Data_Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "64d1db54-9cd3-43d0-b124-a53267d6247c",
   "metadata": {},
   "source": [
    "# Data Analysis(Hotel Booking Data Set)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12216419-ec80-4f58-9558-f32251bb5efb",
   "metadata": {},
   "source": [
    "### Importing Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "33319cc1-abb2-4312-975a-76bdbdc950a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28c84def-e884-40d9-bb7b-5ffa1b44f881",
   "metadata": {},
   "source": [
    "### Loading Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ca120087-95b4-46f1-9923-cafaafc7d5b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_csv(\"hotel_booking.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "505809d3-8652-48b3-96bb-ed7341e24d10",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          hotel  is_canceled  lead_time  arrival_date_year arrival_date_month  \\\n",
      "0  Resort Hotel            0        342               2015               July   \n",
      "1  Resort Hotel            0        737               2015               July   \n",
      "2  Resort Hotel            0          7               2015               July   \n",
      "3  Resort Hotel            0         13               2015               July   \n",
      "4  Resort Hotel            0         14               2015               July   \n",
      "\n",
      "   arrival_date_week_number  arrival_date_day_of_month  \\\n",
      "0                        27                          1   \n",
      "1                        27                          1   \n",
      "2                        27                          1   \n",
      "3                        27                          1   \n",
      "4                        27                          1   \n",
      "\n",
      "   stays_in_weekend_nights  stays_in_week_nights  adults  ...  customer_type  \\\n",
      "0                        0                     0       2  ...      Transient   \n",
      "1                        0                     0       2  ...      Transient   \n",
      "2                        0                     1       1  ...      Transient   \n",
      "3                        0                     1       1  ...      Transient   \n",
      "4                        0                     2       2  ...      Transient   \n",
      "\n",
      "    adr required_car_parking_spaces total_of_special_requests  \\\n",
      "0   0.0                           0                         0   \n",
      "1   0.0                           0                         0   \n",
      "2  75.0                           0                         0   \n",
      "3  75.0                           0                         0   \n",
      "4  98.0                           0                         1   \n",
      "\n",
      "  reservation_status reservation_status_date            name  \\\n",
      "0          Check-Out              2015-07-01   Ernest Barnes   \n",
      "1          Check-Out              2015-07-01    Andrea Baker   \n",
      "2          Check-Out              2015-07-02  Rebecca Parker   \n",
      "3          Check-Out              2015-07-02    Laura Murray   \n",
      "4          Check-Out              2015-07-03     Linda Hines   \n",
      "\n",
      "                         email  phone-number       credit_card  \n",
      "0  Ernest.Barnes31@outlook.com  669-792-1661  ************4322  \n",
      "1       Andrea_Baker94@aol.com  858-637-6955  ************9157  \n",
      "2   Rebecca_Parker@comcast.net  652-885-2745  ************3734  \n",
      "3            Laura_M@gmail.com  364-656-8427  ************5677  \n",
      "4           LHines@verizon.com  713-226-5883  ************5498  \n",
      "\n",
      "[5 rows x 36 columns]\n"
     ]
    }
   ],
   "source": [
    "print(data.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4bdd089f-fce7-4c9a-b770-cde1261e6edd",
   "metadata": {},
   "source": [
    "### Exploratory Data Analysis And Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "eee62a41-ae12-436b-970f-d9b9057fd545",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(119390, 36)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c1813203-38b9-4ec9-88e3-57f57fa5b3b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 119390 entries, 0 to 119389\n",
      "Data columns (total 36 columns):\n",
      " #   Column                          Non-Null Count   Dtype  \n",
      "---  ------                          --------------   -----  \n",
      " 0   hotel                           119390 non-null  object \n",
      " 1   is_canceled                     119390 non-null  int64  \n",
      " 2   lead_time                       119390 non-null  int64  \n",
      " 3   arrival_date_year               119390 non-null  int64  \n",
      " 4   arrival_date_month              119390 non-null  object \n",
      " 5   arrival_date_week_number        119390 non-null  int64  \n",
      " 6   arrival_date_day_of_month       119390 non-null  int64  \n",
      " 7   stays_in_weekend_nights         119390 non-null  int64  \n",
      " 8   stays_in_week_nights            119390 non-null  int64  \n",
      " 9   adults                          119390 non-null  int64  \n",
      " 10  children                        119386 non-null  float64\n",
      " 11  babies                          119390 non-null  int64  \n",
      " 12  meal                            119390 non-null  object \n",
      " 13  country                         118902 non-null  object \n",
      " 14  market_segment                  119390 non-null  object \n",
      " 15  distribution_channel            119390 non-null  object \n",
      " 16  is_repeated_guest               119390 non-null  int64  \n",
      " 17  previous_cancellations          119390 non-null  int64  \n",
      " 18  previous_bookings_not_canceled  119390 non-null  int64  \n",
      " 19  reserved_room_type              119390 non-null  object \n",
      " 20  assigned_room_type              119390 non-null  object \n",
      " 21  booking_changes                 119390 non-null  int64  \n",
      " 22  deposit_type                    119390 non-null  object \n",
      " 23  agent                           103050 non-null  float64\n",
      " 24  company                         6797 non-null    float64\n",
      " 25  days_in_waiting_list            119390 non-null  int64  \n",
      " 26  customer_type                   119390 non-null  object \n",
      " 27  adr                             119390 non-null  float64\n",
      " 28  required_car_parking_spaces     119390 non-null  int64  \n",
      " 29  total_of_special_requests       119390 non-null  int64  \n",
      " 30  reservation_status              119390 non-null  object \n",
      " 31  reservation_status_date         119390 non-null  object \n",
      " 32  name                            119390 non-null  object \n",
      " 33  email                           119390 non-null  object \n",
      " 34  phone-number                    119390 non-null  object \n",
      " 35  credit_card                     119390 non-null  object \n",
      "dtypes: float64(4), int64(16), object(16)\n",
      "memory usage: 32.8+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "03e410a1-f7dd-4781-a419-0cf6c8ec5cbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "hotel                                  0\n",
       "is_canceled                            0\n",
       "lead_time                              0\n",
       "arrival_date_year                      0\n",
       "arrival_date_month                     0\n",
       "arrival_date_week_number               0\n",
       "arrival_date_day_of_month              0\n",
       "stays_in_weekend_nights                0\n",
       "stays_in_week_nights                   0\n",
       "adults                                 0\n",
       "children                               4\n",
       "babies                                 0\n",
       "meal                                   0\n",
       "country                              488\n",
       "market_segment                         0\n",
       "distribution_channel                   0\n",
       "is_repeated_guest                      0\n",
       "previous_cancellations                 0\n",
       "previous_bookings_not_canceled         0\n",
       "reserved_room_type                     0\n",
       "assigned_room_type                     0\n",
       "booking_changes                        0\n",
       "deposit_type                           0\n",
       "agent                              16340\n",
       "company                           112593\n",
       "days_in_waiting_list                   0\n",
       "customer_type                          0\n",
       "adr                                    0\n",
       "required_car_parking_spaces            0\n",
       "total_of_special_requests              0\n",
       "reservation_status                     0\n",
       "reservation_status_date                0\n",
       "name                                   0\n",
       "email                                  0\n",
       "phone-number                           0\n",
       "credit_card                            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b53dc92c-db16-4f31-b42b-eb2ac89c669c",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(columns=[\"agent\",\"company\"],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "955c28fc-0aef-46c1-b982-7060b823114d",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "799fede5-c1d9-4cc7-93c8-973686fce298",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "hotel                             0\n",
       "is_canceled                       0\n",
       "lead_time                         0\n",
       "arrival_date_year                 0\n",
       "arrival_date_month                0\n",
       "arrival_date_week_number          0\n",
       "arrival_date_day_of_month         0\n",
       "stays_in_weekend_nights           0\n",
       "stays_in_week_nights              0\n",
       "adults                            0\n",
       "children                          0\n",
       "babies                            0\n",
       "meal                              0\n",
       "country                           0\n",
       "market_segment                    0\n",
       "distribution_channel              0\n",
       "is_repeated_guest                 0\n",
       "previous_cancellations            0\n",
       "previous_bookings_not_canceled    0\n",
       "reserved_room_type                0\n",
       "assigned_room_type                0\n",
       "booking_changes                   0\n",
       "deposit_type                      0\n",
       "days_in_waiting_list              0\n",
       "customer_type                     0\n",
       "adr                               0\n",
       "required_car_parking_spaces       0\n",
       "total_of_special_requests         0\n",
       "reservation_status                0\n",
       "reservation_status_date           0\n",
       "name                              0\n",
       "email                             0\n",
       "phone-number                      0\n",
       "credit_card                       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b6faf97a-83c9-4cd0-bfe2-6bf36c7f0c4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Now the data is in cleaned form, Now we check for duplicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "613e0c90-6166-400b-bc89-fba4287a952a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.int64(0)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0b0bcef3-58ee-4b4b-a1f6-724842ab6b36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 118898 entries, 0 to 119389\n",
      "Data columns (total 34 columns):\n",
      " #   Column                          Non-Null Count   Dtype  \n",
      "---  ------                          --------------   -----  \n",
      " 0   hotel                           118898 non-null  object \n",
      " 1   is_canceled                     118898 non-null  int64  \n",
      " 2   lead_time                       118898 non-null  int64  \n",
      " 3   arrival_date_year               118898 non-null  int64  \n",
      " 4   arrival_date_month              118898 non-null  object \n",
      " 5   arrival_date_week_number        118898 non-null  int64  \n",
      " 6   arrival_date_day_of_month       118898 non-null  int64  \n",
      " 7   stays_in_weekend_nights         118898 non-null  int64  \n",
      " 8   stays_in_week_nights            118898 non-null  int64  \n",
      " 9   adults                          118898 non-null  int64  \n",
      " 10  children                        118898 non-null  float64\n",
      " 11  babies                          118898 non-null  int64  \n",
      " 12  meal                            118898 non-null  object \n",
      " 13  country                         118898 non-null  object \n",
      " 14  market_segment                  118898 non-null  object \n",
      " 15  distribution_channel            118898 non-null  object \n",
      " 16  is_repeated_guest               118898 non-null  int64  \n",
      " 17  previous_cancellations          118898 non-null  int64  \n",
      " 18  previous_bookings_not_canceled  118898 non-null  int64  \n",
      " 19  reserved_room_type              118898 non-null  object \n",
      " 20  assigned_room_type              118898 non-null  object \n",
      " 21  booking_changes                 118898 non-null  int64  \n",
      " 22  deposit_type                    118898 non-null  object \n",
      " 23  days_in_waiting_list            118898 non-null  int64  \n",
      " 24  customer_type                   118898 non-null  object \n",
      " 25  adr                             118898 non-null  float64\n",
      " 26  required_car_parking_spaces     118898 non-null  int64  \n",
      " 27  total_of_special_requests       118898 non-null  int64  \n",
      " 28  reservation_status              118898 non-null  object \n",
      " 29  reservation_status_date         118898 non-null  object \n",
      " 30  name                            118898 non-null  object \n",
      " 31  email                           118898 non-null  object \n",
      " 32  phone-number                    118898 non-null  object \n",
      " 33  credit_card                     118898 non-null  object \n",
      "dtypes: float64(2), int64(16), object(16)\n",
      "memory usage: 31.7+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9e49d1e7-d93d-4529-8b27-fd29b645ae17",
   "metadata": {},
   "outputs": [],
   "source": [
    "### changing reservation_status_date datatype from object to date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d1e29372-6816-4337-8462-dad6eb3f670f",
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"reservation_status_date\"]=pd.to_datetime(data[\"reservation_status_date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7eccdbb7-2755-4efe-9b4a-37cb91e3baf6",
   "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>hotel</th>\n",
       "      <th>arrival_date_month</th>\n",
       "      <th>meal</th>\n",
       "      <th>country</th>\n",
       "      <th>market_segment</th>\n",
       "      <th>distribution_channel</th>\n",
       "      <th>reserved_room_type</th>\n",
       "      <th>assigned_room_type</th>\n",
       "      <th>deposit_type</th>\n",
       "      <th>customer_type</th>\n",
       "      <th>reservation_status</th>\n",
       "      <th>name</th>\n",
       "      <th>email</th>\n",
       "      <th>phone-number</th>\n",
       "      <th>credit_card</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "      <td>118898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>177</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>81234</td>\n",
       "      <td>115425</td>\n",
       "      <td>118898</td>\n",
       "      <td>9000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>August</td>\n",
       "      <td>BB</td>\n",
       "      <td>PRT</td>\n",
       "      <td>Online TA</td>\n",
       "      <td>TA/TO</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>Transient</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>Michael Johnson</td>\n",
       "      <td>Michael.C@gmail.com</td>\n",
       "      <td>422-804-6403</td>\n",
       "      <td>************4923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>79302</td>\n",
       "      <td>13852</td>\n",
       "      <td>91863</td>\n",
       "      <td>48586</td>\n",
       "      <td>56402</td>\n",
       "      <td>97730</td>\n",
       "      <td>85601</td>\n",
       "      <td>73863</td>\n",
       "      <td>104163</td>\n",
       "      <td>89174</td>\n",
       "      <td>74745</td>\n",
       "      <td>48</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             hotel arrival_date_month    meal country market_segment  \\\n",
       "count       118898             118898  118898  118898         118898   \n",
       "unique           2                 12       5     177              7   \n",
       "top     City Hotel             August      BB     PRT      Online TA   \n",
       "freq         79302              13852   91863   48586          56402   \n",
       "\n",
       "       distribution_channel reserved_room_type assigned_room_type  \\\n",
       "count                118898             118898             118898   \n",
       "unique                    5                 10                 12   \n",
       "top                   TA/TO                  A                  A   \n",
       "freq                  97730              85601              73863   \n",
       "\n",
       "       deposit_type customer_type reservation_status             name  \\\n",
       "count        118898        118898             118898           118898   \n",
       "unique            3             4                  3            81234   \n",
       "top      No Deposit     Transient          Check-Out  Michael Johnson   \n",
       "freq         104163         89174              74745               48   \n",
       "\n",
       "                      email  phone-number       credit_card  \n",
       "count                118898        118898            118898  \n",
       "unique               115425        118898              9000  \n",
       "top     Michael.C@gmail.com  422-804-6403  ************4923  \n",
       "freq                      6             1                28  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe(include='object')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3a471161-b643-4c36-98db-0f0f2076e9d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "#### we can delete those columns which are of no need"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3004a580-8224-4d6a-baca-5152ab49f037",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(columns=[\"name\",\"email\",\"phone-number\",\"credit_card\",\"meal\",\"arrival_date_week_number\"],inplace=True,errors='ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5adcbcd7-72f2-4376-97e7-54d9a01db33d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['hotel', 'is_canceled', 'lead_time', 'arrival_date_year',\n",
       "       'arrival_date_month', 'arrival_date_day_of_month',\n",
       "       'stays_in_weekend_nights', 'stays_in_week_nights', 'adults', 'children',\n",
       "       'babies', 'country', 'market_segment', 'distribution_channel',\n",
       "       'is_repeated_guest', 'previous_cancellations',\n",
       "       'previous_bookings_not_canceled', 'reserved_room_type',\n",
       "       'assigned_room_type', 'booking_changes', 'deposit_type',\n",
       "       'days_in_waiting_list', 'customer_type', 'adr',\n",
       "       'required_car_parking_spaces', 'total_of_special_requests',\n",
       "       'reservation_status', 'reservation_status_date'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3423cbc7-f1a2-48d3-a636-319d47b9e52a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hotel\n",
      "['Resort Hotel' 'City Hotel']\n",
      "************************************************************\n",
      "arrival_date_month\n",
      "['July' 'August' 'September' 'October' 'November' 'December' 'January'\n",
      " 'February' 'March' 'April' 'May' 'June']\n",
      "************************************************************\n",
      "country\n",
      "['PRT' 'GBR' 'USA' 'ESP' 'IRL' 'FRA' 'ROU' 'NOR' 'OMN' 'ARG' 'POL' 'DEU'\n",
      " 'BEL' 'CHE' 'CN' 'GRC' 'ITA' 'NLD' 'DNK' 'RUS' 'SWE' 'AUS' 'EST' 'CZE'\n",
      " 'BRA' 'FIN' 'MOZ' 'BWA' 'LUX' 'SVN' 'ALB' 'IND' 'CHN' 'MEX' 'MAR' 'UKR'\n",
      " 'SMR' 'LVA' 'PRI' 'SRB' 'CHL' 'AUT' 'BLR' 'LTU' 'TUR' 'ZAF' 'AGO' 'ISR'\n",
      " 'CYM' 'ZMB' 'CPV' 'ZWE' 'DZA' 'KOR' 'CRI' 'HUN' 'ARE' 'TUN' 'JAM' 'HRV'\n",
      " 'HKG' 'IRN' 'GEO' 'AND' 'GIB' 'URY' 'JEY' 'CAF' 'CYP' 'COL' 'GGY' 'KWT'\n",
      " 'NGA' 'MDV' 'VEN' 'SVK' 'FJI' 'KAZ' 'PAK' 'IDN' 'LBN' 'PHL' 'SEN' 'SYC'\n",
      " 'AZE' 'BHR' 'NZL' 'THA' 'DOM' 'MKD' 'MYS' 'ARM' 'JPN' 'LKA' 'CUB' 'CMR'\n",
      " 'BIH' 'MUS' 'COM' 'SUR' 'UGA' 'BGR' 'CIV' 'JOR' 'SYR' 'SGP' 'BDI' 'SAU'\n",
      " 'VNM' 'PLW' 'QAT' 'EGY' 'PER' 'MLT' 'MWI' 'ECU' 'MDG' 'ISL' 'UZB' 'NPL'\n",
      " 'BHS' 'MAC' 'TGO' 'TWN' 'DJI' 'STP' 'KNA' 'ETH' 'IRQ' 'HND' 'RWA' 'KHM'\n",
      " 'MCO' 'BGD' 'IMN' 'TJK' 'NIC' 'BEN' 'VGB' 'TZA' 'GAB' 'GHA' 'TMP' 'GLP'\n",
      " 'KEN' 'LIE' 'GNB' 'MNE' 'UMI' 'MYT' 'FRO' 'MMR' 'PAN' 'BFA' 'LBY' 'MLI'\n",
      " 'NAM' 'BOL' 'PRY' 'BRB' 'ABW' 'AIA' 'SLV' 'DMA' 'PYF' 'GUY' 'LCA' 'ATA'\n",
      " 'GTM' 'ASM' 'MRT' 'NCL' 'KIR' 'SDN' 'ATF' 'SLE' 'LAO']\n",
      "************************************************************\n",
      "market_segment\n",
      "['Direct' 'Corporate' 'Online TA' 'Offline TA/TO' 'Complementary' 'Groups'\n",
      " 'Aviation']\n",
      "************************************************************\n",
      "distribution_channel\n",
      "['Direct' 'Corporate' 'TA/TO' 'Undefined' 'GDS']\n",
      "************************************************************\n",
      "reserved_room_type\n",
      "['C' 'A' 'D' 'E' 'G' 'F' 'H' 'L' 'B' 'P']\n",
      "************************************************************\n",
      "assigned_room_type\n",
      "['C' 'A' 'D' 'E' 'G' 'F' 'I' 'B' 'H' 'L' 'K' 'P']\n",
      "************************************************************\n",
      "deposit_type\n",
      "['No Deposit' 'Refundable' 'Non Refund']\n",
      "************************************************************\n",
      "customer_type\n",
      "['Transient' 'Contract' 'Transient-Party' 'Group']\n",
      "************************************************************\n",
      "reservation_status\n",
      "['Check-Out' 'Canceled' 'No-Show']\n",
      "************************************************************\n"
     ]
    }
   ],
   "source": [
    "for x in data.describe(include='object'):\n",
    "    print(x)\n",
    "    print(data[x].unique())\n",
    "    print(\"*\"*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "1d51df62-941e-4835-96b7-1591fed7763a",
   "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>is_canceled</th>\n",
       "      <th>lead_time</th>\n",
       "      <th>arrival_date_year</th>\n",
       "      <th>arrival_date_day_of_month</th>\n",
       "      <th>stays_in_weekend_nights</th>\n",
       "      <th>stays_in_week_nights</th>\n",
       "      <th>adults</th>\n",
       "      <th>children</th>\n",
       "      <th>babies</th>\n",
       "      <th>is_repeated_guest</th>\n",
       "      <th>previous_cancellations</th>\n",
       "      <th>previous_bookings_not_canceled</th>\n",
       "      <th>booking_changes</th>\n",
       "      <th>days_in_waiting_list</th>\n",
       "      <th>adr</th>\n",
       "      <th>required_car_parking_spaces</th>\n",
       "      <th>total_of_special_requests</th>\n",
       "      <th>reservation_status_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.371352</td>\n",
       "      <td>104.311435</td>\n",
       "      <td>2016.157656</td>\n",
       "      <td>15.800880</td>\n",
       "      <td>0.928897</td>\n",
       "      <td>2.502145</td>\n",
       "      <td>1.858391</td>\n",
       "      <td>0.104207</td>\n",
       "      <td>0.007948</td>\n",
       "      <td>0.032011</td>\n",
       "      <td>0.087142</td>\n",
       "      <td>0.131634</td>\n",
       "      <td>0.221181</td>\n",
       "      <td>2.330754</td>\n",
       "      <td>102.003243</td>\n",
       "      <td>0.061885</td>\n",
       "      <td>0.571683</td>\n",
       "      <td>2016-07-30 07:37:53.336809984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-6.380000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2014-10-17 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2016-02-02 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2016-08-08 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>161.000000</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2017-02-09 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>737.000000</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>391.000000</td>\n",
       "      <td>5400.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2017-09-14 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.483168</td>\n",
       "      <td>106.903309</td>\n",
       "      <td>0.707459</td>\n",
       "      <td>8.780324</td>\n",
       "      <td>0.996216</td>\n",
       "      <td>1.900168</td>\n",
       "      <td>0.578576</td>\n",
       "      <td>0.399172</td>\n",
       "      <td>0.097380</td>\n",
       "      <td>0.176029</td>\n",
       "      <td>0.845869</td>\n",
       "      <td>1.484672</td>\n",
       "      <td>0.652785</td>\n",
       "      <td>17.630452</td>\n",
       "      <td>50.485862</td>\n",
       "      <td>0.244172</td>\n",
       "      <td>0.792678</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         is_canceled      lead_time  arrival_date_year  \\\n",
       "count  118898.000000  118898.000000      118898.000000   \n",
       "mean        0.371352     104.311435        2016.157656   \n",
       "min         0.000000       0.000000        2015.000000   \n",
       "25%         0.000000      18.000000        2016.000000   \n",
       "50%         0.000000      69.000000        2016.000000   \n",
       "75%         1.000000     161.000000        2017.000000   \n",
       "max         1.000000     737.000000        2017.000000   \n",
       "std         0.483168     106.903309           0.707459   \n",
       "\n",
       "       arrival_date_day_of_month  stays_in_weekend_nights  \\\n",
       "count              118898.000000            118898.000000   \n",
       "mean                   15.800880                 0.928897   \n",
       "min                     1.000000                 0.000000   \n",
       "25%                     8.000000                 0.000000   \n",
       "50%                    16.000000                 1.000000   \n",
       "75%                    23.000000                 2.000000   \n",
       "max                    31.000000                16.000000   \n",
       "std                     8.780324                 0.996216   \n",
       "\n",
       "       stays_in_week_nights         adults       children         babies  \\\n",
       "count         118898.000000  118898.000000  118898.000000  118898.000000   \n",
       "mean               2.502145       1.858391       0.104207       0.007948   \n",
       "min                0.000000       0.000000       0.000000       0.000000   \n",
       "25%                1.000000       2.000000       0.000000       0.000000   \n",
       "50%                2.000000       2.000000       0.000000       0.000000   \n",
       "75%                3.000000       2.000000       0.000000       0.000000   \n",
       "max               41.000000      55.000000      10.000000      10.000000   \n",
       "std                1.900168       0.578576       0.399172       0.097380   \n",
       "\n",
       "       is_repeated_guest  previous_cancellations  \\\n",
       "count      118898.000000           118898.000000   \n",
       "mean            0.032011                0.087142   \n",
       "min             0.000000                0.000000   \n",
       "25%             0.000000                0.000000   \n",
       "50%             0.000000                0.000000   \n",
       "75%             0.000000                0.000000   \n",
       "max             1.000000               26.000000   \n",
       "std             0.176029                0.845869   \n",
       "\n",
       "       previous_bookings_not_canceled  booking_changes  days_in_waiting_list  \\\n",
       "count                   118898.000000    118898.000000         118898.000000   \n",
       "mean                         0.131634         0.221181              2.330754   \n",
       "min                          0.000000         0.000000              0.000000   \n",
       "25%                          0.000000         0.000000              0.000000   \n",
       "50%                          0.000000         0.000000              0.000000   \n",
       "75%                          0.000000         0.000000              0.000000   \n",
       "max                         72.000000        21.000000            391.000000   \n",
       "std                          1.484672         0.652785             17.630452   \n",
       "\n",
       "                 adr  required_car_parking_spaces  total_of_special_requests  \\\n",
       "count  118898.000000                118898.000000              118898.000000   \n",
       "mean      102.003243                     0.061885                   0.571683   \n",
       "min        -6.380000                     0.000000                   0.000000   \n",
       "25%        70.000000                     0.000000                   0.000000   \n",
       "50%        95.000000                     0.000000                   0.000000   \n",
       "75%       126.000000                     0.000000                   1.000000   \n",
       "max      5400.000000                     8.000000                   5.000000   \n",
       "std        50.485862                     0.244172                   0.792678   \n",
       "\n",
       "             reservation_status_date  \n",
       "count                         118898  \n",
       "mean   2016-07-30 07:37:53.336809984  \n",
       "min              2014-10-17 00:00:00  \n",
       "25%              2016-02-02 00:00:00  \n",
       "50%              2016-08-08 00:00:00  \n",
       "75%              2017-02-09 00:00:00  \n",
       "max              2017-09-14 00:00:00  \n",
       "std                              NaN  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "88a0907a-11cc-41c7-9ae2-165903f5d439",
   "metadata": {},
   "outputs": [],
   "source": [
    "#### HERE WE CAN SEE ANY OUTLIER VALUES "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "3bca13e0-cb47-4d60-980a-7fa50a1758b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "### we can see [adr] have the highest standard deviation with the outlier value, WE CAN CHECK ADR IN BOX PLOT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "60ad4c87-f4ab-462c-8c68-052dd10447b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='adr'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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G7bNMPp8vZB+tY1r3cSWNjY0KBoMhCwAA6L4cD6KKigr169dPLpdLixYt0jvvvKPRo0fL7/crOjpa/fv3DxkfFxcnv98vSfL7/SEx1Lq9ddvVxgSDQZ07d+6Kc8rLy5PH47GXpKSkjjhUAAAQphwPohEjRqi8vFwHDhzQ4sWLNW/ePB09etTROeXm5ioQCNjLiRMnHJ0PAAC4vno4PYHo6GgNHz5ckjRhwgQdPHhQa9eu1f3336+mpibV19eHnCWqra1VfHy8JCk+Pl4ff/xxyP5a70K7dMzX70yrra2V2+1W7969rzgnl8sll8vVIccHAADCn+NniL6upaVFjY2NmjBhgnr27Kk9e/bY2yorK1VdXS2v1ytJ8nq9qqioUF1dnT1m9+7dcrvdGj16tD3m0n20jmndBwAAgKNniHJzczVt2jQlJyeroaFBmzZtUklJiXbt2iWPx6MFCxYoOztbsbGxcrvdeuKJJ+T1ejV58mRJ0tSpUzV69GjNnTtXq1evlt/v17Jly5SZmWmf4Vm0aJFee+01PfPMM5o/f7727t2rLVu2qLi42MlDBwAAYcTRIKqrq9NDDz2kkydPyuPxKDU1Vbt27dJPfvITSdLLL7+syMhIzZw5U42NjUpPT1d+fr79+1FRUdq+fbsWL14sr9ervn37at68eVqxYoU9JiUlRcXFxcrKytLatWuVmJioN954Q+np6Z1+vAAAIDyF3XOIwhHPIQIAoOvpks8hAgAAcApBBAAAjHfNQdTc3Kx9+/apvr7+OkwHAACg811zEEVFRWnq1Kn68ssvr8d8AAAAOl27PjIbM2aMjh8/3tFzAQAAcES7gmjlypV6+umntX37dp08eZIvQgUAAF1au267j4z8b0dFRETYP1uWpYiICDU3N3fM7MIEt90DAND1XMv7d7sezPjBBx+0a2IAAADhqF1B9KMf/aij5wEAAOCYNgfRoUOH2rzT1NTUdk0GAADACW0OonHjxikiIsK+Tuhquts1RAAAoHtr811mVVVVOn78uKqqqvT2228rJSVF+fn5+uSTT/TJJ58oPz9f3/3ud/X2229fz/kCAAB0uDafIRo6dKj983333adXX31VP/3pT+11qampSkpK0rPPPqt77rmnQycJAABwPbXrOUQVFRVKSUm5bH1KSoqOHj36rScFAADQmdoVRKNGjVJeXp6amprsdU1NTcrLy9OoUaM6bHIAAACdoV233RcUFOiuu+5SYmKifUdZ611o27dv77jZAQAAdIJ2Palaks6ePauNGzfq2LFjkr46a/Tggw+qb9++HTrBcMCTqgEA6Hqu+5OqJalv376aMmWKkpOT7Y/O9uzZI0n62c9+1t7dAgAAdLp2BdHx48d17733qqKi4orPJuI5RAAAoCtp10XVTz31lFJSUlRXV6c+ffro8OHDKi0t1cSJE1VSUtLBUwQAALi+2nWGyOfzae/evbrhhhsUGRmpqKgoTZkyRXl5eXryySf1ySefdPQ8AQAArpt2nSFqbm5WTEyMJOmGG25QTU2NpK8e3lhZWdlxswMAAOgE7TpDNGbMGH366adKSUnRpEmTtHr1akVHR2v9+vUaNmxYR88RAADgumpXEC1btkxnz56VJK1YsULTp0/XLbfcooEDB+qtt97q0AkCAABcb+1+DtHXnT59WgMGDAi526y74DlEAAB0PZ3yHKKvi42N7ahdAQAAdKp2XVQNAADQnRBEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeI4GUV5enn7wgx8oJiZGgwcP1j333KPKysqQMefPn1dmZqYGDhyofv36aebMmaqtrQ0ZU11drYyMDPXp00eDBw/W0qVLdfHixZAxJSUlGj9+vFwul4YPH67CwsLrfXgAAKCLcDSISktLlZmZqY8++ki7d+/WhQsXNHXqVJ09e9Yek5WVpW3btqmoqEilpaWqqanRjBkz7O3Nzc3KyMhQU1OT9u/frw0bNqiwsFDLly+3x1RVVSkjI0O33367ysvLtWTJEi1cuFC7du3q1OMFAADhKcKyLMvpSbQ6deqUBg8erNLSUt16660KBAIaNGiQNm3apFmzZkmSjh07plGjRsnn82ny5MnasWOHpk+frpqaGsXFxUmSCgoKlJOTo1OnTik6Olo5OTkqLi7W4cOH7deaPXu26uvrtXPnzm+cVzAYlMfjUSAQkNvtvj4HDwAAOtS1vH+H1TVEgUBAkhQbGytJKisr04ULF5SWlmaPGTlypJKTk+Xz+SRJPp9PY8eOtWNIktLT0xUMBnXkyBF7zKX7aB3Tuo+va2xsVDAYDFkAAED3FTZB1NLSoiVLluiHP/yhxowZI0ny+/2Kjo5W//79Q8bGxcXJ7/fbYy6NodbtrduuNiYYDOrcuXOXzSUvL08ej8dekpKSOuQYAQBAeAqbIMrMzNThw4e1efNmp6ei3NxcBQIBezlx4oTTUwIAANdRD6cnIEmPP/64tm/frn379ikxMdFeHx8fr6amJtXX14ecJaqtrVV8fLw95uOPPw7ZX+tdaJeO+fqdabW1tXK73erdu/dl83G5XHK5XB1ybAAAIPw5eobIsiw9/vjjeuedd7R3716lpKSEbJ8wYYJ69uypPXv22OsqKytVXV0tr9crSfJ6vaqoqFBdXZ09Zvfu3XK73Ro9erQ95tJ9tI5p3QcAADCbo3eZPfbYY9q0aZO2bt2qESNG2Os9Ho995mbx4sV6//33VVhYKLfbrSeeeEKStH//fklf3XY/btw4JSQkaPXq1fL7/Zo7d64WLlyoX//615K+uu1+zJgxyszM1Pz587V37149+eSTKi4uVnp6+jfOk7vMAADoeq7l/dvRIIqIiLji+j/84Q/6+c9/LumrBzP+4he/0JtvvqnGxkalp6crPz/f/jhMkj7//HMtXrxYJSUl6tu3r+bNm6dVq1apR4//fiJYUlKirKwsHT16VImJiXr22Wft1/gmBBEAAF1PlwmiroIgAgCg6+myzyECAABwAkEEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjORpE+/bt01133aWEhARFRETo3XffDdluWZaWL1+uIUOGqHfv3kpLS9Nnn30WMub06dOaM2eO3G63+vfvrwULFujMmTMhYw4dOqRbbrlFvXr1UlJSklavXn29Dw0AAHQhjgbR2bNnddNNN2ndunVX3L569Wq9+uqrKigo0IEDB9S3b1+lp6fr/Pnz9pg5c+boyJEj2r17t7Zv3659+/bp0UcftbcHg0FNnTpVQ4cOVVlZmdasWaPnn39e69evv+7HBwAAuggrTEiy3nnnHfvPLS0tVnx8vLVmzRp7XX19veVyuaw333zTsizLOnr0qCXJOnjwoD1mx44dVkREhPWvf/3LsizLys/PtwYMGGA1NjbaY3JycqwRI0a0eW6BQMCSZAUCgfYeHgAA6GTX8v4dttcQVVVVye/3Ky0tzV7n8Xg0adIk+Xw+SZLP51P//v01ceJEe0xaWpoiIyN14MABe8ytt96q6Ohoe0x6eroqKyv15ZdfXvG1GxsbFQwGQxYAANB9hW0Q+f1+SVJcXFzI+ri4OHub3+/X4MGDQ7b36NFDsbGxIWOutI9LX+Pr8vLy5PF47CUpKenbHxAAAAhbYRtETsrNzVUgELCXEydOOD0lAABwHYVtEMXHx0uSamtrQ9bX1tba2+Lj41VXVxey/eLFizp9+nTImCvt49LX+DqXyyW32x2yAACA7itsgyglJUXx8fHas2ePvS4YDOrAgQPyer2SJK/Xq/r6epWVldlj9u7dq5aWFk2aNMkes2/fPl24cMEes3v3bo0YMUIDBgzopKMBAADhzNEgOnPmjMrLy1VeXi7pqwupy8vLVV1drYiICC1ZskQrV67Ue++9p4qKCj300ENKSEjQPffcI0kaNWqU7rzzTj3yyCP6+OOP9ac//UmPP/64Zs+erYSEBEnSgw8+qOjoaC1YsEBHjhzRW2+9pbVr1yo7O9uhowYAAGGnE+56+z998MEHlqTLlnnz5lmW9dWt988++6wVFxdnuVwu64477rAqKytD9vHFF19YDzzwgNWvXz/L7XZbDz/8sNXQ0BAy5tNPP7WmTJliuVwu6zvf+Y61atWqa5ont90DAND1XMv7d4RlWZaDPdYlBINBeTweBQIBricCAKCLuJb377C9hggAAKCzEEQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHg9nJ4AADilqalJW7duVU1NjRISEnT33XcrOjra6WkBcABBBMBIBQUFKioqUnNzc8i6++67T4sWLXJwZgCcQBABME5BQYE2b96sAQMGaMGCBfJ6vfL5fPrd736nzZs3SxJRBBgmwrIsy+lJhLtgMCiPx6NAICC32+30dAB8C01NTZo2bZrcbreKiorUo8d//1548eJF3XfffQoGg9qxYwcfnwFd3LW8f3NRNQCjbN26Vc3NzVqwYIFaWlpUVFSktWvXqqioSC0tLZo/f76am5u1detWp6cKoBPxkRkAo9TU1EiSPvvsM7300ktqaWmxt73++uuaPn16yDgAZiCIABglISFBkq54BqilpUXvvfdeyDgAZuAjMwBGmTZtmv1zTEyMbrvtNt1555267bbbFBMTc8VxALo/zhABMMr27dvtnxsaGlRSUvJ/jps9e3YnzQqA0zhDBMAoH374YYeOA9A9EEQAjNLWJ43wRBLALAQRAKNERER06DgA3QNBBMAohw8f7tBxALoHgggAABiPIAIAAMYjiAAAgPEIIgAAYDyCCAAAGI8gAgAAxiOIAACA8QgiAABgPIIIAAAYjyACAADG6+H0BAATnT9/XtXV1U5PA9/gr3/9q9NTMFZycrJ69erl9DRgEIIIcEB1dbUeffRRp6eBb8B/I+esX79eN954o9PTgEEIIsABycnJWr9+vdPTMNK1RA7/jZyTnJzs9BRgGIIIcECvXr34228XwH8jwBxcVA3AKCUlJR06DkD3EGFZluX0JMJdMBiUx+NRIBCQ2+12ejrfSm1trQKBgNPTABx3tY/O+KgM+IrH41FcXJzT02i3a3n/5iMzg9TW1ur/zX1IF5oanZ4KENa4mBr4Ss9ol/74v//TpaOorQgigwQCAV1oatT574yXFd3P6ekAAMJYRNMZ6V9/USAQIIjQPfX611+cngIAAGGFIDIQZ4gAAN8koumMUX+BNiqI1q1bpzVr1sjv9+umm27Sb37zG918881OT6vTeDwe9Yx2SQb9Dw4AaL+e0S55PB6np9EpjAmit956S9nZ2SooKNCkSZP0yiuvKD09XZWVlRo8eLDT0+sUcXFx+uP//g93mQGX+Pzzz/Xiiy/qV7/6lYYOHer0dICw0tXvMrsWxgTRSy+9pEceeUQPP/ywJKmgoEDFxcX6/e9/r1/+8pcOz67zxMXFGfM/N3Athg4dyoMYAYMZEURNTU0qKytTbm6uvS4yMlJpaWny+XyXjW9sbFRj439vTQ8Gg50yT5iDL3cNH59//nnIPxEe+HJXdDYjgujf//63mpubLzszEhcXp2PHjl02Pi8vTy+88EJnTQ8G4stdw8+LL77o9BRwCb7cFZ3NiCC6Vrm5ucrOzrb/HAwGlZSU5OCM0N3w5a7A1fHlruhsRgTRDTfcoKioKNXW1oasr62tVXx8/GXjXS6XXC5XZ00PBuLLXQEgvBjx5a7R0dGaMGGC9uzZY69raWnRnj175PV6HZwZAAAIB0acIZKk7OxszZs3TxMnTtTNN9+sV155RWfPnrXvOgMAAOYyJojuv/9+nTp1SsuXL5ff79e4ceO0c+dObkEHAACKsCzLcnoS4S4YDMrj8SgQCMjtdjs9HQAA0AbX8v5txDVEAAAAV0MQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxnzFd3fButD/MOBoMOzwQAALRV6/t2W76UgyBqg4aGBklSUlKSwzMBAADXqqGhQR6P56pj+C6zNmhpaVFNTY1iYmIUERHh9HQAdKBgMKikpCSdOHGC7yoEuhnLstTQ0KCEhARFRl79KiGCCIDR+PJmABIXVQMAABBEAAAABBEAo7lcLj333HNyuVxOTwWAg7iGCAAAGI8zRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADj/X9BEfVt1smKPAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=data,y=\"adr\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "00f04936-03a1-4f12-b118-40ee9cd2d346",
   "metadata": {},
   "outputs": [],
   "source": [
    "### so we can remove the outlier values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d9bbcea2-8644-4027-82b3-d6bd35221a1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data[data['adr'] < 5000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a1b81bad-d682-4341-8c49-47d8f652543a",
   "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>is_canceled</th>\n",
       "      <th>lead_time</th>\n",
       "      <th>arrival_date_year</th>\n",
       "      <th>arrival_date_day_of_month</th>\n",
       "      <th>stays_in_weekend_nights</th>\n",
       "      <th>stays_in_week_nights</th>\n",
       "      <th>adults</th>\n",
       "      <th>children</th>\n",
       "      <th>babies</th>\n",
       "      <th>is_repeated_guest</th>\n",
       "      <th>previous_cancellations</th>\n",
       "      <th>previous_bookings_not_canceled</th>\n",
       "      <th>booking_changes</th>\n",
       "      <th>days_in_waiting_list</th>\n",
       "      <th>adr</th>\n",
       "      <th>required_car_parking_spaces</th>\n",
       "      <th>total_of_special_requests</th>\n",
       "      <th>reservation_status_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897.000000</td>\n",
       "      <td>118897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.371347</td>\n",
       "      <td>104.312018</td>\n",
       "      <td>2016.157657</td>\n",
       "      <td>15.800802</td>\n",
       "      <td>0.928905</td>\n",
       "      <td>2.502157</td>\n",
       "      <td>1.858390</td>\n",
       "      <td>0.104208</td>\n",
       "      <td>0.007948</td>\n",
       "      <td>0.032011</td>\n",
       "      <td>0.087143</td>\n",
       "      <td>0.131635</td>\n",
       "      <td>0.221175</td>\n",
       "      <td>2.330774</td>\n",
       "      <td>101.958683</td>\n",
       "      <td>0.061885</td>\n",
       "      <td>0.571688</td>\n",
       "      <td>2016-07-30 07:39:51.289939968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-6.380000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2014-10-17 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2016-02-02 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2016-08-08 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>161.000000</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2017-02-09 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>737.000000</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>391.000000</td>\n",
       "      <td>510.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2017-09-14 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.483167</td>\n",
       "      <td>106.903570</td>\n",
       "      <td>0.707462</td>\n",
       "      <td>8.780321</td>\n",
       "      <td>0.996217</td>\n",
       "      <td>1.900171</td>\n",
       "      <td>0.578578</td>\n",
       "      <td>0.399174</td>\n",
       "      <td>0.097381</td>\n",
       "      <td>0.176030</td>\n",
       "      <td>0.845872</td>\n",
       "      <td>1.484678</td>\n",
       "      <td>0.652784</td>\n",
       "      <td>17.630525</td>\n",
       "      <td>48.091199</td>\n",
       "      <td>0.244173</td>\n",
       "      <td>0.792680</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         is_canceled      lead_time  arrival_date_year  \\\n",
       "count  118897.000000  118897.000000      118897.000000   \n",
       "mean        0.371347     104.312018        2016.157657   \n",
       "min         0.000000       0.000000        2015.000000   \n",
       "25%         0.000000      18.000000        2016.000000   \n",
       "50%         0.000000      69.000000        2016.000000   \n",
       "75%         1.000000     161.000000        2017.000000   \n",
       "max         1.000000     737.000000        2017.000000   \n",
       "std         0.483167     106.903570           0.707462   \n",
       "\n",
       "       arrival_date_day_of_month  stays_in_weekend_nights  \\\n",
       "count              118897.000000            118897.000000   \n",
       "mean                   15.800802                 0.928905   \n",
       "min                     1.000000                 0.000000   \n",
       "25%                     8.000000                 0.000000   \n",
       "50%                    16.000000                 1.000000   \n",
       "75%                    23.000000                 2.000000   \n",
       "max                    31.000000                16.000000   \n",
       "std                     8.780321                 0.996217   \n",
       "\n",
       "       stays_in_week_nights         adults       children         babies  \\\n",
       "count         118897.000000  118897.000000  118897.000000  118897.000000   \n",
       "mean               2.502157       1.858390       0.104208       0.007948   \n",
       "min                0.000000       0.000000       0.000000       0.000000   \n",
       "25%                1.000000       2.000000       0.000000       0.000000   \n",
       "50%                2.000000       2.000000       0.000000       0.000000   \n",
       "75%                3.000000       2.000000       0.000000       0.000000   \n",
       "max               41.000000      55.000000      10.000000      10.000000   \n",
       "std                1.900171       0.578578       0.399174       0.097381   \n",
       "\n",
       "       is_repeated_guest  previous_cancellations  \\\n",
       "count      118897.000000           118897.000000   \n",
       "mean            0.032011                0.087143   \n",
       "min             0.000000                0.000000   \n",
       "25%             0.000000                0.000000   \n",
       "50%             0.000000                0.000000   \n",
       "75%             0.000000                0.000000   \n",
       "max             1.000000               26.000000   \n",
       "std             0.176030                0.845872   \n",
       "\n",
       "       previous_bookings_not_canceled  booking_changes  days_in_waiting_list  \\\n",
       "count                   118897.000000    118897.000000         118897.000000   \n",
       "mean                         0.131635         0.221175              2.330774   \n",
       "min                          0.000000         0.000000              0.000000   \n",
       "25%                          0.000000         0.000000              0.000000   \n",
       "50%                          0.000000         0.000000              0.000000   \n",
       "75%                          0.000000         0.000000              0.000000   \n",
       "max                         72.000000        21.000000            391.000000   \n",
       "std                          1.484678         0.652784             17.630525   \n",
       "\n",
       "                 adr  required_car_parking_spaces  total_of_special_requests  \\\n",
       "count  118897.000000                118897.000000              118897.000000   \n",
       "mean      101.958683                     0.061885                   0.571688   \n",
       "min        -6.380000                     0.000000                   0.000000   \n",
       "25%        70.000000                     0.000000                   0.000000   \n",
       "50%        95.000000                     0.000000                   0.000000   \n",
       "75%       126.000000                     0.000000                   1.000000   \n",
       "max       510.000000                     8.000000                   5.000000   \n",
       "std        48.091199                     0.244173                   0.792680   \n",
       "\n",
       "             reservation_status_date  \n",
       "count                         118897  \n",
       "mean   2016-07-30 07:39:51.289939968  \n",
       "min              2014-10-17 00:00:00  \n",
       "25%              2016-02-02 00:00:00  \n",
       "50%              2016-08-08 00:00:00  \n",
       "75%              2017-02-09 00:00:00  \n",
       "max              2017-09-14 00:00:00  \n",
       "std                              NaN  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b682d71c-7d22-4104-ae75-3ac1365c9f68",
   "metadata": {},
   "source": [
    "### Data Visualizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "98c25f4b-2859-4cc5-954b-ed974ed70e48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "is_canceled\n",
       "0    0.628653\n",
       "1    0.371347\n",
       "Name: proportion, dtype: float64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cancel_data=data[\"is_canceled\"].value_counts(True)\n",
    "cancel_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "4dec73fa-9147-473e-b01d-a53a5f5b97ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Asghar Qambar Rizvi\\AppData\\Local\\Temp\\ipykernel_14628\\3699789422.py:3: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
      "  ax.set_xticklabels([\"Not Canceled\",\"Canceld\"])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))\n",
    "ax=sns.countplot(data=data,x=\"is_canceled\",color='blue',edgecolor='k',width=0.5)\n",
    "ax.set_xticklabels([\"Not Canceled\",\"Canceld\"])\n",
    "plt.xlabel(\"Reservations\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.title(\"Total Reservations\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "f6dac529-f457-45a7-9a62-5373dc91298c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))\n",
    "sns.countplot(data=data,x='hotel',hue='is_canceled',palette='Blues',width=0.5,edgecolor='black')\n",
    "plt.xlabel(\"Reservations\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.legend([\"Not Canceled\",\"Canceled\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "478d4db4-84b4-443d-a433-2c015cb67a1c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              is_canceled\n",
      "hotel                    \n",
      "City Hotel          33075\n",
      "Resort Hotel        11077\n"
     ]
    },
    {
     "data": {
      "image/png": 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iIyPx8PDA39+fFStW0LRpU2rWrPnOjNWrV2fKlCn88ssvlCpVik6dOpEjRw5u3LiRcgT37t27P3n7cv78+VmzZg3ff/89RYsWTXWk/IkTJ9i4cWPKcSzffPMN5ubmNGrUiB49evDy5UsWLVqEs7MzoaGhn7T+AQMGsGnTJlq2bEnnzp0pV64cz549Y/v27cyfPx93d3c6dOjAhg0b6NmzJ4cOHaJKlSpoNBpu3LjBhg0b2Lt371s3+TVs2JBRo0bxww8/ULlyZS5fvoy3t/drcxP58+fHwcGB+fPnY2dnh42NDZUqVXrj3FmjRo2oWbMmf/zxByEhIbi7u7Nv3z62bdtGv3793rmb9ptER0fj4uKCp6cn7u7u2Nra4ufnx5kzZ5g6depHPZcaBg0axNq1a2nQoAF9+/Ylc+bMrFixguDgYDZv3pyyU8S73uPFixfToEEDihcvzg8//ECuXLl4+PAhhw4dwt7enh07dqj8KvWIejuYZXzv2oVWo9Eo+fPnV/Lnz68kJycrWq1WGTdunJInTx7FwsJCKVOmjLJz587XdhtVFEU5ceKEUq5cOcXc3DzVLsT/3W1YURQlKSlJGTlypJI3b17FzMxMcXV1VQYPHqzEx8d/8Os4cuSI0qRJEyVLliyKmZmZkjt3bqVbt25KSEjIR73mt7l165bSrVs3xc3NTTE3N1fs7OyUKlWqKLNmzUqVc/v27UqpUqUUS0tLxc3NTZk4caKydOnS13blzJMnj/Ldd9+9th4PDw/Fw8Mj1W0RERHK//73PyVXrlyKubm54uLionh5eSnh4eEpyyQmJioTJ05UihcvrlhYWCiOjo5KuXLllJEjRypRUVGp1vvf3Yb79++v5MiRQ7GyslKqVKminDx58o05tm3bphQrVkwxNTVNtXvrm77/0dHRys8//6zkzJlTMTMzUwoWLKhMnjw51W6vivL3bsNv2h343zkTEhKUAQMGKO7u7oqdnZ1iY2OjuLu7K3Pnzn3tcf/1tt2GbWxsXlv2TT+bb+Lh4aEUL178jfcFBwe/ttuwoihKYGCg4unpqTg4OCiWlpZKxYoVlZ07d772+Le9x4qiKBcuXFCaN2+uODk5KRYWFkqePHmUVq1aKQcOHHjt9cpuw5/OSFE+chZTCCGEeAOZQxFCCKETUihCCCF0QgpFCCGETkihCCGE0AkpFCGEEDohhSKEEEInpFCEEELohBSKEEIInZBCEUIIoRNSKEIIIXRCCkUIIYROSKEIIYTQCSkUIYQQOiHXQxHvpdFoSEpKUjuGSAfMzMwy1CWAxZclhSLeSlEUHj9+/EFXGhSGw8HBgezZs3/0JZOF/pNCEW/1qkycnZ2xtraWPyAGTlEUYmNjefr0KfD3deqF+DcpFPFGGo0mpUycnJzUjiPSCSsrKwCePn2Ks7OzbP4SqcikvHijV3Mm1tbWKicR6c2rnwmZVxP/JYUi3kk2c4n/kp8J8TZSKEIIIXRC5lDER7l37x7h4eFfbH1ZsmQhd+7cOn9eIyMjtmzZQtOmTXX+3GoKCQkhb968XLhwgdKlS6sdRxgYKRTxwe7du0fRokWJjY39Yuu0trbm+vXrH1Uqjx8/ZuzYsezatYuHDx/i7OxM6dKl6devH7Vr1wYgNDQUR0dHQLd/hN3c3OjXrx/9+vVLdfuIESPYunUrAQEBH/Q8UgwiI5JCER8sPDyc2NhYfpo8G5d8BdJ8fQ+C7jBjwP8IDw//4EIJCQmhSpUqODg4MHnyZEqWLElSUhJ79+6ld+/e3LhxA4Ds2bOnZXQhDJIUivhoLvkKkK94KbVjvFGvXr0wMjLC398fGxublNuLFy9O586dU/79701eefPmBaBMmTIAeHh4MGrUKGrXrs39+/dTlU+/fv04d+4cR48e/aycWq2WMWPGsHDhQsLCwihatCgTJkygfv36AG/MdPjwYQAWL17M1KlTCQ4Oxs3Njb59+9KrV6/PyiOELsikvNAbz549w9fXl969e6cqk1ccHBze+Dh/f38A/Pz8CA0NxcfHh+rVq5MvXz5WrVqVslxSUhLe3t6piulTzZgxg6lTpzJlyhQuXbpEvXr1aNy4Mbdv335rJgBvb2+GDRvG2LFjuX79OuPGjWPo0KGsWLHiszMJ8bmkUITeuHPnDoqiUKRIkY96XNasWQFwcnIie/bsZM6cGYAuXbqwbNmylOV27NhBfHw8rVq1eufzDRw4EFtb21Rf48aNS7XMlClTGDhwIK1bt6Zw4cJMnDiR0qVLM3369HdmGj58OFOnTqV58+bkzZuX5s2b8/PPP7NgwYKPes1CpAUpFKE3FEXR6fN16tSJO3fucOrUKQCWL19Oq1at3jj6+bcBAwYQEBCQ6qtnz54p97948YJHjx5RpUqVVI+rUqUK169ff+vzxsTEEBgYSJcuXVKV1ZgxYwgMDPyMVyqEbsgcitAbBQsWxMjIKGXi/XM5OzvTqFEjli1bRt68edmzZ0/KPMa7ZMmShQIFUu+08GqE8TlevnwJwKJFi6hUqVKq++QUKCI9kBGK0BuZM2emXr16zJkzh5iYmNfuf9tZk83NzYG/z1/2X127dmX9+vUsXLiQ/Pnzvzaq+BT29vbkzJmT48ePp7r9+PHjFCtW7K2ZsmXLRs6cOQkKCqJAgQKpvl5N4guhJhmhCL0yZ84cqlSpQsWKFRk1ahSlSpUiOTmZ/fv3M2/evDduUnJ2dsbKygpfX19cXFywtLQkU6ZMANSrVw97e3vGjBnDqFGjdJZzwIABDB8+nPz581O6dGmWLVtGQEAA3t7e78w0cuRI+vbtS6ZMmahfvz4JCQmcPXuW58+f88svv+gsnxCfQgpFfLQHQXfS7Xry5cvH+fPnGTt2LP379yc0NJSsWbNSrlw55s2b98bHmJqaMnPmTEaNGsWwYcOoVq1ayqYtY2NjOnXqxLhx4+jYsePnvJxU+vbtS1RUFP379+fp06cUK1aM7du3U7BgwXdm6tq1K9bW1kyePJkBAwZgY2NDyZIlXzuQUgg1GCm6nskUeiE+Pp7g4GDy5s2LpaUlkHGOlNe1Ll26EBYWxvbt21XLkJ686WdDCJARivgIuXPn5vr163pxLq8PERUVxeXLl1mzZo2UiRAfQApFfJTcuXOrOlr4kpo0aYK/vz89e/akbt26ascRIt2TQhHiLT5kF2EhxP+T3YaFEELohBSKEEIInZBCEUIIoRNSKEIIIXRCCkUIIYROSKEIIYTQCdltWHyUe/fuGcyBjYZKrmcvPpUUivhg9+7do2iRIsTGxX2xdVpbWXH9xo0PLpVOnTqlXL3Q1NQUFxcXWrZsyahRo1Q/TYibmxv9+vV773m33rbciBEj2Lp1KwEBAR+0PikG8aVJoYgPFh4eTmxcHAubN6dQlixpvr5b4eF09/EhPDz8o0Yp9evXZ9myZSQlJXHu3Dm8vLwwMjJi4sSJaZj27RITE1NORy+EPpM5FPHRCmXJQumcOdP861NLy8LCguzZs+Pq6krTpk2pU6cO+/fvT7lfq9Uyfvx48ubNi5WVFe7u7mzcuJHk5GQSEhJ49OgRrVu3JmvWrFhZWVGgQAEWL15McnIyycnJBAQEUKtWLaysrHBycqJ79+4pF7+Cv0dJTZs2ZezYseTMmZPChQtTo0YN7t69y88//4yRkRFGRkaf/X3QarWMGjUKFxcXLCwsKF26NL6+vin3v7pGSpkyZTAyMqJGjRop9y1evJiiRYtiaWlJkSJFmDt37mfnEUJGKEJvaTQaAgICOH78OC4uLjx+/JikpCSmT5/O1q1b+X3wYFxcXTnj70/79u2ZOXMm5cqVY9KkSVy8eJGpU6fi4ODA/fv3efHiBQEBAcTFxdG8eXNKlizJsmXLeP78OWPGjCE0NJSRI0ZgbGxMZGQkfn5+mJiYsGbNGszMzHBxcaFKlSp0796d7t276+T1zZgxg6lTp7JgwQLKlCnD0qVLady4MVevXqVgwYL4+/tTsWJF/Pz8KF68eMooydvbm2HDhjF79mzKlCnDhQsX6NatGzY2Nnh5eekkmzBMUigiw0tOTiY2Npa4uDhevnzJzp07sba2RqPRkJiYiLGxMb/88guPHj5E0WiYN3cuyxctokLZspgYG1MqXz5uXrnCvl27+P6bb4h+9owKpUrRuFo1FEVBKVEC+Pua9Sv37iU5KYml06djbW2NAtibmtKxZ0/GDh6Mk5MTpoCVpSVDBw9GMTZGo9USFhaGVqslMjKSx48fY25uzsuXLzE3N8fc3BwzMzMsLCywtrYGYODAgQwZMiTV60xMTEy5oiPAlClTGDhwIK1btwZg4sSJHDp0iOnTpzNnzhyyZs0KgJOTE9mzZ0953PDhw5k6dSrNmzcH/h7JXLt2jQULFkihiM8ihSIyDEVRSEhISCmP2NhY4mJjSUxKAsDIyIjkpCS+qliRiSNHkhgfz6IVKzA3NaVf27YYGxtz9eZN4uLj6dyjR6rnTkxKonSJEthaWNC7UydadevG5WvXqOvhQeN69ahcoQIAd+/exb1YMVz+tTmufrVqaLVaIh4/ppibG9bm5rgXK0aJnDkB0CoKSRoNpsbGOFpZkdXKikSNhqS4OF7ExJCk0aDRalNeQ1JSEt27d6dDhw7Y2Nhgbm6OkZERM2fO5MiRIwC8ePGCR48evXZJ4ipVqnDx4sW3vocxMTEEBgbSpUsXunXrlnJ7cnJyylUqhfhUUigi3QsNDeX69evExcWh/ecPr5mJCVampjhaWGBla4uVmRkWJibYW1ig2NtTqXhxAKqUKUPZunVZvn49ndu04eU/15rfvnIlOf/1qR3A4p9NQvVr1SLQ3589Bw7gd/Qo9Vq35kcvLyYNG/bBmW3+GWkAGBsZYWFqirGREdbm5mSzs3ttea1WS0JyMjFJSRgB1paWGBsbExcXR2JiIjY2NpiamqLRaEj6p0A/xau5nkWLFlGpUqVU95mYmHzy8woBUigiA4iJjsZcqyXTP8VhZWqK6Qf+8TM2NmZQnz4MGDmSNk2bUqxQISwsLLj38CHVv/76rY/L6uREx1at6NiqFQsrVmTQmDFMGjaMIgULsnLjRmJiY1NK48SZMxgbG1Mof/53ZjE3M0Or0bw1p5W5OVbm5pgaG+Nsa0vJ7NmJTUoiNjGRmMREYmNiSEhI4OLFi5ibm5MtWzb27t1LuXLlsLa2xtjYmOPHj1OxYsW/1/dPQWr+tc5s2bKRM2dOgoKCaNeu3Qe9h0J8KCkU8dFufaEDG1+tx83RkTyOjp/8PJ4NGzJo9GjmrVjBLz178kuPHvw6YgRarZYqFSsSFR3NiTNnsLe1pWOrVoyYPJmypUpRrFAhEhIT2e3nR5F/rvXetnlzRk2dSueffmJo//6ER0TQb+hQ2rVoQbZ/5izeJo+rK0dPn6ZVkyZYWFiQJXPmdy5vYmyMnYUFdhYWADjb2mJpZoaboyMxiYn80LEjM2fOxNbWliKFC+O7dy8BAQEsW7bs7+WdnbGyssLX1xcXFxcsLS3JlCkTI0eOpG/fvmTKlIn69euTkJDA2bNnef78Ob/88ssnv89CSKGID5YlSxasrazo7uPzxdZpbWn53j+872NqakqvH35gyty59OjYkZG//UYWJycmzZ5N0L17ONjbU6ZkSQb16QP8PZIYMn48IffvY2VpSdVKlfD+Z7daaysrdnl788uwYXz93XdYW1rS7LvvmDJ8+HtzDP/1V3oNHEjhKlVISEgg6eHDj34tRoCDlRUOVlaM7NsXM42GObNmERYRQb58+ZgyZQpxcXFcv3aNTA4OTJkyhQkTJjBs2DCqVavG4cOH6dq1K9bW1kyePJkBAwZgY2NDyZIl33vApRDvY6QoiqJ2CJH+xMfHExwcTN68eVMdYf6xp15RFIXY2FhevnzJy5cvSUhIAMDKzAwbMzNsLCywMH3755osmTOTO1euT38hBkaj1fIiPp6o+HheJCSgVRTMzc1xdHQkc+bMWFtbf/YxMG/72RBCRijio3zoNeVjY2MJDw8nIiICKysr7GxssMudm0yWlthZWGBiLMfUpgUTY2Mcra1xtLZGURReJiYSFRdHRFgYT548wdzcnMyZM+Po6KiTchHi36RQhM5oNBqeP39OWFgYMTExmJqYkMXKikyWllibmYH88fqijIyMUuZgXP4pl+dxcYQ/fcrjx4+xsLAgc+bMZMmSBYt/5mmE+BxSKOKzpYxGwsPRaLXYWViQ19ERe0tL+QScXhgZYWthge2rcklIIDI+nqdPnhAaGopDpkw4Z8uGnZ2dfM/EJ5NCEZ/kv6MRMxMTslhb42Rtjfk75kSE+oyMjLCztMTO0pJcisLz2FjCYmO5desWVlZWODs74+TkhLFslhQfSX7zxTv9d5+N2NhYwsLCeBYRIaMRPWBsZISTjQ1ONja8TEggLCaGu3fv8vDBA7JkzYqzs/NrZ0qW/XjE20ihiDcyMzMD/i4QCwsLnj17JqMRPfdqk1hicjJhMTGE/TPX4ujoSLZs2bCxscHIyIjY2Fjg/39GhHhFdhsWb3X//n0eP36ccsoPG3NzHCwtsbWwkNGIAdBqtUTFx/M8Lo5EjQZLS0vs7OyIiYnB0dGRHDlyqB1RpDNSKOI1cXFxLFy4kEkTJtDgu+9o6+lJZltbzORcTwYrPjmZF/HxvIiN5eCBA2R2cuKnn37CwcFB7WgiHZFCESni4uJYsGABE8ePJyw8nFalSvFrtWrkdXYmWQ5gE0DwgwcsOnGCNRcvYmljw/ARI+jZs6dckVIAUigCSEpKYvHixYwaMYKw8HBau7vTv2pV8jk5qR1NpFOPo6MZf+gQqwICyOfmxsTJk2nWrJlsCjVwUigGTFEUNm/ezO+DBnEnKIiWJUsyuEYN8n7mubOE4bj25AnDDxxg/61bVPn6a6ZOm/baafGF4ZBCMVCHDx9m4IAB+J89S91ChRhWqxYl/3N9ECE+1KHAQIb6+XElNJTvW7Vi/IQJKde0F4ZDCsXAXLlyhd8GDGCPry9lXVwYUbs21eUXX+iARqtl7cWLjD18mIjYWPr07csff/yB42dcekBkLFIoBiI+Pp4xY8YwceJE8jg6MqxGDRoXKybbvIXOxSQmMufkSWacOIG5lRXDhg+nV69eMnFvAKRQDMDJkyfp3KkTgYGB/FqtGj9XrSoHJIo09yQ6mvGHD7PywgXy5snDxMmTad68uXyI0WNSKHosJiaGP/74g5kzZ1LWxYVZDRtSLFs2tWMJA3P96VOG+/mx79Ytvqlbl6XLlpFLrnGjl6RQ9NSBAwfo1qULj0ND+b1GDXp99ZVcg0Soav/t2/TZsYMEY2PmzptH69at1Y4kdEz+wuiZyMhIunbtSp06dchlbMzxHj3oU7mylIlQXd2CBTnZsyc1XVxo06YNbVq35tmzZ2rHEjokIxQ9sn37dn7s0YPoyEhG1amDV9mycgpykS5tunyZX/fswdrenmUrVvDNN9+oHUnogPy10QNhYWG0ad2aJk2aUMLenpM//sgP5ctLmYh0y7NkSY736EFhW1vq1atH7969U85iLDIuGaFkYIqisG7dOvr+739oExKYUK8eLUuWlL1oRIah1WpZdOYMw/38yJ0nD6u8valYsaLascQnko+wGVRMTAxt27Shbdu2VM+Zk9M//kirUqWkTESGYmxsTI9KlTjSvTs28fFUrlyZ4cOHk5SUpHY08QlkhJIBBQcH07RxYwJv32Z2o0Y0K1FC7UhCfLYkjYYpR44w5ehRypQuzSpvb4oUKaJ2LPERZISSwfj5+VG+XDmiHz9mf+fOUiZCb5iZmDC4Zk32de5M5P37lCldmtmzZ8slhzMQKZQMQlEUpkyZQr169SiTJQuHunSRgxSFXirn4sKRbt3oUKoUffr0oZOXF/Hx8WrHEh9ANnllALGxsXTt0oW169bxc9WqDKlVS44rEQZhw6VL9Nmxg9KlS7Nl2za57HA6J4WSzoWEhNCsSRNu3bjB3CZNaFq8uNqRhPiizj98SLsNGzCysmLbjh2UL19e7UjiLeRjbjp24MABypctS+TDh+zr3FnKRBiksrlycahrV3KamVGtalXWrl2rdiTxFlIo6ZCiKPz555988803uDs5cahLF0rIxa+EActuZ8fOjh1pUqQIbdu2xcvLC61Wq3Ys8R9SKOlMbGwsHdq3p3///vT5+ms2tm2Lo7W12rGEUJ2lmRl9vv4aU2NjVq1cSZu2bWWyPp2RQklHHjx4QNXKldmyaRNLPT0ZWbeuTL4L8Y/H0dF4entjZmFB91GT2bp1G3Xq1iUiIkLtaOIfMimfTty9e5daNWqQFBXFmu+/l+u7C/EvsYmJNFi2jGthYYxZu50CJUtz88JZJvb+AWcnJ/bs2U3+/PnVjmnw5ONvOhAUFIRHtWpoXrxgl5eXlIkQ/6LVaumxZQuXHz+m1/hpFChZGoDCZcozdu12YpKS+errrwkICFA1p5BCUd2dO3fwqFYN0/h4dnt5kdvBQe1IQqQrYw4eZMf16zTp2ovqjVqkui9HnryMXbsNh2w5qFW7NufPn1cppQApFFXduHGD6lWrYp2czM4OHciVKZPakYRIV7wvXODPY8co61Gb9v3/eOMy9o5ODFu6nqwueahVuzZnzpz5winFKzKHopKrV69Su2ZNMhsbs61DB5xtbdWOJES6ciwkhCYrV5I9T16m7/rrvdf3iYl+wbju7XkYeIt9e/fy1VdffaGk4hUpFBVcvHiROrVqkcPCgi3t25PFxkbtSEKkK4EREdRcuBDF0or5h85i+YG7zse9fMm4Hu25d+s6e319qVy5chonFf8mm7y+sPPnz1OrZk1crKzY3qGDlIkQ//E8NpYWq1eToMDETXs+uEwArGxt+X2hN3mKFOebevU4evRoGiYV/yWF8gX5+/tTu1Yt8trasrV9ezlgUYj/SExOpt369TyIimLQ/JVkc83z0c9hZWPD7wtWk6+4O/Xr1+fw4cO6DyreSArlCzlx4gR1atemsIMDPu3a4WBlpXYkIdIVRVH4eedOTt69i9fvoylVudonP5eltTWD56+gYOnyfPvttxw4cECHScXbSKF8AUeOHKHeN99QMksWNrVtSyZLS7UjCZHuzDh+HO+AAGq3bMe37X/47OezsLJm4NxlFClXiYYNG8rmry9AJuXT2OnTp6lVsyblc+RgbevW2Jibqx1JiHRn+7VrdNywgSJlKzB2zTadPndiQjzjunfg/q1rnDxxQi4rnIakUNJQYGAgX1eqRH5bW7a0b4+VmZnakYRIdy48fEi9pUuxz+rMHL/TmJqa6nwdMS+iGNK2CUbJiZw+dYpscrXTNCGbvNLIs2fP+LZ+feyNjfFu1UrKRIg3eBAVRcs1azC1tGTKVr80KRMAG/tM/L5wNdGxcXzXsCExMTFpsh5DJ4WSBhISEmjauDHhoaFsbN0aJ9k1WIjXvExIoKW3Ny8SEhi9Zjt2Do5pur6sOV0YPH8l165f5/vvW5OcnJym6zNEUig6ptVq+aFTJ/z9/Vn7/ffkc3JSO5IQ6Y5Gq6Xzpk3cCg+n79R5uBUu+kXWm69YSfpPX4iv7x769OmDbPHXLSkUHRs6dChr161jQdOmVMqdW+04QqRLQ/ftY//t23j27s/X9b77ousuU60m3UdMYP78+UyePPmLrlvfpc0GSwO1atUqJowfTwUXFxrKniRCvNHSM2eYe+oUX3/zHa16/6xKhjot2xH26CEDBw7E1dWVNm3aqJJD38heXjpy+vRpPDw8cMyWgyf3QqieLx8rWraUAxiF+JeDd+7g6e2Na8Ei/Lld3YMNFUVh1qCfOLlnO/v27cPDw0PVPPpACkUHHj16RLny5cmUPRcjV2xk9+plrJkyhtwODmxq107mUdLAn0ePsuP6dW6Hh2NpakpFV1dG1q1LwSxZUpb5btkyjt+9m+pxP5Qrx7RGjd76vNuvXWPZ2bMEhIbyPC6OIz16UCpHjlTL/O7ry5qAAGzMzRlepw6tSpVKuW/r1ausvXiR9W3b6uiV6o8bT59Se9EiTO3smX/wDObp4ADfpMRExnZrR2jQLS4GBJAzZ061I2VoMofymeLi4mjSpCnJihEDZi7GzNyCJp17Mnjhah6+fEmNhQs5Ghysdky9czwkhK4VKrC/a1e2dOxIslZLs1WriElMTLWcV9my3OzfP+VrZN2673ze2KQkvsqdm5F16rzx/j03b7Lp8mW2dOjAyLp16bt9OxH/7IIaFR/P6AMHmPLtt7p5kXokPCYGT29vNMYmTPbZly7KBMDM3Jyfp81HMTahdZs2sufXZ5JC+Uy9evXi0uXL/DZ7KY5ZnVNuL121BtN2/QWWVjRduZKVciU5ndrcoQPtypShqLMzJbNnZ27TpjyIiiLg0aNUy1mZmZHNzi7ly/49f8hau7szsEYNPPLle+P9t8LCqOrmRplcufAsWRI7CwvuRkYCMHz/fjpXqICrXHUzlfikJFqvXcvjly8Zsmw9TtlzvP9BX1CmzE70mzqPE8ePM2zYMLXjZGhSKJ/B29ub5cuX02PkRPKXKPXa/dlc8zDv0Fly5C9I3+3bGbJ3LxqtVoWk+u9FfDwAjv+Zs9p4+TL5Jk7k6zlzGOnnR+x/RjAfq0T27Fx49IjIuDgCHj0iPimJfJkzc/LuXS6GhtKzUqXPen59oygKvbdt4/zDh3QbMZGiZSuoHemNipWvROuffmP8+PHs2bNH7TgZluzl9YmCgoLo+eOPeDRuQY2mLd+6nKW1NdO2H2TKT92Zs383t8LDWeLpiZ2FxRdMq9+0Wi2DfX35ytWVYv86pUbLkiVxdXAgu50dV588YcT+/dwOD2d169afvK7aBQrQqlQpai5ciJWZGXObNcPazIz+u3Yxt2lTlpw5w0J/f5ysrZneqBFFnZ3f/6R6bOJff7H5yhW+69iVOi3T97xS0669uXHOn/YdOhBw4QKurq5qR8pwZFL+EyQlJVG1ajXuhYYyect+rG3tPuhxG+ZMY9OcqRRwcmJju3bklk0jOvHLzp3sv30b386dyZUp01uX+ysoiCYrV3Khb1/yZs78zue8+/w57jNmvHFS/r8mHD5MVHw87UqXpvmqVZzo1QvfW7dY5O/PXz16fNJr0gebLl+m6+bNlPy6KiOWbVA7zgd58TyCAc3qUTCvG3/9dRgzOWXSR5FNXp9g5MiRnDt3lp8mz/ngMgFo1ftn+s9cTHBkJB4LFuB//34apjQMA3btYu+tW+zo1OmdZQJQ3sUFgKBnz3S2/lthYWy4dIk/atbkWEgIlfPkIYuNDc2KF+diaCjRCQk6W1dGcvrePX7csoVsLrkZtmSd2nE+mL2jEz//OQ//M/788ccfasfJcKRQPtLhw4cZN24c3/cZQKHS5T768ZXq1GfSVj+STEz5btkyNly6lAYp9Z+iKAzYtYudN26w3csLN8f3nwfq8uPHAGSztdVZhn47dzK2Xj1sLSzQKApJ/8yRJWk0AAY5Zxby/Dmt167FwsaGKVv3YWycsf7MFClbgXY/D2by5Mns3LlT7TgZSsb6Tqvs2bNntGvfnuIVvqZpt96f/Dyu+Qsy7/AZsuTKTXcfH8YcPIjWAP/wfI5fd+1i/aVLLGrRAltzc55ER/MkOpq4pCQAgp89Y9JffxHw6BF3nz9n940b9Nyyhcp58lAie/aU56kwaxY7rl9P+ffz2FguhYZyMywMgDsREVwKDeVJdPRrGVaeP08Wa2saFC4MwFeurhwNDubM/fvMPXWKIlmzGtyBrVHx8XiuXk1ssoZxG3ZhbWuvdqRP0rhzTyrUrEuHjh25+59jmcTbyRzKB1IUhRaenvgdOMjUbX44Zf/8A6C0Wi3jenTgwtFDNC5alPnNmmEtF+D6IA4jRrzx9jlNmtCuTBkeREXR3ceH60+fEpuYSK5MmWhYpAi/Vq+eatdhhxEjUh4D4H3hAr23vX6Bp4EeHgyuWTPl309fvqT2okXs69KFHPb//0dz4uHDzD99mqw2Nsxr2pRy/2xmMwTJGg2e3t4cDQlh4LzllPN487E8GUV05HN+a16P4kUKccDPDyMjI7UjpXtSKB9o4cKF9OjRgwEzF/PVN7o9cG311LFsWzyXEtmzs75Nm1R/oITICBRFof+uXSw7e5b2A4bQtEsvtSPpxIWjhxnTrS1Lliyhc+fOasdJ96RQPsCNGzcoW7YsVRu1oOeoSWmyjqO7tjJnYF8cLCzY2K4dpeUUECIDmXfqFIN9ffFo4knfiTPVjqNTswb+xIW/9nP92jVyvGePP0MnhfIeiqJQ3cODoPsPmbJlHxZW1mm2ruBrVxjWvhnJCfEsatGCJsWKpdm6hNAV35s3abN2LflKuDNpk/4dFBj9/Bn9GtagVg0PNm/apHacdE0m5d9jxYoVHDt6lG7Dx6dpmQDkLVaCuQf9sXfOhteGDUw5ckQuACTStcuPH9Np40Ycszozds3rc0/6wM4xM53/GI3P5s34+PioHSddkxHKO0RERFC4SBGKVapKv6lzv9h6tVotw708uXbmFC1LlWJWo0ZYygFWIp15HB2Nx4IFvNBomO13GgenLO9/UAalKAoTe3Xi3vXLXL92DccP2E3dEMkI5R0GDRpEfEIiXoNGfNH1GhsbM3qVD9+278zmy5dpuGIFYS9fftEMQrxLbGIirdas4VlcPCNW+eh1mQAYGRnRbfh4XsbE8Ouvv6odJ92SQnmLkydPsnjxYtr0G5jqLMJfUpchY+gxegoBoaF4LFzI1SdPVMkhxL9ptVq6+/hw5fFjek2YRoES7mpH+iKcsuekff8hLF26lIMHD6odJ12STV5vkJycTNmy5YhTjBi3ficmJiaq5rl18RyjvFqBJpnlLVtSr1AhVfMIwzbSz49px47RvHsf2v0yWO04X5RWq2WElyexEU+5cvky1tZpO6+a0cgI5Q1mzpzJlSuX6TZ8guplAlDIvRyz9p/EysGR1mvWMOfkSZmsF6pYfeEC044do5xHHYMrE/h7c3TPUZN5+PAho0aNUjtOuiMjlP948OABRYoWpXqTlnQdOlbtOKkkJyczpG0Tbl+6QMeyZZny7beYm8oVCMSXcTQ4mKarVpE9Tz6m7zqc4c7RpUvrZ01h2+I53Lp1i9y5c6sdJ90w3J+It/ipXz8srKxp02+g2lFeY2pqyoQNu6jVog2rLlyg6apVPI+NVTuWMAB3wsNpu24dNnb2TNrsa9BlAtD4h55Y29kzdOhQtaOkK4b9U/Ef+/fvx2fzZjoOHI6NXfo9/UnvsVPp/McY/O/fp8bChdwOD1c7ktBjz2NjaeHtTaICEzbtwVLmDbCytcWz9y+sWrWKgIAAteOkG7LJ6x+KolChYkViNDBmzbYMcSK4K/4nGN+tHSaKgvf331Mjf361Iwk9k5icTJOVKznz4AFDlq6j5FdV1Y6UbiQnJfFL41oUK5Cfffv2qh0nXZARyj+2bdvGubNnaf3TwAxRJgAlKlZmuu8xTG1sab56NUvOnFE7ktAjr673cvr+fbx+Hy1l8h+mZma0++V39u/fx/79+9WOky7ICAXQaDS4u5fGxN6R4cvWqx3noyXGxzO4dUNCblyje8WKjKtXD9N0sHeayNimHT3KyAMH+KZ1R3qMmKB2nHRJURSGtGuKhSaJ8+fPGfzckmG/+n9s2LCBq1ev0LrvALWjfBJzS0umbvWj6ndNWeTvT8s1a4iKj1c7lsjAtl27xsgDByhSrqKUyTsYGRnR4dchXLwYwJo1a9SOozqDH6EkJydTtGgxMrnk4ff5K9WO89m2LJrD2mnjcXN0ZHO7drhlzqx2JJHBXHj4kHpLl2KfNRtz/E5hKrumv9ekPl0IvXWNmzduYPmvC7gZGoMfoaxcuZI7d25n2NHJfzXr1ptB81fyIDoaj4ULOSGXLxUf4UFUFJ7e3phaWjJl634pkw/U7ufBPHzwgDlz5qgdRVUGPUJJSEigYKFCuBQtxa8zFqodR6dCQ4IY3Oo7Yl9GM7NRo5RL3ArxNtEJCdRdsoSgZ8+Z4LOXPIWKqB0pQ1k4cjCnfbdz7+5d7Ozs1I6jCoMeoSxZsoQH9+/zfR/9O3toDrd8zDt0hux58tJ72zaG79+PVqtVO5ZIpzRaLZ03beJ2eDj9ps2XMvkELXr0ITo6msWLF6sdRTUGWyixsbGMHjOG6o1b4FpAP0+2aGVjy/Rdf1GhVj1mHD9Ou/XreZmQoHYskQ4N2beP/bdv06rPr1Sq20DtOBmSU/acVP2uKdOmTycpKUntOKow2EJZsGABYWFhtOr9i9pR0pSxsTGD5i6jVe9f2HfrFnWXLOF+ZKTasUQ6svTMGeadOsXX9Rvi+WM/teNkaI079+T+vXtsMtBLBRvkHIpGoyF//gLkcS/HT5NmqR3nizm1bzczfvkRW3MzNrRtS3kXF7UjCZUdvHMHT29vXAsV5c9tfmrH0Quju7bBKCaac+fOZpiDpHXFIEcou3bt4u7dEL7r0EXtKF/UV998y6St+0gwNqHB0qVsvnxZ7UhCRdefPqX9+vXYOWZmwvqdasfRG41/6MmFC+c5fPiw2lG+OIMcodSuU4cH4c8Zb6C/RC9fRPFb83o8eXCP3zw8GFyjhsF9kjJ0YS9fUmPhQiISEpm59zhO2XOoHUlvKIrCr83qUsQtD3v27FY7zhdlcCOUa9eucfDAAb5t31ntKKqxtc/E7H0ncK9cnUl//UWnTZuIM9BJREMUn5RE67VreRoTw5Bl66VMdMzIyIhGP/TE13cPV65cUTvOF2VwhTJ79mwyZ3Xmq3oN1Y6iKmNjY4YtXUfjH3qy49o16i9dyuPoaLVjiTSmKAq9t23jwqNHdBs1iaJlK6gdSS9V/bYJWbLnYOrUqWpH+aIMqlAiIyNZvmIFdVq1x8zcXO046YLXwGH0mTSTa2FheCxYwMXQULUjiTQ04fBhNl+5wrde3ajdoo3acfSWqZkZ33boire3N6EG9DtlUIWybNkykpKS+Ob7DmpHSVeqN2rBuPW7iNZo+WbJEnZev652JJEGNl66xMS//qJU5Wr8MGiE2nH0Xp1W7TCzsGDWLMPZk9RgJuU1Gs3fp1kp5k6/KYZ9vp23efEsgl+bfcOzJ6EMr1OHn6pUkcl6PXH63j2+W76cLLlcmbX3uMGfZv1LWTJmCOf8dvPg/n2DOC+awfxU7dmzh+CgIL41sF2FP4Z9ZifmHjhN4XIVGeHnR6+tW0lITlY7lvhMIc+e0XrtWixtbJm8Za+UyRdUs1krnjx+bDAX4DKYn6yZM2dRsGRpCrmXVTtKumZqaspY763Ua+vF+kuXaLRiBeExMWrHEp8oMi6OFt7exCQnM27DTqxt7dWOZFDyFitJnoKFWbky418a40MYRKE8ePCA/fv38U3rjmpHyTC6DxtP9xETOf/oER4LFnD96VO1I4mPlKTR4LVxIyHPnzNgzjJy5S2gdiSDY2RkRPUmnmzdupWoqCi146Q5gyiUDRs2YG5hQaVvvlU7SoZS9/v2jFjlQ0RiIrUXLWL/7dtqRxIfSFEUftu9myNBQbT7dQhlq9dSO5LBqtaoOYmJiQZxfi+DKJS1a9dRpnotbOxkuP+xipatwKy9J7Cwz0Qrb2/mnTqFgezHkaHNO3WKZefO4dG0JU0691Q7jkFzypaDUpWrsXzFCrWjpDm9L5TAwEDOnj1DlW+bqB0lw8qcLTvzDp0lXwl3Bvv68vPOnSRpNGrHEm+x5+ZN/ti7lwIlS9Nnwgy14wjAo0lLjh09SlBQkNpR0pTeF8r69euxsrahnEcdtaNkaGbm5kzatIcaTVuy4tw5mq9eTWRcnNqxxH9cCg3lh40bcciajbFrt6sdR/yjYu36WNnYsHr1arWjpCm9L5S1a9dRrmZdLK2t1Y6iF/pMmEGn30dx8u5daixcSGBEhNqRxD8eR0fT0tsbIzMzuR58OmNpbc1X33zHipUr9XqTsV4XyrVr17hy5TJVv5PNXbrUsGNX/li8ltDYWGosXMhfej6MzwhiEhNp6e3Ns/h4RqzywcEpi9qRxH/UaNqKoMBATpw4oXaUNKPXhbJ+/Xps7OwpXbWG2lH0TqnK1Zi++whGVtY0X7WK5WfPqh3JYGm1Wnr4+HD1yRN6T5hBgRLuakcSb1Cswlc453TR681eelsoiqKwdu06KtVtgJm5hdpx9JJzLlcWHD5HrgKF6LdzJ4N9fdFotWrHMjijDhxg540bNOvRh2oNm6kdR7yFsbExFes2YPuOHXq72UtvCyUgIIDbt29RuYFs7kpL5paWTNtxiMr1GzH/1Cm+X7OGF/HxascyGKsvXGD68eOUr1GXtv0GqR1HvEf5mnV59PAhAQEBakdJE3pbKOvXrydTZidKflVF7SgGof/0BbT5eRCHgoKovXgxIc+fqx1J7x0NDuan7dvJla8AA+cuUzuO+ABFylbExs6OHTt2qB0lTehtoezZ40uZ6rUxNTNTO4rBaNGjL7/NWca9qBfUWLCAU/fuqR1Jb90JD6ftunXYZHJg0iZfOeFjBmFmbo571Rpsl0LJOJ4+fcqlSxcpVbma2lEMTvmadZm64yDJZuY0XL6cdRcvqh1J7zyLjaXF6tUkKjBxs6/sEp/BlK/5DefOnuXRo0dqR9E5vSyUQ4cOAVCykmzuUkMOt3zMP3yWrLnz0HPLFkb5+aGVyXqdSExOpt26dTx88YLBC1fhnMtV7UjiI5WpVgMjIyP27dundhSd08tCOXDgAK75C5I5W3a1oxgsKxtbZu4+SjmPOvx57BgdNmwgJjFR7VgZmqIo/LRzJ6fv36fTkNGU/Kqq2pHEJ7B3dCJ/iVJSKBnF/v1+lPxaNnepzdjYmN8XrKRFz7743rzJN0uW8NAATuGdVqYfO8bagADqtu5Ig7Y/qB1HfIZSlT3Yt3+/3o3c9a5QgoODCQkJpuTX8uktvWjbbxD9/pzHrYgIPBYu5PzDh2pHynC2Xb3KyAMHKFq+Et2Hj1c7jvhMpat4EBEerne7D+tdoRw4cABjY2OKV6ysdhTxL5UbNGbCJl/iMKL+0qVsvXpV7UgZxvmHD+nm40OWHDkZtXKz2nGEDhQqXQ4raxu9uzSw3hWKn58fBUuWlmufpENuRYox99AZHLLloNPGjUz66y+9PWJYV+5HRtLS2xszSyumbNkvuwfrCTNzc4pV/Jr9+/3UjqJTevXTqdVqOXDwIMVlsjLdsrXPxBy/U5T4qgrjDh2im48P8UlJasdKl6ITEmjp7U10YhKj127HzsFR7UhChwqXLo//GX+9mkfRq0K5fPky4WFhlJIJ+XTN2NiYkcs30tCrGz5XrtBg2TKeREerHStd0Wi1dN60idsREfSbNp88hYqoHUnoWIGS7kS/eMFtPbq0tl4VysGDBzG3sKRwmXJqRxEf4IfBI+k9fhpXnjzBY+FCLj9+rHakdOOPvXvZf/s2rfr8SqW6DdSOI9JA/n/OCu3v769yEt3Rq0I5e/Ys+YqXxNzCUu0o4gPVaNqKMWu3E5WcTN3Fi9l944bakVS35MwZ5p8+TZUGjfH8sZ/acUQasc3kQC63fJw5c0btKDqjV4VyIeAieQoXUzuG+EgFSpVhtt9pbDJnod26dcw8ftxgJ+sP3LnDgN27cStSjF+mzVc7jkhj+Uq44+8vhZLuxMfHc+vmDdyKFFc7ivgEDk5ZmHvQn0JlyjNs/356b9tGYnKy2rG+qOtPn9Jh/XrsHTMzYcNuteOIL6BAydIEBFwgSU92TNGbQrl69SoajQa3IjJCyahMTU0Zt3Y7db9vz7qLF2m8ciURMTFqx/oiwl6+xHP1arQmJkzesh8zc3O1I4kvoEBJdxISErh8+bLaUXRCbwolICAAY2Nj2RtGD/QcOYmuw8Zx9uFDaixcyM2wMLUjpan4pCRar13Lk5gYhi3bIOegMyB5i5bAxMREb+ZR9KZQLl68SE63fFhYyam89UG9Nl6MWLGJsPgEai1axME7d9SOlCYURaHXtm1cePSIHqMnU7hMebUjiS/Iwsqa3IWKSKGkNxcuBJBHNnfplaLlKzFz73HMbO3w9PZm4enTakfSufGHD+Nz5QrfeXWnVvPWascRKsivRxPzelEoiqJw8dJF3ArLhLy+ccqeg/mHz5GnSHF+27OH/jt3kqzRqB1LJzZcusSkv/7CvXJ1Og0arnYcoZL8JUpz7dpV4uLi1I7y2fSiUEJCQoh+8QK3olIo+sjM3JwpW/ZRrVFzlp49SwtvbyIz+C/fqXv36LV1K9ld3RiyeI3acYSKXPIXRKPREBwcrHaUz6YXhfLqFNBucgyKXus3eTYdBw7jeEgINRctIigiQu1InyTk2TNar1mDpY0tU7bulRM+GrhsrrkBCAoKUjnJ59OLn+SLFy/i4JQFR+dsakcRaazxDz0ZvMibRy9fUmPhQo5msE91kXFxNF+9mjitlgkbd2NlY6d2JKEyx6zZMLewkEJJL27dukXOvPkxMjJSO4r4AkpX8WDarr/A0oqmK1ey8vx5tSN9kCSNho4bNnA3MpJfZy8lh1s+tSOJdMDY2BjnXK5SKOlFSMhdsuZyVTuG+IKyueZh3qGz5MhfkL7btzNk71406fg04IqiMGD3bo4GB9N+wFDKVq+ldiSRjji75JZCSS/u3r1L1pwuascQX5iltTXTth+kUt1vmXPyJG3WriU6IUHtWG8099Qplp87h0fTljT+oYfacUQ64+ySm0ApFPUlJiYSGvqIrLmkUAyRsbExv81aTKs+AzgQGEidxYu5FxmpdqxU9ty8yZC9eylYqgx9JsxQO45Ih7K55iEkODjDnxQ1wxfK/fv3URRFRigGrlXvn+k/czHBkZF4LFiA//37akcC4FJoKD9s3IijczbGrNmmdhyRTmVzyU1sbCxPnz5VO8pnyfCFcvfuXQApFEGlOvWZtNWPJBNTvlu2jA2XLqmaJ/TFCzy9vTEyM2Pylv2YmpqqmkekX/qy63CGL5RHjx4B4CQn1BOAa/6CzDt8Bqdcuenu48OYgwdVuWZ3TGIirdas4Xl8PKNWb8XBKcsXzyAyDmcXKZR0ITQ0FBs7OzkppEhhbWvPrL3HKFOtJlOOHKHTxo3EJiZ+sfVrtVq6+/hw7ckT/jdpFvmKl/xi6xYZk7WtHZkyO0mhqC00NBTHrHJAo0jN2NiYIYu8adatNztv3KDe0qU8evHii6x75IED7Lpxg6Y9+lL12yZfZJ0i43PMklXmUNQWGhqKQxZntWOIdKp9/z/4aepcboSH47FgAQH/bCJNKyvPn2fG8eOUr/kNbfsNTNN1Cf1iZWtHVFSU2jE+S4YvlEehoThklUIRb1f12yaM37CbGAW+WbKEbdeupcl6jgQH8/OOHbjkL8jAOUvTZB1Cf1nZ2UuhqC0sLBz7zE5qxxDpXN5iJZh70B9752x4bdjAlCNHdLrP/+3wcNqtW4dNJgcmbtwjJ3wUH83a1o6oL7RZNq1k+J/62NhYLGVCXnwAOwdH5h3wp1iFrxhz8CDdt2whPinps5/3WWwsLVavJgmYuNkXS2v5eRQfz9rOnshIGaGoKi42FnNLS7VjiAzC2NiY0at8+LZ9ZzZfvkzDFSsIe/nyk58vITmZtuvW8Sg6msGLvHGWc8qJT2RtJ3MoqouLj8PcQgpFfJwuQ8bQY/QUAkJD8Vi4kKtPnnz0cyiKQr8dO/C/f5/OQ8ZQomLlNEgqDIW1jR0vXkihqCo+Lk5GKOKT1PFsw+g1W3memESdxYvZe+vWRz1+2rFjrL14kbqtO1KvjVcapRSGwtrOjhdRURn6fF4ZulA0Gg1JSUlYWFqpHUVkUIXcyzFr/0msHBxpvWYNc06e/KBf6K1XrzLqwAGKla9E9+Hjv0BSoe+s7exJTk7O0NeWz9CF8uqNlxGK+ByOWZ2Zd+gsBUqV4Y+9e/lpxw4Sk5Pfuvy5Bw/o7uND1hy5GLly8xdMKvSZte3fV+98kYH39MrQhRIbGwtIoYjPZ2pqyoQNu6jVog2rLlyg6apVPPvn5+vf7kdG0nLNGswsrZiyzU92DxY6Y21nD5ChJ+Yz9G9DyghFJuWFjvQeO5XOf4zB//59ai5cyK2wsJT7XsTH4+ntzcukJMau34GtfSYVkwp982rTvWzyUsn/b/KSORShO9+2/4GhyzfwJC6OmosWcTgwkGSNhs6bNnEnIoJ+0xbgWqCw2jGFntFqNQAZ+jIHelEoMikvdK1ExcpM9z2GqY0tzVevptmqVRy4c4dWfQZQqU59teMJPaTV/D1vJ4Wikvj4eADMzM1VTiL0UdYcuZh/6Cy5CxflaEgIlRs0xvPHn9SOJfSUJjnjj1AybnLA/J8iSU7+/NNnCPEm5paWTN3qR3Jycob+RRfpn+afEYqJiYnKST5dhh6hWFn9vakrMT7jTmKJjEHKRKQ1fRihZOhCsf7nJHwJ/2z6EkKIjErmUFT2qlBkhCKEyOg0UijqerXJKyED77cthBAgm7xU9/9zKLLJSwiRsckmL5WZmppibm5OgmzyEkJkcBqNjFBUZ2llJYUihMjwkhMTATAzM1M5yafL8IVibWUtm7yEEBnei+cRZHJwkBGKmqysrWWEIoTI8CLDw8ma1VntGJ8l4xeKlSUJbzjNuBBCZCRREWFkz5ZN7RifJcMXSpYsWXjx/JnaMYQQ4rNEPQsne3YpFFXldnXl+ZNQtWMIIcRneRERTjYZoajL1dWViMdSKEKIjC0yPAxnZ5lDUZWLiwvhT0JT9uEWQoiMRqPREPUsQkYoanN1dUWTnMyLiHC1owghxCd5GRWJVquVQlGbi4sLAOGPH6mcRAghPk1UeBiAFIraXF1dAWQeRQiRYUVG/F0oMoeiMicnJywtLWWEIoTIsCJlhJI+GBkZkTOXCxFSKEKIDCo0JAjnbNmwtbVVO8pnyfCFAuDqKoUihMi47gfeplixYmrH+Gx6USi5XV15JnMoQogM6lHgLYoVLap2jM+mF4WSL18+Qu8GoyiK2lGEEOKjJCcl8TAkSEYo6YW7uzuREeFEhj1VO4oQQnyUx/dDSE5KkkJJL9zd3QEIuXlN5SRCCPFxHty5DSCFkl64ublhZ29P8PUrakcRQoiP8iDwFo6ZM2f4Y1BATwrF2NgY91LuhNy4qnYUIYT4KA8Cb1OsaDGMjIzUjvLZ9KJQAMqUKc29m9fVjiGEEB/lYeBtihfP+Ju7QI8Kxd3dnQdBd4iXqzcKITIIjUbDg6A7ejF/AnpUKKVLl0ZRFO7dvqF2FCGE+CBPH9wjMSFeCiW9KV68OCYmJoRcl3kUIUTGcPvSBeDvD8T6QG8KxdLSkkKFi8iuw0KIDOPamVMUKVKUrFmzqh1FJ/SmUADKlinNXdnTSwiRQdw454+HR3W1Y+iMXhVKuXLlCLp2hcSEeLWjCCHEO0U9i+B+4C2qVaumdhSd0atCqVWrFokJ8dy8cE7tKEII8U43zvkDSKGkVyVLlsQpSxYunzqmdhQhhHina2dPkTt3HnLnzq12FJ3Rq0IxNjamTu3aXDl5VO0oQgjxTjfOnaZ6df0ZnYCeFQpA7dq1uX05gJjoF2pHEUKIN4p9GU3QtStUr64/E/Kgh4VSp04dtFotV/1PqB1FCCHe6OaFc2i1Wr2aPwE9LJS8efPi5paXyydlHkUIkT5dO3uKLFmzUrhwYbWj6JTeFQpAnTq1pVCEEOnWjXOnqV6tml6cYfjf9LRQ6nA/8BbPnjxWO4oQQqTyMiqSmxfOUrt2bbWj6JxeFkqtWrUAuCS7Dwsh0pkLRw6i0Who3Lix2lF0Ti8LJWvWrJQq5c7lE7L7sBAifTlzaB9lypTFxcVF7Sg6p5eFAlC/fj0uHD2IJjlZ7ShCCAFAUmIiAUcP0bRpE7WjpAm9LZTvv/+eqGcRctS8ECLduHbmJDHR0Xq5uQv0uFDKlClDgQIFOb57m9pRhBACgNN+vrjmzo27u7vaUdKE3haKkZERbdq05vT+PSQlJqgdRwhh4DQaDf77d9PS01Pvdhd+RW8LBaB169bERL8g4NhhtaMIIQzc9bOneR4eRqtWrdSOkmb0ulCKFStGiRIlObZLNnsJIdR1wncHrrlzU7FiRbWjpBm9LhSANm1ac/bgPuJjY9WOIoQwUIawuQsMoFC+//574uNiOfeXn9pRhBAG6tqZk3q/uQsMoFDy589P+fIVZG8vIYRqDmxcQ8GChfR6cxcYQKHA35u9Lhw5KNdIEUJ8cVHPIji5bxc9enTX681dYCCF0qpVKxITEji9f4/aUYQQBubQlvWYGBvj5eWldpQ0ZxCF4uLiQu3addi/bqXaUYQQBkSr1XJggzeenp5kyZJF7ThpziAKBeCnn/py69IFbl08r3YUIYSBuHL6OI/uBtOjRw+1o3wRRoqiKGqH+BI0Gg0FCxXCtXhpfpo8W+04QggDMOWn7jy/F8i1q1f1fv4EDGiEYmJiwv969+aE7w6ehz1VO44QQs89D3uK/wFffuzZ0yDKBAyoUAA6d+6MmZkZ+9evUjuKEELPHfJZj5mpKR06dFA7yhdjUIXi4OBAJy8v9q1bSVJiotpxhBB6SqvV4rdxNd9//z2Ojo5qx/liDKpQAP73v//xPDyMk3t3qh1FCKGnLh7/iycP7tOzZ0+1o3xRBjMp/2916tTlflgE4zfsUjuKEEIPje7aBu2LSAICLhjM/AkY4AgFZBdiIUTauXXxPAHH/uKPP343qDIBAx2haDQaChQsSO4SZWQXYiGETo3r2ZGYJw+5cvkyJiYmasf5ogxyhGJiYkLfPn04vmc7Tx7cUzuOEEJPBF65xLnDfgwdMsTgygQMdIQCEBMTQ958+XD3qMOPo6eoHUcIoQcm9v6B5/eCuX79mkEWikGOUABsbGwY+NtvHNqyQUYpQojPFnz9Cv4H9jJkyB8GWSZgwCMUgNjYWPLmy0eJqjXpPfZPteMIITKwyX278eTOdW7dvImpqanacVRhsCMUAGtrawYNHMhfWzfy+P5dteMIITKoe7ducGrfLv74/XeDLRMw8BEK/D1KyZc/P0UqVaXvxJlqxxFCZEB//tKT+1cvcvvWLczNzdWOoxqDHqHA36OUYUOHcmT7Zu7evK52HCFEBvMg8DYn9uzg98GDDbpMQEYoACQlJVGkaFEy587L4HlyES4hxIeb3Lcb969dJPDOHSwsLNSOoyqDH6EAmJmZMXbMGM4e8uP6udNqxxFCZBCXTh7l1L5dTJwwweDLBGSEkkKr1VKufHnijUwZ473V4E6ZIIT4OMlJSQxo/g0uzlk4dvSo/M1ARigpjI2NmTRxIjfOn+HEnu1qxxFCpHN7167g/p1bzJ41S8rkHzJC+Y9mzZtz5PgJpu/6Cxs7e7XjCCHSoahnEfSpV4V2bVqzYMECteOkGzJC+Y+ZM2YQH/OSdTMmqR1FCJFOrZk2HlMTY8aOHat2lHRFCuU/XF1dGT1qFL5rlhN45ZLacYQQ6cydyxc5sGktY0aPJkuWLGrHSVdkk9cbJCcnU7ZsOeIUI8at32mw5+URQqSm1WoZ2q4ppkkJXLhw3qCPin8TGaG8gampKQsWzOfOlYvsWyfHpQgh/nZkhw83Lpxl1qyZUiZvICOUd+jevTtr1q1jxq4jODpnUzuOEEJFsS+j+alBNWrXrMGG9evVjpMuSaG8w7NnzyhcpAhFKlTm5z/nqR1HCKGieUMHcGL3Vq5fu0bu3LnVjpMuySavd8icOTNTp0zh2O5tXDz+l9pxhBAqOXtoP34bvZn2559SJu8gI5T3UBSFGjVrcifkHlO2+WFhaaV2JCHEF/TieQS/NKrFVxUqsGvXTjmI8R1khPIeRkZGLJg/n2dPQlkxcZTacYQQX5CiKCwYPggjRcuSJYulTN5DCuUDFClShD///JO9a1dw2m+P2nHEZ+pZqyItiuR87WvRqMGpllMUhTHd2tGiSM73ft8jw8OYNagfXauVoU3pfIzu2pZHIUGpllk2fgRelYrRvUY5juzwSXXfCd8djOvZUTcvUOjMkR0+nNq3iwXz55MjRw6146R7st/bB+rZsyd79+1j3pBfKVDCHafsOdWOJD7RxE170Go0Kf++d/sGozq35ut6jVItt3PFIviAT6SKojCxd2dMzEwZNHcZVja27Fi+kJGdv2fGzr+wtLbmzMF9HNu1haGL1xJ6N4i5f/SndFUP7B2diIl+wZppExm+bJ3OX6v4dOGhD1ky+g/atWuHp6en2nEyBBmhfCAjIyOWLF6MnY01M3/ri+Zff5BExpIpsxOOWZ1Tvs4d9iN7bjeKV/w6ZZng61fYvmwBvcf++d7nCw0J4tbFc3QfPoECJUuTK18Buo+YQGJ8PMd2bQHgYdBtilf8mgIl3anWsBlWtrY8fXAfgFWTx1CvTUey5nRJmxcsPppWq2XO77+Qyd6O2bNnqx0nw5BC+QhOTk6sXrWKq2dOsnXRHLXjCB1ISkzkyPbN1GreOmX7eEJcLNN/7U23YWNxzOr8Qc8BYP6v62EYGxtjZm7O9XNnAMhTuDiBVy7xMiqSwCuXSIyPJ3tuN66fO03Qtct826FLGrw68an2rF7KpZNHWbF8OQ4ODmrHyTCkUD5SzZo1GTx4MOtnTeZWwDm144jP5H/Al5joF9Rs1irltmXjR1C4THkq1q7/Qc+RK18BsuTMxeo/x/MyKpKkxES2LJpNxONQnoc9AaBMtRpUb9ScgS2/ZfbgfvSZMAMLK2sWjhhMjxET2bt2BX3qV+X3No25d/tmmrxW8WEeBN1m9dRx9OnThzp16qgdJ0OR3YY/QVJSElWrVuPuo0dM3rJfTnOfgY3q0gZTMzN+n//3KXbOHNzL8omjmOKzDysbGwBaFMnJb7OXUKlOg7c+T+CVS8wd8gshN65hbGJCqa+rYWRsDIrCkEXeb3zMhtlT/y6z5t8zuksb/tx+kHOH9rPHexmTffbq/sWK94qPjWVI2yaYapIICLiAtbW12pEyFBmhfAIzMzPWrVtL7IsoFo0YhHRyxvT04QMunzxKnZZtU267fOo4T+6F0LFiEVoWd6VlcVcApvTtxrAOLd76XPlLlGLqVj9WnrnB4qMBDF28hpeRz8nm+uaD4B4E3eavHT607vsbV0+foGj5r8iU2YnKDRoTdO0ycS9f6vbFivdSFIW5Q37hyb1gNm/eJGXyCWQvr0+UN29eFsyfT9u2bSlVxYNazb9XO5L4SId81mHvlIVyHv+/WaNZt/9Rx7NtquV+blyLToNGUL7WN+99zlej1UchQQReuUjrvgNeW0ZRFBYMG0ingcOxsrFBq9WiSU4CSPmvVis7fXxp25bO4/ju7WzcuJGSJUuqHSdDkkL5DG3atGHfvn0sGjmY3AULU6BkabUjiQ+k1Wo5uGU9NZq2xORfZ419tefXf2XJmYtsLv8/2ujToBrtf/mdSnX/3gx2wncH9o5OZMmZi3u3rrN07DAq1K5P6ao1Xnsuv41rsM/sRIV/CqpI2QpsmD2VWwHnOH/kIC4FCmFjn0nHr1i8y4Wjh/GeOo7ff/9ddhH+DFIon2nevHlcv36Dib06MX7DLrLkyKV2JPEBLp04Qvijh9Ru3vqTHv8oOJCY6Bcp/37+9AnLJ4wgKiIch6zO1GjSEs8f+732uMjwMDbPn8G4tdtTbitYqgyNfujB2B4dyeTkRJ8JMz4pk/g0oXeDmd7/R775ph6jRsnZMD6HTMrrwJMnT6hQsSJmNvaMWr0lZTJXCJG+xcXE8HvrhpgrWs6c8ZddhD+TTMrrQLZs2di1cydP7ocw87f/odVq1Y4khHgPRVGYPbgfEaEP2bZtq5SJDkih6EjJkiVZt3YtZw7uw/vPcWrHEUK8h8+CWZzat4vVq1ZRrFgxtePoBSkUHWrYsCFTp05l6+K5HNws52USIr06d9iPtTMmMnz4cJo2bap2HL0hcyg6pigK3bt3Z/mKFQxbsi7V+aGEEOq7dfE8o374njq1a7N16xaMjeVzta5IoaSBpKQk6tWvz9nzFxi/fic58uRVO5IQArh36wbDOjSnZPHi7N+/Tw5e1DEplDTy7NkzKlX6initwqjVW8iU2UntSEIYtMf37zK0XVNcsmfnr78OyyR8GpBCSUO3b9+marVqWDs6MWLZBuwcM6sdSQiD9PzpE4a0a4qthTnHjh0lW7ZsakfSS7LxMA0VLFiQgwcOEB3+lNFd2xDzIkrtSEIYnOjI54zu2gYTRYOf334pkzQkhZLGihcvzgE/PyIePWBMt3bEvoxWO5IQBiMuJoZxPTrw8lk4fvv3kydPHrUj6TUplC/A3d0dv/37eRwSyLju7YmLiVE7khB6LykxgUn/68yjoNvs9fWlSJEiakfSe1IoX0i5cuXYt3cv92/fYMKPXiTExaodSQi9pUlOZlr/Xty6cIadO3ZQrlw5tSMZBCmUL6hSpUrs2b2boKsXmdj7BxIT4tWOJITeSUpMZMZv/+PswX1s3LgRDw8PtSMZDCmUL6xq1ars2rmTWxfOMrlPV5ISE9SOJITeiI+NZWKvTpzx82XDhg00bNhQ7UgGRXYbVsn+/ftp1KgRJStX45dpC7CwtFI7khAZWnTkcyb86MX92zfYtnUrtWvXVjuSwZFCUZGvry/NmzcnT9ESDJqzTI5TEeITPXvymDHd2hIdEYbvnj1UqFBB7UgGSQpFZadPn+a7hg2xsnfg94WrU10VUAjxfo/vhTC6S2uMtRr89u+naNGiakcyWDKHorJKlSpx8sQJzI0U/mjdiKCrl9SOJESGEXLzGkPbNcXO0pITx49LmahMCiUdKFiwICdPnCC/mxvDOrbgwtHDakcSIt27cd6fYe2bk9slF8eOHZWDFtMBKZR0wtnZmcOHD1GrRk3G9+zAQZ/1akcSIt0699cBRnVuQ9kypTl86BDOzs5qRxJIoaQrNjY2bN26hc6dOzPn95/ZOHcaMsUlxP9TFIWdKxYx4Ucv6tatw15fXzJlyqR2LPEPU7UDiNRMTU1ZsGABuXPnZujQoYSHPqL78PGYmMq3Shi2pMQEFgwfyKEtG/j111+ZMGECJiYmascS/yJ7eaVjy5cvp1u3bhQpW4F+U+bi6CxnSRWG6XnYU6b07UrwtcssWrSIDh06qB1JvIEUSjp39OhRWn3/PQlJyfSbOo8SlSqrHUmIL+rWxfNM/akbZsZGbN2yhYoVK6odSbyFzKGkc9WqVSPgwgVKlyrJyB9asXn+TLRardqxhEhziqLgu2Y5Q9s3o4CbG2fPnJEySedkhJJBaDQaRo4cyZgxYyhbvRZ9JsyQI+uF3kqIi2XB8IH8tX0z//vf/5g6dSrm5uZqxxLvIYWSwfj6+tKufXtMLaz4edp8CrmXVTuSEDr1KCSIqT9148n9uyxZvJg2bdqoHUl8INnklcHUr1+fgAsXyOvqwtD2zdi9aonsWiz0gqIo7F23kt+a18NMq8H/9GkpkwxGRigZVGJiIgMHDmT69OlUrt+InqMnY2Nnr3YsIT5JxJNQ5v3RnwvHDtO9e3emTp2Kra2t2rHER5JCyeA2bdrED507Y2ljS7fhEyhfs67akYT4YIqicGSHD0vHDMHO1oalS5ZQv359tWOJTySFogfu3btH9+492LvXl2oNm9H5j1HYOzqpHUuId4p6FsHC4QM5tX837dq1Y9asWTg6OqodS3wGKRQ9oSgKq1at4qd+/cDYhM5/jKZyg8YYGRmpHU2I1/gf8GXBsN8wRmHB/Pl4enqqHUnogBSKnnny5Am9//c/Nm/aRMXa9eg2bDyZs2VXO5YQAMS8iGLp2GEc3raRRo0bs2jhQrJlkzNA6AspFD3l4+PDj716ERMbh9eg4dRq3lpGK0I1iqJwwncHKyeOIiH2JTNnzMDLy0t+JvWMFIoee/bsGf3792f58uW4V6lOz5GTcXZxVTuWMDBB1y6zbNwwrp09TcNGjZgzeza5c8uVSfWRFIoB2Lt3L926d+fp0zAade5B0y69sbKxUTuW0HNRzyJYO30ifhu9KVykCDOmT+ebb75RO5ZIQ1IoBiI6Oprx48fz559/YuvgSJt+g/Bo4omxsRzbKnQrOSkJ3zXL2TB7KqYmxowaOZIff/wRMzMztaOJNCaFYmBCQkIYOGgQG9avp0CJUnQcOILiFb5SO5bQExeOHmL5hBE8Cg6kW7dujB49mqxZs6odS3whUigG6vjx4/Tr9zNnz56hXI06tPt5MHkKF1U7lsigHgUHsmLSSM4e8qO6hwczZ8zA3d1d7VjiC5NCMWBarZZNmzbx+x9/EBQYSPXGLWjdZ4BM3IsP9iDoNj4LZnFs5xZyubgwdcoUWrRoIXtvGSgpFEFSUhJLlixhxMiRPHv2jDot29G4848453JRO5pIp0JuXmPz/Bmc9N1Jjpw5Gfjbb3Tr1g0rKyu1owkVSaGIFDExMcyYMYMpU6fyIiqKyvUb0bjLj+QrVlLtaCKduHM5gE3zpnPm4D7yuLnx++DBeHl5YWFhoXY0kQ5IoYjXxMTEsGzZMqZMmcrduyG4V65O4849ca/iIZsyDNT1c6fZPG8GF44dpmDBQgwZ8gdt2rSRPbdEKlIo4q2Sk5PZvHkzEydN4sL58+QtUpzGXX6kcv1GmMofEr2nKAqXThzBZ8FMrvifpHjxEgwdOgRPT09MTEzUjifSISkU8V6KonDo0CEmTpzEvn17cc7pwnde3ajt2VYOkNRDURHhHNq6gQMb1/AoJIiy5coxbOhQGjVqJMctiXeSQhEf5eLFi0yZMoV169ZhaW1Dle+aUrNZKwqULC2bwzIwrVbLldPH2b9hNf5+vpgYG+Pp6Um3bt2oXr26fG/FB5FCEZ/k/v37zJ07lxUrVxL66BEu+Qvi0cQTjyaeOGXLoXY88YEiw8M4tGU9BzauIfReCEWKFqVH9+506NABJye5po74OFIo4rNoNBoOHDjAihUr8PHxISEhAfcq1anRpCUV69THwspa7YjiP7RaLZdOHGH/Bm/OHNyLmakprVq1onv37lSuXFlGI+KTSaEInYmKimLjxo0sX76C48ePYW1rS+UGjanRtCVFylaUP1QqSkpM5Mrp45zev4ezB/fyPDyM4sVL0KNHd9q3by9XShQ6IYUi0sSdO3dYuXIlK1au5N7duzjndKGMR23KVq9Fya+qyMjlC4h7+ZLzRw9yev8eAo4eJCY6mrx589G8eTM8PT2pVKmSlLzQKSkUkaa0Wi1HjhzBx8eHnTt3ERwchLmFBcUrVqasR23KetQmu2setWPqjaiIcM4c3Iu/ny+XTh4lKTERd/fSNG/ejGbNmlGiRAkpEZFmpFDEF6MoCrdu3WLXrl3s2r2bo0eOkJSUhGv+gpSuVotyNWpTpGxFzMzN1Y6aYcTFxHDr4jlunPPnyqljXD9/BiMjI6pUrUrzZs1o2rQpbm5uascUBkIKRajmxYsXHDhwgN27d7Nr925CHz3CysaGouUqUbBUGQqUKkPBkqWxc8ysdtR0IyoinOvn/Ll+zp8b508TfO0KGo0Gx8yZqVatGk0aN6ZRo0ZyynihCikUkS4oisLFixfZtWsXR48ew/+MP8+fPQMgR243CvxTMIVKlcGtaHHMLSxVTpz2tFotT+7f/ac8/Llxzp+HwYEA5M7jRvVqValWrRpVq1alSJEictChUJ0UikiXFEUhKCiI06dP4+/vz6lTpwkIuEBCQgImpqbkLVKMAqXKkKdQMbLncSO7qxtOOXJmyFOCJCcl8fheCA8Cb/Mg6DYPA2/zMOgOj4IDiYuNwcjIiBIlSlLtXwXi4iJnghbpjxSKyDASExO5dOkS/v7+nD59mpOnThN45zZarRYAUzMzsuVyxdk1D9lc85AjT16yueYhe243nF1csbBU79Tq8bGxPA97wvOwp4Q9esCDwNs8DLrNo6A7PLobjCY5GQAHR0eKFilKsWJFKVq0KMWLF6dSpUqyW6/IEKRQRIaWmJjI3bt3CQwMTPV1+04gwUGBxMfHpyzrmCUrNvaZsLGzx8rOHht7e2zsMmFtb4+NnT229g7Y2NtjbZfpn3OUKWi1ClqNBkXRotVo0Gq1f39pNGi1GhStglarIfZlNC8jnxMdFfn3fyMjeRn5jKjwMJ6FPSH25ctUuXPmzEXRov9fHK++nJ2dZS8skWFJoQi9pdVqCQ0NTSmZBw8eEBUVRWRkJJGRkTx7/pznz//+/6ioSKIiI1NGO58ik4MDjo6ZcXLKjJOTE06ZM5MjRw6yZ89Ojhw5Ur5cXFywt7fX4SsVIn2QQhHiH4qi8PLlSyIjI3nx4gVGRkaYmJhgbGyMiYlJyte///3q/21sbDA1NVX7JQihKikUIYQQOiH7GQohhNAJKRQhhBA6IYUihBBCJ6RQhBBC6IQUihBCCJ2QQhFCCKETUihCCCF0QgpFCCGETkihCCGE0AkpFCGEEDohhSKEEEInpFCEEELohBSKEEIInZBCEUIIoRNSKEIIIXRCCkUIIYROSKEIIYTQCSkUIYQQOiGFIoQQQiekUIQQQuiEFIoQQgidkEIRQgihE1IoQgghdEIKRQghhE5IoQghhNAJKRQhhBA6IYUihBBCJ6RQhBBC6IQUihBCCJ2QQhFCCKETUihCCCF0QgpFCCGETkihCCGE0AkpFCGEEDohhSKEEEInpFCEEELohBSKEEIInZBCEUIIoRNSKEIIIXRCCkUIIYROSKEIIYTQCSkUIYQQOiGFIoQQQiekUIQQQuiEFIoQQgidkEIRQgihE/8Hsg+QuZ2WCI4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cancel_data=data[data[\"is_canceled\"]==1]\n",
    "group_data=cancel_data.groupby(\"hotel\").agg({\"is_canceled\":\"sum\"})\n",
    "print(group_data)\n",
    "\n",
    "plt.figure(figsize=(5,5))\n",
    "plt.pie(group_data[\"is_canceled\"], colors=['lightblue', 'lightcoral'], startangle=140,autopct=\"%1.1f%%\",wedgeprops={\"edgecolor\":\"black\"})\n",
    "plt.legend(labels=group_data.index,loc=\"upper center\")\n",
    "plt.title(\"Ratio Of Cancelations In Hotel\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "16352ac8-5213-42a9-8721-d7b28a984469",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "resort_data=data[data[\"hotel\"]==\"Resort Hotel\"]\n",
    "city_data=data[data[\"hotel\"]==\"City Hotel\"]\n",
    "\n",
    "resort_data=resort_data.groupby(\"reservation_status_date\").agg({\"adr\":\"mean\"})\n",
    "city_data=city_data.groupby(\"reservation_status_date\").agg({\"adr\":\"mean\"})\n",
    "\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(resort_data.index,resort_data[\"adr\"],color=\"blue\",label=\"Resort Hotel\")\n",
    "plt.plot(city_data.index,city_data[\"adr\"],color=\"orange\",label=\"City Hotel\")\n",
    "plt.xlabel(\"Reservation Date\",fontsize=13)\n",
    "plt.ylabel(\"Mean ADR\",fontsize=13)\n",
    "plt.title(\"MEAN ADR ACC TO RESERVATION DATE\",fontsize=15)\n",
    "plt.legend(loc=\"best\")\n",
    "plt.grid(alpha=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "28f80904-c11b-43fb-b2b1-6a27f458104a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime as dt\n",
    "data[\"Month\"]=data[\"reservation_status_date\"].dt.month_name()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1dd65f2a-b0fe-4d1d-aafd-210bdb33a3cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "month_order = [\n",
    "    'January', 'February', 'March', 'April', 'May', 'June',\n",
    "    'July', 'August', 'September', 'October', 'November', 'December'\n",
    "]\n",
    "\n",
    "plt.figure(figsize=(14,8))\n",
    "sns.countplot(data=data,x=\"Month\",hue=\"is_canceled\",palette='light:Green',edgecolor=\"black\",order=month_order)\n",
    "plt.legend([\"Not Canceled\",'Canceled'])\n",
    "plt.xlabel(\"Month\",fontsize=15)\n",
    "plt.ylabel(\"Total Reservations\")\n",
    "plt.title(\"Month Wise Ratio Of Booking\")\n",
    "plt.tight_layout()\n",
    "plt.grid(alpha=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "2e6a5f58-3859-4d82-a969-04a6dcb4eaa2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Asghar Qambar Rizvi\\AppData\\Local\\Temp\\ipykernel_14628\\2833237597.py:5: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(data=new_data,x=new_data.index,y=\"adr\",order=month_order,palette=\"pastel\",saturation=2,edgecolor=\"black\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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sP40aNaoRpu222251Wudn7bfffqmoqMh//vOfPPTQQ0n+b7vtvvvu5YEqFqc6YEs+PdtvaS04T2236+qrr14epOOhhx7KnXfeudTLrSsvv/xyrY4LAPBlJ9gDAOrMj370ozRv3jwzZszI3//+99x888354IMP0qJFi/zoRz/6wut57733yqHY3nvv/bmjm1afQVVZWVnjMuLaaNSoUflSzldffTWXXnrpshe8CNddd105LFzUGYfJp6Hl9ttvn2TZwsnFmTNnTjnYa9u27WLb3nnnnZk0aVImTZqURx55JJdddll69+6dUqmUU089NUcccUSd1bUoFRUVad26dbbccsvcdNNN5Uu/zznnnPI9/lYGXbt2zXe/+90kn54l+vrrr5cvba3tqNELXl48bdq0pa5h+vTp5Z9XX331Ws83bNiwtGnTJklWyD0IAYClI9gDAOpMy5Yty4NTXHnlleVLW3fdddfyjfe/SKNHj86cOXOSJOeff375MtHPPvbaa6/yPMtyxtu+++5bvm/aaaedVl5mXViwnj59+nzue7jjjjuSJK+88kruv//+Olv+008/XQ4K119//cW2XW+99bLhhhtmww03zOabb54DDjggjz/+eDl0vPDCC8v3kfsiHHvsseWfL7vssi9subVRHeBdf/31ueyyyzJ//vx06dIl3/ve92o1f8eOHcvh3jPPPLPUozJPmDCh/HOvXr1qPV+bNm3KZ0A+9thjue2225ZquQBA3RLsAQB1qvqS27vuuit33313jde+aMsS0t14442ZNWvWUs3TsGHD8tlLr7/+ei6++OKlXu6ivPDCC3n00UeXer66vBy3ehsmyXe+852lnn+VVVbJqFGjypeO/uIXv1jsCMZ1qUePHuWfJ02a9IUss7b22GOPNG3aNO+++25++9vfJvk0IK6oqKjV/BUVFeXtMWvWrIwdO7bWy37//ffzwAMPJPn0bL0NNthgqWo/+uijy2f5OWsPAOrXoq9HAQBYRttuu23WWmutvPnmm0k+PbNoUQM+rGgvvfRSHn744SSfXoa7pAEJ/vOf/+RXv/pVPvjgg/ztb3/LoEGDlmp5e++9d0477bQ8//zzOeOMM3LooYcuc+3VFgzoLrroovIlkJ/n8ssvz1133ZW//vWvueCCC2p1r7bF+eijj8ohZUVFxTIPfLHWWmvlqKOOyqmnnpr//Oc/ufTSS3PYYYctV221seAoxStqxOJl1bp16/zwhz/M9ddfn48++ihJ7S/DrfaTn/wkN998c5JPz0itPjNySf70pz9l9uzZSZLBgwfXOkystuqqq+bYY4/N8ccfnwkTJnyhZ2ECADUJ9gCAOtWwYcPst99+Oe+885J8GlYsasCHFW3BUOwXv/hF+vbtu9j2n3zySc4+++y88847+ctf/rLUwV6DBg1y8sknZ4899si0adMycuTIZaq7WqlUKo+auuGGG9YqCGvatGnuuuuuzJgxIzfffHP22Wef5arhmGOOyWuvvZYk2WWXXdKzZ8/l6uvcc8/NzJkzc8YZZ+Tggw/+3Hse1pUnn3yy/HPnzp1X6LKWxf7775+///3vST69zHrBMwxrY6eddkrPnj0zefLk3H777bnuuuuy9957L3aeF198MaecckqSpFmzZjnqqKOWqfahQ4fm7LPPzltvvZURI0bkm9/85jL1AwAsH5fiAgB17ne/+10++uijfPTRRznjjDO+8OUvGIp169ZtiaFe8ukgGLvsskuSZOzYseUzDpfGbrvtVr5f2e9+97ulnn9B999/f1555ZUkn46UWhs77LBDWrZsmWT5LsetqqrKvvvuWz5br3379jn33HOXub/k04E3qsPJV199tXz/xRVlzpw5+fWvf11+PnDgwBW6vGUxcODA8n5SfXbp0mjQoEGuvPLKrLLKKkk+PYNv9OjRn9v+mWeeybbbblseEfess85Kly5dlqn2Fi1a5Je//GWSTy9z/sc//rFM/QAAy8cZewDASu2tt97Ks88+u8R2zZo1y9e//vUkyYMPPpj//Oc/ST4N22prt912y6WXXpp58+blqquuqjH4Qm1UVFTk5JNPzi677JKqqqqlmvezFgzmavsemjZtmu9///u5/vrrc/fdd2fatGnp0KHDQu0+/PDDGut0zpw5ee+99/LCCy/kwQcfzE033VS+VLNjx465+eablzkAWtDPf/7zXHDBBeXAd/Dgwct1NufLL79cY3TYJJkxY0YmTpyYCy+8MM8991ySZJ111qmTS6NXRn379s2VV16Z/fffP3PmzMnee++dP/7xjxk0aFB69OiRxo0bp7KyMrfcckuuueaa8iXJP//5z3P44Ycv17IPP/zw/OEPf8ibb7653J93AGDZCPYAgJXaRRddlIsuumiJ7Xr16pWJEycmqRmK1fZstyTp379/2rRpk/feey9XXnnlUgd7SbLzzjtnk002qXEZ6NKaPXt2/vrXvyb5dCTaDTfcsNbz7r777rn++uszb968XH311fn5z3++UJsnn3wyG2200WL7adq0aX784x/nzDPPLA+UsLw6dOiQAw88MBdeeGH+/e9/Z/To0ct1ufCBBx64xDa9evXKzTffvNz3G1yZ7bXXXllrrbVy2GGHZfLkybn33ntz7733LrJt27Ztc/rpp9dJ0NmsWbP8z//8T4444ojl7gsAWDYuxQUAvlQ++uij3HDDDUmStddeO5tttlmt511llVWy0047Jfn08sKnnnpqmWqovofZsrr55pszY8aMJEt3xmGSfP/73y+HWLW9HLdly5bp2LFjvvnNb+aggw7Kn/70p7z++uu59NJL6yzUq3bccceVLx397W9/m1KpVKf9N2/ePN26dcuPfvSjXHPNNXnyySfTrVu3Ol3GymjLLbfMpEmTct1112WfffbJOuusk1VXXTVNmzZN586dM2DAgJx//vl56aWX6vTsxUMOOWSlvH8hAHxVVJTq+tsUAAAAALDCOWMPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAjeq7AJL58+fnjTfeyKqrrpqKior6LgcAAACAelIqlfLBBx+kY8eOadBg8efkCfZWAm+88UY6d+5c32UAAAAAsJKYOnVqOnXqtNg2gr2VwKqrrprk0w3WqlWreq4GAAAAgPoyY8aMdO7cuZwXLY5gbyVQffltq1atBHsAAAAA1Op2bQbPAAAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKKBG9V0AS6eysjJVVVX1XUahtGvXLl26dKnvMgAAAADqlGCvQCorK9OjZ8/MnjWrvksplGbNm+dfkycL9wAAAIAvFcFegVRVVWX2rFn56cmXpmO39eu7nEJ445Up+eOIg1JVVSXYAwAAAL5UBHsF1LHb+unWo3d9lwEAAABAPTJ4BgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABbRSBnsnnXRSKioqajx69OhRnv7RRx9lyJAhWX311dOyZcvstttumT59eo0+KisrM3DgwDRv3jxrrrlmjj322HzyySc12owbNy59+vRJkyZNss4662TUqFEL1TJy5Mh069YtTZs2zWabbZbHH3+8xvTa1AIAAAAAdW2lDPaS5Bvf+EbefPPN8uPBBx8sTzvmmGNy66235oYbbsh9992XN954Iz/60Y/K0+fNm5eBAwdm7ty5efjhh3PFFVdk1KhRGT58eLnNyy+/nIEDB2brrbfOxIkTc/TRR+fggw/OnXfeWW4zevToDBs2LCNGjMiECRPSq1evDBgwIG+99VatawEAAACAFWGlDfYaNWqUDh06lB/t2rVLkrz//vu59NJLc/bZZ2ebbbZJ3759c/nll+fhhx/Oo48+miS566678vzzz+eqq65K7969s+OOO+Y3v/lNRo4cmblz5yZJLr744nTv3j1nnXVWevbsmaFDh2b33XfPOeecU67h7LPPziGHHJIDDjggG2ywQS6++OI0b948l112Wa1rAQAAAIAVYaUN9l544YV07NgxX/va1zJo0KBUVlYmScaPH5+PP/44/fv3L7ft0aNHunTpkkceeSRJ8sgjj2SjjTZK+/bty20GDBiQGTNm5Lnnniu3WbCP6jbVfcydOzfjx4+v0aZBgwbp379/uU1talmUOXPmZMaMGTUeAAAAALA0Vspgb7PNNsuoUaMyZsyYXHTRRXn55Zfz3e9+Nx988EGmTZuWxo0bp02bNjXmad++faZNm5YkmTZtWo1Qr3p69bTFtZkxY0Zmz56dqqqqzJs3b5FtFuxjSbUsyumnn57WrVuXH507d67digEAAACA/69RfRewKDvuuGP554033jibbbZZunbtmuuvvz7NmjWrx8rqxgknnJBhw4aVn8+YMUO4BwAAAMBSWSnP2PusNm3aZL311suLL76YDh06ZO7cuXnvvfdqtJk+fXo6dOiQJOnQocNCI9NWP19Sm1atWqVZs2Zp165dGjZsuMg2C/axpFoWpUmTJmnVqlWNBwAAAAAsjUIEezNnzsxLL72UtdZaK3379s0qq6ySsWPHlqdPmTIllZWV6devX5KkX79+mTRpUo3Ra+++++60atUqG2ywQbnNgn1Ut6nuo3Hjxunbt2+NNvPnz8/YsWPLbWpTCwAAAACsCCvlpbi/+MUvstNOO6Vr16554403MmLEiDRs2DD77LNPWrdunYMOOijDhg1L27Zt06pVqxxxxBHp169fNt988yTJ9ttvnw022CD77bdfzjzzzEybNi0nnnhihgwZkiZNmiRJDjvssFxwwQU57rjjcuCBB+aee+7J9ddfn9tvv71cx7BhwzJ48OBssskm2XTTTXPuuefmww8/zAEHHJAktaoFAAAAAFaElTLYe+2117LPPvvknXfeyRprrJHvfOc7efTRR7PGGmskSc4555w0aNAgu+22W+bMmZMBAwbkwgsvLM/fsGHD3HbbbTn88MPTr1+/tGjRIoMHD84pp5xSbtO9e/fcfvvtOeaYY3LeeeelU6dOueSSSzJgwIBym7322itvv/12hg8fnmnTpqV3794ZM2ZMjQE1llQLAAAAAKwIFaVSqVTfRXzVzZgxI61bt87777+/2PvtTZgwIX379s3JVzyYbj16f3EFFtgr/5qYEYO/k/Hjx6dPnz71XQ4AAADAYtU2J0oKco89AAAAAKAmwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABNarvAgAAYGlVVlamqqqqvssolHbt2qVLly71XQYAUIcEewAAFEplZWV69uyZWbNm1XcphdK8efNMnjxZuAcAXyKCPQAACqWqqiqzZs3KqGPOT89O69Z3OYUw+bUX8pNzjkxVVZVgDwC+RAR7AAAUUs9O6+abX9+ovssAAKg3Bs8AAAAAgAIS7AEAAABAAQn2AAAAAKCABHsAAAAAUECCPQAAAAAoIMEeAAAAABSQYA8AAAAACkiwBwAAAAAFJNgDAAAAgAIS7AEAAABAAQn2AAAAAKCABHsAAAAAUECCPQAAAAAoIMEeAAAAABSQYA8AAAAACkiwBwAAAAAFJNgDAAAAgAIS7AEAAABAAQn2AAAAAKCABHsAAAAAUECCPQAAAAAoIMEeAAAAABSQYA8AAAAACkiwBwAAAAAFJNgDAAAAgAIS7AEAAABAAQn2AAAAAKCABHsAAAAAUECCPQAAAAAoIMEeAAAAABSQYA8AAAAACkiwBwAAAAAFJNgDAAAAgAIS7AEAAABAATWq7wKgSCorK1NVVVXfZRROu3bt0qVLl/ouAwAAAL5UBHtQS5WVlenZs0dmzZpd36UUTvPmzTJ58r+EewAAAFCHBHtQS1VVVZk1a3au+vlu6dl5jfoupzAmT307+551Y6qqqgR7AAAAUIcEe7CUenZeI33W6VjfZQAAAABfcQbPAAAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUUKP6LgCAYqmsrExVVVV9l1E47dq1S5cuXeq7DAAA4EtEsAcUilBp2dRVqFRZWZmePXpk1uzZdVDVV0vzZs0y+V//Eu4BAAB1RrAHFEZlZWV69OyR2bOESkurWfNm+dfk5Q+VqqqqMmv27Fx16EHpudZadVTdl9/kN9/Mvn+6NFVVVYI9AACgzgj2gMKoqqrK7Fmz8+P//Wnar9uxvsspjOkvvJFrjvhjnYZKPddaK326da2TvgAAAFg2gj2gcNqv2zGdNupW32UAAABAvTIqLgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggFb6YO+MM85IRUVFjj766PJrH330UYYMGZLVV189LVu2zG677Zbp06fXmK+ysjIDBw5M8+bNs+aaa+bYY4/NJ598UqPNuHHj0qdPnzRp0iTrrLNORo0atdDyR44cmW7duqVp06bZbLPN8vjjj9eYXptaAAAAAKCurdTB3hNPPJE//vGP2XjjjWu8fswxx+TWW2/NDTfckPvuuy9vvPFGfvSjH5Wnz5s3LwMHDszcuXPz8MMP54orrsioUaMyfPjwcpuXX345AwcOzNZbb52JEyfm6KOPzsEHH5w777yz3Gb06NEZNmxYRowYkQkTJqRXr14ZMGBA3nrrrVrXAgAAAAArwkob7M2cOTODBg3Kn//856y22mrl199///1ceumlOfvss7PNNtukb9++ufzyy/Pwww/n0UcfTZLcddddef7553PVVVeld+/e2XHHHfOb3/wmI0eOzNy5c5MkF198cbp3756zzjorPXv2zNChQ7P77rvnnHPOKS/r7LPPziGHHJIDDjggG2ywQS6++OI0b948l112Wa1rAQAAAIAVYaUN9oYMGZKBAwemf//+NV4fP358Pv744xqv9+jRI126dMkjjzySJHnkkUey0UYbpX379uU2AwYMyIwZM/Lcc8+V23y27wEDBpT7mDt3bsaPH1+jTYMGDdK/f/9ym9rUsihz5szJjBkzajwAAAAAYGk0qu8CFuW6667LhAkT8sQTTyw0bdq0aWncuHHatGlT4/X27dtn2rRp5TYLhnrV06unLa7NjBkzMnv27Lz77ruZN2/eItv861//qnUti3L66afn5JNP/tzpAAAAALAkK90Ze1OnTs1RRx2Vq6++Ok2bNq3vclaIE044Ie+//375MXXq1PouCQAAAICCWemCvfHjx+ett95Knz590qhRozRq1Cj33Xdfzj///DRq1Cjt27fP3Llz895779WYb/r06enQoUOSpEOHDguNTFv9fEltWrVqlWbNmqVdu3Zp2LDhItss2MeSalmUJk2apFWrVjUeAAAAALA0Vrpgb9ttt82kSZMyceLE8mOTTTbJoEGDyj+vssoqGTt2bHmeKVOmpLKyMv369UuS9OvXL5MmTaoxeu3dd9+dVq1aZYMNNii3WbCP6jbVfTRu3Dh9+/at0Wb+/PkZO3ZsuU3fvn2XWAsAAAAArAgr3T32Vl111Wy44YY1XmvRokVWX3318usHHXRQhg0blrZt26ZVq1Y54ogj0q9fv2y++eZJku233z4bbLBB9ttvv5x55pmZNm1aTjzxxAwZMiRNmjRJkhx22GG54IILctxxx+XAAw/MPffck+uvvz633357ebnDhg3L4MGDs8kmm2TTTTfNueeemw8//DAHHHBAkqR169ZLrAUAAAAAVoSVLtirjXPOOScNGjTIbrvtljlz5mTAgAG58MILy9MbNmyY2267LYcffnj69euXFi1aZPDgwTnllFPKbbp3757bb789xxxzTM4777x06tQpl1xySQYMGFBus9dee+Xtt9/O8OHDM23atPTu3TtjxoypMaDGkmoBAAAAgBWhEMHeuHHjajxv2rRpRo4cmZEjR37uPF27ds0//vGPxfa71VZb5amnnlpsm6FDh2bo0KGfO702tQAAAABAXVvp7rEHAAAAACxZIc7YAwD+T2VlZaqqquq7jMJp165dunTpUt9lAABAnRHsAUCBVFZWpmfPnpk1a1Z9l1I4zZs3z+TJk4V7AAB8aQj2AKBAqqqqMmvWrJx2/FX5Wpee9V1OYfyncnJ+dca+qaqqEuwBAPClIdgDgAL6Wpee6blun/ouAwAAqEcGzwAAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABNarvAgAAiqaysjJVVVX1XUahtGvXLl26dKnvMgAAvlQEewAAS6GysjI9e/bIrFmz67uUQmnevFkmT/6XcA8AoA4J9gAAlkJVVVVmzZqds48/KOt0Wau+yymEFyvfzLAzLk1VVZVgDwCgDgn2AACWwTpd1sqG63at7zIAAPgKM3gGAAAAABSQYA8AAAAACkiwBwAAAAAFJNgDAAAAgAIS7AEAAABAAQn2AAAAAKCABHsAAAAAUECCPQAAAAAoIMEeAAAAABSQYA8AAAAACkiwBwAAAAAFJNgDAAAAgAIS7AEAAABAAQn2AAAAAKCABHsAAAAAUECCPQAAAAAoIMEeAAAAABSQYA8AAAAACkiwBwAAAAAFJNgDAAAAgAIS7AEAAABAAQn2AAAAAKCABHsAAAAAUECCPQAAAAAoIMEeAAAAABSQYA8AAAAACkiwBwAAAAAFJNgDAAAAgAJqVN8FAAAAQNFUVlamqqqqvssonHbt2qVLly71XQZ8aQj2AAAAYClUVlamZ8+emTVrVn2XUjjNmzfP5MmThXtQRwR7AAAAsBSqqqoya9as/PLPf0rn9der73IKY+qUf+d3hxyaqqoqwR7UEcEeAAAALIPO66+XdXv3ru8ygK8wg2cAAAAAQAEJ9gAAAACggFyKCwAALDUjgi49o4ECUNcEewAAwFIxIuiyMRooAHVNsAcAACyV6hFBTzvttHTv3r2+yymEl19+Ob/61a+MBgpAnRLsAQAAy6R79+7p2bNnfZcBAF9ZBs8AAAAAgAIS7AEAAABAAQn2AAAAAKCABHsAAAAAUEAGzwAAAABgqVVWVqaqqqq+yyicdu3a1dkI6YI9AAAAAJZKZWVlevbskVmzZtd3KYXTvHmzTJ78rzoJ9wR7AAAAACyVqqqqzJo1O1f9fLf07LxGfZdTGJOnvp19z7oxVVVVgj0AAAAA6k/Pzmukzzod67uMr6wVOnjGrbfems0333xFLgIAAAAAvpLq/Iy9UqmU0aNH5/TTT8+zzz5b190DAAAAAFmKM/befPPNHHrooenatWuaNWuWrl275rDDDsv06dPLbW666ab07NkzgwYNyqRJk9KhQ4ecd955K6RwAAAAAPgqq9UZe1VVVdlss83y+uuvp1QqJUmmTp2aP/3pTxk3blyefPLJHHnkkbniiitSKpXSoUOHHH/88fnpT3+aJk2arNA3AAAAAABfRbUK9s4444y89tpr6dmzZ0aMGJFvfOMb+eCDD3LHHXfk97//fbbeeuuMHz8+TZs2zfDhw3P00UenadOmK7p2AAAAAPjKqlWwd8cdd6R169a555570r59+/Lrm2++edZYY40ceeSRadCgQe6666585zvfWWHFAgAAAACfqtU99l599dVsvvnmNUK9arvvvnuSZIstthDqAQAAAMAXpFbB3qxZs7LWWmstclqHDh2SJN27d6+7qgAAAACAxar1qLhL0rBhw7rqCgAAAABYglrdYy9Jpk2blvvvv3+Zpm+55ZZLXxkAAAAA8LlqHezdeeedufPOO5d6ekVFRT755JNlqw4AAAAAWKRaBXtbbrllKioqVnQtAAAAAEAt1SrYGzdu3AouAwAAAABYGnU2eAYAAAAA8MUR7AEAAABAAS11sPf222/nt7/9bbbbbrt06tQpLVq0SMuWLdOlS5fssMMOOfPMM/POO+8sV1EXXXRRNt5447Rq1SqtWrVKv379cscdd5Snf/TRRxkyZEhWX331tGzZMrvttlumT59eo4/KysoMHDgwzZs3z5prrpljjz12oUE8xo0blz59+qRJkyZZZ511MmrUqIVqGTlyZLp165amTZtms802y+OPP15jem1qAQAAAIC6tlTB3qWXXppu3brl17/+dcaOHZs33ngjs2fPzqxZs/Laa6/lrrvuygknnJBu3brlL3/5yzIX1alTp5xxxhkZP358nnzyyWyzzTbZeeed89xzzyVJjjnmmNx666254YYbct999+WNN97Ij370o/L88+bNy8CBAzN37tw8/PDDueKKKzJq1KgMHz683Obll1/OwIEDs/XWW2fixIk5+uijc/DBB9cY2Xf06NEZNmxYRowYkQkTJqRXr14ZMGBA3nrrrXKbJdUCAAAAACtCrQbPSJIrrrgihx56aEqlUr7zne9k7733Tu/evdOuXbuUSqVUVVXlqaeeynXXXZeHH344BxxwQBo1apQf//jHS13UTjvtVOP5aaedlosuuiiPPvpoOnXqlEsvvTTXXHNNttlmmyTJ5Zdfnp49e+bRRx/N5ptvnrvuuivPP/98/vnPf6Z9+/bp3bt3fvOb3+SXv/xlTjrppDRu3DgXX3xxunfvnrPOOitJ0rNnzzz44IM555xzMmDAgCTJ2WefnUMOOSQHHHBAkuTiiy/O7bffnssuuyzHH3983n///SXWAgAAAAArQq3O2JsxY0aOPPLINGzYMFdddVXuv//+/OxnP8sWW2yR9dZbL+uvv36+/e1vZ+jQoXnwwQdzxRVXpEGDBhk6dGhmzpy5XAXOmzcv1113XT788MP069cv48ePz8cff5z+/fuX2/To0SNdunTJI488kiR55JFHstFGG6V9+/blNgMGDMiMGTPKZ/098sgjNfqoblPdx9y5czN+/PgabRo0aJD+/fuX29SmlkWZM2dOZsyYUeMBAAAAAEujVsHeVVddlQ8++CAnnnhirc7A22+//XLiiSfm/fffz9VXX71MhU2aNCktW7ZMkyZNcthhh+Vvf/tbNthgg0ybNi2NGzdOmzZtarRv3759pk2bliSZNm1ajVCvenr1tMW1mTFjRmbPnp2qqqrMmzdvkW0W7GNJtSzK6aefntatW5cfnTt3rt1KAQAAAID/r1bB3j333JPGjRvnmGOOqXXHxxxzTFZZZZX885//XKbC1l9//UycODGPPfZYDj/88AwePDjPP//8MvW1sjnhhBPy/vvvlx9Tp06t75IAAAAAKJha3WPv6aefTu/evbPqqqvWuuNWrVrlm9/8ZiZOnLhMhTVu3DjrrLNOkqRv37554oknct5552WvvfbK3Llz895779U4U2769Onp0KFDkqRDhw4LjV5bPVLtgm0+O3rt9OnT06pVqzRr1iwNGzZMw4YNF9lmwT6WVMuiNGnSJE2aNFmKtQEAAAAANdXqjL133nlnmS4X7dSpU955552lnm9R5s+fnzlz5qRv375ZZZVVMnbs2PK0KVOmpLKyMv369UuS9OvXL5MmTaoxeu3dd9+dVq1aZYMNNii3WbCP6jbVfTRu3Dh9+/at0Wb+/PkZO3ZsuU1tagEAAACAFaFWZ+zNmDFjqc7Wq9ayZct88MEHSz3fCSeckB133DFdunTJBx98kGuuuSbjxo3LnXfemdatW+eggw7KsGHD0rZt27Rq1SpHHHFE+vXrVx6Fdvvtt88GG2yQ/fbbL2eeeWamTZuWE088MUOGDCmfKXfYYYflggsuyHHHHZcDDzww99xzT66//vrcfvvt5TqGDRuWwYMHZ5NNNsmmm26ac889Nx9++GF5lNza1AIAAAAAK0Ktgr358+cv8wKWZd633nor+++/f9588820bt06G2+8ce68885st912SZJzzjknDRo0yG677ZY5c+ZkwIABufDCC8vzN2zYMLfddlsOP/zw9OvXLy1atMjgwYNzyimnlNt07949t99+e4455picd9556dSpUy655JIMGDCg3GavvfbK22+/neHDh2fatGnp3bt3xowZU2NAjSXVAgAAAAArQq2CveTTEWDvv//+pep8cSPDLs6ll1662OlNmzbNyJEjM3LkyM9t07Vr1/zjH/9YbD9bbbVVnnrqqcW2GTp0aIYOHbpctQAAAABAXat1sHfnnXfmzjvvXKrOS6VSKioqlrooAAAAAGDxahXsbbnllgI6AAAAAFiJ1CrYGzdu3DIvYHnuzwcAAAAALFqDFdXxU089lWHDhqVTp04rahEAAAAA8JVV63vs1cbUqVNz9dVX56qrrsrkyZPdYw8AAAAAVpDlDvY++OCD3HDDDbnqqqty//33p1QqpVQqZe21185ee+2VffbZpy7qBAAAAAAWsEzB3rx58zJmzJhceeWVufXWW/PRRx+lVColSSoqKjJu3Lh897vfdbYeAAAAAKwgS3WPvSeeeCJHHnlkOnbsmB/+8Ie5/vrr88knn+SHP/xhbrjhhnzrW99KYhRdAAAAAFjRanXG3qmnnpqrr746//73v8tn5m2xxRbZd999s+eee6Zt27ZJknPPPXeFFQoAAAAA/J9aBXvDhw9PRUVFOnTokJ/97GcZNGhQunXrtoJLAwAAAAA+T60vxS2VSpk2bVruvPPO3H333XnvvfdWYFkAAAAAwOLUKth77LHHMmTIkKy++up58MEHc9hhh2WttdbKbrvtlptuuikff/zxiq4TAAAAAFhArYK9b33rW/nf//3fvPHGG/n73/+e3XffPRUVFfnb3/6WPfbYI2uttVZ++tOfZvr06Su6XgAAAAAgSzkqbqNGjbLTTjtl9OjRmTZtWv785z/nu9/9bt599938+c9/zksvvZQkOf744zNx4sQVUS8AAAAAkFoOnrEorVq1ykEHHZSDDjooU6dOzVVXXZWrrroqkydPzu9///v8/ve/z3rrrZcf//jH+fWvf12XNQMAAABfcZWVlamqqqrvMgqnXbt26dKlS32XQR1Z5mBvQZ07d84JJ5yQE044IRMmTMiVV16Z6667LlOmTMlJJ50k2AMAAADqTGVlZXr07JnZs2bVdymF06x58/xr8mTh3pdEnQR7C+rTp0/69OmTs846K3feeWeuuuqqul4EAAAA8BVWVVWV2bNm5acnX5qO3dav73IK441XpuSPIw5KVVWVYO9Los6DvWoNGjTIjjvumB133HFFLQIAAAD4CuvYbf1069G7vsuAerNUg2cAAAAAACsHwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAW0wgbPAAAAYMWprKxMVVVVfZdRKO3atTMSKPClItgDAAAomMrKyvTs2SOzZs2u71IKpXnzZpk8+V/CPeBLQ7AHAABQMFVVVZk1a3auuvKw9Oy5dn2XUwiTJ7+effe7OFVVVYI94EtDsAcAAFBQPXuunT59utV3GQDUE4NnAAAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAW0UgZ7p59+er71rW9l1VVXzZprrplddtklU6ZMqdHmo48+ypAhQ7L66qunZcuW2W233TJ9+vQabSorKzNw4MA0b948a665Zo499th88sknNdqMGzcuffr0SZMmTbLOOutk1KhRC9UzcuTIdOvWLU2bNs1mm22Wxx9/fKlrAQAAAIC6tFIGe/fdd1+GDBmSRx99NHfffXc+/vjjbL/99vnwww/LbY455pjceuutueGGG3LffffljTfeyI9+9KPy9Hnz5mXgwIGZO3duHn744VxxxRUZNWpUhg8fXm7z8ssvZ+DAgdl6660zceLEHH300Tn44INz5513ltuMHj06w4YNy4gRIzJhwoT06tUrAwYMyFtvvVXrWgAAAACgrjWq7wIWZcyYMTWejxo1KmuuuWbGjx+fLbfcMu+//34uvfTSXHPNNdlmm22SJJdffnl69uyZRx99NJtvvnnuuuuuPP/88/nnP/+Z9u3bp3fv3vnNb36TX/7ylznppJPSuHHjXHzxxenevXvOOuusJEnPnj3z4IMP5pxzzsmAAQOSJGeffXYOOeSQHHDAAUmSiy++OLfffnsuu+yyHH/88bWqBQAAAADq2kp5xt5nvf/++0mStm3bJknGjx+fjz/+OP379y+36dGjR7p06ZJHHnkkSfLII49ko402Svv27cttBgwYkBkzZuS5554rt1mwj+o21X3MnTs348ePr9GmQYMG6d+/f7lNbWr5rDlz5mTGjBk1HgAAAACwNFb6YG/+/Pk5+uij8+1vfzsbbrhhkmTatGlp3Lhx2rRpU6Nt+/btM23atHKbBUO96unV0xbXZsaMGZk9e3aqqqoyb968RbZZsI8l1fJZp59+elq3bl1+dO7cuZZrAwAAAAA+tdIHe0OGDMmzzz6b6667rr5LqTMnnHBC3n///fJj6tSp9V0SAAAAAAWzUt5jr9rQoUNz22235f7770+nTp3Kr3fo0CFz587Ne++9V+NMuenTp6dDhw7lNp8dvbZ6pNoF23x29Nrp06enVatWadasWRo2bJiGDRsuss2CfSypls9q0qRJmjRpshRrAgAAAABqWinP2CuVShk6dGj+9re/5Z577kn37t1rTO/bt29WWWWVjB07tvzalClTUllZmX79+iVJ+vXrl0mTJtUYvfbuu+9Oq1atssEGG5TbLNhHdZvqPho3bpy+ffvWaDN//vyMHTu23KY2tQAAAABAXVspz9gbMmRIrrnmmvz973/PqquuWr5XXevWrdOsWbO0bt06Bx10UIYNG5a2bdumVatWOeKII9KvX7/yKLTbb799Nthgg+y3334588wzM23atJx44okZMmRI+Wy5ww47LBdccEGOO+64HHjggbnnnnty/fXX5/bbby/XMmzYsAwePDibbLJJNt1005x77rn58MMPy6Pk1qYWAAAAAKhrK2Wwd9FFFyVJttpqqxqvX3755fnJT36SJDnnnHPSoEGD7LbbbpkzZ04GDBiQCy+8sNy2YcOGue2223L44YenX79+adGiRQYPHpxTTjml3KZ79+65/fbbc8wxx+S8885Lp06dcskll2TAgAHlNnvttVfefvvtDB8+PNOmTUvv3r0zZsyYGgNqLKkWAAAAAKhrK2WwVyqVltimadOmGTlyZEaOHPm5bbp27Zp//OMfi+1nq622ylNPPbXYNkOHDs3QoUOXqxYAAAAAqEsr5T32AAAAAIDFE+wBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABSTYAwAAAIACEuwBAAAAQAEJ9gAAAACggAR7AAAAAFBAgj0AAAAAKCDBHgAAAAAUkGAPAAAAAApIsAcAAAAABbRSBnv3339/dtppp3Ts2DEVFRW5+eaba0wvlUoZPnx41lprrTRr1iz9+/fPCy+8UKPNf//73wwaNCitWrVKmzZtctBBB2XmzJk12jzzzDP57ne/m6ZNm6Zz584588wzF6rlhhtuSI8ePdK0adNstNFG+cc//rHUtQAAAABAXVspg70PP/wwvXr1ysiRIxc5/cwzz8z555+fiy++OI899lhatGiRAQMG5KOPPiq3GTRoUJ577rncfffdue2223L//ffn0EMPLU+fMWNGtt9++3Tt2jXjx4/P73//+5x00kn505/+VG7z8MMPZ5999slBBx2Up556Krvsskt22WWXPPvss0tVCwAAAADUtUb1XcCi7Ljjjtlxxx0XOa1UKuXcc8/NiSeemJ133jlJ8pe//CXt27fPzTffnL333juTJ0/OmDFj8sQTT2STTTZJkvzv//5vvv/97+cPf/hDOnbsmKuvvjpz587NZZddlsaNG+cb3/hGJk6cmLPPPrscAJ533nnZYYcdcuyxxyZJfvOb3+Tuu+/OBRdckIsvvrhWtQAAAADAirBSnrG3OC+//HKmTZuW/v37l19r3bp1NttsszzyyCNJkkceeSRt2rQph3pJ0r9//zRo0CCPPfZYuc2WW26Zxo0bl9sMGDAgU6ZMybvvvltus+ByqttUL6c2tSzKnDlzMmPGjBoPAAAAAFgahQv2pk2bliRp3759jdfbt29fnjZt2rSsueaaNaY3atQobdu2rdFmUX0suIzPa7Pg9CXVsiinn356WrduXX507tx5Ce8aAAAAAGoqXLD3ZXDCCSfk/fffLz+mTp1a3yUBAAAAUDCFC/Y6dOiQJJk+fXqN16dPn16e1qFDh7z11ls1pn/yySf573//W6PNovpYcBmf12bB6UuqZVGaNGmSVq1a1XgAAAAAwNIoXLDXvXv3dOjQIWPHji2/NmPGjDz22GPp169fkqRfv3557733Mn78+HKbe+65J/Pnz89mm21WbnP//ffn448/Lre5++67s/7662e11VYrt1lwOdVtqpdTm1oAAAAAYEVYKYO9mTNnZuLEiZk4cWKSTwepmDhxYiorK1NRUZGjjz46p556am655ZZMmjQp+++/fzp27JhddtklSdKzZ8/ssMMOOeSQQ/L444/noYceytChQ7P33nunY8eOSZIf//jHady4cQ466KA899xzGT16dM4777wMGzasXMdRRx2VMWPG5Kyzzsq//vWvnHTSSXnyySczdOjQJKlVLQAAAACwIjSq7wIW5cknn8zWW29dfl4dtg0ePDijRo3Kcccdlw8//DCHHnpo3nvvvXznO9/JmDFj0rRp0/I8V199dYYOHZptt902DRo0yG677Zbzzz+/PL1169a56667MmTIkPTt2zft2rXL8OHDc+ihh5bbbLHFFrnmmmty4okn5n/+53+y7rrr5uabb86GG25YblObWgAAAACgrq2Uwd5WW22VUqn0udMrKipyyimn5JRTTvncNm3bts0111yz2OVsvPHGeeCBBxbbZo899sgee+yxXLUAAAAAQF1bKS/FBQAAAAAWT7AHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLAHAAAAAAUk2AMAAACAAhLsAQAAAEABCfYAAAAAoIAEewAAAABQQII9AAAAACggwR4AAAAAFJBgDwAAAAAKSLBXR0aOHJlu3bqladOm2WyzzfL444/Xd0kAAAAAfIkJ9urA6NGjM2zYsIwYMSITJkxIr169MmDAgLz11lv1XRoAAAAAX1KCvTpw9tln55BDDskBBxyQDTbYIBdffHGaN2+eyy67rL5LAwAAAOBLqlF9F1B0c+fOzfjx43PCCSeUX2vQoEH69++fRx55ZJHzzJkzJ3PmzCk/f//995MkM2bMWOyyZs6cmSR55V8T89HsD5e39K+Eaa++kOTTdbek9bsk1et//ItvZOZHc5e7tq+KKa9VJanbbfDaM69kzocfLXdtXxVvvzQtSR3vB6++mpkLHMdYvCnT6n4bPP/C+MyaPXO5a/uqeOW1KUnqdhs8+8KrmTXbflAb/3mt7vaB6n6SZMJLz2TmR74T1ca/X38pSd1vg8mTJ2fWrFnL3d9Xwauvvpqk7rfB+AkvZ+ZM34tqY8q/30xSt78LXpz4dGZ/6DhUW6+/8GKSut0G/j5eOv5Grn+1+Ru5+vVSqbTE/ipKtWnF53rjjTey9tpr5+GHH06/fv3Krx933HG577778thjjy00z0knnZSTTz75iywTAAAAgAKZOnVqOnXqtNg2ztirByeccEKGDRtWfj5//vz897//zeqrr56Kiop6rGzZzJgxI507d87UqVPTqlWr+i7nK8k2qH+2Qf2zDeqfbVD/bIP6ZxvUL+u//tkG9c82qH+2Qf0r+jYolUr54IMP0rFjxyW2Fewtp3bt2qVhw4aZPn16jdenT5+eDh06LHKeJk2apEmTJjVea9OmzYoq8QvTqlWrQu4wXya2Qf2zDeqfbVD/bIP6ZxvUP9ugfln/9c82qH+2Qf2zDepfkbdB69ata9XO4BnLqXHjxunbt2/Gjh1bfm3+/PkZO3ZsjUtzAQAAAKAuOWOvDgwbNiyDBw/OJptskk033TTnnntuPvzwwxxwwAH1XRoAAAAAX1KCvTqw11575e23387w4cMzbdq09O7dO2PGjEn79u3ru7QvRJMmTTJixIiFLi/mi2Mb1D/boP7ZBvXPNqh/tkH9sw3ql/Vf/2yD+mcb1D/boP59lbaBUXEBAAAAoIDcYw8AAAAACkiwBwAAAAAFJNgDAAAAgAIS7MFKpqKiIjfffHN9l8EXxPb+Yv3kJz/JLrvsUn6+1VZb5eijj663eoAvJ8d2WD6vvPJKKioqMnHixPou5Utl3LhxqaioyHvvvVffpfA5PvtdlS9et27dcu6559Z3GUtFsPcV4ODwxfvJT36SioqKhR4vvvhifZfGAqq302GHHbbQtCFDhqSioiI/+clPvvjCSJI88sgjadiwYQYOHFhnfZ533nkZNWpUnfX3ZWcfqV9+f688bIsVZ0Uc6+tSUf4B9Pbbb+fwww9Ply5d0qRJk3To0CEDBgzIQw89VGfLsB/UnalTp+bAAw9Mx44d07hx43Tt2jVHHXVU3nnnnVrNL6D7fNXfXc4444war998882pqKiop6q+Whb8W3iVVVZJ+/bts9122+Wyyy7L/Pnz67u8LyXBHiuNjz/+uL5LqFM77LBD3nzzzRqP7t27r5Blrch192XbLp/VuXPnXHfddZk9e3b5tY8++ijXXHNNunTpslx9f9nX3Yp26aWX5ogjjsj999+fN954Y7n6mjdvXubPn5/WrVunTZs2dVPgV8SK3EcA6vJY/1W222675amnnsoVV1yRf//737nllluy1VZb1Too+qqYO3dufZeQ//znP9lkk03ywgsv5Nprr82LL76Yiy++OGPHjk2/fv3y3//+t75LXGorw3pdUNOmTfO73/0u7777bn2XslIolUr55JNPvtBlVv8t/Morr+SOO+7I1ltvnaOOOio/+MEPvvBaVgYreh8R7H3FjBkzJt/5znfSpk2brL766vnBD36Ql156qTy9+rT3m266KVtvvXWaN2+eXr165ZFHHim3Oemkk9K7d+8a/Z577rnp1q1b+fkTTzyR7bbbLu3atUvr1q3zve99LxMmTKgxT0VFRS666KL88Ic/TIsWLXLqqadmnXXWyR/+8Ica7SZOnFjIs92q/1u64KNhw4b5+9//nj59+qRp06b52te+lpNPPnmhg9ubb76ZHXfcMc2aNcvXvva1/PWvfy1Pq95Go0ePzve+9700bdo0V199te2yjPr06ZPOnTvnpptuKr920003pUuXLvnmN79Zfq22+85nt0uSXHbZZfnGN76RJk2aZK211srQoUNr1FBVVZVdd901zZs3z7rrrptbbrllBb/rld/MmTMzevToHH744Rk4cGCNs+yq/0t9++23Z+ONN07Tpk2z+eab59lnny23GTVqVNq0aZNbbrklG2ywQZo0aZLKykpnGyyDutpHttlmm4U++2+//XYaN26csWPHrvg3UnCLuiykd+/eOemkk8rPKyoqcskllyz2ePLss89mxx13TMuWLdO+ffvst99+qaqq+gLewZdHbbbFgnz2P9/ijvXVx/EFLeqMm1NPPTVrrrlmVl111Rx88ME5/vjja3wfWtQZd7vsskuNs40vvPDCrLvuumnatGnat2+f3XffPcmnZ53cd999Oe+888pnn7zyyit18M7r1nvvvZcHHnggv/vd77L11luna9eu2XTTTXPCCSfkhz/8YbnNwQcfnDXWWCOtWrXKNttsk6effrrcR/X3yD/+8Y/p3Llzmjdvnj333DPvv/9+efoVV1yRv//97+V1MW7cuCSfnn225557pk2bNmnbtm123nnnGuup+nfvb3/727Rv3z5t2rTJKaeckk8++STHHnts2rZtm06dOuXyyy9f6L3961//yhZbbJGmTZtmww03zH333Vdj+pKOaVtttVWGDh2ao48+Ou3atcuAAQPqarUvsyFDhqRx48a566678r3vfS9dunTJjjvumH/+8595/fXX86tf/SpJMmfOnPzyl79M586d06RJk6yzzjq59NJL88orr2TrrbdOkqy22mo1zp6fM2dOjjzyyKy55ppp2rRpvvOd7+SJJ55YqIaHHnroc79DJcmDDz6Y7373u2nWrFk6d+6cI488Mh9++GF5erdu3fKb3/wm+++/f1q1apVDDz10Ba2tZdO/f/906NAhp59++ue2ufHGG8vfz7t165azzjqrPO1//ud/stlmmy00T69evXLKKaeUn19yySXp2bNnmjZtmh49euTCCy8sT6v+2+D6668vr8tvfetb+fe//50nnngim2yySVq2bJkdd9wxb7/99kLLOvnkk8v762GHHVYjGJo/f35OP/30dO/ePc2aNUuvXr1q/L1Y/V35jjvuSN++fdOkSZM8+OCDtV+BdaD6b+G11147ffr0yf/8z//k73//e+64447ysX5Jx6UkufXWW/Otb30rTZs2Tbt27bLrrruWp82ZMye/+MUvsvbaa6dFixbZbLPNysel5P9+j9x2221Zf/3107x58+y+++6ZNWtWrrjiinTr1i2rrbZajjzyyMybN6/Gcj/44IPss88+adGiRdZee+2MHDmyxvTaHlMvueSSdO/ePU2bNq2jNbtogr2vmA8//DDDhg3Lk08+mbFjx6ZBgwbZddddFzol9le/+lV+8YtfZOLEiVlvvfWyzz77LFWy/sEHH2Tw4MF58MEH8+ijj2bdddfN97///XzwwQc12p100knZddddM2nSpBx00EE58MADF/qlfvnll2fLLbfMOuuss+xvfCXxwAMPZP/9989RRx2V559/Pn/84x8zatSonHbaaTXa/frXv85uu+2Wp59+OoMGDcree++dyZMn12hz/PHH56ijjsrkyZNr/SXFdlm0z76/yy67LAcccECNNrXddz67XS666KIMGTIkhx56aCZNmpRbbrlloXV28sknZ88998wzzzyT73//+xk0aFAh/1tbl66//vr06NEj66+/fvbdd99cdtllKZVKNdoce+yxOeuss/LEE09kjTXWyE477VTjLMlZs2bld7/7XS655JI899xzWXPNNb/ot/GlURf7yMEHH5xrrrkmc+bMKc9z1VVXZe21184222zzxbyRr4DFHU/ee++9bLPNNvnmN7+ZJ598MmPGjMn06dOz55571nPVX24++5+vNsf6xbn66qtz2mmn5Xe/+13Gjx+fLl265KKLLlqqGp588skceeSROeWUUzJlypSMGTMmW265ZZJPb9/Qr1+/HHLIIeWrLzp37rxU/X8RWrZsmZYtW+bmm2+u8Tlb0B577JG33nord9xxR8aPH58+ffpk2223rfF948UXX8z111+fW2+9NWPGjMlTTz2Vn/3sZ0mSX/ziF9lzzz1rXJGyxRZb5OOPP86AAQOy6qqr5oEHHshDDz2Uli1bZocddqgRRNxzzz154403cv/99+fss8/OiBEj8oMf/CCrrbZaHnvssRx22GH56U9/mtdee61G3ccee2x+/vOf56mnnkq/fv2y0047lc9CrO0x7Yorrkjjxo3z0EMP5eKLL66Tdb6s/vvf/+bOO+/Mz372szRr1qzGtA4dOmTQoEEZPXp0SqVS9t9//1x77bU5//zzM3ny5Pzxj39My5Yt07lz59x4441JkilTpuTNN9/MeeedlyQ57rjjcuONN+aKK67IhAkTss4662TAgAELfa9c3Heol156KTvssEN22223PPPMMxk9enQefPDBhf5B8Yc//CG9evXKU089lV//+tcrapUtk4YNG+a3v/1t/vd//3ehz1SSjB8/PnvuuWf23nvvTJo0KSeddFJ+/etflwOnQYMG5fHHH6/xD8rnnnsuzzzzTH784x8n+fT4M3z48Jx22mmZPHlyfvvb3+bXv/51rrjiihrLGjFiRE488cRMmDAhjRo1yo9//OMcd9xxOe+88/LAAw/kxRdfzPDhw2vMM3bs2EyePDnjxo3Ltddem5tuuiknn3xyefrpp5+ev/zlL7n44ovz3HPP5Zhjjsm+++67UPB9/PHH54wzzsjkyZOz8cYbL9c6rQvbbLNNevXqVf5n8ZKOS7fffnt23XXXfP/7389TTz2VsWPHZtNNNy33N3To0DzyyCO57rrr8swzz2SPPfbIDjvskBdeeKHcZtasWTn//PNz3XXXZcyYMRk3blx23XXX/OMf/8g//vGPXHnllfnjH/9YIxhNkt///vflz3f133d33313eXptj6k33nhjbrrpphV/v9ASX3qDBw8u7bzzzouc9vbbb5eSlCZNmlQqlUqll19+uZSkdMkll5TbPPfcc6UkpcmTJ5dKpVJpxIgRpV69etXo55xzzil17dr1c2uYN29eadVVVy3deuut5deSlI4++uga7V5//fVSw4YNS4899lipVCqV5s6dW2rXrl1p1KhRtX27K4XBgweXGjZsWGrRokX5sfvuu5e23Xbb0m9/+9saba+88srSWmutVX6epHTYYYfVaLPZZpuVDj/88FKp9H/b6Nxzz63RxnZZetX7xltvvVVq0qRJ6ZVXXim98sorpaZNm5befvvt0s4771waPHjwIuf9vH3ns9ulY8eOpV/96lefW0OS0oknnlh+PnPmzFKS0h133LH8b7DAtthii/K6/Pjjj0vt2rUr3XvvvaVSqVS69957S0lK1113Xbn9O++8U2rWrFlp9OjRpVKpVLr88stLSUoTJ06s0e9nj4ff+973SkcdddQKfS9FVpf7yOzZs0urrbZaeRuVSqXSxhtvXDrppJO+iLdSSAt+Xrt27Vo655xzakzv1atXacSIEeXnSzqe/OY3vyltv/32NfqYOnVqKUlpypQpK+Q9fFksy7b429/+ViqVfPYXZ3HH+ssvv7zUunXrGu3/9re/lRb882WzzTYrDRkypEabb3/72zW+Dy3qOL/gsevGG28stWrVqjRjxoxF1liU3xN//etfS6uttlqpadOmpS222KJ0wgknlJ5++ulSqVQqPfDAA6VWrVqVPvrooxrzfP3rXy/98Y9/LJVKn36PbNiwYem1114rT7/jjjtKDRo0KL355pulUmnRf1NceeWVpfXXX780f/788mtz5swpNWvWrHTnnXeW5+vatWtp3rx55Tbrr79+6bvf/W75+SeffFJq0aJF6dprry2VSv/3veqMM84ot/n4449LnTp1Kv3ud78rlUq1O6Z973vfK33zm9+s7Wpc4R599NEax4fPOvvss0tJSo899lgpSenuu+9eZLvq70Lvvvtu+bWZM2eWVlllldLVV19dfm3u3Lmljh07ls4888wa8y3uO9RBBx1UOvTQQ2ss74EHHig1aNCgNHv27FKp9OlxcJdddlnq9/9FWPBzuvnmm5cOPPDAUqlU8/jx4x//uLTddtvVmO/YY48tbbDBBuXnvXr1Kp1yyinl5yeccEJps802Kz//+te/Xrrmmmtq9PGb3/ym1K9fv1KptOi/q6+99tpSktLYsWPLr51++uml9ddfv0b9bdu2LX344Yfl1y666KJSy5YtS/PmzSt99NFHpebNm5cefvjhGss+6KCDSvvss0+pVPq/7XzzzTcvaXWtEIvLH/baa69Sz549a3Vc6tevX2nQoEGL7OfVV18tNWzYsPT666/XeH3bbbctnXDCCaVS6f/+HnjxxRfL03/605+WmjdvXvrggw/Krw0YMKD005/+tPy8a9eupR122GGhunfcccdSqVT7Y+oqq6xSeuuttxZZf11zxt5XzAsvvJB99tknX/va19KqVavyZZqVlZU12i2Y6K+11lpJkrfeeqvWy5k+fXoOOeSQrLvuumndunVatWqVmTNnLrScTTbZpMbzjh07ZuDAgbnsssuSfHrq7Zw5c7LHHnvUetkri6233joTJ04sP84///w8/fTTOeWUU8r/WW3ZsmX5v8CzZs0qz9uvX78affXr12+hM/Y+u+5qw3ZZtDXWWKN8CdDll1+egQMHpl27djXa1HbfWXDdvfXWW3njjTey7bbbLnb5C+5vLVq0SKtWrZZqf/uymTJlSh5//PHss88+SZJGjRplr732yqWXXlqj3YL7Sdu2bbP++uvX2E8aN268Uvx38sugLvaRpk2bZr/99isfRyZMmJBnn33W4Bt1bHHHk6effjr33ntvjd9BPXr0SJIaZyVQt3z2F622x/ol9bHg2RtJFnq+JNttt126du2ar33ta9lvv/1y9dVX1/hOVhS77bZb3njjjdxyyy3ZYYcdMm7cuPTp0yejRo3K008/nZkzZ2b11Vevsf+//PLLNfb9Ll26ZO211y4/79evX+bPn58pU6Z87nKffvrpvPjii1l11VXL/bZt2zYfffRRjb6/8Y1vpEGD//vTs3379tloo43Kzxs2bJjVV199oe8/C/6ub9SoUTbZZJPy7/raHtP69u1b6/X4RSkt4czUV155JQ0bNsz3vve9Wvf50ksv5eOPP863v/3t8murrLJKNt1004X+jljcd6inn346o0aNqrFeBwwYkPnz5+fll18uz7csf4t80X73u9/liiuuWOj9T548ucZ6SpJvf/vbeeGFF8qXZA4aNCjXXHNNkk+317XXXptBgwYl+fQqhZdeeikHHXRQjfV06qmnLvT7dMHfy+3bt0+SGp/99u3bL/S579WrV5o3b15+3q9fv8ycOTNTp07Niy++mFmzZmW77barsey//OUvCy17ZdxGpVIpFRUVtTouTZw48XP/jpo0aVLmzZuX9dZbr8b89913X4310Lx583z9618vP2/fvn26deuWli1b1nhtccee6ucL7iO1OaZ27do1a6yxxjKuqaXT6AtZCiuNnXbaKV27ds2f//zndOzYMfPnz8+GG2640M0cV1lllfLP1fcyqb6cqkGDBgv9MvrsIAGDBw/OO++8k/POOy9du3ZNkyZN0q9fv4WW06JFi4VqPPjgg7PffvvlnHPOyeWXX5699tqrxoGtKFq0aLHQJZczZ87MySefnB/96EcLtV/a6+4/u+5sl+Vz4IEHli8x+Ow9FJLa7zsLrrvPXmLxeRbc35JP97mv8ohRl156aT755JN07Nix/FqpVEqTJk1ywQUX1LqfZs2aGf2sDtXFPnLwwQend+/eee2113L55Zdnm222SdeuXb+w91BktTnGJ4s/nsycOTM77bRTfve73y00X/U/8Viy2m6LBfnsL2xJx/plWc+LsqR+Vl111UyYMCHjxo3LXXfdleHDh+ekk07KE088UbjBlpo2bZrtttsu2223XX7961/n4IMPzogRI/Kzn/0sa621Vo17T1Vb3vc4c+bM9O3bt3xf4QUt+Aftoo5Ny/v9p7bHtEV9r60v66yzTioqKjJ58uQa9wqrNnny5Ky22mq1/g65IsycOTM//elPc+SRRy40bcFBs1am9fp5ttxyywwYMCAnnHDCUv8zZZ999skvf/nLTJgwIbNnz87UqVOz1157Jfl0HSXJn//854XuxdewYcMazxf1d/VnX1vaz33y6WWqCwbxyaf3tVvQyriNJk+enO7du2fmzJlLPC4tbj+YOXNmGjZsmPHjxy+0zhcM7VbUsac2x9Qvcv0L9r5C3nnnnUyZMiV//vOf893vfjdJlukmmmussUamTZtWTtuTLHTN+EMPPZQLL7ww3//+95N8elPd2t6c+/vf/35atGiRiy66KGPGjMn999+/1DWurPr06ZMpU6Ys8b50jz76aPbff/8azxe8Sf2i2C7Lp/peMBUVFQvds3BZ951VV1013bp1y9ixY8s3OWbxPvnkk/zlL3/JWWedle23377GtF122SXXXntt+b/xjz76aPkL5rvvvpt///vf6dmz5xde81dFXewjG220UTbZZJP8+c9/zjXXXLNUQe1X3RprrJE333yz/HzGjBk1zpyojT59+uTGG29Mt27d0qiRr4DLalm2hc9+TbU51nft2jUffPBBPvzww/IfR5/9XrP++uvniSeeqPGd6bMDBXx2e82bNy/PPvtsjd/LjRo1Sv/+/dO/f/+MGDEibdq0yT333JMf/ehHady48UI3VS+KDTbYIDfffHP69OmTadOmpVGjRjUGVfusysrKvPHGG+Ww9dFHH02DBg2y/vrrJ8ki10WfPn0yevTorLnmmmnVqlWdv4dHH320fM/DTz75JOPHjy//k6mIx7TVV1892223XS688MIcc8wxNYKLadOm5eqrr87++++fjTbaKPPnz899992X/v37L9RP48aNk6TG9vj6179evpdg9T8OPv744zzxxBMLDSCzuO9Qffr0yfPPP/+luI92kpxxxhnp3bt3+XOcJD179sxDDz1Uo91DDz2U9dZbrxwSderUKd/73vdy9dVXZ/bs2dluu+3K92tu3759OnbsmP/85z/ls/jq0tNPP53Zs2eXPx+PPvpo+f6Kbdu2LQ8KtzRndK4M7rnnnkyaNCnHHHNMOnXqtMTj0sYbb5yxY8cudF/nJPnmN7+ZefPm5a233ip/96xLjz766ELPF9xHanNM/SIV4whInVhttdWy+uqr509/+lPWWmutVFZW5vjjj1/qfrbaaqu8/fbbOfPMM7P77rtnzJgxueOOO2r8Ml933XVz5ZVXZpNNNsmMGTNy7LHH1vo/Tw0bNsxPfvKTnHDCCVl33XUXOg22yIYPH54f/OAH6dKlS3bfffc0aNAgTz/9dJ599tmceuqp5XY33HBDNtlkk3znO9/J1Vdfnccff3yJl6bYLsunYcOG5dOrP/tfn+XZd0466aQcdthhWXPNNbPjjjvmgw8+yEMPPZQjjjiizt/Dl8Ftt92Wd999NwcddFBat25dY9puu+2WSy+9NL///e+TJKecckpWX331tG/fPr/61a/Srl07I96uQHW1jxx88MEZOnRoWrRoscizFVi0bbbZJqNGjcpOO+2UNm3aZPjw4QtthyUZMmRI/vznP2efffbJcccdl7Zt2+bFF1/Mddddl0suuWSp+/uqWtZt4bP/f2pzrL/zzjvTvHnz/M///E+OPPLIPPbYYzVGzU2SI444Ioccckg22WSTbLHFFhk9enSeeeaZfO1rXyu32WabbTJs2LDcfvvt+frXv56zzz477733Xo1a/vOf/2TLLbfMaqutln/84x+ZP39+OQTo1q1bHnvssbzyyivly0wXvKR0ZfDOO+9kjz32yIEHHpiNN944q666ap588smceeaZ2XnnndO/f//069cvu+yyS84888yst956eeONN8o3pq++XK9p06YZPHhw/vCHP2TGjBk58sgjs+eee6ZDhw5JPl0Xd955Z6ZMmZLVV189rVu3zqBBg/L73/8+O++8c0455ZR06tQpr776am666aYcd9xx6dSp03K9t5EjR2bddddNz549c8455+Tdd9/NgQcemKS4x7QLLrggW2yxRQYMGJBTTz013bt3z3PPPZdjjz02a6+9dk477bS0bds2gwcPzoEHHpjzzz8/vXr1yquvvpq33nore+65Z7p27ZqKiorcdttt+f73v59mzZqlZcuWOfzww8sjDXfp0iVnnnlmZs2alYMOOqhGDYv7DvXLX/4ym2++eYYOHZqD/197dx8UVdn/cfyzwIQpEooPqVkEAqE8yJqpKU+SyIijDGFqCD4gTWWaBlNqqCA1kDNF46D5R+YO4YAPYZoymFqGbkwuTY7NNOk4plmmg4bNGAkC3n/4c3+z9wKSoMt6v18z+891nXOd79mze87u95zruhYuVK9evfTTTz/pwIEDTnlTIiQkRCkpKVq/fr21LDMzU6NHj1ZeXp5mzpyp6upqFRUV2cxqK93qjrtmzRo1NjaqsLDQpi43N1dLlizRI488ovj4eDU0NKimpkZ1dXV64403OhVzY2Oj0tPTlZ2drbNnz2rNmjV67bXX5OLiot69eysrK0vLli1TS0uLJkyYoL/++ktms1menp6aO3dup7bdVRoaGnTx4kU1Nzfr0qVLqqysVH5+vqZOnaq0tDS5uLjc8by0Zs0axcbGys/PT7NmzVJTU5MqKir01ltvKSAgQCkpKUpLS9P777+v8PBw1dbW6tChQwoNDVVCQkKn4jebzVq3bp0SExN14MAB7dixQ/v27ZOkDp9T76fudVXCPdHS0iI3Nze5uLiorKxM33//vYKDg7Vs2TLrH+R/IygoSBs3btSGDRsUFhamY8eOKSsry2aZzZs3q66uTkajUampqdZp1zsqPT1djY2NrWbnndnkyZO1d+9effnllxo9erTGjh2rwsJCu+44ubm5KisrU2hoqIqLi1VaWqrhw4e32zbHpfM8PT1bvdvcme/O3Llz9eGHH2rjxo0aMWKEpk6dajNTE2xt3rxZzz33nN0fPenWn72amhqdOHFC0q07sK+//rpGjRqlixcv6osvvrDewca90RXfkdmzZ8vNzU2zZ8/+10MQ/K+5ff2WpBUrVigqKkpTp05VQkKCEhMTbcaM6YjBgwfLbDarublZcXFxCgkJ0dKlS+Xl5dXtEhXdTVccCz77/68j5/rffvtNJSUlqqioUEhIiEpLS5WTk2OzbEpKilasWKGsrCwZjUb98ssvmjdvns37u2DBAs2dO1dpaWmKioqSr6+vzdN6Xl5eKi8v18SJExUUFKRNmzaptLRUI0aMkHRrNlhXV1cNHz5c/fv3txtbtzvw8PDQmDFjVFhYqMjISAUHB2vVqlXKyMhQUVGRDAaDKioqFBkZqfnz5ysgIECzZs3SuXPnrGN+Sbe6iSYlJWnKlCmKi4tTaGioTaIjIyNDgYGBevrpp9W/f3+ZzWb17NlTVVVVevzxx5WUlKSgoCClp6fr+vXrXfIEX0FBgQoKChQWFqajR49qz5491jFenfWc5u/vr5qaGvn6+uqFF16Qn5+fXnrpJcXExKi6ulp9+/aVJH300UdKTk7Wq6++qqeeekoZGRn6+++/JUlDhgxRbm6uli9froEDB1qfYiwoKNDzzz+v1NRUGY1GnT59Wvv371efPn1sYmjvN1RoaKi++eYbnTp1ShEREQoPD9fq1attus07m7Vr19p0tTQajdq+fbvKysoUHBys1atXa+3atXbddZOTk3XlyhXV19fb3TxeuHChPv74Y23ZskUhISGKioqSyWTSk08+2el4Y2Nj5e/vr8jISM2cOVPTpk2zOf/l5eVp1apVys/PV1BQkOLj47Vv374u2XZXqays1KBBg+Tj46P4+Hh9/fXXWr9+vXbv3i1XV9cOnZeio6O1Y8cO7dmzRyNHjtTEiRN17Ngx6za2bNmitLQ0ZWZmKjAwUImJibJYLDZdxu9WZmamampqFB4ernfeeUcffPCBtcdKR8+p95Ph5p1G7oTTi4+P17Bhw5zqDsuRI0cUGxur8+fPO+zLAXscF3QHhw8fVkxMjOrq6pxu/CPcGhDcz89PFotFRqPR0eF0a854/X5QdcWx4LN/f0yaNEmPPvqoPv30U0eH4lRycnL0+eef23V3BgB0f3TFfYDV1dXJbDbr8OHDevnllx0dToc0NDSotrZWOTk5mjFjBsmjboLjAqCzbty4oStXrig7O1tjx44lsdEOZ7x+P6i64ljw2b936uvrtWnTJk2ePFmurq4qLS3VwYMHdeDAAUeHBgDAfUNi7wG2YMECWSwWZWZmavr06Y4Op0NKS0uVnp6ukSNHqri42NHh4P9wXAB0ltlsVkxMjAICArRz505Hh9OtOeP1+0HVFceCz/69c7s71Lvvvqvr168rMDBQn332WauTDQAA8KCiKy4AAAAAAADghLrvqKIAAAAAAAAA2kRiDwAAAAAAAHBCJPYAAAAAAAAAJ0RiDwAAAAAAAHBCJPYAAAAAAAAAJ0RiDwAAAHYMBoP1VV1d3eZy27dvty7n4+Nz/wL8Fw4fPiyDwaB58+Y5OhQAAIAuRWIPAAAA7dq6dWubdSUlJfcxktaZTCYZDAbl5OQ4OhQAAID7isQeAAAAWuXq6qqQkBBt27ZNTU1NdvVXrlxRZWWljEajA6IDAAAAiT0AAAC0KSUlRZcvX9b+/fvt6rZt26YbN25ozpw5DogMAAAAJPYAAADQphdffFEGg6HVLrclJSXy8PDQ9OnT222joqJCkyZNUp8+fdSjRw8FBgZq+fLlunr1qt2yOTk5MhgMMplM+vHHHzVt2jT16dNHvXr1UlRUlL799lub5aOjozV//nxJUm5urs3YgCaTya79P//8U6+88ooGDRokd3d3BQcH65NPPun4GwIAANCNuDk6AAAAAHRfQ4cOVWRkpPbs2aNr167Jw8NDknTmzBlVV1crNTVVPXv2bHP9/Px8rVy5Um5uboqKilK/fv1kNpv13nvvadeuXaqqqtLAgQPt1qupqdGiRYvk5+enyZMn6+eff1ZVVZViY2NlsVgUHBwsSYqPj1dTU5PMZrPCwsI0cuRIaxvDhg2zafPq1asaN26crl27poiICF2+fFlVVVVKT09XS0uLFi5c2AXvGAAAwP3DE3sAAABo15w5c1RfX6/y8nJr2e0JNdrrhmuxWJSdnS0PDw8dPXpUBw8eVFlZmU6fPq0ZM2bo1KlTWrRoUavrbtiwQfn5+Tpx4oTKysp0/PhxLV26VNevX9e6deusyy1fvtyakEtMTJTJZLK+JkyYYNPm7t27ZTQadebMGW3fvl1fffWVdu7cKUnKy8u7uzcHAADAgUjsAQAAoF3Jyclyd3e3mR1369atGjRokGJjY9tcr6ioSC0tLVq8eLHGjBljLXd3d1dRUZEefvhh7dq1S+fPn7dbd/z48VqyZIlNWXZ2tiSpqqrqrvbD09NTRUVFcnd3t5YlJiYqODhYv/76q86ePXtX7QIAADgKiT0AAAC0y8vLSwkJCTp06JAuXrwoi8WikydPatasWXJ1dW1zvSNHjki6NQHHfxswYIDi4uLU0tIis9lsVx8XF2dX5u3trb59++qPP/64q/0YNWqUvL297coDAgIk6a7bBQAAcBQSewAAALijOXPmqLm5WWVlZdaJNO40G+6FCxckST4+Pq3W3y7//fff7eoee+yxVtfp3bu3GhsbOxh1x9uUpIaGhrtqFwAAwFGYPAMAAAB3NGXKFHl5eam4uFgXLlxQUFCQjEZjp9o0GAxt1rm4dP3953vRJgAAgCPx6wYAAAB35O7urhkzZuiHH37QpUuX7vi0niQNHjxYknTu3LlW62+PaTdkyJAuixMAAOB/CYk9AAAAdEhqaqq8vb3Vr1+/VsfN+28RERGSpNLSUru62tpa7d+/XwaDQePHj+9UXA899JAkqampqVPtAAAAOBsSewAAAOiQiIgIXb58WbW1tXriiSfuuPyiRYvk4uKi9evXq6amxlre2NioxYsX659//lFSUpKGDh3aqbhuPxl48uTJTrUDAADgbBhjDwAAAPfEM888o7y8PL399tsaN26coqOj1a9fP5nNZp0/f17+/v7asGFDp7czduxYDRgwQDt37lR0dLR8fX3l4uKiBQsW6Nlnn+2CPQEAAOieeGIPAAAA98zKlSu1d+9eRUVFyWKxqLy8XO7u7nrzzTf13XffaeDAgZ3eRo8ePbRv3z5NmjRJx48fl8lk0ubNm3Xq1Kku2AMAAIDuy3Dz5s2bjg4CAAAAAAAAwL/DE3sAAAAAAACAEyKxBwAAAAAAADghEnsAAAAAAACAEyKxBwAAAAAAADghEnsAAAAAAACAEyKxBwAAAAAAADghEnsAAAAAAACAEyKxBwAAAAAAADghEnsAAAAAAACAEyKxBwAAAAAAADghEnsAAAAAAACAEyKxBwAAAAAAADih/wBSVRE1yyWn8gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_data=data[data[\"is_canceled\"]==1].groupby(\"Month\").agg({\"adr\":\"sum\"})\n",
    "\n",
    "\n",
    "plt.figure(figsize=(15,9))\n",
    "sns.barplot(data=new_data,x=new_data.index,y=\"adr\",order=month_order,palette=\"pastel\",saturation=2,edgecolor=\"black\")\n",
    "plt.xlabel(\"Month\",fontsize=15)\n",
    "plt.ylabel(\"ADR\",fontsize=15)\n",
    "plt.title(\"MEAN ADR BY MONTH\",fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "39b1747a-15eb-424d-b9f3-dce62ae0ab84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_10_countries = data[data[\"is_canceled\"] == 1]\n",
    "top_10_countries=top_10_countries[\"country\"].value_counts()[:10]\n",
    "\n",
    "colors = sns.color_palette(\"Set3\")\n",
    "plt.figure(figsize=(5,5))\n",
    "plt.pie(top_10_countries,autopct=\"%1.f%%\",startangle=100,wedgeprops={\"edgecolor\":\"black\"},pctdistance=1.11,colors=colors)\n",
    "plt.legend(labels=top_10_countries.index)\n",
    "plt.title(\"Top 10 Countries And Their Cancellations\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "a4313b9b-51d5-4ada-9d3a-20add786b227",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[\"Room_allot_Status\"] = np.where(data[\"reserved_room_type\"] == data[\"assigned_room_type\"], \"Desired\", \"UnDesired\")\n",
    "\n",
    "cancel_data=data[data[\"is_canceled\"]==1]\n",
    "plt.figure(figsize=(5,5))\n",
    "sns.countplot(data=cancel_data,x=\"Room_allot_Status\",width=0.5,edgecolor=\"black\")\n",
    "plt.title(\"Count Plot Of Desired And UnDesired Room\")\n",
    "plt.xlabel(\"Room Allot Status\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "c274a646-d7d5-455a-87d9-bd0e44d2a10c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "market_segment\n",
       "Online TA        0.474377\n",
       "Offline TA/TO    0.203193\n",
       "Groups           0.166581\n",
       "Direct           0.104696\n",
       "Corporate        0.042987\n",
       "Complementary    0.006173\n",
       "Aviation         0.001993\n",
       "Name: proportion, dtype: float64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"market_segment\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "a9853fac-37b7-4a5c-9ecb-925cfdb3b663",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "market_segment\n",
       "Online TA        46.969560\n",
       "Groups           27.398532\n",
       "Offline TA/TO    18.746603\n",
       "Direct            4.348614\n",
       "Corporate         2.215075\n",
       "Complementary     0.203841\n",
       "Aviation          0.117775\n",
       "Name: proportion, dtype: float64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cancel_data[\"market_segment\"].value_counts(True)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "6126c114-fc71-495d-982a-65759523259c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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kyZNcxwjlZvny5QAMGzYs23to5syZJCcns27dulc+9k2llKwxT5cuXXqLK3k/3uY+kl++vr4AOcZ0vSxr3+tqNPLzPiiIe8S7KhIJpV27diiVSk6cOPHa6pOs8Snjx49n7dq12b7++OMPEhMT2bhx42ufy97eXt24+N/eFVn09fXZvHkzQUFB9O/fX/3LKSqyql7u37+f78e2aNGCkJAQTp069dbP3717d+7fv8+NGzcKpHdXbrJuXJs2bXpl9cq7qlWrFpcuXWLXrl1kZGTkSCgnT57kwIED6mPzq0WLFtSpU4fJkyfnOoitoGQNgstKFK8jSRIrV66kXr16Od5Da9eupWzZsm+8CX3xxRevvMnVqlULCwsLVq1aRUZGxttdUCEriPvIm9SqVQtzc3NWrlz5ytcha9Dr6wZrvu374F3uEe+iSCQUY2Nj5s2bx9ixY3MdIZolq5j61Vdf0bFjx2xf/fv3x9PTM08Z+bPPPsPQ0DDbSO3/MjU1ZceOHXh4eNCtWzf27t37Vtf2Lg4fPkxaWlqO7VkNp7l1KniTkSNHYmhoSN++fXNt8MxLrxp3d3fmzJnDlClTCrX7Z9aNa/z48YVy/lq1apGRkcEPP/yAp6cnNjY26n01atQgPj6eX3/9FaVSmS3ZXLt2jbCwsDw9x9dff010dHS2+uywsLBsXa/fVceOHQkMDGTSpEkcP348x/5nz56pB0kePXpUPbL6v++hjh070qVLF/bv3//KkfWQ/SZ3/vz5bPsMDQ35+uuvCQ4O5uuvv87172n58uXv9IHmXRXUfeR1DA0N+fLLL7l+/XquA1S3bdvG4sWLadKkCdWqVXvtuV73PiiMe8S7kL0NJUvv3r1fuz8lJYV169bRqFEj9PX1cz2mdevWzJ07l0ePHr22D7aVlRUfffQRv/76K8HBweri6X/Z2Niwe/duatasSdu2bdm7d2+2G+jZs2dz/VTo7u5eICN8p02bxr///kv79u0pW7as+jmXLl2KpaWlurE9y5MnT175KTWrXcTT05OVK1fSrVs3vL291SPlJUnizp07rFy5EqVSmW2UeG6GDh2a5+t429fJzMyMoUOHFlq1V1ap4/jx4/Tp0yfbPi8vL6ytrTl+/DiBgYHZqmF9fX2pU6eOuvTyOs2aNSMgIIBZs2YxePBgdHR06NWrFwcPHiywLrE6OjqsX7+ehg0bUrt2bTp37kzNmjXR0dHhypUrrFy5EgsLCyZNmsSKFSvQ0tJ6ZRtB69atGTVqFKtXr2b48OGvfM6stpQLFy5gZGSUbd9XX33FlStXmDlzJvv376djx47Y2dnx4MEDNm7cyKlTp3KM9zh8+HCu0yGVLVtW/bcPmSPDc5sVIygoSH1NaWlpuR5jaWnJxx9/XGD3kTf55ptvOHfuHNOmTeP48eN06NABAwMDjhw5wvLly/H19WXJkiVvPM/r3gf5vUcUuvc+lFJ6MVL+9OnTrz3u5ZGx69atkwBpwYIFrzz+wIEDEiDNnTtXkqTXj5q9deuWpKWllW3kOv8Z6Z0lODhYsra2liwtLaXLly+rR6y+6utVo+HzO1L+6NGj0uDBg6WAgADJzMxM0tHRkZydnaU+ffpIt27dynZsnTp1XhvTf4WEhEiffPKJ5OHhIenr60sGBgaSj4+PNGjQIOn8+fPZjs0aKf/48ePXxvvf1y8/r9OrRvrHxsZKZmZmBTpS/mWlS5eWAOmPP/7Isa9169YSIH3yySc5rvO/I9lfN4p78eLFEiAtWrRIkqQXv6tXye9I+SyxsbHS6NGjpcDAQMnQ0FDS19eXAgICpG+//Va6f/++lJqaKllZWUkffPDBa8/j6uoqBQUFSZL0+pHsWX8Xr3qP/f3331Ljxo0lS0tLSVtbW7K3t5e6dOmSbUR+1vlf9fXyyPQyZcq88riPP/5YkqTM9/yrjnF3d3+r+4gkvd1IeUmSpIyMDGnRokVSzZo1JVNTU0lfX1/y9/eXxo0bJ8XHx+c4Pr/vg/zcI94HhSQV4sghQRAEocQoEm0ogiAIQvEnEoogCIJQIERCEQRBEAqESCiCIAhCgRAJRRAEQSgQIqEIgiAIBUIkFEEQBKFAiIQiCIIgFAiRUARBEIQCIRKKIAiCUCBEQhEEQRAKhEgogiAIQoEQCUUQBEEoECKhCIIgCAVCJBRBEAShQIiEIgiCIBQIkVAEQRCEAiESiiAIglAgREIRBEEQCoRIKIIgCEKBEAlFEARBKBAioQiCIAgFQiQUQRAEoUCIhCIIgiAUCJFQBEEQhAIhEoogCIJQIERCEQRBEAqESCiCIAhCgRAJRRAEQSgQIqEIgiAIBUIkFEEQBKFAiIQiCIIgFAiRUARBEIQCIRKKIAiCUCBEQhEEQRAKhEgogiAIQoEQCUUQBEEoECKhCIIgCAVCJBRBEAShQIiEIgiCIBQIkVAEQRCEAiESiiAIglAgREIRBEEQCoRIKIIgCEKB0JY7AEEoStLT00lOTiYpKSnbV3JyMgB6enrZvnR1dTE1NUVPTw+FQiFz9IIgL5FQBI0lSRJRUVFEREQQERHBvXv31N9HRIRzPzKS+Pj4zASSnExSUjLp6en5eg5tLSXpGSq0tbUxMjLG2MgIGxsb7Oztsbe3w84u55ejoyOGhoaFdNWCIB+FJEmS3EEIwtuSJImwsDAuXLjAhQsXCA4OJiI8jIiIcO5FPiA1NVV9rJaWktLW5jjamOJgbYy9lQkmBnoY6Omgr6ud+a+eDga62ujr6mCgl7ktaz9ASmo6KWkZpKSlE/Ywjo+nraNujSaUD6xCYlICSUmJPHkaS3TsY+KeRBPzJJqYmMekpKZki9vR0REvL2+8vb3w8nrx5eLigra2+JwnFE/iL1coNpKSkrh8+bI6eVy8cJ6LFy8R9+QJAJZmRvi72OJkY0b16i442pSjtI0pjjZmONqYYmtujJZWwTUbBoc+AqB8QGVaN+nyyuMkSSIhMZ6YuChiYh/z8PF9IiLvEh4Zyu4d+1i0cBHJKZlVatra2nh6elKpUiUqVapE5cqVKVeunCjRCMWCSChCkSRJElevXmXv3r0cP36cC+fPcf3GTVQqFUqlEk8nG8q62fJlp6qUdbejnLs9Djam77UdIzE5DQAjI9PXHqdQKDA2MsHYyARnB9cc+1UqFVExD4mIDCU88i53Qm9y5uQFVq9eQ1paKlpaWvj5+VG5cmUqVapElSpVKF++PFpaWoVyXYLwtkRCEYqMO3fusHfvXvbt28e+vXt4+OgxujraVPZxpJ6PHUNbtqGcux0BrqUw1NeVO1wSUzKr00yMX59Q3kSpVGJrbY+ttT0VylZTb09LS+NueAjXQy5z/dYVjhw8wdIlS0nPSMfMzJy6devSsGEDGjRogI+Pj+gUIMhOJBRBNg8fPmTfvn2ZSWTvHu7cDUWpVFLR25E+Df2oX8GdGgHORSJ55CarhGJqbFYo59fR0cHTzRdPN19a0gmA1NQUrt+6wrlLJzl36STDtg0nPT0NOzs7GjRoQP369WnYsCHOzs6FEpMgvI5olBfeG0mSuHjxImvWrGHzpo1cuRoMgJ+rHfWDXKlfwZ065VwxNzGQOdK82XD4Ch3/t4Jlv2zHwd5JlhiSkhO5HHwuM8FcPsmNW1eRJImgoCA6dOhAu3bt8PX1FaUX4b0QCUUodFevXmXNmjWsWb2K6zduYmFqROsa3jSs5EH9IHfsrEzkDvGtLN91jt6T17J56TGM37Haq6A8ffaEMxeOcuTkXk6dPUJiUgJeXl60b9+e9u3bU6lSJZFchEIjEopQKEJCQtRJ5NLlK5gaG9Cmpg+d65WlYUV3dHWKf23rH1tO8cnMjez5+yJKZdGbdCI1NYV/Lx7n8Ik9HD9zkCdPY3F0dKRjx4707t2b8uXLyx2ioGFEQhEKTGhoqDqJnD13HiMDPVrV8KFzvUCaVPZEX09H7hAL1Ny1R/lq3j/s/vuS3KG8UUZGOhevnuXwiT0cOrGLmNgoypUrR9++fenRowdWVlZyhyhoAJFQhHeiUqnYsWMHP//0E9t37EBfT4fm1bzpUi+Q5tW8i2yDekGYsvwA4xfvZcdfF+QOJV/S09M4de4oO/dt5PiZAyiUClq1ak3fvh/RpEkTMbBSeGviL0d4K3FxcSxevJhffv6JkFu3qeDtyPyvO9CxTgAmhnpyh/deJCanolQWv7Eg2to61KhclxqV6xIbF83ew/+w88BGWrZsiZ2dHR9//DGDBw/G3t5e7lCFYkaUUIR8uXLlCj///DPLli0lJSWFjnUCGNK+OtX8nEpcY+/wn7fx59Z/2bryjNyhvDNJkrh5O5jt+zaw+8Bm0tJT6dq1K8OGDSMoKEju8IRiQiQU4Y3S09PZsmULP/34I/sPHMDOypSBrSrTv1Vl7K2KRu8mOQyauYFVe6+wefkpuUMpUPEJz/hnzzo2bl/Jg0eR1KlTh+HDh9OyZcsi2flAKDrEX4fwSsnJycyZMwd3N1fat29PStRdlv+vC3dWf8noPg1KdDKBzIGNxbHK602MjUzo3KYPy375h9FfziTq4RPatGmDl5cXP//8M0lJSXKHKBRRooQi5JCamsqCBQuYNHECDx4+pHvDcnzeoQYVvBzkDq1I6Th6BfvPR7J+8WG5Qyl0V69f4O+tSzl8Yg9WVtZ8/fVIBg0aJCatFLIRCUVQS09PZ9myZYwfN5bQsHC6NyzH6N4N8HAUXUpz0+yrRfx76wlr5++TO5T3JvJBOCvX/cmuA5uxsLTk669H8umnn2JgUDxmNxAKl6jyElCpVKxatQo/Xx/69u1LRRczLiz8nKWjOotk8hoJyano6mhut+jclLZz4svB41ny81Yql/uAb77+Bjc3d3799ddsa88IJZNIKCWYJEmsX7+esoEBdO/eHS8bXc78OYS/xnXD37WU3OEVefFJJS+hZLEv5ciXn45j0U+bCfSpxJAhQ/Dy8mL58uWoVCq5wxNkIhJKCbVr1y4qVaxAhw4dsDdM5+gvg9g85UOCPEvLHVqxkZCUiq5uyRhz8yoOds58+/kUFszZiLOdJx9++CE1atTg1CnN6vkm5I1IKCXM3bt3ade2LU2aNMEgPY59c/qx84ePqOYvpjvPr8SUNHR19eUOo0hwcXJn3NdzmD1hEdGPnlC1alV69+5NZGSk3KEJ75FIKCVEcnIy48ePx9fXh9PHDrJydFcO/tifOuXd5A6t2EpKSUNfTySUl5Xzr8y86WsYPmgMmzdtwcvTiylTppCcnCx3aMJ7IBJKCbBt2zb8/XyZOGECn7erytUlQ+lSv2yJG9le0DITiug2+19aWlq0bNyJpT9vo1mDDoz+32h8fX3ZvHmz3KEJhUwkFA12//59OnfqRMuWLXGz0uHCws+YMrApxiVkrq3CJEkSKWnpGBiIhPIqxkamfPrRSObPXo+tpSNt2rShU6fOPHz4UO7QhEIiEooGUqlU/Pbbb/j6+HBg706Wfd+ZHTP64O1sI3doGiM5NR1JAkN9kVDexNnRjSmj5vH98Ons2b0HX18/li9fjhgCp3lEQtEw169f54NaNfnkk0/oUMuLq0uG0r1heVG9VcCy1pM3NDCSOZLiQaFQUL9WcxbO2URQQDU+/PBDWrRoQXh4uNyhCQVIJBQNIUkS8+fPp0KFIB5H3GLfnH78ObI9lqbiE3RhSEzJHMRnaGgscyTFi7mZJd8Pm87Eb3/mzKl/8ffz5/fffxdjVzSESCgaICYmhk4dO9K/f3+61w/g3z8Gi95bhSyrhGIkEspbqVG5LgvmbKR29SYMGjSIRo0aiy7GGkAklGLu4MGDlCsbyL49O/lrXHd+/7IdRgYlc/T2+5SYkplQjI1MZI6k+DI2MmXEJ2OZMeZPLl24RNmy5di2bZvcYQnvQCSUYiotLY1Ro0ZRr1493G30OTd/MB3qBMgdVomRVUIxMTaTOZLir2K56vz+w994uvrTsmVLRowYIeYFK6ZEQimGbt26Ra2aNZg2bSoTPm7E7pl9cbI1lzusEiUhOfOGJxJKwTA3s2TStz/z6Udf8+OPP1G9enVCQkLkDkvIJ5FQiplly5ZRvnw5oiLvcvingXzbsy5aWuLX+L5llVBMjUv2ImMFSaFQ0LHVh/w8ZTmPHkQTVD6I5cuXyx2WkA/iTlRMpKSk8NFHH9GrVy/a1vDi3z8+paqfk9xhlVhZvbxMTMzlDUQDebn789uMv6heuR4ffvghAwYMEFVgxYS23AEIb/bo0SPat2vLmTNnWPRtR3o1qSB3SCVeVgnF2FA0yhcGQwMjvv18CuX8KjHnj4kEBwezbt06bG1t5Q5NeA1RQiniLl26RJXKlQi5doV9sz8WyaSISEpJQ6lUoK0tPpMVpuYNOzBr/EKuXrlGpUqVOX/+vNwhCa8hEkoRtm3bNmrUqI65bgYn5g0SU8wXIYnJaWgpxdvnfQjwCeLXaasw1DOhZo2arF27Vu6QhFcQ74giSJIkZs2aRatWrahXrgyHfuyPcylzucMSXpKQnCoSyntka23P7AmLqVaxDp07d2b06NFidH0RJMrrRUxqaiqffvopCxYsYGS32kzq3xiluHEVOYkpaeL38p7p6xkwath03Fy8mThxIpcuXWLlypUYGBjIHZrwnEgoRUh0dDQd2rfn2LGjLPymI72bivaSoioxORWFUkvuMEochUJB9/b9cHHyYOKsL2ncuDFbtmzB3Nxc7tAERJVXkXHz5k2qVqnMlYtn2TPrY5FMirjElDS0REKRTY3KdZkxdj4XL1yidu3a3L9/X+6QBERCKRKuXr1K7Q9qoZORyIl5g6hV1kXukIQ3SExOEyUUmfl7l2f2hCU8uP+I6tWrc/PmTblDKvFEQpHZxYsXqVunNjbGWuyf8zGu9pZyhyTkQWJyKtpaOnKHUeK5Onvw46TloNKiRo2a/Pvvv3KHVKKJhCKjs2fPUq9uXZwsDdg762NsLcRU6MXFs8RUdHREQikKStnYM2fCEmyt7Klbpy579uyRO6QSSyQUmZw8eZL69evhYWfC7pkfYWUmFsIqThKSU9HR0ZM7DOE5M1MLZoyZj593eVq0aMGOHTvkDqlEEglFBocPH6ZhwwYEOFuy84c+mJuIbo/FTUJyKroioRQpBvqGTPj6JyqWrU7btm3ZvXu33CGVOCKhvGf79u2jadMmVPa0459pvTE10pc7JOEtJCanoacrEkpRo6Ojw5ivZhMUUJXWrVuzb98+uUMqUURCeY927NhBixbNqenvxOYpH2JsKG5IxVVSShp6eqJkWRTp6ugy9qvZBPpUoGXLlhw8eFDukEoMkVDek+3bt9OmTWsaBLmxcWIPDPXFMr3FWVJKmhihXYTp6uox/usf8fUsR4vmLTh8+LDcIZUIIqG8B6dPn6Zjxw40qujB3+O7oa8negcVZ5IkkZyajoGe6EhRlOnp6TPx25/wcg+gebPmHDt2TO6QNJ5IKIXs1q1btGjejLKutqwe0wVdHTHbTXGXmpaBSpIw0BcJpajT1zNg4rc/4e7iQ/PmLbhy5YrcIWk0kVAK0aNHj2jSuBHmBko2Teopqrk0RGJK5uJahgZGMkci5IWBviETvvkJa4tSNG3alHv37skdksYSCaWQJCQk0LJFc+LjovlnWm+szcXNR1MkJmcuR2toKH6nxYWxkQmTR/1KanI6zZo14+nTp3KHpJFEQikE6enpdO7UieCrV9g69UPcSovpVDRJVgnFyFDMbFCc2FiVYsr3v3Hn9l3atWsv1qkvBCKhFDBJkhg0aBC7du9i7bhuVPBykDskoYBlrSdvYmQqcyRCfrk6ezDhmx85fPgwH3/8MZIkyR2SRhEJpYCNHz+eBQsW8OdX7Whc2VPucIRCkPC8ysvIWCSU4qicf2W++WwSy5cvZ9SoUXKHo1FEl6MCNH/+fMaOHcvEfo3p1USsZ6KpskoopqKEUmzVq9WMx9EPmTJlCh4eHvTt21fukDSCSCgF5OjRo3zyyScMbF2Fb3rUkTscoRBltaGYGJvJHInwLjq17k1EZCiffPIJfn5+VKtWTe6Qij1R5VUAHj16RJfOnajm58Tcz1uhUCjkDkkoRFm9vExNzOUNRHgnCoWCz/p9h5ebP+3atScyMlLukIo9kVDeUUZGBj26dyctOZ5Vo7ugoy1W8dN0WSUUY1HlVezp6Ogw9qvZZKSraN9e9Px6VyKhvKNx48axb/9+Vv6vM6WtxQ2mJEhKTkOpUKCrKwaqagJLC2vGfjWHs2fPMWzYMLnDKdZEQnkH27dvZ8KECYzv25B6Qe5yhyO8JwnJqWhpibeOJvH1DGRI32/49ddfWb58udzhFFviXfGWwsLC6NmjB82q+fB199pyhyO8R4kpaSgV4q2jaVo27kSTem0YMGAAly5dkjucYkm8K95CamoqnTp2wERPwdLvOqJUipexJElMTkMpSigaR6FQ8MWA/2Ffyolu3bqRlJQkd0jFjnhXvIURI0Zw7tw51oztiqWpmHG2pElMSRUlFA2lp6fPqC+mc/PmTb755hu5wyl2xLsin9asWcPPP//M7CEtqOzjKHc4ggwSk9NQKkVvPk3l6uzBgA+H8+OPP7Jjxw65wylWRELJh3v37jFgQH+61C/HoDZV5Q5HkEliShpaWmJMsCZr17wHlYNq0rt3Hx4/fix3OMWGSCh5JEkSgwYOxEhXyS/DWovBiyVYQlIqSqVIKJpMoVAwcvBEUlNSxSSS+SASSh6tXLmSrdu28euw1liYiLXES7L4pFR0dMQyzprOytKGEZ+MZ8uWLfzxxx9yh1MsiISSBw8fPuTzzz6ja4NytK7pK3c4sohPTGHsoj00+2oR1q0moFX3OxZv/zfXY39Zfxz/XrMxaPQ/nDpOZcQv20hIyj4COe5ZEj0nrsGq5Xg8us1gwbYzOc5z5loExk3GcOd+TKFc09tKSE5FR0cMaiwJalapR8tGnRg2bBg3b96UO5wiTySUPBgyeDBapDP3s5ZyhyKbqCeJTFiyj2thjynnbvfK4775fQef/7gFf9dSzB7Skva1/fl5/XE6jF6R7biv5m3n4Pk7jP2oIS2q+zDwhw0cuxyq3i9JEl/8tJWhHWvgal+0FihLSEpFV0dP7jCE9+STj77CwsyKgQMHiaqvNxAVwW+wbt06/l63jlVjupboZXztrUy4t+5b7KxMOHMtgqqDfs1xzP3op8z+6wg9Gwex5LtO6u1ejtZ8/uMWthwLplWNzBLetuPXmDqoqXqa/0u3HrD12DVqBJQBYMXu84Q+jOPbHnUL/+LyKTElDSNTfbnDEN4TA31Dhvb/H19PGMiyZcvo1auX3CEVWaKE8hrR0dEM/vQT2tTyp1PdQLnDkZWerjZ2ViavPeb4lTDSM1R0qV822/asn9fsu6jelpSalq0tysLUgMSUzGqxhKRUvvtjJ5P6N8bYsOiVBBKT09DXE+1oJUnloJo0qN2CYcOGExUVJXc4RZZIKK8xbNgXpCQl8MswMSV9XqSkZQBgoJe94Guon9mAffb6PfW2yt6OzPnrCDcjoth56gY7T92kso8TAFNWHMDBxpQPGwe9p8jzJyklDX19UUIpaT7tM5L0tHRGjBghdyhFlkgor7Bt2zaWLVvOrMHNsbcSswjnhbeTNQDHLoVm23744l0A7kU9VW+bOaQFIfdi8Ok5i+YjF9OsqhfdGpTlzv0Y5qw9yuwhLYtsEk9OTUNfX8yQUNJYmFsxsNcIli5dyp49e+QOp0gSbSi5iI+PZ+CA/jSp6k2vJkXzU3JRVMHLgaq+TkxfdYjSNmbUK+9GcNgjBs/ahI62Fkkp6epjA93suL58OJfvPMTc2AAPRysAvvz1H9rX9qeavzPrD11mwpJ9PE1IoU+zCnzfq77sSSYtPYMMlYSBSCglUtP67dh9cAsDBw7k8uXLGBiIqs+XiRJKLn744QeioqL49QsxgDG/1o7vTjl3e/pNW4d7txm0+XYZneoFEuRpj7FB9q62+no6VPJxVCeTfWdvsft0CFMGNOF62GO6j1/D5x1rMv/r9szbeJLFO87KcUnZZK0nb2hQcjtolGQKhYIvBo4mPDyCSZMmyR1OkSNKKP8RGRnJjBnTGdqhOi72FnKHU+w42Jhx6OeB3IyI4kHMMzwdrLGzMsGxwxS8nleJ5SYjQ8Wwn7bydffaONiYMXHpPmr4O/NRs4oADGhdhVW7z6t/lktWxwGRUEouZwdXurT5iJkzZzJgwACcnZ3lDqnIECWU//jf//6HgY4W3xTB7qrFiaejNR+UdcXOyoSrdx9yP/oZDSq+ehGy3zad5FliCiO6fABAZNRT7K1f9CqztzLJ1gYjl6wSirHR63u8CZqta7u+GBoY891338kdSpEiEspLLl68yKJFixjTux5mxqIXT0FQqVR8/dsODPV1GNg69wk1Y54mMnbxHqZ90gx9vcweYaUsjLke9qJ75rXQx9hZGr+XmF8nITmzhGIkEkqJZmhgRJ+uQ1ixYgVnzuSc5aGkElVeLxn51Vd4OFozoHUVuUMpkn5Zf5y4+CQio58BsPX4Ne49fgLAkPY1MDPW54uftpCcmk45D3vS01Ws2nOBU9ciWPRtR5xLmed63tELdxPoapdtrE/7OgFMWLqfT2dtpEwpC/7YcoofBjcv9Gt8E3UJxVAklJKuWf22bPhnBcOHD+fgwYOivRWRUNR27tzJzl27WDehJzraYq2L3Mxcc5jQh3HqnzccusKGQ1cA6NEoCDNjfcp7lObHv4+xcvcFlEoFVXwc2T2rL/WCcq/uunT7AQu2neH4r59k2x7oZseCrzswfvFeniWm8EnbagxoKX+iT0zJTCgmxqIreUmnpaXNwA9H8M3EQWzatIm2bdvKHZLsFJKYnIaMjAyCypfDXCuR/XP6iU8awittPXaNNt8t5c9Z63B38ZY7HKEI+Hr8AGLjH3HlyhV0dUv2pKGiDQVYsmQJly5fYfqgpiKZCK+V1cvL1Nhc3kCEImNg7y+5ffs2v/32m9yhyK7EJ5SEhAS+H/UdXRuUo4qvk9zhCEVcVhuKmamZzJEIRYVbGS8a123NpEmTSUpKkjscWZX4hDJnzhyio6OZ1K+x3KEIxUBicioKhQJdXdELUHihR8cBREdHMX/+fLlDkVWJTijx8fHMmjmT/i0riUGMQp4kpqShpRTVokJ2DnbO1K/VnKlTp5GSkiJ3OLIp0Qnljz/+4Omzp3zZtbbcoQjFRGJyGlrKEv22EV6hR4f+3L8fyaJFi+QORTYl9p2RkpLCDzOm07NR+VeOjxCE/0pMSUMpEoqQC2dHN+rWbMLkyVNITU198wM0UIl9ZyxZsoQHDx8xspsonQh5l5icilIpxikJuevZYSDh4WEsW7ZM7lBkUSIHNmZkZPD996OwNTdSL/4kCHmhqSWUazcvsfPAZs5fPsXDR5GYmpjh61WOvt0/w6m0i/q4+u0DXnmOimWrMWNsZqN0fMJT5v4xiZNnD2NibEqPDv1p3rBDtuOvh1zmi+/7sHDuRuxLORbKdb1vrmU8+aBaQyZNmkTv3r3R1i5Zt9iSdbXPbdiwgcePo9DWVuLe7QcqepVm3oi2lPcoLXdoQhGXkJSKUql5b5vVGxZy+do56tRojFsZL2Liotm4fSUDv+zEL1NW4lrGE4Bvh07J8djrIVdYv205FcvXUG/7bfEPnL9ymj5dP+Xe/TBmzhuLs6MbAT6Z6wtJksRPC6bQoWVPjUkmWXp2HMjALzuxdu1aunXrJnc475XmvTPyYObMH6hb14cVKz5i7ty9/PLLQSoP+AUPBytmDW5Bs2piBLSQu8wSiua9bTq27sWoYdPR0XlRYq9XsykfD2vHqg3z+e6LaQA0qtMqx2MvXD6NQqGgQa0Xc60d//cgAz8cTuN6bQC4HXqD42cOqBPKnkNbefj4Pj06DCjMy5KFp5svQYFV+emnn0pcQtG8svsbHDt2jBMnTjJ8eH1KlzZn2rQO3Ls3jalT2xGbnELLb5bg2GEqf245JXeoQhEUn5Sa7aarKQJ8gnJcl2PpMrg4eRAaceeVj0tNS+XQiT2U86+EjbXdi+2pKRgbvxj8aWJsRkpKMgBJyYn8uWwO/XsMxcBAM1e+bNusG8ePH+fsWfkXhXufSlxCmTVrJl5edrRo8WJmWzMzA776qgnh4VNYsKAXRhb6DJq5EatWExi9YDfp6emvOaNQkiQkpaKjUzLma5Ikidi4aMxMzV95zMl/DxGf8JQGH7TItt3bI4C/tywhIjKU0+eOcvrcUXw8Mt9zK9f9ibWVLY3qti7M8GVVo3Jd7GxL89NPP8kdyntVohLK3bt32bBhI8OG1c+1YVVPT4e+fWty/fo4Nm36FG8/OyYt249Fy4n0m76O+MRkGaIWipKE5FR0dfTkDuO92HNoK1ExD6lXs+krj9l7aBs6OrrUqZF9polPPxrJvfth9BrSgq8nDKRqhQ+o/0Fz7j+M4O8tyxjS9xuNnjdPS0ublo07s2rVKqKiot78AA1RohLK4sWLMTTU5cMPq732OKVSSevW5Thx4huOHPmK+g19WPTPv9i0mUTrb5cQ8XwNEKHkSUxOQ09X8xNKWMRtfvxzEn7e5Whct02uxyQkxnPi7CGqVvgAY6Ps0/m7lfFi2S//MG/6apb98g9jR85GqVQyb/EMPqjeED/vchw6sZt+w9rTfVATlv41D02b+LxFww5IklSipmMpMQlFpVKxePFCunSpiJFR3m8INWt6sGXLYK5eHUuPnlXZefombl1nUOPTeZwPiSzEiIWiKCE5FT09A7nDKFQxsVF8O+lTjAyNGfvVbLS0ch93c+j4blJTU2hYu2Wu+3V19fD2CMDBPnPN9bOXTnLmwjH69xxG2L07TJz1FR1afshXgyewacdqduzbWFiXJAszUwvq12rOL7/8UmKqzUtMQtm/fz+hoeH07VvzrR7v62vPwoW9uXt3MsOHN+TS3YdUHvALvh/OYsfJ6wUcrVBUJaWkoa+nuRNDxic845uJg0hIeMbU//2OtaXtK4/de3gbRoYmVKtU543nzcjI4JcFU+nWrh82VqU4eHQn/t7ladagHUGBVWjVuBN7D28ryEspEto2605ERASbN2+WO5T3osQklIULF+LtbU/16m7vdB4HBwumT+9AZOR0pkzJ7BnW4uslOHWcynzRM0zjpaSmo6+vmT2TUlNTGDVlCBGRoUwa9QsuTrmvsgkQHfOY85dPUbt6Q3Tz0Elh8841JCYl0KVNHwCiYh9h9VKysrKwJSr64TtfQ1Hj5e6Hn3dZFixYIHco70WJSChxcXGsX7+Ojz6qVmANgWZmBowcmdkzbP78DzEw02Pg855hYxbuKTFF3JIkPT2DtAwVBhqYUDIyMhg/80uuXr/A6C9n4u9d/rXH7zu6HZVKRYNXVHe97OmzJyxZ/QsDe49A93n7k4WZFWEvdUcOjbiNpYX1O11DUdWodmt27tzJo0eP5A6l0JWIhLJ69WrS0tLo1at6gZ9bT0+Hjz+uxY0b49m48RO8fEsxcek+LFpOpP/09aJnmAZJSs38kGCogWMn5i2ewbHT+6kSVItn8U/YfXBLtq//2ntoK1aWtpT3r/zGcy9a9ROuZTypW6OJelvt6o24dfcas38fz8r189m6ey11XtqvSerWaopCoWT16tVyh1LoNG/Iby4WLpxPs2YB2NsX3ip7SqWSNm3K06ZNeY4cCWHq1B0s3HaG5bvP0biSJ7+OaIuDtembTyQUWYnJmTPIGhoYyxxJwbt19xoAx88c4PiZAzn2vzxCPuzeHW7cukqnVr3fOK/Z7dAb/LNnHb9MW5Vtu1sZL0YOmciSNb+SmJRAmyZdadmo07tfSBFkZmJO1QofsHTpUj7//HO5wylUCknT+ur9x+XLlwkMDGTduoG0b1/hvT731auRzJixm+XLTwBQycuBecPbUtbD/r3GIRSM25ExeHb/gYG9v1S3BQhCXhw6vpuxM4YRHByMj4+P3OEUGo2v8lq0aBHW1qa0bFn2vT+3n19pFi3K7Bn2xRcNuHj3IRUH/Ixfr9nsPHXjvccjvJusEoqxoeaVUITCVa1ibYyNTDR+WnuNTigZGRksX76Mnj0ro6srX+2eg4MFM2Z05N69aUye3JboxCSaj1yMU8epLNh2Wra4hPxJTEkDwNjIROZIhOJGV1ePOjWasGzZMlQqldzhFBqNTihHjx7l0aPHdO5cUe5QADA3N+Trr5sSHj6VP//8EH1TPQbM2IB1qwmMXbSHjIwMuUMUXiMxOTOhmBgVXlucoLka1WlFeHg4R44ckTuUQqPRCWXDhg3Y21tQtaqr3KFko6+vQ79+tbh5czwbNnyCh08pJizZh3nLCQyYIXqGFVXqEoqJ6Fwh5F+ATxA2VqXYsGGD3KEUGo1NKJIksWHDOtq2LVtkV9hTKpW0bVuekye/4dChL6lbz4sF285g03Yybb9bSmTUU7lDFF6S8LwNxdRYlFCE/FMqlVSrWJvNmzdr3LxlWYrmnbYAnDt3jtDQcNq1Ky93KG+kUCj44ANPtm37jMuXx9CtW2W2n7qBa9fp1Br8GxdD7ssdosCLKi9zUwuZIxGKq+qV6nL79m2Cg4PlDqVQaGxC2bhxI+bmRtStW7xWX/T3L83ixX24c2cyQ4c24Pzt+1Qc8DP+vWaz89RNucMr0RJTUlEo0NipV4TCFxRYFX19A7ZsyTlYVBNobELZtm0LTZv6oaOT+0ypRZ2jowU//NCRyMjpTJrUlscJSTQfuQjnTlNZ9M8ZucMrkZKS09AqotWnQvGgp6dPxbLVNXaySI18d9y/f5+zZ8/TokWA3KG8M3NzQ775pikREVP544+e6Jno0W/6eqxbT2D84r0a3QWxqMlcT14j3zLCe1Sjcl2OHz/O48eP5Q6lwGnku+Off/5BoVDQtGnxTyhZ9PV16N//A27cGM/69YNw97Jl3OK9mLcYz8AfNpCQlCJ3iBovMVkkFOHdVa1YG8i8T2kajXx3bNu2lWrV3LC21rwRzVpaStq1C+LUqW85eHAEtet6MX/raazbTKLdqGWiZ1ghSkhOFQlFeGeW5tb4eZVl0ybNq/bSuHdHeno6e/bs0YjqrtdRKBTUru3FP/98xqVLo+natRLbTlzHtet0PhjyG5dvP5A7RI2TmJyGlrJ4tskJRUul8jXZv3+/xlVZa1xCuXDhAs+exVO3rpfcobw3AQEOLFnyEXfuTOLzz+tz7tZ9gvr9hH+v2ew+I3qGFZTElFQUIqEIBaB8QBXi4mK5cOGC3KEUKI1LKEePHkVPT4dKlcrIHcp75+RkycyZnbh3bxoTJ7bhcUISTb9chHOnaSzaLnqGvavMNpQSseKDUMh8vcqip6vH/v375Q6lQGlcQjly5AiVKrmgp6cjdyiysbAw4ttvm6l7huka69BvWmbPsAlLRM+wt5WQnIqOdsn9uxIKjq6OLv4+Qezdu1fuUAqURiUUSZI4evQwNWsWrbm75JLVM+zmzQmsWzcQN09bxi7K7Bk2aOZG9XTsQt7EJ6Wik4f10wUhL8r5V+bIkaMa9QFPoxJKaGgokZEPqFnTQ+5QihQtLSXt21fg9OkXPcP+3HIK69YTaf/9ch5EP5M7xGIhPikVXZFQhAIS6BvE06dPuHLlityhFBiNSihHjx4FoEYNd5kjKRyTJv2DQjGQgIBx2bb//vshXF2/w9JyGB9+uJCnT5Oy7VepVAQFTWTKlO3qnmEXL46mc5dKbD1+jTJdpomeYXmQmJyGnp6+3GEIGsLHMxBtLW2Nms5eoxLKkSNH8PEprZHjTyIiYpk8eTtGRnrZth85EsInn6ykTZtyjB3bij17gvnqq3XZjvnzzyM8eZLEiBGN1NsCAx1YujSzZ9hnn9VT9wwL6D2bvWdC3ss1FTeJKano6YqEIhQMfT0DvDz8OHz4sNyhFBiNSiia3H7y5Zd/U62aa47ea1u3XqRuXS/mzOnC55/XZ8qUdmze/KIrYlxcIt9/v4kffuiQa0cFJydLZs3qzL1705gwoTWP4hNp/OVCynSaxpId/xb6dRUnSSlp6OkZyB2GoEF8PAI5c1pzemBqTEKJi4vj8uWr1Kqlee0nhw7d4O+/zzJnTpcc+5KS0rCweDH7raWlEYmJLxrbx47dQmCgA+3bV3jtc1hYGPHdd82JiJjG77/3QNtIm75T12HTeiITl+7TqIbDt5Wcko6+SChCAXJ38SHkVgjx8fFyh1IgNCahnDhxAkmSqFlTs9pPMjJUfPbZGvr1q0VgoEOO/ZUrl2HHjivs2nWVmzcfMnPmbqpUySylXb0ayW+/HWLOnM55fj59fR0GDKhNSMhE/v57IC4e1oxZuAfzFuP5ZFbJ7RmmUqlITc/AUF8kFKHgeLr5IkkSly5dkjuUAqExCeX8+fOYmhri4WErdygF6rffDhIaGs2ECa1z3d+tWxWaNvWnSZO5eHmN5s6dKGbN6gTAsGFr+eijGpQt65jv59XSUtKhQwXOnPmOAwdG8EEdT/7YXHJ7hmUtrmVgYCRzJIImKePojra2DufOnZM7lAKhMcN+L1++TEBAaRQKhdyhFJjo6HhGj97C//7XAhsbk1yP0dJSsm7dIEJCHvHkSRL+/qXR19dh8+YLnDp1lxUrPubevVgGDVrBv/+GUbGiM7//3pPSpc3zFINCoaBOHS/q1PHi0qV7TJ++k1WrTrPtxDWq+jrx2/C2+LmWKsCrLpqy1pM3NMz99yAIb0NHRwcXZ3fOnz8vdygFQmNKKJcvXyQwsLTcYRSo77/fhKWlEZ99Vu+Nx3p42FKxYhn09XVITU1nxIi/GTOmBdbWxnTtOh8DA122bBmMvr4O3bsveKt4AgMdWLasL7dvZ/YMOxsSSbmPfySwzxyN7xmWVUIxMhQlFKFguZfx1pgSikYklPT0dIKDrxMQoDkJ5ebNh/zxx2E+/7wekZFx3L0bxd27USQnp5GWlsHdu1HExCTk+tjZs/egra1kyJB6hIfHcORICNOnt6dixTJMn96BgwdvEBER+9axOTtn9gyLiJjG+PGtefA0gSZfLaRM52ks23n2rc9blCWmZLYdGRlqXpd0QV7uLj5cvnyZ9PR0uUN5ZxqRUK5cuUJqaiqLFh1j5Mi/2bbtUraeTsXRvXtxqFQSn3++BlfXUeqvkyfvcOPGQ1xdRzF+/NYcj7t//wkTJ/7D7Nmd0NbWIjLyCYC6iqt0aTP1+d+VpaURo0Y1JyJiKvPm9UDbUJs+U/7GpvVEJi3TrJ5hWSUUEyNTmSMRNI2HqzfJyclcv35d7lDemUa0oWT9Ii5ceszZs2HMmLEbUKCrp4uVlT5urtaULetIrVruNGrk98r2iKIkIMCBDRs+ybH9++838exZMnPndsHd3SbH/m++WU/t2p7q1SpLlcq81mvXHlC2rCPBwZmj4e3sCu7GaGCgy8CBtenXrxYbNpxj8uTtjF6wh2krD/Fh4yBmfNIMQ/3iPWVJVhuKsUgoQgFzdfYE4Nq1a/j7+8sczbvRiIRy+/ZtdPWNCfp4GWlJT0iKCScpNpykmAgSYsM5dTaMo0dvMW/eQQC0dXQwN9OnTBkL/P1LU62aK40b++HuXnR6iFlbG9O2bfkc2+fMyZydNLd9p07dYc2aM1y8OFq9zcXFmkqVytCnz2I+/rgm8+cfpWpVV8qUsSrwmLW0lHTsWJEOHSpw8OANpk7dyW+bTrJo+780q+rFvOFtsbUonlVGCc+7S5sYi4QiFCxTE3OMDI25ffu23KG8M41IKDdu3MDAIrOHl66hObqG5pg5BmY7Jj0lgaTYey+STWwEl2+E8u+/J1m69AQASi1tTEx0cShthq+vHVWquFK/vjcVKjgX+aVfJSmzemzw4Lp4eWXvdbV6dX/69l3CN99soEIFZxYt6l2osSgUCurW9aZuXW8uXoxg+vRdrFp1iq3Hr1HNz4l5w4pfz7CsKi8zU3N5AxE0jkKhwN7OUSMSikKSJEnuIN5V9Ro1CYnWwaPxsHw/VpWeSlJcJEmxEZnJJiacpJhQkp88QFJlAKBQKjE01MOulDFeXqWoWNGZunW9+OADT3R1NSInF7rQ0GjmzNnLb78dIjU1HR9nG378vBX1KhSPgajLdp2jz+S1bF5+AmPRMC8UsDHTv0DfRMGuXbvkDuWdaERCsbK2wdC9EY5Vck5N8rYkVQbJTx8+TzQR6kSTFBuBKv15g79Cgb6+HjbWBri5WRMU5EStWp40auSDqanh65+ghIqJSeDXXw8we/YeYmMTcbQxY2K/xvRsHCR3aK/1++aTfDprE3v+vljkS6tC8fPbkh/499JhQm4V7+73xT6hPHv2DFNTUzwaDcPau06hP58kSaQmRGcmGXWpJoykmHDSU17Mx6Ojq4ulhT4uLpYEBjpSo4YbjRv74+BgXugxFgdJSaksWXKcqVN3EhoajZWZIV90rMk3PeoUyRv2nLVHGDlvB7v/vih3KIIG2rRjNb8snEpycjJaWlpyh/PWin19TWRkJAC6xtbv5fkUCgV6xtboGVtj7lw+2760pKeZSUZdqgnj3OUwTp48wvz5mWseaGnrYGaqh5OTOb6+9lSr5krDhr74+toVyRtpYTEw0GXQoDr07/8B69dn9gz734LdTF11kF6Ng/jhk2bo6xWdnmGZ68lrziwMQtFSupQT6enpREREUKZMmTc/oIjSnIRiZClzJKBjYIqOgR+mpf2ybc9ITSIp7l62RHP9bhgXLp5h9erTACiUWhgb61Ha3gRvbzsqVy5DvXreVK3qgrZ2sf81vZKWlpJOnSrSsWMFDhy4wdSpO5i38SQL//mX5tW8+XVYmyLRMywhORWtEpTwhffLvlTmfHu3bt0SCUVOWQlFx8hC5kheTUvXAGNbD4xts0+tr8pII/nJg+c9zzJLNuFRd7kRcvXFmiYKJQYGupSyNcLDw4YKFZypU8eLunW9MTQsOp/g35VCoaBePW/q1fPmwoVwpk/fxerVp9lyLJjq/s7MG94G3zLy9QzLLKEU36oIoWiztbEHICwsTOZI3o1GJBRdfWO0dIrfSnpKLR0MLZ0wtHQCIP7hTR5f24+kkkh59hCltj66RpbomdsTFR9F+MFQ9uy5xvTpL3qC6OlpExjoQJUqLtSq5UGjRn5YWxvTuvUv2NmZ8scfH8p1eW+tXDknVqz4mMmT2zJ79h5+//0QZT/6Ed8yNvz4eWvqBrm995gSU0RCEQqPro4uRkbGREVFyR3KO9GIhKJnXHRLJ/kReXY9z+5fw8qjBoZWLqQmxvLw0j8kP31AQMdpGFg6E//wBlfXf4ehjRtKLV0SHt3k37MRnDkTyq+/Zg7cVGppIakyCAx0oHfvRVSv7kbjxr64uRWdgZt5UaaMFXPmdOF//2vBr78eZPbsPTQcPh8nW3MmfNzovfYMEyUUobCZm1qIhCK3x48fo6VvJncYBcK+fBs8Gg9HqfViqV4rz1pcXDWUyH/X49F4GIlRd9A1tiag43QUCgVPIi4RvHE0FT5aSMqzxyRGhRF+YinaBmZcv5PMxYsn/jNwUw9Hh8yBm5Uru9CggQ9BQU5FukOAlZUx//tfC778shGLFx9n6tQd9J68luG/bGNYp1p83b12ocefmJIqEopQqMxEQpHf48ePUeoV/bm58sLE3ifHNgPz0hhaOpEUGw5kDsTU1jNSr/uirW8CSCi1dDGx8yb+wXW09U0o23UOSi1tVOkpmQM3X+rmfDsylCtXz/P335kzA2cN3LS3M8bTsxSVKjlTp443H3zgUaQGbhoY6PLJJ3UYMOBFz7Dv5+9i6sqD9GoSxIxBTQutZ1hCUhra2jpvPlAQ3pKpsTmPHz+WO4x3UnTuFm/p4aPHaOsXr6qc/JAkibTEJxg8b2cxsvUg9Mgiom4cwtjOm3tn1qJvZo+2vjFpSU+IOL0Gj0bDUGpl/mqV2noYWbtiZO2a/byqjMwOAS91c74fE8rt3TfYvv0yEyb8k23gpru7DeXLO/HBBx40bCjvwM2Xe4bt33+dqVN38OuGEyz45wwtq3nz8xcF3zMsPikFHR3N6QQhFD1mphY8fvxI7jDeSbFPKI8fP0bH3uPNBxZTUTcOkpoQjWPVbgCYlvbDrmwLQnbNAkBbzwTPZiMBCD++HONS3li4VHrjeRVKLQwsHDCwcACqqrdLkkRqfFS2RBMXE8bh42EcOHBDPTmljq4ulpb6uJSxIjDQgZo13Wnc2C/PK0EWBIVCQf36PtSv78OFC+FMm7aTNWvOsOlowfcMi09KRVdXLK4lFB5TE3Nuh1+VO4x3UuxHyhsYGlGqYlfsy+e+5npxlhQbweW1IzGwdMK//WQUL9Xhpzx7TFpiLAYWTmjpGpDw+DaX//6asl1no2Nowd2Df/Dk3iX0zexxqztIXcJ5F5kDN8P/M0tAKKkJLxbr0tLWwcxMDydHc/z87Kla1ZVGjXzx9bV/L8sz370bxezZe/njj0OkpmbgV8aWuZ+3eueeYV7dZ6KlX4rffvirgCIVhOxWrp/Pum1LiYmJljuUt1asE0p6ejo6Ojq41R+CrV9DucN5Z+mpiQRvGkPCoxB4/mtR6hhSvsfP6BpnDty8uWsW0TePgKRCz9QWv/aT0TO25sr67zCyccO5Zh9OzeuMlo4Bvm3G8fjaPuLCzlK+xy/ZElJBykhNypzJ+fkszlnT0SQ/fai+DoVSCxNjPUqXzhy4WalS4Q7cjI6OV/cMi4tLxNHGnMn9G9O9Ufm3Op9jhylY2Xjy4+SlBRuoIDy3dfffzJo3loyMjCLdSeZ1inWVV0pKCgBKbc2o2764ciip8Y8xtHYj5dlDMlISUKUlEnP7BHZlm/Pg4j9E3ziEobUreqaliL19kuBNY3Gs0pWkmAi8W3zHrd1zQVLh1vALjEt5YGjlxKOru3n24HqOEfwFRUvXAONSHhiXymXgZtz959VnmSWbsMehXL9xhU2bXgzcNDTMGrhpS1CQM3XqeL7zwM2snmEjRjRi8eJjTJ26kw8n/cUXP29jRJeafNU1fz3DklLS0NcrfmOdhOJDT1cPgNTUVPT1i+ffWrFOKMnJyQAotYp/QnkUvIfU+MeYOVdAlZ6MlJGOd6vRXN82ibDjS7Er25yo6wfQ0jWibNfZANza+zOPg/cSdnQxTtW6k56SkFl6AQwtSgOZjfLaesakJsS892tSaulgaOWMoZVztu2SKoOUZ49fTEUTG87jmDDCDtxl9+5gpk/fCSjQ09fFysogx4qb1tZ5b3A3NNTl00/rZusZ9t0fu5i8/CC9m1Rg+qAmeeoZlpyajr6+QX5fAkHIM53nvQhFQpGJOqFoQAnl4aUdmd9IKuIfXMer+bdYlKmAmUMgT8LP8+zBdVTpqSi19dSP0TEyByS09Yyx9WvEpb++REvXEFV6Mklx9zCwcCAt6SlpSU/QNTSX47JypVBqoW9mh76ZXbYOBJk92mJfSjQRxMeEceLfMI4cCeHXXw8AmStuWpjr4+xsSUCAPdWru9O4sS+urjmXRM6ira1F586V6NSpIvv2XWPq1J38suE487edplV1H376ovUre4apVKrnCUUsSSAUnqxehKmpqTJH8vY0IqFE3ThMwuM7KLR00NLRRaGlg1JLF6V25r8KbT2U2rootfXQev6vUuf5NmXReAlSnjwAhYIn4eexcKlMeko8j68fQEsv8yZ37991GNt78+jyTu6d+RsjWw8eXNgGQJkPPiY29F8So+7g0XQkMTcPE3p4AanPHhNz+wS6RpYY23nLeXl5olAo0DWyRNfIEjPHstn2pafEv+gM8LydJnPFzRMsWfJi4KapiR6Ojmb4+NhRpYoLDRr4Ur68o7p6S6FQ0KCBLw0a+HL+fGbPsL/+yuoZ5sRvI9rh7Zw9MSWnpgNgZCB6eQmFJ2ucU1ZVfnFUNO6mb+nZs2cARF3f/9bnUAAK9X/Pv1c8/06hgKwvMv+VFEpQPv9XoUShzPpXC4VCK/PfbF/aKLW01d8rlNqZCU+phUJbB4VSB6WWNumpifC8e0Ts3dPE3j2dLc64O6fwbTeRmFvHCT+xXL3dyNYDk9L+nF3YGwNLJ6w9amBW2o/b+34h/Phy9M3t8Wr+TbbR98WRtp4xJvY+OQZ/vhi4+aJDwK2IMC5feXngphaGhrrY22WtuFmGunW9qFXLg1Wr+qnnDPvjj8ME9JmDv4stPw5tRe1ymT3Dspb/NRQJRShEL1d5FVfFupfXhQsXKF++PNVxxgULpOf/qeD5d8Dzn1WoUCGher5dev696qXjVc8flYEqx2My1OfOvj8dFRnPt2VtT1d/n7lPpd4vPd9aeBSo8xIA2mijpdR6kRgVWYnxRVJEqXyeDJUoFEpQamUmPHUSfOlfraykqI1SqfP8X20U2rrPE6cOSi2dzNKitu7z7TqZpUEtHRQvlxKzSo6FUFp8MXDz5W7OoSTF3EOVkX3FTVsbQ9zcrPHwsCUsLIYjR26SlJSGk605kwc0oWZAGVy7TOfjHkPp0aF/gcUoCC+7FHyWoaN6ce3aNby9i36NQm6KdQklMTERgOOEcZziPe1zQfnvp4N00klXpcsSy7tQ5PZ/xYufMjc9T44vlSYVZCVN5fNtz5Pk8391jCyQVBmo0lNRpaeQnJRMWFgyYWExHDhwI1sEYQ/j6DlhDdpamc9pIBrlhUKkrQEllGKdUATNJeX2//9mSynXbws0AoD0jMzvf1kwjU07VuPjEYiHmy9ebr64u/hgbKQZc8kJ8tIRbSjyMjTM7HVTd0BdLB3kX7HxXez7fR9xkXE0Hd4UQ7MXvYkOLz3M41uPqdO/DlaOVtkeE3s/lv2/7ce3vi++dXy5e/YuZzedpfV3rdHW0yY1OZWtU7ZSoU0FXCq4vOcrej9UkgpUmT2xJJWEKiPzX0kloVKpMvPQ8+9f/lfKkJCkFz9npGWgylChSleRkZGBKl2l/jk1ORU9Iz0UKLh//T6Hz+xmz6FtSFJm5aWttT0+ngF4uvri4eaLp5svlubvZ0lqQXOoVBkAYk15uWSNsHar7IZT2XefWkROaalpbJm0hVsnb9F9VncAkuOT2ThhIzoGOtTtVzfHY35s/yOG5oZ0ntIZADM7M85uOouesR5+Dfy4vPsyAOValMO5nHOOxwtvLz05nZsnbhJyPITIq5GcvnyUIyf3qW8KZqYWeLv74+Xuj4ebD56uvtjZOryX6WeE4ik1LbOqq7iOQYFinlB0dDKLiKqMwmzmfj8qtK7AwT8PcvPoTf786E+snK24fug6qnQVjYc2znH8uS3niL0XS4+5PdTbnMs7o6Ovw4ZxG7iy9wo3jtxAx0BHJJNCoK2vjW9dX3zr+qq3qdJVhJ4P5eaRm4RfCefKnXOcvXSC9PTMNiwDAyO83HzxcvPH0y2zNONU2qVYfyIVCk5WQtHT03vDkUVXsU4oWSUUTUgoAJ+s+ISlny/lfvB9Iq9GoqOvQ71B9ajauWq241QqFdtnbsfexx6PatmnO+k2sxtrvl7D1b1X0TPWo+v0ru/zEko0pbYS10quuFbKvlTA/Rv3uXbgGuEXw7l95zpXb14k7XnDq46OLm5lvPB2z0wynm6+uDh7oiumyi9x0jQgoRTrbsNhYWGUKVOGnj/2xL2qu9zhCEKexUTEcO3gNe6evcvjW49Jik0iJfn53HRKJc4Obnh7BODp5oOnmx/uLt5iHIyGO3xiD2Omf0FUVBRWVlZvfkARJEoogiADS0dLavSoQY0eNdTbEuMSuXbgGrfP3ObBjQccPLmDXQc2kfmZT4GdbWl8PAOfN/5ntsuYmxXvzijCC2npxb+EohEJJSMtQ+ZIBOHdGZobUqFtBSq0raDelpqcys3DN7l16haRVyM5eeEgh47vyuzBBliaW+Pl4Y+Xm19mu4yrL7bWdqLxvxhKS8uckUEkFJlYWFgAkPQkSeZIBKFw6Orr4t/IH/9G/uptqnQVt8/c5uaxm9y7fI+LN89w+vxRMp43/hsZmuDl7oeX+4sk42hfptiusVFSpKamoFQqC2V9oPel+EZOZi8vSytL4mPi5Q5FEN4bpbYSj2oe2TpkqFQq7gff5/qh64RdDONm6BUuXzur/tSrq6uHh4sPXu7+6naZMo7u6p6SgvwSkuIxMjIu1qXLYp1QAErZlSI+WiQUoWRTKpU4+Dvg4O+QbXtUaBTXD17n7rm73Lt1l5B910jdntn4r6WlTRlHN3w8AtQDMt3KeGEgpumXxZOnsdhYF+8BscU+oZS2K8396PtyhyEIRZJ1GWuse1lTs1dN9bb46HiCDwRz98xdHtx8wL5j/7B93wYkSUKBAns7J3w9A/Fw9VFXmZmamMl4FSVD3JNYbEvZyh3GOyn2CcXe3p5bV27JHYYgFBvGVsZU7lCZyh0qq7clxydz80hm4//9a/c5dm4f+49uVzf+W1va4u3hj5db5sh/D1dfrC1ti3X1TFHz5GkMtg4iocjKzs6OxMOJcochCMWavrE+gU0DCWwaqN6WnprO7VO3CTkeQsSVCM5dO8mJfw+RkZHZq9LE2CxzQKa7L55ufni6+mJfylE0/r+lJ8/i8LfxlDuMd1LsE0qpUqV4Fv1M7jAEQeNo62rjVcsLr1pe6m0qlYqISxHcOHKD8IvhBIdd5MLV0+rGf309fTxcfZ83/me2y5RxdENLq9jfagrdk6cx2Ni8ehnr4qDY/5bt7OxIik8iLTkNHX3RY0UQCpNSqcS5nHOO+eEe3X7EtYPXCD0XStidW9y4c4XUlMyBetpa2riW8cTbPSBzQKabH27OnujpFd9JEAtD7BORUGRnZ2cHQHxMPBalLWSORhBKJls3W2zdbOGjF9uePHjCtUPXuHvmLg9DHhB25A5bd/8NSCgVShxKO6vXlvF09cHD1QdjI1PZrkFOKSnJJCUlYmsr2lBkpU4o0SKhCEJRYmZnRtXOVbNNbpr8NJlrh65x+/TtV6wtY4e3RwBebn7PE40vlhbFuyttXsTERQGZVfjFmUYlFEEQijZ9U33KtyxP+Zbl1dvSk9MJORnCzWM3iQyO5MzVYxw7vV/d+J+1tozn85H/mri2TOSDcADc3NxkjuTdFPuEYmlpiba2tkgoglBMaetr41PHB586PuptKpWKsHNh3Dh6g/BL4Vy5+9+1ZQzxcvNTd2P2dPMr1mvL3HsQhpaWFs7OxXvtomKfUJRKJda21iTEJMgdiiAIBUSpVOJS0QWXii7Ztt+/cZ/rB68TdiEs97VlnD3xzhr57+qDq7MnurpFf7LFyAfhODs5F/upcIp9QgGwK2XHs8ei67AgaDp7L3vsveyzbYu9F6teW+bhrXvcPRjC5p1rgMzE5OTgio9HIJ7PB2R6uPoUubVlIh+E4+Hp8eYDiziNSCjeXt6cvHFS7jAEQZCBhYMF1btXp3r36uptiXGJXDuY2fifc20ZsLN1wMcjAE83vyKxtsyDRxE0qlBftucvKBqRUMqXL8+mrZuQVBIKpeY01AmC8HYMzQ2p0KYCFdpkX1sm5GgIISdDMteWuXSIQyf2oFJlNv5bmFs972GWOfL/fa0tI0kS9x6E4+5e/Fed1ZiEkpyQTNz9OCwcRNdhQRBy0tXXxa+BH34N/NTbVOkq7vx7h5vHbhJxKYJLIWc4c/6ouvH/5bVlPFwzR/4X9NoysXHRJCUlioRSVJQvXx6ABzceiIQiCEKeKbWVuFd1x73qi5u5em2Zw9cJvxjOzbtXuHz9LGmpL68t442Xe0CBrC1z70EYgEgoRYWdnR02tjY8uPEA33q+cocjCEIx9qq1ZaLDo7l2ILPx/97tUEL2XX+xtoxSizJObuqR/x6uPri7eOdpbZnbd2+go6ODt7d3oVzP+6SQslqpirkmTZoQmhRK1x+6yh2KIAglRHx0PNcOXuPO6Ts8uPmAxOhEUpJSnjf+Kyht54SPZwCez6vLcltbZta8cYQ+uMbFixfluYgCpBElFICgoCBOLzktdxiCIJQgxlbGVGpfiUrtK6m3pSamcv3wdW6fvE3ktUiOn9vPgaM7cqwt4+mWOfL/Wsglqteq/KqnKFY0JqGUL1+e2GmxJD5JxNBMLGEqCII8dA11CWwSSGCT7GvL3Dmd2fh/7+o9zl3PvrZMh85t5Aq3QGlUQgF4ePMhrpVc5Q1GEAThJdq62njW9MSz5osFtFQqFZd3XGbDuA00adJExugKjsYsrebp6Ym+gT4PbjyQOxRBEIQ3UiqVZKRnoFAoqFSp0psfUAxoTELR0tIiMDBQJBRBEIqNe8H38PbxxsTERO5QCoTGJBSACkEVeBzyWO4wBEEQ8uTB1QdUq1pN7jAKjMa0oUBmO8r8BfNJT0lHW0+jLk0oIbTQQh99FIgphDRdemo6eml6fPDBByQnJ8sai46OToFM/a9Rd93y5cuTkZ7Bo9uPKO1bWu5wBCFfPBWelNEug5aieK7pIeRPhiKD8j+Xx87Ojjt37sgdDubm5tjZvdvcZRqVUIKCgjA0MuT26dsioQjFiqfCE09dTyxtLNHR09Go1QiF3CU8ScBAaYCXl1eBzg2WX5IkkZiYyKNHjwCwt7d/wyNeTaMSip6eHvXr1efK8SvU6lVL7nAEIU+00aaMdhksbSzFGKoSJD05HWNjYwwN5f+dGxgYAPDo0SNsbW3fuvpLoxrlAZo3b07YxTBS4lPkDkUQ8kQPPbQUWujoFe/V+oS8U6lUpCamYm5uLncoalmJLS0t7a3PoXEJpVmzZmSkZ3D79G25QxGEPMlqgBfVXCVHakIqkiRhZmb25oPfk4L4+9O4hOLi4oKXtxc3j9+UOxRBEIRcJccno6enh76+vtyhFCiNakPJ0rxZcxavWowkSeJTn1Cs3Qu/R0x0zHt7PksrSxycHN58YCEIDw2nmn81dh7bSUDZAI4dOkan5p24GnEVM/Oi80n+XUmSREpCClYWVnKHUuA0MqE0a9aMOXPm8Pj2Y2zdbeUORxDeyr3we9SuUJvkpPc3RkHfQJ9DZw/lK6nci7jHzEkzObD7ADHRMdja2dK0ZVO++OYLLK3efp32StUqce7WOUzNTN/6HG/iYPz66xz+7XBGjBoBQO2g2oSHhnMy+CS2pd7+vpKekk5GWkaRqu4qKBqZUGrXro2BoQE3j90UCUUotmKiY0hOSqbduHbYuNgU+vM9vvuYDWM2EBMdk+eEEnonlNb1W+Pm4cYvi37B2cWZ68HXmThqIvt272PLvi1YWL7dKqq6urrvdOPOi3O3zqm/3/z3Zn6Y9AOHzh1SbzMyMgLg1LFTJCcn06JtC9auWMvg4YPf+jmT45NRKpUaM93KyzQyoejr61Ovbj2unbhGzQ9ryh2OILwTGxcb7H3efmxAYRo1fBQ6ujqs3LxS3fXUwcmBgHIB1AiswbRx05g6dyoAVf2q0uOjHty9fZetG7ZiZm7G0JFD6dm3Z67n/m+V15rlaxj79VjmLZnHmJFjiLwXSZXqVZj12yxK2ZVSP27l4pX8/uPvhIeG4+jsSN9P+tJnQJ9cn+PlhGViZoJCocg1ia1auop2ndtRrVY1Ro8c/U4JJSUhBRMTE1nHnhQWzbui55o3b07ohVBSEkT3YUEoDLExsRzYc4De/Xurk0kW21K2tO/cni3rt/DyorC///Q7ZYPKsvPoTnr37823X3xLyI2QPD9nUmISv839jR/n/8j6neu5F36PCd9NUO9fv2Y9P0z8ga/HfM2Bfw/wzdhvmDFxBn+t+OutrzP+WTxbN2ylfZf21K5fm2dPnnHy6Mm3Opcqo+h1Fy5IGptQmjVrRkZaBnfOyD+lgSBooju37iBJEp7enrnu9/DxIC42jujH0ept9RvXp8+APri6uzJ4+GAsrSw5duhYnp8zLS2NqXOnUq5COQLLB9JnYB+OHDii3j9z0kxGTx5N8zbNcXZxpnmb5vQf3J/lC5e/9XVu+nsTru6uePt5o6WlReuOrVm1dNVbnStrfJwmtp+ABicUNzc33D3cCTme908/giDk38slkDfxC/BTf69QKLApZZMt4byJgaEBLm4u6p9L2ZUi6nEUAIkJidy9fZcRg0fgWcpT/fXj9B8JvR2a5+f4r9XLVtO+a3v1zx26dmDrhq3EP4vP97mSE5IxMDBAV1f3reMpyjSyDSVLi+YtWLZ2meg+LAiFwMXNBYVCwc3rN2lGsxz7Q66FYG5hjpXNi+6x2jrZbzkKhUK91npe6Ohkn01AoVCoE1pCfAIAM36eQVCloGzHve1UIjeCb3D21FnOnznP5P9NVm/PyMhg09+b6PFRjzyfS5IkUuJTsLXR3I5CGltCAWjRogWx92O5f+2+3KEIgsaxtLKkdv3aLPlzCUlJSdn2PXr4iPV/radV+1bv7cOcTSkb7OztCL0Tiqu7a7YvZxfntzrnqqWrqFazGruP72bXsV3qrwGfDch3tVdachqqDJXGVneBhieU+vXrY2dvx7kt5958sCAI+TZx5kRSU1Lp0aYHJ46c4F7EPfbv3k+3Vt2wK23H12O+fq/xjBg1gp9n/syCXxdw6+Ytgi8Hs2bZGn7/6fd8nystLY11q9bRplMbfPx9sn11792dc6fPcf3q9TyfL+lpElraWhgbG+c7luJCo6u8tLW16ftRX2b/NJvGnzdGR19MvicUP4/vvp9VSN/medw83Nh+eDs/TPqBQb0GERcbh00pG5q2bMqwb4e99RiUt9W9T3cMDA2YN2ceE7+fiKGRIT5+PvQb3C/f59q1bRexMbE0a5WzOs/TxxNPb09WLV3F2Klj33guSSWR9CQJG2sbja5+V0j5aVErhm7duoWHhwftxrWjbNOycocjCDkYY0xN3Zo4ODtkW2m0uIyUF94s6WkSsfdi8ff3z9HFuqhITk7mzp07uLq6vvUcYxpdQgFwd3endp3anN98XiQUoVhxcHLg0NlDJWYuL02WGJeIkZFRkU0mBUXjEwpA/379+fDDD4mJiMHS8e3nFhKE983ByUHc4Iu59NR0UhJSsHcpmrMdFCSNbpTP0qFDB0zNTEXjvCAI711iXCJKLSUWFu+3PUkOJSKhGBgY0KN7Dy5tu4QqPe993gVBEN6FJGU2xltZWr31WJjipEQkFICPP/6YJ4+fEHJCjJwXBOH9SIlPISM9Axubwp8tuigoMQmlQoUKBAQGcH7LeblDEQShhEiMS8TQ0FC9XrumKzEJRaFQ0L9ff24cuUF8dP7n4BEEQciPjLQMkuOTS0zpBEpQQgHo0aMHSqWSi9svyh2KIAgaLvFJIkqlEkvLktOztEQlFCsrK9q1a8eFLRfyNUOqIAhCfkiSRGJcIpaWliWiMT5LiRiH8rL+/frz15q/uPvvXVwrucodjiC81r3we2JgYzGUkpBCRloG1tbWcofyXpW4hNKgQQPKlivL4YWHRUIRirR74feoU6FOjpl8C5OBgQEHzx7MV1J59PARP//wM3t37uX+vfuYmJrg4u5C+y7t6dyjMwaGmj06PDeJsYnoG+ir16QvKUpcQlEoFIwdM5b27dsTei6UMkFl5A5JEHIVEx1DUlIS3w2dirOjW6E/X1jEbSbP/YaY6Jg8J5TQO6G0bdgWUzNTvh7zNb7+vujq6XLtyjWWL1qOfWl7GrdonONxaWlpOdY20RSpSakkxyfj6uqq0RNB5qbEJRSANm3aEBAYwKH5h/jwlw/lDkcQXsvZ0Q0vd783HyiD74Z9h5a2FtsPb8fQ6EXX2DKuZWjSsom6rdLB2IHJsyezf/d+jhw4widDP2HEqBEs+XMJv//4O5ERkTi5ODF05FA6dusIQHhoONX8q7Hz2E4CygYA8CTuCX6Ofqz9Zy01atfg2KFjdGreiSV/L2HqmKncDrmNX1k/fvj5B3z8fQCICItg1IhRnD5+mtTUVJycnfh+0vc0aNKgUF6T+Kh49PX1S1RjfJYS1SifRalUMnbMWG6fuU3Y+TC5wxGEYikmOoaDew/SZ0CfbMnkZS9/Qp81eRbNWjVj78m9dO3Vle2btzNm5BgGfDaAvaf20rNvT4YPGs7Rg0fzHcvEURMZPWU02w5uw8raij6d+5CWlgbAd8O/IzUllXU71rH35F6+m/BdoVVFZZVOSpcuXeJKJ1BCSygA7dq1w8/fj0MLDtHzp55yhyMIxc7d23eRJAl3T/ds2wOcA0hJSQGgz4A+jJowCoC2ndvS5cMu6uM+/ehTOvfoTJ8BfQBw93Tn7Kmz/Pbjb9SsUzNfsQz7dhi169cGYM7vc6jkXYntm7fTukNrIsMjad6mOb4BvkBm6amwPHv8DH19/RIxb1duSmQJBV6UUm6dukX4xXC5wxEEjbHt4DZ2HduFt6+3OrEAlKtQLttxIddDqFS9UrZtlatVJuR6/qdHqlT1xXksLC1w93RXn6fvJ32ZO30ubRq24YeJP3D18tV8nz8vUhNTSUlIKbGlEyjBCQUyZyH29fPl0IJDcociCMWOi5sLCoWCWzdvZdtexrUMru45F2nK7/QjSuXz29NLQ8bS09LzHWf3Pt05dvkYHbp24NqVazT/oDkL5y3M93ne5FnUM/QNSm7pBEp4QskqpYScCCHiUoTc4QhCsWJpZUnt+rVZ9PsiEhMS8/14D28Pzhw/k23b6ROn8fTxzDy/dWaj9sMHD9X7r1y6kuu5/j31r/r7uNg4bofcxsPbQ73NwdGBXv16MX/VfAZ+PpCVi1fmO97XySqdOJR2KLGlEyjBbShZOnbsiI+vD4cWHqL77O5yhyMIxcrk2ZNp27AtzT5oxvDvhuMX4IdCqeDC2QuE3AghMCjwlY/9ZOgnDOo1CP9y/nxQ7wN2b9/N9s3bWb1lNZA5JqZClQr8MvMXnMs4E/U4iunjp+d6rjlT52BhaYGNrQ3Txk/D0sqSpq2aAjB65GjqN66Pm4cbT+KecPTQ0WzJpiA8e/wMAwMDzM3NC/S8xU2JTyhKpZIxo8fQrVs37l25h4O/GCUsFC1hEbeL7PO4uLmw89hOfprxE1PHTuX+vfvo6uni5ePFoKGD6N2/9ysf27RVU8ZNH8fvP/7OmJFjcHJxYtZvs6hRu4b6mFm/zmLE4BE0/aAp7p7ufD/xe7q17pbjXN+O/5YxI8dw59Yd/Mv6s3jtYnR1dQFQZagYNXwU9+/dx9jEmLqN6jJ26th8X+urpCSmkJKYgru7e4kunQAoJDGpFRkZGfj5+4E1dJuV849VEAqTMcbU1K2Jg7MD2novPuMVl5Hycsoah3I14ipm5mayxBAdGo1SUuLn51esE0pycjJ37tzB1TVn+1delfgSCoCWlhZjRo+hR48eRAZHUtq3tNwhCQIOTg4cPHtQzOVVhKUkZJZOPDw8inUyKSgioTzXpUsXxk8Yz645u+g9rzcKpfjjEOTn4OQgbvBFlCRJPIt6hqGhIWZm8pSOipoS3cvrZVpaWsz7dR6h50M5v/W83OEIgpAHNWrX4F78PVmqu5KfJpOamIqDQ8nu2fUykVBeUq9ePXp+2JO9P+8lMS7/3SAFQSgZVBkqnjx6grm5uSidvEQklP+Y+cNMtBXa7P5pt9yhCIJQRD199BRU4OzsLHcoRYpIKP9ha2vL9GnTOb/1PKHnQuUORxCEIiY1MZXEuEQcHR3VXZOFTCKh5KJfv35UqVqF7TO2k5GWIXc4giAUEZIk8eTBEwyNDLGxsZE7nCJHJJRcKJVK/vj9D6LuRnF81XG5wxEEoYiIj44nLSUNlzIuoiE+FyKhvEK5cuUYOnQohxccJi4yTu5wBEGQWXpqOvFR8ZQqVSrfE12WFGKk/Gs8e/YMH18fjF2M6Tqzq/hEIhSKV42Uh8zR8mJgo/wkSSImPAYpTcLf3x8tLS25QypwYqR8ITMxMeHnn36mffv2XDt4Dd+6vnKHJJQg98LvUbdCbRKTkt/bcxoa6HPg7KFCSSpJiUl83u9zDu0/RPyzeK5GXEVXVzfHtsY1GtNvcD/6D+4PZC4fvGDVAvVkj3JIeppESkIKnp6eGplMCopIKG/Qtm1bWrRowa5Zu3Cv4o6uoejVUdQdWnSI/b/tx8bNhk9XfQpAXGQcc9vNfeVjgtoE0fq71kBml9CtU7YSej4UU1tTGg5piPcH3tmOD94fzNZpW/ns78/QN367T3NvEhMdQ2JSMktHdca3TOE3AAeHPqbXpL+IiY7JV0K5F3GPmZNmcmD3AWKiY7C1s6Vpy6Z88c0XWFq9WFf9rxV/cfLYSTbt2YSltSWmZqYsnb80x7b/OnfrXKEOXOzYtCPHj7y6rbRarWr88tMvWFhYMHLkSObPn8/q1avp1KlTrsePGzeOP//8k3v37r32effv30/dunVJSkpi6tSprFq1itDQUExMTKhXrx5jx47F39//na7tfRMJ5Q0UCgU///wzvn6+7P9zP02GNpE7JOE1nj58ypHFR9Ax0Mm23dDCkHZj2+U4PuRECJd2XMK96otlbDeO38izx89oOKQh4RfDWfvdWoasGYJ5aXMA0lPS2fXjLuoPrF9oyeRlvmVsqOBVNKuhQu+E0rp+a9w83Phl0S84uzhzPfg6E0dNZN/ufWzZtwULSwv1sZ7envj4+2R7/H+3/ZdtKdtCvYY/V/6pXn8+MiKSFnVasHrLarz9Mj9EJMYkggRWVlasXr2akSNHsnDhwlcmlE2bNjFr1ixq166t3jZ06FCePn3KokWL1NssLS1JSUmhYcOGhIWFMXPmTKpWrcrDhw+ZMmUKVatWZc+ePVSrVq0Qr75giYSSBy4uLowbO45vvvkGr5peuFZylTsk4RV2/bgLxwBHVCpVttkOdA10KdusbI7jz287j56RHt61Mm8eaclp3Dlzhz7z+lAmqAyV2lci/GI4ISdCqNQ+c5nZYyuOoW+sT4U2Fd7PRRVho4aPQkdXh5WbV2JgYABkzj8WUC6AGoE1mDZuGlPnTs1WCnAwdqB6reoAObb9vePvHM/xcpVXeGg41fyr8eeKP1n420LOnTmHq7srU+dOzbYM8Kljp5gyZgoXz13EwsqCZq2a8e24bzE0ytmYnpXwAFKSM5cstrCywLaULSmJKaTHpOPo4MimTZvw8/Pjm2++oXTp0oSHh+Pk5JTtXOHh4Vy5coWmTZtiavqitGVgYEBKSgp2dnbZjp82bRrHjx/n3LlzlCuXuURymTJlWLduHVWrVuXjjz/m8uXLxab9VvTyyqMRI0ZQt15dNozeQHx0vNzhCLkIPRfK1f1XaTIsb6XIZ1HPuPvvXXzr+qobw9NT00ECfZPMkodCoUDfRJ+0lMxPsE8fPeXI0iM0Hd60xE8gGhsTy4E9B+jdv7c6mWSxLWVL+87t2bJ+C5Ik8efKP+nRpwcVq1bk3K1z/Lnyz1y35dW0cdMYNHQQu47tws3DjcEfDSY9PXN54Lu379KjXQ+at23O7hO7mbdkHqeOn2LUiFH5uj5Vhoq4yDiMjI2wsbFhwYIF9OzZEzMzM5o1a8bixYtzPGbz5s3UrVs3WzJ5nZUrV9KoUSN1MsmiVCoZNmwYV69e5cKFC/mKW04ioeSRlpYWq1auwkDbgA2jN6DKUMkdkvASVYaK7T9sp0LrCpTyKJWnx1zefRlJJRHY9MWqggamBlg4WnBk8RFiI2O5uOMiD248wMEvs8ppz8978KzuSZmgMoVyHcXJnVt3kCQJT2/PXPd7+HgQFxtH9ONoLCwt0DfUR1dHF9tStlhYWuS6La8GDR1Ew6YNcfd058tRXxIRFsHdW3cB+Hnmz7Tr3I7+g/vj5uFG5WqVmTBjAn+v/Jvk5Dx2cJAgNjIWJHB3cyckJIQTJ07QpUsXAHr27MmiRYv4byfZTZs20bp16zxfx40bN/D1zb2zT9b2Gzdu5Pl8chMJJR9KlSrFmtVruHv2LocWHpI7HOElZ9afIe5BHPUG1svzYy7tuISxtXGOKsxW37Yi5GQIP7b7kQ1jNlC1S1WcyzkTfjGc4APBNPq8UUGHX6zJMfLAN+DFTdjWLrONJepxFABXL11l7Yq1eJbyVH91b9sdlUpF+N3wPJ0/MS6RlPgU3Fzd0NXVZeHChTRp0gRra2sAmjdvzpMnT9i3b5/6MU+fPuXgwYP5Siggz+tXWEQbSj7VrVuXcePGMXr0aJzLO+NW2U3ukEq8xCeJHPjjALX71sbIwihPj4kOi+b+tftU61YtR9WVayVXhm0axqPbjzCxMcGslBmSSmL7zO1U714dc3tzTq87zck1J0GCat2qqdtXShIXt8zR4jev36QZzXLsD7kWgrmFOVY2VgX+3No6L25dWe0LKlVmrUFCfAI9+/ak7yd9czwur73XEmITsC9nj5mZGRkZGSxZsoQHDx6grf3ieTMyMli4cCENGjQAYPv27fj5+eVoV3kdLy8vgoODc92Xtd3LyyvP55ObSChv4dtvv+XgwYNsHL2R/sv6Y2JtIndIJdq+3/ZhYGpA1c5V8/yYizsuAhDYJDDX/bqGujgGOKp/Prf1HPHR8dTqXYvbp26z+6fdtB/XHoD1o9dj5WxV4jprWFpZUrt+bZb8uYT+Q/pna0d59PAR6/9aT8duHd97g3Jg+UBuXLuBq3v+fx8Z6Zlz9xkZGVG6dObKrf/88w/Pnj3j3Llz2cagXL58mY8++oi4uDjMzc3ZtGkTbdq0ydfzde3alVGjRnHhwoVs7SgqlYrZs2fj5+eXo32lKBMJ5S1oaWmxYsUKypYry4bRG+j5U0+UWqL2UA7RYdGc3XiWJsOa8OzxM/X29JR0VOmZjap6RnoYmGVvNL688zJWZazytNxzSnwK++bto/HnjdE10OXSrkv41ffDp05mV1e/+n5c2nmp0BJKcOjjQjlvQTzPxJkTadOgDT3a9GDk6JE4uThxI/gGE0dNxK60HV+P+boQIn29T4d/Sqt6rRg1fBTd+nTD0NCQm9ducmjfISbNmvTKx0mSxJOHTwCyLZq1YMECWrRokePG7ufnx7Bhw1ixYgUDBw5k+/btfPnll/mKddiwYWzatIlWrVpl6zY8efJkgoOD2bNnT7Hp4QUiobw1W1tb1qxeQ/369Tk4/2C+6u6FgvPs8TMklcSOmTvYMXNHjv1z282lapeqNB3+YpR1xOUIYiJiqDugbp6e4+CCg1iUtlA33sdHxWPn9aL7p7G1MQ9vPny3C8mFpZUlhgb69Jr0V4Gf+1UMDfSzDUZ8EzcPN7Yf3s4Pk35gUK9BxMXGYVPKhqYtmzLs22H5amgvKH4BfqzbsY5p46bRvnF7JEmijGsZWnd4fdvGs8fPSEvK7M2no5M5junhw4ds27aNlStX5jheqVTSrl07FixYgI+PD8bGxlSokL+u5Pr6+uzbt4/Jkyfz3XffZRvYeOLECQICAvJ1PrmJubze0eTJk/n+++/pMacH7tXc3/wAoUAlxiUSdiEsx/Z9v+0jNTGVpsObYuFgka3n1/aZ2zn11yk+W/cZlo6vv3lGh0Uzr8c8PvrtIxz8M+vfN47fSEpCCl2mZfb4Wf3VagxMDGgzOn/VHVnEXF7yS36WTExEDI6OjjnGiuTF559/Tnp6Or/++mshRPd+iLm8ioBvvvkmsz1l7EYGLBuAiY1oT3mfDM0N1VVPLzux+gRAjn2qDBVX9lzBMcDxjckEYOfsnQQ0DFAnE8is4lr91Wr2/roXgBtHbtBtZrd3uYxXcnByKJE3+PcpPTWduPtxmJmZUapU3rqc/1dAQADVq1cv4MiKH1Hx/46USiXLly/HWN+Y9f9bjypdjE8pym6fvk1CTAIBTd5clXDz6E1Cz4fSYHCDbNu9anlRf1B9LvxzgfPbztPg0wZ41sh9LIZQtEkqidh7sWhraePq6vrW7RUDBgwgMDD3Dh4liajyKiCHDx+mXr16VO5SWcz3JeTL66q8hML15METEuMS8fHxwcgob13ONVVBVHmJEkoB+eCDD5gzZw4nVp7IHJ8gCEKRFh8TT0JsAk5OTiU+mRQU8XGoAA0ZMoTQ0FBmzpyJqa0pvvXE+imCUBQlPknk6cOnlCpVSqwNX4BEQilg06ZNIyw8jA1jNmBkaYRzOWe5QxIE4SXJ8cnE3Y/DysoKR0fHYjXOo6gTVV4FTKlUsnTJUqpVrcZfX/1FVGiU3CEJgvBcamIqsRGxmJma4eLiIpJJARMJpRDo6emxaeMmnEo7sWrYKjHdvSAUAWnJacRExGBkZIS7u7tIJoVAVHkVEgsLC3bu2EnValVZ8fkKev3aK8f0H4LwJpoysFHudeHTU9OJCY9BT1cPDw8PlErxWbowiIRSiJydndm7Zy+1PqjFquGr6PlTT7EmvZBn98LvUbdibRIT87iGRwEwNNTnwL+H8pxUvhj4BWtXrAVAW1sbcwtzfAN8adupLZ17dlbfuAt7XXiAmZNmsmPrDnYf351te0Z6BjHhMWhraePl5ZVtxmChYIlXtpD5+fmxa+cu6tWvx5qRa+g2s5sYayDkSUx0DImJySxf3hdfX/tCf77g4Pv07LmQmOiYfJVS6jWqx6zfZpGRkUHUoyj2797P6JGj2bZxG4v+WoS2tvYb14VPS0tTz59VkFQZKmLCY0ACL2+vQnkO4QVxZ3sPKlWqxNYtW2nStAnrvl9HpymdUGqLIreQN76+9lSoUHR7C+rq6aoThn1pewLLB1KhcgW6tOzCX8v/onuf7rmuC//r4l9Z+udSzp05x5S5U+jSswsrF6/k9x9/Jzw0HEdnR/p+0pc+A/qonyvyXiQTR03k4N6DpKSk4OntyaRZk7h5/SazpswCMqvXAGbNm0XD2g1Rpanw9vZGT0/vvb82JY1IKO9JnTp1WPf3Otq2bcumiZto8782Ysp7QWPVqlsLv0A/tm/eTvc+3XM9ZsqYKYyePJqAcgHo6euxfs16fpj4AxNnTiSgXACXL1zmq8++wtDIkM49OpMQn0DHph2xs7dj0ZpF2JSy4dL5S6hUKlp3aM31q9c5sPsAq7euRpIkMuIzSE1KxcvLC0NDw/f8CpRMIqG8Ry1atGDZsmX06NGDjLQM2o5pi7au+BUImsnDy4Pgy7mvRgjQ79N+NG/TXP3zzEkzGT15tHqbs4szN67dYPnC5XTu0ZkNf20gOiqabQe3qafFf3kRLSMjI7S0tbCxtSEuMo6ktCTcPdwxMRETtr4v4m72nnXt2hVdXV26duvK6hGr6TS1E3pGoiguaB5Jkl7bNbdchRcLViUmJHL39l1GDB7BV599pd6ekZ6BiWlmQrhy8QoBZQPeuMZKTEQMqQmpuLm5YW5u/m4XIeSLSCgyaN++PTt37KR1m9YsH7KcrrO65nktdEEoLkKuh+Dk8ur11Q2MXnSjT4hPAGDGzzMIqhSU7bisZXf1DV4/YaEkSWSkZpCWmIaHhwdmZoXbq0zISVTiy6RevXocOniI5MfJLBm4hLj7cXKHJAgF5siBIwRfCaZFmxZ5Ot6mlA129naE3gnF1d0125ezS2aHBN8AX65cukJsTGyOx2ekZZCWkEZGRgbe3t4imchEJBQZBQUFcfzYcQwVhizuv5hHtx/JHZIg5FtqSiqPHj7ifuR9Lp2/xI8zfqRv1740bNaQjt075vk8I0aN4OeZP7Pg1wXcunmL4MvBrFm2ht9/+h2Atp3aYlPKho+7fszp46cJvRPKto3bOHH4BFF3o3Ao7cD9+/e5efMmUVFRpKSkFNYlC68gqrxk5uHhwfFjx2nStAlLBi6h68yuOJV9dTWBUPIEB98v0s+zf/d+gtyD0NbWxszcDL9APybMmECnHp3yNSK9e5/uGBgaMG/OPCZ+PxFDI0N8/HzoN7gfALq6uqzatIpx347jww4fkp6ejoeXB18O/xJdJ12GDBnCmTNnqFevHnFxcSxatIg+ffq81TUJb0cssFVExMXF0ap1K06dPkXHyR3xrClWACwpXrXAVnEYKS+npGdJxN2Lw9jYGHd3dzEC/h2JNeU1iLm5Obt27qJr166s/mo1rb9vTbnm5d78QEFjOTg5cODfQxoxl1dBS4hL4Mn9J1hYWODq6irm5ioiREIpQgwMDFi3bh0DBgxg0bhFJMYlUr17dbnDEmTk4ORQLG7w74skScRHx/Ps8TNsbGxwdnYWswYXISKhFDHa2tosWLAAOzs7pkyZwpOHT2j0WSO0tLXkDk0QZCVJEk8fPiUhNoHSpUtjb28vkkkRIxJKEaRQKJg8eTKlS5dm2LBh3L96nw4TO2BaylTu0ARBFhnpGcRFxpGSkEKZMmXEsr1FlKh4LMKGDBnCoUOHyIjJ4I9efxByPETukAThvUtNTCXqbhQZKRl4eXmJZFKEiYRSxFWvXp0L5y9Qu3ptVnyxgn2/7UOVrpI7LEEodJIkkRCTQFRYFPq6+vj5+WFqKkrpRZlIKMWAlZUVW7duZcqUKRxdcpTlny3nWdQzucMShEKjUqmIi4zjycMnlLIthbe3N7q6YnG6ok4klGJCqVTyzTffsH//fhIjE/nzwz+5c+aO3GEJQoFLS04j6m4UKfEpuLm54eTkJLoFFxPit1TM1K5dm4sXLlI5qDLLhizj4PyDqDJEFZhQ/KmruO5GoaPUwdfXF0tLS7nDEvJB9PIqhmxtbdm1cxcTJ05k3LhxhF8Mp93YdhhZihmLNc298HslYmCjKl1F3P04kuOTsbW1xdHRUZRKiiEx9Uoxt3fvXrp260oaabSb0I4yQWXkDknIp9dNvfJBUB1SkpPeWyx6+gYcPncwX0nl0cNH/Dj9R/bu3MuDyAdY2VjhX9affp/244N6H7zx8SkJKcRFxgHg6uJaZNYwUSgUbNiwgbZt28odynshpl4RaNCgARfOX6BL1y4s+WQJlTpUov4n9dE3frs/CKHoiImOISU5CY9GwzCwcCz050uKjSBk92xiomPynFDCQ8Np27AtpmamfD/xe3z8fUhPS+fA3gOMGj6KQ+cOvfKxKpWK+MfxxMfEY2JigqurK7q6uqSmphZaA3xGRgYKhUKUfgqJeFU1QOnSpdm/bz+zZs3i6o6rzOs6jyt7riAKn5rBwMIRI1v3Qv96m6T13bDvQAHbDm6jRdsWuHu64+3nzcDPBrJl/xYgs6T1UZeP8Czlibe9NwM/HEj47XAe335MQmwCq1atokuXLixdujTbp+O6desyZMgQhgwZgpmZGdbW1vzvf//L9ncdGxtLr169sLCwwNDQkGbNmnHz5k31/sWLF2Nubs7mzZvx8/NDT0+PsLAwTp8+TaNGjbC2tsbMzIw6depw9uxZ9eNcXFwAaNeuHQqFQv0zwKZNm6hQoQL6+vq4ubkxbtw40tPT8/3aaSKRUDSEtrY2X3zxBcFXg6lXox5/j/qbVcNWEXsv52JEglAQYmNi2b97P30G9MHQyDDHfjNzM1QqFR91+Yi4mDjW7VjH8nXLuX3jNp/2+RQjAyP8/f0xMTEhJCSEdevWsX79es6fP68+x5IlS9DW1ubUqVPMnTuXWbNmMX/+fPX+Pn36cObMGTZv3szx48eRJInmzZuTlpamPiYxMZFp06Yxf/58rly5gq2tLc+ePaN3794cOXKEEydO4OnpSfPmzXn2LLM7/unTpwFYtGgR9+/fV/98+PBhevXqxdChQ7l69Sq///47ixcvZtKkSYXxEhc7ospLwzg5ObFx40Y2b97M4CGDmddtHh/0/YAaPWqgpSPmAxMKzt3bd5EkCQ8vj1cec+TAEa5ducbxy8cxNTAlPiqeCeMn0KFDB+Li4vDy8gIgNTWVpUuX5hgF7+TkxOzZs1EoFHh7e3Pp0iVmz55N//79uXnzJps3b+bo0aPUqFEDgBUrVqjfA506dQIgLS2NX3/9lXLlXszeXb9+/WzP88cff2Bubs7Bgwdp2bKlOg5zc3Ps7OzUx40bN45vvvmG3r17A+Dm5saECRMYOXIkY8aMeduXUmOIEoqGat26NcFXgxn62VAO/nGQP3v/Sdj5MLnDEjRIXqpUb167iX1pe3TSdHj2+Bm2tra0adMGc3Nzrl27pj7uVfNzVatWLdsEkNWrV+fmzZtkZGQQHByMtrY2VatWVe+3srLC29ub4OBg9TZdXV3Kli2b7bwPHz6kf//+eHp6YmZmhqmpKfHx8YSFvf49cuHCBcaPH4+xsbH6q3///ty/f5/ExMQ3vh6aTpRQNJixsTEzZsygZ8+e9B/Qn0UDFxHUOoiGQxpiaJazikIQ8sPV3RWFQkHIjdznmMtIzyDxaSKqDBV62np4uXthaJj7352RUeF1eTcwMMgxK3Hv3r2Jjo5m7ty5lClTBj09PapXr05qauprzxUfH8+4ceNo3759jn1v2zNKk4gSSglQrlw5Thw/wbx587h18Bbzuszjwj8XRKO98E4sLC2o27Aui/9YTGLCi0/nkiSREJvA7Qu3cXZw5uHDhxgZGamTydWrV4mLi8PPz++Nz3Hy5MlsP2e1d2hpaeHr60t6enq2Y6Kjo7l+/fobz3306FE+//xzmjdvjr+/P3p6ekRFRWU7RkdHh4yMjGzbKlSowPXr1/Hw8MjxJXqOiYRSYiiVSgYNGsT1a9dp2bQlG8dtZOmnSwm/GC53aEIxNmnWJFQZKlrUacG2jdu4fvk6p/ed5vc5v/Nx34/5uO/HBAYG0rNnT86ePcupU6fo1asXderUoVKlSm88f1hYGMOHD+f69eusWrWKn376iaFDhwLg6elJmzZt6N+/P0eOHOHChQv07NkTBwcH2rRp89rzenp6smzZMoKDgzl58iQ9evTAwMAg2zEuLi7s3buXBw8eEBub2bll9OjRLF26lHHjxnHlyhWCg4NZvXo133///Vu+gppFVHmVMHZ2dqxauYqP+nzE8BHDWdh/Ie5V3anTrw5OZZ3kDk/IRVJsRJF9njKuZdhxdAezJ89m7MixPH78GEtLSypWrMj8+fPR1dVl06ZNfPbZZ9SuXRulUknTpk356aef8nT+Xr16kZSURJUqVdDS0mLo0KEMGDBAvX/RokUMHTqUli1bkpqaSu3atfnnn3/Q0dF57XkXLFjAgAEDqFChAk5OTkyePJkvv/wy2zEzZ85k+PDh/Pnnnzg4OHD37l2aNGnC1q1bGT9+PNOmTUNHRwcfHx/69euX79dOE4mR8iWYSqViw4YNjBk7hiuXr4jEIpPiPFI+NSmV+Kh4kuOT0dPTw97eHisrqwJZSbFu3bqUL1+eOXPmvPO5hDcTI+WFd6JUKunQoQPt2rVjw4YNjB4zmoX9F+JRzYPaH9cWiUVmDk4OHD53sEjO5ZWamMqzqGekJKSgr6+Pq6srlpaWYkneEk4kFCFbYlm/fj1jxo55kVj61cYpUCQWuTg4OcgyWeOrpCSmEB8Vn5lIDDJHiltYWIhEIgCiykvIhUqlUieWq1euisRSyF5V5VVUSJJEamJm1VZKYgoGBgaULl0ac3NzkUg0SEFUeYleXkIOSqWSjh07cuniJdauXYvuM10W9lvIiqEruHPmDpJKfAYpCSRJIjk+mejQaKLDotFCCw8PD/z8/ESpRMiVKKEIb6RSqVi3bh1jx43l6pWrWDlZUa5lOcq3LI+JtYnc4RV7Ra2EokpXkfg0kaS4JNJS0jAyMqJ06dKYmpqKJKLBCqKEIhKKkGeSJHHkyBH+nP8na9euJTU1Fa+aXpRvXR7P6p4otUWB920UhYQiSRIpCSkkxiWSHJ+MAgVm5mbY2thiYmIiEkkJIBKKIJu4uDhWrVrFH3/+wflz5zG1MaVsi7IEtQrC0lEs25ofciaU9NR0EuMSSXqSREZ6BgYGBlhbW2NpafnGsRyCZhEJRSgSzp49y4IFC1i+YjlPnzzFrZIb5VuXx7eub5Gowinq3ndCUalUJD9NJvFJIqmJqWhpaWFpaYm1tTWGhoaiNFJCiYQiFCmJiYn8/fff/PHnHxw9chRDU0MCmgZQrnk57L3tUSjFjSo37yOhSJJEWlIaiU8SSXqahKSSMDExwdraGgsLCzEPlSASilB0Xb9+nQULFrBw0UKio6IxtTb9f3v3HhRl9T9w/L0ichFkuS6XYUGU9ZIokqZBo0AlqBmZqRHioFljXsqpppomJ9P8fUuxzEs42appaFbeULxETHkhFQ2kb4mkKCGGgSDWcl0Wvn/wc3MFvMAiqJ/XzA7s85w9z9mH5fnsuTzn4DfUD/9gf/yG+MkSxde4UUC5cP5Ci29srKurQ1+pR1+pp6aqBoPegKWlJUqlEgcHhyaX2XVxcUGtVrfoeB1NXl4e3bt3JzMzk8DAwPYuTocnd8qLDqtXr14sWrSIhQsXcujQIXbv3s2u5F18s+sbOll0Qt1fTY/gHvgH++PWw02aWZpw4fwFhgcOo7K66o4d09bahuycU7cVVC5evMjChQtJTk7mwoULuLm5ERgYyJw5c3j00UfbsLT3FoVCwbZt23jqqafauygtJgFFtClLS0vCwsIICwtj8eLF/PHHH+zZs4fk5GRS16aSujIVpUqJ38MNtZfug7pj1dWqvYvdIZSWlFJZXcVnirFoaLz4lLn9TjEvVm3j0qVLtxxQ8vLyCAkJQalUsnjxYgICAtDr9ezbt4+ZM2eaLKIl7oyampoma593gjScijvKx8eH6dOns3PnTkpLSvnuu++Ii47j79/+ZvMbm1kcsZgNszbwU+JPFPy3AH2V/uaZ3uM0uBKo8GjzR0uC1owZM1AoFKSnpzNu3Dg0Gg0PPPAAr776KkeOHAEapqCPiorCzs6Obt26MWHCBP766y9jHvPmzSMwMJA1a9agVquxs7NjxowZGAwGFi1ahLu7O25ubo3WbVcoFCQkJDBy5EhsbGzw8/Pj22+/vWF5f/31V0aOHImdnR0qlYrY2FiTdVBCQ0OZPXs2c+bMwdHREZVKxerVqykvL2fKlCnY29vTs2dP9uzZc9v5vvzyy7zxxhs4OTnh7u7OvHnzjPt9fX0BGDt2LAqFwvg8NzeXqKgoVCoVdnZ2DB48mO+//97k2L6+vixYsIDJkyfTrVs3XnzxRcLDw5k1a5ZJuuLiYrp06UJqauoNz1FrSEAR7cba2prHH3+cjz/+mNO/n+bMmTMs/WgpGmcNBz47gHaalv+E/YeEZxPYMncLaRvSOJt+loqy+2Op1TpDXXsX4YZKS0vZu3cvM2fObHLFRaVSSV1dHVFRUZSWlrJ//35SUlI4e/YsEydONEmbm5vLnj172Lt3L5s2bUKr1TJ69GgKCgrYv38/H374Ie+8806jBbfmzp3LuHHjyMrKIiYmhmeffdZk+d9rlZWVER4ezsCBAzl+/Dh79+7lr7/+YsKECSbpvvjiC1xcXEhPT2f27Nm89NJLjB8/nuDgYDIyMhgxYgSxsbHGJX9vJ9+uXbty9OhRFi1axPz580lJSQHg2LFjQMN0/IWFhcbnOp2OUaNGkZqaSmZmJpGRkYwZM6bRUsXx8fEMGDCAzMxM5s6dy7Rp09i4cSPV1dXGNF9++SVeXl6Eh4c3/Qc1A+mUFx1SdXU1v/32G5mZmWRmZpKRmUFWVpZxZUClSolKo0KlUeHRywN3f3ccPBzuyr4YW4MtIZYhuLq5Umeoo7a6Fn21nt/++xuxsbH8qHiRQIVHm5fjRH0hofWf8fPPPxMUFHTT9Onp6QwZMoStW7cyduzYJtOkpKQwcuRIzp07h7d3w1xwJ0+e5IEHHiA9PZ3Bgwczb948Fi9ezMWLF7G3b5h5ITIykpycHHJzc40j0Hr37k1cXBxvvfUW0FBDmT59OgkJCcbjDR06lKCgID799NNGnfLvv/8+Bw8eZN++fcb0BQUFeHt7k5OTg0ajITQ0FIPBwMGDBwEwGAw4ODjw9NNPs379eqChz8jDw4PDhw8zdOjQFuUL8NBDDxEeHs4HH3xgfD+30ofSr18/pk+fbqyB+Pr6MnDgQLZt22ZMU1VVhaenJ6tWrTIGtgEDBvD000/z7rvvNpmvdMqLe5aVlRVBQUEmF7a6ujrOnDlDZmYmJ06cICMjg4ykDA4UHwDAtpstKo0KpZcSBzcHurl1a3ioGn62V9+MvkqPrlRHeUk5ulIduhId5aXlXCm6wqUzl7Cutab/0v5YYYWlpSW2trYonZV4eXWcWYabcivfRbOzs/H29jYGE4C+ffuiVCrJzs5m8ODBQMNF8WowAVCpVFhYWJgMZ1apVBQVFZnk//DDDzd6fuLEiSbLkpWVxQ8//ICdnV2jfbm5uWg0GgD69+9v3G5hYYGzszMBAQEm5QCMZWlJvgAeHh6N3s/1dDod8+bNIzk5mcLCQmpra6msrGxUQ7l+9Utra2tiY2NZs2YNEyZMICMjg19//ZWkpKQbHq+1JKCIu0anTp3QaDRoNBpjk0l9fT2FhYWcOHHCGGhyz+Vy8shJiouKTS56NnY22DvbY6O0wdrBGltHW2wdbOnq2BVbpS2W1pYNNZz/r+RcX9tpbp9Bb6D8ckOwKC8tR1eio7K0kvLL5fxT8g/VFdUm+XTq1AlnF2c8PT0JezCMoUOHolKp6Nmzp8lF9WYXm/bm7++PQqEwS8f79XflKxSKJrfV1bW8GVCn0zFmzBg+/PDDRvs8PP6tAd6sLFf/9lfL0pp8b/Z+Xn/9dVJSUoiPj6dnz57Y2NjwzDPPUFNTY5KuqSbHadOmERgYSEFBAWvXriU8PBwfH58bHq+1JKCIu5pCocDT0xNPT09GjRplsq+mpoY///yTgoICzp8/z/nz5ykqKqK4uJjiS8UUXSjifNZ5SktK0f2ja1U5LCwscHZxxk3lhtpdjXugOyqVyvhwd//3ubOzMxYWFsbXXm1quNumOnFyciIiIoKVK1fy8ssvN7qolZWV0adPH+O5v7bJq6ysjL59+7a6DEeOHGHy5MkmzwcOHNhk2qCgILZs2YKvry+dO5vv0meufC0tLTEYDCbb0tLSiIuLMzYp6nQ68vLybim/gIAABg0axOrVq9m4cSMrVqxocdlulQQUcc/q0qULvr6+xhEzN1JVVUVlZaWxRlNfX9/s79dvs7S0xMnJ6b6823zlypWEhITw0EMPMX/+fPr3709tbS0pKSkkJCRw8uRJAgICiImJYenSpdTW1jJjxgyGDx/eqJmmJb755hsGDRrEI488QmJiIunp6Wi12ibTzpw5k9WrVxMdHW0cbXXmzBm++uorPv/8c5MgfzvMla+vry+pqamEhIRgZWWFo6Mj/v7+bN26lTFjxqBQKJg7d+5t1dKmTZvGrFmz6Nq1a7P9XOYkAUUIGtqcW9oR2dZ+pxjuwNCZ3ym+7df4+fmRkZHBwoULee211ygsLMTV1ZUHH3yQhIQEFAoFO3bsYPbs2QwbNoxOnToRGRnJ8uXLzVLm9957j6+++ooZM2bg4eHBpk2bmq35eHp6kpaWxptvvsmIESOorq7Gx8eHyMjIVn0ZMFe+S5Ys4dVXX2X16tV4eXmRl5fHRx99xNSpUwkODsbFxYU333yTv//++5bzjI6OZs6cOURHR9+Rz7eM8hKinTU3uiY/P58+vXpTUVV5x8rSkjvl28u9cGd5W8vLy6NHjx4cO3bspiP3ZJSXEPcwtVpNds4pkxvk2tq9NJfX/Uyv11NSUsI777xjHEp9J0hAEaIDU6vVcoEXty0tLY2wsDA0Gs1NZw8wJwkoQoi7krTWNy80NLRdzs/9NyxFCCFEm5CAIoQQwiwkoAghhDALCShCCCHMQgKKEEIIs5CAIoQQwixk2LAQHVh+fv49fWNjaGgogYGBLF26tEPkI1pHAooQHVR+fj59eveiorLqjh3T1saa7FM5tx1UDh8+zCOPPEJkZCTJycm3/LqtW7fe1izLP/74I2FhYVy+fBmlUtnifETbkIAiRAd16dIlKiqreDu4Gz4Obf+v+seVWv7vp7+5dOnSbQcUrVbL7Nmz0Wq1/Pnnn3h6et7S65ycnFpS1DbLR7SO9KEI0cH5OHRG42TZ5o+WBi2dTsfmzZt56aWXGD16NOvWrQPgueeea7R2vF6vx8XFxbicbmhoKHPmzDHu37BhA4MGDcLe3h53d3eee+4540JjeXl5hIWFAeDo6IhCoSAuLq7JfC5fvszkyZNxdHTE1taWkSNHcvr0aeP+devWoVQq2bdvH3369MHOzo7IyEgKCwtbdA5EAwkoQohW+frrr+nduze9evVi0qRJrFmzhvr6emJiYti5cyc63b+Ll+3bt4+Kiopm1+bQ6/UsWLCArKwstm/fTl5enjFoeHt7s2XLFgBycnIoLCzkk08+aTKfuLg4jh8/TlJSEocPH6a+vp5Ro0ah1+uNaSoqKoiPj2fDhg0cOHCA/Px8Xn/9dTOdlfuTNHkJIVpFq9UyadIkACIjI7ly5Qr79+8nIiKCrl27sm3bNmJjYwHYuHEjTz75pMlSx9eaOnWq8Xc/Pz+WLVvG4MGD0el02NnZGZu23NzcTPpQrnX69GmSkpJIS0sjODgYgMTERLy9vdm+fTvjx48HGoLXqlWr6NGjBwCzZs1i/vz5rT8h9zGpoQghWiwnJ4f09HSio6MB6Ny5MxMnTkSr1dK5c2cmTJhAYmIiAOXl5ezYsYOYmJhm8/v5558ZM2YMarUae3t7hg8fDjQMULhV2dnZdO7cmSFDhhi3OTs706tXL7Kzs43bbG1tjcEEGtZ/v9q8JlpGaihCiBbTarXU1taadMLX19djZWXFihUriImJYfjw4RQVFZGSkoKNjQ2RkZFN5lVeXk5ERAQREREkJibi6upKfn4+ERER1NTUmL3s148KUygUMoNxK0lAEUK0SG1tLevXr2fJkiWMGDHCZN9TTz3Fpk2bmD59Ot7e3mzevJk9e/Ywfvz4Zof3njp1ipKSEj744AO8vb0BOH78uEmaLl26AGAwGJotV58+faitreXo0aPGJq+SkhJycnKaXR5YmIc0eQkhWmTXrl1cvnyZ559/nn79+pk8xo0bh1arBRpGe61atYqUlJQbNnep1Wq6dOnC8uXLOXv2LElJSSxYsMAkjY+PDwqFgl27dlFcXGzS4X+Vv78/UVFRvPDCCxw6dIisrCwmTZqEl5cXUVFR5j0JwoTUUITo4P64Utshj6PVannsscdwcHBotG/cuHEsWrSIX375hZiYGBYuXIiPjw8hISHN5ufq6sq6det4++23WbZsGUFBQcTHx/Pkk08a03h5efHee+/x1ltvMWXKFCZPnmwcpnyttWvX8sorr/DEE09QU1PDsGHD2L17t9z82MYU9dJoKES7qqqq4ty5c3Tv3h1ra2vj9rvpTnlx92vuc3g7pIYiRAelVqvJPpVzT8/lJe4tElCE6MDUarVc4MVdQzrlhRBCmIUEFCGEEGYhAUWIDkLGx4j2ZI7PnwQUIdrZ1aGsFRUV7VwScT+7+vlrzdBq6ZQXop1ZWFigVCqN80jZ2tqiUCjauVTiflFfX09FRQVFRUUolUosLCxanJfchyJEB1BfX8/FixcpKytr76KI+5RSqcTd3b1VX2YkoAjRgRgMBpM1O4S4EywtLVtVM7lKAooQQgizkE55IYQQZiEBRQghhFlIQBFCCGEWElCEEEKYhQQUIYQQZiEBRQghhFlIQBFCCGEWElCEEEKYhQQUIYQQZiEBRQghhFlIQBFCCGEWElCEEEKYhQQUIYQQZiEBRQghhFn8D4D75zPcG10XAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_data=cancel_data[\"market_segment\"].value_counts(True)*100\n",
    "colors = sns.color_palette(\"Accent\")\n",
    "plt.figure(figsize=(5,5))\n",
    "plt.pie(new_data,autopct=\"%1.f%%\",startangle=180,wedgeprops={\"edgecolor\":\"black\"},textprops={\"color\":\"black\",\"size\":12},colors=colors)\n",
    "plt.legend(labels=new_data.index,loc=\"best\")\n",
    "plt.title(\"MARKET SEGMENT W.R.T CANCELLATIONS\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "cf23d29f-674e-46e5-83af-93f89a80473a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_matrix=data[[\"lead_time\",\"is_canceled\"]].corr()\n",
    "plt.figure(figsize=(5, 4))\n",
    "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', center=0)\n",
    "plt.title('Correlation between Lead Time and Cancellation Rate')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "b7d11b8f-1f71-4bc8-8664-07639f00f90e",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv(\"Processed_Data.csv\",index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9f452131-6b7a-4812-812e-9a295d9de125",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}