYydpX1RqKnb2fZ+IoE3ND8bRbVO3//ujn94IxBsdxYKi9SxBQHrK4z3bIByVtjUyNA6UQiJMEnKlDaXU4zTlXzzkGdXxxDs5NcCP9vgHOGTg3YBjp5zTDl34//Xr6NcMw0O32sL29nt02jDGUy1WcOnUmu+zuN3PX56Zpjv3e48ra2iq2tjZhmiaWllZQLD680ZAkSdDtduC6Hpz7fG09DhxLcWnkPbLu9gMSC0KCmSYG11fhrSwMbf+LeXJrTVuNgKGj655Ng5HzshNYKSXYXB1J36cn7IgcIqXn0owdMKwaGip01eD0QuK54DkPxROLkFGMYKeJcH2L/r+a58pmMNnudcS9nloagzNbR6/VoRiDOB4ewgsyd8ifPYmo28tOc7PqK7BvZtAs5Kmdz6lSa6o6ZUv8QWacAVDvvGFbVIUKQvgbWxB+CCPnIv/8WSSdHgzPy1qL7KoSANn1MZjqdC2tpEk1RyQSAS4EmJopo420DbNcpBP1JKFZNiUurVoZ9lwd0dYOpJQwLHP3pixJEKoMNc75MOQaAG3r92NXy7CrZcgkIWtxP6QNfDpPCtqQHPZ0GlCGL3s2HWa5SG6vO60sL02EEW1cR+b5DJdaMEUYkemP59Bj8IDXnfgBZBgOZ/sGPpIg2DdbJEYs4UUY0m2nMquQmjSpjTE/5JOuWSwgf/YkmW849oE2YPZ0Ff7quvq7SCDDGJHfQMyo2uMuzx94c+/Up2BXK5CSug16H32cfS8Z+MM4iCiGf2ud8j5jmtHlrgsOiWRPtZyZJuJen9qTU7Ot/oDiOtRlZBgh2m7Ama6Ry2ratg4ganVhVSt3nREyi3m4mEHc6SIxDcS9fvb3GHd7EMn9z/Ywy9qVLchMY/j8l64/oblOEcbDeb8wglVWj50Rd+q9iDCi+0/daGIwgLu8AGdxBuH6NgWmz9bvKWjizkg1TnWByDiGZByGY8NdPJyhUOpiyNQcoOG595y33Ds3LcJhW+1hMXMumGlSa7gkUWSWi+DK0GvcLBtzbPq7VfO7MorhLs3ve+xY6jklPTgxPIfa9e7x+0ghIeIIhnGwv2vu2NRl4vsAyHX9MLNuMkkyYUnriRBu7sCqVSi+5AAiN3dqGZBSHRZSRu/9iP37ndGTY2akZRQDhxCXzDLpIBlQjyeOqNdHEkUqfozeJ1FEJiJRvPt9TKM0iGkeLVameSIZMSy5h+AyDAO26gyKogjxGKOStIJlcIMep4ZJwmiXYLFGRNCoWOL73hhLP2YjH1MHwe73o5dhSjhxtNtN9Ho9GkEQAoNBH4VCEbmci3y+gnK5nF02/XmjP3vcz99/3WzPetme98OfDQDr62tot1vI5wtYWFg8UpfQfr+Hb3/7zxEEQXafvvTSK1hZOXVka0iJoih7HDwKtrY2cOPG9ezz99//MS5degXmIV3wx9HtdvD++z9GHNMI0srKSczO7u/m0RxTcUluZvMIbm8hCcLMhEZEMYWqqkwxGYQwSgVqk0oEhB1BBsrd1DRgFQtI+n1w295lmhHcWkfU6mSGQanznVEsAJzaOLPcyzimtoyEgefzWX6XjGI4s9MI1rd2tU0gEZBcZK2xEAlkLCETc9+MWPOjazAl4DlOZhwkOc82iNmJNU9dbBnNfuY9apXs0Rwnt00wbkL0BrDKBcg4HTQFIJC5Yo2+CPtrG8OZ1lYHweY2jFyO4himqrBrFXIGtayhgRE3wIz0xZ+BcYqXGAZJqyw7zskbKBZgOQN2rbyvmsIYQ/7kEoQSYXGrg6jRpO6WKEKcJLQREwJi4GfxihLI2s+SgY+408taxoTKf+SODXd5QWULGhArCwjWNgEpYM9MHXg+7F5w04R3YpHC2G1LVV4ZRH+wywDDLJcQdwdglgQ3jV3Vz9Hbw6qUEO4MTSqsKj1mqQo9clnTIJOZPeLSzHvDcOy0oqJmCLlrk9OpY5NpVeXg7WPZ72tbh9rIGZ6L3KllJL6PcLuBqLmRCZUkCGBNV2Eewu6dmQaQgA4ybCt7/Moo2lV5E1EMGUUwvNF5WbLbp1gfdcDEOfzVdRWvMbtr/tAejbpJN7xjNnl32vhJKbMqJxlU5RHutBBu7gwPwiS1jd8vdr2KYDWk34kzOOOMPBhDMhjpdBACGLmtrGr5jkIg7vWRZuSq5SJqdcgESAlkf22dDvzushEZdREVQQBmmiTGLIvMpfwQvHDwl7rcySX0r3xMOYymidyJpXv+HyPn7Yo/OFBbt0Imqq04jmlOlzGqNpomHaa5Dpzp6tisSykEOVb7IZjnwbRsQNJcl/B9YE+7KzMMeCsL1CrMGOUdjxFc6XxnCjeN4ejBATBLBZh5D1IJKXpeOvjzooyTXRUqGcfwb29SlZ6TidS94ja4bSH/7OnsOfuo5+6MQi7LqKTWSSCOYoRb2xBhhES9iUi9D0MkSjCmX0eUwISqLiYJfN8/UPXNsm3Ylg3LtuFZFgyDTN5s20KhUNozb2aNzJqp2TVrfxti+pZWrtJq1qiAelz40Y/+Gd0u3fbb25R3OTU1jUqlCN9P8Oyzzx955W1hYQkLC/d+LnkU5HJ5XLr0Cq5c+RBJkmBmZg6LiyuP/HqFEFhfX0O324Hneeh0Ouh02jBNEysrpzA9/fBbvFut3XPSSZKg0+mgWn1wE6XV1RvZ4YqUEjdvfozp6ZnHuoo7KY6luARoQ23kPRjd3aeIo9bnEoDo9qn1E1SVYiWbqhWWCe4ONxDBxhaMvAcRRWSME4TUhhGGQEhtk7LTVUYrNonMPsWBpEIhbdmRUqqW1gRJTOYpCCMSoaaabzQNSMFobcoly1DOgKmxjZX9Kmm7qVQbfyUq1HVnl2Jc/dYMEJJElxSI2+RyC0YZRfb8LNyZKYTNFvofXqftq6pQMJsyLkfn55KBT+vL0QYyuL1JFZz+gOY8002YkNkGzaqWKOeymEfCeRaezRwbcuCTVT8YhB8i3GnBGdNmlfhB1oLIXMq5lMFuB05IMmHhlonIT9vAhq1/aTRK3O7uivWwp6tZpZpbJswzd36iTmdv70biB8pEx81av6SgdjThB6oV16HNoD0mXkEKehwAu4w8RrGna+Cum0UUpCLarJZhdHpklGRwZe6z/6nBLJcghaQKtOuA2wMazIdqacxR+61ZzD9Sh9JRmEHZn/7qbSSqS4BxBi7JHOcw4jLcaSLabkJKck5OIzaMnAtwI8t6pUxNk0Tj0jwdWsQJ3Pk6wDjFmmztZO2xUgiE2w14S/NUuS8XEHf6FKXi2JlxlVEqZNml4Bx2tTy2gpv4AYJb6xBxAm4aNN+X88A4VbvT9kyusljvF8Nx4J1aVjPO+6tF6axPFhkhJGAwmK4DMNVuXB7/OEgGPsKNbYQ7TXKpLuTooCYIdrVUizBC0u3fNRrGLOYRtzskhqSaa3VGDGDGzHHeDatcROH8WcStDoxSAeYBZiedeg2MUeswd2xYUzUSQqZx1yq8lFJ1QZCQi5ttOtBUFQYwRmZjA3+fuBRxDP/GGh12xDFEfwCjWMh+7zuZ9DDO7ynMrFqFqn7dPphlHij+YRRumvBWFrPWcLNUOJBjcOIH1CYthDqkUV/vD4aGbkKSudkdjIBSRBDCv7VOM9kGVcHvy5BnNF4gSkVhqAThmI8j+lhEEViUwDQMQEr4vj+26pdi2zYcx6U314GbK8NxHNVSacLzcnDdnPqaA8dxdn1MM23OsP0SwEcffYDt7c1d1/P88y+iUDj84d+TRKVSzcRlksRqxs/KPo/j+NgJgsXFFczOLkCIBLZ9NO2c169fxeYmteNeu0avrZVKFXEc49q1j1AuV2AdotX9IHje7r9xxti+r90vUbS7oyNJEiRJcuweSwfh2IpLgJzfou2RsF+D7zpdZQDNAcZJNitg2hbMUpE2M/2BerEix8hUUCW+TzlpUUJurGk1JhHKnIIqhMwgUxoYxi5nx6Tbg4xjEphxTP/H4GDgWSi2iGlQXaYbCctEtLENd7qGuNWh7DCDZ/OcUO613DQzowopqCIhY0HVKuWrk3T7CHeamVOYGPg0b2aaAOcIb61DhiGiZldVaqgVjVpmodxbh5UfCDkUznGMqNFCMhgg6QeQicoMZYxua3UbGDkP3olFJL0+VcRyLpJWB0kQItqT3ydHhGyKiCL4N9eyeY24tUpzmIaBZBCAS9r8SiHADQ6zXASzDIjeIJubY4xlm7Bwp7lrjxrttO4YEj5cQ0xCWt1+zuz02HmpYHOb2gOTBNy24J1ahlXI06xfp0cV326Pcg/zHuWtjhBtN8AsKzNMihpt2NXxJhlmIQfs2WBZpQKSqUpWlTQLuayCPkqWuVarQEpJboyNFh2O5FzwvAdmGIcSdCkyERis3kbS7sDI5+AszWW/z4H+vxCQfZ8ED6MNKDtEpUUEIfzV9cx1mTs2nOV5eLUKRBCie/kK3Y+q8pM55dpWFpcjogjhxg6SwQDxaAwKY5lgYgZH7sQSzUHHMYxifhjkHCeqek/tp+ljd+9jLNzYzp6zRJwg2NhG7uQSjEIe3G5la2MGp9b+B4AxNnZmM2q2EW6TUVTiB6rqLyk2o9WF8EPEZhciipA/tfvgRUpJHRlANrua9AZw52fAbIvazA+zRiXyhR9ARDHCja2s6sUtM8uGPShxp4dAzWvH7Q7kbP2e7pjMMEYeBzH8m2uZ661ZKsC9gwmLCMJdxjNSAkl3sEtgp3Nr+9bZGjrrps/NycCnKmEulxmq3Q+MMdjTtQeKk+CWeeC8X2B4u2W/qxDUsqu6TTA6Z54k92w7Drcob1pKARHE6H+8CrNeozbSVBBGJAiHlcTh10UYwVB2BJASURQhiva/1gDUFuo6LlzXRdHz4JZJGMZxqGbaqOo3P7+IarUG1yURmb53HOfoom4esyrjo2B+fhFCCDQa26jXZ7M2RgAoFIrHdlbONE0c5bZ/9GCD/n5CVCoqkkgI+L7/0MXl7Ow8ut0Oms0GDMPA4uIyXPf+zNX2MjVVR78/bLktlcpZy7hmN8daXDLDgLuyQG5woE3AXsMAEYQQYTg8mU9f4w2DsgVDqjKYxQJVJ4VA3FQD8KA2ViYk/VyTAxG5qSYRuTsy0yCDnjjKNrWykbYESTLgUVWSdBBeRDQzgTRjEgzCD7JNStRsI2534JRKkFFEpgK2A25QxVOoU3Ex8JXLJCAFzTAy9XURhpBRTC04Sjgz5U7GTBNotpF0+/T/OQNXM6DRThNJt0ctQavrEP0BmOPAyNGTeTIIlLW+oFgTjLTk2hbs6nBDRG2SZRIeN9ayVuKk1991aj1u85h0+9kmJTUdEGEEwzMoFiWMaL51xGXVyueBfD47YLAqIw6d+6of8p5RGeHWTmboIMIIwe3NfXM/9LvdglDt1iKM4N9Yg3X+bDb3xEyqNktBbbd7KyFy79oOYHgwCuMc3uIc3b4MB2p/Szq9zGQoGfiI2h2Emw3VDpeDuzR3KOOK/rUb8FULOGt3kfg+iufPHfj/iyCkv69EKo8odqhxt3gwoHbM9IDHD5C0OmDTNUTNNoycB+46ZM7V7cMeU4321zYp10+ZyoT9QRbZYo7M/Rk5D35A4ezVkfncuNenuIL0ICZJIPxg34HEvnk4lRPITRPe8gLi9sjz2X0Ez98LEYYINrbpuiXd9lKQE7ZUreLSMiFDgXCzAXdxHsZou7NQzyfq8EYmAtzkcBdms9GEVFxx2xo7E7iXdDbS8GgGOVZmYVa5eOjohnC7kT0OpASirZ1DRS9EzdauOJW43UVSKY39exi30WecWqyTga9eE5xdZmQpuwWnpIPIWEAaas71kBXbfT8/ThD3ByTQD1C9lVIibrZpxtGxYVUPF1af9Pq7fyfOwV2HnvsgETbamdGMNAwE71/ZU0WkqmESRpBRBFOCjGNG2kh7vd7+KwZgOw5cx4XnevC8ApyyC8PgiON4l1vl8vIJlMsVuK4H1x2KQ3PM31mr1cTlyz/a9bWpqWmcOfPMgW+TB2Vubh6Nxg6EMsorlSrI5x/vGJGHAWMMS0srWFpagZQS6+traDYbmJubQj5/eE8Ezf1hWTaCgPZArusiGYkesSwL+XuYtd0PhmHgmWfOI4qizNDoYTE3twDDMNFqNeB5OczNLTy0n/20cazFJUDtO3cKZ05POMncgU7m4zAEj4ZxHCJOwAwgVZ1xq0NRHJCQqlrIDANGMQfDtjOjBnCG2DQhBz5kGKvNgwREMhSS6RotC87CDPyPb1GbLGMwPEetDQBPZ7PUhki5ygIY2uonMaTkgHIe7V35GEkQQRpG1gkrlUEJs01ygANUuyuGs1vKWVYMfKqeKKdSEZCQTopkLENmDELNPPlgBiPRwgBpmkAYqexPckpjhgG7WoY7Juog7nSRdHskntOWZNOgdtRiATBNhNuNXa2ezDCoNclX1axEqJa7OKs2Ucalg6TbQ7CxA+458FYWYChxRdWs29lGMa0ipQcNgys3qJKcz1G7rZSwKqXhjOYeK3wRxTSza5sjzq7xSOWV7ohUkBr5HKLmMAcprUjsxSwXqU0ypBZqZ2Fm32UOwmFClZMgoE2zH2RBxokpABU8HjVaMOYPvo5gY4vcagXdxqEynDioOGKMw3BdlZmqWtgP8aIyfpOv7iNVrcg+V1mS3LYAISjXMU4Q3N7IHDJJ8FF1nNsWHaqMtFs3PrwKAKieGxoqcMvEqMcuYxjbnmzkc5k7K0BVq3BjOzuEOGzY/GFJRiuLI5b44PRcskvSKJv+UZhhkKGaat+lCmshy0/1VhaQdHoAY9RtcEhxyG3rgW4Dmex2Ok5n3u9V8ZFCkNAeZ+SSjJ+T445Nbb3q/mQGhzNXR3B7M2vdZ5yNjcAgt+s2me2ElIXJbBsQJGj9tU3kVu5v85P4wa4qolUpwpmZvuv/ibYb2Ux30hsganbouQES1lQVzLZJACoxmATq44A+l74PFkQqV48OBP1+P6sWptEDQgiEIwcs3DCyqmHe9eAWC3BdT7mDJpk4zOcLOHHilKoYpuLQg23bWdVQSonbt2+h2Wyg02lnogwg85aVlROYnj7Y85pl7X8+Hfe1R0k+X8ALL1xCo7ED27ZQrR4/YcUYw9zcAubmFlCvP93Zgo8by8sncOXKBxBCoFgsY2FhCWEYwLYdLC+feKTV+jtVRH3fRxAMUCiUDi08GWOYmZnFzMzhTOKOI8dGXMbdXpb3Z5YKsKdr99wsCCXeSGSpf4KQWqXUCyQSQTODUpKZBmSWSwYA4Axm2aV2UdOAMzsNblsIG220/+nH1N4qqaJH5hjBrtNeMmIpkrlQMZ8JPgZGM4SpK6hpZhtxo5QHb1NVlXMOqXInwThEFCFqdcBNysxKrbHBlbiQEowbMAo5mvUTAoIhmzGThkFGA4nIZlFJMcph+xYTJKzU6blMBKIwUnNJDBxAutXitq1MYDjc5aGw23U/+AGiZjsTedwy4czPkMPmThPhrfXssk69Ru2qytAiUaIPcQxpDAPvjYIHu1qBv7GFwdWbdDv2+mAA8mdPUtvnyCwUN02YhRy4TU61SZ+qXCKgKo5ZKYFxjmB9C8w0YOZzMDwXIqKZI7psgP7Hq7RZrFUo0FsZdyQqqoZxns1WmfkcnNlpmhtlHPZUZV8Qd2rsIhMS8sw094naR0oqHoQABINIGBmM9A7Xiij8cFhpVrerHPP3KYWgdvEoAs95dKDRH1D8he9nbXJmpbQLCogAACAASURBVHSo9lwjlxtWi1RebdquauRzI4JKQoQRBtfpfqR5LprHTPqDzHBKCppvzrIBpYQYM+cjhaA2cT+gQxPVTs44gz1VHSuunZlp1d6tquKqHRSgLF5vZeGRtr4ZnkN/2kJQC7/q3mDMpNb4NHJCicNxJk3O/AyCzW2VUWtBDHz0r94kcVWfuqN5TdRsZ9Vcs1Ia+3uKKKIIozghs6NDBr5bpSJV0eOYnrPHGRntIRn48G+tq2DxWI0CqFxfy6S53TvgzNVhlYsQcQJTtZZ7ywuI2h0gEVSBHnPwwx1bXY6yGJkarZBCApwh6ffpEOQQ8Rsp0U5zVxWR5k+LdJ+notAPMnEYByFku0vdLkoYmpBZ1p6UEp1OZ6wZDeecxJ7nwbFtGBaZxbiuh6mpOlzXg+d5I62kQ2Houu4dN5FCCKyu3kCr1UQul8PS0ol7trDdunUDq6s3AQCDQR+3bq0CoIOFWm0apdL+x+WdyOVymJ2dx/r6GgDAdb2JVDpc18X8/PGssARBkBkPaY6eWm0KxWIJ/X4PuVz+obfAHpa1tVu4efM6eUOYJp599vljUcmfBMdDXAqJYG0za3WKGm1wy7qn6Qh3HTLPkcp0Rwhwz4VdK2Nwc41s+hkDkhhxqwN/a4dmj+J4OBIoqF2JcY5kEFCMxPI84m4vy31K2xhFRJtPns9BKmFn5Dwwz0Nwc41EZebwykmIpbllBs82sna1jGhjG72tbUBKOJUyuGPRxieKIMNYXSWjqoyqbgo7hn9rA3a9BqtchPRcMhdqtKl6aRjUfij2VyPAVHxHFAOOpTYUAFPiB4whUmY9qYBK2yoBgDsOws0dEnF75sTS+ZcssiCMsupA1GipdjBqNw4bNAsZ9/vDCoqkiiD3PJieQ6YrPR+yIhHc2qDNUBQDnCHcbsJdCmjGRkWVAFQ9TltGqU1a3WzK7j1qtKiK6bo0i5vPwZqqIGy0KC+QMWqrhDKk2GrAzOfAbIsMdPo+kCRgFgmVwcerYDaZvewNOB/+WhL+jVsY3FyjtlrOYOZzSPpUtR3d1Me9PuJ2lwydqiUww0C4uYO42wO3LNj12qFC37ltKyMmNqyypze4iiY5DNy26NBCVdGZweHfWKO8vqlK1lIYrG2QizGAZG2TbnPHUVXjMrVSuw6cmcOd0HOLWkrTOUKzVByJtSGRmfT6EHEMpg4oRBAiandhlorZY4OiRJBlYo7+/NF2Y0vd1uHGdvZ3kYDMZNz5GdUufwdDFhVqDyhX5pGgcxGEY1tpDwPl7Sa78xFH4JYFZ24Gg+s3qXPDsQGQo7ZZLgBgMBw6NHLmZsb/DNvK4nT825uZ26xMBIKNbWXws/sxFGxsZ4ZfcbcPESf7jLyklPBvDrsN4l4fLsNQ5B/k9+dsJPqJj82G3Eu4tZMdXDHDBJiAWcqDGybM6ngRnMKUa+vovc1M40Dzityx4dRrMIt5eiykVXaQuVD/6g1yt56fyZ4PpBBKHJJIjIMg+zgJAsR+CNkfAFGcdSWIJEHvu3+/vwV/5HcoFouwbQe2aVKEhhTKhdSElMD58xdw8uRZJRS97P2oAQ1Aok5KiVzuwVrmOOdYXj6B5eUTB/4/Ozs72cdhGKDf72WRFa1WE4PB4FBmKCsrJ1EsFiGEwNRU/VjMOz4OhGGIDz74CXq9LgzDxNTUFJJEoN0uw3UrT+ycnFAGansfR3EcIwwDeN7dTa4mgWVZKJcPPnv9qIjjGKurH2fPYfT5DTzzzPkJr+zp5JiIy2Tfi2Iy8HeJSxGRqQQzTXDXJndSlVkYt7s04ygEbXIZH8ZxAMgqd2FEm2rVksdMAwhCmlVMr0fNO8o4IuFlGKD8AzUzk1iIGy1wmzIck/4A0fWbqvKRZMLMrpWRhBHC25tkSmOasFQrWNL3wSwrc6ZzOc0jyYRcaKmamJCDbNo2yxkQxzQv0+lRZeHWhqoQudT2qWa70nYtGcVUvVTumdwysxZabtvDXEQpd8/eGBz5MycQD/oI1raySodMEsTd3j5xSeYsVlYpZYahjJGGcSGAqpQoQSAz51BqTU6zRsGUEYtFWzkRhiT+VLuvDGOq1obhLlONZDBQhwFUKZJJkpneCD/IKsis78NWG/9op0XVq3IJcbeHuNmhx4TaTIowAjc4XY9Js3kySRC3uyRm/RAyDOGtLI59WMftDm3MB2F2oJFwru7P4e0d9/oIbq0PnRd7/cwmX6rHlVjbQO7k0sFbENVcI3cdMNNQ4kDSYytO7thiK+IY4VYDEBL2TC2rzKWPXWrHluRkHEaIwwhRp0uzeSJB3O5lm+S0BZHZPt3O+Ry85flDtcOOkkZ67PtVGVURMVVFsLGNKG6n34CME0Q7jez2NvIezHyODntyLkRIlaO9nRLLn/0kAKD3wbVd1xV3uvsMm+7GuPvrsG2ke68/WKeA9LsF15vFPMxKGcy2Eff6WbWcWyTukQznye+F3JepKFRFc+h2K6VE0unuulzc6e4Tl8IPkCiBDSHAHBtxp3cocZm0OuCuAw4SEXGrc89Ol72tsHQAMH1vl+j+gCreDuVNHmZjKKWk160gRNTpQXJGz4sJVQr97QbEdgMyiRH/848RBgFiVXW8E4wxuJ6HnJeDZduwbC9zKp2dnYfn5dSbB8/LIZfLZWHi3W4XH3xAGXCNxg4ajW0IIWCo3MPTp88daCP3sJwd7wfHcTAY9AEArVYrq3AwxuD7A9y+fevAG+U4jnH58o/Q69Hjttvt4uTJ049s7eMQQuD69avY3t6EZdlYWTl5X5EM3W5HtTbe/aDkcWF19UZ2u/d6Xdy8eR2zs/Pw/Tbi+CZefPGlQ7VkRlGItbVbCMMAtdoUarWDP0c/DOh+vIKtrU0YhoGlpRXMzNDh3Pb2Jq5evQIhEjiOg3Pnnnvgg5mnkSRJ9nVO3MmgS/PgHA9xmeYijujLUXOFpD8gp0g/oBd626Koibk6uOcCnS6dFtkWuEubZm5bNGeY/mDGlKMqiYT0TXAOPpIXyFVFwfRyWfC8BAARU8SESTOKqcmM6A8goxjcU25yQsKZmYIzM4X+1Rswq2XayFkmkl6fnD9Vhln2uxYLlLEJCb7dyETiqCEQBCAYfT0JQkDFcsAwIJQdPbMs8ITytrhhUGYmKEuPGwbsagXeKZXjxBmSIIAMIohBABFFVA3hjFwtHRuWbcL/eOiqKAb++NmiShHh5k4mVrly7JVS7rpTRw8QuGXBcKjKyBgDcm4mOrhlwqpVaH4ySYYGOJIEbqKqs0YhNzSZkFLNjwZkHCMFxcmkrcCCRBEkuf0CdbofhotDEgRgiamq4RLMUoJSmZvAUJVkY/gEmPjhHVvb4k6fqiWpea4SdsyxAZEAqhYSd3q7HvsiiiEaLfq6qthy28Fg9TYM24JZKY11CB1FxlTdE0rEj4bGpw6iexFxjM4/X86+56+to/Tis+C2jfyZE+hBkrkWo8cIAGWQ1abfyzSQdHtgpQKYaWZVY25wygpE/9AV08NieC4d0ADkbpz+LTEGZqiDn6kKGQAdYF6UmcYuYcIOOGOaYlXLlBepDkKsO7RQHgSKvtnOKtE0O92Ae4fZWSNHVfrsd5USZiGn5kvpZwS3N+GdWLzrhnRf27EfYnDjFhjjsKqlzLGUGcauA5+xhwgGR9RoDeNYrP2dEPdkTJbnvTbURiEPkT4u1O90L2EZtTrkmitVpdjzwPNuZlIjds0kDttP06/HaVYyyMQidURkjGUGM9wwYJsWCp6LyvzyLlHoeXn1Pv1aHs5IhEu73UKjsQ3HcVGvz96ztbBYLOLSpVfR7/cQRRG+8Y0/RRiGNOsPjtnZo23NlFJiY2Md7Ta1xaZmHHdjaekE+v0+wjDIzEDS20NKeaj2yo2N25nAST+fnq4faQzI7du3siiIIPDx0Ufv49KlVw/cniilxAcf/ATNZgMA5SU+99yFsQZGjxO+P4AQAkHgZ8I4NZMJAh+dTvvAhwRSSly+/CP0+3TosLOzjdOn5SPJaLwTm5vr2NzcAECHFtevX1VOpQ6uX7+azQYHQYCbNz/W1bgxOI6DUqmMdnuY9T019egPCdL2/GazAdd1sbx8Aq57eEf9J43H+xniYcEp4yptXTJLhV027eFOi558eukcXUCtd9sNBBvbFNEgBZhhwpquUf7biQX0r92EDKnl08h72Qm/MzOFqNsD4gROfUrlloUwPAe2MkUw8h6s6SriZouqYZYJJkC5j2DDTbKqvAFMVUMZjGKeBEIYq9y9YcwHoGYnOz3Y6rSeGxxOvUYn+Kn4lBJxGClhNXRVBejUPe4MlHENzZSm2ZDccahLzDTAwohEDOPglglmUIWU5kTLQKMF2A5ixiB6ZLQiGYOMKaIjs9FPhb/Bh+3EI5ilItzFWUTNNhioTdFUVUNq/2OUxefY2aGBWchTa5Y6pTdzOeTOroAxciDMNouGQaHvaiYOiYB//Sb93ETQ7JeQCBstiDDInDrNQh75MyfQ/+g6QmxlG1Kp3GwBgFkWkmY7a+sFQNViySFNmt3jlnLD7A+yit+owGAGv2P1x8i7yhVV5ZWqCjTnbM/P2L8hGo3OkZGaF3RtiEGAuNODd2LprrNaZiGPaLsJbppI1Oxu6qYKxiDHxEmEGzu7RKcIIww+XoM9UwOkBDcMWNUKPT7jGDBNZXZElW+m3CNFGMIwTWqJZfQ3xxijvz8VI/OoMIt5WH6J4kDCiA5d1Mw1M+igYNwByZ2w61NkBKTcVu0xea13g9sWcieWyMzFNB6sHTZJdhmJAdiVVztK3OlRFIYfqLnyIpx6Db2PrquMXpGJbSSC/sbuQNp2HHf7NEJgmQDIOCvcacFQ88v2dE2JMXVbjYnJSNo9el4RZEgmonh/C/89sGoVBOtb2ed3a09Nq4fwHKBv0usGZ4j6ffR+eBlJmpGYmtgoV1MRRTAFaJ2ZM63MNrAAsvY307LgeTkUPA9esQpvZrR66Kn8Qxe3b6+BMWpDo+B4Orp0HBfnzj2H06fPHup2KJXKh5oxBEjkFoslrK2t4sSJ02g0duA4JnK5Enq9Dsrlw/28B+HWrZtYXb0BAGg0dtDr9e656c7lcrh48WUMBn3MzMzjvfe+l1UyS6VyVi06CGG4/4CNvnZ04nJU3AK00e33ewcWVq1WMxOWANDv97C1tfHYu2Q6joP19bUs7sIwjF2C+jCzf/1+b9ffJUDVwqMUl3tdjqWU6PV6MAxjX3aqnxYGNPs4e/ZZ3L59C74/QKVSPbA514OwtnYTa2urAKjlfzAY4MUXX3rk1ztpjoe4BNnym6XCeNc/KbNWovRTAIi2mxBKKICRg2vS6aJw5gSCjW049Wnl0EmbXnu6BjAg3GrArgxfRK1iDtYyuaBGzTaCbg9JFCHc3N5dtUhPu5Mk7d4kMchHqqOeh+D2JuJmh6pynJOwdZwsk9GqlCD8ADnU1SasSiLGdVTFVQWVM1A7rATSCqZTK4N7LoKNbYoqkSQ+eT4Hw3FU22aH4hbiYai8FBJxb4DED2B6Lhw1wyfCULm7mmqmTiLxA8T9QSZwUvHEbWts5YkxBnd+Jrt9RytCzLKQbDUyY5u01VnGMcDT/FBQqzLYvs23U69B9AaZ6Q8AJZI4oAxWDNeFSBKKnhkOcmaXpXZWyi+lKqCdrVvGiTL5oNvbGKkupKYvVrmYCcAsvw3U3ni31jqrXII9VYO/vgkWJwBXmYR7yvRWtUTzgkooWOUiEt+nmdcoojZU0xoeJAiJpNcDr9x5I8htC+7SHMV0uA7EIMiECWMYWy1KW5mzz6Moy1ON2x1wz6PHiuuQ2IUEMw1wz8tuHyPn0X3MOUQUQgQRHXrYFsVdPOLKpYhiJJ0emGWBSaHakdXfkDQOLGzXvvceAGD+jVdgnFpWM7L2gdpI97I3n/d+YaYJCIFgcwcyicEdG7lT++fVRBSRIJbI5ojtSgncsnY9zmSSIGl36dDobter2o7tqSqCzR1Ejdau74sgJAOfUgE859LnrjP20EQEZIwkDQMMcnjfjF5GORGLKH2LIOIYSfpxFCPxfZpfFQJinWYZ0+/LaHjZ5A5tVa7rwjAMiueI4ywHMacEout6iJXzt2lasCwTlmVnLW07O5vodDowTRPFYhHPPPP8PatFp06dxe3bt7LQ+GazgTgmO/6h6+nRYFk2tre3EAQ+ksTEYBDgzJmDRws9DEYz9gASSmm0yN3gnCOfL8B1XfT7XWxvb4IxjsXFpUOJ7Wp1ChsbQ7M50zRRKh3t7FmhUESjMZwj5dw4VPzDuLbBJ6GVMI4T5PMF+P4AjmMjDKOsclmvzxyqbTSdCR7tjDpqY5pSqYytrY3sc845isUiLMtGoVBEtzt0wK3Vjp8j8EExTRNLSyv3vuBDpNls7vrc9wfqAOD+c4ifBI6NuEwZ195kVUpIBgOqPCQ0a0TxGHzvviRz0BNBAK5MK1KMnDvW7CbpDWBVytQGpfLhgvVN1ZKoNl6CTvq5ZYHbeZjlIuxqCdx1qOWv1aEolGaHZkBT4waDHGDdxdmsGss4ZcaRoBmaAHFVjYOQWfyHVIICjMFQFv4ijGieLRM5BgzbArdMRJ1uNscoohjS98HNPD35RrFqtSXMQg5ADklvQDNMSjQgrViqNlCZ0HyqGAR3nZcbV0lLZx/TikfaNpe5b478n2Q02F6RW1lUc3NNRL5PEpur9lnThFnIw56uIRn4JCIjcpDklkVtgJUSzGIBcb8PSGq3Ts1WRBjCLJPDYtwfQHT7alaRKkxp9p8zVwdvtiHDiIw9innIKMoceu8E4xy5U8uUhxiEYJYBcEO1+w4zOLlpwjuxCDGg2UTu2BQwHpDYF0GgXIqHtz27R/sYAJUrSGKZuzaC21uZCZUzv/9U16nXEKxtZNUkKSSMAt0fUggI3we3KHrCKhbgrtD8ZLTdJIdmSeLSLBXg31yjPMWEslrNnAtn7tEbZsSdLkXwQIkxiV0HVuaYzNVxDHaGLzjMMGB4k3czlFIi7nSzQwIZJYg7HWBud+tQMgj2FQOTgU/PVaD24MxF2+CHqiabeW+fuGS2jdj3VTQUCUHRILOtRInBTCwOfDLHUvPRUko0NzaR/P0/KgEZ7avO3gnGGGzHgWM7FHTvOnByZTiOo97c7D05mdLH7XYT7XYLhmFmTpUXL76yL8h7Z2cLH330QfY8u7CwhKWlFXQ6bdy6dSPbwHa7XWxurmN+fvzsdYrrujh58jTiOML29tauTebo5vMokFLummkjgXuw2/1hYVn2riqOYRiHmrMzDBPPP/8i+v1e5mh7GMrlCs6dew6bm+swDBPz84tH3k46OzuPIPCxtbUF27awvHwSpnlwYVSpVGGaZlYdI9fcx1+8CJHsqrxLKXHy5GmcPLmAweBwnQy27WB+fhFra6uQUsK2bSwsLD2KZd+RqalpBIGPzc11mKaJxcWVzFjq3Llnsbp6E4NBH+Vy5Z7PE5qjxXW9XR0EhmE+sYZSh+HYictxmMU8PHMBZqGApN+nKIlCHkaZZv3SVj7GKYMMoE1uMhi2vXCTNu0ySfadcqUCNO4OWxtkTJufNApECgFuWZnxhFXMD00oLBItUaOFmJErIy2I4kiMnAezUNi3sd4r1Mj8xKI5TZArouj71FppmrCqlcz8xioXMoHJbRt2rQK7XkPrH3uqdZduD6HMjJjBSbiNaUGjSqpPxVeDU4WGkyiGZVErLefgtpW19h4YIej2VbdxKi7HBZaPaxlkhoHCuVMQcYzm1/8Se1920xlZq1KC2NzJblNThbOnJjKpOY5VyFNLMOh+F8pUyMxRgLBRKiINfE9/NuN8X+sdO+CTDzM4nNkpBBvD02nDc/bFP6SOlClWrUKHFt0eTLcEIx8PY1ry3oGC60dxZqYp7DxOyP12rEOojeKFZxGsb0BE1CrI1UaHO06WJwlQxT6d+3Rmp2HVytQ6a9vk6JpVfUuQQpCj7CGiR+6b0RnfhAxjDMsk0f6Ev2Ck2bWjj52k2993OcMdE4uhuiJM10E8IiIMz0XshxBxlOUZZjOFYUgVwOy9qgRGMbhyrA18H/F3D/acYBgGLNuG53pK1HHYtovZ6RlyMbVJFNq2rT631efp9+xdl0uNXA7LBx9c3teqFgT+PnFZq03DdXNqJjCfbYTHtVMGwcHjhQzDhOO4WXg5gCM3+IjjGLXaFOK4jFzORhiKXQHqR8HS0gref/8nSBJq27/fXL0Hue2q1dp9Geg8LDjnOHnyDE6ePHNf/9+yLJw//6JqMU1Qr88+EdEN9frsrtm6UqmM2dl5FAoFDAaHP2hZWlrB9HQdQRCgWCw90nzGcTDGsLi4jMXF5X3fsyz7yI2iNAdnaWkFvj9Ar9eFaZo4efL0sYjG0eJSMVqFGaV44Rn4N8l0xq7X4CpxaVXLkAnlvDEV5cAYiTR7Ziqb7zTyXpbZxs1hSLrhORDRcC7NcGzYtTIYmHJi3F8yT1vQmG1lLZxMidpxYetXvvpNAMDpz38uu2xWVQDlKErLIvMJBnJE5JzEATfARzZDRt6jilKllM0jcdMA4w45aTJGeW5jKjdmMQ9mztNG1TKR9AcQvT5VBnPeLlEwLhPvbpjFAqLW8MUidYs1ch6ceg1howVICatavqv44KYJyYBYqgppWpVUs51pdmYyIGfHtA2RMQZ3YRb2VJUOCEbmOe16DTKOkfghzekuzWezaHSbP5wqm1Upg+JV+hSxU7t36xbjHM7sdOZMKqXMsknHCfODwG0buIe+MjwHuZP0AjlYvU3zzKC/P3N2Opvd3JtNOOpYutf0hnGeidRHjVkqjswUUkU/PTAADv74LS7OP8pl3hfcdcBNI6vMAsMDmXS2MPYDamuXZLQk4hgCQGtzk0TjIICVUIxHEsfwBwPE/+8P7nydnGcVwJzrwnULcCvurqpgKvyGHzt73pMoHH3BjqIwazk9aqrVGhqN7exzy7JRLI5vgcrlyFxnlHK58kDVIsYYTp8+hytXPkAQ+CgUClhZOXUfv8n9U63WsLp6A6ZJAiWO4yMXWcViCS+99Aq63S48L3csqgWPAs/znjjxMjU1DdM01cyv81BC7ylX9ek3YtE8XBzHwYULFxEEASzLOvKDiUmhxeU9sMrDvLtRMUDzcFPAmDw9q1wk8aEcRrOv1ypIBj5EGMGqlqlN1A/ATQPeqWU4Ko7hThieC3uqgnCnSdVGg8OqVu5pk79rzXMzCDe2IKIYVrkIe7pGbrSOnW2MuWXCWZihIO1EwKoUs3nONK4iVnb99sw0ZBgAytnxTm2tu8S7qnCBkTFIuNUApICRz40NT78b9swUuG0h8QMYngOzPNzEWdXyoX+eYEDu1P7TQYDafM07VPTGhpxbFryVRWpP5vyRtmxa5eId8zAPQlpNPUrc+RkyhYlimIXcgSuPZjGPuN3JOgeMnHvoSuv9wi1qMU46lF0qZ6aojVMc7vFbvzh5N7/UGToe+OptgJBJiB6ZkSVSorG5idV/+hFi379jOynnPDOYyeXy8DwPlmUjny9ks2vDXEM326S5rnvf1cF7YVmTExLT03VIKbC1tZm10B1mQ2GaFp577gLW1m5l1aLDGusUi0VcvPgykiSZiLOn67o4f/4CNjZuo1Ty4LrliWzMDcN8LDL2NEdPuVzR973mscG5hwP/04YWlwfgfjY/42bl0o2pCENwwyQjnDgBjIMLD3uqSu6KUt5Xnp2Z92CcXKK5y9RoY0ylysznsqrdKIxz5E4++LwBU+6RVqVE4n2PED/wz2GMROQDrwjwDhBafj/cb+7i006a2Xo//89dms+yFY9aFHPTBB9Zt1Up3ffj91GRRBHi3gDRYICoP6CP+30Skb0B4sEA0WC8YDRME4V8AYVCEfVyDblcXgnF/K6P0/gK27afiOy7o6Ren0W9fv/Vklwu/8AGOKORJJMgny/g1KmzqNeL2Nw82plPjUaj0UwOLS6PGMbYrgxBdheL/rv9jH1ZbGOovzi+OpJmKj4uPEjo+8Nk/o1XJr0EzQGZRKX1Thz141cKgag3QNTrIer197wNEPX6SML9UTC246BYLGG6VEVx8QSKxRIKBRKRo2+jWYcajUaj0Wg0h0GLy6eY4tLjN9el0Wj2z0OPQuKxj7DbQ9TtIez21fse4m4fYb+/zzjL9TyUyxVUZuZRKlWwsDADw3BRLJayt+PWlqPRaDQajebo0eJSo9FojhopIZIErWs3EHa66q2HuNtD0O3tE4/FUhnTlSoqs0uoVKqoVKrZTFGpVN5nVqJbETUajUaj0UwCLS6fYgbbDQCAdw+jII1G8/CJ/YBEY7uDoE0CMlLvYxUtcePb3wUAeF4O1WoNtRNnsviCVESWSuWJzs5pNBqNRqPRHBS9Y3mKWfu77wMY33qn0WgenCSKSDy2UhHZQdjuIOp0EQe75x5L5Qpma1OonTiLWq2GanUqE5J7MxA1Go1Go9FonkS0uNRoNJq7IIVA2O0jbLURtDsIWm0ELRKQUX+w67KlUhnz03XUTj6Dqakp1GpTqNWmUalUYVlHn7mo0Wg0Go1Gc5RocanRKBofXAUAVM8dbeC45vFARLESjiQeg1ZbVSU7uyI7XM9DfXoGU8+sYGpqWr3VUatNaQGp0Wg0Go3mWKPF5VPM8jtvTXoJTxSND7W4PA7EfkACstnO3oetDsJeL7sMYwzVag3zMwuYOl/H9DS9TU3Vkc/nJ7h6jUaj0Wg0mscXLS6fYqycN+klaDQTI/YDBM0W/GYbQbNFIrLZRuT72WVM08T0dB310+dQr89genoG9foMqtWaNtHRaDQajUajOSR696TRaJ5okiCE32yRkGyQiAyabcQjItK2bdTrs5g5/wLq9RnU67OYnq6jXK6Acz7B1Ws0Go1Go9E8PWhx+RSjZwg1TxMijhE02/AbLRKTSkhG/X52Gcu2MZOJyFnMzMyiXp9BqVQGKGb+6wAAGalJREFUY2yCq9doNBqNRqN5+tHi8ilGzxBqnkSklAg7PQSNJgnJRpOEZKcLSAkAMAwD0/UZnD77LGZmZjEzM4eZmVmUyxUtIjUajUaj0WgmhBaXGo1mYiRhBL/RpLedJoIdqkqKOM4uU6nWcGphBbOzc5iZmcPs7Byq1RoMw5jgyjUajUaj0Wg0e9Hi8inG8nQw+2GYf/3lSS/hqUVKiajbh7/TwGCnmVUjw043u4zjupibncfcmWeViJzHzMwsbNue4Mo1Go1Go9FoNAdFi8unmOXPfnLSS3ii8Kaqk17CU4EUAkGzjcFOA/5OM3tLwjC7TK02heXlU5ibm8fs7Dzm5ub1XKRGo9FoNBrNE44WlxqN5r4RcQK/2YS/1SAxud2A32hBCgEAMEwTszNzeO7FlzE3N4/5+QXMzMzpaqRGo9FoNBrNU4gWlxqN5kCIOIa/08Rgu4HBdgP+TgNBswUpyGTHcV0szC9i/tkXMTe3gPn5BdRqU3o2UqPRaDQajeaYoMXlU8za994DAMy/8cqEV6J50pBCwG+0MNjaobftHfiNVubW6uVyWJxfxMKFlzE/v4D5+UVUKlXd1qrRaDQajUZzjNHi8ilmsNOc9BI0TwBp9Mdgcwv9rR34mzsYNJqQSQKAKpKLC0tYvPAyFhaWsLCwqOcjNRqNRqPRaDT70OJSozlmJGGEwdY2+pvbGGzuYLC1jdgPAACWZWF+fhGL585jYWEZi4tLqFZrWkhqNBqNRqPRaO7JsRCXaQXmuFFcnJ/0Ep4ornz1mwCA05//3IRX8vCgCJAeehtb6K9vYrCxDb/Zyr4/NV3HmedewNLSCpaWVlCvz+gZSY1Go9FoNBrNffHUi8v5hSWs/eRD5GbrKK0sTno5R0r94vlJL0FzxNCsZBP99S30NrYw2NhC1B8AABzHwfLyCSy99AksLa1gcXEZnudNeMUajUaj0Wg0mqeFp15c/vIv/Tr+4A/+A25866+x+PbrqJw5OeklaTQPDSkEBjsN9NY20FvbQH9zCyKKAQDFUhnPnn4GKysnsbJyEjMzs+CcT3jFGo1Go9FoNJqnladeXOZyefzar/0WvvCF38O173wPSRhh6vy5SS9Lo7kvpJTwd5ro3VZicn0TSRQBoBbX5y69ipWVU1hZOYlKpTLh1Wo0Go1Go9FojhNPvbgEqB3wl37pf8EXv/ifcPl77yGJItRfPP/Um5Q8jTOEx5Gw20P31m10V2+jf3sDcRACAKq1Kbx08WWcPHkGJ0+eRrFYnPBKNRqNRqPRaDTHmWMhLgFywfzFX/xl/Mmf/Bf883v/CBFGmH314lMvMDVPHiKO0VvfRHf1Nnqrt+G32gCAYrGEF86/iFOnzuDkyTMol8sTXqlGo9FoNBqNRjPk2IhLADAMA7/wC78Ix3HxD//wt0jCEAtvvgqm59A0ALza5NpIw04X7Ru30L25hv76JkSSwDAMnDh5Gmff+DTOnn0G9fqMPgzRaDQajUaj0Ty2HCtxCQCcc/zcz/0reJ6H73znWxBhhMVPvwH+FMYv1F/UbrGHYf6NV47suqSU8LcbaH+8is6NVfgNigepTU3jwmtv4uzZZ3DixCnYtn1ka9JoNBqNRqPRaB6EYycuAYAxhnff/Vk4jotvfOOrSKIYK5/9JLj1dN0cxSWdc/k4IZIEvdsb6Hy8is6NNUT9PhhjWF45gec+8TaeffY8pqamJ71MjUaj0Wg0Go3mvni61NQhefvtd+B5Hr7ylS/h2te/jZWf+jRMx5n0sjRPESJJ0FtbR+vqDXQ+XkUSRTAtC2fPPIPnnnse5849h3w+P+llajQajUaj0Wg0D8yxFpcA8Oqrr8PzPHzx//4jXPvqt3Dipz8DK5+b9LIeCoPtBgDAm6pOeCXHCykEerc30Lp6A+2PbyIJQjiuixcvXMTzz5Mhj2VZk16mRqPRaDQajUbzUDn24hIAnn/+Rfyy6+ELf/T7uPrVb+LEz7wDp/Tkxzqs/d33AegokqNASon++iZaVz9G+/pNxH4Ay7Zx4bnnceHCJZw5cw6mqf/cNBqNRqPRaDRPL3q3qzh9+ix+/df+V/zBH/6fuPqn38SJn/6Mrvhp7knQ7qL50TW0PrqGsNuDaZp49tnzuHDhEs6de1ZXKDUajUaj0Wg0xwYtLkdYXFzCb/zb38Hv/f6/x7WvfQvLn3sbhfmZSS9Lc0Q0PrgKAKieO3XXyyVRhPa1G2h+eA299U0AdDjx6X/9KSwsnIaj53Y1Go1Go9FoNMcQLS73MD1dx2/+xu/i9//jv8f1b/wllj/zJkonlia9rPti+Z23Jr2EJ4rGh3cWl1JK9G5voPnhVbSvr0LEMWq1abz57s/i4sWXUS5XUK8XsbnZOeplazQajUaj0Wg0jwVaXI6hXC7jN/7tb+MP//D/wsff/i4W3noNtWdOT3pZh8bKeZNewhNP7PtofHgNzcsfIeh04TgOXr70Cl566VUsLa2AMTbpJWo0Go1Go9FoNI8FWlzegVwuj1/91d/EH//nP8CV7/49om4PMy+/oMXEMUBKif7GFnYuf4j2tZuQQmBl5SRe++mfw/nzL+g5So1Go9FoNBqNZgxaXN4Fx3HwS//zr+MrX/kSvv/9f0DY6WLxU6+Dm8akl3YgDjpDqFFIiXjg46P/58/gN1twHAefeO1NvPbaG5iZmZ306jQajUaj0Wg0mscaLS7vgWEY+Jf/8l+jVpvGX/zF1xD1+lj53Nsw3cfftOVuM4SaIX6jhe0fvw9/pwkRx1hYWMRrn/kpvPDCJdi2PenlaTQajUaj0Wg0TwRaXB4Axhg+/enPolqt4Utf+mNc/dNvYOXdz8ApP/lZmMcVKSU6N9ew86P30V1bh2GauPTiS/jEJ97EwsKTaeCk0Wg0Go1Go9FMEi0uD8ELL1xEuVzGf/rC7+Hqn34Dy597G/nZ+qSXdUcsz530Eh47kjBC88Or2PnJBwjaXRSKJbz77s/ilVdeRz6fn/TyNBqNRqPRaDSaJxYtLg/J8vIJ/NZv/u/4gz/8D7j2Z9/G4qc+gcqZk5Ne1liWP/vJSS/hsSHsdLH9o/fR/PAakijC0tIK3vyZf4Hz51+AYTwZM7QajUaj0Wg0Gs3jjBaX90GtNoXf+s3fxR/98X/E9e98D2Gni/qlC9pJ9jGkv7GFrR9eRvv6TXDOceHCRbz55qewuLg86aVpNBqNRqPRaDRPFVpc3ieel8Ov/PJv4Mtf/q/4wT++h/7WDpY+/QZM5/E3+nnakUKgfeMWtn94Gf2NLTiui7ff/ixef/2TKJVKk16eRqPRaDQajUbzVKLF5QNgmiZ+/uf/RywuLuNrX/syrnz5z7H0zlvI1acmvTQAwNr33gMAzL/xyoRXcjSIKEbjw6vY+dH7CDpdlCtVfP7z/wIvvfQaHC36NRqNRqPRaDSaR4oWlw8IYwyvv/4WFheX8Mf/+Q9x9avfxNwnXkLtubMTb5Md7DQnev1HRdQfYOcnH6Jx+UPEQYjFxWV88r/7Vzh//gI455Nenkaj0Wg0Go1GcyzQ4vIhsbi4jN/+3/4dvvSlP8YH33sP/fVNLHzqEzAsa9JLe2rxm21s//Aymh9dgxQCzz33PD75yc9gefnExIW9RqPRaDQajUZz3NDi8iGSy+Xwb/7Nr+Gv//ov8c1v/hn8RgvLn30LbrUykfUUF+cncr2PEikl+uub2PrhZXRu3IJhmnj1lU/grbc+jamp6UkvT6PRaDQajUajObZocfmQ4Zzj05/+LJaWlvFfvvgFXPnKNzD/1quonDl55NW0+sXzR3p9jxIpBNofr2Lr//sJBls78Lwc3nnnXbz++lvI5wuTXp5Go9FoNBqNRnPs0eLyEXHq1Bn8zm//O3zxi1/A9b/6O7Sv38T8m6/CzucmvbQniiSM0PjgCnZ+/CHCbhfVWg2f+7mfx6VLr8C27UkvT6PRaDQajUaj0Si0uHyEFIsl/Oqv/ib+9m//Gt/61tfx4Z98FbOvXETt2TNg2mjmroSdLrZ//AGaH1xFEkVYXj6Bt/77n8dzzz2vTXo0Go1Go9FoNJrHEC0uHzGGYeBTn/oMzp+/gK985Uu48r330LpyHQuffO2Rz2Je+eo3AQCnP/+5R3o9DwspJfobW9j+4WW0b9wCZwwXLryIN998G4uLy5Nenkaj0Wg0Go1Go7kLWlweEbXaFH7lV34D//RP/4iv/dmX8dGXv47pF86jfvF5cNOY9PImiogTtK7fwM6PPsBgeweu5+HtT72D119/C6VSedLL02g0Go1Go9FoNAdAi8sjhDGGS5dextmzz+DrX/8KfvCD76N97Qbm33oNhfmZSS/vyAlabey8/xFaH15HHASYmqrj3f/hF3Dx4st6nlKj0Wg0Go1Go3nC0OJyAuTzefzCL/xPuHjxFXz5K/8V1/7sWyguzaN+8XnkZh5enEb9xcfPLVYkCdrXV9F4/yP0bm+Ac47nnnser776Bk6dOqPnKTUajUaj0Wg0micULS4nyJkz5/C7v/N/4G/+5jv4m7/9K1z5079AYX4W9UvPIz/34JXM4tLjk3MZtDtovH8FzQ+vIvYDlCtVvPvuz+Kll15DsVic9PI0Go1Go9FoNBrNA6LF5YSxbRvvvPMu3nzzbfzDP3wPf/3dv8TVr30L+dk6pi8+j8LC7JHnYz4swl4f7Ws30Lr6MQZbO2CMZVXK06fP6iqlRqPRaDQajUbzFKHF5WOC4zj41Kc+g9dffwvvvff3+Ku/+jau//l/gzddQ/3i8yguLxxaZA62GwAAb6r6KJY8lqg/QPv6DbSu3kB/YwsAMDe/gE/91Odx6dLLKBZLR7YWjUaj0Wg0Go1Gc3RocfmYYVkW3njjk3j11dfxgx+8h7/8zrfw8Tf/CpbnobiygNKJJeTnZg6Uk7n2d98H8GijSKSUiLo9dFdvo3XtBnq3NwAAMzOzePNzP4MLFy5iaurhzZFqNBqNRqPRaDSaxxMtLh9TTNPEq6++jpdeehU/+ckP8cMf/hPe/+Aydi5/BNOxUVheQOnEMgrzs0caZZKKyd7tDfRub6J/exNhrwcAmJqq47V33sWFCxcxMzN7ZGvSaDQajUaj0Wg0k0eLy8ccwzBw4cJFXLhwEVEU4cMP38ePf/zPuHz5x2h+eA2GZaGwNI/czDScSglOuQTTcx/anGYShP9/e3ceY1dZxnH8e2c6XUCmndIiBayltDytVSwqkMoeGwxBQhDBUEQwalGsMW5oYtXUaIhiVFZJ2BUXEhAS2VQEYkHclWpTHxCKxIq2w9INhi6Mf5wz7Z1xpu30DDNzp9/PP73nveec+57Ok3f6u+d9T9m0fgMdz79QhsnVbNr4IgDj9tqLGdOmM23aIUybNp3Jk/dr2PWhkiRJkqoxXDaQlpYWZs+ew+zZc9iyZQsrVz7BihXLWfH35axd+fS2/ZpHtzCmtZXR4/dhzIRW1j29ilFjx2w/UVcArEGN4vXWzZvZtH4Dm9ZvZNP6DWxev4HNGzay5eVN2w7rGSYnTZrsQ3kkSZIkAYbLhjVq1ChmzgxmzgxOPfV01q9fR3v7GtasWU17+xra21ez5r+reeGJp/p13qamJsaPn8DkiZNoOziYOHEibW0TmTRpPyZNmuydSUmSJEm9MlyOALVajdbW8bS2jmf69Bnd3uvo6KC9fTUdHR10dnYC9PizeN3SMpq2tom0to6nuXnw1nBKkiRJGhkMlyPc2LFjOeigqUPdDUmSJEkjnAvmJEmSJEmVGS4lSZIkSZUZLiVJkiRJlRkuJUmSJEmVGS4lSZIkSZUZLiVJkiRJlRkuJUmSJEmVGS4lSZIkSZUZLiVJkiRJlRkuJUmSJEmVGS4lSZIkSZUZLiVJkiRJlRkuJUmSJEmVGS4lSZIkSZUZLiVJkiRJlRkuJUmSJEmVGS4lSZIkSZUZLiVJkiRJlY3ajWOaAZqaagPcld03nPqiPZu1qOHCWtRwYS1quLAWNVw0Qi3W9bG5P8fVOjs7+/tZxwBL+3uQJEmSJKmhHAs8tKs77064HAMcATwDbO3vwZIkSZKkYa0ZmAL8Hnh5Vw/anXApSZIkSVI3PtBHkiRJklSZ4VKSJEmSVJnhUpIkSZJUmeFSkiRJklSZ4VKSJEmSVJnhUpIkSZJUmeFSkiRJklSZ4VKSJEmSVJnhUpIkSZJUmeFSkiRJklSZ4VKSJEmSVNmooe5AFRGxAFgMtADfycwrh7hLGmEi4gFgP2Bz2XQBcAi91F1EzAe+BYwDbsnMxWX7XOBaoBX4FfCRzNwymNehxhURrcCvgXdl5lP9rbOImArcTFHHCZyTmRsiYgLwA2A6sAY4KzP/M8iXpwbSSy3eABwDbCx3WZKZtw9UjQ7mtalxRMSXgbPKzbsy8yLHRQ2FPmpxjx8XG/bOZUQcCHyN4gc4F1gYEW8Y2l5pJImIGnAo8ObMnJuZc4F/0UvdRcQ44HrgNGA2cEREnFye6mZgUWYeCtSADw/ypahBRcRRwEMUdchu1tlVwFWZOQv4A/DFsv2rwNLMnA1cA1z66l+RGlXPWiy9DTiua3ws/wE1kDUqdVP+A/0k4HCK38FvjYizcVzUIOujFk/HcbFxwyUwH7g/M5/LzI3ArcB7hrhPGlmi/PPnEfFoRCyi77o7Eng8M1eWdyVvBs6MiNcD4zLzN+W5bgTOHNSrUCP7MPAx4N/ldr/qLCJagOMo6nRbe/n6FIpv6AF+BJxc7i/1plstRsRewFTg+ohYFhFLIqKJga1RqadngE9n5qbM3AysoPjCw3FRg623WpyK42JDT4s9gOIH2+UZih+eNFDagF8CH6eYAvsgcAu9111v9XjQDtqlncrMDwFEdH3P0e86mwSsq5uGXV9/244pp+CsAyazPchK2/RSi/sD9wMXAmuBO4EPAhsYuBqVusnM5V2vI2ImxZTEy3Fc1CDroxaPBU5gDx8XGzlcNgGddds14JUh6otGoMx8BHikazsirqOYL//Vut266q6verRONZD6W2c922F7/dV6tFub2mWZ+SRwetd2RFwOvJ/im/aBqlGpVxExB7gL+Cywhe7TtR0XNWjqazEzE8fFhp4W+y9gSt32/vjNkgZQRBwTEe+oa6oBT9F73fVVj9apBlJ/62w1MD4imsv2KWyvv1XlfkTEKGAf4NlXrecaUSLiTRFxRl1TjeLBZwNZo9L/iYijKWYVfT4zb8JxUUOkZy06LhYaOVzeB7wjIiaXaz/OAO4d4j5pZJkAXBIRYyNiH+A84H30Xne/BSIiZpSDwQLgnsz8J9BRDkAA5wL3DPqVaKToV52V60CWAu8t29/P9vq7u9ymfH9pub+0K2rAdyKirVwftBC4nYGtUambiHgdcAewIDN/XDY7LmrQ9VGLjos08LTYzFwVEV8AHgBGA9dm5u+GuFsaQTLzzvIJiX8GmoErM/PhvuouIs4HbgPGUvyC6lqIfQ5wTfkY/z8Blw3qhWjEyMyO3aizC4GbImIx8DRwdtn+ReDGiFgOvFAeL+2SzFwWERcDD1OsSb8tM38EuzUW9lWjUk+foairb9Wt/70aOB/HRQ2uvmpxjx8Xa52dPaf0SpIkSZLUP408LVaSJEmSNEwYLiVJkiRJlRkuJUmSJEmVGS4lSZIkSZUZLiVJkiRJlRkuJUmSJEmVNez/cylJ2jNExDTgCeCvdc014NLMvH4Azv8V4B+Z+b2q5+px3geBKzLz1p3tK0nSSGC4lCQ1gpcyc27XRkQcCPwtIv6QmcuqnDgzv1S5d5IkyXApSWo8mbkqIh4HToqIK4G9gbWZeWJEfBC4kGLpx7PAosz8e0S8BrgcOBrYAtwBfAG4AfhbZn4zIo4FLgH2AjYBizPz3h31JSL2B64GZgGvAFdn5mU99nk78PWyn1uBJZl5Z0TsDXwXmAnsC6wHFmRmlnc+Hyn7OxW4D1iYma/s9l+cJEmvItdcSpIaTkTMA2YA44A5wAllsDweOA84NjMPB74B3F4e9hVgLDAbmEsR2o6vO+e+wK3AJzLzsPI8N0fEwTvpzlXAY5k5C5gHLIyIGXXnbaMIsOdm5luA04DvRsRU4GTghcycl5mHAr8HFtWd+xDgBOCwct/jkSRpmPLOpSSpEYyLiL+Ur0cB7cA5wGuBZZm5rnzvFIrQ+euI6Dq2LSImAvOBT2XmVoq7h8cDRMT55X5HUay9/C1AZi6PiIcpwt3KHfRtPnBRecxa4I3lebvenwdMAe6oa+sEDsvMWyPiyYj4eNnvEyjuVnb5aXmncl1E/AOYuMO/JUmShpDhUpLUCLqtuexSBsMNdU3NwPcz83Pl+03AAcDzFFNhO+uOfR3wYo9jO+muCWjZSd96nnc6RfitP++KzDyqbp8DgDUR8VFgIXAF8EPgOaD+TulLda87KR5kJEnSsOS0WEnSSPIz4OyImFJufwT4Zfn6PuC8iGiKiDEUU2Drp5k+AsyKiCMBImIOcBzw4E4+8z7gA+Ux48vPm1n3/m+AmRFxXLnPXOBx4EDgncCNmXkdkMCpFGFUkqSGY7iUJI0Ymflzigfn/CIilgELgHdnZiewhOIhPY8Cfwbuzsyf1B3bDpwJXB4Rf6W4k/iBzHxsJx+7CJhdft7DwMWZ+ce6864BzgAuiYhHge9TrL98CvgmcEF57FLgTxTTYyVJaji1zs6eM4AkSZIkSeof11xKkrQDEXEi8O0+3n4gMz85mP2RJGm48s6lJEmSJKky11xKkiRJkiozXEqSJEmSKjNcSpIkSZIqM1xKkiRJkir7H/Edwh/G9lvxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_num(df.Precio_clean, \"Precio\", max=25000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_num(df.Kms_clean, \"Kilometros\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_num(df.Cc_clean, \"Potencia (Caballos)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cat(df.Marca, \"Marcas\", size=(16,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cat(df.Modelo, \"Modelos\", top=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cat(df.Combust, \"Tipo de combustible\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cat(df.Vendedor, \"Tipo de vendedor\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ord(df.Puertas_clean, \"Número de puertas\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ord(df.Año_clean, \"Año\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ord(df.Año_clean, \"Año\", min=1995)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Categorical encoging\n",
    "- Label encoding marca\n",
    "- Label encoding marca + modelo\n",
    "- One-hot encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train Model with target: price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predict price for every car"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compute how good is the price (percentage)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}