Air Traffic Data Set-SF.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ea4996e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "plt.rcParams[\"figure.figsize\"] = (10, 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "eacd5f5a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"Air_Traffic_Passenger_Statistics.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bebb05c",
   "metadata": {},
   "source": [
    "SUMMARY San Francisco International Airport Report on Monthly Passenger Traffic Statistics by Airline.\n",
    "https://catalog.data.gov/dataset/air-traffic-passenger-statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "74a21645",
   "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>Activity Period</th>\n",
       "      <th>Activity Period Start Date</th>\n",
       "      <th>Operating Airline</th>\n",
       "      <th>Operating Airline IATA Code</th>\n",
       "      <th>Published Airline</th>\n",
       "      <th>Published Airline IATA Code</th>\n",
       "      <th>GEO Summary</th>\n",
       "      <th>GEO Region</th>\n",
       "      <th>Activity Type Code</th>\n",
       "      <th>Price Category Code</th>\n",
       "      <th>Terminal</th>\n",
       "      <th>Boarding Area</th>\n",
       "      <th>Passenger Count</th>\n",
       "      <th>data_as_of</th>\n",
       "      <th>data_loaded_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>ATA Airlines</td>\n",
       "      <td>TZ</td>\n",
       "      <td>ATA Airlines</td>\n",
       "      <td>TZ</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Low Fare</td>\n",
       "      <td>Terminal 1</td>\n",
       "      <td>B</td>\n",
       "      <td>31432</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>ATA Airlines</td>\n",
       "      <td>TZ</td>\n",
       "      <td>ATA Airlines</td>\n",
       "      <td>TZ</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Low Fare</td>\n",
       "      <td>Terminal 1</td>\n",
       "      <td>B</td>\n",
       "      <td>31353</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>ATA Airlines</td>\n",
       "      <td>TZ</td>\n",
       "      <td>ATA Airlines</td>\n",
       "      <td>TZ</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Thru / Transit</td>\n",
       "      <td>Low Fare</td>\n",
       "      <td>Terminal 1</td>\n",
       "      <td>B</td>\n",
       "      <td>2518</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>Aeroflot Russian International Airlines</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Aeroflot Russian International Airlines</td>\n",
       "      <td>NaN</td>\n",
       "      <td>International</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 2</td>\n",
       "      <td>D</td>\n",
       "      <td>1324</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>Aeroflot Russian International Airlines</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Aeroflot Russian International Airlines</td>\n",
       "      <td>NaN</td>\n",
       "      <td>International</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 2</td>\n",
       "      <td>D</td>\n",
       "      <td>1198</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34729</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>Virgin Atlantic</td>\n",
       "      <td>VS</td>\n",
       "      <td>Virgin Atlantic</td>\n",
       "      <td>VS</td>\n",
       "      <td>International</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>A</td>\n",
       "      <td>14428</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34730</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>WestJet Airlines</td>\n",
       "      <td>WS</td>\n",
       "      <td>WestJet Airlines</td>\n",
       "      <td>WS</td>\n",
       "      <td>International</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>A</td>\n",
       "      <td>16152</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34731</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>WestJet Airlines</td>\n",
       "      <td>WS</td>\n",
       "      <td>WestJet Airlines</td>\n",
       "      <td>WS</td>\n",
       "      <td>International</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>A</td>\n",
       "      <td>16587</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34732</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>ZIPAIR Tokyo Inc</td>\n",
       "      <td>ZG</td>\n",
       "      <td>ZIPAIR Tokyo Inc</td>\n",
       "      <td>ZG</td>\n",
       "      <td>International</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>A</td>\n",
       "      <td>6120</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34733</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>ZIPAIR Tokyo Inc</td>\n",
       "      <td>ZG</td>\n",
       "      <td>ZIPAIR Tokyo Inc</td>\n",
       "      <td>ZG</td>\n",
       "      <td>International</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>A</td>\n",
       "      <td>3988</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>34734 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Activity Period Activity Period Start Date  \\\n",
       "0               199907                 1999/07/01   \n",
       "1               199907                 1999/07/01   \n",
       "2               199907                 1999/07/01   \n",
       "3               199907                 1999/07/01   \n",
       "4               199907                 1999/07/01   \n",
       "...                ...                        ...   \n",
       "34729           202308                 2023/08/01   \n",
       "34730           202308                 2023/08/01   \n",
       "34731           202308                 2023/08/01   \n",
       "34732           202308                 2023/08/01   \n",
       "34733           202308                 2023/08/01   \n",
       "\n",
       "                             Operating Airline Operating Airline IATA Code  \\\n",
       "0                                 ATA Airlines                          TZ   \n",
       "1                                 ATA Airlines                          TZ   \n",
       "2                                 ATA Airlines                          TZ   \n",
       "3      Aeroflot Russian International Airlines                         NaN   \n",
       "4      Aeroflot Russian International Airlines                         NaN   \n",
       "...                                        ...                         ...   \n",
       "34729                          Virgin Atlantic                          VS   \n",
       "34730                         WestJet Airlines                          WS   \n",
       "34731                         WestJet Airlines                          WS   \n",
       "34732                         ZIPAIR Tokyo Inc                          ZG   \n",
       "34733                         ZIPAIR Tokyo Inc                          ZG   \n",
       "\n",
       "                             Published Airline Published Airline IATA Code  \\\n",
       "0                                 ATA Airlines                          TZ   \n",
       "1                                 ATA Airlines                          TZ   \n",
       "2                                 ATA Airlines                          TZ   \n",
       "3      Aeroflot Russian International Airlines                         NaN   \n",
       "4      Aeroflot Russian International Airlines                         NaN   \n",
       "...                                        ...                         ...   \n",
       "34729                          Virgin Atlantic                          VS   \n",
       "34730                         WestJet Airlines                          WS   \n",
       "34731                         WestJet Airlines                          WS   \n",
       "34732                         ZIPAIR Tokyo Inc                          ZG   \n",
       "34733                         ZIPAIR Tokyo Inc                          ZG   \n",
       "\n",
       "         GEO Summary GEO Region Activity Type Code Price Category Code  \\\n",
       "0           Domestic         US           Deplaned            Low Fare   \n",
       "1           Domestic         US           Enplaned            Low Fare   \n",
       "2           Domestic         US     Thru / Transit            Low Fare   \n",
       "3      International     Europe           Deplaned               Other   \n",
       "4      International     Europe           Enplaned               Other   \n",
       "...              ...        ...                ...                 ...   \n",
       "34729  International     Europe           Enplaned               Other   \n",
       "34730  International     Canada           Deplaned               Other   \n",
       "34731  International     Canada           Enplaned               Other   \n",
       "34732  International       Asia           Deplaned               Other   \n",
       "34733  International       Asia           Enplaned               Other   \n",
       "\n",
       "            Terminal Boarding Area  Passenger Count              data_as_of  \\\n",
       "0         Terminal 1             B            31432  2023/10/20 03:06:37 PM   \n",
       "1         Terminal 1             B            31353  2023/10/20 03:06:37 PM   \n",
       "2         Terminal 1             B             2518  2023/10/20 03:06:37 PM   \n",
       "3         Terminal 2             D             1324  2023/10/20 03:06:37 PM   \n",
       "4         Terminal 2             D             1198  2023/10/20 03:06:37 PM   \n",
       "...              ...           ...              ...                     ...   \n",
       "34729  International             A            14428  2023/10/20 03:06:37 PM   \n",
       "34730  International             A            16152  2023/10/20 03:06:37 PM   \n",
       "34731  International             A            16587  2023/10/20 03:06:37 PM   \n",
       "34732  International             A             6120  2023/10/20 03:06:37 PM   \n",
       "34733  International             A             3988  2023/10/20 03:06:37 PM   \n",
       "\n",
       "               data_loaded_at  \n",
       "0      2023/10/20 03:08:13 PM  \n",
       "1      2023/10/20 03:08:13 PM  \n",
       "2      2023/10/20 03:08:13 PM  \n",
       "3      2023/10/20 03:08:13 PM  \n",
       "4      2023/10/20 03:08:13 PM  \n",
       "...                       ...  \n",
       "34729  2023/10/20 03:08:13 PM  \n",
       "34730  2023/10/20 03:08:13 PM  \n",
       "34731  2023/10/20 03:08:13 PM  \n",
       "34732  2023/10/20 03:08:13 PM  \n",
       "34733  2023/10/20 03:08:13 PM  \n",
       "\n",
       "[34734 rows x 15 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "26263e11",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 34734 entries, 0 to 34733\n",
      "Data columns (total 15 columns):\n",
      " #   Column                       Non-Null Count  Dtype \n",
      "---  ------                       --------------  ----- \n",
      " 0   Activity Period              34734 non-null  int64 \n",
      " 1   Activity Period Start Date   34734 non-null  object\n",
      " 2   Operating Airline            34734 non-null  object\n",
      " 3   Operating Airline IATA Code  34418 non-null  object\n",
      " 4   Published Airline            34734 non-null  object\n",
      " 5   Published Airline IATA Code  34418 non-null  object\n",
      " 6   GEO Summary                  34734 non-null  object\n",
      " 7   GEO Region                   34734 non-null  object\n",
      " 8   Activity Type Code           34734 non-null  object\n",
      " 9   Price Category Code          34734 non-null  object\n",
      " 10  Terminal                     34734 non-null  object\n",
      " 11  Boarding Area                34734 non-null  object\n",
      " 12  Passenger Count              34734 non-null  int64 \n",
      " 13  data_as_of                   34734 non-null  object\n",
      " 14  data_loaded_at               34734 non-null  object\n",
      "dtypes: int64(2), object(13)\n",
      "memory usage: 4.0+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "eb5238e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "856501"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Passenger Count\"].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "1690480b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Passenger Count\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "6e742f67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27982.63804917372"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Passenger Count\"].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "767585a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "971948950"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Passenger Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "a5720bc0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count                                34734\n",
       "unique                                 134\n",
       "top       United Airlines - Pre 07/01/2013\n",
       "freq                                  3670\n",
       "Name: Operating Airline, dtype: object"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Operating Airline\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2f679e47",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='GEO Region'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"GEO Region\"].value_counts().plot(kind=\"pie\" )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "293f8309",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "747120929"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"GEO Region\"]==\"US\"][\"Passenger Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "838da147",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "92685649"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"GEO Region\"]==\"Asia\"][\"Passenger Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "18aea469",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "62543779"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"GEO Region\"]==\"Europe\"][\"Passenger Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "7e57df7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30222011"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"GEO Region\"]==\"Canada\"][\"Passenger Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "b09489d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19678219"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"GEO Region\"]==\"Mexico\"][\"Passenger Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "5baf9711",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10309760"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"GEO Region\"]==\"Australia / Oceania\"][\"Passenger Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "886b56e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3918042"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"GEO Region\"]==\"Central America\"][\"Passenger Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "976156a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5219739"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"GEO Region\"]==\"Middle East\"][\"Passenger Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "b514b491",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "250822"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"GEO Region\"]==\"South America\"][\"Passenger Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6573d2bc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='GEO Summary'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"GEO Summary\"].value_counts().plot(kind=\"pie\", )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "26b16033",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "224828021"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"GEO Summary\"]==\"International\"][\"Passenger Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "fd1d1b6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "747120929"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"GEO Summary\"]==\"Domestic\"][\"Passenger Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "deeacbe1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AAAAMOE2Ky8rK9Mknn+jTTz9VVFSUfD6f5s6dq7S0NKsmHA7rrbfe0t69exUMBpWVlaWCggKNHj3aqgmFQvL7/Tpw4IA6OzuVnZ2t+fPna+TIkVZNMBjU5s2bdfDgQUnSlClTlJ+fr5iYGKumpaVFGzZs0LFjxxQVFaVp06YpLy9PTqfRYQEAAADAgBmNRFVVVenBBx/U8uXL9eyzz6qnp0fLli3TpUuXrJp33nlHu3btUn5+vlasWCGPx6Nly5bp4sWLVs2WLVv0ySefaPHixVq6dKkuXbqklStXqqenx6pZtWqVTp8+rZKSEpWUlOj06dNavXq1tb2np0crVqzQ5cuXtXTpUi1evFgff/yxtm7d+nU+DwAAAAD4k4xCVElJie677z6NHj1aY8aMUVFRkVpaWlRbWyvpyijU7t27NWfOHE2dOlVer1eLFi3S5cuXVV5eLknq6OjQvn37lJeXp5ycHGVkZKi4uFh1dXWqrKyUJNXX1+vw4cNauHChfD6ffD6fFixYoEOHDunMmTOSpCNHjqi+vl7FxcXKyMhQTk6O8vLytHfvXnV0dFzPzwgAAAAALF/rurerYSU2NlaS1NTUpEAgoAkTJlg1LpdL48ePV3V1tWbNmqXa2lp1d3crJyfHqklMTJTX61VNTY1yc3NVU1Mjt9utrKwsq8bn88ntdqu6ulppaWmqqamR1+tVYmKiVTNhwgSFQiHV1tYqOzu7T7+hUEihUMhadjgcio6Otn4GALtwDgJgp6vnIM5FwMB85RAVDof16quv6tvf/ra8Xq8kKRAISJLi4+N71cbHx6ulpcWqcTqdVvD6fM3V1wcCgT77GEhNbGysnE6nVXOtsrIy7dixw1rOyMhQaWmpkpOTB3TMuDH+aHcDwC0gNTXV7hYAQCkpKXa3AAwKXzlEbdy4UXV1dVq6dGmfbdd+ixEOh790fwOt+fy++/u25Nqaz5szZ45mz57d5/XNzc3q6ur60vcHgBuloaHB7hYARDCHw6GUlBQ1NjYO6G8y4JvI6XQOeHDlK4WoTZs2qaKiQkuWLOk1o57H45F0ZZQoISHBWt/e3m6NGnk8HnV1dSkYDPYajWpvb9fYsWOtmnPnzvV532v3c/LkyV7bg8Gguru7+x3Fkq5cWuhyufrdxgkDgJ04BwG4FYTDYc5HwAAYTSwRDoe1ceNGffzxx/rZz36mUaNG9do+atQoeTwea4IISerq6lJVVZUVkDIzMzV06NBeNW1tbaqrq5PP55N05f6njo6OXiHpxIkT6ujosPbj8/lUV1entrY2q6ayslIul0uZmZkmhwUAAAAAA2Y0ErVx40aVl5frpz/9qaKjo617j9xut6KiouRwOPTQQw+prKxMqampSklJUVlZmYYNG6bp06dbtTNmzJDf71dcXJxiY2Pl9/vl9XqtySbS09OVm5urdevWqbCwUJK0fv16TZo0yXom1YQJE5Senq41a9Zo7ty5CgaD8vv9mjlzptxu9/X6fAAAAACgF0fYYMz2Rz/6Ub/ri4qKdN9990n67GG7e/bs0YULF3TnnXeqoKDAmnxCkjo7O7Vt2zaVl5f3ethuUlKSVRMMBq3LBiVp8uTJKigo6Pdhu0ePHlVUVJSmT5+uefPmfeEle1+kubm516x9uLm6Cx+2uwXAdkNf2Wl3CwAimMPhUGpqqhoaGricDxHL5XIN+J4ooxD1TUWIshchCiBEAbAXIQowC1FG90QBAAAAQKQjRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAUIUAAAAABggRAEAAACAAafpC6qqqrRz506dOnVKbW1tevrpp3X33Xdb29euXav9+/f3ek1WVpaWL19uLYdCIfn9fh04cECdnZ3Kzs7W/PnzNXLkSKsmGAxq8+bNOnjwoCRpypQpys/PV0xMjFXT0tKiDRs26NixY4qKitK0adOUl5cnp9P4sAAAAABgQIzTxuXLlzVmzBjdf//9+pd/+Zd+a3Jzc1VUVPTZm1wTarZs2aKKigotXrxYcXFx2rp1q1auXKnS0lINGXJlcGzVqlVqbW1VSUmJJGndunVavXq1nnnmGUlST0+PVqxYoREjRmjp0qU6f/681q5dK0nKz883PSwAAAAAGBDjy/kmTpyoxx9/XFOnTv3CGqfTKY/HY/2LjY21tnV0dGjfvn3Ky8tTTk6OMjIyVFxcrLq6OlVWVkqS6uvrdfjwYS1cuFA+n08+n08LFizQoUOHdObMGUnSkSNHVF9fr+LiYmVkZCgnJ0d5eXnau3evOjo6TA8LAAAAAAbkhlz3VlVVpfnz5ysmJkbjxo3TE088ofj4eElSbW2turu7lZOTY9UnJibK6/WqpqZGubm5qqmpkdvtVlZWllXj8/nkdrtVXV2ttLQ01dTUyOv1KjEx0aqZMGGCQqGQamtrlZ2d3aevUCikUChkLTscDkVHR1s/A4BdOAcBsNPVcxDnImBgrnuImjhxor73ve8pKSlJTU1N2r59u5YuXaqVK1fK5XIpEAjI6XT2Gp2SpPj4eAUCAUlSIBCwQpdJTWxsrJxOp1VzrbKyMu3YscNazsjIUGlpqZKTk7/6AeNr+6PdDQC3gNTUVLtbAAClpKTY3QIwKFz3EHXPPfdYP3u9Xt1xxx0qKirSoUOH/uQlgOFw+Ev3HQ6He31D0t+3JdfWfN6cOXM0e/bsPq9vbm5WV1fXl74/ANwoDQ0NdrcAIII5HA6lpKSosbFxQH+TAd9ETqdzwIMrN3wau4SEBCUnJ1t/IHg8HnV1dSkYDPYajWpvb9fYsWOtmnPnzvXZV3t7uzX65PF4dPLkyV7bg8Gguru7+x3FkiSXyyWXy9XvNk4YAOzEOQjArSAcDnM+Agbghj8n6vz582ptbVVCQoIkKTMzU0OHDrUmkZCktrY21dXVyefzSbpy/1NHR0evkHTixAl1dHRYQcvn86murk5tbW1WTWVlpVwulzIzM2/0YQEAAACIUMYjUZcuXVJjY6O13NTUpNOnTys2NlaxsbF688039d3vflcej0fNzc16/fXXFRcXZz1Lyu12a8aMGfL7/YqLi1NsbKz8fr+8Xq812UR6erpyc3O1bt06FRYWSpLWr1+vSZMmKS0tTdKVSSTS09O1Zs0azZ07V8FgUH6/XzNnzpTb7f7aHwwAAAAA9McRNhyzPXbsmJYsWdJn/b333qvCwkK98MILOnXqlC5cuKCEhATdddddeuyxx5SUlGTVdnZ2atu2bSovL+/1sN3P1wSDQW3atEkVFRWSpMmTJ6ugoKDfh+0ePXpUUVFRmj59uubNm/eFl+x9kebm5l6z9uHm6i582O4WANsNfWWn3S0AiGAOh0OpqalqaGjgcj5ELJfLNeB7ooxD1DcRIcpehCiAEAXAXoQowCxE3fB7ogAAAADgm4QQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYMBp+oKqqirt3LlTp06dUltbm55++mndfffd1vZwOKy33npLe/fuVTAYVFZWlgoKCjR69GirJhQKye/368CBA+rs7FR2drbmz5+vkSNHWjXBYFCbN2/WwYMHJUlTpkxRfn6+YmJirJqWlhZt2LBBx44dU1RUlKZNm6a8vDw5ncaHBQAAAAADYjwSdfnyZY0ZM0b5+fn9bn/nnXe0a9cu5efna8WKFfJ4PFq2bJkuXrxo1WzZskWffPKJFi9erKVLl+rSpUtauXKlenp6rJpVq1bp9OnTKikpUUlJiU6fPq3Vq1db23t6erRixQpdvnxZS5cu1eLFi/Xxxx9r69atpocEAAAAAANmPGQzceJETZw4sd9t4XBYu3fv1pw5czR16lRJ0qJFi1RYWKjy8nLNmjVLHR0d2rdvn4qLi5WTkyNJKi4u1lNPPaXKykrl5uaqvr5ehw8f1vLly5WVlSVJWrBggZ599lmdOXNGaWlpOnLkiOrr6/Xyyy8rMTFRkpSXl6eXXnpJjz/+uNxud5/+QqGQQqGQtexwOBQdHW39DAB24RwEwE5Xz0Gci4CBua7XvTU1NSkQCGjChAnWOpfLpfHjx6u6ulqzZs1SbW2turu7rQAlSYmJifJ6vaqpqVFubq5qamrkdrutACVJPp9Pbrdb1dXVSktLU01NjbxerxWgJGnChAkKhUKqra1VdnZ2n/7Kysq0Y8cOazkjI0OlpaVKTk6+nh8DDP3R7gaAW0BqaqrdLQCAUlJS7G4BGBSua4gKBAKSpPj4+F7r4+Pj1dLSYtU4nU7Fxsb2qbn6+kAg0GcfA6mJjY2V0+m0aq41Z84czZ4921q++m1Lc3Ozurq6BnSMAHAjNDQ02N0CgAjmcDiUkpKixsZGhcNhu9sBbOF0Ogc8uHJDZmC4dih4IP8ZB1rz+X33N+R8bc3nuVwuuVyur/z+AHCjcA4CcCsIh8Ocj4ABuK5TnHs8HknqMxLU3t5ujRp5PB51dXUpGAz2qbn6eo/Ho3PnzvXZ/7X7ufZ9gsGguru7+x3FAgAAAIDr4bqGqFGjRsnj8aiystJa19XVpaqqKo0dO1aSlJmZqaFDh/aqaWtrU11dnXw+n6Qr9z91dHTo5MmTVs2JEyfU0dFh7cfn86murk5tbW1WTWVlpVwulzIzM6/nYQEAAACAxfhyvkuXLqmxsdFabmpq0unTpxUbG6ukpCQ99NBDKisrU2pqqlJSUlRWVqZhw4Zp+vTpkiS3260ZM2bI7/crLi5OsbGx8vv98nq91mQT6enpys3N1bp161RYWChJWr9+vSZNmqS0tDRJVyaRSE9P15o1azR37lwFg0H5/X7NnDmz35n5AAAAAOB6cIQNL3w9duyYlixZ0mf9vffeq0WLFlkP292zZ48uXLigO++8UwUFBfJ6vVZtZ2entm3bpvLy8l4P201KSrJqgsGgNm3apIqKCknS5MmTVVBQ0O/Ddo8ePaqoqChNnz5d8+bN+8L7nr5Ic3Nzr6nPcXN1Fz5sdwuA7Ya+stPuFgBEMIfDodTUVDU0NHBPFCKWy+Ua8MQSxiHqm4gQZS9CFECIAmAvQhRgFqKu6z1RAAAAAPBNR4gCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAOEKAAAAAAwQIgCAAAAAAPO673DN998Uzt27Oi1Lj4+Xq+88ookKRwO66233tLevXsVDAaVlZWlgoICjR492qoPhULy+/06cOCAOjs7lZ2drfnz52vkyJFWTTAY1ObNm3Xw4EFJ0pQpU5Sfn6+YmJjrfUgAAAAAYLnuIUqSRo8ereeee85aHjLkswGvd955R7t27VJRUZFSU1P19ttva9myZXrxxRcVHR0tSdqyZYsqKiq0ePFixcXFaevWrVq5cqVKS0utfa1atUqtra0qKSmRJK1bt06rV6/WM888cyMOCQAAAAAk3aDL+YYMGSKPx2P9GzFihKQro1C7d+/WnDlzNHXqVHm9Xi1atEiXL19WeXm5JKmjo0P79u1TXl6ecnJylJGRoeLiYtXV1amyslKSVF9fr8OHD2vhwoXy+Xzy+XxasGCBDh06pDNnztyIQwIAAAAASTdoJKqxsVELFiyQ0+lUVlaWnnjiCX3rW99SU1OTAoGAJkyYYNW6XC6NHz9e1dXVmjVrlmpra9Xd3a2cnByrJjExUV6vVzU1NcrNzVVNTY3cbreysrKsGp/PJ7fbrerqaqWlpfXbVygUUigUspYdDoc1+uVwOK73xwAAA8Y5CICdrp6DOBcBA3PdQ1RWVpYWLVqktLQ0BQIBvf3223r22Wf1q1/9SoFAQNKVe6Q+Lz4+Xi0tLZKkQCAgp9Op2NjYPjVXXx8IBPrs49qa/pSVlfW6XysjI0OlpaVKTk7+CkeK6+WPdjcA3AJSU1PtbgEAlJKSYncLwKBw3UPUxIkTrZ+9Xq98Pp+Ki4u1f/9+a+To2m85wuHwl+53oDV/6huUOXPmaPbs2dby1drm5mZ1dXV96f4B4EZpaGiwuwUAEczhcCglJUWNjY0D+psL+CZyOp0DHly5IZfzfd7w4cPl9XrV0NCg73znO5KujCQlJCRYNe3t7dbIksfjUVdXl4LBYK/RqPb2do0dO9aqOXfuXJ/3+vx++uNyueRyufrdxgkDgJ04BwG4FYTDYc5HwADc8OdEhUIhffrpp0pISNCoUaPk8XisCSIkqaurS1VVVVZAyszM1NChQ3vVtLW1qa6uTj6fT9KV+586Ojp08uRJq+bEiRPq6Oiw9gMAAAAAN8J1H4naunWrpkyZoqSkJJ07d07/9m//posXL+ree++Vw+HQQw89pLKyMqWmpiolJUVlZWUaNmyYpk+fLklyu92aMWOG/H6/4uLiFBsbK7/fL6/Xa002kZ6ertzcXK1bt06FhYWSpPXr12vSpElfOKkEAAAAAFwPjvB1HrN98cUXdfz4cbW3t2vEiBHKysrS448/rvT0dEmfPWx3z549unDhgu68804VFBTI6/Va++js7NS2bdtUXl7e62G7SUlJVk0wGNSmTZtUUVEhSZo8ebIKCgq+0sN2m5ube83ah5uru/Bhu1sAbDf0lZ12twAggjkcDqWmpqqhoYHL+RCxXC7XgO+Juu4hajAiRNmLEAUQogDYixAFmIWoG35PFAAAAAB8kxCiAAAAAMAAIQoAAAAADBCiAAAAAMDADX/YLgAAwJdhkiH7/dHuBsAkQ4MII1EAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGCFEAAAAAYIAQBQAAAAAGnHY38HW999572rlzpwKBgNLT0/Xkk09q3LhxdrcFAAAA4BtqUI9EffTRR9qyZYseffRRlZaWaty4cXr++efV0tJid2sAAAAAvqEG9UjUr3/9a82YMUMzZ86UJD355JM6cuSI3n//ff31X/91n/pQKKRQKGQtOxwORUdHy+kc1B/DoDfkjrF2twDYbqjLZXcLgK34XQDwu8BuJplg0KaHrq4u1dbW6i/+4i96rc/JyVF1dXW/rykrK9OOHTus5WnTpmnx4sVKSEi4ka3iy6z6f3Z3AACwG78LAAwigzZEtbe3q6enR/Hx8b3Wx8fHKxAI9PuaOXPmaPbs2b3WhUIhuUj9iGAXL17Uz3/+c/385z9XdHS03e0AAGzA7wLAzKANUVc5HI4BrZMkl8tFYAKuEQ6HderUKYXDYbtbAQDYhN8FgJlBO7HEiBEjNGTIkD6jTufOneszOgUAAAAA18ugDVFOp1OZmZmqrKzstb6yslJjx3JzKgAAAIAbY1Bfzjd79mytXr1amZmZ8vl82rNnj1paWjRr1iy7WwMGDZfLpR/+8Idc6goAEYzfBYAZR3iQX/x69WG7bW1tGj16tP72b/9W48ePt7stAAAAAN9Qgz5EAQAAAMDNNGjviQIAAAAAOxCiAAAAAMAAIQoAAAAADBCiAAAAAMAAIQqIMN3d3frwww/7PKgaABBZuru7VVlZqQ8++EAXL16UJJ09e1aXLl2yuTPg1jeonxMFwNzQoUO1YcMG/eu//qvdrQAAbNLc3Kznn39eLS0tCoVCysnJUXR0tHbu3KnOzk795Cc/sbtF4JbGSBQQgbKysnT69Gm72wAA2GTz5s3KzMzU5s2bFRUVZa2/++67dfToURs7AwYHRqKACPTAAw9o69atam1tVWZmpoYNG9Zr++23325TZwCAm6G6ulq/+MUv5HT2/lMwKSlJZ8+etakrYPAgRAER6MUXX5R05ZvI/mzfvv0mdgMAuNl6enrU09PTZ/3Zs2cVHR1tQ0fA4EKIAiLQmjVr7G4BAGCjnJwc7dq1SwsWLJAkORwOXbp0SW+++aYmTpxoc3fArc8RDofDdjcBAACAm+fs2bNasmSJhgwZosbGRmVmZqqxsVFxcXFasmSJ4uPj7W4RuKURooAI9Zvf/EYffPCBmpqatGzZMiUnJ2vXrl0aNWqUvvOd79jdHgDgBuvs7NSBAwdUW1urcDisjIwMff/73+810QSA/jE7HxCB3n//fb366quaOHGiLly4YF0XHxMTo927d9vcHQDgRurq6tLf/d3fqampSffff78KCgo0f/58zZw5kwAFDBAhCohA//mf/6kFCxbo0Ucf1ZAhn50GMjMzVVdXZ2NnAIAbzel0KhQK2d0GMKgRooAI1NTUpIyMjD7rXS4XT6oHgAjwZ3/2Z3rnnXfU3d1tdyvAoMTsfEAEGjVqlE6fPq3k5ORe6//nf/5H6enpNnUFALhZTpw4oaNHj6qyslJer7fP8wKffvppmzoDBgdCFBCBHn74YW3cuFGhUEjhcFgnT57UgQMHVFZWpoULF9rdHgDgBouJidHUqVPtbgMYtJidD4hQe/bs0dtvv63W1lZJUmJiov7qr/5KM2bMsLkzAACAWxshCohw7e3tCofDPBMEAABggAhRAAAAEei3v/2tPvroI7W2tqqrq6vXttLSUpu6AgYH7okCIlAgEJDf79fRo0d17tw5Xftdyvbt223qDABwM+zevVtvvPGG7r33Xh08eFD33Xef/u///k9/+MMf9OCDD9rdHnDLI0QBEeill15SS0uL/vIv/1Iej0cOh8PulgAAN9H777+vn/zkJ5o+fbr279+vRx55RN/61re0fft2BYNBu9sDbnmEKCAC/f73v9fSpUs1ZswYu1sBANigpaVFY8eOlSRFRUXp4sWLkqQf/OAHKikpUUFBgZ3tAbc8HrYLRKCRI0f2uYQPABA5PB6Pzp8/L0lKTk7WiRMnJF15GDu/H4Avx0gUEIGefPJJvfbaayosLNSoUaPsbgcAcJNlZ2eroqJCmZmZuv/++/Xqq6/qt7/9rWpra3X33Xfb3R5wy2N2PiBC/PjHP+61fPnyZXV3d2vYsGEaOnRor22bN2++ma0BAG6ynp4ehcNh6/z/0Ucf6fe//71SUlL0wAMPyOnke3bgTyFEARHiww8/HHDtfffdd8P6AADY56mnntIvf/lLxcXFSZLeffdd/eAHP5Db7ba5M2Bw4WsGIEIQjAAAZ8+eVU9Pj7X8+uuva+LEiYQowBATSwAR6LHHHtO5c+f6rD9//rwee+wxGzoCANiBC5KAr4YQBcASCoW4Dh4AAOBL8NcSEEF2795t/bx3714NHz7cWu7p6dHx48d122232dEaAOAm+fz5v7u7Wx9++KF1j9RVDz30kB2tAYMGIQqIILt27bJ+/uCDDzRkyGeD0U6nU6NGjVJhYaEdrQEAboKkpCTt3bvXWvZ4PPrNb37Tq8bhcBCigC/B7HxABFqyZIn+/u//Xj09PXI4HH2+gQQAAMAXYyQKiDAXLlzQbbfdpsWLFysYDEqSYmNjdc899+jxxx9XTEyMzR0CAADc2hiJAiJIMBhUSUmJzp49q+9///u67bbbFA6H9emnn6q8vFxJSUn6xS9+odjYWLtbBQAAuGURooAIsmXLFv3v//6vnnvuOXk8nl7bAoGAli1bpuzsbD355JO29AcAADAYMMU5EEF+97vfad68eX0ClHTl5uK5c+fqd7/73c1vDAAAYBAhRAERpK2tTaNHj/7C7aNHj1YgELh5DQEAAAxChCgggsTFxam5ufkLtzc1NXE/FABEgFWrVmnPnj06c+aM3a0AgxKz8wERJDc3V6+//rqee+45OZ29//uHQiFt375dubm59jQHALhphg8frl//+td65ZVX5PF4NG7cOI0fP1533XUXD10HBoCJJYAI0traqmeeeUYul0sPPvig9Yuyvr5e7733nrq6urRixQolJSXZ3CkA4GYIBAI6duyYjh07puPHj+vMmTOKj4/X+vXr7W4NuKUxEgVEkJEjR2r58uXasGGDXnvttV7bcnJyVFBQQIACgAgyfPhwxcTEKDY2Vm63W0OHDu138iEAvTESBUSoYDCoxsZGSVJKSgr3QgFABNm2bZuOHz+u06dPy+v1WpfzjRs3joeuAwNAiAIAAIgwjz32mEaMGKE///M/15QpU5Senm53S8CgQogCAACIMKdPn1ZVVZWqqqp0/PhxDRkyxJpYYvz48YQq4EsQogAAACLc6dOntXv3bv3Xf/2Xenp6tH37drtbAm5pTCwBAAAQgU6dOqVjx45Zo1EXL17UmDFjdNddd9ndGnDLYyQKAAAgwvz4xz/WpUuXdPvtt1uX8Y0bN05ut9vu1oBBgRAFAAAQYSoqKghNwNdAiAIAAIhgra2tcjgcSkxMtLsVYNDgnigAAIAI09PTo7ffflv/8R//oUuXLkmSoqOjNXv2bD366KMaMmSIzR0CtzZCFAAAQIR54403tG/fPv3N3/yNxo4dq3A4rOrqar311lsKhUJ64okn7G4RuKURogAAACLM/v37tXDhQk2ZMsVaN2bMGCUmJmrDhg2EKOBLMFYLAAAQYYLBoNLS0vqsv+222xQMBm3oCBhcCFEAAAAR5vbbb9e7777bZ/27776rMWPG3PyGgEGG2fkAAAAiTFVVlVasWKGkpCT5fD45HA5VV1ertbVV//iP/6hx48bZ3SJwSyNEAQAARKCzZ8/qvffe06effipJSk9P1wMPPMBU58AAEKIAAAAgSWppadGbb76poqIiu1sBbmncEwUAAABJVyac2L9/v91tALc8QhQAAAAAGCBEAQAAAIABQhQAAAAAGHDa3QAAAABujn/+53/+k9svXLhwkzoBBjdCFAAAQIRwu91fuv3ee++9Sd0AgxdTnAMAAACAAe6JAgAAAAADhCgAAAAAMECIAgAAAAADhCgAAAAAMECIAgAAAAADhCgAAAAAMECIAgAAAAADhCgAAAAAMPD/AV7DyqNykhG1AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"Price Category Code\"].value_counts().plot(kind=\"bar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a5eb3c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Price Category Code\"][\"Low Fare\"].value_counts().plot(kind=\"bar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5df7c742",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(y=\"Passenger Count\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bc51c9c5",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Activity Period'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(x=\"Activity Period\", y=\"Passenger Count\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "4f309dca",
   "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>Activity Period</th>\n",
       "      <th>Activity Period Start Date</th>\n",
       "      <th>Operating Airline</th>\n",
       "      <th>Operating Airline IATA Code</th>\n",
       "      <th>Published Airline</th>\n",
       "      <th>Published Airline IATA Code</th>\n",
       "      <th>GEO Summary</th>\n",
       "      <th>GEO Region</th>\n",
       "      <th>Activity Type Code</th>\n",
       "      <th>Price Category Code</th>\n",
       "      <th>Terminal</th>\n",
       "      <th>Boarding Area</th>\n",
       "      <th>Passenger Count</th>\n",
       "      <th>data_as_of</th>\n",
       "      <th>data_loaded_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5244</th>\n",
       "      <td>200306</td>\n",
       "      <td>2003/06/01</td>\n",
       "      <td>Midwest Airlines</td>\n",
       "      <td>YX</td>\n",
       "      <td>Midwest Airlines</td>\n",
       "      <td>YX</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Thru / Transit</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 1</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6806</th>\n",
       "      <td>200409</td>\n",
       "      <td>2004/09/01</td>\n",
       "      <td>Frontier Airlines</td>\n",
       "      <td>F9</td>\n",
       "      <td>Frontier Airlines</td>\n",
       "      <td>F9</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Thru / Transit</td>\n",
       "      <td>Low Fare</td>\n",
       "      <td>Terminal 1</td>\n",
       "      <td>B</td>\n",
       "      <td>0</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34532</th>\n",
       "      <td>202307</td>\n",
       "      <td>2023/07/01</td>\n",
       "      <td>SkyWest Airlines</td>\n",
       "      <td>OO</td>\n",
       "      <td>Delta Air Lines</td>\n",
       "      <td>DL</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 1</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27533</th>\n",
       "      <td>201811</td>\n",
       "      <td>2018/11/01</td>\n",
       "      <td>WOW Air</td>\n",
       "      <td>WW</td>\n",
       "      <td>WOW Air</td>\n",
       "      <td>WW</td>\n",
       "      <td>International</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>G</td>\n",
       "      <td>1</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24197</th>\n",
       "      <td>201701</td>\n",
       "      <td>2017/01/01</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Thru / Transit</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>E</td>\n",
       "      <td>1</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>199909</td>\n",
       "      <td>1999/09/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>733383</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>784782</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>792965</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>199908</td>\n",
       "      <td>1999/08/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>846421</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>199908</td>\n",
       "      <td>1999/08/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>856501</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>34734 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Activity Period Activity Period Start Date  \\\n",
       "5244            200306                 2003/06/01   \n",
       "6806            200409                 2004/09/01   \n",
       "34532           202307                 2023/07/01   \n",
       "27533           201811                 2018/11/01   \n",
       "24197           201701                 2017/01/01   \n",
       "...                ...                        ...   \n",
       "373             199909                 1999/09/01   \n",
       "116             199907                 1999/07/01   \n",
       "117             199907                 1999/07/01   \n",
       "244             199908                 1999/08/01   \n",
       "243             199908                 1999/08/01   \n",
       "\n",
       "                      Operating Airline Operating Airline IATA Code  \\\n",
       "5244                   Midwest Airlines                          YX   \n",
       "6806                  Frontier Airlines                          F9   \n",
       "34532                  SkyWest Airlines                          OO   \n",
       "27533                           WOW Air                          WW   \n",
       "24197                   United Airlines                          UA   \n",
       "...                                 ...                         ...   \n",
       "373    United Airlines - Pre 07/01/2013                          UA   \n",
       "116    United Airlines - Pre 07/01/2013                          UA   \n",
       "117    United Airlines - Pre 07/01/2013                          UA   \n",
       "244    United Airlines - Pre 07/01/2013                          UA   \n",
       "243    United Airlines - Pre 07/01/2013                          UA   \n",
       "\n",
       "                      Published Airline Published Airline IATA Code  \\\n",
       "5244                   Midwest Airlines                          YX   \n",
       "6806                  Frontier Airlines                          F9   \n",
       "34532                   Delta Air Lines                          DL   \n",
       "27533                           WOW Air                          WW   \n",
       "24197                   United Airlines                          UA   \n",
       "...                                 ...                         ...   \n",
       "373    United Airlines - Pre 07/01/2013                          UA   \n",
       "116    United Airlines - Pre 07/01/2013                          UA   \n",
       "117    United Airlines - Pre 07/01/2013                          UA   \n",
       "244    United Airlines - Pre 07/01/2013                          UA   \n",
       "243    United Airlines - Pre 07/01/2013                          UA   \n",
       "\n",
       "         GEO Summary GEO Region Activity Type Code Price Category Code  \\\n",
       "5244        Domestic         US     Thru / Transit               Other   \n",
       "6806        Domestic         US     Thru / Transit            Low Fare   \n",
       "34532       Domestic         US           Enplaned               Other   \n",
       "27533  International     Europe           Enplaned               Other   \n",
       "24197       Domestic         US     Thru / Transit               Other   \n",
       "...              ...        ...                ...                 ...   \n",
       "373         Domestic         US           Enplaned               Other   \n",
       "116         Domestic         US           Deplaned               Other   \n",
       "117         Domestic         US           Enplaned               Other   \n",
       "244         Domestic         US           Enplaned               Other   \n",
       "243         Domestic         US           Deplaned               Other   \n",
       "\n",
       "            Terminal Boarding Area  Passenger Count              data_as_of  \\\n",
       "5244      Terminal 1             A                0  2023/10/20 03:06:37 PM   \n",
       "6806      Terminal 1             B                0  2023/10/20 03:06:37 PM   \n",
       "34532     Terminal 1             C                1  2023/10/20 03:06:37 PM   \n",
       "27533  International             G                1  2023/10/20 03:06:37 PM   \n",
       "24197     Terminal 3             E                1  2023/10/20 03:06:37 PM   \n",
       "...              ...           ...              ...                     ...   \n",
       "373       Terminal 3             F           733383  2023/10/20 03:06:37 PM   \n",
       "116       Terminal 3             F           784782  2023/10/20 03:06:37 PM   \n",
       "117       Terminal 3             F           792965  2023/10/20 03:06:37 PM   \n",
       "244       Terminal 3             F           846421  2023/10/20 03:06:37 PM   \n",
       "243       Terminal 3             F           856501  2023/10/20 03:06:37 PM   \n",
       "\n",
       "               data_loaded_at  \n",
       "5244   2023/10/20 03:08:13 PM  \n",
       "6806   2023/10/20 03:08:13 PM  \n",
       "34532  2023/10/20 03:08:13 PM  \n",
       "27533  2023/10/20 03:08:13 PM  \n",
       "24197  2023/10/20 03:08:13 PM  \n",
       "...                       ...  \n",
       "373    2023/10/20 03:08:13 PM  \n",
       "116    2023/10/20 03:08:13 PM  \n",
       "117    2023/10/20 03:08:13 PM  \n",
       "244    2023/10/20 03:08:13 PM  \n",
       "243    2023/10/20 03:08:13 PM  \n",
       "\n",
       "[34734 rows x 15 columns]"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(by=[\"Passenger Count\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "id": "ed526655",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Activity Period</th>\n",
       "      <th>Activity Period Start Date</th>\n",
       "      <th>Operating Airline</th>\n",
       "      <th>Operating Airline IATA Code</th>\n",
       "      <th>Published Airline</th>\n",
       "      <th>Published Airline IATA Code</th>\n",
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       "      <th>243</th>\n",
       "      <td>199908</td>\n",
       "      <td>1999/08/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
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       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>199908</td>\n",
       "      <td>1999/08/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>846421</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>792965</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>784782</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>199909</td>\n",
       "      <td>1999/09/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>733383</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>23245</th>\n",
       "      <td>201606</td>\n",
       "      <td>2016/06/01</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>International</td>\n",
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       "      <td>Thru / Transit</td>\n",
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       "      <td>International</td>\n",
       "      <td>G</td>\n",
       "      <td>1</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
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       "    <tr>\n",
       "      <th>25510</th>\n",
       "      <td>201710</td>\n",
       "      <td>2017/10/01</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Thru / Transit</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>E</td>\n",
       "      <td>1</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9727</th>\n",
       "      <td>200611</td>\n",
       "      <td>2006/11/01</td>\n",
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       "      <td>A8</td>\n",
       "      <td>Ameriflight</td>\n",
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       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5244</th>\n",
       "      <td>200306</td>\n",
       "      <td>2003/06/01</td>\n",
       "      <td>Midwest Airlines</td>\n",
       "      <td>YX</td>\n",
       "      <td>Midwest Airlines</td>\n",
       "      <td>YX</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Thru / Transit</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 1</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6806</th>\n",
       "      <td>200409</td>\n",
       "      <td>2004/09/01</td>\n",
       "      <td>Frontier Airlines</td>\n",
       "      <td>F9</td>\n",
       "      <td>Frontier Airlines</td>\n",
       "      <td>F9</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Thru / Transit</td>\n",
       "      <td>Low Fare</td>\n",
       "      <td>Terminal 1</td>\n",
       "      <td>B</td>\n",
       "      <td>0</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>34734 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Activity Period Activity Period Start Date  \\\n",
       "243             199908                 1999/08/01   \n",
       "244             199908                 1999/08/01   \n",
       "117             199907                 1999/07/01   \n",
       "116             199907                 1999/07/01   \n",
       "373             199909                 1999/09/01   \n",
       "...                ...                        ...   \n",
       "23245           201606                 2016/06/01   \n",
       "25510           201710                 2017/10/01   \n",
       "9727            200611                 2006/11/01   \n",
       "5244            200306                 2003/06/01   \n",
       "6806            200409                 2004/09/01   \n",
       "\n",
       "                      Operating Airline Operating Airline IATA Code  \\\n",
       "243    United Airlines - Pre 07/01/2013                          UA   \n",
       "244    United Airlines - Pre 07/01/2013                          UA   \n",
       "117    United Airlines - Pre 07/01/2013                          UA   \n",
       "116    United Airlines - Pre 07/01/2013                          UA   \n",
       "373    United Airlines - Pre 07/01/2013                          UA   \n",
       "...                                 ...                         ...   \n",
       "23245                   United Airlines                          UA   \n",
       "25510                   United Airlines                          UA   \n",
       "9727                        Ameriflight                          A8   \n",
       "5244                   Midwest Airlines                          YX   \n",
       "6806                  Frontier Airlines                          F9   \n",
       "\n",
       "                      Published Airline Published Airline IATA Code  \\\n",
       "243    United Airlines - Pre 07/01/2013                          UA   \n",
       "244    United Airlines - Pre 07/01/2013                          UA   \n",
       "117    United Airlines - Pre 07/01/2013                          UA   \n",
       "116    United Airlines - Pre 07/01/2013                          UA   \n",
       "373    United Airlines - Pre 07/01/2013                          UA   \n",
       "...                                 ...                         ...   \n",
       "23245                   United Airlines                          UA   \n",
       "25510                   United Airlines                          UA   \n",
       "9727                        Ameriflight                          A8   \n",
       "5244                   Midwest Airlines                          YX   \n",
       "6806                  Frontier Airlines                          F9   \n",
       "\n",
       "         GEO Summary GEO Region Activity Type Code Price Category Code  \\\n",
       "243         Domestic         US           Deplaned               Other   \n",
       "244         Domestic         US           Enplaned               Other   \n",
       "117         Domestic         US           Enplaned               Other   \n",
       "116         Domestic         US           Deplaned               Other   \n",
       "373         Domestic         US           Enplaned               Other   \n",
       "...              ...        ...                ...                 ...   \n",
       "23245  International     Canada     Thru / Transit               Other   \n",
       "25510       Domestic         US     Thru / Transit               Other   \n",
       "9727        Domestic         US           Deplaned               Other   \n",
       "5244        Domestic         US     Thru / Transit               Other   \n",
       "6806        Domestic         US     Thru / Transit            Low Fare   \n",
       "\n",
       "            Terminal Boarding Area  Passenger Count              data_as_of  \\\n",
       "243       Terminal 3             F           856501  2023/10/20 03:06:37 PM   \n",
       "244       Terminal 3             F           846421  2023/10/20 03:06:37 PM   \n",
       "117       Terminal 3             F           792965  2023/10/20 03:06:37 PM   \n",
       "116       Terminal 3             F           784782  2023/10/20 03:06:37 PM   \n",
       "373       Terminal 3             F           733383  2023/10/20 03:06:37 PM   \n",
       "...              ...           ...              ...                     ...   \n",
       "23245  International             G                1  2023/10/20 03:06:37 PM   \n",
       "25510     Terminal 3             E                1  2023/10/20 03:06:37 PM   \n",
       "9727           Other         Other                1  2023/10/20 03:06:37 PM   \n",
       "5244      Terminal 1             A                0  2023/10/20 03:06:37 PM   \n",
       "6806      Terminal 1             B                0  2023/10/20 03:06:37 PM   \n",
       "\n",
       "               data_loaded_at  \n",
       "243    2023/10/20 03:08:13 PM  \n",
       "244    2023/10/20 03:08:13 PM  \n",
       "117    2023/10/20 03:08:13 PM  \n",
       "116    2023/10/20 03:08:13 PM  \n",
       "373    2023/10/20 03:08:13 PM  \n",
       "...                       ...  \n",
       "23245  2023/10/20 03:08:13 PM  \n",
       "25510  2023/10/20 03:08:13 PM  \n",
       "9727   2023/10/20 03:08:13 PM  \n",
       "5244   2023/10/20 03:08:13 PM  \n",
       "6806   2023/10/20 03:08:13 PM  \n",
       "\n",
       "[34734 rows x 15 columns]"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(by=[\"Passenger Count\"],ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "186988ec",
   "metadata": {},
   "outputs": [
    {
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       "      <th>Boarding Area</th>\n",
       "      <th>Passenger Count</th>\n",
       "      <th>data_as_of</th>\n",
       "      <th>data_loaded_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>199908</td>\n",
       "      <td>1999/08/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>856501</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>199908</td>\n",
       "      <td>1999/08/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>846421</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>792965</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>784782</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>199909</td>\n",
       "      <td>1999/09/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>733383</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>200006</td>\n",
       "      <td>2000/06/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>728304</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>199909</td>\n",
       "      <td>1999/09/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>721873</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1572</th>\n",
       "      <td>200007</td>\n",
       "      <td>2000/07/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>718698</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1571</th>\n",
       "      <td>200007</td>\n",
       "      <td>2000/07/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>708628</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>200006</td>\n",
       "      <td>2000/06/01</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines - Pre 07/01/2013</td>\n",
       "      <td>UA</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>706556</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Activity Period Activity Period Start Date  \\\n",
       "243            199908                 1999/08/01   \n",
       "244            199908                 1999/08/01   \n",
       "117            199907                 1999/07/01   \n",
       "116            199907                 1999/07/01   \n",
       "373            199909                 1999/09/01   \n",
       "1451           200006                 2000/06/01   \n",
       "372            199909                 1999/09/01   \n",
       "1572           200007                 2000/07/01   \n",
       "1571           200007                 2000/07/01   \n",
       "1450           200006                 2000/06/01   \n",
       "\n",
       "                     Operating Airline Operating Airline IATA Code  \\\n",
       "243   United Airlines - Pre 07/01/2013                          UA   \n",
       "244   United Airlines - Pre 07/01/2013                          UA   \n",
       "117   United Airlines - Pre 07/01/2013                          UA   \n",
       "116   United Airlines - Pre 07/01/2013                          UA   \n",
       "373   United Airlines - Pre 07/01/2013                          UA   \n",
       "1451  United Airlines - Pre 07/01/2013                          UA   \n",
       "372   United Airlines - Pre 07/01/2013                          UA   \n",
       "1572  United Airlines - Pre 07/01/2013                          UA   \n",
       "1571  United Airlines - Pre 07/01/2013                          UA   \n",
       "1450  United Airlines - Pre 07/01/2013                          UA   \n",
       "\n",
       "                     Published Airline Published Airline IATA Code  \\\n",
       "243   United Airlines - Pre 07/01/2013                          UA   \n",
       "244   United Airlines - Pre 07/01/2013                          UA   \n",
       "117   United Airlines - Pre 07/01/2013                          UA   \n",
       "116   United Airlines - Pre 07/01/2013                          UA   \n",
       "373   United Airlines - Pre 07/01/2013                          UA   \n",
       "1451  United Airlines - Pre 07/01/2013                          UA   \n",
       "372   United Airlines - Pre 07/01/2013                          UA   \n",
       "1572  United Airlines - Pre 07/01/2013                          UA   \n",
       "1571  United Airlines - Pre 07/01/2013                          UA   \n",
       "1450  United Airlines - Pre 07/01/2013                          UA   \n",
       "\n",
       "     GEO Summary GEO Region Activity Type Code Price Category Code  \\\n",
       "243     Domestic         US           Deplaned               Other   \n",
       "244     Domestic         US           Enplaned               Other   \n",
       "117     Domestic         US           Enplaned               Other   \n",
       "116     Domestic         US           Deplaned               Other   \n",
       "373     Domestic         US           Enplaned               Other   \n",
       "1451    Domestic         US           Enplaned               Other   \n",
       "372     Domestic         US           Deplaned               Other   \n",
       "1572    Domestic         US           Enplaned               Other   \n",
       "1571    Domestic         US           Deplaned               Other   \n",
       "1450    Domestic         US           Deplaned               Other   \n",
       "\n",
       "        Terminal Boarding Area  Passenger Count              data_as_of  \\\n",
       "243   Terminal 3             F           856501  2023/10/20 03:06:37 PM   \n",
       "244   Terminal 3             F           846421  2023/10/20 03:06:37 PM   \n",
       "117   Terminal 3             F           792965  2023/10/20 03:06:37 PM   \n",
       "116   Terminal 3             F           784782  2023/10/20 03:06:37 PM   \n",
       "373   Terminal 3             F           733383  2023/10/20 03:06:37 PM   \n",
       "1451  Terminal 3             F           728304  2023/10/20 03:06:37 PM   \n",
       "372   Terminal 3             F           721873  2023/10/20 03:06:37 PM   \n",
       "1572  Terminal 3             F           718698  2023/10/20 03:06:37 PM   \n",
       "1571  Terminal 3             F           708628  2023/10/20 03:06:37 PM   \n",
       "1450  Terminal 3             F           706556  2023/10/20 03:06:37 PM   \n",
       "\n",
       "              data_loaded_at  \n",
       "243   2023/10/20 03:08:13 PM  \n",
       "244   2023/10/20 03:08:13 PM  \n",
       "117   2023/10/20 03:08:13 PM  \n",
       "116   2023/10/20 03:08:13 PM  \n",
       "373   2023/10/20 03:08:13 PM  \n",
       "1451  2023/10/20 03:08:13 PM  \n",
       "372   2023/10/20 03:08:13 PM  \n",
       "1572  2023/10/20 03:08:13 PM  \n",
       "1571  2023/10/20 03:08:13 PM  \n",
       "1450  2023/10/20 03:08:13 PM  "
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(by=[\"Passenger Count\"],ascending=False).iloc[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "2deb209f",
   "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>Activity Period</th>\n",
       "      <th>Passenger Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>199947.400000</td>\n",
       "      <td>759811.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>50.870642</td>\n",
       "      <td>56617.117668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>199907.000000</td>\n",
       "      <td>706556.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>199908.000000</td>\n",
       "      <td>719491.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>199909.000000</td>\n",
       "      <td>730843.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>200006.000000</td>\n",
       "      <td>790919.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>200007.000000</td>\n",
       "      <td>856501.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Activity Period  Passenger Count\n",
       "count        10.000000        10.000000\n",
       "mean     199947.400000    759811.100000\n",
       "std          50.870642     56617.117668\n",
       "min      199907.000000    706556.000000\n",
       "25%      199908.000000    719491.750000\n",
       "50%      199909.000000    730843.500000\n",
       "75%      200006.000000    790919.250000\n",
       "max      200007.000000    856501.000000"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(by=[\"Passenger Count\"],ascending=False).iloc[:10].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "e41bfb36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"Activity Period\"].value_counts().plot(kind=\"hist\",y=\"Passenger Count\",bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "cb998ba8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Activity Period', ylabel='Passenger Count'>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind=\"scatter\", x=\"Activity Period\", y=\"Passenger Count\" )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "86a65aba",
   "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>Activity Period</th>\n",
       "      <th>Activity Period Start Date</th>\n",
       "      <th>Operating Airline</th>\n",
       "      <th>Operating Airline IATA Code</th>\n",
       "      <th>Published Airline</th>\n",
       "      <th>Published Airline IATA Code</th>\n",
       "      <th>GEO Summary</th>\n",
       "      <th>GEO Region</th>\n",
       "      <th>Activity Type Code</th>\n",
       "      <th>Price Category Code</th>\n",
       "      <th>Terminal</th>\n",
       "      <th>Boarding Area</th>\n",
       "      <th>Passenger Count</th>\n",
       "      <th>data_as_of</th>\n",
       "      <th>data_loaded_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>Aeroflot Russian International Airlines</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Aeroflot Russian International Airlines</td>\n",
       "      <td>NaN</td>\n",
       "      <td>International</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 2</td>\n",
       "      <td>D</td>\n",
       "      <td>1324</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>Aeroflot Russian International Airlines</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Aeroflot Russian International Airlines</td>\n",
       "      <td>NaN</td>\n",
       "      <td>International</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 2</td>\n",
       "      <td>D</td>\n",
       "      <td>1198</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>Air Europe</td>\n",
       "      <td>PE</td>\n",
       "      <td>Air Europe</td>\n",
       "      <td>PE</td>\n",
       "      <td>International</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 2</td>\n",
       "      <td>D</td>\n",
       "      <td>205</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>Alaska Airlines</td>\n",
       "      <td>AS</td>\n",
       "      <td>Alaska Airlines</td>\n",
       "      <td>AS</td>\n",
       "      <td>International</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Thru / Transit</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 2</td>\n",
       "      <td>D</td>\n",
       "      <td>277</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>199907</td>\n",
       "      <td>1999/07/01</td>\n",
       "      <td>Alaska Airlines</td>\n",
       "      <td>AS</td>\n",
       "      <td>Alaska Airlines</td>\n",
       "      <td>AS</td>\n",
       "      <td>International</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>Thru / Transit</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 2</td>\n",
       "      <td>D</td>\n",
       "      <td>1056</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34709</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>International</td>\n",
       "      <td>Australia / Oceania</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>245</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34710</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>International</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>G</td>\n",
       "      <td>629</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34715</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>International</td>\n",
       "      <td>Central America</td>\n",
       "      <td>Deplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>G</td>\n",
       "      <td>287</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34716</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>International</td>\n",
       "      <td>Central America</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>G</td>\n",
       "      <td>243</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34719</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>United Airlines</td>\n",
       "      <td>UA</td>\n",
       "      <td>International</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>F</td>\n",
       "      <td>243</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4540 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Activity Period Activity Period Start Date  \\\n",
       "3               199907                 1999/07/01   \n",
       "4               199907                 1999/07/01   \n",
       "9               199907                 1999/07/01   \n",
       "17              199907                 1999/07/01   \n",
       "20              199907                 1999/07/01   \n",
       "...                ...                        ...   \n",
       "34709           202308                 2023/08/01   \n",
       "34710           202308                 2023/08/01   \n",
       "34715           202308                 2023/08/01   \n",
       "34716           202308                 2023/08/01   \n",
       "34719           202308                 2023/08/01   \n",
       "\n",
       "                             Operating Airline Operating Airline IATA Code  \\\n",
       "3      Aeroflot Russian International Airlines                         NaN   \n",
       "4      Aeroflot Russian International Airlines                         NaN   \n",
       "9                                   Air Europe                          PE   \n",
       "17                             Alaska Airlines                          AS   \n",
       "20                             Alaska Airlines                          AS   \n",
       "...                                        ...                         ...   \n",
       "34709                          United Airlines                          UA   \n",
       "34710                          United Airlines                          UA   \n",
       "34715                          United Airlines                          UA   \n",
       "34716                          United Airlines                          UA   \n",
       "34719                          United Airlines                          UA   \n",
       "\n",
       "                             Published Airline Published Airline IATA Code  \\\n",
       "3      Aeroflot Russian International Airlines                         NaN   \n",
       "4      Aeroflot Russian International Airlines                         NaN   \n",
       "9                                   Air Europe                          PE   \n",
       "17                             Alaska Airlines                          AS   \n",
       "20                             Alaska Airlines                          AS   \n",
       "...                                        ...                         ...   \n",
       "34709                          United Airlines                          UA   \n",
       "34710                          United Airlines                          UA   \n",
       "34715                          United Airlines                          UA   \n",
       "34716                          United Airlines                          UA   \n",
       "34719                          United Airlines                          UA   \n",
       "\n",
       "         GEO Summary           GEO Region Activity Type Code  \\\n",
       "3      International               Europe           Deplaned   \n",
       "4      International               Europe           Enplaned   \n",
       "9      International               Europe           Deplaned   \n",
       "17     International               Canada     Thru / Transit   \n",
       "20     International               Mexico     Thru / Transit   \n",
       "...              ...                  ...                ...   \n",
       "34709  International  Australia / Oceania           Enplaned   \n",
       "34710  International               Canada           Enplaned   \n",
       "34715  International      Central America           Deplaned   \n",
       "34716  International      Central America           Enplaned   \n",
       "34719  International               Europe           Enplaned   \n",
       "\n",
       "      Price Category Code       Terminal Boarding Area  Passenger Count  \\\n",
       "3                   Other     Terminal 2             D             1324   \n",
       "4                   Other     Terminal 2             D             1198   \n",
       "9                   Other     Terminal 2             D              205   \n",
       "17                  Other     Terminal 2             D              277   \n",
       "20                  Other     Terminal 2             D             1056   \n",
       "...                   ...            ...           ...              ...   \n",
       "34709               Other     Terminal 3             F              245   \n",
       "34710               Other  International             G              629   \n",
       "34715               Other  International             G              287   \n",
       "34716               Other  International             G              243   \n",
       "34719               Other     Terminal 3             F              243   \n",
       "\n",
       "                   data_as_of          data_loaded_at  \n",
       "3      2023/10/20 03:06:37 PM  2023/10/20 03:08:13 PM  \n",
       "4      2023/10/20 03:06:37 PM  2023/10/20 03:08:13 PM  \n",
       "9      2023/10/20 03:06:37 PM  2023/10/20 03:08:13 PM  \n",
       "17     2023/10/20 03:06:37 PM  2023/10/20 03:08:13 PM  \n",
       "20     2023/10/20 03:06:37 PM  2023/10/20 03:08:13 PM  \n",
       "...                       ...                     ...  \n",
       "34709  2023/10/20 03:06:37 PM  2023/10/20 03:08:13 PM  \n",
       "34710  2023/10/20 03:06:37 PM  2023/10/20 03:08:13 PM  \n",
       "34715  2023/10/20 03:06:37 PM  2023/10/20 03:08:13 PM  \n",
       "34716  2023/10/20 03:06:37 PM  2023/10/20 03:08:13 PM  \n",
       "34719  2023/10/20 03:06:37 PM  2023/10/20 03:08:13 PM  \n",
       "\n",
       "[4540 rows x 15 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"Passenger Count\"]<2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "625d6046",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2000=df[df[\"Passenger Count\"]<2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "556d45c8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2000[\"GEO Region\"].value_counts().plot(kind=\"bar\", y=\"Passenger Count\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "d6bf69b3",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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s7GwkJyejfv36f3hDiIiIiIiIqqNaJUPdu3fHjBkzsHv3brRt2xa3bt3CsWPHRDsflUqFbt26ISwsDG5ubnB1dUVYWBjMzMzQvn17AIClpSW6dOmC0NBQWFtbw8rKCqGhofDy8pJ1qkBERERERPQiVSsZ8vX1xaRJk7B161bs2rULzs7OCAwMRIcOHcQ8vXr1gkajwbp165Cfnw9fX1+EhITIen8LDAyEWq3G0qVLxaCrU6dOhZFRtQqqiIiIiIiI/rBqJUMA0Lx5czRv3rzKz1UqFfr164d+/fpVOY+pqSmCgoIQFBRU3fBERERERETPBYtiiIiIiIjIIDEZIiIiIiIig8RkiIiIiIiIDBKTISIiIiIiMkhMhoiIiIiIyCAxGSIiIiIiIoPEZIiIiIiIiAwSkyEiIiIiIjJITIaIiIiIiMggMRkiIiIiIiKDxGSIiIiIiIgMEpMhIiIiIiIySEyGiIiIiIjIIDEZIiIiIiIig8RkiIiIiIiIDBKTISIiIiIiMkhMhoiIiIiIyCAxGSIiIiIiIoPEZIiIiIiIiAwSkyEiIiIiIjJITIaIiIiIiMggMRkiIiIiIiKDxGSIiIiIiIgMEpMhIiIiIiIySEyGiIiIiIjIIDEZIiIiIiIig2RcnZm3b9+OnTt3yqbZ2tpi7dq1AACdTocdO3bg2LFjyMvLQ7169TBixAh4enqK+UtKShAaGoqoqChoNBo0btwYI0eORM2aNZ/D5hARERERET2baiVDAODp6YkZM2aIv42M/q9wac+ePdi/fz/Gjh0LNzc37N69G/PmzcOyZctgYWEBANi4cSMuXryI8ePHw9raGps3b8bChQuxaNEi2bKIiIiIiIhepGpnH0ZGRrCzsxP/2djYACgvFTpw4AD69OmDVq1awcvLC8HBwSguLkZkZCQAoKCgAOHh4Rg6dCj8/f3h4+ODcePGITk5GbGxsc93y4iIiIiIiJ6i2iVDaWlp+OCDD2BsbIx69erh/fffh4uLCzIyMpCTk4OAgAAxr4mJCRo2bIj4+Hh07doViYmJKCsrg7+/v5jHwcEBXl5eSEhIQJMmTfTGLCkpQUlJifhbpVKJkqaKVCqV3u9Xni79/aKm/xUxGJuxGZuxGZuxGZuxGZuxGVsZozpUOp1O96wzX7p0CcXFxXB3d0dOTg52796N1NRUfPXVV7h//z5mzJiB1atXw8HBQXxnzZo1yMrKQkhICCIjI7Fq1Sps3bpVttx58+bB2dkZo0eP1hu3clslHx8fLFq0CACQ0r2FmO65/4L4d1XTiYiIiIiIgGqWDDVt2lT828vLC/Xr18e4ceMQERGBevXqAVBmZ8+Sa/3ePH369EGPHj3E31KMzMxM2XwPHjzQ+/20tDRZDJVKBVdX1xc2/a+IwdiMzdiMzdiMzdiMzdiMzdhpUKvVcHJywh9R7WpyFZmbm8PLywsPHjzAK6+8AgDIycmBvb29mCc3Nxe2trYAADs7O5SWliIvLw9WVlayefz8/KqMY2JiAhMTk99dn6qSKp1Op/ezFz2dsRmbsRmbsRmbsRmbsRmbsV9s7D/jT3XfVlJSgtTUVNjb28PZ2Rl2dnayjhBKS0sRFxcnEp06depArVbL5snOzkZycjLq16//Z1aFiIiIiIioWqpVMrR582a0aNECjo6OePz4MXbt2oXCwkJ07NgRKpUK3bp1Q1hYGNzc3ODq6oqwsDCYmZmhffv2AABLS0t06dIFoaGhsLa2hpWVFUJDQ+Hl5SXrVIGIiIiIiOhFq1Yy9OjRIyxfvhy5ubmwsbFBvXr18Pnnn4s6er169YJGo8G6deuQn58PX19fhISEyHp+CwwMhFqtxtKlS8Wgq1OnTuUYQ0RERERE9JeqVjL08ccfP/VzlUqFfv36oV+/flXOY2pqiqCgIAQFBVUnNBERERER0XPF4hgiIiIiIjJITIaIiIiIiMggMRkiIiIiIiKDxGSIiIiIiIgMEpMhIiIiIiIySEyGiIiIiIjIIDEZIiIiIiIig8RkiIiIiIiIDBKTISIiIiIiMkhMhoiIiIiIyCAxGSIiIiIiIoPEZIiIiIiIiAwSkyEiIiIiIjJITIaIiIiIiMggMRkiIiIiIiKDxGSIiIiIiIgMEpMhIiIiIiIySEyGiIiIiIjIIDEZIiIiIiIig8RkiIiIiIiIDBKTISIiIiIiMkhMhoiIiIiIyCAxGSIiIiIiIoPEZIiIiIiIiAwSkyEiIiIiIjJIxn/my2FhYfjxxx/RrVs3DBs2DACg0+mwY8cOHDt2DHl5eahXrx5GjBgBT09P8b2SkhKEhoYiKioKGo0GjRs3xsiRI1GzZs0/tTFERERERETP6g+XDN26dQtHjx6Ft7e3bPqePXuwf/9+BAUFYcGCBbCzs8O8efNQWFgo5tm4cSOio6Mxfvx4zJkzB0VFRVi4cCG0Wu0f3xIiIiIiIqJq+EPJUFFREb7++mt88MEHqFGjhpiu0+lw4MAB9OnTB61atYKXlxeCg4NRXFyMyMhIAEBBQQHCw8MxdOhQ+Pv7w8fHB+PGjUNycjJiY2Ofz1YRERERERH9jj+UDK1btw5NmzaFv7+/bHpGRgZycnIQEBAgppmYmKBhw4aIj48HACQmJqKsrEz2XQcHB3h5eSEhIeGPrA4REREREVG1VbvNUFRUFJKSkrBgwQLFZzk5OQAAW1tb2XRbW1tkZWWJeYyNjWFlZaWYR/p+ZSUlJSgpKRF/q1QqWFhYKOZTqVR6v195uvT3i5r+V8RgbMZmbMZmbMZmbMZmbMZmbGWM6lDpdDrds86clZWFTz75BCEhIahduzYAYNasWahduzaGDRuG+Ph4zJgxA2vWrIG9vb343urVq/Hw4UOEhIQgMjISq1atwtatW2XLnjt3LlxcXDB69GhF3O3bt2Pnzp3ibx8fHyxatAgAkNK9hZjuuf+C+HdV04mIiIiIiIBqlgwlJibi8ePHmDZtmpim1Wpx/fp1HDp0CMuWLQNQXvpTMRnKzc0VpUV2dnYoLS1FXl6erHQoNzcXfn5+euP26dMHPXr0EH9LGWBmZqZsvgcPHuj9flpaGirmfCqVCq6uri9s+l8Rg7EZm7EZm7EZm7EZm7EZm7HToFar4eTkhD+iWsnQyy+/jCVLlsimffvtt3B3d0evXr3g4uICOzs7xMbGwsfHBwBQWlqKuLg4DBo0CABQp04dqNVqxMbGom3btgCA7OxsJCcni3kqMzExgYmJye+uX1WFXDqdTu9nL3o6YzM2YzM2YzM2YzM2YzM2Y7/Y2H9GtZIhCwsLeHl5yaaZmZnB2tpaTO/WrRvCwsLg5uYGV1dXhIWFwczMDO3btwcAWFpaokuXLggNDYW1tTWsrKwQGhoKLy8vRYcMREREREREL8qfGnRVn169ekGj0WDdunXIz8+Hr68vQkJCZB0eBAYGQq1WY+nSpWLQ1alTp8LI6A8Pe0RERERERFQtfzoZmjVrluxvlUqFfv36oV+/flV+x9TUFEFBQQgKCvqz4YmIiIiIiP4QFsUQEREREZFBYjJEREREREQGickQEREREREZJCZDRERERERkkJgMERERERGRQWIyREREREREBonJEBERERERGSQmQ0REREREZJCYDBERERERkUFiMkRERERERAaJyRARERERERkkJkNERERERGSQmAwREREREZFBYjJEREREREQGickQEREREREZJCZDRERERERkkJgMERERERGRQWIyREREREREBonJEBERERERGSQmQ0REREREZJCYDBERERERkUFiMkRERERERAaJyRARERERERkkJkNERERERGSQmAwREREREZFBYjJEREREREQGybg6Mx8+fBiHDx9GZmYmAMDDwwPvvfcemjZtCgDQ6XTYsWMHjh07hry8PNSrVw8jRoyAp6enWEZJSQlCQ0MRFRUFjUaDxo0bY+TIkahZs+Zz3CwiIiIiIqKnq1bJkIODAwYOHIgFCxZgwYIFaNy4Mb744gukpKQAAPbs2YP9+/cjKCgICxYsgJ2dHebNm4fCwkKxjI0bNyI6Ohrjx4/HnDlzUFRUhIULF0Kr1T7fLSMiIiIiInqKaiVDLVq0QLNmzeDu7g53d3e8//77MDc3x82bN6HT6XDgwAH06dMHrVq1gpeXF4KDg1FcXIzIyEgAQEFBAcLDwzF06FD4+/vDx8cH48aNQ3JyMmJjY1/IBhIREREREelTrWpyFWm1Wpw5cwbFxcWoX78+MjIykJOTg4CAADGPiYkJGjZsiPj4eHTt2hWJiYkoKyuDv7+/mMfBwQFeXl5ISEhAkyZN9MYqKSlBSUmJ+FulUsHCwkIxn0ql0vv9ytOlv1/U9L8iBmMzNmMzNmMzNmMzNmMzNmMrY1SHSqfT6arzheTkZISEhKCkpATm5ub497//jWbNmiE+Ph4zZszA6tWr4eDgIOZfs2YNsrKyEBISgsjISKxatQpbt26VLXPevHlwdnbG6NGj9cbcvn07du7cKf728fHBokWLAAAp3VuI6Z77L4h/VzWdiIiIiIgI+AMlQ+7u7li8eDHy8/Nx7tw5fPPNN5g9e7b4vHJ29iy51u/N06dPH/To0UMRQ+rIQfLgwQO9309LS5PFUKlUcHV1fWHT/4oYjM3YjM3YjM3YjM3YjM3YjJ0GtVoNJycn/BHVToaMjY3h6uoKAKhbty5u376NAwcOoFevXgCAnJwc2Nvbi/lzc3Nha2sLALCzs0NpaSny8vJgZWUlm8fPz6/KmCYmJjAxMfnddasqqdLpdHo/e9HTGZuxGZuxGZuxGZuxGZuxGfvFxv4z/vQ4QzqdDiUlJXB2doadnZ2sI4TS0lLExcWJRKdOnTpQq9WyebKzs5GcnIz69ev/2VV5JmWj3kHpyJ6yanRERERERGR4qlUytHXrVjRt2hQ1a9ZEUVERoqKicO3aNYSEhEClUqFbt24ICwuDm5sbXF1dERYWBjMzM7Rv3x4AYGlpiS5duiA0NBTW1tawsrJCaGgovLy8ZJ0qEBERERERvWjVSoYeP36MlStXIjs7G5aWlvD29kZISIhIZHr16gWNRoN169YhPz8fvr6+CAkJkfX8FhgYCLVajaVLl4pBV6dOnQojoz9dSEVERERERPTMqpUMjRkz5qmfq1Qq9OvXD/369atyHlNTUwQFBSEoKKg6oYmIiIiIiJ4rFscQEREREZFBYjJEREREREQGickQEREREREZJCZDRERERERkkJgMERERERGRQWIyREREREREBonJEBERERERGSQmQ0REREREZJCYDBERERERkUEy/rtX4L9F2ah3AAAp//9v9dq9f9/KEBERERHRC8eSISIiIiIiMkhMhoiIiIiIyCAxGSIiIiIiIoPEZIiIiIiIiAwSkyEiIiIiIjJITIaIiIiIiMggMRkiIiIiIiKDxGSIiIiIiIgMEpMhIiIiIiIySEyGiIiIiIjIIDEZIiIiIiIig8RkiIiIiIiIDBKTISIiIiIiMkhMhoiIiIiIyCAxGSIiIiIiIoNkXJ2Zw8LCEB0djdTUVJiamqJ+/foYPHgw3N3dxTw6nQ47duzAsWPHkJeXh3r16mHEiBHw9PQU85SUlCA0NBRRUVHQaDRo3LgxRo4ciZo1az6/LSMiIiIiInqKapUMxcXF4c0338Tnn3+O6dOnQ6vVYt68eSgqKhLz7NmzB/v370dQUBAWLFgAOzs7zJs3D4WFhWKejRs3Ijo6GuPHj8ecOXNQVFSEhQsXQqvVPr8tIyIiIiIieopqJUMhISHo1KkTPD09Ubt2bYwdOxZZWVlITEwEUF4qdODAAfTp0wetWrWCl5cXgoODUVxcjMjISABAQUEBwsPDMXToUPj7+8PHxwfjxo1DcnIyYmNjn/8WEhERERER6fGn2gwVFBQAAKysrAAAGRkZyMnJQUBAgJjHxMQEDRs2RHx8PAAgMTERZWVl8Pf3F/M4ODjAy8sLCQkJf2Z1iIiIiIiInlm12gxVpNPpsGnTJjRo0ABeXl4AgJycHACAra2tbF5bW1tkZWWJeYyNjUUCVXEe6fuVlZSUoKSkRPytUqlgYWGhmE+lUun9fnWnV/5M+nfl+aua/ke+87ymMzZjMzZjMzZjMzZjMzZjG2rs6lLpdDrdH/niunXrcOnSJcyZM0d0fBAfH48ZM2ZgzZo1sLe3F/OuXr0aDx8+REhICCIjI7Fq1Sps3bpVtry5c+fCxcUFo0ePVsTavn07du7cKf728fHBokWLAAAp3VuI6Z77L4h//5nplT8jIiIiIqL/PX+oZGj9+vW4ePEiZs+eLesBzs7ODkB56U/FZCg3N1eUFtnZ2aG0tBR5eXmy0qHc3Fz4+fnpjdenTx/06NFD/C1lgJmZmbL5Hjx4oPf7aWlp0JfzVTW98rJUKhVcXV0V81c1/Y9853lNZ2zGZmzGZmzGZmzGZmzGNqTYarUaTk5O+COqlQzpdDqsX78e0dHRmDVrFpydnWWfOzs7w87ODrGxsfDx8QEAlJaWIi4uDoMGDQIA1KlTB2q1GrGxsWjbti0AIDs7G8nJyWKeykxMTGBiYvJM61fVdH2fVTW9qmX90eU8j2UxNmMzNmMzNmMzNmMzNmMztnL6n1GtZOj7779HZGQkpkyZAgsLC9HGx9LSEqamplCpVOjWrRvCwsLg5uYGV1dXhIWFwczMDO3btxfzdunSBaGhobC2toaVlRVCQ0Ph5eUl61SBiIiIiIjoRapWMnT48GEAwKxZs2TTx44di06dOgEAevXqBY1Gg3Xr1iE/Px++vr4ICQmRdXgQGBgItVqNpUuXikFXp06dCiOjP9W5HRERERER0TOrVjK0ffv2351HpVKhX79+6NevX5XzmJqaIigoCEFBQdUJT0RERERE9NywKIaIiIiIiAzSHx5nyJCUjuyJlP//b/XavX/ruhARERER0fPBkiEiIiIiIjJITIaIiIiIiMggMRkiIiIiIiKDxGSIiIiIiIgMEjtQ+BPYsQIRERER0T8XS4aIiIiIiMggMRkiIiIiIiKDxGSIiIiIiIgMEpMhIiIiIiIySEyGiIiIiIjIIDEZIiIiIiIig8RkiIiIiIiIDBKTISIiIiIiMkhMhoiIiIiIyCAxGSIiIiIiIoPEZIiIiIiIiAwSkyEiIiIiIjJITIaIiIiIiMggMRkiIiIiIiKDxGSIiIiIiIgMEpMhIiIiIiIySEyGiIiIiIjIIDEZIiIiIiIig8RkiIiIiIiIDJJxdb8QFxeHvXv3IikpCdnZ2Zg0aRJatmwpPtfpdNixYweOHTuGvLw81KtXDyNGjICnp6eYp6SkBKGhoYiKioJGo0Hjxo0xcuRI1KxZ8/ls1d+sbNQ7AIAUAMbrfvl7V4aIiIiIiPSqdslQcXExateujaCgIL2f79mzB/v370dQUBAWLFgAOzs7zJs3D4WFhWKejRs3Ijo6GuPHj8ecOXNQVFSEhQsXQqvV/vEt+QcoG/UOSkf2REr3Fn/3qhARERERGbxqJ0NNmzbFgAED0KpVK8VnOp0OBw4cQJ8+fdCqVSt4eXkhODgYxcXFiIyMBAAUFBQgPDwcQ4cOhb+/P3x8fDBu3DgkJycjNjb2z28RERERERHRM6h2NbmnycjIQE5ODgICAsQ0ExMTNGzYEPHx8ejatSsSExNRVlYGf39/MY+DgwO8vLyQkJCAJk2aKJZbUlKCkpIS8bdKpYKFhYViPpVKpXe9qjv9eS7rWaaXjuwJoLxaHSCvWifNV3k5VU3/I995XtMZm7EZm7EZm7EZm7EZm7H/ztjVpdLpdLo/+uV+/frJ2gzFx8djxowZWL16NRwcHMR8a9asQVZWFkJCQhAZGYlVq1Zh69atsmXNmzcPzs7OGD16tCLO9u3bsXPnTvG3j48PFi1aBACyKmee+y+If/+Z6c9zWX82NhERERERvRjPtWRIUjlDe5Z862nz9OnTBz169FAsPzMzUzbfgwcP9H4/LS1N7/Krmv60ZVV3+p+NrVKp4Orqqpi/qul/5DvPazpjMzZjMzZjMzZjMzZjM/ZfHVutVsPJyQl/xHNNhuzs7AAAOTk5sLe3F9Nzc3Nha2sr5iktLUVeXh6srKxk8/j5+eldromJCUxMTH43flXJhU6n0/tZVdN/b1l/R+w/upznsSzGZmzGZmzGZmzGZmzGZuz/1th/xnMdZ8jZ2Rl2dnayjhBKS0sRFxcnEp06depArVbL5snOzkZycjLq16//PFfnf4LU+5zUroiIiIiIiJ6PapcMFRUVIS0tTfydkZGBO3fuwMrKCo6OjujWrRvCwsLg5uYGV1dXhIWFwczMDO3btwcAWFpaokuXLggNDYW1tTWsrKwQGhoKLy8vWacKREREREREL1K1k6Hbt29j9uzZ4u/NmzcDADp27Ijg4GD06tULGo0G69atQ35+Pnx9fRESEiLr/S0wMBBqtRpLly4Vg65OnToVRkbPtaCKiIiIiIioStVOhho1aoTt27dX+blKpUK/fv3Qr1+/KucxNTVFUFBQlQO3EhERERERvWgsiiEiIiIiIoP0QrrWphevdGRPMUireu3ev3VdiIiIiIj+iZgM/Y8pG/UOACAFgPG6X/7elSEiIiIi+i/GanJERERERGSQmAwREREREZFBYjJEREREREQGickQEREREREZJCZDRERERERkkNibnIFgL3NERERERHIsGSIiIiIiIoPEZIiIiIiIiAwSkyEiIiIiIjJIbDNk4Cq2JQIA9dq94rPSkT31TiciIiIi+l/AkiEiIiIiIjJILBmiamOJERERERH9L2AyRM9NVd13P8t04Nmq6DERIyIiIqLnhckQ/U94nokYERERERkGJkNElbBUioiIiMgwMBki+pOqWypFRERERP8dmAwR/cVYRY+IiIjovwOTIaL/ItWtosfSJyIiIqI/jskQ0f8g9uBHRERE9PuYDBHRH/J3dqX+3xibiIiI/nmYDBERPQfsxp2IiOifh8kQEdHf5O8sESMiIiImQ0REBul/oWoiqywSEdGf9bcmQ7/++iv27t2LnJwceHh4YNiwYXjppZf+zlUiIqJ/uP/W9mlERPTf529Lhk6fPo2NGzdi5MiR8PPzw9GjRzF//nwsXboUjo6Of9dqERERvRD/y6Vx7KSEiP6p/rZkaN++fejSpQtee+01AMCwYcMQExODw4cPY+DAgX/XahEREdF/IUNNApkcEr1Yf0syVFpaisTERPTu3Vs23d/fH/Hx8Yr5S0pKUFJSIv5WqVSwsLCAsbExTOr6ielqExPxb6MK041NTKDT6Z55+tOWVd3pjM3YjM3YjM3YjM3Yzzt22dyPAQBpAFQAjGcsE/OVzf242tOlZZl8tlxvjKqmMzZj/1fEnr0Sf5RKJ0X7Cz169Agffvgh5s6dCz+//zvJd+/ejYiICCxfvlw2//bt27Fz507xd7t27TB+/Pi/bH2JiIiIiOh/j9HfGVylUj3TtD59+mDjxo3iv1GjRomSosLCQkydOhWFhYWK71X12YueztiMzdiMzdiMzdiMzdiMzdh/fezq+luqydnY2MDIyAg5OTmy6Y8fP4atra1ifhMTE5hUKEquSKfTISkpCfoKuKr67EVPZ2zGZmzGZmzGZmzGZmzGZuy/PnZ1/S0lQ8bGxqhTpw5iY2Nl02NjY2XV5oiIiIiIiF6Uv603uR49euDrr79GnTp1UL9+fRw9ehRZWVno2rXr37VKRERERERkQP62ZKht27Z48uQJdu3ahezsbHh6euKTTz6Bk5NTtZZjYmKC9957T281uqo+e9HTGZuxGZuxGZuxGZuxGZuxGfuvj11df0tvckRERERERH+3v7U3OSIiIiIior8LkyEiIiIiIjJITIaIiIiIiMggMRmip8rPz/+7V+Efo6p9VVpailWrViE9Pf0vXqN/Bo1G84+NkZWVVeUYCllZWS8k5v86XnNenLy8PGRmZlbrfHhev8cfiV1d/w3Hzp07d57L/HFxcXoHkiwrK0NcXNwfWLNn89+wD+np/om/UUZGxt+9Ck/1t/Um9yIkJibC2NgYXl5eAIDz58/j+PHjcHBwQM+ePeHi4gIAuHXrFiIjI+Hh4YHOnTvj2rVrSE9PR/v27WFhYYFbt27B0tIS7u7usvnNzc3Rtm1bxfI9PDzQu3dvqNVqmJmZAQAyMzOxdetW1KpVC++99x4AYMuWLTh69Cg8PDzw+uuvw9XVFQ0aNAAAHDp0CMeOHYOHhwdGjBgBKysrAIBWq0VycjIcHR3FNAAoKCjA1atX4e7ujlu3bsHGxgbNmjWTxXF3d0dwcDBq1aol1ik6OhpqtRoNGzZUbEdBQQFee+01dOjQAQDw1Vdf4dy5c7Czs8Mnn3yC2rVry/Z3dnY2ysrK4OjoKFuvX375BW5ubnj11Vefum0SrVaLc+fO4cSJE/jkk09k6+ri4oKXX35Ztl+jo6Ph4eGBgIAAxXKSk5Nx//59WFpaokmTJrLPL1++DJ1Oh6ZNm+Lu3bvQarVIS0uDnZ0dLC0tFcdTWVkZjh07hj59+si2EQB+/vlnODs7o23btrJ9ZWtri0mTJqF+/fqy9T1z5gz69u2riAEAV65cwZUrV5CbmwutVgsAePLkCVQqFaZMmSL7jTw8PNCvXz8YGytP3aqO/8rfeZZjysPD43en/5HY0rJcXV0RHR2NI0eOICcnB4sWLYKzszN27doFJycncexUVvl3Ki0txccff4xp06Yp1k2r1WL37t04cuQIHj9+jOXLl8PFxQU//fQTnJ2d4e/vj8zMTBQXF8PGxgalpaUwNzevchtKS0sRFxeHrKwslJaWAgA2bdqEfv36KX7bvLw8BAcHY9u2bXq341k9bfuqEhYWBltbW3Tp0kU2/fDhw8jNzRXXo6edS7/no48+QsOGDTFq1ChZLz65ubn49NNPsXLlymdaTlXnUVXXnL/S/fv3ERcXh8ePHysSXmkf/p7K58Xhw4exe/dutGnTBoMGDZKdxwUFBVi7di3atWsHZ2dn8Z0jR47gt99+g6enp95zPysrCyqVCjVr1gTwf/errKwstG3bVrZvz549CwCYPHkyXnnlFcX6Pq/fQ99yfi92VaqzfdK6jh49Gjdv3kRcXBxee+011KhRA4mJibC2ttbbY21ubi4CAgJkMU6ePImoqCjMnj37d8+9goICnDp1CuHh4bhz54447592TZXmT0pKwvbt2xXLnD17NurVq4d58+YpYs2ePft3Y0iOHz8Oc3NztGnTRjb9zJkzOHPmDFq3bi324dy5c3HlyhVYW1tj5MiR4hmoMm9v79/dvqtXr8Le3h5ubm6Ke35eXh6uXr0KOzs72TPQ0aNHkZ6ejunTpyvGnLx8+TLMzc0Vz0xarRaffvqp+O0kGo0Ge/fuVZyr2dnZ0Gg0OHnyJDp37iy7t69fvx6urq7o1q2b7DuHDh1CWloahg0bpnd/SKR7q0qlQo0aNaqcr/LzRFXLcXR0xNGjR6s8Jz/++GNoNBrZNUp6dujevTuA/ztf3N3dsX79enzxxRfw8vJCQUHBU9ehIum+K62XjY0NatSo8bvPZRW3Y9y4cWjYsCE6d+6M1q1bw9TUFEDV53fl5+3jx49j9+7daNGihd5r565du9CzZ0/Y2dk983ZV9I9Lhu7du4ebN2+ifv36qFWrFlJTU3HgwAGUlJQgISEBAwYMgJeXF9LT07Fs2TK0bNkSx48fR3p6OkJCQpCTk4O5c+fC09MTERER+PHHH6HRaFBSUgJ/f39YWFhg8eLFcHd3x8yZM2Xz37p1C2lpafj4449lyz979iwiIyPRu3dvvPHGG8jPz8enn34qDkobGxvUrl0bhw4dwrBhw3Dx4kVs2LAB48ePBwAkJycjNDQU3bt3x4kTJ7Bo0SLMnTsXWq0WM2fOREJCAlQqFd58800MHz4cGo0Gn3zyici0bWxsMG7cOABAQkKCiPPjjz9i+fLl+OKLL8Q6GRsb49GjR+jSpQs++OAD2XZcunQJtra26NChA2JjY3HlyhV8+umnOHPmDLZs2YLp06fLfos5c+YgNTUVQUFBeOutt8R6PXjwAEZGRjA1NYW7u7vYtmvXrmHz5s0YO3YsAODBgwc4fvw4IiIikJOTA09PTwBQrGvbtm0xfvx42fTc3FzUr18fHTp0QJcuXWT7CgDef/99RTJ05MgR3L59G6tXr8aUKVMUDzgqlUpxvOl0OvTq1Usx/ejRo2KfV9xXq1atwrfffoulS5fK1lej0WDLli2YOHGibDk7duzAzp07UbduXdjZ2Yl1uH79Otzc3ABAcaxpNBr07NkTFy5ckD2YR0ZGom7dupg2bZrsO4cPH8bt27cxY8aMZzqmtFotOnXqhDFjxiiOtQYNGmDKlCmwsLCQbceaNWtgaWmJmTNnymIfOnQICQkJmDVrliKGjY0Nhg4diq+//hpTp06V7fMNGzaIf1ek7wZTUFCAkJAQbNq0STZ99+7diIiIwODBg7FmzRoA5Rft5ORk7N27F2VlZYpleXp6om/fvqhdu7Zsn2dmZuLatWsoLi5GcXExrKys8OTJE+h0Ohw7dkyRDBUVFYmLfUVlZWUYNGiQuCFVFhcXh7179yI1NRUqlQq1atWSvR0ePny44jv69oeZmZkiGTpx4gTS0tLw3nvvKc6lwMBAvPHGG7L5o6OjcevWLZiamsqSRh8fH2RmZiI+Ph6fffYZpkyZAnt7ewDlN7/MzEwAkP0ely9fRlFREVq3bi2LER4ejiZNmqBt27aKa05oaChq1qyJvn37ihdZUowTJ04oXiBIZs6cKfv74MGDuHjxIvLz82Xni06nE9tUOeHR6XQwMjKCtbW17LwEyq8T77333jNtX+Vz8vvvv4e7uzsuXrwInU4ne7iytLREzZo1sXr1aowcOVLcx9auXYtXXnlFnPvZ2dkYPny4uOmvWLECr7/+Ol599VXZ/ermzZuwsrKS7duQkBAsW7YMu3fv1puQVHVdq+oeUNVvkZCQAA8Pj2rFrsq0adNgbW2NpUuX/u72ffrppzhw4AC++OILNG7cGDdu3EB8fLz4TaXfrzKdToePPvpIsQ/z8vJw+PBhBAUF6V23q1evIjw8HNHR0SLJeueddwBAce0cP348rKysZPO3atUKubm5+OmnnzBgwACx3KKiIuh0OsWxDQBff/21eBCUYqSnp0On08Ha2hqFhYVQqVSwtbWFn58fbty4Ie65Fdna2uL8+fPioVnahyqVCk+ePMHSpUsV+0rah9u3b3+me0ZZWRm6dOmCDz/8ULac06dPY8uWLfj4448ByJ+BfvnlF+zduxeTJ0+WfSc0NBSDBg1SzP/zzz8jNDRULEtSXFyMHTt2KJKhOXPm4P79+zA1NUXHjh1ln507d052L5LUr18fGzduhJWVFTp16iSSmY0bN8LLy0vxDKLT6fQeZ9I+/PDDD2XnzIMHD2Bubg57e3vMmDFDLMfU1BQWFhbiuaHicf7LL79g9uzZ0Ol0sLCwEPEKCwthbGyM7t27y47lU6dOwcLCQhxTz3Ivqfh7V37G6tatGwIDA2X3kuzsbLRr1w7jxo2TzW9qaooPP/xQ/G7r169H27Zt0aVLF2zevFnv9avy8/aaNWvg5ORU5bWzsLAQ+/btw+DBg393u/T5RyVDly9fxhdffAFzc3MUFxdj8uTJWLlypXhLcf/+fVEEf+bMGTRs2BDjx4/H0KFDcffuXQDlJ6GXlxfmzp2L6dOn4+7du9iwYYPsYldYWCiqNFWcf8iQIbhx44Zi+Tdu3MDMmTPx0ksvAQDOnj0LOzs7FBYWYsiQITh48CCaN2+O1q1b4/XXX4efnx8mTpwo3qScPXsWzZo1w8CBAxEeHo579+4BAC5cuICMjAwsXboUU6dOFUXj0dHR0Ol02LhxIyIiIvD999/D1dVVfCbF2bJli7gQS+u0aNEiDB06FFevXlVsx7lz53D9+nUAwMWLF9GmTRsEBATAyckJISEhit8jODgYn3/+uXhTI62XmZkZevfuLbJ4adsSExMxf/58nDhxAsePH0dCQgK0Wi0CAwOxc+dOkRxWXNdhw4bh5s2biunnzp3D8uXLxYFfcV/95z//wdmzZ9G7d2/Z+t68eVMUL48cORLbtm3Dxx9/jOjoaCQkJCgSFaD8IT8uLg7Ozs6y6dnZ2eJNRsV9pdFoUFRUpFjfFStW4MyZM/jyyy9Rp04d8UZl3759aN++vXgAkQQGBor9UflYW7JkCY4dOwZnZ2fcv38fnp6eyMzMRH5+Pp48eaL4zsiRI5GcnPzMx9To0aPFA0TlY23dunXQaDSKZCgtLU1sd8XYQUFBSE1NVSwrODgY5ubm6NChA9asWYMPP/wQDg4OyMzMxPfff49p06YBKD/nJQUFBYiKikJAQIAoeUtISMD58+fh7u6OsrIyqNVqMX9ERARGjx6Nl19+GWvXrsXOnTsRHR2NevXqwcjICIsXL4aDgwNMTU2Rl5eHjz76CI0aNcK2bduQn5+P2rVri30+Z84cdOzYEaNGjcKwYcPQvHlzqFQqhIeHw93dXfZgrNVqcevWLfEW/d69e7KHcBsbG1y9elWRDJ08eRLffvstWrZsibfffhsAEB8fj7y8PKxduxafffYZAgMDFcdoZWvWrNFbcvHgwQMUFxcDUJ5L27dvF8mQRqPBvn37xA2wXr16sLe3h6mpKdLT03H+/HnodDqRAE2bNg2TJ0+Gr6+vLF7F6j/FxcXIyckRJdZA+fW6uLgYDx8+BKD/mnP79m1ForlhwwacOHECzZo1Ey9Qnmbfvn14+PAhBg4ciG3btuHdd99FZmYmIiIiYG1tjb59+yoSnjVr1qBHjx6Ka8gf2b6K56SpqSmCg4NRWlqK5cuXK940t23bFr/88os4ds6cOQMAGD16NB48eIDly5cjPz8fAwcOFN9JSUkR+77i/WrgwIGIiYlR7NuBAwfi+++/R3JysuIYrOq65uTkhClTpuC3336T1UA4cOAAysrK0LRpU9lvcf36dbENzxq7KoWFheIe8yzbt2XLFpiYmGDGjBkYOnQoFi9eDBcXF9y6dQuLFy8WL0YqGj58uN59+O233+LEiRMIDAwU15aHDx+Ke1hxcTHatGmDsrIyTJw4EbNnz0a7du0A/N/17quvvsLmzZuxYsUK1KhRQza/h4cHunTpghkzZsDKygo9evTAokWLxPW3Ro0aWLJkiVhPrVaLmJgY1KtXT8SQkh93d3fk5+djzJgxAIDHjx8jNjYWWVlZSEtLQ+PGjWXb7OjoiLKyMtnv3a5dOwwcOBDp6elYvHgxtFqtbPzHadOm4aOPPpJt39PuGSNHjhTPTBU1atQIRUVFep+BioqKcOzYMcX1PCMjQ+/8e/bswZUrVxQx7t69qyiRAsqfW6RrXOV7e15ent5aItK08+fPY+fOnWjUqBG6dOmCM2fOiJo0Fe+te/fuxe3btxEcHAyg/CVYUlIS9u/fDycnJ2zYsEF2/bp9+zYaNGgAOzs72XJOnjyJsLAwvefkd999ByMjI2zYsEE8TwDlx/Lnn38OQH4sx8TEYMWKFfjxxx8xbtw42UujjIwMbN26FZ06dZLdW/fs2SOuvxXXa8qUKbh27Zr4LaR7ScXfu/J2hIeHY+7cuRg8eDAuXryIEydOiBe0fn5+yM3NferztnTtBKD32tmxY0esWbPGMJKhnTt34p133sGAAQMQFRWF5cuX44033sD7778PABg4cCCOHDmCV199FVeuXEHz5s0BlGe3eXl5ACCbnpqairKyMkW1A61Wi8ePHyvmV6lUyM3NVUx3dHQU2TkAxMTEoGXLlvj111/h7OyMzMxMxMbGijcwUrUSKXG7cuWKeENRUFAgbsqXLl1CmzZt4O7uLqp0AeUPiK1atYKZmRmaNWuGdevW4cmTJ3B0dJTFKSkpEcuS1snIyAhGRkZ49OiRYjtq1KghbtyXL1+WvanS94bK19cXGo1GXHCk9Tp69Cjq16+Pn3/+WWzbrVu3sG/fPuTm5uLXX39Fhw4dMGHCBIwZMwb+/v7YunWrYv8ZGRmhrKwM2dnZiun16tWDVqsVb0cr7qsaNWqIhLKiJ0+eiBiJiYlo3749GjduDGdnZ0yePFlv9YlWrVph69atSE5ORp06dWBubg4AMDU1RVRUFHr16iXbVxqNBkZGRor1jY+Ph06nQ2JiIhITE8Xyi4qKxEWlMumtTOVj7cmTJ3j33XfRv39/DB06FBMnToStrS2GDRsmSsMqfqdicfizHFOlpaWivYs0vaysTCT7hYWFsqpRWq0WpaWlsLa2VsQuLi4W21ExRmFhoUiepN/TxcUF9+7dg06nQ8OGDQFA/B8AlixZgv79++Ott94S07p164ZJkyYhKSkJY8eOhZeXl7gxZGRkYO/evXj55ZcBAMbGxvj666+Rm5uLTz75RFQfBcrfkhoZGeGtt97C8OHDMWXKFPG5o6MjSktL0bNnT3H+JCcnw9zcHCqVCtevX5eVMhkbG8Pb2xtt2rTB5MmTRSJa8XfduHEjXn31VdnNOiwsDIMGDUKPHj1k2zdx4kTxdrfi9kkmTZok+3v37t16qwoUFxfD1tYWgPJckkpzgPI32L6+vpg8eTICAgL0Vsns378//Pz8cOrUKXh7e2PWrFkYPXo0/P39xTwVb7b79u3DtWvXEBwcLLY5Ly8PH3zwAXx8fADov+a0atUK58+fl+2T06dPY8KECeKh/PcYGRlhypQpaNasGXbu3Il27drB1dUVJ0+ehLe3t6JEDABWrlypqFZU2bNs38iRI8UxfOXKFZSWlsLW1lZ2L6nI2toaOp1Odu5LHB0dkZubK3tABMqrUkq/UeXreU5ODgD5vt2yZQu0Wi0mT54MY2NjWQlmaWkpHj58CEdHR8XvUVJSIuaVaiCo1WrUrl0bxsbGsoeTM2fOiJLJZ40NQJQIV2RkZIShQ4c+8/Y9ePBA71t5Gxsb8RxQWVX78NGjRygqKhLn3p07d/DkyRPY2dnB0dERc+bMgZGREY4cOQKg/Fpb8X6o1Woxbdo0NGrUCEB5kl1xfgBwdnZGSEgIZs+eDSMjIyQkJECtVouqVhX3kbGxMYyMjDBy5EgRo6ysDP3790f79u0xYcIEtG/fXszfvXt3DBs2DLt27cLrr78u2+a7d+9CpVIpfm8nJyeUlJQAgKi+JN0bi4qKxAP8790zzMzMoNPpZNcWiXS91PcMdP/+fZSUlCiud6WlpVizZg1mzJiBK1euICkpSZRuPHnyRFbSodVqUVRUhK5duypiS0lvamqq4t5ua2uLvXv3olmzZmjRooX4zqVLl+Dm5oZFixbhzp07OH78ODZs2IDc3FwcOnQIb7/9tuze+u6772Ly5MmyaqV169aFg4MDFi9ejMmTJ8uuX0eOHMGQIUNQs2ZNrFmzRiynS5cu2L17t95z8vHjx7KmGZKqjuVatWrhyZMnuH79Oj744AM4OjqK55kHDx7A2tpa9pKlRYsW+OWXXxATE4N+/frJtk+n0+HBgwcA5PeSoqIi8cKt4vxdunTBwYMHAQBqtRotW7ZE06ZN8euvv2Lz5s3Ys2cP9u/fDxsbG3EcVH7eLi0tFSVy+q6dNWvW1HusPat/VDKUkpIi3kq0adMGK1euRKtWrcTn3t7eSExMxMmTJxEXF4dRo0YBKL+JPHr0CNevX0dsbCz69+8PoPyE0VftxsnJCVlZWYr53dzckJqaqlh+RkYG1Go1oqOj0bJlS8TExKBHjx548OABNm/eLA4c6eC/d+8ezM3NsWnTJvj5+eHWrVuYMGECgPI3EMbGxtBqtbh8+bK46Nna2uLJkycoKirC5cuXRZFwXl4ejI2NsXr1avj4+Mji2NnZoaSkBFlZWWKdAMDd3R0pKSmK7ahfvz4uXryIuXPnIi8vD02bNgVQ/gZUKnmqzNHREQkJCbCyshLrde/ePWzbtg06nU5s29ixY9GiRQs4OTlhwYIFiuVIbUgq7j+g/ADPyclRbENubi5UKhXu3bsHe3t72b5q1KgRzp07h7S0NLHe0kN/3bp1Ffu2uLgYRkZGijf4ALB27VqoVCrs379ftr46nQ4//PADYmNjZfvK1tYWWq1Wsb6TJ0/GggUL8M0338iWs2XLFnFBqqhOnTrYtWsX/P39FccaAHHBUKvV0Gg0MDc3h4+PD/bu3QsXFxfZd6Rj/FmPKVtbW+Tl5cmmV7zRSCVWlfdHrVq1FMeUtbU1SkpKFDGcnZ1FiUBFZ86cgY+PD4qLixW/xeXLl/W+9XF1dcW9e/cU7V5q1KghLswA0Lt3b9jY2ODXX38VD+BV7fOUlBT85z//Efu84sOVra0t+vfvjyZNmmDJkiW4dOmSomoWACxcuBBOTk6YMWMGPvroI8yfPx95eXmiDUDlG1JqairCw8NlD/5A+fmqb/sq0mg0Yl916NABGzduRFlZmXgbfOXKFWi1Wnh7e+s9lyqW9H3yySfP9Na+W7du+Ne//oXMzEzcvHkTa9asEW/FK/vll18wffp0WfJnZWWFV155BUeOHMH9+/f1XnNcXV2xa9cuxMfHixLV0tJSxMfHIy0tTVG3X5+cnByxPebm5uLlgKOjo9631gDQunVrxMTE6E2UKsvLy8POnTtha2ur2D4fHx8cPHgQnp6eiIuLg6WlJdLT02FkZKQ3YU1LS4NarZad+yqVCiqVChkZGbCzsxPVryWenp44cuQImjVrJrtfNWjQAOfPn1dczzt06IDffvsN/fr1U8Q/efIkVqxYAVdXV8XvAUBRA+HKlSt47733FNe1li1b6l3O02JXpbrbZ2pqKl7MVHTnzh3Y29vjt99+U1xbrK2t9caQqntL515MTAw8PDzg7u4OS0tL8eJLUvl++OTJE3Tr1g0NGzZEfHy8Yn6Jl5cXpk6dirlz56JevXqYNm0a9uzZg549eyruD9euXcP9+/fh6uqKy5cvo6CgAC1btkReXp7eqrmtW7dGeHg4rl69KhLzuLg4UcWrqt/b1dVVPPBWtX1Pu2cAgIeHB1JSUhTrdPjwYVhZWel9BgIACwsLxfXOzs4O9+7dw86dO3Hr1i0MHjwYNWrUwKpVq2BjYyO7N0hV0/WVHN+8eRNGRkZYt24dAMju7TqdDkePHsXRo0cxa9YsAOXXzn379olS+dq1a2P48OEYMmQIRo0ahcjISERERECtVuONN94Q1W/1/dZubm4oKytTPE/Z2trqfZYpLi6GsbGx3t/I09NTb1JQ1fny6NEjWFhYKO4vQPkLNClpqsjGxgZJSUmKZwdHR0c8fPhQcS+xsrKCRqOp8hkLKC8FO378OKKiokTVwBYtWsDT0xMbNmzA+fPn8f777yuet83NzcXzj75rZ0ZGht7j/1n9o5KhioyMjGBiYiJLZvr374/58+fj+++/x7vvvisOOHd3d6SlpWHWrFno2LGjyNYdHBxkPduoVCoUFRXBxMQEZWVlivlr166NtLQ0xfLPnj0LX19fhIaGYtOmTWjcuLFo0zR//nxYWFjgo48+EhfoxMREdO3aFampqTh37hxGjRoFBwcHAOUPiXfu3MHEiROhUqnEm9YGDRogMjISY8aMgaOjo7ioXb9+Hb6+vvD29sbDhw8xceJEEadu3bqIjo5GcHCwWCegPOm5f/++Yjvs7e3h5eUFDw8P3Lp1SxS3SyVM+uqYlpSU4Ouvv4a5ublYL1dXV8yfPx8qlUpsW+PGjfHbb7/ByckJly9fRkBAgOyG/t5772H58uWy/Sdtw+nTpxXbEBMTA2dnZyxduhT29vayffXSSy/h8uXLmDBhgtivjx49goODg6gOV3H+ixcvoqSkRG81OZVKpbcRfGlpKQ4cOICHDx9i8ODB4obVqFEjnDp1Su/66nsALykpwbFjx3DlyhV4e3uLt74ODg747bffcP78ecWxZmxsLG7k9vb2SE9Ph6enJ9555x0sW7ZM8bs6OjpW65jy9fXF2bNnZdNnzpyJs2fP4tChQ5g4caLsoc/Y2BhFRUXYtGmTIrarqyuuX7+uiNGgQQMcP34cP//8M3Q6Hc6dO4f79+8jIiICPj4+4k1wRTqdDtHR0aJOvqR+/fpITExU1Iu/cOECVq5cqYhx8uRJUQ2vomHDhmHFihV697mtrS0SExPh7u6ORo0aYfv27Xjy5AmKi4tFNd3Kbt68ic8++ww2NjZQqVQwMjJCgwYN0KZNG8TExCjeWmZkZCiqYwKAv78/7t69q9i+oqIi/PDDDxg5cqQo0ZX2EwCsW7dOHCempqZo1aqV3utBWFiYqPIGQCQOZ86cQXFxMTp16qR3+4Dy397NzQ1ubm5wcHDAokWLoNPpMGTIEKhUKjg7O6N169YoLCzE48ePFQ8nnTt3Fg1vK55H2dnZeOONN7B7925YWlrKSlSNjIxw8OBBWFtb691flVlaWuL06dN455134OrqitjYWNSpUwdt2rTB3r179e53V1dXbNu2DTdv3oSXl5eiNKZbt26IjY1FeHg4zp8/j5KSEkU1JAB4/fXX8d1334nzIiUlBQcPHkTNmjXF/q/o4MGDaNiwIZKSksRxuHPnTnzzzTe4f/8+ysrKUFJSgrVr14o3wsbGxti3bx/27t0ru1+5uLigVq1ain3r5uaGvn376v1d27dvr/e6lp2dDTMzM0UNBG9vb0RGRspeOgDl1XydnJwUy6kcu3I7v8p/A+XXr/379z/z9kn3wpycHKhUKuh0Oty4cQPr169HQUEBli9fLmv3J7XLOHr0qCKGt7c3TExMxLn3+uuvIzw8HGfOnEGtWrVw6NAh0bBdOi4q3g8nTZqEEydOYNmyZTA2Nhbzl5WV4csvv1Q8vJmYmCA7OxszZswAUF4ta/DgwbIOnjp27CiLYWNjg/Pnz8PU1FTvSwxnZ2dYWFhg7ty54oFUp9Ph1VdfRVBQEA4fPqz3937jjTcUv0fl7XvaPQMov84nJSVh5syZ4vy4evUqbt26hY8++ggRERGKZyAp2azcTisrKwvr1q0T80sljxcvXoStra3ieP7kk0/Qq1cvUaVQ8ujRI+zZs6fKzm2kTk5mz54NoPzl+MiRI8ULyNLSUkRHR+PEiRPIz88XLzY0Gg1Onz6N3Nxc+Pn5wcXFRVYrIzs7Gzt27IC9vT0OHDiAESNGiGegTp066X2WuXnzJmrXro3WrVsrfiMXFxekp6dj+/bt8PLyEqVBLVq0QFhYmOJYvnDhAl5++WX861//UmxzZGSk3hoAjo6OyMnJUTw7NG7cGEeOHEFwcDBefvllcS3z8PBAXFycYv6bN2+Ktk/3799H06ZN8dFHH6Fp06a4fv06lixZIpL68+fPA1A+b0udmpiamuq9dp48eVJRVbs6VDp9/cL+l5o8eTIGDRokqgIlJyejVq1a4kZ148YNrFy5UtGTkZTwVKzSBZQX9UuNEdPS0lCnTh2kpaXB2toaM2fOhImJiWz+jIwMmJmZiaomFZdvZGSEvLw8ZGdnw9vbW1x0bt26BQsLC1mVnN9z9uxZZGVloU2bNqKu6IkTJ/DkyRO4uLjA399fnBC//fYbLC0tRZ3qynJycp55nXJzc0XJ1IkTJ8T0vLw87Nq1S9FWIyYmBn379sVLL72Ehw8f/u56ZWVlibrWGo0Gbdu2xeHDh7F48WJ4eHhUua4lJSUwNzfXuw0pKSl695WlpSXMzMxw9+5dcZNo2LCh3n07efJkmJiYiPrQ0hv8zZs3Y8iQIaJ62LOStiMiIgIDBgyAubk5li9fDmNjY0UdZqlNgNRZQmWVSxw0Gg2WLl2K5s2bi3Zh0dHR6NSpE86dOwcrKytxI634nfPnzyM7O/uZj6ns7GxYW1srpms0GlEk/iw0Gg3u3LmDnJwcxbJSU1Nx4cIFJCYmQqfTwcfHRyR6gYGBmD17NiZPnoycnBzs3r0bTZo0wcGDB9GkSRNxHN68eROXL1/Ghx9+qPfh7vLlywgLC5PFeO+99xAQEICzZ8/i9OnTePjwoewtMQAsWrRIsQ0ajQaNGzdGbm4uvvnmG9y4cQOurq7o0aMH7t69q3jbfPHiRSxbtgwuLi4YN24cPvjgAzRu3BhpaWmYNGkStmzZIot5+PBhbNy4EZ07dxY9Kd24cQMREREYNmyYInlat24drl27hv79+2PlypUYMWIEHj16hKNHj2LgwIF45ZVXcO/ePZiamsLNzQ0mJiZ6z7GxY8eiX79+iv0XFxcn2nMdOXIE6enpmDhxIhwcHHDy5Ek4OzuL87u0tBTTp09HcnIyfH190aBBA+h0OqSmpuLy5cuwsLCAmZkZhg4dKh5Obt68idDQULz00kuixP9ZLF68GNeuXYOVlZXe7lqf1uj77NmzWL58OZycnJCWlgYjIyPRzrFiwlNQUKC3x6eysjIUFxfD0tISRUVFyMvLw4QJE3DhwgXExcX97vYlJSVh+vTpaNKkCXr27CkeXlNTU7Fnzx5cunQJc+fORZ06dUTMVatWidhSUl2ZTqdDYGBglfergoIC0e7h93qR0tdmAijvqCE1NRU+Pj6IiorCqlWrsHr1asTGxqK0tFRvlcpJkyY9NfbChQtlf0u9fFZsd2VkZAQfHx9MmjRJtn0pKSmwsbFR3I+loQyioqIAlCfPUoctzZs3x+jRozFs2DAsXrwYarUaX3/9Nbp164ZXXnlFVs2t8j6sqLi4GFFRUTh+/Dhu3bol2r527twZ9+/fV9wPz507h9u3b+P69eu4desWysrK0KRJE9SuXVtW5bii/Px8nDp1SnTwJPWGuXHjRmRlZeHVV1+Fv78/Ll++jOXLl6N27dqoX78+6tevD5VKhZycHMTGxiImJgYff/wxPD09ZfdDJycnFBUV6a2ZIBk6dCiWLFkie1lw+/Ztvff7qu4Zjx8/xpUrV3Dnzh0Ru0+fPlXe8/6ItLQ00UHM8OHDYWtri0GDBmHy5MmKjpQyMjIwadIkbN68+anLzM3NhampqdiWxMREnDhxAlFRUTAyMkKHDh3w2muvyZ5BsrOzMXPmTFkThYqkKodSeyYPDw9xzjx69Eh0PlHxHl2jRg29HY5IJT766HQ6rF+//pmOZaD8d/ryyy/h6uoqu36lpaWhe/fusLGxUTw76HQ61K5dW/FcJjUJqDz/1q1b8fbbb6Nz586Kkh2tVouCggKYm5sjMjISnTp1Uqzv1atXMW/ePLz11lvo2bOnWHZOTg727t2LAwcOYPr06XpfSj2Lf1QydPjwYTg6OlZZV/zHH39EVlYWGjZsiPT0dLzzzjuwsrISXWo+ePBA9obl0aNHMDY2xoULF5CUlCQeljp06AC1Wq3ocvvRo0fQ6XS4fPmyYvl2dnZwcHBAWloa0tLS0LBhQ0yYMAGdOnVSdN8o0XcCX758GTVr1oSnpyc0Go3izVFpaSkyMjLg4uIiu3lfv34dR44cQUZGBv7zn//IHljs7OzEOpmamkKn06GgoABnz56VbcfgwYPRokULvPXWW7IkZsmSJWjcuLGsrQZQ3t1kZGSkouvPZ9m2im9VHR0d0apVK7Ru3RqWlpaKdVWpVLL9WnG6RN++epqK848YMQKfffYZvL29ERgYiLfeegt9+/ZFQkICVq5cqSiJkNy+fRsZGRnIyMjAvHnz4OTkhP3798PZ2Rmenp5YsmQJQkJCYG9vj1mzZlXZuwygTHq++eYbdO7cWdZmRpKeno6ioiJ4e3ujuLgYoaGh4sH8X//6F27dulXl8VmdY6qq6fn5+bh165aiB67i4mKo1Wq9sW1sbPQuq7LRo0djypQp8PX1RWBgIBYsWAB3d3dcuHABe/bswdChQ3Hw4EHR7bq3tzdu37791Bt6xcRGcuDAAfz000/o2LEjjh07hk6dOiE9PR23bt1CgwYN4O3trXf/VRYVFYWVK1ciICAAsbGx8Pf3R1paGnJycmBiYoJRo0ahZcuWouH7u+++i6NHjyIpKQlffvmlYnnR0dH45ZdfxJs0Dw8PZGdn663Om5ycDCcnJ6xYsQKBgYFYtGiRaAsTFRUluqmvrPK5NGjQICxdulRROpKRkYHx48dDrVajffv2OHXqFL766iu4uLhg4cKFyM3Nxfz588X+DAsLw6effoqLFy/KOnBITU3FzJkz4e7ujtu3b4uEUa1Wo0uXLvDx8cGJEyf0nkf6HgKk5KCyR48eITExEf/+97/FA2F8fDy2bduG999/X7ylTEhIQEJCArKysp7aVXTF5PD06dMIDw9HfHw8mjZtig4dOqBp06YYMmQIFi9eDCcnJ4SGhuL48eOK7evTp4/snhEfH4+VK1cqEgNra2t8+OGHOHfuXJXnflXKysr03q8uXbqEEydOID4+HgsXLkSdOnXQr1+/p16LgoODxb2k4u9hY2ODhIQEPHz4EG+88QaaNGmCVatWISkpCUZGRooS0rS0NOh0umeOrdPp0Lx5c0W7q5CQELRu3Vq0DZYMGTIEbdq0QZcuXfS+DExLS8OdO3eg1Wrh4+ODTz75BPPnz4e7uzuGDRuGefPmwcPDAzdv3sQ333yDL7/8EteuXcO3336LuXPnwtHRERMnThTtBPVZtGgR7t+/j/DwcJw8eRL5+fnw9/fHxIkTq7ze6ZtfXw9mX3zxBSwsLDBmzBgEBQWJjiDi4uKwevVqfPXVVyLG7du3ceDAASQkJIh2VHZ2dqhfvz66deum9026vn04ZcoU2e9z9+5d1KpVS5Hkfv7559W6Z1RFek749ddf8fnnn8Pd3R3jxo3T254MKK9J0bJlS9lzxZ49e7B9+3Y0aNAA169fx9KlS+Hi4oLBgwfD19dXVHcDyq9TXl5e+PLLL/WWkFRUuQpu//794e/vjy5duuCVV15R7BOpetj69esVL5akXoVdXV31duBRWFgoqirr6/nv5MmTes9JfdfI7du3o3PnzqKd1/Dhw7F8+XLY2Ng8tQc5rVaLt956C6mpqdDpdPDw8EDTpk2rfNFekb4u1p/1mazy+kr0PQMdOXIEGzduRGlpqewFi7Gxsd4eUavjH1VN7vc2tG3btpgzZw5u3ryJzMxMvPbaa7CyssKJEycQEREBrVYr60J779690Gg0GD16tGw5mZmZmD9/PrKysmTzb9myBefOnRMNtaTlR0dH48GDB3jy5IloDL9ixQr06NFDdJ3cuHFjdOnSBS1btoSJiQni4uIwf/58+Pn54fr163j//fdha2uLpKQkbN68Gfn5+bKxUbZs2SJu4gDE9PXr1yMvLw/R0dFo3749kpKSROPH7OxsbNy4UfSgtmLFCri4uGDJkiWIiYkRvXdJ29G8eXMkJCSIbj87d+6MV199FTExMXrbagQEBGD9+vUYN24cOnXqhI4dO8LR0bHKbbt79y6OHTuGiRMnwt/fH/7+/sjLy8OpU6dw9OhR/Pzzz+JCLK3r119/jevXr4sOH6Tpq1evhqWlJWrUqCHGqvnyyy/h4eGBefPmwdraWlE8rtVqxRuqivu2qKgIly5dgre3N2xsbHD8+HH06NFDtDWr3F4IKL945efno3///ti9e7foYEKtVmPVqlXiQUcqlXRxcUGNGjX0Vv+SPHz4ECqVCg4ODigsLMTnn3+OmjVrolOnTujUqZN4GK/YzbCZmZmol3v37l3MmTMHNWrUkP2u586dw2+//Ybc3NxnOqbWrl2L27dvi3YCFY+1goICnD9/HkVFRbLuPLVaLQoLC+Hq6iqLffr0aZw7d040bJSWtXTpUjGWReX9Kt3MrayskJubC3d3d3h5eSEpKQn16tVDvXr1sGPHDrzzzjswMzPDjh079O5P6eVFZTdv3sT+/fsxevRotG/fHhEREejVqxeKiooQEhKC+Ph4xMbGys7vrKwsvaUXYWFhIoEeOnQohg8fDmdnZ3z33XeyziMuXboEGxsbzJw5EzqdDubm5lXemDZs2PBM25ecnCxeDFlYWIjG4T4+Pvj2228xffp0WcIqdQwjPaxL55KRkRE2btwoxrSSSD1wjho1Ch07dsTp06fFZ5cuXYJOp8O+ffvQo0cPnDt3Dn379oW9vb2iO9tatWqhb9++OHv2LL7//nvRDbCUuG3duhXdu3cX59GmTZvg7u6OAwcO6B1csmJiWLF3vYkTJ2LKlCmym3eTJk1gZmaG7777DkuXLgVQXq2yTp06+O677/DSSy/JzqeqrFixAu+88w4mTpyo6EkR+L/zUKrSJG1feno6pkyZIjsnpVLdmzdvolmzZtDpdHBzc0NAQADMzMxw4sSJKs99faq6X3399ddISEhA3759ZS8MevXqhZiYGL1jppw/fx6bNm2S/R7SPg8PD5e9tCkrK0PDhg0xcOBAxZvew4cP4+LFi+jevfszx/7yyy8xcOBARbsrIyMjhIWF4ebNm+IeampqivHjx+PEiROYM2eO7H4l7StXV1fx26pUKtnDua2tLbKysuDh4QFLS0tkZmZi0qRJyMrKgkajEd3Zm5ubo6ysTG97Com7uzsGDx6MgQMHii7IpftlxWung4MDevfuLZv/woUL2LJlC2JjY+Hn5ydrDB8fH4+5c+cqHrqlF0sVY9SvXx+RkZF444030Lt3b2zatAn9+/cXbZOlGgiVvfzyyygoKBD70NHREd7e3uIYr9iJAFCe7Fy6dEmxfU+7Z9jb24suxCt2xHTnzh1s3boVfn5+KCwsFJ0qODs749GjR4rYmZmZOHXqFG7evCl7rvj111/h5uYmeg+USM8fFUsm9+3bBwcHB7z88svivp6dnS060JE6awLKeyOtqFatWopedfWNZTd69GhMmzYN7du319sbpb5kp3///mIMnspJxOHDh7Ft2za95+SBAwcUydDFixexe/duNGzYEF26dMGgQYPE71lVb6RPnjyBlZUVOnfurFgvX19fvPnmm7Kxgb766is0bNhQNqRKRkYGdDodWrdujevXr+sd269Vq1aKF6kRERHYtWuX6KFPOr/1PQN17doVzZs3x+nTp0U7cDc3N7Ru3VoxzlR1/aOSod+zefNmdO7cGYMHD5adFNLbocpdaLds2RJLly5FSkqKLONeuHAhbG1tsXjxYtn8qampMDU1xYoVK2TLb9q0Kfbv348GDRpg1apVoiHg22+/DXd3d6xduxYeHh7YsGED1q1bh/bt2+P69esYMGAAevToIVtWRkYG7t+/j+DgYNkbhOTkZCQlJWHWrFmi20SgvD3BsmXL9D6wXL9+HUVFRbJ1AsovKvq2o1u3blixYgXWrFmDiIgIREREYNu2bVCr1di5cyfGjBkju6GcP38eDg4OePvttxEREYEdO3bg5ZdfRnp6Ov71r3+hV69esuU3atQIBw4ckP1mVlZWePvtt3H79m1YWFhgwoQJsnV9/Pgx8vLyFNvQtm1bfP3117CwsMDgwYPx9ddfi8Tjzp07KCgoEA/5kvz8fBQVFSn2rZOTE44fP47evXvD19cX+fn5SE1NxdGjR+Hp6an3Df6ECRPw4YcfomXLlvj555/F9JiYGL37vG3btti0aZNsf2i1Wly8eBE//PADsrOzRe9qUiPHUaNGISoqCidOnBD7tnPnznBwcBC9gFW0evVqURe3YpzHjx8jJSXlmY+pR48e4d69e3qPta+++kr04Fjxxj137lz4+Pgozr2MjAw8fPhQsaykpCS94/zY2dkhNDQULVq0gLe3txhw7vDhw7C3txdvEqXSMTMzM9SrV0+UOFb0ySefoGfPnooYjx49QlZWlqiKJl14Q0ND0b59e0RHR8PExASLFi2CiYkJioqKkJmZqbchcEpKCg4fPoy33noLJiYmKC4uFgPezZkzB//+978BlLdHateuHYqLi3HhwgXFcgCI7vwByN5aNmnSBEZGRqhbt65s/nPnzomHNA8PD5w+fRq+vr5YuXIltFotGjRoIOqgA8CpU6dgamqKGTNmyI7Npk2b4vz583obWOt0uiqriarVaoSFheHu3bu4d++e6DFLn0aNGmHnzp2iuqvk4MGD+OCDD2Tn0Z07d9C6dWv89NNPVS5Pn7S0tCq7xU1PT8fRo0dlN+GoqChYWlqKB/PKD5AV1apVC/v27UNERARq1aqF//znP3q77ZWqIUqlbps2bdJ7T2rRooVox1TZpEmT8OTJE5w6dQonTpzATz/9BFtbWzg5Ocl+T4nU+1jl+1t6ejpq1KiBd999Fz///LO4dnfo0AHh4eF6S55WrVql+D2A8s5FQkNDFTUQ1q1bhwEDBoiqkZLKv+uzxC4uLtbbrmzEiBFYuHAhvLy8RLvEtm3bonPnzmJfVbxfBQQEiJdyFR+Yqmr3J7VDqFOnjrjnSw99gwYNwurVq/WWIlS+fkk9wdna2mL8+PGKa+f27dtlD8dGRkZo2bIljhw5gi+//BIlJSXw8fFBo0aN0LBhQ2i1Wr29uG7fvh0qlQozZ85UxNi2bRs6deokq15esQt4fWbOnCnbhwcPHkRAQAA6d+6MFi1ayO75GzZsgJGR0TPfMxwdHfHTTz/pPZd1Oh2GDh0qnoGkff7+++9j8eLFin0eEhKC999/H++8847sXMrNzZW1/Zb0798f06dPx9ixY0V73cLCQuTl5eHjjz8WtXWe5cVTVfSNZSc1uzh9+vRTu+bPzc3F/fv3AQCzZs1CdHS0YgweX19fvddIoPyc3LBhAxYuXCgbl27YsGGwtLTE8ePHsWnTJpSWliIpKQmdO3eusv1n//799T7nzJo1CzNnzkRGRoZsva5fv453330XgLwr9aVLlyI6OhpjxoyRPWt4eXlh27Zt2LRpk+JFKgAx2HnF87t379744IMPxHWw4jPQW2+9pXhJIA1t8KwDYlf2P5UM3bx5UzxQVpSSkqK3C20pe3377bexa9cuceHJzMyEmZmZYv4HDx7ofYBzcHBAcXExBg0apMhO3dzc8PjxY9H7yOHDh/HDDz+gpKQER48eVdy8Y2JioFKp0KFDB6xdu1ZMl7rBbNCggewg8vDwgEaj0fvAIo3PU3md0tLS9F5kHRwckJOTA2tra/To0QM9evTAwYMHsXnzZpw8eRKnT59G/fr18dJLLyEpKUnWVqNbt264c+cOwsPDERMTg7CwMDx8+FAWp3LXplKDw+LiYly6dAkzZsxQrKuUyOrbr7m5uRg/fjxefvllfPfdd+KN8ezZszF9+nRFD0fjxo3DxIkTxbgzkp49e2Ljxo0AgAEDBmDhwoWYOXMmrKysZA+NFWVkZOjtEEEazFTf+kqlIxUHm338+DGMjIwwbNgw+Pn5iWolO3bsQElJCd5//31069YNSUlJOH78OFauXImysjIEBARg2LBhsnrXKSkpirYvQPlAbdU5phITE6s81kpLS/H2228ruvO8deuW6EGuIqn+cOVlPXr0SG91mbfeegs//PADgPKE4PPPP8epU6dgbGyMXr16YdKkSeKN34ABAxQljpJ79+7hzp074sJakfS7PXnyBE5OTnBycsLNmzdx69YtdOjQAefOnQNQ/tbUysoK+fn5YgRyDw8PWXslACIpdXBwEOOnFBQUyBqVSzchExOTKm9IUoPfyqQGv1KVNGn7rKyssHjxYmzevBm9e/fGwoULcejQIfEbVS7NDQsLQ0hIiOLYHDBgAKKjo/U2sJYeKCtXodPpdHBycsKnn36KRYsW4cmTJ3qvKRJpLKfKpVUZGRnYsGEDWrZsKeadOXMmHjx4gKKiIlESMXXqVDEWS8WqPBWrFxkZGWH69OlYvny56BAiJycHy5YtQ2lpKbZt2yYbT8jMzAxnz54VydCdO3fE9b3yA6SNjY0oqUxMTMQHH3yAgIAAMTCmNEhlxZoBLi4uuH79uqz6x507d3D//n3RRhIofzO6fft2FBcX45VXXkFQUBCsra3RrVs3dOvWDYsWLUJaWhpu374NtVoNrVaLl19+WWxjXl4emjVrprhfScNDVCYl+JKCggKcOnUK4eHhVV7XTExMUFBQgM8//1xWA6FevXpITU3FlStXZNUyn7acqmJrNBqsWrVKb7ur1q1bY9iwYRgyZAguXryI48ePY8aMGXB3d8drr72GLl26iPvVpk2boNVqYWpqildeeQWtW7dGUlISDhw4gEuXLqF9+/YYMGAAvvnmG6xbtw6urq7Q6XTo27evYh9KtQMqunfvHsLDw3Hq1CnZ9RQor87UunVrcb2r+HtLLzsq/95TpkyBWq3GrVu3EBcXh2vXruHXX39FUVERZs2aJXo9kzp4unjxIvz9/WXX1OjoaOzatQt3797FBx98AKC8t8q6deuiZ8+esvNLn8r3/C1btuDSpUuoUaMGmjdvjg4dOsDb2xvnz5/Hxx9/LKqhSqq6Zxw/fhw6nQ5ffvmlIpGXHvAr09cF+r1795CYmIi0tDTFCwRLS0tZBzKSnJwcODs7o3fv3qK9UqdOndCuXTvZ71wx6aqcgFUuva/8Mlca4Hr9+vWyqpRNmjSRjZFXUVFREdavX4+TJ0+K66CRkRFeffVVLF++HFevXhVj8Li5uSEtLU3vsB+XL19GYWEhzMzMZOPSzZkzB8HBwU89Xzp16gRLS0vodDpRyj958mT8+OOPshiOjo4wMzPD6tWrZWMDlZWV4dy5c3BwcJB1pZ6SkqL3WcPb2xtpaWl4++23FS9SK6pqfWfNmoX09HTxDCSNUfjmm2+KZ6CcnBy9g+w+q/+pZMjY2Fg8oFRUVlamt859eHg4LC0txZsziUqlEhl7RWq1Wm+PG9K8+n7g3NxcGBsb4/Tp0zhx4gRiY2NRr1493Lt3Dw0bNsRPP/0ke6uRk5Mj69lJkpeXp/fhsaioSLSpqfzAUlRUpLfoUBrDQN922NjYICcnBxEREThx4oRoGCgVw9+8eROJiYlo0aKF6AZUUrt2bfTu3RsREREoLi4WHSUsXboUXl5eyM3NFVUYpAbXKSkpMDMzQ0FBAe7fv6+ow19cXKy3ganUpaTU45c0uKGLiwu++eYbUVWwokePHuntIlwqIQAgqnDl5eWhRo0aYhyGCxcuyBrISxfAynW9papilUndSEsjMksNbn/++WeMHj1aViWgdu3acHBwwLp16/D+++8jOzsbMTExiImJEWMvFRQU4D//+Y9sXBozMzNFV6gARIJbWVXHVF5ent468kVFRTAyMsLt27cVVYuk0pXKnjx5ojd2xR7xKvL19RXnkY+PD7755hukpqbC0dERixYt0luaKpU4FhUVISoqCuHh4bh9+zYAyMbckGRnZ0OtVuPixYuoU6cOOnfuLB6g1q9fjzZt2uDMmTPo1q0bXFxcEBMTg2PHjuHtt9+WjbsClFfNksYRatOmDVatWoXLly/j+vXrMDc3lw2YWNmkSZNkXWLfu3dP77Hj4+ODe/fuKbavXr16oovixo0bY9myZbh9+zbWr1+vd3yN4uJivdcoqRrJvHnzFA2s9+zZg40bN2LMmDFQqVTIzs4WJa6dO3eGq6srPv/8cwwbNgzz588XD2KVhYaGiqS44kNRWFiY3i7DL126JOqeA+UlKdJ1QF87IqD8uI2KisLYsWPFW19p7JOePXtiyJAhsvl3796NX375RQyE/Morr4iqMa+88spTu+2WXmjcvn1bJGlSN78VX6CYm5vLxhE7cOAAmjZtCiMjI9jY2CA5ORmrV69Gx44d4eHhgb1798Le3l78rtnZ2fDz88P9+/dFj4CRkZG4cuUKBg8ejB49euD8+fOK4xIoL2WVqkjr27dXr15FeHi4qBbdqlUr5Ofn486dO4qHr0uXLkGtVitqIEg9jkkl8dLxZW9vj+joaDHm3bPEDgoKwqlTp/D1118r2l1Jib1Op0Npaan43MrKSjy8W1tbo6CgAEZGRujduzdq1aqFn3/+GceOHcP06dPh5eUlxjGysbGRJW/Dhw/Xm8xL3RFXPPekAZU7duyoGBi0oKBA9hAs/d7SPf1pv3f9+vXFcWRhYYHo6Gg8efIEEyZMEB0opKWlobS0VPbQHhkZiV27dqFFixZITU3FZ599Bp1Oh8ePHyMmJgZffvklAgMDFcez9FA+duxYxT2/efPmyM/Px7Vr10SJkVqthk6n09sOpKp7RkZGBoyNjWXnsqRGjRrIzs5WPLfcuXMHDg4OiuudkZGR3q7769Wrh8uXLyt6DwwNDUXHjh0V4ytVpO/eLgkMDPzdQa7XrFmDf/3rX7C2tsb69evF9Jo1a0Kj0SgGWQfK2x8+fvwYU6dOlXWUs2HDBvzwww8YNWqUGIPnxx9/RFlZGT755BO0b99eVu37l19+gYODg+x6061bN+zbtw+7du0S81c+Xw4fPowff/xRtHOVPmvcuHGVg4frGxto165d+Pnnn2FkZCSqkEu9TlYmjZ2m70Vq5fn0re9PP/2E5s2bIzExEUZGRmjatCnu3buneAb6M/5RyVDlrLyymjVrIi8vT+xIlUqFrKwsqNVq2NjYiPmkNyxZWVmycYokDRo0kF3QpPlNTU2hVqsVy9+6dSucnJxE72HSZ7dv3xbdeG7YsAEdOnRAYGAgatWqJdprjBkzBgsWLBAnMABZT0ISqU5rxXUCgGPHjsHV1VXvA4tUb73id6SxlUpKShTbsXbtWqjVaowZMwYeHh5488030aFDB5FIvvXWW0hJScGUKVNE9R+gPLG5cOECjh8/jtjYWNHDz6effoopU6bAzs4Op06dgpWVlWj3derUKWRmZmLFihVwdHTEmDFj8OOPP4q3+NK6WlpaykrPpOl79+5FjRo1ZG9epRv/rVu39Hax6OnpqXhTC/zf2DYVSVVgrly5gi+++ALOzs64f/8+PD09kZmZiZKSEsTExOD06dNiPKWoqChZT0hAeelLWFgYIiIiYG5ujlatWskGm/3hhx9k80tcXV2Rm5uLhQsXIiYmBt7e3ujevTs6dOiA4OBgDBkyBJmZmVi3bp24EPj5+eHSpUuK31Vf42ag6mPKyspK1i7iypUrSElJwZEjR+Du7o4tW7bg3r17su48vb29sW7dOtEdqRTb2NhYtn1SDBsbGzx58kRWnzs/Px8//vijGCQVKE/wpPMhOTlZ7xhHmZmZyMnJwejRo+Hs7Cyqaxw6dAh3797VG6N58+aimP+NN96AlZUVdu7cCSMjIwwfPhxnzpyRnd9lZWWia9WKxowZgzlz5gAoH8coOjoaubm5aNmypehEobKysjLcvn1bb5fYU6ZMwfbt22XzX758GaWlpYrtq9yw1dHREY6OjiguLsb27dsRHBwsu/G89NJLimuUdC41atQI7u7uimOxV69eKCgowOzZs1FSUoKZM2eK31zq2tbS0hIqlQolJSWid7DKLwmkkpbKpVUWFhbYtm2b4jwKCwvDhx9+CKD8fC4uLsa3336reGCpPODssGHDEBsbi9TUVADlpZlffvml3vamx44dU3TbLVGpVLKHR6mBcK1atVCrVi24ublh4MCBGDBgAH777Td89dVXePTokeLlk9RrobTeqampeOedd7B161a0atUKUVFR8PX1Fdtas2ZNbNu2DV5eXjhx4oTi3JcekgcMGIAdO3agR48e8Pf3x/79+0UiWvF+9fjxY9m+PXLkCPbv348aNWpg+fLlaNOmDcrKyjBx4kR4eHjAxcUF33//PUpKShS/h1arVdRAWLZsGYDyY7diL5Y6nQ6bNm2Cvb39M8cGyq9hldtdmZubIzExUYxNYmJigldffRUtWrTApUuXkJWVBRsbGxQWFmL16tX46KOP0LFjR7i5uaF27dqiLVydOnX01uwAUOU+3LBhA8zNzcW5l5KSIoa/uHPnDs6cOYOJEyeKa1SDBg3QunVrsdzU1FQMHToUx44dQ/369fX+3uvXr8f9+/cRFxcnqrc2bNgQffv2hZubGyIjI0UHT126dEFERARu3rwp7nHHjh3DyJEjkZSUhJdeeknWWULLli1x9OhR7N+/X5EMaTQaREREIDc3V4yfJN3z16xZg6ysLEybNg01atTAjBkzMHXqVCxZsgSrVq3CF198IfYToLxnSNOtra319l4GlL+o+uGHH/Cf//xHlsR8//33sLGxUVzvLly4IDqIqDj/3bt34ebmJn67CRMmQKvVon379mjTpo2ieqzEz88PX3zxBTQaDXQ6neh1EChPwk+cOIHi4mKYmppCpVKhrKwMGzZskCW/hw4dgq2tLV599VVZMhQREQETExO915asrCx89tlnsmrFzZo1g6mpKZYsWQKVSiXG4OnZsycsLCzwyy+/ICkpCRqNRpyTjx8/1pustWjRAlu3bsX3338vO1+GDh2KpKQkhIeHIy0tDb/99htKS0tRt25dJCYmoqioSFYiLg0e3rNnT8XYQAEBAbhy5Yq4v+3Zswdt2rSBra2t3s6Mzpw5AysrK70vUgHoPb+HDRuGlJQU0RHX2bNnMXz4cHEdBMqrOld8Bvoz/lHJ0KZNm2BnZ6e3dAaAKA0YNWoUNBoNZs6ciZycHPj4+IguUCu+YVGr1XobRtarVw9Xr15VzF+jRg1YWVkpll+/fn2MHj0aCxYsQGJiIkpLS7FlyxYxJsyQIUPQtWtX2XoPGDAAq1atEg8P0gn80ksv4erVq4qxUaS32WvXrkVZWRkOHDiAlJQUJCQkYPbs2Th37pzigaVTp06Ijo7G/PnzxTqlpKSgqKgIjo6Oiu3Q6XTo2LEjunbtKksm+vfvj++++w62trZwcXERD5FPnjzBiBEjxJv/Dh06YNCgQXB3d8eqVavEg2tMTAzKyspQr1499O3bV0xr3bq1rMeTr776SrGupaWloteqitPz8vIwcOBArF+/Ho8ePYKRkRG+/PJLcSIWFRWJB3OJ1OWq1LC+4tg2bdq0UVThAcrfDPbq1Qv9+/fH0KFDMXHiRNja2mLFihUwNzfHli1boNFosGLFCjg4OOC9997DoUOHxPouWbJEvOmbP3++4s2/t7c3Dh06pBhTYdq0adDpdHB0dMSCBQtkJWb+/v7YunUrxo4dK3vIf/LkCSwtLRW/q5ubG27evPnMx1ReXh4KCgrE9O+++07Elm5yu3btkq2vtM8qx/bw8EBiYqIixqNHj2BlZSWrz33nzh3Y2NigadOmWL58uaLBbVlZmexN4tGjR3H+/HkxaOisWbNQu3ZtvP/++7CyssLQoUMxc+ZMRQxbW1sMHDhQlgi2bdsWTZo0wYIFC/DBBx8ozu8aNWrgxo0biu5gpZJNoLyqg3Q+63Q68ZBW+U3YunXroFKpMHLkSFmX2GFhYXBychLJ2549e3Ds2DFkZWXByckJEyZMkG1fVS+H9u7dK85NFxcXcd3RaDSIiYmRXaNSUlLw5MkTdO/eXe8+B8pLM999913cu3dP9DJ09uxZ2UsKqWpCUlISsrKyFI2f09PT0aFDB8W6du7cGWVlZYrzaPjw4WjXrt1Te+urXMUmIiICbdu2RUBAgKy0qVWrVti5cyeCg4Nl81euRlvRV199hUOHDikaCAPlgw5LD7xGRkZo0aIFjI2NMX36dMVyXn/9dZw9e1acF0VFRVi8eDH8/PwwYMAAfP7557Kuf+vWrYv79++LAWwrn/uSBg0aiP0vdUNf+X5lbW2N/v37i327fPlyqFQq1K1bF++9955oi3bkyJFn+j3CwsIUNRBWrlyJs2fP4vDhw/jss89k6xgVFVWt2KtWrcLw4cNhYWEhe3kzceJE3Lt3D02aNMGHH36IFi1awMjICIGBgWjXrh3mzp0LZ2dnjBo1CjVq1ECHDh1w+PBhBAYGyu5X+/fvh62tLT744APFdV7qxELahzNnzhSN6V9//XW8/vrrqF27Nvr37w+tVotx48bBxMQEe/fuxdq1a8VA4gMHDsT8+fNx7949lJWVIS8vDxs3bsSdO3cwe/ZsbNiwQfF7P378GNeuXUOPHj3QtWtXRdV56aWDxMPDQxbj0aNHCA8Px927d2X3vMpj3FT8W6vViupRDg4OmDt3ruyef+nSJYSEhKBBgwbQaDTo27cvmjRpgiFDhuD777//3XuGNF2qGXPixAnFeF1t27bFo0ePRBIzfvx4UfLUrl07BAcHy6530jOTvqQnODgYGRkZst4Dr127hkmTJsHa2lpWPRYov49dvHgRPXr0EB1A9O/fH2VlZdi+fTu8vb3x6quvYtOmTWjYsCGuX7+O4uJi5OXlyZK79957DytXrlQ8U2g0GkybNk30YFnR4MGDFQnivn37cPjwYRQUFODRo0diDB7pHlWjRg3s2LEDOp1OnJM2NjZ6S+lmzZolevWTzpf169fjs88+g7u7Ozp06IDRo0djwoQJUKvVCA4Oxt69e0Vbo8rrtWTJEsXYQFINkYcPH8LFxUW8/OrUqRP279+vd2y/N998U++L1A0bNuDhw4cICAiQnd8jRoyAVqtFu3btMH36dMydO1fxUisgIKDKoQCq6x+VDDk6OmLQoEGKNgCSO3fuYOrUqZg4caJsXBF/f39oNBrFGxatVosff/wRJiYmsrdge/bswejRo1FWViabv0OHDjA1NcXVq1cVywfKu6A+fPgwjIyMUFxcjLfeegt9+vTRW+3N2NgY//73v9GvXz/ZCezm5ibGRgHKG0v6+Phg2rRpsLe3x969e+Hq6ioG8fz888/h5eWFOnXqKB5YzM3N0a9fP9k6tWrVCm+++Sbs7e0V21G5Nxt9TE1NRRF9xcFYW7duLUv2Km5baWkpVq9ejSFDhoiT++bNmyIxAsqrAqnVavj6+irWVaVSVbkNTk5OCAsLg7GxMUpKSsQbgwYNGui9ULi4uODSpUuyfevn54dr166hQ4cOinrNW7ZsESUCarUaGo1G7NfFixdj1apVyM3NhU6nExe4119/XazvzZs3UVhYiGbNmiEtLQ0uLi6y5Q8ePBgLFizAlStXZN0BA8Cnn36q92IqPeRPmTIFPj4+mD17tnjIl9oXVD4+q3NMSTd2abp0bPbu3VvvoH4V6Ts3kpOTFTHmz58PZ2dnREZGyupzJyQkYOfOnWjWrJmiIXVhYaHsTeIvv/yC9u3b48aNG7LB5SQODg5YvHixIka7du0waNAgkeBLLC0tMWXKFIwYMQKDBw+WbcPPP/+MdevWITExUdae4dixY7IL9Pnz53H8+HHR4P6rr75SJFAXL17ERx99hEaNGuHbb7/FSy+9BFdXV1hYWIgkV7qZm5iYwMnJCTNmzFB0z79//37ReLhGjRqiy3wjIyMYGxujuLgYjx49EvXDAYhOJyqeS48ePcLu3bv17nOpep65ubmsA4fK7Z4qduyhj4uLCy5cuKC3qp70sFn5PAL+r7e+bdu2obS0FDdu3IBKpYJGo0FUVJQYoA8ofyGwYcMG0f6v4nGwe/duANA7gOobb7yh6A64qgbCERER2L17t+ztP1BevTMqKkq8lZdK3Q4fPoxXXnkFb775JhITE7F792707dsXPXv2FA2bpSpx0u9jamqKNWvWPLVb2ho1aohkruJxru9+1bNnT+Tm5mL06NF4++238cYbbzx1jJeqfo8nT54oaiBkZmZiz549eO+99xQl7r1790bv3r2fOXZERISs5ytJs2bNcO/ePUVX8d99953sWKo4iGZ4eLiokg6UJ1SpqamwtLRE7dq1RUlOxUQjICBA7MPDhw+jSZMmmDBhguxNt06nw7/+9S9R/dbX1xdjx44VPYD5+flh7ty54nonVW+Uuo3W93ubmZmhffv2OH36NH766SfUrl0bjRo1gqmpKTw8PPQeBwMGDMDFixfh5OSEzMxM5OXliWcBidTeRap6VLn9i0qlwnvvvSdbH4mVlZW4ZlS85zdo0AA2NjYoLi5+6j1Dml5WVobMzEx8++23ihjSbyY9JyxduhRdu3bFiBEj9F5HnvbMBJTXpqj4snHu3LkYMGBAlZ0YDB06FOPHj4erqys2bdqEpk2bYtu2bejRowdOnz6Nbt264dChQ/D09ISTkxMOHjyIhIQEWZMLqZnFqVOnAPzfvXXq1Knw9/fX29V4/fr1sX37dnz00Ufit/31119hamoqujev7PXXX0enTp1w5MgRtG3bFra2tjh8+DA2bNiAO3fuyKrb5eTkYODAgbLtPnr0KHr16oXevXuL80sacgDQ38MdUF4bq7CwEN9++62ix8i6devC29sb9+/fFz0y9+/fH35+fopnjalTp4o2r1W9SK18fgcGBsp6sOvWrZveQZlbtmyJTZs2iaYTf9Q/KhmqU6cOEhMTq0yGJI0bN1YMvGRqaqp4wwKUXxD0vQXTVyXmacsHyuto67uwPE3lExgob3xXeaAwydMGJzQzM1P0OPW0dapqO4Dyt8gHDx4Ufx86dEjW9kOr1eL69evw9vbW2y4DkG/bwYMHxZsYaZCyirGzsrJkdeUrq2q6vn01e/ZsDBo0SG87MX2GDRuGadOm6e1PPywsTFRxsbe3R3p6unhglE6+ilUwAeU+lwabXbt2rRhsVtKwYUMsX74cv/76q6ja06pVK7zxxhtVdqf7tId8Y2NjODo6Kn7XP3JMVWcgTIm+Y8rLy6vKZVWuz71582ZMmDBB71hiUslexXYpJ0+ehJmZGYqKikTnBRWZm5tXWWe8qjZ4ZmZmika6vXv3hrOzMw4ePIjIyEgA5W9oa9asKY6b9PR0LFu2DC1btsS5c+dgYWGBJ0+eKB7+8vLyxNv1il1iS9UbBg8eLF4ipKWlQaPR4NChQ3j11Vdl2/f+++/j2LFj+OCDD8R5lpaWhu+++w6vv/46/Pz8sGzZMmRlZck6l6hsxIgRVe7zESNGYNSoUaIRdZMmTcRNvaioCHFxccjKysL333+Pfv36iRtt5So5+/btQ3p6OkaNGgUnJydF6f6iRYsU55G0T5s1awZzc3OsX79eDLaXnZ2NPXv2yKqJrFq1Su9AhMePH4dKpUJcXJysq26dTicGVwaUwxVIVWUrNhBu1qwZQkNDFTEyMjJw9epVPHjwQFGCPXfuXLi6uooBd8+dOwdfX1+cP38eZmZmsqpnd+/ehaenp+wBuHLvgzqdTlRdrUjf/U1iY2ODOXPmIDw8HNOmTUOtWrXw6quvPvVeWvn3qKrKZEBAgKhKp28MlN+LXVRUJEotCgsLZVVLtVotPDw8FA9igLyNbsW2d3fu3IG3t7cY80zaltTUVDg7O0On04lOHCq3P5P2ob29PSIiIjBhwgS0a9dOdu5VrOZTs2ZNmJqaisb6gPx699133yE5ORn5+fnYunWr3t/bw8NDHMf9+/fH22+/jStXroj2a08bE8rIyAivvfYaIiIisGzZMvj7+4t91bJlSyQmJiIzMxMDBgyQ3d+k+0TFe0zFfdizZ09s2LAB//73v2WdkWzZsgX9+/fX2yYRUN4zKo8NpY/0nNC/f39EREQgODhYsc/1zb9p0ya9bcQlOTk5SE9Px759+9C4cWPFyzIzMzPFvT0mJgadOnXCoUOHAJS/rFy7dq241z+tDWjFZFyq1iv9hhWvLV5eXjh79izGjBkDb29vqFQqFBQUoKSkBB9//HGVyzc2NhYdJQDlL3Hs7Ozwyy+/iK7Ta9WqhYkTJyqO648++gjHjx/H6NGj0axZM7z66qtVPg9UNGXKFEydOlVx/hUXF2P9+vWy7QMgupCvXCun8v55Fq+++qrs79/rFRFAtcZmq+wflQz1799f1kNTZR4eHvjoo4+wdetWRXWPgoICNGnSRG/dUX1v96U6vJXnT09Ph729vd7qJIGBgbI+1LVaLWJiYkSd94r13aVuJa9cuaJ3WSEhIYrYWq1WVBurOL9Go8GNGzdw9epVvd/RVy0gJSUFRkZGsmVJbRny8vLw5MkT2fy7du2SvfkzNjYWVROA8jfIUiNErVaLq1ev4u7duzA2NoZWq0VRURFCQ0Oxa9cuGBsbo2nTprLqFr/99hu8vb0RExOjdzBPFxcXvb9dx44dUVpaKvssODgYhYWFVSZDlee3sLDQ2+ECUF5l8saNG/Dw8ECzZs2wefNmJCcn4/Tp07CwsKiyykXl38/JyQn9+vWDvb09wsPDYWRkhMWLF4vBZvXdNG7duoWzZ8/qbdw5adIkvQ/5V65cqfKYGj169DMfU1qtFg4ODorpZ8+e1dvIX6VSISMjAzk5OWJQ3Ir7o0+fPoplSWN6VFwnqS2Wvgdz6c1g//79kZSUJN4MZmdnIzw8HCEhIaJnKCnBqHweV2wL+NNPP8keqLRaLWJjY1GjRg2sXr1asf/Gjh2reHgMDAwUN9kzZ86gYcOGGD9+PG7cuIHFixdjy5YtGDlypOym7uLigszMTDg5Ocm6xL5w4QKsrKwUv2tcXJze7du2bRsmTpwo+z1cXV0xZMgQfPnll1i5ciUGDx4s6zJV34C5ZWVlSElJ0bvPv/vuO1y+fBlRUVFYtmwZTE1N0aZNG9StWxc//vgjiouLxXhK27ZtEyOGV06Gqur0oKioCDExMXrPIwCiIbVU/cLJyQlarRZeXl7Q6XTo1KmT6F1OpVLh2LFjOHHihOw3LSoqQqtWrfCf//xHtuwNGzYgPj4ew4YNU3RRfPToUSQkJMDKygqXL18WDyl5eXl639R//PHHePjwIe7evasowZZ6H8vNzUVRURHS09Mxc+ZMqNVqTJgwQZYYHj9+HP7+/rJzv+JwCUD5uVa5FzOdTqc4v6V9K40vJk2XakGo1WrRcUhsbCxq1qwpBnHWdy8Byh9oKtZAiI+Px+7duxVjoKhUKnz33XdYt27d78b+9NNPxQO/vjaBKpUKPXr0wK+//iq7FkolhdnZ2Xp7E6v88DVhwgR88MEHenu5A5TXig4dOiAjIwMxMTH49ddfxXlWebDcyqUYWq0WaWlpyM3NRdOmTZGQkICZM2fC1NQU//73v/X+3nl5eYiLi8Nbb72FX375BcnJybCxsUHDhg0Vx60UIzU1FZGRkThy5Ag+/PBDXLhwAdeuXRMdMtnZ2aFt27Zo3rw56tevX2WnOD/88APOnDmj98165c5ITExM8PjxYzRq1OiZ7xmA/odUrVaL8PBw2f3KwcEB+fn5iIiIEPtcut5ptVqcOHFCzC91kiPR1+732rVrojOFoKAgvPnmm+Jzffd2qdq4VMLbsmVLtGzZErt27cK2bdvE4KWVlZaW4uHDh+I43759OxITE/UOT7F9+3asWLECJ0+exP3796HT6dC2bVt06NABOp0Oqampsvv9kydPcPz48aeek5Xp6xjCy8sLjo6OqFmzJr7//nsUFxdDq9Xi3r17eju4qKi4uFi2rD179uDOnTtVbl+PHj30rmvl2g1PW1+gPKGtWbMmsrKyFM9zlduL/lkqXeW1/QeTBjitW7eurI5oZmamqEakr+6oNEK91ItFZGQk1q1bp6hrmpOTg5ycHPj6+iqWk5OTI6qUSH2oS29apGp47777LjIzM3H+/HnUqlULSUlJaNasmawaXX5+PmJjY0W3qxLpZ9L3lkin08He3l5RzSslJQUnT55EaWmprF93jUaDkpISxXbcvXsXubm5GDt2rKwtw65duzB8+HC9b4PS09OxZMkS0aNWxXUF5G+Is7KykJGRgbZt2yp6FVm+fDnOnz8vqrpJ61RaWirGbqncN71Wq4W3t7fovlnaP9K/K/dklJ+fj5iYmCr3bWhoqKIKjzSejbe3t3hQuHHjBh4/fizGA6q4D2/duoX9+/crtkOyYcMG3L17F/b29oiKisKvv/6K+/fvY/HixbL5Ll++jJ9++km0lfDy8kJhYSEeP36MOnXq6O3pKioqCqdPn1Yc/0VFRUhKSlL0LFXVMfV7x5qZmZneqllS42QzMzNRTTEvLw+JiYmKcSCkGJXPSWlQUKldTUU7d+5Ez549Fb+RRqPB3r170b17dzEmQWJiIhwdHZGZmQkbGxsRQxp3pKioCH5+frIHk6ysLKSnp8Pb2xtOTk6K+JMnT1bsj8DAQCxcuBBubm6YO3cumjdvjm7duiErKwtjx46FsbGx6NZfeoiWEu8tW7Zg165d2L17t6jK0qVLF0V7G0mjRo1k2yf1ziN1DS1Vg5EGwK34+9SoUaPKc6mkpARarRY//PDDU99CFxcXIzo6GpGRkbh06RIsLCywYcMGDBs2DMXFxVi4cCE2btyIbt266e2YRh9psNC33npLcU0FII7nHj16YPfu3Thw4ADy8vJgZ2cHX19fTJo0SYwNsnPnTvTo0UNWrcnY2BhOTk6KarxA+YOe1E3w0KFDsXjxYri4uCAtLQ0TJ06EVquFubm56MnQyMgIBw8eRHR0tGzwUaD82KlZs6Zi/au6J5WWlkKtViuqxOTl5eG3337Dt99+W2U7qcpVWo4ePfr/2PvLuKrS9w0cvXbQKVIioGCAgCIGooLdHaNYg2Pr6IwttmIrdncX2K2ogIiIiEqDdHdJ597nBZ/nmbX2Whtxft//+Zw559xvZmbPYuUTd1z3dfHuVzk5Oairq8PMmTN532337t2RmZkJb29v+Pn5oby8HCoqKtDU1OT9Hi9evMDq1atZMLbly5fjt99+Q2hoKAIDA+k73LRpE+Li4jB79uyfXtvb25uKbq5atYql3yQWi5Gfn49Tp05xSGyqq6tpzwNzv3rz5g2mTZsGJycnlpB1aGgonj59innz5nEYzOS9Q6BhHdy6dSvev39Paa4JFJVQjpP5VF9fz5uwZTrJst97y5YtyMjIgLq6Ojp06ABra2tYWFjgxYsXmDhxIqfhPDY2FkePHqVSDVKplHW/fM4xXxIEaIAmFhUVwdnZGUeOHIGdnR0qKyuRmJiIjh07coh3CgoK8OnTJ05AKLtnyLqVfNCv169fIyoqiuMDEXN2dmatdxoaGigvL0f37t15j5cV8n3w4AGePn2KLl26oLa2FuHh4SxofteuXTl7e3BwMAoLC2FtbU0RDnFxcfj27Rv69++PSZMmsUhSsrKycOrUKQptl30fnp6enLXF1dWVA/cqKSnBiRMneOm4SduDvDVSNtEkj/SJwL6J8HdoaCi8vb3x5csXaGhowN7entO7HBERgW3btsn1EWSfLywsDLt27eJ8f2JXrlyhaAIS9JB1oEWLFhySqtraWtjZ2TVpHczOzsaZM2c4a3NT7T9VGWKaRCJBSUkJBAIBNDQ0aDPm4sWLOeW1P//8k4Oh9PHxoYr2AHDz5k08ffqUOi7jx4/nQC7mz5+PJUuWcM4PNGS0+vfvz+JQ/+uvvzBr1ix06dIFLi4u6N27NwwNDWFqaorr169j1apVnGzspk2bYGhoiIULF7Im/KFDh6Cnp4c//viD09eyaNEiLF++nAPzWrp0KQYPHszhdZ8/fz5mzJjBeY5FixbB1dWV08ugp6eHDx8+cIKh7OxsrF+/HpaWlti0aROWLFmCXbt2YePGjdDS0sLChQvlCjbKWmJiIgYNGsS516VLl8LOzo6Xm37Tpk0QCARYu3YtPDw8MHPmTKioqOD06dMAuGVVooVAemWIHT58GAUFBY1CeIB/VOaBBrzxhg0bOKX369ev8z4H09asWYOzZ89i+PDhuHz5MgQCAWezIIvJ2rVrKQvMmTNn4OHhgbdv37LoemX/hqlHQ96TiYkJxo0b16QxRcbg1KlTOWMtMDAQ79+/50CzVqxYgaFDh2LcuHE4fPgwlJWVsXLlSqxevRp2dna0KkbOtXLlSgwYMICj6+Du7o7IyEj89ddfMDY2Zn2LoKAgDB48mPNeq6urqb7AkCFDMGTIEKSmpmLjxo1QVFTkZNGBhmqwbMNoY/ObsK59/PiRtZBXV1dj5cqVWLhwIaKiomilNDc3FxoaGhw6Z1nz9PTEnj17kJubi4MHD8LHxwc+Pj68x3p4eLCeb+/evXj58iX69u0LMzMzzJw5E/n5+fDx8YG+vj5GjhyJ5ORkBAYGYsqUKbhx4wYsLCywevVq1jts7J0D/2TglJSUYGtri/LycqpxIRQKacb527dvMDc3x7lz5yiVvKzJBvExMTHYtm0bL0kA0MCARwLpcePGQSQS4dGjRzAzM6OMXGQM6enpoVevXlTslAioXrp0CREREZxelMLCQsryxbSqqiqIxWJs3rwZBQUF6NSpE31GAwMDui8wddIuXrzI6UEDGtTjpVIpZ07KM3V1dTx+/BgzZ87EsGHD4OLiglmzZkFfXx9nz57ldQLv37/P2xvh4uKCnTt3yn23AGBkZIQZM2Zg2rRpCA4OxsGDB7Fx40bev9m/fz9qampY7zE3NxdGRkY4duwYq2KWnJwMoVDIy+In79ovX75E9+7dOY7XhQsX0LFjR6xZs4ZFYjN37lwMHDgQDg4OrP1KV1cXd+7cwfnz51lC1oQh76+//oKSkhKHEnvq1KmNimQOGTIEioqKKCgoQHR0NGJjYzlsXh4eHmjZsiUWL17MK5DLNIlEQnvg9u3bx4GEBQUFsZx3YufOnYO5uTndx5jXyM/PR1xcHAQCARXqDQ4OxrFjx3jFLisqKiiz2alTp+Di4gJDQ0P4+fnhw4cPnPV59erV6NixI2c9l90zZJ1q2WQf0LBfrV27lrciTYy53q1btw4KCgpytf9k7c2bN1BWVkZUVBSkUikqKyvx7NkzAFy2SLK3z507F3FxcTTpQQKRHTt2wM3NjfM9Tp48CaFQyPEpNmzYwKrohYeHo3nz5qiqqkJ9fT0H+vrkyROUlJRgxowZ8PT0xOrVq1FcXIz79+8jPz8ff//9N1q3bo1Zs2bR6pRsDxixyspKiEQiHDhwgEP6RKBxAoGAQufLysoorbqsPX78GACwc+dOuLm50fs6ceIEr4wCgRDLvg+ggVnx77//pmgCdXV1WtFVUVHh3O+CBQvQrVs3LFu2rEnrIIFt/1v7zwVDQUFBePLkCRISEmgmWiQSoU2bNqiqquJsbEBDVqRnz570v+/fv4/79+/DwsIC/v7+iImJwefPnzF58mQIhULcuHGDZpCZVldXx3t+oGFjla12FBcX0wVOWVmZZlO6du2Ky5cv88KNkpOTsWfPHrRs2ZJz/nXr1vH+jbq6Oq8aOt89NfYc8noZLC0teR3KqqoqlJWVwdnZGZqamhAIBBAKhVBSUsKECRNw6dIlSsEpb5CqqqrC0NBQ7r3K+x1gvys7Ozv6O2H0krXff/+d993yaRcQq6ioQEFBAc0GxcfHw9/fH8rKyrzZj8bul9jx48dpqf348eO8xyxfvpyyUykoKGDHjh3Q1tbGyJEj8eXLFxbDG7HZs2fzOl2/OqZyc3OxevVq3rH24MEDXmiWoqIiPn/+TMkHCDSLZNllz1VRUcEbdKipqTUqEMjnXKSkpHDGv6mpKQQCAW3slTW+htHG5vedO3fg7e2NkSNHUqhQXl4eAgMDoaioiAsXLmDChAn0OQMDA9GpUycO0YCskSyumZnZL2GqTU1NsXPnThw9ehRr166ljl19fT06duyIJUuWQFtbGxEREbCzs4OtrS0uXLiAefPmccbmz945syIUFhYGXV1dKCgo0M1eS0sLFRUVeP36NaRSKUpKSqjTQYz0abx//54TTG7evJn27cga87sKhUKMHTsW+vr6uHnzJvz9/VkaHmZmZsjKykKrVq1YAqrfv39HYmIii8oWaFiTo6Oj6X8z5Qrat2+PNm3a0B7Ma9eusZrQZXXSpFIpEhMTWesQOY4ZJDTWc0AsPT0d8fHxCA4OhoKCAm7evIlFixZh5MiR2LZtGwwNDWFvb08rYGVlZQgJCeE48s2bN5eboZU1oVAIe3t7tGjRgvM3zCqAbE+Prq4ufH19oaWlxdIZU1ZWbnLPJrm2vDGYkZGBpKQkAGwSGwBUNJe5X8XGxiI7Oxtz585lCVnfuHEDVlZWHPILoCHAYPoI8ow5n+vq6jiJgwsXLmDLli28aycxpuh2WVkZbG1teXtj7O3t8fnzZw5tMN+a+vTpUzx79owjEKujo4Pa2lpOopbY77///tM9v6qqisLesrKy8Oeff3JgVbJ7RlPWMmZC7WdmamoKdXV1XsZGedYYWyTQEDgKBALO3m5sbMySDiHWrl07jgaXvL21bdu2lH0SaBhf3bt3x9u3b1FTU8MJDsmcu379Oq1Gd+rUCaqqqjh8+DD9/yThS/6dz86dO0d7lvlIn5gJCtmASva/CZqEEFuR+3r48CHu379Pe+zI2pmeno527dpx1kEAuHz5Mrp27Yp58+ZRaLJIJMKSJUtomwDzfgkMFmjwgQiqgayDv9qf/zP7TwVDr1+/xqVLl9C/f3+MHj0a2trakEr/EReLi4vD1atXOVl2BwcHhIaG0kHg6+uLhQsXwtHREQkJCVi/fj2WL19OF8mwsDDecuWAAQPg7+/Pq3Bra2vL4VDX0dFBUVERdHV1YWhoiLCwMJibmyMhIQFKSkp4/vw55syZw3LwjI2NefHPbdu2RXZ2Nu/i4ezszKsrwndPjT1HY70MjW1sZGPS1NREYWEhRo0ahdDQUEoIAIC3oY4YmWRxcXGce5X3DID8d1VRUQGJRMJxkFu0aIG8vDzOwiWb/WLa5s2bERkZiT59+qC4uBjbt2+HiYkJqqurcfDgQWzatIkFuWjsfokxF9O8vDxYWFhwGK7U1dWRlZUFS0tL6OjoUHKA0tJSlJSUIDMzk6MJI++7/uqYamysFRUV8Wp1dOvWDR8+fADQ0IxKHCN555Kdk8T4ghSyQAsEAk5PAekJ4YNwOjg4IDIykn7vnzmiGhoa2Lt3L1q2bMnBI/v7+2PBggXo0qUL7t69y6ryxsXFce5rxowZEAqFyM7OpjoJs2bNgpaWFkJCQlBeXo78/HxeXDXfJsfHwqatrY3NmzcjIyMDWVlZkEqlaNmyJWtcMMks5I1NeUxCQEPVdO7cuVBSUoKDgwO2bt0KCwsL7NixgzrJ1tbWyMrKwrhx4xAcHAwdHR1OUO7h4QFvb2/07NmTFUx+/PgRzZo1Q25uLge6RIzZgyGRSHDo0CEADc26fMGxh4cHCyqxcOFCuLq6cuAT379/x65du3jlCrZs2cLqZ4iNjYW+vj5dx/r06YO8vDz07dsXKioqePbsGc6ePctytCUSCRQVFVmwvabQwIrFYkrGoaKigsDAQMyePRsVFRWorq7GhQsXYGFhQc/btWtXOveY9scff+DmzZu8sDB5xvc3TAdJdpxLpVJkZWWhV69e+PLlC2VkraiogJaWVqPftammqKhIq4NMEhsdHR1agWTuV/7+/ixNO4AtZL127VrONaKjo3nXo8aMT+JD3npHqog+Pj4s0e0BAwZAWVmZt2ciMzMT/v7++P79OyvoJwyghMHr7t27ePLkCcaPH4/OnTtDS0uLJiVCQkJw8+ZNCAQC3gSdvD3fx8cHEokEv//+OwviLJVK4erqyoH7NbZnyLNRo0bx+kCNHf/q1asmH/8zO3r0KAYNGsTZ2/38/JCWloaePXuyep+srKxw9epVFBQU0O+hp6eHuLg41NXVsSCFshTrw4cPx9GjRxEbG4s9e/ZwtCRnzpwJd3d36OvrY/HixSgpKYGRkRFMTU0hkUjonGQG4/ISbTdu3KCSMfJIn5jXbcwI5TjQ4JOQ+5o8eTIOHjzIWTslEgn69+/Pe67k5GTMnz+foglqa2thYGAAVVVVPH78mDIEk/tVVVWlfgvTByLr4P/a/lPB0OPHjzF37lxe1hx7e3tkZWXhy5cv2LJlC2WTARoWlQ8fPiAuLg6mpqbIzc1FVlYW1ekQiUSszIy5uTnCwsJw4sQJFhVrXFwcEhISEB4ezjo/0JAxk+VQNzU1xcuXL/Hjxw+MGDECR44cgbe3N/Lz86Grqwt/f3+EhISwoCkKCgrYt28fVq5cybr2gAEDcPnyZUpvzLz2/fv3UVRUxIF5lZaW4suXLxxe94yMDERERHCeQ01NDZ6enti6dSvGjRuHPXv24OXLl6ivr2900qSkpMDAwABt27bF48ePUV1dTVXq9+zZQwkTiDGzLgTLfO7cOZw/fx6ZmZmse9XR0cHFixc5zwA0OODXr1/H1KlTWe/kwIED6Ny5M0aPHs26T8LctmrVKl6K3ezsbKSnp0MgEMDY2BhmZmZIS0uj+gsBAQEwNTXF9u3b4eLigpycHA7kora2Fp8/f+a9X3LPTHNzc+OF17Rr1w6nTp1C//790bNnT1y+fJl+M6FQyLsZ1NbW4u3bt5zvqquri4MHD2Lp0qVNGlNdu3bFhQsXMHHiRM57Mjc3x9mzZ7Fw4ULasJqUlESTB1u2bIGKigoUFBRw5coVKCsr4+jRo3BxcWGdS1lZGbdu3aJzUvZbODo6IjMzEwAoS9mpU6cwadIklkNJiDz4KjqGhobw8PCg15DNmspmN4VCIXJyclBWVoaLFy+y7ik/P19ulZfQPssGNrGxsTh58iQsLCwQHR2NqVOnQktLC8+ePUNoaChatmwJLS0t+i2TkpJ4G1nj4uJw/Phxytgja0QI9GfWpUsXXp0HYny9SgKBAMuXL4etrS3rfUydOpUGvFOmTMGbN29w48YNtGjRAosWLeKc5/379xg+fDjGjBnDCib9/f2RlZXFC10CGuhWmf0RsiavstoUk6VBZsoVvH79Gr6+vpRuPDo6Gubm5jQpRHTSCIJAIBCguLiYI1qorq6O/Px8uifJJpX41tXa2lq0adMG48ePx5EjRyCVNgiYfv/+HR07dkRYWBjreBJsyO5XN2/eRF1dndx3e+nSJc61Dx8+jOrqatbfECe6qqqKt6cnOjoar169YjGyCgQCZGZm/tK15VmrVq0oLJhJYlNTU0Mbspn7VV1dHcaPH885T8uWLVFaWorAwEBkZGTQdb5bt26ctUL2fvl6NPlMKpXiwIEDmDNnDkxNTZGRkYGgoCCEhoZCV1cXgwYNYoluKysry+3xqKiogFgs5gh3VldXw8fHB+3bt4epqSlevXqFyZMn08QHgRDp6OigdevW+Pz5M3x9fXnHWr9+/ZCcnAwrKyvOO9TT08P06dNZa1R0dDS8vb05ukGN7RnkG8paTEwMIiMjOT4QMdmEVFOP56Nf5jO+vf3333/H/v378eLFC8ooR4z0ZjHHrlQqxcmTJwE0VAXJc5uYmGDDhg3w8vLirC1JSUkwMTFhVViNjIyQlpZGGXrfvHkDfX19eHl5ob6+nsKYmXOpvLwcqqqqHCkBMzMzrFixAp6enqz58unTJ84++TPkwqtXr+i+x7yv+Ph4SrjCfL758+fD29sbBgYGnHHA/HctLS3k5+fD2NgYrVu3phV65v3W1dXRqp2sD8QUZv9f2X8qGCosLOSlPyZG8MFCoZBFO0oWEkKtSlhMiFMpFotZH4pwxstSsZLGe9nzA0BkZCQEAgGHQx1oyCp7eHigefPm+P79OwwNDREUFMT7DOR3ompPjDhZfHz9RPtA1khjsTxed9nnYLLN2NjY4PDhwzST3BjunJxvypQp2LNnDzIyMiAWi2Ftbc3LvMJ0ZlVVVaGnp0ezvfLule+9ksWJ712Fh4dzgqEXL15AKpXKfbcCgYDeW0VFBaytrVlQiPDwcJpxmTx5Mm7cuMHBzZKFke9+AX74AF9gM2bMGISGhgL4p1ciJiYG9vb2qK2thbe3N6ZPn876m9TUVPqdmN+VOBJNHVM/G2sdO3bkQLNUVVXRpk0bCIVCCitMTk6m15Z3jcbojpnjtE+fPli3bh1sbGzkii7LGhMzLgvTFAgEnIqIm5sbpRCVnd8ikYi3yhscHIyamhrOtyDP4uLiglGjRsHFxYX+Hh8fD1VVVTrmie3duxcxMTH48OEDevfuDYlEgrt37+Lhw4cYNmwY5/xkrMkz2ec7c+YMgH/GpmxFSh7LFh+mn0nhTyCyx44dk6s2X1RUhJs3b2LcuHGsYHLy5Mnw8PCgvVay1lh/BNC0SgtRmOcTVQb4A6qAgAAW3bivry8mTJhAadIXL16MiRMn0vl/4MABmohjmpubG10DZceUPJszZw5qamqgpKQEGxsbKixsb2+PiRMncr6rn58fAO5cUlJSgpKS0k/71pjWWNKrtLSUCiIyrX379hg7diyLkZWv/+Df2qhRo+g6MmnSJFRVVdEKBrlf5n7l6enJguwRu3fvHgQCAU6cOAEjIyNa1SK9HI2tFU0NhsjfkvWOOdYyMjJ4z3Pz5k2MGjWKV9i7c+fOnGoVydQzr3HlyhU6N2T3GDs7O8TFxcHT05OTBDE0NKRJEOY7PHbsGDZs2MBBH5DK6K/sGXz3BPwcnvtvj28KBTMA3r2drDdhYWE4d+4cpx9Ltu+QSSVO+omZ3/z8+fMcH2j16tW0gkdsxIgRyM3NxeXLl7Fnzx7s3LkT79+/h1gsxuDBg1mCuMROnjzJCxWbOHEiIiIiALDni6Gh4U8rQbI2YsQI6vdOmjQJO3fuhJ+fHwQCAf744w8W1Tfwz9iU9TUAUCixkZERrK2t4enpidLSUtTV1dFxxrxfCwsL2qM1btw4vHr1Ch8/foSCggIlomDa/7Va9J8KhkxMTPDmzRuWY8E0S0tLSCSSn7JJODs7Y8mSJTTDtXHjRmRkZNBgavHixdi+fftPMae/au3ataOEDfIYo+RF6mRAkr+XNVnBO6Bx+BefyUJx9u3b91N2KYFAQJmjDAwMcOjQIZSVlUFNTe2XStnHjx/HypUreTU85Jm8PqSdO3fShYlpCxcuxLlz5zi44zt37qCwsBCrV6+mmfn09HScOHECCgoKeP36Nbp06YKwsDA62du3bw8tLS3O9/pZpoUYE7JFrkNMIpEgJSWFCqmRXomxY8cCaIAHeXl5ISwsDG3atKHfjARCsguevPckb0wR6AmTNYdpenp6jUKzmCYvo888F9POnj2L8PBwzJ49GxYWFqisrERKSgrNxrVv357DTEdM1jH+2fwlGbecnBw4Ojpiy5YtKCwshKqqKgvaBDRAD8LDw9GuXTtWlTc7OxvNmzfH/PnzOU2dGzdu5N28RSIRh40JAFxdXeHl5YXTp08jODgYeXl5yM/Pl6tkLssOSCiyy8vLefXDZB0SkiyRtbi4OJibm0MkEiEuLo5W0PmMOHe//fYb550xjWQCAbCCSV1dXaioqMidNxcuXODtOfPz88Pr16+Rm5uLRYsWoVmzZvDz84OOjg7n2Uk/kqWlJSegkkqlyMzM5NABS6VS1jVbtmzZqE7a8OHDWdl7Yv+G2YhZeVm9ejWcnZ3x119/yQ00d+/ejQULFvxP9qumrF9Mmt3Tp0/TPgZm9t/e3h7u7u6s56+rq8PZs2c5TeiNjS+gIQlKvhmTxEZ2v9LV1YWuri40NDR4hayzsrJgbm6O9evX03dcWlqKY8eOQSAQcEQf/43JfoNjx44hOTkZNjY2sLe35zC/AQ1BEoEf8vV4DBgwgCXcKRu8Hz58GNra2vj99985FZn6+noKaZOXUGRC3sg7fPnyJfLz8znrurxK7M/2DD7jg+fW19fj/fv3vBo48uC8ISEhrLWnR48eePv2LYyNjTFnzhzefmqgQdRcdm+/d+8eJkyYgOTkZE4Vl6+vS3Z+Z2dn48aNGygrK4NUKsXff/+NFStWcNZv2THg5OSE5ORkqKqqwszMDCdOnEBGRgZ0dXU5wRSZLwKBAFVVVaz5Q/QfiR/DnC//xpycnOi/M+/Lzc2NN0nW2HqXkZFBk41TpkzBiRMncP78eRgaGuKvv/5q9H6FQqFcvcD/lf2ngiEXFxfs3r0bISEhLHGx4uJihIeHIy8vr8kLmmzkShjD/pe2YMECWFlZwdraGlZWVnIdRqb9X0Sj/q/2xx9/oE2bNrCysoKVlRXs7Ox+moXPycnhbEryFp/GrKioSO5mL8/kvat27dohKSmJg11NSEhA27ZtOX+XmJiITZs2sSBKZCF1c3PDmzdv8PjxY/Tu3ZulKWNmZsbr1AJcx7y4uJil38F0vL59+8ZyQsRiMfLy8mBra8vbG5SWlkYxx1lZWbzXZ9qvjim+wFrWmgrNasq5mPbp0yesWLGCNrvPmjULZ8+exYIFC7Bt2zbejLM82trS0lLMnTuXNyuZl5dHaZ1ra2vRqVMnqKio4PHjx6ipqaF4fGLMyo+DgwN0dHQQGxuLW7duYePGjbzvQl1dHUVFRZyeic6dO3PYhIgNGTIE+fn5ePToEdXREQqFVOGeaXxU3xKJBOfPn2+0Z42YvGTJ4sWL8ddff0FDQwOLFy9m9f4VFRWxjiWie8A/4qBCoRDa2tro1KkTBg8eDLFYDBsbG/rtBg4ciNOnT8Pb2xt5eXkYOnSo3HnE14vg5eUFDw8Pqm1DSDJ+RhU/Y8YM1u+EopiPvEEqlbL6GUaPHo0jR47g69evSEtLg52dHa5evYo///wTqqqqOH36NOrq6uT2pf2KJsbRo0fpGkzmPtFwAhqCivv379M1hpkRraioYFW35Vl2djYSExPx48cP1NTU0GRMbW0tTbrIWklJCS5fvoxv377R36RSKTZv3kzhQ+TaJSUliI6O5tzDp0+fONURWbINWSsvL4empiZnn5HdrywtLaGsrCxXyPrp06dYuHAha3/S0NDAtGnTsGnTpkbvgTwr0fFp37496zz19fWora3lrHfbtm2jott37tzBjRs3OFplfOKfJiYmqKmpQUFBAR23RLjzyZMn0NHRoYQZCxYswI4dO7Bu3TpYWVlRWFtxcTGio6PRrFkzbNy4kfaNMG3q1KnYuHEj5x0uWLAA586dQ2FhYZNgb7+6zsszkUiE8+fPc6rmjdm1a9fo+pyamopr165h5MiRiIyMpHOUz6ZPn479+/fj8ePH6Nu3L1q3bo22bdsiMDCQVmKCg4PRuXNniMViuWs2sW7duuHRo0cwNDSEi4sLFBQUcPfuXVy8eBGHDx+memhAw7hgvtPq6moUFRXB1tYWQMN4Inu87Bx6+vQp/XcvLy/WeYiUw8iRI3n7TIEGqOPr16+Rk5ODlStXQkdHB35+ftDX1+cgr7Kyslii4UpKSjA3N0ePHj14yT0a8zWY/09TU5P66rdu3UJJSQnnfmXXwV9N7v+q/ed0hnJzc+Hl5YW4uDgUFxejsLAQrVq1QocOHZCcnExfJlF2FolESElJAfBPNUZ2cP3222+4d+8eRo0aBSUlJZpBUVFRQXBwMGxtbaGgoEAnA1kIsrOzoa+vTxulZXuZEhMTkZ2djezsbJSWlkIoFKJr167o1KkTXrx4QZ0bshkRbSKgQcQvMjISlpaWEIlEFCZAHKujR49i7ty5UFVVxZEjR2jQUltbC7FYDIFAQPVMpk2bBm9vbzg6OkJRURHe3t4AwMm2lpaWorS0FM2bN0dsbCxqampgbm7OCo5kbebMmaitrYVIJMLAgQPRuXNnXL9+nbN4Mo0Ens+fP8egQYNQWVmJTZs2QUNDA71790ZUVBTat28PsVhMqxpkIhUWFtLsbmFhIStzQSwpKQlnz55Fu3btYGxsDC0tLURGRiIuLg7z5s3jNC9u3LgRixYt4mxSSUlJ2Lp1Ky5duoSKigrMmTOH9vcwadf5NI5kNQ9ev36N8vJy/PbbbyytgA8fPqB79+4cRruzZ88iKioKWVlZ0NbWRocOHWhgzXS89+/fTx0ypiPG1L4g433mzJlyx5RsNQD4p2IkO3aIoy1vbpDAVigUUueZD8NfWlqKmpoaVtPwixcv4OjoSOEHUVFRsLCwQGZmJtauXYsNGzZwzrN161asWrWKU4UpLCzEkiVLKOU0U8wtODgY7du3R1VVFcLCwrB//35cu3YNJSUlSEpKopsS0/gc2nXr1mHmzJm88N3r168jNjYWK1aswNKlS7F3714UFxfj+PHjEAqFtKpG5m5dXR2SkpJQXV2NGTNm4NGjR8jJyQHQ0EvYrl072NjYwNraGu3atZObqMjMzMTWrVtx9uxZOscUFRXx/PlzhISEUAV3WWsKFEheNYlphNQmKCgIPXr0wNy5c5GcnAxXV1d4eHjA2dkZrq6uyMzMxNWrVxutIK9cuRK3b9/GmDFjqFPm7u6O4cOHw8bGBps2bcK6deugq6uLjIwMHDlyhDJYEtu8eTP+/PNPDs589erVaNGiBYcmGGhYX2NiYqCurk77E378+IHi4mIoKChg9+7duHDhAmbNmgUVFRWsWbMG2tralMHP0tISYrGYwlVk1xxifGNKdu7X19dDTU0NampqdH+T3XuAhiD92bNnGDRoEJSUlFg0wrLfB/hH4yslJQUmJiYQiURITk6W+z2kUiksLCwwc+ZMbNmyBX/88QfOnTuH5s2bY+zYsbh06RI2b94MVVVVCmFpTJ+kqbZz507ExsaitrYWZmZmNLkoEomQkJCAyMhIul+ZmZmhuLgYEyZM4GSSZ82ahbVr19KKO6FfT05OxrZt21iCnLW1tYiMjERJSQm0tbWxfft27N69m+rJaGlpYePGjWjVqhWOHTuGjx8/QiKRwMTEBGPGjOHAqYiRNfTz58/Q1dVFjx49EBsbC0dHRwwaNAjXr19HUFAQ+vXrh+fPn6O2thbr1q3Dtm3bsH//fhgZGeHWrVv48OEDa4+prq5GVFQUMjMz6bqgpaWF9u3bw9HRUS6cNDY2FlFRUax3aG5uDkNDQ4SHh7Ngpcz9bc2aNY3uGbJGfC9XV1ds2rQJ6urqrOCAaVlZWdDU1MTx48ebdHxycjJatmyJgwcPwtPTE2lpaVi5ciUSExOxe/duXiZcYhKJBBUVFTSwDQoKwvXr1zFs2DBYWlpi3bp12Lx5M70+wL/fAw304Vu3bsWcOXNo4Kmjo4O5c+fiypUrePLkCQB+PbQ7d+5ATU0Ntra2sLa2xvnz53l9DabJm0vy5oulpSVCQkJw/PhxODo64v379zh48CAMDAzw6tUrfP36lVNMcHZ2hra2NvUBra2tYWRkhPv37+PJkyewsbFBs2bNYGBgQH0yALx+GdDgH/z48QOZmZkQCASUlp/vfj9+/Egruo35QP8r+88FQ7J28uRJuiExMfQhISGwtraGgoICbe6W9wK3bNkCNzc3rFq1Cmpqaizms4yMDBgaGkIkEtEsEynhBgYGomvXrlBQUEBgYCA0NDR4zy8QCLBjxw5cuHABQqEQQUFBqK+vp5HunTt3MHr0aCgrK1NngznRZP8d4E5Ikv24du0aJk2aBGVlZQo5U1ZWRklJCdTV1SEUCqk+Ex/FKNBQjpZIJIiPj8fr16/h7+8PiUTCm2Enx5H/Fx8fj6qqKjRr1gx6enq0PPz69Wv6NwROlJaWhmbNmqGoqAhSqRTa2tq056RZs2b034F/yu95eXlo3rw5hEIh8vLyGt24HR0d4e/vj1atWsHMzIyVxZY9FgBOnz4NHR0dAA2O9NGjR6GmpkYz8MQxF4lELOjZ4cOHMX/+fEqDCYAFewMa8Mba2tq0b6OpVlxcjMjISERGRiI6OhqZmZnQ0tLC2bNnkZ2djfPnz1MIzYkTJ+j78PX1pZorJCPf2Jj6lbFGqjby5oa8a/O9cxMTE1bTcGVlJdTV1XHy5ElWsuD48eMoLy9nZXAJPICpKUNMIpHg06dPiI2NhbGxMUd8rrq6GgcOHMDDhw/x8eNH7N+/H/fu3UNlZSU+f/7MS/s9btw4lkI90FAZjYiIwJIlSzgZ1Lq6Oly+fJkyfQmFQkgkEhgaGiI/Px/W1tas5uSAgAAoKytj165dNOkREBCAs2fPQldXF23atEFUVBRyc3OhqKiI9u3bw8bGhhNofv36FSdOnMCFCxewePFi7Nmzh1Z5CgoKKMsZsxIrEAh4ITA/E7olzIV8WdPU1FQ8fvwYS5YsQW5uLq5cuQIPDw+584jP+FgomeNRSUmJCv5lZWVh1apVuHHjBut4Pz8/BAcHc9g2f//9d7i7u/MGhr/ajyX7t3x70q+ep7G5L2+/Ik3VAoGAwihlEzOHDh1C9+7dafWzqd9j//79WL9+Pdq2bYvJkyfLFdgkfbjDhw/nQGn8/PwQEBAAW1tbFkMaMXkBOdln+Bz3nTt3svYrss7LOonHjx9HUlISFi5ciLZt28LNzQ3jx4/H1atXUVJSwkIGZGRkoKKiAtra2igtLYWJiQmkUinq6+thbW2NxMREKCkpYfz48di0aRPGjRuHNm3aUEkBefsS2SfLysrw/v17+Pj4IDk5Ge7u7hxh7+zsbPz999+wt7fH5MmTsWvXLrRt2xbOzs68cDvZazCNaLDIJoWY75zvHe7cuRMbN27E7t27oaGhweqRaWzPkHdPd+7cwZgxY6CkpIQ//vgD+vr6sLGxYQWPaWlpCA8Pp4HqwIEDoaioCC8vLwCgiCBiDx8+xIABAzBnzhxs2rQJffv2xaBBg5Cbm4sVK1bg+vXrvPdEegnJGMzLy8PixYt/+hzOzs5yAxXZ9+Dh4QEXFxfs37+frunM/ZFYcXExIiIiaM8amevW1tZo1qwZR1iVaXzVGHnzRSwWY+7cuejbty9cXFwwf/58ODo6Ijk5GTt37uQEjsXFxTh27BgMDAxogobQ6CsoKEBFRYXjk8l7f1KpFE5OTggICKDIGKFQiJ49e2L27NnIzMzknd+rV6+Wuw7+L+0/Hwz9f7pVVVUhJiaGfuTk5GQYGxujQ4cOdJPKy8uDrq4uBALBL/dY/K8tIyMDkZGRdFLW19fTiLwpmePU1FQ8efKEE0DJyyirqKigZcuWsLW15TTm8tmvvqumHF9UVIQzZ84gMzMTurq61GFs1aoVamtrOYEN05oKr1y+fDn+/vtv3ib1wMBABAQEoKCggLNRubm5scZPUlISWrRoQatdQEMW28DAAKdOnYKamhpcXFz+P2pM8dm6devQuXNn2jTs7u4OLS0t7N27F0lJSRCJRGjVqhUEAgGSk5OhoKCADRs2wMDAAKmpqfjx4wcV1/3x4wc0NDRYwZBYLEZxcTEcHBywaNEi1jWOHj2K8PBw7N69G8bGxiwF7ZiYGBw4cICzKchTqCfNuo1tntnZ2UhOToZEIoGZmRlcXV2xbNkyjqN49+5dTJgwgTMPCgoKcPLkSRoI5ufn482bN3j06BGFRAANm01xcTG+fv2Kvn37Ys6cObz3VFNTg6ioKF5cvqwxN36myUIQ+bKXfFsLnxI9IL+Hkm/sbt++HWPGjIGtrS1WrlxJv93z58/x7t077N27l5NFzs7OhlQqZbFtko392LFjcp7+/znz9fWFpqYmHQPXr1/HmzdvYGxsjKVLl0JPT4+zdxC2QdnK16/azJkzsW/fviZBKWX/jtD/Lly4EDNnzsThw4exatUqHD58mCaCxGIxrQzLGnE2+UxeQM60zMxMREZGIjw8HJ8/f4aSkhKmTZvG2q/U1NSgq6uLzZs3s/62vLwcJ06cwJcvX1jkL926dcPixYtZ1ZMFCxZg6dKlsLKyQmFhIRYtWoTNmzfj0KFD2LBhA+rr67F37144OjoiPT2dVqy/fv2Ky5cv4+jRo016p0ADgoSvckj02gwMDFhrVHJyMrZs2dJk1rSkpCTs3r2bI3ZJEiLr1q3j7Pnl5eUYN24cpkyZ0uTn+FXz9PREfn4+oqOjWXNQXiWEmGywt3fvXtTV1cHCwgL37t3DiRMnoKOjg9DQUFy8eFEuC+eOHTtgb2+PIUOGoLy8HMuWLYNAIEBZWRkmTpzImxD7mU+xZMkSbNmyhVaadHV1sWjRImzbto21z/6M+CU7Oxv37t1rNBENgJeSndjMmTM586W+vh7Hjx+Hvr4+7b3funUr1NTUsGLFCk4i6fz583j//j0da3z31VRf4/z581RigtnLd/nyZZiammLFihWc+1VVVcWJEyf+H1kHZe0/1TMENCw2QUFBUFdXR79+/VjZnLKyMhw4cOBfNa3+P2Hr169HSkoKTE1NYWVlhfHjx6NDhw6cxjzmJGmqY9oYHlzWmsK4BADz5s1DfX09bGxsYGVlhQkTJvA2DTItPT2dLqKEqc/S0hK///47K2Pxv8J7kveTnZ2NM2fO/PRbM8UAyXuXfR96eno4cOAAwsLCkJGRgW/fvmHo0KHo2rUrPD09qVNFCAeYRiCYsiaLqR4zZgy2bduGvXv3snpInj9/jtu3b6Nv374IDg5Gv379kJOTg+joaGhoaFCK1g4dOtDxc+nSJfz48QMnT55kqXH36tULV65cgYuLy78aU//vNHlNw8RRmzBhAjIzMyGVStGrVy84OTkhKioKbm5uvJpJpaWluHDhAus3FxcXWjWRbUwODw/Hs2fPKBsYaUb19PTkhYPev38fU6ZM4QhbNkXx2tDQkDqeAoEA6urqvI4oUx+K2SPUvHlzzJs3D97e3tRpKS8vp8KWzIBMU1MTLi4ucrUegAaoTlMCIWJNEbrl26z5nBp3d3feIIlPoR7gp+QdP348PDw8oKqqCqlUSrVtHjx4gIULFwKA3Ewqcw63aNECERERHJpg5rWJphfQQH/Lx44JNIw/Dw8PCq1i9gQCXCrpBw8eUAa92NhYvHz5En/88Qe+fPmCHTt2QF1dHcnJyZy5/zMhU3nrEdNsbGzg4+NDHd2m/A3QMA4zMzOhr68Pc3NzfPnyBadOncLz58+ho6PD2pNk9UyIkWCY77vKMy8vL87+YmVlRSGIERERrP3q4sWLePfuHVxdXVkEM0ADyc/hw4dpJdvY2Ji3Mvjjxw/aK6GjowMFBQU0b94clZWV0NDQgFgsRklJCWJiYlgICxMTE05f3c9MHoSyTZs2+Pr1K2XskhUFZtqrV68QFBQENTU1DBkyhEXuceHCBVRVVeHy5csssctjx44hJSUFmzZt4uz5e/bsaZRB9n9h8kQzf5Uuf86cOTh//jw+ffqEefPmUXTHt2/feOHOxJKSkijZUGBgILS1tbF37158+vQJnp6eHKIPoCG5nZaWhm/fvsmtsPFVs5lJIKlUihkzZuDjx480iCFVR4lEgtatWyMpKQkGBgbo1asXzM3NeedoXFwcLl26BENDQxbyoaamBioqKvjw4QNrvkycOBH79++nEFuggbJ69+7dGDVqFKe39cKFC3j37h0mTZqEGzduICoqiibzhw0bRv07Qm8PNO5rREVFYcOGDSxIeefOnWFnZ4cXL15g/vz5rPtVVlZGRkYGrw/UVEHnX7H/VDDk7++P48ePo3PnzsjMzMSLFy+gpaVF4Wl1dXVIS0uDq6srxdozjY9hCWjAbctrfCULLtOII0MgXMRkcZJkAFdUVMDAwADHjh3jzZbJTiqgQdzuy5cvnN8JFvXy5ctyS5GyNnLkSEoXzjRZ5pfKykraw5Gfn4+CggLo6+s3yhK1cuVKaGpqUk0EoVBIS5ryjDgGTc1sAf8wpBE4Tk5ODiIjI3nhObW1tfD19UVCQgLvptxYdrpTp04sukjmgs3n3L1584b3XLLO4eXLl1FZWcnRCqioqICioiLmzJmDd+/eYezYsTAwMMDkyZNRXl6OSZMmoVu3bqygPzQ0FBs2bKA8/3v37oWCggJqa2uRkZEBV1dXDtMYAOpsyZqJiQmvU08WO9JjRow4D/Lmxo8fPzi/jxkzhvObt7c3pk2bxhGGKy0t5WWOuXDhAhwcHGjf1c9MXmMy0DBPoqKiMH36dNTW1mLlypW0962kpIRD21lQUMCrUP8zcgpvb288e/aMEl20aNGC0or++eefLEdNIpHg/v37eP36NX78+IGpU6ciLS2NZvSsra3RoUMHDB06FG3atJHblxcSEoK4uDhYWlriypUrSE5ORmpqKjQ0NGBjYyO30slkIWxMaLMxoVumyctm8s0jeXPSw8ODwieY8EQzMzOcPXuWpW0za9Ys2nsnL/nCd215FPL9+vWDn58fh+J99uzZHHjXsWPHkJOTg/79+1M4D9Nkx1N2djYuXbqEAwcOICgoCA4ODhg0aBAsLCwotTLf3Ccmb7/ik2zgg6h+/vwZBQUFMDU1xbVr15oEdSKVR4BNsysSifDXX39hzZo1rP2nsV4weWODzy5cuABNTU2MGjUKgwcPpsksHx8fZGRkcParnxHMtGjRAi1atGhUhFkikeD06dN0rhAZDh0dHaSnp6N169aQSqWU9ZNAdolPII8hj4muYM4xPquvr0d0dDTS09NRU1ODkydPoqioCLm5uRgxYgS9RlRUFL5+/Yq2bdsiNzcXu3fvxm+//UYTQWlpaaiqquKIXc6YMYMmE2XfYbdu3XDlyhWkpqYiPz+fs9b8bM8g7/D+/fsYNGgQpk2b1qRnZtqlS5d++XimycJDmZafn4/q6moKzwsNDYW9vT2EQiHatWuH3NxchISEsHyznJwcPHr0CBUVFaitrYWysjIqKyshFouhpqYGfX19zvrC10tK9oSRI0dSAWoC6bSyssLo0aOxd+9eZGZmUuFdPiNz7cCBAyxKdhcXF4hEIkycOJE1XwBg0KBBuHz5MhYtWgSBQID+/fsjOzsbN2/eZPk6Fy9ehK+vL2pra/HkyRM4OTlh4sSJsLS0pOfz9vbGypUraWJBR0cHXbt2lRuAKioq8ibmyTgeOXIk636dnZ2hqanZ6Dr4v7T/VDD05MkTzJw5kzqrgYGBOHr0KFq3bg0zMzMatXfr1g2fP3/m/H1jFRJ5/49PPZtAOmSZrWT57UmDdnl5OcLCwiCVSiGRSGBkZISWLVvS4IwPVy4vg0oib1m8/7JlywCAI8BF7ouPVUQWmtKtWzfU1NTAwsICUVFR8PDwQFpaGlq1agVra2teLZXhw4cjOjoapaWlaNasGX02IyOjRuFl5L5+1WQzyHwZZfLeVqxYgYMHD/KeoymkB0BDAD516lTY2Nj8nwQeR48eDU9PT44g5dmzZ+kipKioSKtYa9asweHDhxEfH48nT55AKBTS5sGqqir6PUUiETp27Ah1dXUUFhYiNzcX3bp144UlNjamZAN7oCFzBrCzvAKBgDoa8uYGHzuU7G8SiQRv377FtGnTYGRkRDdeb29vGBoa8ga5RUVFGDVqFCcQkkgk8PX1RXh4OCsrL5FI4O7ujiNHjnDE5ywsLODq6orDhw/TTK62tjZHTJmYVCptVKGeSTdM7OXLl/D398fw4cNpJjc2NhaPHj2CSCTiiCQXFRWhrKwMixYtwpkzZ3Dz5k3o6uqiZ8+eSE1N5TS3MvtGmHb16lUIhULs378fMTExSExMRPPmzVFUVISgoKAmNZ+SwOjkyZMYNmwYq5LVmNBtU+xX5pE8eCLQEHhv2LCBatvIGunL6Nu3L13fybUrKyvx6dMn9OjRg7fZ/ebNm4iOjoarqyttuI+JicGlS5dw9epVji5STEwMtm3bhtatW1PimsYsMzOTnjcsLIxCHRUUFKCgoIDx48cjKiqKM/etrKxgbGwsd7/i6wOV1Rki8DFSbSGZdAC8um1MI/sPodldvnw5Zs6ciR49ekAkEuHo0aP47bffEB4eDpFIxGFlBBrG+atXr+RCe2Rt5cqViI6ORkBAADw9PdGqVStYWVlh2rRpMDU1RVJSktz9itlPSJJv5J+k4kdMVsuluLiYBafz9fWFnp4eTpw4QZ1cbW1tlq9RVVUFiUTCuwbK6hXJPuu5c+eoA0isoKAAWVlZFFIkFouhqamJwMBAegyRAygoKIBAIMCWLVvg7u6OmpoaODs7yxW7VFVVhVAoxJkzZxAdHc16h2QM37t371/tGcQqKirg5+dHg6Gm6tx8//4dmzZtglQqxcSJE6GhoYHQ0FBoampyoOanTp3iPW9jbKKLFy+GSCTCnTt3MGnSJISGhmLUqFHIycnBzp07UVtbS1kqiUmlUgwcOBDe3t6QSqWoqqqCQCCggtt8vgjftU+dOoUFCxagS5cuVIA6ISEB4eHhiI2Nxbt37zB58mS0a9eOxeQmaytWrKB7AhP54OLigjt37nDmi7W1NWXudHNzQ21tLbZs2QKRSIQWLVrA398fgwcPxv379+Hj4wNXV1c8f/4c379/x/v371FQUID8/HxYWVnB398fz549w/Dhw6l+Wn5+Pl69eoVXr17JTdRfuXIFS5YsoX3jxcXFaNWqFdTV1Tn3O2vWLNTU1CA2NlbuOihr7969g4WFBW+192f2nwqGMjMzqegl0LDwa2hoYN++fejUqROFdE2aNIlmBqVSKfLz86GpqckbEBAjjazyjpdIJIiJiYGpqSmFh/wq9CsxMREvX76En58fEhISMGPGDGhrazdZm4bP6uvrcf/+fejr60NXV/enOEq+5+AzS0tLWFhY4PPnz/jw4QMSEhJ4gyEzMzMMGzYMGhoaiI6ORkREBIKCglBUVEQVl+XZv4EzksWFyU4la4sWLcKSJUtgbW0NFRUV7N27F4aGhvDz88OHDx+wbt06TmM5wE/x+uPHD+zZswfq6uro3bs3+vTpA2NjY6qX0VTcPQlQZL/13bt3KSGBnp4e4uLi0Lp1a+oUEbap5ORkPH/+HJcuXUJ9fT3evXuHKVOmQCwWY+TIkdDR0cGOHTvQsWNH1vj/XxiTXpTPZMdUU66dk5NDdb0IYUFAQAByc3MhEAjkBrlRUVGche7SpUvw9fVFly5dWPSxenp61NniE59TVFSkFYmfzQuxWMyrUF9VVQV/f38W/TTzfv/++284OjrS37p164asrCx8+/aNIwr8/PlzCgk8d+4cJk2ahPT0dHz+/BmlpaXYs2cP3QjMzc0RFRXFW1XOy8ujzoydnR10dXVZ7EpNmXdknJ48eRIPHz7E4MGDMXv27J/+XWMm28QtkUhoM728PgF58ESm1dXVUdFMpr18+RKpqamsSi8TxnHx4kUIBAIWPBFoWFO/fv2KNWvW0LkJNIjPKioq4tChQ5xgqGXLlpQJlIz/xsZUVlYWEhIScPr0aWRlZdHeofT0dBgaGmLEiBHUcU5OTsbTp09x4cIFqgvzs/2KqekjC12RJ4xJ/kYikXDWtbq6Oixbtgxr165laZiUlJRQAd64uDj07NkTo0ePps3bstcODw/Hvn37oK+vzyE1kSf6a29vT5kiKyoqEB0djcDAQKqDd/PmTbn7VXJyMurr6+l7ZBoJoKVSKWprazFnzhz6DiMjI1FWVkaP1dbWplXCqqoqBAUF0YpYhw4d6HFubm6wtbVtdLwSk90LLl68iB49evDuKUziAlmbMWMGdu/ezUpObd68Gdu2bUN9fT1MTEwQHR0NACyxSz8/P5iamkJNTQ3dunXjvMPGelWaag8fPkRGRgbq6+shEonoMzP1hGSTW15eXggKCsLIkSORlJQEe3t76OrqIiYmBgkJCZxq0alTpzhsrMA/zLp8tmXLFnz8+BFeXl7w9fVFx44d0b59e+zZswcikQg2NjaIj4/Hrl27qAh4eno6Ro8ejQULFuCPP/7Ajh07YGxsjLi4OJw4cYL2zP3MiouLqa9KBKjXrFmDnJwcrFq1CpaWloiKisLLly8pwcPmzZs540JZWZkGzkzkg42NDTw8PLB3716582XChAlIT0+HVCqlbJm7d+/GihUrUF1djTVr1sDGxoYm7FNSUhAVFYXw8HDcuXMHJSUlaNu2LaZNm0YDXaAheXzp0iUOZB34h4Hwzz//pNC6/Px8KCgo0KDPyMgIpaWl+PHjB549e0bvF2D7QPLG5smTJyESiTBo0KBf3q/+U8GQqqoqiouLWZPe2toarq6u2LNnD68YI3FIDh48yImyZbVfpFIpKwvCZKMRCoXYuXMnDh06xNnY6uvrMX36dOzbt4/VY5OUlEQx/tHR0aiqqkKrVq0wYsQIvHz5kpNBrKurw86dOzFv3jyWtgzfRkRMJBLhyZMn6Nu3b5PuqbHnCAoKoveblpYGDQ0NWFpaYubMmSyngGlk8PXp0wddunSBRCJBfn4+pFIpcnNzef9G1uTd68/+hggmyurwlJWV0TGioqKCsrIy1NXV4dWrV3RDZIrj/UyssLy8HB8/fqTZECMjI+Tm5qJfv36/1IQslUoRGBiIjIwMCAQCGBsbw9raGl++fIG5uTn69++PK1euIDAwEImJiejQoQOePn1Kx09lZSVat24NU1NTvHnzBomJiairq8P169eRlpaGjIwMjqP7q2OK73d3d3ecO3cOmpqavA318saUvGtIJBIK0QGaDpmprq7GwYMHER0dzQpIfH194eTkxMpCMx1RgCvmFhERgcePH9OGTwMDA3h5eeHIkSO8wdCbN294FepJJWrnzp1wc3PD6tWrUVxcjPv376OgoIA6ikybOnUqwsPDOUHjw4cPWUGBk5MTDAwMkJ6eDldXV3Tp0gWRkZF48OABxZl7eHiwKIElEgmrUhIeHo6+ffuivr4e69evbxJJCdPWrl2LkpISzloVEhKC6upqKCgoNMpQRUxeE7dUKkVRUZHcYKi8vJwFT/Tx8UFSUhLatWsHJycn3Lx5E0+fPqW9jsuWLaOw6U+fPtEmYTc3N1hbW7OY8UhFWzYYqqioQGVlJW+1SUtLi3efmTNnDnbu3Inu3btj8uTJtHKzY8cO7N69mzOm5syZg9u3b6OgoAArV66k95yYmIjevXtz9g5SMR44cCDrPPL2N7FYjKCgIN6+B9m/B/5hgJP3N2KxmLfipaysjNLSUujq6tIKF6EUJ0EI027evIlRo0ZR4hQC7Tl69GijfWyTJ0+GiYkJTExMkJGRgdTUVCgrK0NLSwurV69m7Vd6enpQV1envRuycDjZNVIikWD69OkoLCyk7/DfCNjW1dUhLy9PLhmIrMizioqKXJFngJ+8pK6uDn///Tfy8/Opf6KhoUHhbcRMTEwoSy6zJ0lW7NLJyQmXLl1q0p7/K3sGsbi4OERERCAsLAympqasgD04OJiXvOTFixdYsGAB7O3t8fDhQwANfs779+9ZDGxMKOLbt285bKLR0dFyq+CEKnrixIkoKiqiPWxxcXH4448/qDivUCiEpaUlpk2bhh07dtC/19LSQk5ODi5cuIAxY8ZQQemmmI6ODoqKiqCrq8sSoE5ISICSkhIsLS2pblVoaKjc/rt27dohJiYGxsbGHOSDubk5y58jMOn27dujrKwM6urqaNOmDZ4/f47Y2FhUV1fT89na2iItLY1WfICG9VwikdD7+vr1KxISElj3U1dXR+ng+awxRryamhrk5eUhNzcXxcXF8PPzg4aGBlq1asXrA8nzRz08PJCbm4vQ0NCffQaO/aeCoTZt2iAkJIQDz7CysoKrqytveV8oFKJFixYoLS3lBEMnT55Efn4+Jk6cyIJgXLx4EcOGDeOcy9TUFDk5ORx4kEgkgp6eHqdpdt26dTAzM0OHDh0wcOBAdOjQgW6SSUlJSEpKYmXOxGIxUlNTOSVGeRsRMRsbG0RFRbHuS949NfYcZ8+epfdqZWXVpMBk6NChCA8Ph4+PD4KDg9GhQwcYGBhg2LBhvOxzfFS9IpEIurq68PLyog6rPE0BYkRokO8YAwMD5OXlQU9PD8bGxggICEDbtm2RmprKCy9pCn3woEGDMGjQIBQUFODDhw+4f/8+3NzcqCP/s/slPTwnTpyAkZERpFIpsrKyoKOjQ6sTQ4YMgbq6OmJiYvD9+3d8+/YNhYWFsLKy4oyf4uJieHl5QSgUorq6Gj169MCXL1843/tXxxTf75qamoiNjaWbPN9z8o0peddoLCB/9+4devXqxYFY1tXV4eLFiwgNDYWioiIrICGLc1OvcfbsWbx9+xZqamp0TYiNjUV9fT2uXLnCK2YqzzmaP38+1qxZg7Zt20IoFEJXVxedOnWCqqoqzp49Cy8vLw6E482bN3B0dERiYiLS09NpYEwyuLLZ9I8fP6JNmzYYMmQIhgwZQql1ybnevn3LOp6QNNy9exfx8fFYvnw5RCIRNDU1fyqiLGs3b97EtGnTOMx32dnZuHLlChQVFXkZqmTn/pUrV9C1a1fMmzeP1cS9bt06ub2cQEP1n8AT79+/j/v378PCwgL+/v6IiYnB58+fMXnyZAiFQrx48QK3b9+mVZucnBz6ffX09BAZGQlvb28WLJmP/Yhownl6emLJkiUsivc7d+7wwgPV1NQgEAjg6+sLX19fFu306tWrOTTPampqvGx/kydPxqxZs3Dnzh0KFyFz//jx4xRaR6yx/c3e3p5XGBFomGePHz+mGkUtWrTAmDFjGv2b4cOH49GjR1i4cCFNRHTq1AmnT5+GmZkZq8LVpk0bpKenc84hjzhl8uTJcHd354Whrlq1CgKBALm5uSgqKsLkyZNhZWWFbdu2UUgcc7+ShYrX19cjOTkZ8fHxHC1AoOG7Kikp8b7DX7HG9ulfFXn+2TWY89jS0hKfPn1iVaiABnKIzZs3w83NjY5HptglAMydO5e15xN9IYLAuXnzJuuZ+BIjjT23mpoaevTowfv/NDU1OT4Q0KAlyVclbNWqFQuGx0RyvH79mpXoIVDeefPmsXRtCBMrMaINRkwikaB9+/YwMDCApqYmCgsLYWRkBF1dXUilUiQmJsLIyAjW1ta4d+8e0tPT8eDBgyYncYGGeRkeHo527dphxIgROHLkCJ48eYKysjKIxWKsX78erVu3RocOHTB48GB8+PCBd07OnDmToiuYyIe8vDxUV1cjIyOD48/t2rULHz58oAk08g5JvzjRHWP2u9fW1uLOnTuoqqqi9wVwyRKIryEv6JGHGFm1ahXS09Ohrq6ODh06oE+fPrCyssKWLVsoWRCfDyTP9PX1f9rPymf/qWBo1KhRVPRM1ghG+OHDhzTTTpzb3377DVevXsX8+fNZg5aJ82aaSCTCw4cPYWdnxzp+ypQpuHbtGpydnTkaCaNGjcKtW7fw119/QV1dHRKJhJY8+TLNQ4YMwbVr11BYWMg6l52dHR4+fMjpLeHbiIjZ2dnh5s2bSE1Nhbm5Oc2QdOnSBadPn8bGjRtZ98D3HET3qGPHjpxKS2NWVFSEoUOHsjajjx8/4ubNmxAKhZz3dOfOHQwePJgTeIwcORKXLl3ClClToK6u3mgWgVhoaCi8vb058L1+/fohOTkZVlZWGDduHPbs2YOXL1+irq6OVxRO3j1VV1fjzp07NHNcV1eHhIQExMXF0UXowIEDMDc355T6Za/z/v17GBoaYteuXfRblJaW4tixY7h69SrdoHr16oVevXrB1ta20Ymvra3NYePp0KED7/js1asXXr16xemJkjemZH8fPHgwC7YmCxECGpy+7du3w9XVlXXtgQMH4t69e1iyZAnrGvIC8pMnT6Jz586crHxlZSVlwBo3bhxr43vy5AlycnI42ht81wgKCoKvry8WLVqEvn370uMlEgmuXbuGZ8+e4fbt2xg6dChnPPB9i+rqagpVUFdXh4eHB2XWKikpgbe3N8LCwuh4iIuLQ15eHlRVVfH69Wt6zoqKCpiYmODChQsoLCyEVCrFp0+fkJmZiXfv3mHMmDE4d+4coqKiIJVKIRaLUVdXh4EDB2LChAn0fohjcvHiRQ67komJCbKysmhmkFhiYiLEYjGdv58/f4aPjw+MjY2RlZXFi80mkKFLly6xgpuDBw+yHM74+Hj4+/sjPj4e8+fP5zRxd+/eHW/fvkVVVRWv7oyhoSGFJ379+hUODg4wNzdHq1at8OzZMyxfvpz2yZiYmLAo0YVCIQoLC6Grq0thZVVVVaxKQU1NDeu/JRIJUlJS0LZtW8TGxmLRokW8FO+ydvToURgZGWHEiBFQUVGhzxEfH483b95w9iQAFItP9FCIEvy4ceM4jc+A/HW+R48eOH36NJYtW8barwwNDXHv3j18//6dde3IyEh8+/YNI0aMgKWlJaRSKb5//45z586hQ4cO+Pz5M+dvgAYITF5eHivLX1dXh/Lycnz9+pVV4ZJKpSgvL6frI/M88ohT5GXABw0axEnO1dfXY8aMGbC1taX9B8TkNc7LYy+rqalBZWUlrl+/jrlz59LrkF7EoKAgGjTr6+vDwcEBffr04U0KyVtTL126BHNzc7i7u7PgO/b29lQigNjPKh4aGhqoq6uj0LNx48YhMTGR99lIhYjZY0SM7x2+fv0aX758ocHQy5cvYWJiwqrInD17Fjt27Gh0zyDWmI7Wx48feX2gZs2aUZgc04yNjZGcnIyXL1/C3NycJhFPnz7NK3xdUVGBCxcusHRtpFIpHBwcsHDhQt5ebYFAgKNHj6JZs2Zo27YtHj9+DLFYjDdv3kBfX5/u86TCVldXh6ysLN41QZ4x/RUHBwfo6Ojg0KFD6NatGwYMGMDZ91NSUnjnMbFWrVqxkA8vX76Um8yOi4uj1XLgnyRfRkYGNm3axEn6rV27lvbpMO+LMDZGRUWx9jaJRILMzEwWORZfPxfprQOAPn36wNLSkpNkWrJkyU+Dn5qaGg4qoansybL2nwqGamtrOTh7phGOdNm+GZJFXb16NcRiMZ3Y1dXV2Lx5M65evco6/tixY6iuruYcT7L7fH05UqkUysrKWLBgAXR1daGsrEyVkRUUFDh6NARfKsuAQu41OTmZRQsaHByMgoIC3nJzUFAQBAIBp+eFnIt5T8A/TY7y3pNsFlOes2RkZAQlJSXY2dmx4GLyno1cg28TefHiBe+9EuPT8yktLYWXlxfCwsI4FKrEbGxscPjwYSQkJODjx4/49u0bh3KVwI1ks3OEPjgiIgL+/v749OkTJBIJevToAQ0NDSgqKiIxMZGzEQkEAqxfv5712+PHj7Fz506oq6tTxXcNDQ30798fx48fZ1Fn1tfXw93dHcuXL5ebVaupqaF6O+S7ke8p77tGR0c3aUzFxcXhx48frN9tbGxQVVVFMb+yTfskWJJ37aioKNY1xGIxDhw4gL/++ouzwPNBlEizbq9evThQr5iYGERGRiIkJITin+Vd482bNxg6dCjs7e1Z41AoFFIn5P79+3jw4AHnnZ88eZKj6aCoqIirV69i1apVaNWqFaKiomBgYICCggKIRCIKUSHslpqamvjx4wcqKipw4MABGmikp6fjxIkTaN26Nb59+wagISsrFoshkUjw5MkTtGnTBj169ICNjQ3Mzc1x6dIljBs3jpfOdO3atZzfSktLUVZWxpljGRkZ0NbWxvHjx5GTk4PDhw/D3t4egYGBNCMvG7SmpaVBRUWFE9zU1tbC09MTgwYNQnFxMbZv3w4TExPU1tbi1atXmDVrFquJ++vXrzTjyjePyLoaFRWF0tJSRERE0P4HqVTK2vBbtWrFojU2MzNDQEAAa5NVVlamm6VUKoWGhgZr8xSLxWjXrh0GDhwIZWVl+Pn5cSjemY4h0LAvpKWlYd++fZxEEoFqyZsXAwYMQFJSEs2sl5eX48aNG5xEHNCg0wFwexvl7W+E6lr23RYUFEBNTQ0zZsygv3Xv3h3GxsY4ffo0mjdvzvs9SktLeQkaCIMYE+aWm5sLbW1tznmYxCmy0B5ZZ6iiogKhoaF4+PAhp3ooEolw/vx5HDp0iHM/skbeg0AggL+/P8sZlUgkdL7Fx8fTd6igoIDq6mrU19dDKBTS587IyMDJkyfx6dMnXgZEebCwkJAQdOjQgVXRuXLlCioqKqggcV1dHe7fv08DF6lUiocPH7LE3MViMcrLy1FXV4c///yTdQ3CFLpq1SpepAIfKU1ycjKL0MTf358ThPz99990f1+7di2SkpI41+bbM5hGel+Z1pgPdOXKFTRr1oxFnU8Iq5jHk7G/efNmjt9y+vRppKSkwNXVleraHDhwAMnJyTh9+jSv02xubo76+nqoqqpi4sSJ2LNnD9UNWr58OR2HpMJGgoJTp07x+iBNIYxo06YNBgwYgP79+7Noqom9ffsWqqqqctdIZhW+rq4OT58+lVttJ72aslZfX8+B/9bX16Nr166898VkbGTubeXl5UhJSUFWVhbdH4hVVFSguLgYUVFR9Fry2lKID8TXOlFdXY3r16/j48ePvDIb/7bP7T8VDJ07dw5lZWWwtbVF9+7dYWdnx3LK5DUGh4SEAABno0pNTUVoaChns5c3gEmTNJ8OCWGaYVpxcTHMzc15+0rkMSqRBUJRUZFFC0qgKHy0hf369ePNwMgTOiX4WNkGzsuXL/M63+fOncPYsWNppp04S0FBQcjPz+eUP/mejUAdKisreal6Kysr0aZNGw4cpzGTpVCVSqUoKCigGUYFBQX89ttv0NXVha6uLs0okeOjo6PphuHt7Y2PHz+y7qmqqgqKiorYvXs3bG1tMX/+fHTt2pXjDDXFxGIxiymOYMEPHz4MqVTK2VilUikOHDjAWeCBhvF8/Phx3oUA4M4DAhtRVVVt0phSUlKCvr4+K9NGNo7a2lr07NmTs+hv3bqV914I5lu2ckYogImTyFwUZcVpJRIJcnNzYWhoiICAAFYlBGiAYpAG68auQa4TEhKC58+fcxbNLVu2ID09HR4eHli5ciXr/yUmJmLZsmWcxu/a2loKByJ0w3FxcRCLxVi8eDF69erFua+ZM2di8+bNrIqLsbEx5syZgx07dtDvtWHDBlhbW8PGxgYWFhacdx4cHMzpdyGWnZ0NX19fKnKnpaUFExMTtG/fnhNopqWl0Uzwx48fYWVlhaVLlyImJgY7d+7E5cuXsWrVKkpckZ2djdraWroOMoOb3NxcGigGBATA1NSUVgw/fPiAWbNmsZq4TUxMoKOjg127dvE+B9OcnZ2xd+9eev+EQpaYl5cXq0+lpqYGz58/h4+PD7Zs2ULn/sKFC/Hq1Su8e/cOM2fO5EgiME2W4v3hw4fQ19en3/XgwYP49OkTRCIRIiMjOXuMvD3p9OnTcHBwwLRp0xAQEEB/79ChA4RCIa/DIm+Tl2U1lTXZdX769Om8xDYWFhYQiUT/ql+GwHLIt5enJ8QkTpElNamtrcXLly8xbNgw1NTUYN26dcjNzUV9fT1CQ0M5Fcp27drxwqxkjdlwX1lZyWnAFwgEsLe3Z5EzRUdHw9/fH6NGjULLli1Z7zAiIgLu7u549+4dp1e3MViYbIIvOTkZ5eXltOpoYWGB3NxcOk6TkpJgamrKgf/zVTRkrSnICqChv5b5DjMzM1lQQQUFBVZQpauri5SUlEb3jODgYNja2kJBQYEGYLLU8kAD6YgsQyaxDx8+4Pr16yzq/OnTp/Oup+vXr8fff//N+f3bt28cXZuNGzciOjoau3btwrVr1xp7NQCAQ4cOoaysDGpqaqitrUV1dTVdh/Py8hASEgJ9fX26t8oS6ZAEen5+PnR0dCAUClFQUMAidQEa1hUdHR1oaWlxes6Y83HWrFk4cuQINDU16TiWHc8VFRXYsGEDr3RJmzZt8ObNG1qdvHv3LoCGQFpTU5P+t6qqKoyMjHj70QH565qbmxsHakr6tBMTE2FiYoJFixZBS0uLjitCDc60xto8rl27hsjISMydOxfHjx/HnDlzUFhYiDdv3rDIHH7V/lPBEMmgBwcH49mzZzh16hQsLCzQrVs3dOvWTa7mB/N32YFTXV3N0X4hxlfZkGd8127fvj1u3LiBnj17oqioiOXMqKmp8WYmGmNf+1X7VUax8ePH4+bNm1BTU2Nl6zMyMmgPB5+zJItn5ducyHs/deoUJk2axMnG/huqXtkJ+eDBA9y+fRsdO3aEoqIinj17htLSUiqsKXs8cSJOnToFFxcX3ntKTU2Fg4NDo8x7TbGuXbvi7NmzWLhwIY4dOwYNDQ3ExsbC0NAQpqamnMXg48eP+Pr1KwfSBPy63s7/WqmZz5oy95gm66CRb+Hr64tevXqxGl/FYjH09PTw/ft3PH78GKGhoSwKbJIQkU1i8LE0bt++HUuXLuUVzySY+StXrnDu+9q1az9t/CZ0w3v27IGioiICAgJYji6x6upq3LhxgzMeRSIRDQqrqqpY0Au+ZvTu3bvzYsmjoqKwa9cuWFhYIDo6GlOnToWWlhZMTU0RHx/PIpIAgKdPn9IeSWa/gK6uLurr66GkpITly5dTuF1hYSFUVFTQqVMnAGyGqurqagp7Yp5r8uTJFI4m28QtCwluzNLT06nWjVQqRUZGBnWumXpYYWFhyMzMRK9evRAQEID169fD1NQUAoEA2dnZqKqqwpgxY+QGQg8ePICWlhanx+TJkydwcHBAr169EBYWhvDwcKxfvx6PHj3C1atXoaCgwCL3IGNTNigoLCzk1dJSUVGBQCBgQa5/Zr/KRiovqUCCkl+xkpISnDhxgiYcZU02gGMmBmVJTebNm4epU6cCaEhkSKVSXL58GUePHsXdu3cxbNgw1h4tD2pOnECynpOm8YyMDPTq1YvVlyQWi6Grq8uiFwcaKiSTJk3iZYWzsbHBwIED4e/vz3EU5cHCqqurWfuLQCCAq6sr9u3bBycnp0bhZLLWlGObuvcbGxuz3mF5eTmys7OpEyrLCjZ16lR8+/at0Xu4c+cOxowZAyUlJbkJWWLyAtlx48Zh3LhxKCkpkUudT2zkyJHw8/ODlZUVa3yoq6vz+liqqqpQU1PDmzdvYG1t/dM+MTIH9+3bB3t7ewwZMgTl5eVYv349xGIxCgoKMHPmTAwZMoTDgkqCoYiICHTq1AkxMTGoqanhaPRJpVKcOXMGAoGg0crGzJkzqRSAvKT9169fUVRURGGUTJsyZQq2b9+OlJQU2NjY4PXr16isrER1dTUMDQ1pArG8vByFhYVQVFREcHAwpwe0uLiY1/fYsmULUlJSeEWVf//9d/z555+chNHo0aMREREBR0dH1v1OmDCBdx388uULZQs+deoUOnToAENDQ+jp6cHf37/R5FZj9p8KhoCGTaVVq1aYOHEiCgsL8erVK4SEhODGjRvQ1dWlzZR6eno0E0M2SxMTE7rYMk1RUZGl+E5KeBUVFUhLS0PLli0hFAopu4Y8EVLZAUCynbLZbwL/kCc0CHA1gGTt+fPnGDRoEBQVFeUKvBEbMWIEhWYJhUK5iuONla337t0LT09PjrNUW1uLe/fuITAwEHZ2dlBRUUFqairnOUgf1bBhw9CjRw+O4Ov/wnx9fTF79mzaHBgSEgJ3d3fMnz+fF5pHnAgSiMk2l9fX12Pz5s1o37491NXVeTUr5JnsQjVr1iycOHECGzduZGlX2NnZYeHChRzYmb+/P7Kzs3lhg7m5uVRvpynfldivqL4zzdXVFZs2bYK6ujoLflFTU0Mzh2TOEL0redcmmRwSbBBFa/LfVlZW6NWrF2/17e3bt7RixGS6kTV51yCQMysrKxoMyb6/0tJS1NbWct5leno6p/FbLBYjMTERCQkJ1MFSUlL6aaa6WbNmSE9PR2FhISvAOHfuHBQVFfH777+zIAtk3SBBRosWLeDo6Ci3J+TZs2ewtbXF6tWrWUG2tbU171phbm6Oe/fuoVOnToiKiqI9Ybm5uWjWrBl27NiBsLAwpKSkQFFRkcJgSKWTGdwoKCjAzMwM0dHRCAsLoyxxGhoa1KF58OABli9fTufRu3fv8O7dO3o/UVFRvPNRKpVy1N2Z8FlmdfHLly/o2bMn5s+fjx49euDYsWO0L6JDhw5wdHTEoUOHWNVgpuXn5/MqyVdWVuLLly+YN28evYatrS127doFqVSKU6dO8WqYyTpJ6urqCA0N5TT6xsTEQCgUIjo6GgsWLICKigqaNWsGoVBIxYzHjBnDu18NGTIEt27dwoQJE6CkpIRbt24BAOc96unpwcPDA9HR0bCwsEBISAgUFRURHR2Nzp07s9a29+/fw8HBAQoKCnj//j1n3SaVwBYtWiAnJwcrV65ERUUFLl26BCsrK8466e3tDUdHR07fYXl5OX78+EGdnpCQEPTo0QNKSkqoqalBeXk5B5pFHDd5UHOyvqupqUFTUxPjx4+Ho6Mjhe5UVFSwevaYlpycjIkTJ9LfZZ3qZ8+eQSgUws/PDw4ODj9FC8ycORNubm5Yvnw5amtrceTIEWRnZ0NDQ4ODlCAmTz+NWFOlKZYsWYLdu3ez4HZAwzs/dOgQBAIBfYdSqRTu7u50jZd1zFNSUjiBo6wxAzHZoIwp0/Dp0yde6F5oaChMTEwwZMgQxMbG0mQT37FAA2w/JSWFA9HT0NDAtm3b4O7uztK1uX79OiZOnIinT5/i3LlzEIvF0NDQgKamJjQ0NHh1x4CGdYns64GBgdDW1sbevXvx6dMneHp6YsiQIbzkO+Qeb926RdEqskH269evcefOHTg6OsLf3x8BAQFwdHSEoqIivL29WUkE2b1J1tf4/PkzUlNTOfOF2M6dO/H48WN8/PgROjo6MDU1xfjx4zlBYVFREbZu3YqbN28iPz+f1ad4/PhxDB06lONPP378GB4eHrRlhWlt27ZFfn4+JxiSBy2NiIhAVVUVxwcqLCzEhQsXcPDgQcoWDDQQiTB7Rn/V/nPBENN0dHTw8OFDnD17FkpKSnBxcUFWVhbevHlDj2mKsraHhweLxpJs4ETXQd55ZP+frEPLHIRr167F1q1bsWrVKqirq2Pr1q10g+S7hr29PSIiImBpaUmpSoF/MmtpaWnw9vaGSCRCWloanezMciyhe7xz5w7Ky8uhqqoKgUBAsxV8yuQAlznryJEjaNasGfz8/DjOEtCwUcTGxqKgoABCoZDF0OTj48O5Bslk85V85RlZrPfv348///wTqqqqHMrU7OxsBAcHIzw8HECDWF9dXR0yMzPRsmXLRhXHnz9/jlWrVnEa8po3b043ocY0K35mampqWLNmDbKzsymsytjYGKtXr8aFCxfQp08fdOrUiW7UjcEcmHo7TMgdM7j+1TGVkZEBQ0NDiEQiWuon1ZmioiK4ublBKBSiuLiYOnB37tzB6NGjoaysTDOATBV65rVJEJOUlITk5GQaEGZnZ2Pfvn10XDeW5W5s8w8MDMTBgwdRUFCAuLi4Rq9x+/ZtVuAwaNAgKCkpsXox+GCLZFwwG7/r6upoUEDsZ5nb/Px8uLu7Y/HixSy9BbFYjJYtW2LMmDHQ0tKCVCrFvXv3EBkZiebNm7Pm/qFDh6CoqAhNTU0OljwvL4+O2aqqKpSVlcHAwADbt2/nhQlJJBJERUXh8+fPmDBhAq0OBAYGUqy9ra2tXGVxJkNVZGQk9u/fTyFEhJwmODgYbdq0QVhYGL5+/YqRI0dCWVkZcXFxEIlELGx5Tk4OBAIBlJWVWWsUH/kJM/hev349rTSEhIRgypQpABoCcQUFBQ4kR7Y3oq6uDsnJybTKIduYDzSsdSQoYV5j06ZN2Lt3Lw4ePMhyPok+DN94OnfuHFq3bg2BQICioiLExsbi2rVrsLGxoQKgJLBljs9nz54hLy8PzZs3Z623t27dglQqpaKHZO7x0dCamZlBQ0MDnz9/RlZWFjp37oxdu3bh6tWrrLVNSUkJaWlpEAqFUFJS4iTpnjx5AkdHR+jo6ODevXvQ1tZGt27d8OjRI0RERLBonYGGYJKZLCNGeqZiY2Ohrq6OkJAQ+m0VFBQgFos544/08ciKyhKTl5QgAskrVqzA5s2baZKHaVKpFFu2bJEbFGzcuBE7duzAtWvXcOLECfTp0wdDhw7F2bNn5foZioqKGD58OJKSkiCVSjFgwADeHjRiTP20lJQU9OjRAwoKCvD39wfAhp6R9UkkEnECb+Z6wLTa2loIhUIWvfWdO3cQExODtWvXUjQISYYpKirixIkTUFFRgaura6N7hqyRpIW7uzu2bt2Kz58/4+nTp3LFOYEGwdeioiLMmDEDXbt25dWeYx4vC6HLz89HZWUlr65NSUkJlJSUKLRXSUkJOTk5lCRFW1ubM28kEglUVFSwf/9+SCQS2Nvb4+DBg6iurkZmZiavfzFq1CjcuHEDycnJGDp0KMaNG8cJvAFuP6BUKkVwcDCdx3xzOCkpCdra2hykTWNQTQBo3bo1L6xQ1po1a4bs7GxIpVLePsUHDx6gtLQUxcXFmD59Os6fP4/v37/DzMyM912IRCI8evQIhYWFrOo5eT7ZKjhpXZH1hQoLC+n6yGQLDg4O5vjgv2L/6WAIaIhQNTU1IRAIqBMvkUgQEREBa2triEQixMXFAeD2LcTGxtJNmDTJAQ2YaqlUinbt2qG4uJjiGwk8g2zKgYGB6Nq1KxQUFBAYGMjJvDDNysqK1f/B/PeTJ09i1qxZUFFRYeGB9fX1oaamBpFIRAcG2YyYm1K3bt1oBsbX1xe9e/eGgoICC0teWloKdXV1CAQC2mvC1wwLcDeRuXPn4tixY7hw4QLHWerZs6fczBafubm5UYzyz0q+9fX1ePLkCctBJgEd+XemkYCUbC4CgQBCoZA6sfJYRurr65GQkIC5c+dy+nCkUikt1TKdcT7HnKnpI2tRUVFo2bIlDA0NWVCURYsWwcvLC/v374eKigpt0m4M5jBmzBiqtzNu3Dj4+/tDIBBQfZD+/fvj2rVrmDRpEpSVlSk2WllZWe6YUlFRgYWFBcRiMf0msgswEXgcPnw41NXV0a9fP+jq6kIgELC+0bNnzzB48GAKVQT+gQslJSXB1taWZnmePHnCuoZEIsHTp0/x8eNHXv0aPujq8+fPcfv2bfTt25dmD9XU1JCSkoKhQ4dScg6goSrA7Jtq164dpV1lOtuyFa4zZ87wajqIRCKoqanxQhLkma6uLvbu3YuwsDBkZGRQ4Tt3d3f8/fffNHP29OlT2gDM7GcAGoKLkydPYsSIERynfuHChSxHkgR+ffv2RUBAAKtxnmmygeiMGTMgFAo5YqlMk4VPWFtb48KFC6ioqGBtbl26dEFgYCDc3d1RW1tLkwpt27blpRaW1Vg5dOgQZs2a1Sgs1MHBAVevXoWXlxfKyspoT1NycjIv/IuP+h9oYGO6desWYmJiOMQRrVq1QmRkJLZv3866RklJCYyMjKCnp4fjx4/TeSGvNxRoyKIyleDFYjFGjx5NAyxAfpY9KiqK9vgwaeb5TB5Ulc9+VQj76dOnGD9+PPT19eHr60vHh6urK1asWEHPR+ZlVFQUBg8ezMrySyQShIeHQ1NTE8eOHYOysjJ0dXXpfXfs2JE6tY1ZfHw8zM3N6Z4uS9ZTUFCAffv20WCPVBqJw8nse3Rzc8OqVavkOlekSnv69GkcO3YMJSUl2LRpE9TU1GBmZkYZvmSNj9pbngUEBGD58uXo0qULC3rGd08kccLUHGO+49DQUNb+R965gYEBa7+fNm0a1qxZgx07dmDYsGFo0aIFjIyM8OrVK7x58wYikQh9+/aFsrJyk/YMYlVVVfjw4QPatm0LNzc3tGvXDi4uLrwU7kBDBSciIgJRUVHw9vbGjRs3oKmpCWtra7noA1n7GUSPaaNHj0ZMTAwCAgLw/v17FBQUcMZbYmIigoKCIBQKERYWhnHjxiEvLw/19fUQi8Ws91teXo7ExES4ubmhT58+WLZsGa2qzpkzB+3bt0efPn3Qs2dPykL6q3bx4kUEBgZi3rx5sLOzo1qPP5snEokE2dnZvNVG2bXi2LFjWLlyJW9/VXJyMo4dO4b8/Hxs3LgR7du3h729vdzgvra2FhkZGXJFn5v6DpjEDEy24Pr6+iYRVsgzgZSJLfiPW3FxMd68ecNpKpZIJAgODuY0Wa9atQoDBw7kNLMR2B1fJiI5OZlDxc08Px9sia/vA+CHLRFlaFkHpzGT54ilpqbC29ubl2q0pKQEmpqarLJ1UFAQ4uPj5fbuyGYFa2pqIBQKm6xdUlpaiqtXryImJgYjR46USxPJtDlz5mDt2rW8WWFZc3Z2xsCBA1nnfPXqFZycnFgLleyEOX/+PCIjI+Hs7MxpyBMIBCgrK0N9ff1PWe4kEglmzZqFNm3aYPPmzZx709LSwqpVq1jvt7i4GAsWLMDly5cRGBiIDx8+IDIyEvr6+nBycuJtkH/79i2FVMkG4HwOmLzx35jJG1PTp0/HoUOHOE6iPJO9NtPJra+vx6xZs+Du7k6rHh4eHvD29sbIkSPh4eEBfX19tGnTBt++fUOzZs14ndqwsDC0bNkSu3fvhouLC6qrq3H27Fm8fPkSZWVlePfuHesav2oSiQRv3ryBhYUFWrVqRc+fnJyMsrIyVFZWQkVF5acsShEREbhw4QJ27tzJCcwrKiqwYMECODs7Uwdh1apVGDFihFwHytvbG8+ePcOBAwdY1bjr168jNjYWK1aswNKlS7F3714UFxfTDDZfoJ2dnU0FIceMGQN1dXUkJiaipKQEJ0+eRHV1NSorK2lzv0AggEgkok4h06RSKWbMmMESl9y5cyfU1NSwZMkSzJ49m36PqKgonD59GkePHmW97ylTpsDW1pb2Tc2cOZNV3eMzIvpXUFCAfv360Wrks2fPoKyszBEslWc5OTlYvnw5VFRUMGPGDMrMFB4ejuvXr6Nt27Zo0aIF9PX1MXToUIjFYpw6dQqKiopyq2eyayeZF7a2tiwleHkQ7H9rZL8ikDCJRIKPHz/Cz89PbhJLdmxKJBJ8/foV3t7etIJCqHHd3NwwYcIEdOzYEcePH4eqqiqmTZuG58+f49OnT7TqwBTVlQ1SSLO0i4sLtLW1UVBQgE6dOtF38fXrV6iqqtLmfLJfycKm3N3dWUyXx44dY42Z/fv3IygoCLt27eIIJLu4uLDIe5ydndG5c2coKCiw4HTEamtrERISQh04wpZ469YtWqGxsLBA37596d7fWMKEDxa/YMECbNmypclSFytWrMD8+fMpYYA8IWOpVEqTYT179qRZdmLFxcV4/fo1B/3QqVMnzJ07V+4c5Hu+mJgYvHnzBkFBQdDX10d6ejq2bt3KocFmGtMHqqqqYgUpUqkUt2/f5j3eyckJmZmZABrIsvj6Qpn27ds3KqKdnJwMExMTdOjQAR06dIBUKkVJSQlLHDciIgKnTp2CRCJBx44dsXHjRgANsN/o6GisX7+eiuG+f/8eXbp0wdSpUznEH4mJifjw4QMCAgJQUlICW1tbODk5oVu3bhx9PXlG5uTbt28xbNgw+Pv700DNwcEBTk5OvEmQ2NhYHD16lFdfDeAGJJ8/f8bt27dx4MABzrGVlZU4c+YMPn36BKBhvDaG7Fi+fDlatmyJsWPHsggUiP0MXi7P8vPzkZCQAAMDA45v/iv2n68MMa24uJilC5ORkQEfHx+8e/cOZWVlFENdUVGB9+/fIy0tDZcuXeIEQ0ZGRlSMjnm8t7c3kpOT6YDhOz+BLWlqarLwo3zlYHIeqVRKNXOCg4OhoqLCCobKysro9ZkBWnp6Ory9vfH+/XuKlayoqMCHDx/g7e2NxMREFi2hVCrFt2/f4O3tja9fv+LmzZtwd3eHm5sbgoOD8fjxY957laXc/pXeGRcXF9az1dXVsTDKjb2Tb9++QU1NDRs3bmxS1qBDhw60wbqoqAht27alDD3yrKysDB8+fIC6ujocHBw4DXlEkLUxy8rKouOAQDD4rFevXti2bRvmzp3LWTRUVFRw9epVHDlyBCUlJVi1ahU8PT055Wmg4Rs7Oztz9HZkTd74J8/d1DHF/F0ikfDqA/3Ktb99+4aIiAhKq8xsgvfx8cH48eMxbNgw3L17l7Ks+fj44Pnz57zVvZqaGrqQEhHQ9PR0tGnTBseOHeNcg9jPeqjkPYOSkhL8/f1x9uxZXmy0PHv27BkGDhwot6l35MiRePjwIdTV1WFqaorMzEzo6OjQpIrs/Xbs2BHnzp3DypUrWeKZI0eORGFhISUOWb58OSQSCRwdHWn1EPhnjj19+hQREREwNDREXl4eBg4cCHV1dQQFBeHt27fo1q0b5s2bhxkzZmDw4MEQCoUIDAxEaWkpxGIxDe7j4uKQkpICBQUFWgEi4pJRUVHo1q0bJ3Giq6uLwsJCAOx5JGtNydmJxWKMGTOG8/uvJJaAf/oBevXqhfPnz7No1MeOHUv3F2dnZzg6OkJLS4tW4b28vHjP2die0aZNGwoZVlZWbhQyLJFIMG3aNN4qHUny8O1Xs2bNwrBhwxAYGEjpx+Vdh9wr83uUlZXB0tISu3fv5lDjHjhwAAKBAHv27MHOnTvx/v17yqZIzjN27Fi8e/cORUVFrCCXz9q0acPqU7x9+zbdkwjDmkgkohIRTNj6iRMn6H/LJiZiYmIAgFcg+cGDB6xgqHfv3sjJyaG6XHxOXt++fZGQkAAfHx98+PABysrKGD16NAYMGIDCwkJs3rwZkZGRTYbqy9qoUaPw/PlzzJkzp1FBb6BhfW7RogXc3Nywd+9emJqa0nMuXrwYu3fvpsGBs7MzTp8+zWoJ4DOpVEr7ng0NDeWSefDtGY8ePcLr169p9WHHjh1o3bo1pk6dynsepg8UFBQEsViMgIAAVpCycuVKGkQxj//8+TMEAgGuXbtG37NQKESfPn0we/Zs3godAOzZsweampoYNWoUNmzYAFVV1Z+K4546dQpFRUWstbhjx4402UeqVlZWVkhOTkZ2djbLlyT2+++/o3nz5jAyMkJgYCBOnDgBqVSKVq1awdHRkXM8qWLLzkkCX7558yYOHz6MmJgYHD9+nNVfy7SMjAx06dIFa9euRbNmzTh7YkVFBV6/fg17e3ukpqbi9OnTsLCw4PSa5uTk4P3799DX14e7uzu+f/+OS5cu4evXr5g/fz7rGxNfIzMzE66urjA0NJTbh5ySkgJjY2OIRCK678nr4SI+JGEL/r/afyoY+lmDONGD8Pb2ho+PD2JjY2FjY4MpU6age/fuiIiIoJNNT08PioqKHBYvoCFLqqSkxDm+R48emD17ttzzAw0Uw8+fP4efnx9UVFRgbW0NOzs7lgYDsdzcXPj4+MDX1xeFhYVwcnLC2rVraSYyLCyMTnZNTU3Y29vTcrO3tzcSEhLQrl07jB07lpaTP336hJqaGowZMwZLly6FoaEhcnJy6ASqqqqCnZ0d/vzzT3h7e6N9+/bYsmULbGxssGDBAnTv3p2TUdm/fz++ffuGv//+G/369UNcXNxPe2dqampQXFyMwMBA1rMZGBg06sDL3qumpiYUFBQ42kDEiAMQFhYGbW1t+q4GDBjQqFPBfLe1tbX0+8k25BUVFfFm0mtqahAQEIAtW7YgNjYWEokEM2fORHp6Oj58+MCrZVRTU4O//voLJ06cQEpKCmvs1dTUoHfv3jh58iTCw8OhoqKCdu3a8VKJXrhwgVdvBwClqpU3Pn9lTPH9TiB4fMLD1dXV+PbtG++1ybmkUikLCioQCDhN8BcvXsSwYcOgrKyM8ePHQ0VFBV27doWHhwcvBCAqKoo2pOrp6aGkpATbtm1jOSB8OlV8Dojs++vQoQN9DlmrrKyEmZkZ+vbt2ySht5SUFI5AMNNMTExQVlZGYQTEGZHXt0CgAXZ2dizxzIsXL8LZ2RmTJ09GcnIyJBIJzMzMaIOs7BwTi8Xo3r07h3DBzs4ODx48wOjRoyEUCqGoqIjBgwfD2NgY2dnZ+P79O4f9ctmyZaivr8ehQ4dY4pJMuDLTcnJyIBKJOPPoypUr+Ouvv1jH/swhBBrEYF+/fo3c3Fzs2LEDurq68PT0hImJCWcuyWqxSKVSFBcXo6SkBHPnzsWgQYPw22+/IT09HYqKimjRogUUFBToNbS1tWlQ4OLiAn19fd5ev6qqKs6eMXHiROTm5mLjxo348eMHhEIh1q1bR6G9fH0w6enpeP78Oby8vFj07lKpFGZmZpz9qlu3bujevTvtfXnx4gX++OMPGBkZNQpl8fX1pfdKvseAAQOwY8cOVFdXc6hxiRE2xYyMDGhqaiIiIoLzXQcMGCC3+sVcF4igL7OvoHv37hx4OPAPfFAWWim7tzNJSdTV1Sm00dTUlAZWsu9wyJAh6NGjB8exfPr0KXx8fLBx40bY2dlhyZIlsLOzo2uypqYmpkyZQgO59u3bo0ePHrywsJCQEMTExFBH/+XLl3j79i1KS0tRWVnJ0U8jtmTJEtb6TExWbwoAli5dSp1HDw8PWpns2rVro0RO8uxnewZJErVv3x4ODg5yM/Z8PhDpzbG3t6dBCvP4Z8+esY7v1KkTMjIyMGfOHFhYWABoCHz37NkDHx8fueuGi4sLoqOj8fjxYzx9+hRWVlbIzMyEoaEhRxy3a9eu2L59O4YNG8YZC6SyFhYWRscY6VuW1+fk4eGBZ8+eYc+ePejcuTO+ffuG0tJSxMfH055EpqmqqvLOSTKXbGxs4Ofnh48fP6K2thY6Ojq81cbU1FRMmzaNIiyYz0hMKpXixo0bdM1PS0vjEBYR4fAdO3ZALBbD2NgY1tbWOH78OFatWoXTp09zfA1dXV0KWWZWwZhrpq6uLkxMTCASiWiAI7umvn//npdd8OXLl8jOzpYruvwz+08FQ41NWmbm8NWrV3B0dERcXBzGjx+P79+/Y/369aiurkbPnj1RX1+PlStX4tmzZ3j16hU6duxIB0d0dDSOHTuGmpoaHDlyhB4/ceJEhIeHY+fOnZTNKS4uDrNmzYK+vj4CAwPh7e2NuLg4dOzYEUVFRbyCUbW1tQgMDMSjR4+QlZUFOzs7zJw5E0eOHMG4ceOgrKyMe/fuwdfXlzY/L1++HNra2nj79i3mz59Py80rV65EWloaXr16herqavTu3Rtbt27Fxo0b0atXL8TGxuL06dOse/rzzz8RGRmJs2fPcp6DT2keaCh/enl5QUVFBb6+vkhLS8ORI0fQv39/bNiwgS7StbW1+PTpE81I2tnZwdHRkT6bvPPX1NTIfX+XLl2i7DXMXg/yd3fu3OG8K3m9UPn5+XThZR5/9+5dmvnja8grLy9HYGAgcnJyYGNjg48fP8Lf3x+Ghobo378/li9fjkWLFqFTp074/PkzS8uIaWlpafT77du3D+np6ejZsyekUinmzZtHS9wbNmxoFOcfGxvLocaNjY3F27dv8fHjR853VVZWxqtXr5o0pghunu93S0tLmkmU1e4hZmZmxrp2WVkZrl27hk+fPkFfXx8CgQDLly9HmzZteJ/Nzc2NOjGGhoYICwuDubk5EhIS5EIIWrVqiFCZZwABAABJREFUhbVr18LT0xP9+/dHamoqzM3NkZqais6dO8vtkZF9p3zvz9TUFMXFxbzQEBUVFURHR6OyspJDU8xnP378aBRSevv2bUilUuzYsQNaWlo4deoUmjVrxsuACTQwEJmamvKKZ965cwejRo2i61pNTQ38/Px459imTZt4nW8dHR3Wt2XqCUVGRvLSff/48QN1dXWc57SysmLRLxNVdT8/P9rwy5xHQAORC/nmtbW1FBpKWAyFQiELhujl5QUPDw+MHDkS9+/fh0QioY2+5ubmnGBIdpMVCAS0L4E0gisrK6Nt27aoqKjAt2/fkJSUBC8vL9Y1gIYetefPn7POGRsbi2fPniEoKAimpqaseXH37l1ER0fDyckJzZo14zhsfJWIdevWYdiwYXBxcaH07vX19di3bx9SU1PpflVXVwcTExN4eXnByMgITk5OrHfLtw7Hx8fj7du3CAgI4P0bZWVlpKSkYO/evY3CttLS0njPs3DhQigoKLACoXfv3sHT0xPV1dXo3r07ysrK6HvQ09OjYrbl5eWwsbHhTUrxjUECm5I1AwMDVpX1zZs30NfXx6NHj6CgoIAlS5ZwfAR5e5aXlxf69++P/v37s/rYYmJi8PbtW3z69Al6enoQCATYunUrcnJyeBNbdXV1OH36NO2ZS01NxbVr1zBy5Ei8ffsWWlpaHEhZcXExsrKyOOszXwVC1vgqC3wmD67PfL7G9gyBQAAdHR0UFBSguLgYqamp1Beqq6uDv78/vL298f37d44PRNgoSZBiaWkJVVVVpKenU7+CefyWLVuwYsUKVr9Sly5d4OzsjEePHtGkSn19PZKSkvDu3TtMnjwZAwYMoM+XmppKSWTS0tI4STey/sv22Mj6FGR/k+eDMM3NzQ3e3t7w9/dHcXEx2rdvDycnJ8pMypyTBO7PnJMSiQQ+Pj7w9/dHVFQU9PX14ejoiGXLlsmlyI+MjER2djb9//J6BFVUVNCiRQu5iYuoqCiOj2JoaIi///4bp06dwuLFizk+2Zs3b3DlyhU6FkjASIJLvuCND3p569YtjB07lnNs+/bt8fDhw//fCIbU1dUxffp0dOzYkfX79u3bUVNTAwsLC3z8+JFmga9du4a9e/eiW7dumD17Njp37gyhUIjXr18DaChV7ty5k2po/PjxAzU1NdDS0sLChQvh4OAAoVCIly9f4tq1a+jbty927dpFF8ibN2/i7t27CA0NpQv/ypUroaGhgalTp3Iy9xkZGXB1dUV9fT0kEgkuXLhAy4mHDh2iisl2dnb4448/YGdnh+nTp+P69euoq6tD7969sW3bNlpuPnToEHr27Ik5c+awmMgkEgm2bt0KY2Nj1j1NnjwZN27c4H0OWeOD7l24cAEjRoxAUlISfHx8cPz4cSgrK8PJyQlDhw7Fxo0bYWxsjN69e2PAgAEICAiAg4MDjhw5wjp3dnY2nj9/joyMDGRkZKC0tBQtW7bEgAEDOO+Pb7IGBATA29sbqampaN68OX1Xv//+O+/mRY4nC6/s8f369UNycjKsrKw4DXmjR4/G0qVLaQn98ePHGDZsGPr06YPq6mpOE7a8xcXZ2Zk6bmZmZti9ezfc3d1x+vRpAA1Qhi5durCcSOZCwIQ4fv78GSoqKlRvx9/fH/X19TAyMoK9vT1lsLp+/fovjSnSM8U31sg4lX2+48ePo7a2Fh07dkSnTp2oE3f9+nXs2bOH91zGxsZy8cE9e/ZEeno67O3tMWLECBw5cgTe3t7Iz8+XC3eaOHEiPn/+DKCBXlhdXR0xMTHo2bMnhgwZ8tOetuXLl9PKnOy8CAsLw5w5c3j/jjgrXl5ecjcN5vjQ0dFBamqq3I2qoKAAzZo1o/1xU6ZMwdatW1FXV4cxY8bQXoj09HQ8ffoUVVVVGD9+POc87dq1Q2FhIYVcpqeno6SkBIqKitDS0sLp06dZc0xRUZHDiAc0VNoVFBSQmJgIIyMjlp5QXV0dL8VuXV0db9A6YMAAhISEUGrh/fv3Q0FBAbq6uti5cycn0yer30K0IwjLUvfu3TnVuBcvXmDBggWwt7enYr9CoRB6enq0l4BpjZGUHDx4EFZWVrwCoGPGjMGECRPoNYAGenJmkzEZUzY2Nqivr6d7EllrQ0JCsHbt2kZ7J4iRuU+YGInYLKkwW1hYoKysDGfOnKH7FRGLlhe4lJWVwdvbGxkZGRAIBPDx8cGgQYMa/RsmNe7y5cuxfft2ui6cOXMGU6dOxcaNGzFs2DCsX78e27dvp+NfIpGwvgGB4PTt2xfGxsZ4/PgxBg0ahMmTJ7OuKZFIcP78eU4yQhaaJZVKIZVKcfDgQcTGxkJJSYkDjyWsbMA/AskkaLKwsMD48eM5PoI8Y/a4AQ2wMB8fH1RVVfGunVu2bEHnzp0547yyshKFhYV0zQkMDESXLl0wbdo0ODg4YPfu3dQxl72Gk5MT6xry+jXkoRhkq3SNwfXlPV9je8aGDRtQUlICb29vbNiwAYaGhpSoolWrVnBycsKKFSvoGCJ+wsiRI1lByoYNG6CoqIiysjJoaGjQfZQcX11dzVspIOsAM0Hh4OAAExMTBAQE0F7MpKQkREZGIjIyksL4mzdvzhJQJdpqhEyJVD3k+RTyjPh96enp+P79O4yMjODo6IjVq1dzoOcbN25E79690b17d7qnM23evHlQV1dHz549MXXqVE7vF9PIfElOTsbVq1dRXFwMU1NTDhlHU+U31NXVcfnyZRp4yPpYI0aM4LwPAqG8d+8e7zmZyAc+6CVZB4uLi7F7924W9B5oqJ7JE6Jviv2ngiFzc3MUFRVxHKm8vDz07t0b7du35+hGODg4YMKECbzCWqTMRzQ0bty4AQcHB0ydOpVzfJs2bWBjY8OhjgwMDMTYsWMxbtw4XmyjLOxGIBDAwMCAYu+JSaVSmJiYYMOGDazzSKVS2rgoG1w1a9YMMTEx0NXVhZ6eHr03qVSK3r174/fff+fck7znIPYz6F5RURFCQ0MRGhoKoVAIOzs7pKenY8WKFRAKhcjNzcXNmzdRU1PDCw0MCQnBvn370Lp1a1hYWCAiIgLa2tpIT0+HkZFRo4x8xI4ePYoxY8Zg5cqVcvGkv3I8E7pgY2ODw4cP04a8a9euoV+/fpgxYwZcXFzQunVr+Pj4oF27dkhJSeE0A8uzvn37smAL2tra2Lp1K06cOIG4uDgWuUF6ejrevn0Lf39/7NixgwNxNDY2plBGkjnV1NREXV0dq1/pV8dUY2ONmGw2qKioCL1790afPn1YSYqmnIvPmDAyBwcH6OjoUHFaedpbQqGQ9Q169erFm4WVZ9nZ2ejduzfvvCgoKJArykccpqKiIt7eLoFAwAqG7Ozs4OHhgc6dO3NgSkS3iFlJtrCwwPLly1lNqsTU1dXRvHlz5OTkcK574sQJSCQSSCQSmJiYUIrjNm3aUE0NpnXr1g13797F8uXL6X3n5+fj5s2b6N69O818M/WENDQ0qN4DCd7i4uJQW1vLcgYEAgGqqqrw8uVL+o4TExMRHByMkpIStG3bljIMMr9hY4xICQkJGDNmDIfoJTc3lxcnP3bsWJw7d46VnSYmkUgQFBREgwJjY2N069YN0dHRtNrHFAD9448/8PXrV061UUFBgYW/J2OqTZs2HHkBoKGS9DNBVVk4o0gkovOjWbNm+P79O0aMGAErKyscPXqUNc8+ffoEiUSCPn36cN5tVFQU9u7dC1VVVVqhFYvFeP36NbKzszF69GjO3wANCIFz586hsLAQmZmZSElJoc/g7++PcePGwcbGBj4+PsjPz0dNTQ1rfWR+L8IstnDhQgANEgaenp6cYEgoFGLUqFHYunUrhg4dyoFmDRw4EB4eHrRnKzo6GgBocC8LjyX3QiB9M2fOxMCBAzFq1Kifim82BtO/desW+vXrh6FDh0IoFPI6lXz7REFBAQCw4FUkEaCurs5KUpCMuLOzM0sriZgsZXNiYiLevXuHoKAgGBoaom/fvpxqH/DzPV/etYGfr/NWVlawsrLCnDlz8P79e/j6+iI+Ph7JycnQ0tJqdJ0mQUpdXR2lXufTJ2zfvj08PT2xZMkSlvbWnTt3eMmg2rZtizNnzmDv3r2IiYlBZWUlWrduDSsrK1haWsLAwACLFy+Gi4sLXb88PT0hEomo/ldtbS20tLRoG8Ldu3cblcNg9gr++PEDo0ePxqxZszjwwZKSEojFYnz48AFKSkp4//49VFVVERISwpmTa9asQceOHVnvnUl28vfff3PmS0VFBSorK/8Vo1tFRQU2bdpE+3lMTU1x//59DB06lPpY8+fPx+7du3nfxc/6vuVBL2XXQRUVFd7K27dv35pM7MRn/6lgaPDgwZyGL6Bh8/f19cXjx4+hpqaGq1evwsnJidLCrl27Fi1btkSfPn04k4+poWFpaQlvb2/O8SS7eO7cOZpBJpnKqVOnIiwsDPPnz0eXLl3Qp08fdO7cmbKehIWFsWA3u3fvplHv7du30blzZ/Tp0wcCgQAfPnxAeno6nJyc0KtXL0qFHRoaisWLF1Onk2zo69atoxm+devWoUWLFnBycoJAIEBqairnnuQ9h1QqxdevX3Hx4kXesjVRJvb19aXViJEjR8LJyQkikQgBAQHIz89HZmYmCgoKYGhoiMLCQgiFQiqMR+zmzZsYOXIk3dSJsxAVFYVDhw5hyZIl8Pb2pvAcPr765s2b48mTJ3jz5g2mTJlC35U869+/P7y8vCgs5WfHMxvy4uPjWVTZixcvhkgkwrNnz+h3V1ZWbvR+iZ04cYIF61FQUKANl8yFID4+HgYGBlBWVsaKFSsahV0CDVkrgvMvKSmh4/9Xx1RjY41p0dHRrL6M0NBQHDt2DBKJBH379qXXbsq5fmbt27fn3dCYrI1ZWVmQSqVynRV52S7yHKamptDW1sa5c+codISU4QUCAQoLC3kbNPfs2YOcnBzs2rWLo83FZxMmTMCnT5+wdOlSDBs2DEZGRhAIBEhPT8erV68oA6WnpydMTU0hFoshFAoxd+5cJCUl0SxeixYtYGtri2/fvuHw4cNUPFMgECAmJgbx8fGYMGEC7XNq27Yt3Uy6dOmCL1++sBIVv//+O3bv3o158+ahpqYGW7ZsobCNhQsXUqeJqScENGQDX7x4QXVPjI2NMXv2bDx79kyuuKSWlhb69++POXPmID8/H76+vnQ9amoAO2PGDFy/fh1z585ljSl9fX0kJydzkmWXL1+GVCrl9FJIJBJUVVVBUVERRkZGkEqlyMrKQvPmzVnU4EwBUD09PV440rdv31hBINmTHjx4AAB0ThJzdnaGp6cnFi9ezOq7awwyfPv2bXrvXbp0QUVFBaKjo/H8+XMoKyvj5cuX6NWrF0QiEdasWYPv37/zvlvSc0igueRdHD9+HGFhYXK/R0lJCXJycqiwLKGlBv6Bym7cuBH5+fl4+fIlAGD+/Pn0PMw1NyoqijUG27RpQwMDWfv8+TPKysooBCstLQ0TJ05ETEwMnjx5Qverw4cPY/369T8NaogpKSlh27ZtvHs+n/0Mpu/t7Q1vb28ADfuAqakp6uvrKRPXtm3bWJAfiURChY2vXLkCCwsLxMfH0yb2iooKSCQSqiekpaWFJ0+e4PHjx1BXV8emTZuwevVq+g1ke2SZENfk5GRWYPgzqFpJSQnr7ydPnox3797Bz88PlpaWGD9+/C/tGSoqKhgyZAiGDBmChIQE3L59G58/f8bXr1+pD0RMNkgZMmQIRCIREhISkJCQgP3797OO/+OPP7Br1y4sWrQIrVq1gkAgoHpBskQdNTU1ePnyJXR0dNCiRQsMGjQIHTp0oFXmwsJCueK4/fv3p2thcHAw0tPTIRaL0apVK15WTXn9u926dWNVskjF4+HDh/j+/TuFAo8ZMwZdunRBZGQk75xkQhyZ8MeSkhJoa2vzwtzlscg1Zsx+9OrqagwbNgwrVqyAoaEhZs6cid69e1MfKzw8HBkZGXIZlPmMD3q5YcMGFBUVwdvbG7du3WKtg/Hx8bh48SJ0dHRYTJ9Pnz79/1NrM43ZAFlbW4vRo0fD0dERiYmJ8PHxQXx8PC0T9+/fH/Hx8RyF5/r6espAJnt8QkIC5/wDBgyAWCyGr68vza4QUa4pU6bQTXLq1Klwd3en/52dnQ1fX1+8e/cOhYWFcHBwgK6uLuLj4xEfHw9bW1t8/foV+/bto0HPp0+fYGhoiLS0NBZFZVVVFfz9/ekzWllZoVOnTigrK8PHjx9RXV3Nwm8y31NNTQ10dHQwaNAgDBs2jA5icr9btmyBRCJB7969MWjQILRu3ZqDMbe3t4eXlxeKi4vh7u5O3wd5tt69e6Nfv37Yu3cv9u/fz9mwSD+Wjo4OiouLUVdXhxUrVuDr16+837m+vh55eXkQCAScd8W3GBOoAHk/sseHh4fzKn1/+PABO3bsgJmZGVxcXCglcGhoKE6fPo1FixbhzJkztGKpoKAAPT09aGhooKysDGpqapSeG+DSnSYlJeHTp0+UTjs1NRUqKioU4ti7d28KaWKOHVkjGaGHDx9CX1+fjs8RI0ZAS0sL3759a/KYkkgkcsdaYGAgjh8/DkdHR7x//x4HDx6EgYEBXr16hXfv3tHAmcwNU1NThIWFyR23fJaZmYmoqCj8+PEDUqmUZgUB0CBFVrC3sQodX0ZK3nNcunQJgYGBKC8vp42onTt3psxsxEiz9pMnT5CQkNBkfZa8vDycP3+e1T8DAJ07d+b8JvtMfM+RmJiIp0+fskQPQ0NDsX37dg7cKTc3l65RsusB0LB2JiYm0oZ80rvzq1ZTUwN/f38kJSXBz88PnTt3xuLFi3mb9gm1/IYNGygEVFdXFz169ICDgwNHtBNo+PbV1dVU34Oct7a2FrW1tVi6dClOnTqFhQsX0qxt//79OfT8T58+BdBAekPWvNLSUhw7dgzR0dFYtGgRunTpgiVLlmDZsmWwsbHBnTt3cPfuXc41Hjx4gIULF6J3796sayQnJ2PNmjVwdHRkzYsvX76gsLAQUqkUenp6EIvFyM/PR3l5ORQUFDB9+nTO3CfVJ0Lvfu3aNcTExEBPT4/STsvuVyoqKqxGZl1dXUodLivMmJmZidWrV+PGjRucv+nRowcCAgLQunVrjB07Fhs3bqTCskADrfP+/fspnE32uwYEBEBHRwd9+vRBt27dsG3bNri6utJqcmpqKtauXcvSyYmPj0dqaip1iv/880+0bt0akydPhrm5OQYNGgQHBwfOftXYGunr68u7zpNEDp+PQKrqTXEk4+Li8PHjR4SEhMDQ0BCpqano168ffH19MWrUKBYsTSwWQ09PD23btsXly5dRUFCA4cOH06AwJCQEUqmUalkRy8vLQ1JSErKzs6GtrY3c3Fy4ublx+lmuXr2K9PR0WFhYoFOnThgzZgwEAgGmTp0KZWVlmJqawsnJifcdrly5kkVGQSw4OBj79u2DkpJSk/cMeUaQDLJ+Ql1dHZycnGBtbc2Bwsr6TMSvaN++Pfz9/SmJlrGxMa5du8bZEyorK6GgoIDRo0ezqpDM/rUuXbqgffv2FPlhZmbGK44rz6cgfdnM/tMbN25g//79rLGZk5OD58+f034jsViMTp064bfffsPGjRs5Y1l2Tnbr1g3KysqIiIhAbGws6uvroampCZFIBEdHRxaMsrF5wWdFRUXw8fGBj48P7Ud3dHTEunXr4Obmhg4dOgAAyyeqqanBmzdvcPnyZSgoKPD6ZFFRUXj8+DEyMjLoHqukpESTqAR6qays3KgP5OXlhfv371NmTD09PUyaNIkDr/4V+/+6YIgYoRf18fFBUlISTExMsH//fmRmZsLb2xt+fn50QWzbti20tbU5E2f16tWs48vLy9GpUye4urrKPb9UKsXUqVOho6ODoqIiaGpqUhY6eYNSIpFQrO6XL1+goqLCgUd16dIFDg4O6NSpEy03JyYmom3btnBwcGBBvZh4y7KyMty8eZN1fg0NDdjb22P27NmoqKjA/PnzaRXN2NgYBw8eBPDPwpiYmAgHBwfWYjBlyhQMGzYMQ4YMYTldss8o+2z19fVYtmwZevbsyXoHAQEBuHbtGk6ePCn3XuUZMytC9C+6du2KGTNm8Gb0ZY/X1dWlVMyy44DodCxfvhyzZ8/G/v37IRQK4e7ujg4dOlDMLKGP9PHxQUpKCjw8PFjsRrJBkOy0I9DByZMnY9CgQRyIo7yxw9cQu2bNGt7xuXLlyl8aUwMHDuT8npeXh2nTpqFv376shTA5ORk7d+7EuXPneK+9fft2eq6EhAS0bt0aPXv2pCxwxN68eUNhWORbMBkLZTPRTNpaedUZvv6kNWvWYOTIkXKf48iRI3j//j2ePHlCs7enTp2imXRnZ2c4Ozvjzp07WLp0aZMaZplWVlZGKwzyaGudnZ2ho6MDa2tr2NjYwMrKisIAKisrERcXh7q6OrRt25bFAPnkyRPk5OTIpeRl9gb8bI4VFxfj2rVriIiIoMEp034GfSCwmt69e2PhwoWc/i3iNJPz8M0jWWOKSctaVFQUIiIiqEOpo6ODSZMm8Wo1kZ5R2eRJcnIy1q9fD6lUSgVA9+7dC6FQiBcvXuDly5eora1FQUEBpFIpFBUV0bJlS95xVl5ejqioKHh4eLDmRWJiIrS0tGizNADcvXsXFhYWsLS0xLRp0+jvv+LMyNuvgH/e7c2bN1FdXc0S/gYa4ICPHj1iMQQyv0dycjKOHj0KQ0NDODs749y5c3Tcubi4YP/+/XR8yn7XEydOICoqCiKRiGbaz5w5Q8cD6Q1gEqtERkaiZcuWGD58OAYOHEirKsxgqFevXtRh/tl7unDhAnx9fdGlSxc0a9aM8//JWt7YO2yqVVZWstZOPT09DBo0iLfx+9+a7DX4fAESbLx+/RoSiQS9evWCl5cXFBUV0bp1a4oYkH2HK1euZH1fYpmZmVi3bh1Onz7d5D1D9p74jM8HunDhwv/peNl1QigUQlNTE48fP0anTp3o3pOamgpXV9ef9q8RS0xMRHp6OoXVmpmZ0X348ePHkEqlaNmyJQYNGkRh0uS9ypJt1dXVUQKlgQMH0v2lsbEcFhYGT09PxMXFQSqV4o8//kCvXr0wf/58DBo0iANZlD1XUxg3p0+fTvWKmP3okydPlhsMAf/M+8OHD3N8DU1NTXh5ecHe3h4WFha4cuUKjIyMkJWVhSVLllBK8V/xgUgv7P9Cn+0/FwwVFBTAy8sLsbGxKC4uBtDQf9G+fXsMHjyY1/lNTk6Gt7c3a7OXSCSYM2cO9PT0WMxY8oxQUfr4+HAWRtnzE9iSt7c3SktLabl2/fr1P93USkpK4OfnRxcPJgY0JCSERXZARFX9/f1x/vx5zrnq6+sRHBzMygASEUpfX19K+1hTU4NPnz7h+fPnSEpKQrdu3dCnTx8cOnRI7v3u2LEDcXFx6Nq1KwuX3tgkLikpwbFjxxAfH4+xY8eyoD2PHj3CqFGjWDoofPdKfufTyCHv6tatW0hLS4NQKIS1tTUGDBgAe3t7TmM3Of7QoUOor6/niLkBDUE1gTZWVlaiWbNmFEK0bt063kmYmJgIc3Nz5OXlQVdXF+Xl5Xjx4gUCAgKwfv16AMBff/2FwYMHY9SoURS+CDQ4j6QfiQlxnDFjBn2vzIxUU2hrZcfnvxlT5Pfnz5/j+PHj0NfXZy2EOTk5WLFiBUd3h2/uJScnw9XVFaqqqhy9qT///BNDhgxhBUlRUVGcZ+Iz2X4m0rNAYEh5eXkICgqCsbEx3N3dcfDgwSY9x+nTp+Ht7Q0VFRUYGBhAIBAgLS0NdXV1GDt2bKN02f8Xi46OpqKAsbGxqKmpga6uLlq3bo2oqCjaI6CiooIVK1bQSo67uzsiIyOhrq7OS8nLhGqSOfbixQv06tWLkzEPCwuDqqoqhg0bxkoUkPUwPT2do3kjkUjw+++/48ePH/Dw8ICjoyO+fv0KZWVl7N69m+WIyjrNTCPz6N9YTk4OlJWVoaWlxemlILZ48WIsW7aMw6gVExODvXv3YuPGjY0KgJaUlODixYtyaaqZJtsDxTcvSGU/NjZW7txvqjW2XwUEBODy5csYNWoUhaDGxsbi1atXmD59Oqtvjgkx3bx5M0aMGAEHBwc4OztTClygAbbasmVLOtbq6+uRlpZGv2tJSQn2799PYUB//fUXq09y27ZtaNeuHYs58f79+3j37h2FdBMI1pQpUzB16lSEhIQgLi6Owqwa26+ABgFvQlTzf32HxPjGP8BmxkpNTaW9FhcvXmQdV15ejlmzZuHcuXOcKkxpaSnmzp3bJI09vnVbVm+KWX1t3rw5WrZsiaKiIqSnp9N3uH//fnTs2BERERFUdJb5PlJSUmBkZMSCn/1sz5Dnn8izkpISeHp6Ij8/n/bytWzZEmPGjKFOuOzxT548QVVVFT3eyMgIw4YN4+2Nnj9/PpW+ABr6oaKiorB9+3Y8ePAA+fn5FLZPzNvbG7m5ufj+/TuioqJo8FhRUQFra2ssW7YMmpqamDp1KiwtLVFTU4PExETa5D916lT06NGDRbbVu3dvbNy4EVlZWRg0aBBGjhxJ77cxP4qZiK6qqqJrpLOzM3R1dSmKh8wX2YoKk3HzwIED0NPTw7Rp02Bubk51pZYuXYq6ujo4OjqiT58+9L4mT56Mbdu20Yrfz5IgTF8jODgYLi4u1Lcl85tIC2zduhWmpqZN8oH+n7D/VDAUExODXbt2oXnz5rC1tYWWlhZVCg4LC0NBQQHWrVvXJIYeoIFjfdeuXXLZnf4XxgfbGzBgQJNVpZn248cPXtYUPirbf2vyytAqKir49OnT/4u8946KIuu7Rnc3TY6SBQQTooAIRsw5pxlzxJxGzDrqjDmHMYBgBAXBABgwgoogKiAGRJAsUUSyiJK7u+4frDpPVVc1YWbut765d6/1rvcZhOru6lPn/ML+7c3a+GmD0draWsJnffz4cYMLlqIoPHjwAPfv3yctzhYtWmDChAkYPXp0g2IEfB458ryEvn//Tlq9ERERkEgk6NevHwYPHswJsBYuXIitW7dyaDRMMClEbdu25SgaNvR+X79+DQUFBTg6OhIjQnkHPb1xKSkpcShNM2bMQGFhIUu2tk+fPlixYsXf3iSau6acnZ2xdOlS2NnZsZKI8PBwBAYGsg6QhrB+/XosWbKEc7jNmzeP5RrfFMg60dPw9/dHp06dMHbsWKirq2Pt2rUQiUQoLy+HiooK1qxZ0+TP8enTJ7x48YJlbtqvX78GFXz+Dpg0AmYQYGlpidTUVCQmJuLhw4eoqKgARVEkOcrLy8PJkycBsP1a+CAbmNPUL77O6Lt373Do0CHOoK+fnx9CQ0MxduxY+Pn5YdKkSSgqKkJERARqa2uhpaUFHR0dMtsF1NP01NTUsHHjRvKsNZQMMVFZWckKQBqCmppag11ZGvTRt3//fvI9pqWl4dy5c2jbti15Vv9Pg0lnpAVRlJWVG93j5RlZy6Iho01ZML+XkJAQ3Lx5E4MHD8aXL184A/N8Z5qsYl9lZSVUVFQ4f/vz50+oqKjwfkbmzIIsBUveeWVra8t5jWXLlmHnzp1/6+yVRUFBAf766y/k5OTw/rvsep4+fTpOnz7NEQAoKyvD0qVLeZOh0tJSrFq1qlnGzmKxGMnJyRx/RKZXkmz31cXFhdzDkpISGBoaorCwEL1792bNs9G0vqFDh3I6RvRr831/zY1Pnj9/jjNnzpAOAgCkpKTg9evXWLlyJceU9NWrV3BxcUHbtm1ZBtDp6elYunQpfv78SWjEZmZmuHr1KlxdXUnhfPv27bC3t8fkyZOxcuVKzJ07F6dPn8bly5fJa6SlpWHPnj0wNTWFs7MzOWtzc3Ph7u4OIyMjrF27ljW/W1NTQ+hqdKeZT2yLniOi58v79++PK1eu/O1CNK3gx/e8rFu3DjNnzkTPnj1Z596qVavw48cPeHl5kdeh19GrV6/I+7p8+TI6depE6LHv3r2Dra0tWSd1dXWIjY3l3c9nzZqF48ePc+LtFy9ewM3NDUpKSqz3q6uryxk9Wb9+PW7dutVgnMjnKdgU/KeSoa1bt8LKykqujriXlxdSUlJw8ODBJl3P19cXKioqxFH8/03Io9X93wpmG/rNmzeQSqXo2rUr4uLiYGdnh/z8fJSVlaFnz5747bffeDnm8jj/NGilnIYU4eR5AzWHliQWi/H48WNcuXIFYrEY5ubmGD16NAYPHgyBQMC7DtLS0vDz508WX/vZs2cICAggvhgLFy7kdJvkvd+zZ8/i8OHDnCC/oYMeYFOaXr16BWVlZfTo0QOrV68m1/g7nOC/izt37iA8PBwrVqzAvn37sHXrVhQVFcHb2xtTpkzBqFGjmnQder5Jdgj+zJkzaNeuHYs+1BgaC3ZpBUeRSIS//voL0dHR8PT0hJaW1j/+HP8mmhIE1NbWEmGUd+/eobq6Gh4eHli8eDG8vb3/Fl1g6dKlmDNnDmsomca6deuwevVqjkrbqlWrsGDBAnTt2hVOTk44cuQIjI2NsWDBAujr65OOLTMpkUgk8PT0RHh4OBYvXozBgwc3ORlqTnJDd2/pmSv657QfCo2qqioEBgYiNTUVCgoKkEgkxNxTV1eXN4CrqalBUlISKisrm00blJ1zawiXLl0CRVHw8fFBUlISsrKyoKSkBLFYjB49erA6Oh8+fMDkyZMbpSLRaM4QNZP611gS1ZQORkOQNcFlQklJCXp6etDR0UFqaiqHgkWfV0+fPiW0KdkuTGP00ebg0KFDEAqFWL58OZydnXHgwAH8/PkTly9fxty5c0mRhy7UHD16FCtXrmTNwLx9+xZ5eXlITk7GjBkzWM+uVCpFUlISioqKmsRcKSkpYQXhvXv3xpMnTxo9F5jdV9kzX01NjXMP/09g3bp1ROGPifv37+Pp06ecQpWzszP69+/PWZ9nz55FWFgYWrRogfbt24OiKGRkZKC0tBRLlizBsGHDIBaLMX/+fDK/Nnv2bGzcuBGurq6s4kJBQQFWrVqFAwcOcApgnz59wr59+1iJBMAthDs4OODnz59yOx76+vqcue++ffuiZ8+enOSTpj+GhYXJLUTz0SjT09Ph6uoKAwMDVjIUEhKCCxcu4OjRoxzaMHMePS0tDTo6OjA0NIS+vr7crjifGuiqVaswYcIEDB8+nPXzJ0+e4N69ezh8+DAvxXLs2LFwc3NDdXU1YmNjIRKJYGpqypmlo9GQZUJD+E+pyeXk5HBcyZkYPnx4o/4ATNTV1eHp06eIj4+HhYUFx9zpnyhTyEJNTQ0jR47EyJEjCUXi/2bQstkODg5Yt24dTE1NsXHjRjg5ORGj2fPnzxPKi52dHRFsoJO+O3fuyD0gv3//jry8PNLSln3YG/MGagrEYjFRwYuLi4OlpSWGDBmCb9++4fr164iPj8eaNWt418Hr16+hp6eHuLg4zJs3Dzk5OTh37hyLV9yiRQvCK27s/fbs2RNv3rzhbPB80qO7du1iHfT29vawt7fH7t27kZqaipiYGF6pzf8TmDhxIiorK7F7927U1dVh586dEIlEGD9+fLMSiFOnTqGmpoaj8FVbW0s2XXNzc84zKevrBNQrWF2/fh0zZswgBxV9QC1fvhwtW7bEwYMHYWRkBKFQCEtLS1RXV2Po0KH/+HP8m7h9+zZmz57NWiPDhg2DhoYGLl26hMePHyM9PR11dXUQCoVYsmQJrK2toampCWVlZdLxai7EYjGvYh9QP0dx9epVLFmyhCVbSvtUAPXGpHS3RiKRyDV/VFBQwNKlS9G6dWtcuHABWVlZTZ6h2Llzp1yvKxq+vr74/v07Jk6cyDsDymdkrKenBxUVFeTm5uLatWtYuXIl2rZti927d/O+RnZ2Nurq6jB37lze12gI8+bNI4WfppwtAoGAGBD//PkTu3btwo8fP4gCJVD/PAQHByMuLq7JyZA8j6/G8E+TncZgb2+Px48fw9zcnBW8ZmdnY9CgQcjNzUVUVBQ2btwIIyMjhIaGIjAwkFCNHRwc0KVLF8yePRvDhg3jXD85ORkJCQmIjY1tlD7aGNLS0rBjxw5oaWlBIBBAKBSSWa9Lly6RBIZJ45adaaQoiuxvT548YXWyRCIRDA0NWUqm8nDw4EEkJyeja9euvH6KDYFZrGSe+cXFxUQlEmBTjOUZtfIhIyODZRnw5s0bhIWFwczMDNOmTeMtOBQUFPDaKHTv3p3jLQPU70V8g/NZWVkQCARwd3cn91kikWD9+vXw8fGBqakp3rx5A2VlZZK86unp4e3bt5zuRUpKCgQCAe/7VVBQ4BRFgHqbDltbW04hvGXLljA1NYWnpydqamoglUqRm5sLMzMzDBs2DMOGDSNz335+fvD09OR8bn19fUyZMgVTpkwhhWh6lplZiKYV/GjKIi1r3lTFTRqXLl1iva8XL14gPT2d9/uQh/Hjx+PSpUvIysoixb7k5GSEh4dj/vz5LMVB+v3Szzcd95eXlyMgIAAJCQl/O+mRh/9UMkR7K8hrc6empvIORspDTk4OoX98/vz533iLTULr1q0bFAT4vw3FxcVEUldRURE1NTUQCAQYO3Ys9uzZwxo01NDQwOjRozF69GhkZGRwrlVZWQlPT09ERESQDUQoFKJ3795YvHgxqZw110uIiYyMDDx79gwREREQCoXo378/5s2bx+IP29nZkaCKbx18+/YNmpqaZHif6YtBURQUFRURFBREPntj79fY2Bg3b95ESkoK2rZty6IfAPVBjbyNgMbOnTv/thzxv4mZM2di0qRJyM3NJco9zQ3C5QWDPj4+UFFRIbMyTMj69tDw8vLC0qVLyQYLAJ07d4ahoSGuXr2KgwcPQiqVorS0FED9hqqqqvqPPwdFUSguLoa2tnaT5kYag2wQsHPnTqSnp0NPTw8VFRUYNWoUrK2tsWzZMkyZMoUUECorK1FTU4OSkhJoaGhgx44dJEDjgyyNYMiQIXj58iVvh/zkyZOoqanBqlWroKysTIKK2tparF+/HpcvX4axsTHi4uKIl1F6enqDn3PEiBEwNzfHsWPHkJKS0qR7w0xk+JIaoJ6ysnz58kafCdlZCj8/PxgbG8PBwYEoF8pLuJycnLB3714ObbApYJpiyjPIlAcNDQ0UFBSwgmsaXbp0aRaVCqinYCUnJ3NmxABuweHgwYPEeBoA8Rahpd5//PiBHTt2NJkiKw/l5eUYN24cZx3evHkTRUVF2LZtG/z9/XHz5k0cOnQI8+fP5/g9CYVCtGzZkjeYVldXZ80p/RNIpVKW5HxpaSlMTEygr6/PMpelE8iVK1fi4MGDvPSy3bt3Y+PGjRwDzKbiw4cPGD16NEaMGNFkWfHGcPbsWXKvKioq8McffxCK8bx585rcub9w4QImTpwIc3NzFBQU4OTJk+jZsydevXqF2tpaXpaPnp4e4uPjOQlJfHw8r8+QjY0NkpKSOL+fnZ0NS0tLVkFNQUEBK1aswM6dO7Fr1y6oqKhg5cqVJMkZMmQI/Pz80KVLF9JBjY+Px5UrV2BiYoJLly5hzZo1xHC6tLQU3t7eLE8mWfAVwqdNm4apU6eSTtypU6fg5eVFhGzMzMzg5OSE2bNny6WB02hKIdrc3Bzz58+HmZkZPD09UVdXB4qi8OnTJ0REREAqlWL48OENjgoAaNb7ksWIESOgo6ODe/fuET9QU1NTrF27luNLRL9f2edbS0sLoaGh/3iv4cN/KhkaP348Lly4gIyMDNjZ2UFbWxsCgQBlZWUkO+YLshITE2FlZcWpMm/btg0pKSlyD1dZhIeHo0+fPhxqlFgsRkRERLNk/RISEmBjY9Pk328ILi4uWLp0KScIr66uxsWLFxs0MGwKNDQ0iL+Trq4uMS+kgzB54KPInT17FtnZ2diyZQs6dOgAgUCAlJQUeHl54ezZs1i/fj2A5nsDMbF161ZiBNejRw/eao6ZmRn69u0LqVSKqVOnwtzcnHV9ul1O84qZvhi0ASNzPTX2fp8+fQo1NTVkZGRwkkTZIF/eRgA0vSL0/zaUlZVZyk/NBV8wSFEUrK2toa2tzUkWG0J+fj5vAjpixAj4+Phg5cqVsLKyIvf9w4cPhPYl73PU1tY2muBQFIXVq1fj+PHj/0oQIhsEpKamQkdHB7q6uqiqqoKtrS0JptasWcN5Lzt37mTRwppaOWuoQ96+fXuOXDQAREVFkfszZswYuLi4kCFjkUgEd3d3mJubg6IohISEkO+HXucdO3bEwYMH/xWqMJ3cSCQSnDx5Um4yRNNWXr16RXxDaNPPW7du4ebNm8Q0dtWqVbwGrnp6erxVYD6IxWLs378fS5YsgYmJSaOzTkzISgoDgKamJl6/fo0JEyawfv7mzZsmmVXTCAsLw4ULF3gNeAFg6NChLNGR2NhYxMbGkvt6584d9O3blwTvEomElQDQkEgkSEhIQEFBAfr16wdVVVWUlpZCTU2Nt+gQFRXFy/fv27cvNm/eTKTLaUl0ALx7O58PlUQigbW1Nezt7YmJMBOJiYmQSCScGEEikfDGCK1atUJ2djaMjIzQvn173L17FyKRCCEhIbzzju7u7sRYlQmxWIyioiJ8+/aNNxmqrq5GYmIir0gD/Sw1xyupqcjMzCSx1KtXr6Cjo4MDBw7A29sb9+/fb3IylJeXRwoHUVFRsLa2xpo1a5CcnAwXFxdWMnT69GksWLCg0Q6CLLp164YrV64gIyODZQAtlUrRpk0bVtDevXt3VFdXQ0tLCy4uLpz5tYkTJ+Lbt28ICQmBs7MzgHqK5sSJEzFo0CBCd6TjguLiYpibmzfIWGKCGUsJBALC+mCKRTGhoKCA4OBg2NractZHZWUlsT6hr91QIRoA6Zj6+vqitrYWrq6u0NXVxeLFi3kVN+VBQUGBI83fFPTs2bNZBQm+55tOrP+JwSrva/2rV/t/GSNHjoSmpiYePHiAkJAQSKVSwgvX19dHnz59IBaL8fDhQ9bfeXt7Y9q0aSylMgCE7kMba1lbW0NJSYlcU1Yphh5MppMe2uSxoqIC7u7uDVYLZY0fDxw4AF1dXQwaNAgDBw7kVcFrCLRRF81JpduMTMTExCA8PJwkQ8HBwXj69CnMzMwwZ84cZGdnN7jJ0ujYsSPi4uJgbm6O3r17w8vLCx8/fkR8fDyvkEBDfg6JiYnYvXs3S+SC9nE5cOAAEWUYNWoUhg4dSion3t7e6NKlCyiKItdzdnZmeV3QOHLkCI4ePcqR72ZCKBTC2toaT548gbe3N06ePMlKXrS1tVFYWAh9fX2IxWJkZmaSLpBQKIS+vj6+f/9Ofn/ZsmVYsGABUXmTfb9NMeWURWNDp3wVocDAQGzZsoXzvdbU1EBLSwsFBQWYMGECNDQ0MH36dBw+fJizbn/8+IFFixbh5MmTnO+vrq4O2dnZSEhIQE5ODicwlA3UABCvjMLCQhJA0wcCcx1IpVKsWbMG+/fvb1JCV1lZiY8fP8LMzAy+vr5wdnYmyUJ5eTni4+NhaWmJxYsXE+UvoL5r5ODggLt37yIhIYHMflAUhbKyMvz48QMURcHFxQVGRka4du0a1NTUMHr0aFaCRFehf/z48a8kQ7JBwOLFixEdHY24uDjo6ekRyl/37t3RunVrtG7dusFqsmwAFxYWxhuExsfHQ1tbG0KhkLdDzpe4Mn/m6OgIXV1dpKam4s6dO1BSUiKdPV1dXTx9+hQCgYCT9Ovr62Pjxo04e/Ysli1b1uwZHCYn38DAAD179kRhYSEKCwvJQck3SyEWizF48GBiSpuSkkKk8CMjI/H582ds3rwZ+vr6RNbcxsYG+vr6cmmDfBCJRMjJyZFritkQ+D73tGnTcObMGSQkJLAGxWNjYzFz5kxcvHiR5TfVr18/PHr0iCOLTv9/X19fTvdw3759CA8Px4gRI0hHgKIouLm54efPnxgxYkSTksGioiIcOHAAxcXFqKurg52dHVRVVXH37l0y9yYLJSUlpKSk8FKU6OeO7so3BHkU3IqKCqiqqsLb25vzN7t37+b11aFjBNnvY9KkSaQQOGPGDBw6dIhQbbds2cK5/vXr1/HixQsMHjyY828/fvzg/RyZmZk4ePAgampqUFNTAw0NDfz48QNKSkrQ0tKCvb092Z8HDBhA/AMjIiLg7e0NqVRK9o7msitqamrI33z48IGosYaFhfH+vjw6HO39BdTvM926dQMAcn6GhoaSOCE+Ph5fv36FSCRCy5YtkZOTw+ogrF69GhUVFXBxcWGdSwkJCQCAx48f4/Hjx+Q9URSF4OBgYgAM1BeRfH190bdvX96Cg0AgwIIFCzBz5kzk5uZCSUkJLVu2JGvu8OHDiIuLw5cvXwiboDl+bHTSI1ug1tDQwNixYzF27FjO3yQmJnJiNKD+LE5OTuZ9nYbOT5qKJ6u42VCxhu9e8aG4uBgCgYB08D59+oSwsDBUVFRg6dKlnOtUVlYiPDwcAwcObPJrzJgxAz4+Ppg+fTovy6ap15HFfyoZAoA+ffqQpOfHjx/4448/yIaemJhI2q9M5SGKovD06VNOMpSfnw+BQECqrK6urjAyMsKJEyeQkJBAjDJpUBQFd3d3kgzJOlI35FAtu5meO3cOz58/R3h4OAICAtC5c2cMHjwY3bt3R3BwMKKiongTlUOHDhH99qqqKvIg0mZiNKRSKS5fvkyCpZycHPj4+GDs2LF49+4d1qxZAwUFBc4mq62tzUmGFi1aRKpav/zyCxQUFJCcnIyePXty7ilQzy+l/RxknZnT09N5F6tUKoVUKiUceVnQuvXp6enYvn07unbtisLCQg7FA6hPZGhKFFBPvRKLxSQYEYvF2LZtGz5//gxlZWVIJBK8e/cOo0ePJn9jb2+Pq1evYvbs2RxeMQD06NEDISEhpEsG1B/mgwYNwqBBg4jvAPP9Ojo6olevXqzB/n8DdEWoY8eO2LdvH1xcXFjfq0gkglgshpGREYqKijB06FBoaGiAoijcunWLdONo0NSldevWcV6LoihoamrC0dGRl+L04MED1n/X1dWhvLwcly9f5vUGkr0HFEVhy5YtHA8UADh+/Disra0xatQo1NbWYuvWrSgsLARFUdDW1sby5cuhp6cHgUCA4uJiaGho4I8//kDr1q3x+vVrslbbt28PFxcXxMXFwdHREe3atYNAIEBiYiKKiorQrVs3lgGqubk5XFxc0LNnT07Sw1eF/ruQRyPYsGEDevTogaqqKjL3EBMTg9u3b6Nly5bE4b4xBAYG8s4gLF68GOfOnWNRw5gHY1MOyQ4dOqBDhw5Nnluhcf78eZSWlmLy5MlNmsHhS24kEgk2bNiA7du3syh9dXV1pNovEong7e0NoVCI4OBgVgHg1atXsLOzw6RJkzBp0iS8efMGnp6eGDJkCBITE+Hh4YHa2loYGhqipKQEUqmUQxuksXfvXta+bWVlhatXr2LDhg1NNuaVh0GDBsHU1BRBQUF4/fo1CcacnJzg6+uL1q1bw8rKChRFEalsPT09zr09deoU5syZw0uj5OsIlJeXY9GiRc3qCFy6dAlt27bF0aNHWZTwnj174uzZs7x/M2rUKML8oJ/JT58+ITQ0FL/++iuAeiPSxiiK8ii4gYGBDQaufGvvx48fvAUEmiUAgMQMP3/+xB9//IGEhARWkbC6uprsi69fvwbwP2N3oVAIFRUV3LlzB8uXL2etJ29vb3Tr1g1LlizB/PnzsX//figoKODIkSP49u0b7/4M1McatFdSYGAgrly50myvJNo8u2fPnvjw4QN5rlu1asU7EyiPDicUCnH8+HH8+uuvSExMJPsP3UG+dOkSiRPi4+NhZmZGglvZLhDTJ4oZV9CFZtnfF4vF8PHxwZMnTyCRSADUF7SHDx/eqB2CiooKmT/9+PEjPD09sX//fqipqXEoWvIUEoGmKzzygS62A/UUYNpKBqiPl2JjYwld7+9g9erVOH/+PIDGCzVNnRd0dXXFsGHDMGDAAJSVlWHv3r1QU1PD9+/fYWZmxqHAqqmpISkpCVVVVZg0aVKTXoOW/5YnLPJ3Zxv/U8nQsmXL0L17d/To0QO2trbECJHGy5cv8ejRI6xYsQImJib466+/UF1djbi4OKirq7MoGVKpFPHx8VBXV8eRI0dYGwtdzbpw4QKcnZ2hp6cHqVSKr1+/wsjIiGwqpqamZG7A2toaixcvlvveZWk3GhoaGDNmDMaMGUN4pJ6ennB3d4dQKMSwYcPw+PFjTJo0Cfn5+YiOjoa2tjbWr1+Pzp0749u3b6AoCtHR0ayEjgmKosgm9urVK3Tt2hWzZs3Chw8fQFEULl26xNpkT506xTuTUVpaitDQUMyfPx9CoRATJ05scPA5MjIS69at4/VzMDMzg7e3N5ydncl8V1lZGVxcXKCrq4s1a9Zg9+7d2LRpE8rKynDr1i04OTmhZcuWmDVrFmbMmAE/Pz/Ex8cDqK9aMZMruhqmqqqKrVu3ori4mBhzPX/+HEA977+oqIjIa+7fvx/Xr1+HoaEhqTRMmDABbm5uvLxiAKT72NDAIf1+aZ39EydOwNTUlCXPPGHCBF4Vr78Db29v9OzZk3N4bty4kZixOjk54dmzZ9DU1IRAIEBcXByrkyqVShEQEAA1NTXs27cPLVq0YAUJK1aswKZNm9CxY8cmDffSvztt2jQUFBSgQ4cOJJkGwAk0UlNT8fLlS1aSSSMpKYlsmHQw6OXlhfDwcDx58gQrVqwgdB0TExOcPn0aO3fuhKOjI/GaohETE8OR4V+1ahV5vphJeevWrSEQCHg7QPKq0DSaehhKJBLcunULgwcPxt69e3l/R1lZGRoaGuT/FBQUkJubC6BpXYeKigocPXqUUxnX19cnEs40mnI9iqKwdOlS3o5OUxU6k5OTsWfPnibN4DQ2KC4bBJ85cwZdunSBjY0NdHR0WMEKs6OWnJzMUqds3bo1KioqyGcQi8VEuCQoKAhSqZRT2f3+/TuCg4OxYcMG1s/p+0L7migrK0MqleLTp09o1aoVoek1FZaWlhxeP20gLBvgzZw5E0pKSpwEZsSIEXITXL6OQE5ODvFNo8HcE2pqakBRFB4/fkySwPj4eIwZM4bT3dbX12cVqpiYPHkyDA0NERwcTPbqli1bYsCAAYTCQ89VNgR581jKysq4evUqgoODyT7PfBbc3d15fXX4xEVoShez46KhoYFNmzZh69at0NDQwLhx41BVVUU63bK+dJWVlTh9+jSKi4vx+vVrwr6gk4GUlBQoKChAKBRCKBSirq4ORkZGqK6uRk1NDY4dO8bZn2mYmJhgzpw5mDVrFsLDw+Hn59es7uuUKVPg4uICb29vdO7cmdyDli1bIjc3l3UPAeDLly/k3jHpcM+ePcO5c+fg6emJSZMmka7fq1evIBaLsXHjRhInBAUFYebMmbxzVUDDcYUspFIpUlNTMXXqVMyaNQsFBQWgKArGxsa8FOyG6LqpqanQ0tLC6dOnsXHjRs4+Q3eKmMXUfwPM4vqePXs4/66kpNSkfVqeSqORkRH2799P1FYBNHs/ksXnz59JEhkZGQlzc3NUV1dj5MiRCAkJ4T0Xhg8fDh8fnyYnQ/+0qCQP/6lkaPXq1Xj37h0uXryI79+/o0uXLujevTu6du0KDQ0N+Pn5Yf369URgQU1NDWpqahAIBMjPz2dxwEUiEQQCAdavX88Zyvv69SskEglRiuncuTM0NTUREBCAqqoqVvBKa+87OjpyNn6pVIpbt27hyZMn+P79O6Hd0IE3vcG3bt0av/zyCzQ0NHDjxg2IRCIEBQUBqH8QU1NToampCXV1dRw4cACampqYOXMmli9fDgMDA+zZswcbNmxg0bxEIhEOHDhAXiM+Pp50tOhgXHaTnTNnDtzd3dGrVy9UVlYiIiICoaGhSE9Ph66uLkaMGNEkjwaRSCTXu+nx48fIz8/Hb7/9xuLdSiQSmJiYEGEALy8vHD9+HGpqarh9+zbZAIVCIQIDAwGAKMUwoaCgQA6c3r17w8/PDwoKCnBwcEBCQgImT56MDx8+wNHRkSiqxMfHg6Io3koDnTTKVn0WLFgARUVFuUPqNIRCIbp37478/HzExcXBwcEBHTt2BEVRSElJwYULF8jgsCwqKirw6dMn3gNMnnrO0qVLOd+rRCJh+WGEhYWRCmRlZSWrmyMSiVBTU4O1a9fyqvbp6uo2i3KRn5+PDRs2wNjYmHU9eQfa0aNHUV1dzZtcVFRUkDUeGxuLXr16QVlZGV27doWPjw/s7e1hbW0NRUVFCAQCnD17FjExMXj27Bl2794NQ0ND0rnj+xylpaW865ZWfeLrAP1bipMKCgq4e/cu63uVSqXIyMhAQkICEhISkJKSgurqaujq6sLGxgaLFi0ic4dNeR+XL19G//79AdQf/r/99hvU1NTg4uJCfkaDKUZB08mYePfuHe7fvw8/Pz9IpVK0aNECQqGQBLoVFRW870H2fTZnBqexQXHZINjExAShoaG4ffs2TE1NUV1dTWYpCgoK0LlzZ1RXVyM7O5v1vugueW1tLVJSUsj9T09Ph4GBATp16sR5rUOHDqFNmzY4fPgwS2qZVjFUU1PD169fye83JDIRGxsLFRUVkqgz6c0LFizAz58/WTShz58/Y/z48Zzr6Ovro7CwkPPzWbNm4dChQ4iNjeUoNiorK3M6Ajdu3MDFixchlUrx119/kUKhsrIyKioqSIf44sWLpBtNURTCw8NZJqpA/TPW0P7Rv39/skZpzJkzh5gwy1OvqqurI8E4TcuaNWsW63doHy5mgYK59lRVVVn7jUgkgqWlJYYOHcp5vfDwcMyePZvzWbS1tVFXV4fbt29DKBQiIiICioqK2LJlC6fwo6amhmnTpuHPP//kpXQLhUJyfW1tbRQXF8PMzAylpaWkK9gYhEIhoqKieI2Tgfo9hklVYzIt2rVrh0WLFrEo/pGRkQC4RR6KonD48GH4+/uz6HC035NsAWbOnDl49eoVZ7/lK+rSqKysJAkawG9/ER4eDn9/f+LNd+zYMZiamjbatW+IWlVVVQVLS0vyO7LPvqWlJfbt29dsURQm+JJrWk56w4YNHPENkUhEqM0Noba2ltXFrKurQ2hoKMzMzMh3lJaWhvz8fIwcOZJ3fp4WkaJBG6k+fPgQZmZmLGpuXV0diYPpdXDr1i1YW1sjICCAXINZjNHR0UF+fj6nQLNhwwYMGDAAw4cPZ42RNHXGv7n4TyVDNjY2sLGxgZOTEz5//oy3b9/i0aNHOHv2LDp06IDi4mIUFhaSpIeu3ikoKOD58+ecat7Lly9524wSiYRsrLS5p62tLZSUlODv79/gYDJzzigiIgIJCQno27cvS+bS3NwcDx48wIABA4jDNa3GJBKJcOTIEWIK+f79e/z666/o06cPduzYwZqPad++PczMzODm5gZ9fX1O9t+pUyd4e3vDysoKnz59It0vgUBAhkiZm6yamhoKCwvh5uaG6Oho1NbWYsKECTAyMkJWVhbWrVsHHR0d1NbWYtKkSejatStcXFw4rysQCLB9+3bo6elxEgxZ1RAat2/fhr29PdTV1VFQUECqn+bm5sjMzGT9bmMKPUwPlBs3bhBDsvfv3yMtLQ1paWkset/q1avh5uaG7du38743vg1n5MiRvL8rD0FBQViyZAkr2O3RowfevXuHGzducJKhly9fws3NDRRFQVVVlXOP+ZIhZlDD/F4VFRVZ1djdu3fDyMgImzZtQnl5OSeh3L17t1xVNScnJ1y5cgVLlizhyHOWlJTg7du3LJqQhoYGfHx8sGnTpoZuDxmCV1VVRUVFBa/ox5UrV5CamgoNDQ3ExsYSieHy8nJQFEUqn3TRwd/fH4aGhti4cSO+f/9OpMv9/PzQpk0bnD59GuvXrydVsVatWiEpKYnzuaKiokg1/592gBpC586dkZiYSGZRFixYgOrqarRo0QLW1tZwcnKCjY0Nb8JGH8QSiQQvXrzgHRSnpYl79OgBVVVVUBSFjx8/IicnhwTsNJj/m+/wcXNzw8yZM/HLL7+w1LBoSWrZA1QemjODwzcozgyEZA9TmkI2ffp0REdHk1kK4H97yMePH6Gjo0Mq3x8/fsT9+/cJrdbQ0BAdOnQgSn50VVn2tVJTU7F582aO1PKmTZtw+fJlTjXzyJEjcgeJfXx8SJeHSW9++/YtnJ2dOaI1FEXh1KlTnCSiT58+uH//PmuGCqgXi/jw4QNMTExYM01A/b7h4+PD6ggMHDgQ2dnZ0NLSgpqaGut1UlJSYGBggA4dOiA6Opp0ozdv3sxS7xQIBKiuroa/v79cfxAaYrGYVQCysLBAXFwchg4dyllXGRkZkEqlqKmpIRQt+v7ISkvT1+Ob33zw4AHH64cPzO+dj5r+/v176OjoYMOGDdi7dy8sLS2xZcsWuWIslZWVEIlEvPtdaWkp6Vja2NjA39+fJOrNEcxoqPsqj3pGQ1ZExM3Njfc1XFxc0KJFCzx//pxDh+MTrFBSUsL48ePx8OFDlu/T1KlT5SYmsbGxZK8XCAQICAiAtbU1WU85OTk4e/Yssb+4cuUKbt261SRxg4ZEpiIiIjB37ly5BV4FBQWUl5ejtraWQ6GTpdHKKxLxJdcGBgYoLy+HUChsllhRTU0NfH19ERUVxZlHoygKkyZN4hS4/P39WewAPsVNmvofHh5OEufq6moWNbeurg5Xr17FyJEjERcXh+nTpyMwMBCfP39mrVnZjhZFUbw/u337Nu7cuQMbGxvC7lBUVERSUhKePHmCwsJCrF+/Hrq6unj+/DkMDQ1ZbI/m4D+VDDHRqlUrtGrVCr/++ivKysrw9u1b5Obm4vjx4zA0NMT8+fPRrVs3pKenIy0tjSV9SGvmm5qaIjw8nCwMgUAAqVQKRUVFsvCZSjFpaWmsDPXTp094+fIlzMzM0LlzZ44jNb35Pnz4kNWatbCwQGZmJpYtWwagvho2e/ZsmJubY82aNaiqqoKZmRnMzc2Rnp6OT58+4f79+6AoCu/evWNl+kD9Q8O3OGxtbREVFYXo6GgsWbKEJH5qamqksmpjY4OrV68iNDQUMTExZCZk165d2LZtG9lYgHo6W0JCAu7du4eQkBD4+vpCWVmZU5WMiIjAjx8/UFRUhEOHDjXJzyEmJoYoq2RmZkIikaC0tBSPHz+WK5fOd6hVVFRwPFA0NTXx7t079OjRA9euXUNtbS1rPbRo0QK6urqNVhwqKytZs2gNQXZDLysrY1XbaeTl5ZGu1OrVq8lhfP36dUilUvj4+DRZWa1NmzbIyMiAiYkJ5/CkKIokKPRMDS1pTkMqlSInJweDBg3C5cuXyX1kbuhKSkqoq6uDs7Mza2ZCIpGguroarVq1wpcvX2BsbIxv375BIpEgLi4Oz5494/UN+vHjB2sIfsCAASy3dCZqampw6tQpqKioQF9fn3xffn5+oCgKc+bMwblz58jv00WHIUOGQFtbG1ZWVsjLy8PXr1/x7ds3fPv2DatWrYKSkhIUFRUhFovh5uaGc+fOQSgUIjo6Gnl5eXj+/DnGjh1LggUm5ZWepZO3HpozzOng4ICrV68SWlL//v1hbm5Onls+uWBZKCgowMPDg1d6dMaMGSgqKsLevXshFArx8uVLUBSFAQMGYOnSpeQ5ra6ubjQorKioIGtn8+bN5PflURhqamp417E86W4azCSTnktasGABIiIiEBYWRkQx4uLieAfjmaBnKR4/fownT57g/PnzUFFRwdatW0nBY+/evRCJRETURUtLC9OnT8esWbMaNXzdvn07/P39G5RapiH7XTPvd35+PtlzmfTm6OhoSCQSDj3qzp07ePToEQIDA2FlZQWBQIDk5GTSnZC9txUVFVBSUpIrT1tWVoZv376RjsBvv/2GT58+QVVVlZXgACCGlSYmJnjz5g3pRv/222/466+/sG7dOtTV1RGRIk1NTbnV/69fv+LMmTOcWUSKopCWloa6ujrMnDmTrKPw8HBQFIWNGzciJycHVlZWqKqqwuHDh2FhYSFXUY3PZ0mekbssmAEb/TlkO5stWrSAp6cnFBUV8e3bN2zfvp2I7TAFZr59+4bnz58T357y8nIWzXfmzJnEmHzGjBlwd3eHh4cHNDU1iUgR354qK9bUUPdVHvWsuroagYGB2LZtGy8zQTYpWrJkCVxdXTl0uKioKKirqxPKOnMGurq6GsrKysT3iTYYpxPMjRs3cuhrGRkZWLVqFczMzJCQkIDa2lp8+vQJQH1ngra/AOrFCu7du4c+ffr8o0F7WkGXLxmiFXvFYjHmzp3LuU+y3SI1NTV06NABUVFR6N27N+vciIyMhIKCAvr16wfgf8m1trY2nj9/TuK7ffv2wcDAgPjtfP36lVcgZf369XBzc8OiRYtQWlqKkJAQ/Pjxg7eQ2r9/f2zZsgUDBgxgncf0WMrOnTuRmpoKqVSKefPmITQ0FA4ODhxqrouLC6KiohAVFYWBAweidevWaNOmDUJDQ1lmtcxzIjAwEB8/fsS4ceNYZtJ0Z7l169YICwvDpUuX4OHhgfbt2yMxMRH9+/dHZmYm6QRXVVXh9u3bxAamufjPJkNM6OjoYNiwYejZsydcXV0RFxeHv/76CwKBABKJBBoaGqSaxdTM//79O758+YKMjAyIxWL4+vri8+fPkEgkhArHVIoRCoWkgk8Ph7Vq1QovXrzAvXv3YGpqiu3btxOaxO+//w5TU1MsXLgQBw8eJO+XoihIJBIsWLCAQ6/r2bMnUcEaP348XF1dUVRUBKlUivbt2/Madb169Qpubm7o168fa3GIRCKoq6tj3759rPu1YcMG1ia7ZMkSfP78Gfr6+li3bp1cJRIVFRWoq6vDzs4OCQkJUFBQgLGxMadTVlRUJNfEsbq6GiUlJSy1kZcvX8Lc3JwMCE6dOhX79+/HixcvIBKJsHLlSt5rBQYGwtDQkBx6x48fJzNUiYmJGDBgAIyNjaGvr48rV64Qt2YHBwdWpTQmJgYGBgZwdXVtsNKwYMECojjU3IFDY2NjREZGcnixFEXByMgI379/x59//onNmzfD0NCQ3IvmSEzLOzwNDQ2hpaWFJUuWoLa2Fjt37kRZWRm0tLRIUiyVSsmGR2+mzHk85vtt2bIlZs6cyar43bhxA7a2tvj9998xbdo0QgniuxbzwNDW1mYNwZuZmSE/Px/Xr19Hfn4+FixYAG1tbcTGxsLa2hr79u1DSUkJ7OzsSACbmZmJWbNmoX///rhw4QK5toWFBb58+YK7d+/i2bNnKCgoQI8ePbB582bcuXMHioqK0NHRQW5uLpkRysnJQUxMDEpKSuDv7482bdpg8+bNLKPB6dOnk3VAB8eenp6830lzhjk9PDwAcEUo+K4lkUgwe/ZsHDlyhEMBsbS0RGZmJifoE4lEWLduHfLy8pCdnQ0lJSWYm5tzfm/16tUYNWoUoRPywdHREQ8fPsTXr1/RqVMnMuAuD/Pnz0e7du2IyXDHjh2hoqLyt2iGysrKGDJkCIYMGYLnz58jKysLgYGBpIIqS49iwsTEBPPnz4eTkxPpyjOFUcaPH4+kpCS8f/8ee/bsgbW1NaZMmULoQ/KSvYsXL5LkkKZJiUQiuLi4QEFBgRPU0YP0fN81RVEkyWbSm0tKSgCAQ4+aMWMGNDU1cf/+fUIja9GiBfr168crGHDp0qUGvy8dHR1ONZ8ZyDAhrxttbGwMoVCI8ePHIzMzExRFYciQIejfv7/cLsnp06chFAqxZcsWVgGMntHlo2YB9d1nujCioaGBJUuWYP/+/bwzvDdv3sS1a9dQWFgIDQ0N7N69G+Hh4QgKCmpQmZGW/N65cycoimJR02k5ZKFQCDU1NV4aIP090/9fKBRCS0sLAwcOxJgxY3D69Gk8f/6c5b03YMAAIj6hpaVFgjx6z+HbnwHuntNQ91Uepf3s2bPEJkJ2LokWBWIG5h8/fsSMGTM4zA9VVVWUlZVh3Lhx8PPzw6RJk1BUVIQ3b96gTZs2nLUsS1WUTViY3VSxWAwtLS1SSGDaXwD1bBN59He++yQPDg4O8PPzg729PWftXr58GR8/fkSXLl2QmJjISjzoM0kWa9asIV0SZhxBG58yzxKBQAAHBwd4e3tj7NixuHXrFtmLoqOjUVBQwDGAPnv2LMaMGQNHR0ecOXMGnTp1grGxMQwMDHD27FkkJyezaMYlJSW4cuUKqqur4eLiQhQ3W7VqhcePH8PExAT9+/fHunXrsGLFCtjZ2eHKlSuc+UigPnaLjo7G+fPnCaV95MiROHnyJKZPnw6pVEqUfKVSKR49eoTY2FiMGTOGtW93794d5ubmCAkJwa5du7BgwQLMnTsXjx8/hpeXF4D/UY3pZ8bKygo3btxo0nfKh/9UMlReXi53uA6o3zC2bduGvLw8UnGnExS68kEr5Bw+fBjR0dG4du0a2rdvD6FQiJqaGvTq1QsjR44kmzFTKWbVqlUk06eHw/bu3YsPHz7gwIEDWL9+PYsmYW5uDjs7O84mHhERAS0tLVhaWnK6JsxMu0+fPtDX10dqaiqMjY3RvXt3Uj1hGnXV1dURChbN6QXqh4TT0tLIf8u6P9P3zNjYGGKxGH369OENvn19fZGUlISsrCyYm5uT4KdTp068B0hDLecdO3YgISGBpTbSqlUrfP36lQRlbdq0gbu7O758+QJ9fX2533lISAhpgcfFxSE+Ph5//PEHfHx8cOPGDQwYMIB4oGhpaSE3NxedOnXiqPAUFRUhNTUVAwYMaLDSsHPnTvKAN3eIb+rUqTh58iSSkpJY1VugXqa1X79+OHPmDLZu3Yr169fDxsYG79+/571WWVkZfHx8OJK5NPz8/FiHJ42PHz8iIyMDFEWRe0wHOW/fvkVhYSFOnDiB4OBgpKam8m52a9euxbp16ziUi4sXL5KEQlVVlczu5ebm4ty5c0QUwN3dHRkZGbC1tUWPHj0wcOBA1hB8YmIiDhw4ACsrKyQlJWHmzJnQ1tZGdnY2nj59ig0bNsDCwgKFhYUwMjKCgoICKioqeClHFy5cINKdQ4cOxcCBA8n3d+TIEezbtw9aWlpYsWIFq4JHfw55ncDNmzdDKBSisrKSBGrNNZ3lQ3MSJwUFBRgYGPCqKdL+SqWlpbwVUQsLC5w8eVKucpu6ujru3r2L69evQ1lZGQMHDoSuri4UFRVRUVGB3NxcxMXFoaamBu3bt8fLly8RERHBuoZsgNWhQwf8+PEDmZmZePToEWpra9G2bVuSHDVGnZKHAQMGYMCAAZgzZw5JbprCKRcKhbyeF7S3V3V1NZKSkpCQkID379/j1q1bMDExQadOnWBra8sSXKD/jqZnWVpaIicnBzt37oSCggJsbGw4QR293vj2ysOHD/PSm1u2bIny8nLW79K0yH79+pGBfQANzuV8+/aNRZtlzo815vsk29WX141+/vw5LCwsmuVdkpWVhUOHDnG6T/KoWevXryfsCibKy8vJfQD+R/kJDAxESUkJZsyYgVu3bsHR0RGKiopQV1cHRVFN6rzSa4tJTW/KemuIWn/+/HkkJSVh8+bNLF+dS5cu4fLly5g2bRry8vIgEAhgYmIi937IQ0Pd17q6Og5VDainpG3ZsoVDOXr8+DFiY2M5gbm6ujoePnzISYaioqKwfPlyQlnv27cvjI2NYW5ujrS0NNb6Dw8PJ8UvGg3FEh8/fiT0VbFYjPnz57MM4JcvX45Lly7xSp03B5MmTUJ0dDTWrFmDUaNGwcTEhFivhIaGQk1NDb/99hvWrFnDSjxevnzJmwwVFxeTpJSZXC9evBgXL14kdH2RSAR9fX3s3bsXy5YtQ8+ePcm8NFA/96igoMARFHF1dSXFfFVVVaKKTM8qe3h4EE+me/fuEdPxAQMGYMWKFURxU0lJCQcPHuSdE9fS0kJWVhZndjMrKwtaWlrIyMgg/mKOjo4YMWIErl+/jsDAQBgZGZE5/urqaigoKPCOHbRt2xafPn2CWCzG69ev8ezZM8TFxUEgEGDWrFmQSCS4fv06vL29sXnzZqiqqjbLy00W/6lkaMmSJYQ72KtXL7l+A/RCo4MlPoUcqVSK+/fvo6SkhPUAAfUVBdnKmYaGBpFq3LJlC2tIkFaVk3WknjJlCk6dOoXa2lqIRCIW7Ua2tS0P27dvZ/kf8Bl1Xb58mVXdpBEYGEgOhYbcn11cXJCcnIzQ0FBs3boVLVu2ZD3E9+7dg5aWFqZOnYru3btj+/bt+OWXX6Curt5oh0RFRQWtWrXC7NmzYWFhwas2QieUFy5cIGojysrKrA6VLI8cqD/U6Q7Tu3fv0Lt3b3Tp0gUGBgb4888/AbA9UOiEUhZfv37F5MmTMXnyZFYyKVtpYB56DR2AfPMSjo6OOHDgAO7fv483b94AqF83AoEAXbt2haKiIulw7du3j1S4/P39YW5uzkqaAwICUFdXJ1eO+Pv37+TwNDIywooVK3DkyBHY2tqy6IE/f/4kFeD379+jd+/eMDExwbhx47Bp0yZeOomZmRmveaCysjKhQOjp6aGurg4GBgaoqKhARUUFuVZycnKDQ/BXrlzBjBkzMG7cOJaim42NDR48eIAzZ84gPDwcAMhskKqqKnx9fTlJbmVlJSwsLHD06FHO65iamqK2thYtWrTgBBf0Wvvtt99w6NAhaGpqyu1O0uBLZJo6N8OHppi+Tpo0CdeuXcOqVatY4inMQXE+OfOxY8fy7p2y9NvKykrk5ubi27dvSE1NRW1tLTQ1NdGmTRsoKytDU1MTZWVlnABdIBBwustqamqEPkXPXz158gT379/H3bt34efnh9raWo6VQGNUFqb8rJGREWbMmMH6GROy9KGGoKKiAgcHBzg4OCA7OxuVlZXECuHx48ecNcXsZNBFhJ8/f0JdXb3ZEvqLFi2Ch4cHh96sp6dHpMWZ9KgLFy5g06ZNsLe3l5sEMe9tSkoKkpKSEBMTAzMzM+Tk5ODUqVNQUFAghYqmgtmN7tixIzIyMnDu3Dno6Ohg9OjRcl3q+fZhMzMzXs8dvn0IAHr16oWrV68SoQOgfhjcx8cHPXv25PhQ1dbWwsnJCePGjUNgYCDGjBkDZWVltG7dGj9//sTo0aMbNfZmri0mJV4WEokEubm5EAgEMDMz46X90oiOjiYFMBpdu3YFRVE4duwYQkNDSdJBU5sXL17cZJpXQ93XoKAgvHz5klDV6HNGLBYjICCAM0cbFBREAvPr169j8+bNZLygqqqKEw/QvkDe3t5QUVEhwWq3bt04e2ZjxaDa2lpQFEWKO1ZWVnB3d8eoUaPw7ds3jv2FSCSCqanpPx6419HRwb59++Dh4YGrV6+y/k0gEOD333+Hjo4OJ/FgshSY0NLSQk5ODgwNDVnJdWZmJrS1tTnvlzkHL/u+6G4xE7SFhoGBAczMzBAZGYn27dvj7du30NbWhpOTE/neKyoq0KJFC0yYMIHjcRQdHU08rLp06cLax4YOHYrz58+joKCAQ80ViUQ4evQoy1+MFpLS19cnAl6dOnVCv379cOrUKTx58oRjq3Lz5k2IRCIsW7YMQqEQ/fv3x7x584hYjZ2dHZl/BOpji39ixPqfSoaA+gV++vRpeHp6on///hgyZAipUtfU1ODixYucYElJSQmenp5YtGgRUcgRiUTIy8vj7YQ8fPgQmpqaxK0XqKcRiUQipKamIikpiQyHAfWDjiKRiONIPWnSJLRr1450Z5i0m4iICLx584YzOP/s2TNoaWmRThbtct+qVSusWbOGdTDQRl3BwcHIz8/nLIT8/Hwy48SUu3z79i1OnjyJqKgoToJBURSGDx+OsLAwSKVSwgFWVFTEp0+fcO/ePUilUly4cAGdO3fGhAkTeGd66FmnHz9+IDU1FX/++SdMTU3JwCjANmFr2bIlSkpKOIZqNTU1yMvLY1X6mO+1pKQE+vr6iI2NZQ0FMivm9KyBLOiKYXZ2NrKysjieSc2pNNDXevr0KbKystCuXTtenyi+LiENOsCiZ8OA+g2B73MfOXKE052prKyEp6cnjh8/zjo8lZSUeD+HtrY2cnNz0aJFC8TGxhJaSU1NDYRCIcd0GKgPYnx8fDBjxgxWQNa2bVvExcXBzMwMXbt2xeXLl5GTk4NHjx6x5uzoIfhNmzZBU1MTEydOZHH7c3JyeGcKtLS0UF5ejuzsbOzatQv79+8n/zZs2DDcvn0bgYGBRG4+Ly8Pubm5cquCs2bNYn2OyspK5Ofn4+LFi+R5pSiKHPYURWHXrl2815L9DmQHT5uKpqpP0ggKCkJ+fj6WLVsGfX19UoyhK+tbt27FyZMnidkdnSRlZWWxTCxpn4yGqteyYHrH0KBtBrS0tHj31S9fvuDx48fEkFUikcDe3h4VFRVYvHgxbyDc2P1ryNutuddiQiqVIj09HQkJCZwAqKHXZb6GbGD98OFDDBs2DEpKShxjcFnwrVu6UyxLj6IoCgcOHOB4c1VXV+PKlSucQWp6v6cd5Onkh6IotG/fHosWLWoyPZc52M2c4SwqKsLly5fl/h3fdzF79mz4+vpi5syZvLMwpaWlrP2oW7duKC8vx6lTp8jPhEIh2rRpg6SkJHz48IFFwd28eTP5zEwoKyujqqoKlZWVjSZDja03ZvGB2VXu1KkT2rZti9TUVM6Z++PHD47ZK1CvIiiRSLB161Z06NABAoEAKSkp8PLywtmzZzFt2jTeM0Y20WxI5SwxMZG3SNC2bVvk5+dzZv2YgbmioiImTZoELS0t5OXlITAwEF26dGHNfURFRZHXNzY2JkJR6enpUFRUxKtXrxAZGYmSkhLO56CpiTRo0RHaEDguLg5VVVXw8fGBoqIi1qxZQ2KLyspKhIWFwc7ODjExMax4QCgUNkmemwkDAwNs3boVP3/+JMG8sbExdu3aRa4tm3jIo1327dsXly5dgoqKCkl8CgoKcOHCBWhoaGDbtm0sqr6Ojg6ysrI4RQE7Ozu8fPmSI5AyaNAgZGVlwdraGr/88gsOHTpE1tK8efOIVyf9HYWGhsLf3x8REREYMGAA+vTpAwUFBfz+++9E8ba2tpZ1Tk+ePBkqKiocaq6+vj5at26NFStW8PqL8QkpzZs3D8eOHcOHDx9YRY3Pnz+jTZs2+OWXX9CjRw/y3Q4bNgxeXl6ki2VtbY0XL17Ax8enyZYOfPjPJUMrV66EQCBAeHg4nj17hkePHqF169YYOnQosrOzeYOloUOH4s6dO4iJiYGtrS15WM3MzPDt2zfOa2zdupWYRdEGrydPniTB8a5du8hwGFBPMWrbti3Z4JhzRhoaGti8eTOn2paeno6bN28iJSWFRWW5desWevfuja5duyI1NRVAveZ/YmIivL29ecUHmItDIBCwKrn0MB4z8bh//z6pkuno6ICiKJZiWo8ePTBs2DDSBg4JCcHPnz/Jos/KysLDhw9x6dIlSKVSzsH28OFD4ir89OlTODo6IioqCgUFBdDR0cGTJ0/QtWtXVkLp4+MDiUQCqVTKUrWJiooiynqySVdgYCBcXV1hbGzMktjMysqCnp4eQkJCeGlkHTt2ZFUM1dTUOBKwQNMqDbLVR01NTWhqahJZ7/Hjx6O4uBgxMTGYMGECJyk5evQoeciZ9/Hz589IT0/nPcjWrVvHOxB79uxZZGdnY/PmzazD8/Tp0zh+/DiOHz/OOuwHDRqEEydOEE44PV/w7t071NXV8dLkaCUfWd8DiqLw/v17jBkzBlOnTkV1dTUiIyNRUVHB2hTpxLR///44duwYxy1dTU0N375949x3usuycOFC8tmYn+P+/fskWGQWHTp06ICYmBhO0ODl5cX5HMx7ysczl+eFk5WVxVkHvXr1arZnw61btxAeHt6gEAQT8pQZaRgYGLD2Qeb/ZmL27Nlyh+mbA7pwc/z4cU7Xb8mSJZBIJLC1tYW1tTUmTZoEc3NzeHh4ID8/H4sXL+YM+zY0+0OjuZShxnD37l0kJCQgOTmZyJj36NEDHTp0gJWVFcuG4fz585g7dy5UVVWJeSEfzay0tBT6+vp4+/YtQkNDoaCggM+fPwMAbyFJIBAQvzdmR4culsh2f2JiYnDnzh2O98utW7eQnp4u997KUnikUilmz56N0tJS3q5tY/i7Zoc0aCot394CyDep9vb2RkFBATw8PEhBcsqUKRwfKkNDQ96g8v3791BSUkJBQUGj+31j683T0xPFxcUsa4Lc3Fzs2LEDaWlpGD16NGcG59GjR/D394ezszNLmCU+Ph5t2rRhdWzt7e0xdepUuLq6Ijo6mvc9+Pn5NVnsZ/78+bwdpt9//x0/f/4kqqFMZsLu3bvh5uYGBQUF9OrViyiT6unpEYVPABgzZgx+/PiBuLg48t8uLi4IDQ1FcXExOnbsiNOnT2PgwIF4+/YtBg0ahIKCAqSnp/PSpmQNgXV1dXH48GE8f/4cgYGBhPL67t07+Pn5YceOHVBRUcHChQs5Cozr1q3jUF2Z4CsEAvWJJnN+rrHEgw+yQjZA/bNHs0RevnzJouqrqqrC09MTdXV1oCgKnz59QkREBJ48eQIFBQW54jNjxoyBra0tTp48ifT0dBgZGZEzjGY/6OrqYsqUKZgwYQLevn3LOo8/f/6MsWPHYsqUKYiLi0NoaCiEQiGOHj2KXr16wdHRkUPNXbRoESZPntwsf7GuXbvC1dUVjx49IuMt3bt3x9KlS3lFpyZOnIjKykrs3r0bdXV1+PDhAxISEjB+/HiMGjVK3lfaKP5zyRBQXyUeP348xo8fj9TUVDx9+hRXrlxBVVUV7O3t0bFjR05L79GjR9i9ezerCtKiRQsSPNKGeDQ6d+6Mc+fOQVFREaGhoSgoKMCBAwegpaXFqSANGzYMY8eOJdUd5pyRPJrE06dPoaamhoyMDGRkZJCfl5eX4+3bt1i0aBEZstXW1oadnR2uX7/OSzswNTVFjx49yOLYuXMn8T8qKiriyF1++vQJLVq0IFzTRYsWYeDAgRgyZAhroJGWpp09ezYePHiA+/fvIzExkTgGt27dmtXap/H48WMsXboU/fr1Q3h4OKZPn47Vq1fDz88POTk5CAkJIZ4q9MP5/v17dOjQgUN1evr0KS+PHACcnZ3x8OFDlJSUYM6cOaQyHh0djS9fvsDPz4/QyMRiMX7+/Em+E2bF8N27dwgODkabNm1YyaS8SgNNVQkLC0NNTQ3rWocPH8bKlSsJR/r27dvk765evcrxyaAPetmqrpGREWtdAPWUA3V1dbkDse/fv8eff/7J4nnb29tDRUWFt4MA1Fevhw4dit69exPqVEREBMzNzbFlyxaWZwrtUyOPbkRLoCsrK5Mu0+zZs3lb/Pr6+qipqcHevXtZbunl5eU4fPgwjh8/TjoyycnJ8PHxgUAg4K2g0rxjWtaZ+X5Wr16Nmpoa1NTUEA8UJSUl6OjosA5uoD5ZWLp0KQwMDBo1Aa2srERwcDCCg4NRVlbGKwTRXISHh2Pp0qXo3LkzRwiCT5GM2cl5+/Yt7O3tIRKJyB7RVIoSLUncXIoBn5S6qqoq/Pz8OPdWR0cHX758QXFxMYqLi1FSUgJDQ0O8e/cOzs7OsLGx4Qz7yuPcM0EHtmKxGOfPn8fkyZOJVPrfwYMHD2BtbY25c+fC1taWNfsk+xotWrSAgYEBVFVV5Spe5ubmIjMzk3RQOnTogIKCAigpKWHkyJG8RZjq6mp4enrySuMC3KSDVtSTJzDAN0jNd2+FQiFatmzJay4sD02ZX2wq5M1hXr16FQKBAJs2beLsR3PnzoWKigosLCxIsiGPgjthwgTeoPL27dsYM2YMfHx8MH369AaVx+RR9mgkJSVh+/btnHNULBZDKBSSmTQmbG1tceDAAaxYsQIWFhYQCASk+MNnRPn48WOIRCKcOXOG934A/0zsB5BfaNHT00NCQgIiIyNZ91DWq4vG4sWLSTdNlrLu6+vLihMmTpwIIyMj+Pn5EboZE3zjDkKhELa2tkR8BqifJR41ahQrRnN1dSX7wp07dxAWFsabDBUUFHBUgRu6V0xmj7zEQxZ8QjZXrlzBxIkTMXDgQERFRZHfpan606dPh6+vL2pra+Hq6gpdXV0MHjyYMx4hkUhw7949VhFVX1+fsDPkKTYyP19eXh6OHTuG27dv48qVK7Czs8PmzZthZ2eHnz9/4sWLFwgLC8OdO3fg5+fHKs5IpVLeOdbG/MX09PTkFr/4RiSGDx+OSZMmkXknMzOzfzy3+59Mhphgyq0uXLiQSFgyUV1dDYFAAFVVVcTFxcHa2hpKSkooLy8nhxTTEI/GqlWriGnXrl27oKWlBYlEwhoOU1VVhUgk4qUVLFq0qMH3zrcJMTcPuqJC0w8oiuKdf6CvJbs4CgoK4Orqijdv3rDkLhUVFVkKVOPGjcOzZ8/w4MEDtG/fHkOHDkWfPn3I4lq8eDGqq6thYWEBa2trfPz4kVB4FixYgNDQUNZ7qaiowIULF+Dp6QklJSVSORgwYAD+/PNPeHp6chJKFRUVspEzIY9HDtRvKkypUhppaWnEAwVgO9f379+fUzGUrTTQySRfpYF5rYULF3KuJSvr7eTkBBMTE5SWluLs2bMA6gc76TmAXbt2QUlJCa9evWJtzrdu3cKtW7eIkhStlKejo4Pq6mrU1dVxKkK1tbU4ePAgR2K4c+fO+P79O6+xKwDOz0tLS7Fjxw6OZ8qsWbNw+fJlVtdElhY2cuRI1salo6ODN2/ecPjIKSkpJIBkuqVHR0fD29ubDEavW7cOUqkU/fr1g66uLmJiYojTN11kePr0KS8N0tvbG926dcOSJUswf/584oFy6tQpjBkzhsPNNjc3h5GRUYM+BXQHiKY3mpqa4pdffsGoUaNY6+DvoCHTV9kKpSyOHj1Kgh/mHsHXQZQVDRCJRDh27BhWrVrVZAna+Ph4HDlyBIaGhsjLy0OrVq1QVFQEsViM2NhY5OTksPaYo0ePoqKiAklJSUhMTISfnx8+f/4MsViMyMhI2NjYNJlzzweRSITXr19zqK6Nobq6GomJiSShmzhxIoD6Z0n2u5B9DeZwt7xB77Vr12LlypVNDvhycnLg6uoKiUQit6MjW7VeunQpAHCU49atW4dt27YB4A5Snz17FsePH+fQk+rq6njNheXh9OnTKC4u5swv0jRfWTqgQCAg1hXW1tYsRoK82Y6vX7+S/Yg25FZRUYFIJMLhw4cJ68LKygqvX79GcHAwVFRUMH36dBa1Z/DgwZBIJJygcsGCBaQT+0+VxyiK4lTFgYYp1+bm5nB1dcXz589JZbxPnz6oq6vDo0ePYGlpSfbKsrIypKamYuLEibz786VLl3DkyJFmif00h6oGgNhqMO+hhoYGJBIJ53ffvHnD8pdhUtZPnjxJKv98cYJs/GRsbMwxBAbqC8jMQDsnJ6dBupSDgwPu3bvH+2+XLl2CgYEBSxVYNtFsCMzEozGYmJgQcYITJ07wzn3T62bYsGEYNmwY8VniKwrSuHr1Ki8dFJCv2Cj7vnJzc3H27FmkpaUhLCyM/JuGhgZGjx6N3r1748yZM8TbjynrvX79elLcbY6/WE1NDWtfKyoqQkBAgNzZWz8/v2b5LzWG/3wyRENFRQWWlpasgJLemIOCgqCgoEBmEXbs2AFra2sYGRlBXV0dTk5OvPQGen5HXV0d58+fR01NDVJSUkBRFGs47O7du6iqqkKLFi1YFTKmCtrSpUshkUiQmZmJ8PBwtG3bltd7w9bWFocOHYKDgwO+fv0KgUCA8+fPIy0tDdeuXcOxY8fk3gNlZWXW4rCwsOD9fbqjQnNNf/31V/z6669ISkpCWFgYvLy84OXlBUdHRwwZMgTOzs7o1KkTCYqY3id81SBfX1+MHDkSBgYGePToEdLS0tC6dWsUFhZCKpWirq6ObNS051OPHj3w4sULDgWqMR7527dvOfr7379/Z/F1G3OuB+oHgZtSaWjsWrq6uvj27Rv09fUJfc/a2hqRkZFQUVFBbW0tLC0tSZVKIBBgxowZcHNzQ05ODhHzeP78ObkmUykvKioKqampvElgQkIC0tPT8e3bN9bhWVhYiDlz5mD48OGcv6murubQyGpqavDq1StYWFjI9UyRpYVZW1uDoiiO7wBFUfD29oaamhoJWuLj43HlyhVOEkYPB/fu3RsFBQXIzMyEVCpFmzZt0LJlS6SkpODAgQPIzc1FdXU1SZQkEglUVVV5h3dpPy+hUEg8UObMmQN3d3f06tWLtQEPGzYMnp6eGD16NHr06EHWWmlpKV6+fImXL1+STiBFURg4cCAmTZr0tyhFfGjI9JWuMi5YsICoIzI/r5qaGunG0M/ppUuXcPr06UZfl+5ANycQvHr1KsaNG4fp06fDyckJGzZsIFXourq6Bs1pO3bsCCsrK7x584b4ZyxZsqTJnHt56NmzJ+8cpjxkZmbi4MGDvJ1DbW1tQlX7J69RXFzcaMBXWVmJiIgIhIaGIiMjA0KhENu2beN0y5SUlHDhwgUO5YcGn5w/3zzD5cuXIRaLoa2tzaEn1dXVoaSkpMnmwvIMPb28vFBeXo6wsDCi1lZZWQklJSWoqKigvLwchoaGWLRoEZHJlyd8IRaLUVJSAgsLCygpKZF5HDrQotc7LdIhkUhQWFjIoeDq6enJDSrlGWo2F7a2trh06RLWrFlDzkhmVVye35aSkhKGDRuG33//nVhDAPWJ4G+//UYC7OLiYkgkErx+/RozZsyQuz83Vezn4cOHuH79Oi9VbfDgwXj69CkKCgowYcIEaGhoICMjA127duXcw2fPnuHMmTNISEggz21eXh4yMzMxatQo3i61qqoqfvz4AQMDAxgYGLDiBL4izpQpU4gYA20IDNSfyUz2QVlZGSsB27lzJ4veyhRykEVaWprcQiCdaMoiPj4e8fHxrFlnGnSRxNvbG9OnT4eKigqvH5pIJIKPjw8nkZKl6stT1mXSafv06YNHjx7xemfJU2zkgzzFTUB+EeTnz5+4fv16s/zFysvLcfr0aY56Lr0Gtm7dykrc6urqEBERgYMHD/J2o/kS+KbgP5UMrVixokEFlVmzZpFgSSKR4OHDh/j8+TMSEhLQvn17rFu3DuvWrcOePXtw/vx59OnTB97e3igpKeHd+AGw/EXS09Ohra2NEydOcIbDDh06BFVVVV5dfuB/bWdHR0e0atUKrq6uxHSMiZkzZ2LVqlUoLy/Hhg0biD9RRkYG+vbty/rdxmRQgfoFraOjAzs7O0KPcXNza9Do8Pz584iMjMSzZ8+wY8cOAPUKVHTiM2jQIPj5+eGXX34h7difP3+SBIeWjB40aBBqa2vh7e2NV69eISMjA8rKyggPDydDkLTnU2lpKRQVFTmqNnSgJssjB0AMYmVlPtu1a4f79++T4J/PuZ5ZMTx9+jQWLFgAVVVVVjJJG6oxq76NXYvpEyXLkR47diwePXrE+Rz9+/dHhw4d8Ndff+Hz589YtWoVq8PJp5RH33f68KRRXFzMOTwVFRVJF5SpcASANxgE6qt/06dPZ5kOP3jwACoqKnB2dubQA8+dOwdVVVVOxYmiKAQFBcHDw4Ns1kpKSpg4cSLp3DFx48YNjB8/HkZGRiy6E82h37t3L+7evQtdXV1IpVIYGBiga9eurMOOxsWLF4kqJNMDRU1NjRgCMzdgelM9e/YsqRQzN9otW7aQTuDjx49RXV0tdx38HUyZMgVubm4oLS1lCUGEh4cTmfR58+aRwKopHj3MtUtLHst26eQNWNOyzcXFxZxD+suXL+RwU1BQQG1tLVRUVDB58mQEBQVxqqgZGRn48uULNm3aRNzIO3bsiJ49e5LqaFM59/JgbGzMO4dJQza5aaxz2NhrpKSksDobADgVW6lUiv379+PkyZOcgI82+Y2OjkZtbS0mTJiANWvWYNOmTSQAYnZ03r9/j9raWly4cIFVtT5z5gwGDRrECTjbtWuHyMhI6Ovrs+6tWCzGgAEDsGjRIk63KiUlhcjyNgXyDD1nzpyJp0+fYtmyZSTRyM/Px/nz5zFs2DBYWVnh5MmTOHDgAC5cuABtbW254gQUReHQoUPw9/dHt27dUFFRgcGDB+PBgwdo2bJlg/LLTAqut7c37Ozs8Oeff7KCysrKSgQEBDTbLoEPCxcuxNGjR8lsM1CfzCkpKUEoFPLO4AD13jNBQUEkSNfU1ET79u15VffCwsJI1465P4eEhPBSROUlmQKBgMhqDxw4kLUWzp8/jydPnkBXVxdFRUUYOnQoNDQ08Pr1axQXF8PZ2Zl1DwcNGgRTU1OiUsZ8DZpOLAtaKKht27YYPHgwK07gC8AdHR3RsWNHliEwUM98YP6+hoYGS1BKtnvw9etXuUIZUqmUowrckHlyQEAAbty4gXbt2vEqu9LIysoinbPMzEzO72lqaiI2NpbIdn/79g27d+9GaWkpWrRoQSwcZN/rt2/fUFlZyerK0c9jUlISZ/xDRUVFLtNGFg2pYMorggD1AhERERHExqMxfzEvLy9UVFRg//792L17NzZt2oSysjK4u7tj8eLFnI6Si4sL4uLi4OjoiHbt2jVbrVMe/lPJUEOqKEB9m5wOloyNjUnFQF1dHYsXL+YETC1btkRRURGKi4tx9OjRRrnmixYtwvbt23mHw6qrq/HHH380SLGhQQ/g8X2JRUVF0NTU5BwMsvLfwP8qwMxEhAmKopCTk4O4uDgEBwdDUVERSkpKqKurg1AoJPQKWaioqBBTw5iYGBw+fBgPHjxgBSe3bt3CqFGjyIO2cuVKHDlyBEZGRli6dCl5IEeMGAENDQ0kJyejW7duuHHjBmkHMz2f9uzZQwYRmaCHR/kCZzc3N8yfPx89e/bEjRs38OzZMyL9GxwcDHd3d9JNMjc3h4mJCTIzMzkVw/DwcMyePZvDaa2trcXz589Zhy2TlhkREYGwsDDWtSZNmkSu4+joCD09PaSkpBBZb75kiL7ugQMHcPjwYWzbtg0qKipkiDI2NpYl9S6RSMihKSuH3KVLF45scnV1NV69eoWtW7eyhmpVVVXRvXt3/Pbbb6xg8ODBg2QDosVA6KTY1tYW48aN49ADG6o4/fbbb1i4cCFyc3OhpKSEli1bypXFDwgIwPDhwzmBbE1NDQICAjBlyhQ4Ozvz/q0sXr58SYJ4WQ8UZWVlzgackJCA58+fY+TIkaTquHv3bvTq1Qs9evRgKRAJBAJMnz4dzs7OvOtAT0+vQY40H7p37461a9eSOTN/f3+0bdsWW7duJYEHcw9saD+k5a6ZvmRv376Fqqoq+vXrR6TXW7Zs2WDl+MiRI7yUE6aUeosWLVBQUIBWrVqhe/fuuHPnDue9+fr6olOnTujRowesra15KVhN5dzLg7w5TIAtSkAjKysLS5cuhVAolNs5bOg1mBLzFEWhuroaenp6ZO2kpaWxGAKDBw+Gl5cX7t69i8LCQigqKkJTUxO7du3Ctm3bMHDgQBgbG8uVxk1LS4OGhganav3161dcu3ZNblDw5MkTdOzYEfv370d+fj5cXV2JcI1st+rRo0fkWW8K5M0v+vn5YcOGDayOi7GxMebOnYtjx47Bzc0Nc+bMwdGjR8n9kSdOkJiYSO41U5wIaNiHBmBTcGfMmMFK3LKzs9GqVSvU1dUhKSlJbtIAsGXZadVEbW1tToCnr6+Pw4cPIy4uDvfv3wdQH1Q3FFvk5uZiw4YNaNu2LSmapqWlISQkBKtXryZmvjQsLS1Jd1BWrEl25hZoWAGPoiicO3cO8fHxrLWQk5MDiqLIWqHPm8jISBQXFxMBEFkcPnwYq1evlvt6TEilUrlxgqx3Do2mGAJ36tQJQUFBvIbDQD1TiI+SBtR352VVgRtKNJ88eYKVK1c2WkCYP38+OQ/kqZJeu3YNDx48IFR9gUAAKysruVL3MTExoCgK1tbWiIuLg42NDWxtbXHz5k0YGRlBTU2NM/6ho6PTINOG2WyQ18kB6s/jHTt2cBQjExMTYWVlhcGDB2Pw4MHk5xKJBKtXr+Y9E3NycmBqaorg4GBQFAV9fX3Y2dnhxo0bCA4O5jBaYmJisHXr1ibF2s3BfyoZovH161ekpKSgrKyMDFVbWVmhZcuWMDc35wRLTk5OvK3p8vJyKCoqcniysnr2NJWrrq5O7nCYQCBoVJYTqH8o6CBXdrFJpVJUV1eje/fucHV1RWFhIRwdHaGkpITnz5/D0NCQLIDKykq0a9euQQlfPz8/EqBfv34dIpEIvXr1wps3bzB58mS5wVRNTQ3pDCUnJ0NLSwtqampyky6AXUGXrZYypRyvXr3KOwTp7OyMtWvXNnq4MfH9+3fSHpdIJAgLC4OCggIkEgkoiiISvkwIBAK4ubkhLy8Pjx49Ii7VLi4uLKU+qVSK9+/fy+XmKisrk4SRWX308fFBly5diDSupaUlLC0tIZFIyHuRF7To6+tj3759cHV1JYfN3r17SfXXwcEBWVlZqK6ubnAoVnYtnDhxApqamti6dStL4Wjjxo348eMHJxhcvnw53N3dMWfOHCIGMmPGjAbpgfJmu5hdN+ahxdd1o8F3f7Kzs6GhoQGpVIr8/HxCuWRCdnP89ddfUV1dDaA+aHB3d4eHhweMjY0hEAgwb948Yrisr6+PmTNnwtLSEnfu3CHJ9969exEaGgoPDw8EBQVxOkDy1gFz8LQ5oD3EgHqa34sXL3DlypUmyXTTin6hoaF49+4dfvnlFzx79gylpaXEQZw2QaQriQoKCrCzs8OkSZN4aaHt27dHYmIiR1zB0tISycnJMDMzQ+fOnYmUelRUFNq1a8ehobi6ugJo3DeoOZx7WTClnZsCZiDA7ByqqqqiqKiI1+tJ3mucPXsWOjo6LHl/oP5ZLCoqAlAf8F26dAkKCgoYNmwY5s2bx1stladQJRaLCT2PWbVeuXIlTp8+jW3btpFn7NOnT7h+/TomT54MNTU1XLhwAQ8fPsSKFSvQokWLJtGTmuL7JM/Qs6KigjdYkkgkKCsrA1CfRNfU1JDnXZ44QZcuXRASEgKALU60Y8cOXkNIWdBJjkAgwK+//kr++/fff8e2bdvw6dMnSKXSBpMG5rPXkGoiDTs7O7nBuCycnZ3xyy+/kASVhr+/P65cucJJhpgFsKaINW3cuBFXrlzBhAkT0L59e1AUhfT0dNy7dw8/fvzA6NGjERISAoFAQNZCdnY2KfoqKCiQ/921a1cEBwfzdqwoikJeXh6LLhYbGwtbW1vOvRCLxYiIiCAzsQA7TqDxdwyBJ06ciG3btuH48eOYMGECWSO0/DfNMODDpEmT5CaasqIw9Ofgm1eVxe+//05mOp2dnXHw4EEWlQ9oOlWfRmhoKPGnmjNnDrKzs7Fz504YGBggIiKCY7oOgKwxPqYNwF7nU6dOlbtf5+Tk4MOHDxxZ7927d7N8MWnQ1hVqamowNzcn6zAjIwMSiQRt27ZFaWkpamtrER0djV9//RVTp06Fm5sbEhISWIkbH/Pq38B/KhmqrKyEm5sb3r17BzU1NVJRKi8vR2VlJalkyPJ/LS0tsWbNGpZiF0VRuHv3LmxsbPDhwwfWzZXVs6epXDU1NTh37hx5kJjDYVZWVvD398fKlStJEsUXsFZVVZGNRXaxiUQiFBUV4ebNm+jXrx8yMzOxatUqqKqqoqqqCrdv38b48eM5Er56enpEgpGJFy9ewMzMDBMmTEBAQAAsLS2xfPlyGBsbIykpiZMMpaSk4OXLl3j79i2kUil69eqF6dOnw8vLi6NGRlEU9u7dCwUFBV6O5s+fPxEaGoovX75AIBDA1NQUgwcPbvIQpCxkh+uA+oeClkpVVlbG7t27YWRkRKS9G+KOmpiYkNa9QCDAx48fOd+XQCDg7cjxXYuuPs6cOZP1HukNXCwWIyYmBgoKCrhw4QJZIyYmJjh79iwJmpWVlbFp0yZcv34dERERMDMzw5w5c1BVVQUNDQ18+/YN48ePJzLpTUFsbCyvwpGKigqSkpIAcGlkxcXFrGs0Rg+UN9sVHh7O6pbRkO26Me+9vCJBjx49sHr1ahQVFfFSc+RtkH5+ftDS0mIdDvPmzYOWlhays7Ohrq6O8vJy1NXVQUFBAenp6SRgUlZWxujRozF06FB8/vy5wQ4Qcx28ffuWNXjaHDRXprugoABhYWF49uwZKioqoKKiAoFAgM+fP2PevHlwcXHBL7/8An9/f6KeefDgQbi6uuLr1684cOAA3r9/z3v/KIrCly9fkJOTg7Zt25LDuWvXrqRaHxwcjAEDBiAyMhI5OTkQCAS8ex9FUZg0aRLy8/OJ0/yRI0dgZmbGURKivdP4eO//Ftq0aYOMjAyYmJiwOofh4eFkdqap82BRUVE4dOgQ5+cDBgxgeQYZGhqSmcmioiLeTqo8haqbN2+S4g+zak0PfXfu3Jl4GXXu3Bnv3r3DmTNn8Ouvv6JTp054+fIlLCwsoK2tjevXr+OPP/7g0JO6devWLCU7eVTG+/fvo6qqCpmZmeQ9Z2ZmwsPDg1S6aePJxnD+/Hm8ffuW1aHU0NDAtGnTcPToUWzfvr1BsQdmkiMrpb93714oKytj9uzZTaa5Nqa6l5iYiLt377LOvgkTJpBuRG1tLSIjI1FTUwM7OzuUlZWRpID53NBzVrLPEr33eXl5se7Hz58/IRQKOQHsrVu3MH/+fFYSZWFhAV1dXZw6dQpSqZSISNBroaamhiQ8zBECBwcHREdHczzJUlNT4erqyvHFoygKgYGBJPaiu3FVVVVwd3dvsPtrYWFBZsOAxgspNNq0aYO1a9fi7NmzHPlxDQ0NrFmzhmMKTaO5ieaQIUPw8uXLRv1t1NXVUVhYCG1tbdb51ZRRB6D+fHZwcED37t1JcZ6eu6OvT3f43759i4SEBM41qqur0aVLF16WDR/69u0rtxi8YMEC3iIIRVFYs2YNa20C9RRtBQUFjBs3jnOvli1bhm/fvmHbtm1Yu3Yt7t27h4EDB+LUqVMA+KX2t2/fDnd390bVHZuD/1QydPHiRTIoT5sz0UhLS8Off/6Jq1evYv369ax/+/XXXxEfH48DBw5ALBaDoiisWrUKEokE1tbWqKurYwWoiYmJkEqlGDFiBIvK9fTpU1y6dIl3OExBQQHZ2dksTjAzAJw2bRqEQiG0tLTQvn175OTkoEOHDhzK3e+//44lS5Zg4MCBiIyMBFAvYZubm4vY2FhkZGRwJHynT5+O2tpaTsBZVlZGqpI1NTVk6P7atWugKIrM48gGlkuWLEHfvn3J5sMns5mZmQkbGxsoKyujsrKSJIaVlZVITk6Gi4sLqxsQFBSEGzduYNy4cfDx8eEdgmzRogVH4UgikaCoqIhU+JmgKIpXKjUgIICokTFRW1uLu3fvkodx586doCgKe/bswcaNG1ldL5FIBH19fTIE2xTQHTEmTYBJS1NQUODI2cquYxozZszgVJkBcOY9mJBKpbh//z58fHxYiWNVVRX27NnDqdKampoSpRZmMEjTDfkGFA0NDTFs2DBOUkAPhdIbF/NvVq9ezdoc+bpudFB15swZ3iKBoaEhLly4gLZt22LLli0oKCjgHE6yVbR3797JPWxNTEyQl5eHgwcPws7ODiEhIXjx4gV533xVYj8/vyZ1gBoaPJWHhuTa+WS6a2tr8erVK4SGhiItLQ2dO3dGaWkp2rRpg+HDh8PR0ZGsZxcXFwBs6XU3Nzfo6+vDyMgI69atg7u7O6/XkLOzM75//44HDx7wvu8xY8Zg586dsLKygoKCAqcTSyMrKwu+vr5IS0tDUlISZs6cCW1tbSQkJPA+2x06dEBgYGCjyVBjg8lMyAbuM2fOJLQg2c6hkZERCXab8hq0QfW2bdtYdKs3b96QswEA1q9fj8zMTLx58wZbtmyBiYkJZ08IDw9Hnz59CJWU7paJRCLSTWdWrSmKIu7tDx48IPx82lT7wYMHkEqlqKysxIMHD0BRFOnOyNKTvnz5go8fPzbZ90keu8De3h6nTp3Cli1bSKAkkUjQuXNnktjTapuNgVamk8XZs2dRWVnZqNiDm5sbOfNpewwaIpEI2traHDZDY5gzZw6v6t7z589x5swZ9OzZE6NHj8abN2/w5csX7NmzBytXroSjoyP+/PNP5ObmQllZGb6+vrCwsEBSUhKMjY1ZazQ2NhbR0dEcI9Po6GjeYlhkZCTevXvH6Qjk5OTwBo0GBgaoqqrCpEmTUFJSgpqaGvz2229ITk4m3RH6DBEIBCguLsbhw4d5v/Nz587h+/fvOHbsGKtyTwu+0KA7JLS/Y2PduKYoNvKhR48esLOzw4cPHwhVrGXLlrCzs2uw28JkMtDQ0NCQy2Soq6vD06dPER8fDwsLCw7tjP4+e/XqhV27dhGK35YtWyAUCgmdmQlZye/Y2FhoaGggPDwcI0eOxPPnzyESiVBXV4eHDx9i3rx5aNWqFZnVjY6O5k1iamtrERcXhz/++IP3s+fl5RFvRgC4d+8euVeyCYzsXhoUFASgfp/X19dnJXlSqRTZ2dmgKIr4XjIxbtw4XL9+HUD9nnzs2DGsWLECCgoK+PXXXzk0wYqKCgQEBMDZ2Zl35l1W5KWp+E8lQ2/fvsWff/7JCSBp+U6BQIB3796x5DylUimSkpJgZmaGdu3aQSgUIisrCxoaGjA1NYWysjKv+RwdSDCpXA4ODvDy8sL48eORmZnJGg67c+dOg+9ddgOxtraGVCrltJVzc3NZCdKZM2eQmZlJZEjPnTtHZjXo5AOoD3iZcxhSqRRqamqEDmNubo5Pnz7Bzs4OkydPxsOHD8lGdOTIEdjZ2cHBwQFGRkacGQI+Z3qazwmAfHb6enRAWVVVRVrXUqkUHh4eePXqFc6cOcMZgvzx4we+fv0KKysrlqpNYmIitLW1sX37dtZw3a1bt+Dk5ITS0lKOzKdUKmUN3aWlpeHnz59o3749mTsJDw+Hv78/CTy7dOnSqOt6Q1WctLQ08tk3bNjAMgujNwNbW1u5G3pubi4iIyPJhkpfjy9ZKiws5PV3evToEV6/fo1x48YhICAAkyZNIj5T2traKC0tZSkcicViUiFjBoN0YKCvr887oMhHCxMKhWjXrh0JmHbt2sX6u8a6bvTzYWhoyFskAOoHsOk5hKb4+Jw/fx73798n8yo2NjawtraGqakpxowZg7KyMri5ueHHjx84cOAAkcV1cnJqsPP2b3WAaDQm1y4LDw8PREREkEB6w4YN0NTUxLRp08g95wvuNDQ0eP1STExMoKGhwQmYpFIpNmzYwErqaJ+JgQMHkmvR+0VlZSWys7NZ/0bjypUrGDVqFJycnFgBcF1dHa+nh5qaWpMGfZmDyfIkWOWBOVgt2zmMiYkhwW5TXkNbWxvx8fHw9PTEo0ePiEcWDb6gj6IoDB8+HGFhYSSZ6tu3Ly5cuAB7e3tOQNOhQwccOXIECxcuZFWtDx8+jFevXqF79+6ExldeXg4LCwsYGxtj9+7diIuLg6enJyswpcGkJ61YsaJR36emGHoqKSlhw4YN+PbtG75+/QqKomBqasqitcmbhaAhe23mf0ulUvTu3RtRUVGNJsz0um6MZpqXl4egoCDS0TExMcHo0aN5qXinTp1CTU0NJxGrrKyEoqIimd15+vQpnJyckJ+fj5s3b6Kurg7FxcVwdXWFvr4+zpw5g/T0dFy5cgUZGRlkv09LSyMMCmYAOWbMGMyZMwcVFRWc92RjY0OCSiZMTU0RGBiIZcuWkX1VLBbj9u3bhG1QWloKbW1tshYqKytx8OBBLFmyBLW1tdi5cyfKysogkUh4OwsFBQUQi8VkX2YK+/z1118kYDU1NcXevXtRVFQEBwcH4kfXFDx//lzubI6Pjw9HtEVZWblZBSkAzZofBuoTTbrgJm+OCqjvfvTq1Qv5+fm4dOkShg4dKpcJIzvbuGjRIqxbtw5FRUU4deoUmUs7c+YMXr58iXnz5uGXX37BwYMHERQUROJS2eeFLkAmJSURBd7169dDV1cXZ86cQXh4ODQ1NaGjo0Mo1woKChAIBJxkSDaepYtgWVlZMDMzYxUmRCIRLC0tcf/+fTI/zQQ9hgHUrw8NDQ1s27YN+vr6vOp5e/fuRU1NDWbOnMmZH/sn+E8lQwA/FYZZtRSLxeS/v337BhUVFRgaGmLx4sUNDgozkZGRgY4dO6K4uJhD5VJTU+M4wQP/SxjkDWHK/jw7Oxv+/v6kc0ODnl+hleOSk5MxevRo6OjoID8/nxXk/Pnnn+R/8w27URSFzp07A/ifLOWzZ8+Ishl9Pzw8PHiDz4bQkPLOvn37sHz5chb3XygUYty4cQgPD+cdgoyJicGyZcs4fhxOTk6wtLRkzXbY2dlBTU0Nt2/fxt69ezkyn9OnT2etk4CAAFhbW0NRUREaGhrIycnB2bNnMXDgQJiZmeHu3bsICAggfjyynTKawtBQm56ZSCkpKXE6G5aWlhg6dCjn75gmb0yn9YZc1ymKkvtz+vNKpVL07NkTrVq1gp6eHh4+fIiVK1eyVObMzc0JD5oZDM6bN69JA4p8SQG9pnbt2kW6bhs2bGhy101ekQCor+zl5+c3KoNLex8pKyuDoijMnTsXiYmJePDgATw8PKClpQUbGxvy2Q0MDODu7o4vX77I3YD58Hc6QHxoivQ7EyEhIUSNj3mg0tLkERER8PLygr29PSt4mDx5Mry9veHs7MySXvf19WX583z58gVhYWEIDw/Hz58/WUbBwcHByMnJIV5PTKipqRFDZtoskv4uPn36hLS0NE4nwMDAAAUFBZxrvX//vkkUKuY+9G+ogdGQDXZl51D5qo+RkZEICgoi30nLli0xaNCgBhNrAwMDDBs2DLm5uQgNDYWfn5/c57ukpISzB2loaGDFihU4cuQIli9fDj09PVLFNzIywqZNmwDUU2SY33FFRQU+ffrE2e++f//Oq2TH9H1qrqFnU2R8+SB7bXkFlcaElZjIy8tDYmIi53N//vwZr1+/Rtu2bVkCGBs2bOAVMZBHDzx79iyreEhTj83MzHDt2jV8+PABjo6OJEEbM2YMSRweP36Mx48fk7+lKApRUVF49eoV+Rmd0KWmpnJeWyKRsEQ9aCxatIisD7oAmZOTA6lUipqaGkilUhQWFmLkyJHkb9TU1LB37158/PgRGRkZ+Pz5M4yMjBAQEIDk5GRWAYMuHjPvJ80mycrKQpcuXVjdGNoQ3tHRsVlxx8WLF6Gurs55nry8vBAZGdkkHyB5YCYOfIVlefPDzdlzaApeRkYGxowZ02SBHdps1srKiiR4QqEQ06dPJwattra2rC7e7du3WYbv9M979+6N/fv3kzEMen799evXMDY2xsmTJ+W+j4aKIHRBQkdHB6NHj+b1MJJKpbhw4QIyMjJIkfXTp08IDQ0lAlGxsbFo06YNKdJWVFSQcQugnt6fkpKCffv2NVtgpzH8p5Khbt264dy5c1i+fDmrqufu7o709HTs3r0bDg4OpCpz5swZJCYmIjMzE/v374elpSVsbW1ha2uL9u3by30Q5enZ7969G8rKyggJCYG1tTVvxYjZHWloyIuiKDg6OhIpYvp3Hz58iJcvXyItLQ0CgQALFy5EZGQkEhMToa+vj+DgYFYVz8DAoEkBp6z7c6dOnfDhwwd8//4dd+/exYgRI0hAX1JSgnv37hE/k/nz56OqqkpuMiAbGLRr1w4qKiokMKaHIGk1Mb4OS35+PsLDw9GvXz+Wqg1FUYiPjwdQf/CXl5fDxMSEdLq+fv2Kli1bcnxXmMlhZWUlkpKSUFtbi+HDhyMiIgLt27cndI2ysjLcu3cP9+7dg6qqKud7o5OhprTpAwICMH78+Ca7ITdm8sanevPmzRvegdhz585hwYIFUFdXh5ubGwIDA7Fq1SoMGDAA9+/fx9atW/HlyxcynGlnZweJRIK4uDiWiXBzaSN0UmBjY4N79+6xNq6jR4+iVatWTR54pLnnskUCoH4tXL58mRjbyrbHf/z4wTtr06ZNG3Tv3h3JycmIjIzEixcvWAEGUJ/Mtm3bFnl5eQgICGhSdfjfQmPzWLJwdnZGWFgYli5diq5du2LAgAGwt7eHQCBAt27dMHHiROTn5+PZs2c4ceIEJBIJtm/fDk1NTZSVlfFKr5eVlUFBQQFhYWFISUmBjY0NZsyYge/fv7M67U+ePEGPHj3Iz2SrmMOHD4ePjw86dOjA+i6UlZV5A2c7Ozs8evQI/v7+LB+q+/fvN1tamw9SqRQxMTEIDQ3ldGfKysrg4+PD8oajQVFUk2k59Gu8fPlS7mB2YzAzM8PHjx/RokULlJeXY8+ePVBQUCCJIkVRqKmpgba2Nu/+aWpqivnz5yMwMBAODg6wsLBAbGwsp7uYmZmJgoICxMbGEn8u5rNJ05JlleyYvk9NNfT8/v07Hj16xJn1BNjJhDzqIa3mRz+rzNeizzcdHR28evWKPK9mZmbo3r077/4VEhICDw8PUv1mfu7c3NxmiRjIS8Bu3rzJOifpwtbHjx+hp6eHtLQ0VlKqpqYGRUVFXLlyhXOt3377DaNGjeJ4yuno6PDSqx4/fsw7C2NlZQV3d3c8f/6cdOkcHR3Rr18/nDp1ComJiXI/Dx0vMe+LrIiIgoICNDU1IRQK8ezZM5ibm5MCkVAoRJcuXQhdnin//ujRowZV9mRFGtauXYuTJ0/i999/J7HFxYsXER0d/Y8LIQ3NrAJNmx8uKSmBQCBolFrfHLofwDabraqqInYvsnPWTNq/vHjw0KFDnDEMoL6JwOzE8+0xr1+/hoODAxQVFcmIBd+5fufOHd4u7OTJk2FoaIjg4GDio2hiYoIlS5ZALBbDxcUFZWVloCgKu3fvRlVVFbKzs6GtrU3inAcPHkAsFiMrK+v/38nQwoUL4eLigj/++ANqamrQ1taGQCBAWVkZKisrYW9vz5KLXrFiBYD6Rfrx40ckJiYiPDwcAQEBUFJSQocOHWBra8uSLQbk69lPmDABOTk5uH//PvFGsLa2hrW1NVq1agV/f39QFEUWaFVVFTp06IBFixZxVNjWrVuHWbNmcarcU6ZMQV1dHXbv3o26ujp4enpCJBIRVRTmrEZlZSXatm1L+P+NBZy0LPTbt2/x22+/obq6mjgcX716lfy9VCrF5MmTyeeYNm0avLy8mhycjB49mogudOjQAXV1dQgKCkJoaCgsLCxY1X76vigpKZHklKlwpKuri9LSUgD1A5UhISEwNDQkFbS1a9dCR0cHnTp1Qvfu3WFiYoLr16+z5k7OnTuHWbNmoV27dujQoQO2b9/OGpSMioqCUCiEl5dXo1Q5JiQSCRISEliJBF/3pyHIM3mzsbHBxYsXcfToUdbvi8VieHt7Y/HixZyBWH9/fzx69AgnTpzArVu3iIdOeno6FBUVOQpHRUVFOHDgAIqLi1kmwmZmZjhx4gT27NnT5AHF9PR07N+/H0pKSqyNKyAgAHPnzpWbTMh2a5lzQbKqMQsWLMCXL19w5swZ8jNmAKutrc2atSkqKkJkZCQ8PDyQlZWFVq1aoVOnTtiwYQOePn2KwMBAFuXj1atXOHHiBNTV1UkC3FB1+N9CY3LtsjLd/fr1Q79+/VBYWIhnz57B09OTVHhzc3NhZmYGY2NjzJgxA0KhEPn5+cjMzMTXr18hEolI1wao3xszMjKQm5uLR48eoV+/fkhJScGMGTNgZWWFlStXst5rWVkZ3r59S+gTzGSopKQEsbGxyM7OhouLC+u7oOehHBwcSICYnJyM2NhYdO3aFaGhoWT42sDAAIsXL2YpTTUXX79+ZXW3mH5xNOQZB9Lgm5Vs7DXEYjEnsYqOjsarV69YxtAPHjyAoaEh6zXo/52dnU2q6W/evAFQH3SoqKjAwMBAbqHC3t4et2/fJp4w8qjbaWlp0NLSgouLC2e/u3//Pq+SHdP3qSmGnvHx8Th9+jQMDQ2Rl5eHVq1akcFxpkEm0Di90dLSEoqKipzXys/Px7p164iqHkVR+Pr1K/T09LBlyxbO2Xrr1i3MmDGDl+Y1Z84c3vXWv39/3L17F0DDlXEaI0eOxKVLl5CVlQUrKytoamrCzc0NWVlZmDBhAm7dusWiBxYXF8ul+kybNo0YmTK7VUVFRRAKhdi5cye51sePH/Hp0yds27aNdQ2xWIy1a9diy5YtvHLVDg4OuHr1KnJyclBeXo7u3btDJBKROa1WrVoB+F/ySs/9MvcQ4H8qZcy9mYa/vz8Jjo8ePcp6NhqKWWQDant7eyxZsgRHjx7Ftm3bEBYWhjdv3mDnzp3/uFjVlESCL8mRSqW4desW7t27R2YfVVVVyT2in9W/o4pHQ15x3t/fHxoaGqxiFf37379/h5qaGhmvoJGXl8dbYHVwcCAJDsDPgrG3tydJb0OWJwkJCZzZbxqHDx/mjKV4enri2bNn6Nq1KyvejoqKgrGxMYtmKZFIcODAAVJEbkwevDn4TyVD6urq+OOPP/DlyxekpqairKwMMTExGD16NGxsbBASEoIbN27I/Xs6OSouLkZISAiCgoLw8eNHTjIE8OvZMys6ZWVlSEhIwLt373Dp0iUiD3j8+HGWfLG7uzvu3LnDkWW0tLSUS/lpSGKRb4DbwsICTk5OhNYUHByMp0+fwszMDGPGjMHz589Zle6YmBgMHjwYM2fOhLKyMqZPnw4XFxfSBnZyckKvXr1Iq5g2p+WrHvFVqGheOrPaFRsbS+49E/SGJxQKiQ8UU+GIHgoH6qmI+/fvx4sXLyASibBq1SpYW1uTRDcxMRHPnz+HmpoakpOTiZCGv78/LCws0KFDB4jFYmRmZrKqPGVlZVBSUmpWIsRMJGpqahAUFARFRUWUlJQQrXw+yCrcyTN5o5WiZFFVVYXCwkLeJMXe3h7Pnj0DAIwaNQqenp5YvXo1iouLiTEw3bUxNTXFz58/0bZtWxw9epRlIjx48GDExcU1a0DR29sb3bt3x7Jly1gb18yZM3H+/PkGld6YYM4FyULWh8Td3R0ZGRmwtbVFjx49MHDgQNaszaFDh6ClpYVx48bhzz//ZG2SZ86cwcyZM1nX8/X1xdChQ/HmzRtW4i+vOvxvo7ky3YaGhpg2bRqmTp1KvIROnToFLy8v9OzZEwsXLmSt8/Lycjx//pzQftetW4fa2lr07dsXq1evJvvW1atXSRdAtgo8f/58rF+/niMnS889WVpaQklJiTXbCNTPpJ0+fZoIm6xbtw5SqRT9+vXDypUryTCxkpJSk7uqsqBVusLCwpCamgqpVIp58+ZhyJAhvNeUNQ6UDXb5At7a2lq8fv0aERERrNewtrbGxYsXMXv2bNbv04HfjBkzWMbQ6urqePjwISsZoulVBgYG6NOnD5SUlHjnNWVBB2TLli3D9+/fUVFRAQ0NDVhZWcHQ0JBD6547dy5hOchCnpJdQ75PfJQ7mnb8+++/w8nJCRs2bIC2tjZcXV053mhNrerLKop6enpCS0sL+/fvJ8Hrjx8/cOrUKVy6dIkjJFBRUSH3GbaxsSEiBkwkJyeT4LGp9EDa3y8qKgpisRgFBQUwNzdHSEgIHBwcCA0xLS0NQUFBLJYLc5a1R48e2LVrF548eYLXr1+TWGDfvn1QVFTE3bt3ERUVBSUlJZibm2P58uUcmi09aC+L3bt3Y8OGDfDw8AAAIqzx/PlzFk1b9pxRVVVFaGgoJxmS5xFFg1bIVFRUJF17XV1dPH36FDNnzkSHDh0gEAiQkpICPz8/zt5Mo2/fvkS2XUtLC7t3726UNt0U0Im2m5sb9PT0msyMuH79OkJDQzF79mxYWVmBoiikpKQgICAAdXV15HP8HVU8GvKK85mZmaioqIC3tzfU1dVRU1ODuro6KCsrQ0VFhajN7dy5E/r6+iT2YhrSyoL2ZpR91uWZUMvi4cOHRA2OOfudnp5OaJiyBaOXL19i0aJFnPjyyZMn2LFjByv+UFBQwMePH0niyofGZgPl4T+VDNEwNTUlPOS4uDj07dsX6urqDVaYamtrERoaioSEBCQmJqKiogIdOnSQW9n69OkTXr16xWnxSyQSjBw5EomJiUhISEBWVhbMzc3x+fNnLF68mDXYra2tjUWLFmHfvn0oLi7G06dPUVtbi+7du2P06NENUn4sLCw4zsk0ZGc13NzcyMGdk5ODy5cvY9y4cXj16hXxnpCtLBkZGTUr+GeC6WcSExODq1evsv69oY0xIiIClpaWnIexIaNWuqLVpk0b3tmOfv36cWhQdJWjtrYWtra28PX1xdSpUxETEwNlZWVWdaRVq1a8A6kN4dKlSySRcHJyQufOnYlc7tu3b3l9GPggz+SNoijehKekpARCoZB3IFYikRBlIwsLC+jo6GDEiBHIy8tDWFgYevXqRWY90tLSEBMTg86dO3OSrrt376K2thazZs1q8oBieno6KxEC6jeu/fv3Y9euXWTegG5x+/n58arltW/fXm6RQPZ+0PN08mZtnJyckJSUhLt37+L+/fuwtrYmIgrV1dWcz11WVoaePXsiPDyc9XNmdfj/FJoj0iAQCIg/0c+fPxEeHk6SYiboxJBGfn4++vbtC1tb2ybPdbRp0wZv3rzhJEP03FNVVRUkEgknmBCJRFi9ejWmTZuGrKwsSKVStGnThvW9NXVWSxafPn3C06dPERkZSUQl1q1bhxUrVjSoHqWnp8eqUjcU7MrOEc6fP5/1GnTyR3c0afz1118YNWoUxo0bh8DAQPLztm3bwsfHh/d90UEBX5dJIpGgoKCA1Y2+cuUKoqOjMWfOHJw7d478rrm5OR48eMBJhrp06UISnMbQmO/T27dvcerUKcIyoAO+iooKQrtRUFBAbW0tVFRUiBy2PFNNPpSXl+P06dOk002Dvi/MKr6mpiZmzZqF7du3c67j6OiIDx8+8L52t27deEUMXr16halTp+Lt27eYPn06UlJS0LNnz0YTOGZcERcXh5iYGDJPQSMgIAASiYQkFnyzrC1atJBrYtpUc9PRo0fjzp07WL58OdmfExMTIZFI/lbgGB8fj6tXr3JmOgE2BawxhcwNGzZgyZIlrNlUe3t7KCsr4/z58zhx4oRcCqWWlhbatGnDMjHnY67QvnR875Uv9jMwMJA7TweA0z0MDw/H8uXLWec9zWjx8PAgydDfVcWjwSzOV1ZW4uPHjxg7dizev3+PZcuWwdjYGCtWrICKigrpTFlZWeHkyZPw9vZGly5d4OPjAz09PXh5eWHFihUQCAT49u0bUShUV1eX680omwzFxsZCRUWFU4AvLCyEk5MThg0bxpr99vPzQ0FBAXbs2IGUlBTWtSiKwunTpznJEG3xIXs2zZo1C4GBgWQe8t/CfzIZYqKhAdqwsDAkJCQgISEBlZWViI6ORqdOnTBy5Ei0a9eOk4DQiIiIgJubG7p06YK4uDjY2dkhPz8f+fn5AOqDJmtra+LfoK6uDicnJxJc5eTk4PDhwyguLoa+vj4kEgm2bt1KDOZoqVOBQEDayrIPnTwOL/NBomc16IoRUE/16datG2bNmoXnz59DSUkJ+/fvZ11j7dq1uHnzJmtjlq3c81XyaT+T8PBwVFdXw8HBgdeIrCFq1bNnz3Dt2jVCbWMqfDEha8AmFotRWFgIIyMjwot+//49eXiZNKjVq1fjw4cPWLx4MX78+EHu7cGDBwHUt6GZgXB1dTXKy8vh7+8Pc3NzTpDMl9ikpKRg7969EIlEEIlEGDNmDIyMjFBYWIjIyMgmVXQBtsnb9OnTsWHDBtJFE4vFrG4APejaqVMnxMTE8A7E0r9fWFiIcePGYdy4cVi2bBnmzZuHUaNGsV77zZs3ePLkCYcnn5GRAQ0NjSb7EQDyN66KigqoqamxqmF2dnYQiUTw9vbmdMpkiwTJycno2LEjFBQUkJCQwEqiZ86cifj4eGzatAl6enoYPXo0a82MHTuWSJHn5OQgMTERcXFxpLMVGRnJUsmxsbHB48ePOUp1zOrw/2k0V6RBQ0OD9bmZkP2e6Uowzd8eN24ch8IA1Ac1b9++RXFxMZSVlXH37l18+vQJFhYWZHB2165d8PX1JTOJzNlGJoyNjXHixAls374dGhoaLNUpPjTkFUZj27ZtGDVqFA4ePNgsusz8+fNx9epVLFmyhFRQ5c3C7N69G7169UL37t2hr6/PCaSysrJw6NAhzvr/9u0bmX1hQlFRkVdSHKin3505c4Y3aADqO4hMWuvTp0/RsWNH9O/fnxQdgPqCyOfPn8n3QiviicVinD59Grm5uTA3N8eHDx9Yr0NTo/ggGxT5+PiwWAY0lixZQu5hixYtUFBQQK7LxyZoCF5eXqioqMD+/ftZiqLu7u6cThwA3kIHUL/2/Pz8kJaWxilAenl58YoYAPUdKCb8/Pw43z9TZbGwsJD1b+3bt8eXL18wcOBA1j3KysrC5s2bSdFTdpZVT08P/v7+mDZtWpMoejRkOw9paWn4+PEj4uLiYG5uToRlTp8+DUVFRQ4tqyEEBATgxo0b5D3T86W0VDY9E3Tjxg3k5uaiXbt26N+/P6ZOncpRyKRNOPneP30P5RW4jY2NUVVV1WABvKH5U4C/gyAvuachmwz9/PmTd8+hmRd8KCwshEQi4RTwvn79CgUFBU6h+Pjx47C2tsaoUaNQW1uLrVu3kmvMmTOHFA6PHTuGixcvIjIyEhcuXICnpyfGjRsHFxcXxMfHw8nJCUOHDsW1a9fIGMbOnTshEonw66+/8hYn5cHHx4c8e8wC/J07dxAXF4dhw4axZr8HDBiAdevWwcrKilMwCg8PR2lpKWfOvnfv3jh79izmzp1LOofJyckIDg7GwIEDeZPZ5iqKMvGfT4YawtmzZ6Gvr49JkyZh8ODBTVYuuX37NgkenZycsGDBAhgaGmL27NkQCoUwNDSEkZERjI2NCZ3E1tYWly5dwpo1a+Dr64tWrVph3rx58PT0JFLP9CZ38eJFpKamsjJbZ2dn6OrqkkCsOZ0KkUhEVGTi4+PJA8sciGMOLg4YMADXr18nwT9FUThw4AA5HJi+S1KplHC9169fj86dO+Pbt284cuRIg0Z3QD1NULazNmfOHLRv3x4fP35EdHQ07t+/Dw8PD6irq6Ndu3aYM2cO6xq1tbUIDAwkHGYXFxcYGRnh4sWLCA4Ohra2NocG5eHhgZSUFI5XxuPHjzFr1ixOYEn7EMgaxtHg2zSlUimn0gTUS1arqKjg6dOnKCgowIQJE6ChoYGMjAzo6OhweMdMyoixsTF++eUX4ofUq1cvuSo8YrGYMxALgGzAAwYMgK+vLxG/4AtwaMNhGrRXlIKCglz/I3mQt3H5+voSZUQmtLS0kJeXx/n5sWPHAIBTJKCpG/JU9L5+/YqIiAjeWZvMzExSFElOTgZFUTA0NMTNmzeRn59PePc/fvzAp0+fYG9vTxIE2eowjaZ2/v5vgmzQI5FIkJmZifDwcPTt2xffvn3D9u3bIZVK8ezZMwwZMgQlJSU4cuQIa/ZDJBIhISEBSUlJSExMhEAgQH5+PqqrqzF27Fi0atWKzD1JJBJcvnwZbdq0IbRbNTU13L9/HyKRiOyfTVX65IOtrS3CwsJQXl6OAQMGoEuXLk0S7Dh58iSvcSANJh20c+fO+PDhA0QiEaysrNCpUyfWa5iZmfFKgRsaGhJjaCbev38vVx7+9OnTvF0mb29vKCsrY+PGjSxaa21tLa+sb0xMDKqrq5Gbm4vk5GTOv9P7nWwhTl4xi69CXFpaitGjR3NYBpaWlkhOToaZmRm6du2Ky5cvIycnB9HR0ZyuYmP4+PEjfv/9d46iaFhYGPz9/dGpUycyoJ+WloYLFy7wPp8hISFQUVHhrX4bGho2SvVqCPfu3cP79+/x7Nkz0vmmwaeyCNSf8UyFssTERNZ50K5dO5SUlABovoIfE+rq6rwJuZKSEhQVFUlyxVSNpCEbM4WEhMDOzg5//vknpk+fTt4TXWihZ1zpNZWUlITk5GROIQaoTxK9vLywatUqlrrl5cuXyff5T4QRGpo/lQd5yb08WFhYIDg4mPU8AvWdEnm0Und3dwwePJiTDKWlpSE0NBS7du1i/TwpKYmsG5ou6eXlhfnz5+Pp06dEYENNTQ3Ozs4wNzeHr68vNm/ejIKCAkgkEvz111+kw9vQGEZTUVhYKLcA//HjRwDs2e/CwkJIpVIsXboUpqamnLmpjx8/YtWqVTAzMyNrTiqVQiQSwc3NjRRyRCIRhg8fziqC0IqloaGhnGevOfj/VDJUXV2NwMBAog5EO8t7enrCw8MDDg4OpBPRtm1buQ9HQUEBunbtCqC+gkd3dI4cOUIMBuPi4uDv7w+BQABra2u0b98e0dHRWLlyJaRSKVq0aIETJ07AzMwMZWVlGDlyJKGOjB49Gi9fvmQdOrTKWVlZGQYPHowBAwZwRBfkoWPHjvD29oaVlRU+ffpE1PTMzc0JT5Q5iE9vVMzgPyMjg/xvuiuVmpqKwsJCqKmpwdLSElu2bIGmpiZmzpzJosHIUgqrq6uRlpaGqqoq3nvs5+dHlGzoLs6zZ8/w4cMHxMXFsX6Xfq979uxhdbjs7OwQHR0NS0tLDg3q9evXWLNmDa9XRkREBKe683ceHjs7Ozx48IDMQNCJxOXLl1FVVYU7d+6gqKiIDDO/fv0axcXFRKK3sSHK1q1bo6CgALq6urCzsyOHe0MDsWvWrMGSJUsA1H93wcHBmD9/Pm7cuIGLFy+SRINGmzZtkJSUxDERVlNTQ3l5ORISEpo8oOjk5ASBQMDZuHr16oX+/fsTaXna8DEwMJD3sGgsIGlM0IE5a+Pt7Q2hUAiKotC6dWtYW1tj2LBh6NSpE9TU1BATE4Pbt28jOjoaSkpKJJj98OEDp1rOVx3+r4FPEMDR0RGtWrVCZGQkfv/9d3KwhIWF4d69e1BUVMT48eMxffp01uwHXTyh/SQ6deqEfv36kSCGnnvasWMH4uPjERsbC1VVVULNiomJAVAv401XKP8utm3bhuLiYjx79gwXLlxAbW1tg2p8NJqjVrd+/XoEBQXh0aNHePnyJW7cuMF6jdmzZ8PX1xczZ85kPTOjRo2Ch4cHxxj61q1b6NmzJ6+xcVZWFo4fP87pMuXk5JBuNBMtW7bkLSzcvXsXRkZG2LJlC5ycnHD06FEYGhri/PnzaNGiRaPqWE2BPMrdvHnzSOdr6tSpqK6uRmRkJMdYtCmoqakhFEqmoui8efOwefNmbNu2jTWn2L17d96EQXb+7d8APQsTEREBXV1dDBw4kBQ9maBVFpnJkLa2NgoLC6Gvr887y0oXpoCmK/jxgY+WFR4eTqjkERERALhJMVDfhaQ7H3l5eaipqSHJE3MPlN0PU1NTERoaiqioKJiamvJ2ilesWIGjR49y1C1NTEw4FCiJRILZs2c3qQhLo6H5U3mQl9zLw5w5c3Dw4EHEx8ez5p5KSko4M2s0srKyeG0rOnTogIsXL3J+XllZSb772NhY9OrVC8rKyujYsSNRS6bnqjMzM/H8+XNoamoiJyeHiD/IUl2VlZWJABmdCDEZAA2pPwLyC/BWVlZkXTFnvzMyMqCpqUnOWNkYQh7zoVOnTli0aBEKCgpAURSMjY3Jd0M/e7LqsX8X/59Khs6ePYukpCT079+fUwkoKyuDvr4+EhIScPfuXdTV1cHKygo2NjYc6UracRgAdHV1kZOTA3Nzc1RWVkIsFmPMmDEYM2YMMjIyEBwcTKR6/fz8EBcXh3379mH48OGwtLSEnZ0dnJycWImNuro6KisrWbMJlpaWaNu2LdLT0xESEoJr167BwcEBQ4YMabTSuWjRInh4eCA6OhpLliwh3QcVFRVUVVXB09OTqEIxK93MLgVfJW3GjBm8fiZM8FEKU1JSIBaL0adPH8TExLDkoh0dHXHlyhUkJiZCQUEBd+/ehbW1NZYtW4Z27dqRSjGNbdu2YdGiRejYsSOnEltdXU2q3UwaVFlZGU6cOAEPDw+5Xhn/FPPmzcPu3bs5iURNTQ2GDBmCRYsWsTxVHBwc4OrqSv67sSFKWnUvPz8foaGhJCCVNxAL1G9m9Mb/+vVrODo6YtiwYcjJyUFwcDAOHjzImh1LSUnB2LFjkZ+fD01NTVAUhVmzZhGH8OYMKIpEIixYsACzZs1ibVxOTk7ksGXC0tKSCJow0VT1Onlgztr89ddfpNvBd7+7du1Kih7/f0b79u3JrImamhpGjhyJkSNHIisrC1u3biUHHXP2Y+HChTh69GiDAaaJiQk8PDwglUrJ3BNN48zKysKVK1eQlZXF2zlsLvT19TFlyhRMmTIFcXFxCA0NhVAoxNGjR9GrVy84OjpyZIeb4k8je+AOGTIEvXr1IjLu9Gt8/foVAoGA95mhKIpjDE3T0xwdHTnGxmVlZbxdJnnd6P79++Pq1asIDAwERVGIjo5GXl4evn//TrxXmEW9sWPHYs+ePY0mQ/K8zpgd0q5du8LX15dQ7mQTNQsLCygrKzdqrimRSHDr1i0MHjyYE7iZmJggLy8PhoaGsLCwwL1792BoaIiXL1/C0NAQf/75J3JzcwGAKCk2FbQhN9OkW1bEYOHChSzfGb5ZGFqKnfb1k0XLli05flr29va4evUqZs+ejTdv3nBmWbOzs8lnoTuntIIp331qLmRV05iIjIxEVlYWtmzZQn7n58+fRMlXFjU1NawEoikKmbRSWFxcHMuOoXPnzpw1p6CgAAMDA971Lw8NzZ/KQ3Pm6YD678XFxQWPHj0in6FXr14YMWJEgxLbNH2MicrKSt7Pp6+vj9TUVGhoaCA2NpaMJkyaNAnJycnYsmULSZrFYjFhdixfvhx+fn54/fo1Ll26hNmzZ0NBQQEBAQEICgoiMa6Kigq6deuGN2/eNEn9EZBfgB88eDAyMzMBcGe/TU1NScFo7ty5zVKBoxPgkpIS3L9/X+4c2j/BfzYZqqiowKtXr1hUpJiYGDg7OzfIrx8xYgShTAUFBSE2NpaTDHXs2JHwa3v37g0vLy98/PgRMTExMDAwwJEjR5CUlITq6mpYWFhg9OjRhGpjZ2cHgUCA4cOHswaC+ZIZLy8v8r/FYjFqa2uJm/Xx48eJbK5YLMaJEyfktjL19fWxZcsWzs9pKkBTedCykOdnwgQfpfCPP/5Aly5dYGJigvfv3xO56FmzZmHPnj281DZ5qKioYCmo0GDy7WVpUMD/hmrleWUA4EhSygOfkoquri6OHj2KiIgIZGRkENfny5cv885r6OrqoqysjPw3X7VuwYIFxNuJWdkUCoW4desWgoODAdTTYmQHYoH6Te3Hjx/Q19dHXFwceR90pSY3N5cEDUD95kPTwYD6NTp06NAmGX/Kg7KyMqtyJ9vpEQgE0NLSYjlUA+wAiwmaHkmjqfMMUqkUVVVVWLVqldw1xreHyKMz/pdA09zi4+N5B4eZleXa2loEBwfzft7WrVtDQ0ODVAn/7uwHc+6psLAQ169fR1RUFDEF5jOx/iegJeTpOY6wsDDifdGU2YvS0lK8fPkSL1++bPDAZb5GUFAQ8vPzORQXGtbW1ixj6IaMjTt16sTbZbKxscGdO3dIYYvuRtNFKFpgwN/fH23atIGmpibpvurq6iIiIgInTpzAggULyJwijcrKSmzbtg2LFy9GUVER7t69S2ZkW7ZsiQkTJhADX1m5f4BLuaPPu+vXr7POvrq6Orx584bTJaALY3zy1mPGjCF759SpU7F582a8efMGAoEAw4YNg1AobJC2Km8IH6jfG/X09BAXF4d58+bJFTGgE0daNbFr165YuHAh7O3tIRQKERwcjO/fv/O+Bu0DJ4sZM2bgr7/+wq5du6CiooKVK1eyksmwsDCWFQJ9n2i1roawefPmBufyKIqCv78/FBQUeOfyXFxcsG3bNlaypKGhgfbt2yMiIgI7d+6EhYUFWZsPHz6EtrY2Bg0aBGtra3Ts2BEqKipNUsjs0qULr/S9LCZNmoRr165h1apVTWLNNEWkShaNJfd860xXV1eu+h0fOnXqhNu3b2Pt2rWEYSOVSnH79m3e/WDMmDE4deoUVFRUWPOKubm56NixIxYvXoyvX78iMDAQ2dnZmDVrFpkHX7duHVJTU+Hu7o7Y2FiYmZkhNTUVc+bMIYXR1NRUXLx4Eebm5jh8+HCj6o+A/AJ8VFQU67ukZ78piiIzSU0tstJnU0JCAr5//46vX7+iuroaampq0NDQ4CiW/lP8J5Oh7Oxs7N27F2pqaiwqEm36JZsMlZWVEfW3xMRE5OXlQSQSwdLSEjY2NpzrL1q06P9h77rDmjrb950QNgLKRmS4UByAUhQFFbRaax2fExS3OKrW1TparaLiQuvGiYiAAxUVQa0DAQXFUREQEZEtIgJi2Cv5/cF13i8nOQkBgkJ/331dva4KITlJzjnv+zzPPcgIcNy4cZCTk0NSUhK+fPkCTU1N6OvrY+jQocjOzsbIkSOhoKCAGzdukM01n8/Hpk2byIleWVlJNDhA3YLAYrFELIo/fPiAkydPYvTo0WCxWEQnwTS+FgYVspibm4vZs2dDQ0MD69atg5aWFtm8JCQkwNvbGx4eHiIbRMHFkLrYpMkzYaIU8ng8fP/99zh8+DDNLlpbWxtycnIwNzcXobZRRQ/1XP7+/rh79y7k5OQQGRlJDAmom/q9e/cgLy+P2bNno7y8nEaDyszMJJ+1uKwMoM5OtD4w8eQpKCgowNHREY6OjuRn58+fZ+z65OTk1OuWNXPmTDKBEzzOyspKhIWFkRvczZs38eTJE5ogFqj7/N3d3dG/f398+PCBfJbz5s3DuXPnRGhy1HEJJrIHBgYiIiJCLNVEEE3JThAG0wYLaLyegcPhIDMzU+xEVdw9JCQkBImJiaQT3L59e/z4448im5JvicrKSvj5+eHp06eora1Fr169MHv2bHJ++fj4kNwGweLx9u3bYLFYtO+1vLwcioqKWLp0KeNryUr7weVycenSJdy9exfdunXDli1b0LlzZ7x8+RJ+fn6YMmUKOnbsKEJPaWxmBFC3eRs5ciRGjhxJaMD1aS8Ez7e1a9eSza64BVf4NZhCL4G6ANKcnBxyX2/Xrp3YaTsV3Cq8aaCOLSUlhTaNbtOmDdzd3Wn6E6BuQyvY1Lt06RJMTU1x7NgxkQmGiooKhg0bBm9vb+Tl5WHEiBHo1q0bsQo+ceIEuFwufvrpJ4kUUUEdCVB3H9u1axfptJeWlmL//v2MNMZevXohMTFRREAuaOphZmaG9evXIyYmBtnZ2YiMjMTdu3ehra2Nnj17okePHujZsyetuJckqv78+TPatGlDHiPJxAD4r2sik4NlQkIC7O3tRV6Dz+fjr7/+EnGHVVdXx+bNm1FWVgYlJSURB8aVK1cyNkB1dXXh6+sr0U3LxsaG3MNsbGxE7oNpaWkky4oJ5eXl+PLli0jzKSsri+ThCerUTE1NUVpairS0NPz999+oqqpCx44dSQ6jtbU1o0NmRUUFEhMTGalZwusu1XBYsGABtLW1RY5duKgT1p8Kg+k8pibkkvTDGRkZ6NChA9hsNqF/iwNTweXq6oqNGzdi2bJlZBJIacr+/PNPkcePGDECnTt3RkFBAXr37k3OEz09PUyZMoW4K1+7dg2enp4ik7CuXbvC09MTAQEBuHnzJtatW0ebhJqYmMDX15dQbaVxfxTXgA8PD8fx48dFfl5SUkL2xUAdi4va7xw9ehQARKIj8vLyUF5ejqFDh6JTp064fPkyOnfujE6dOpG8I1miVRZDZ86cwZAhQ+Dq6kqjIo0cORLXr18nI9uTJ0/i1atXyMnJgZycHDp16oR+/fqhZ8+e6Nq1q0h3moJg14HNZmPs2LEYO3YsrasI1BkhODk5QUFBgbaxVlRUpDmYKCoq0oSwgKgrCQBS9e/evRt8Ph99+/aldZ/EITExEdu2bYO5uTlev34NFxcXaGhoICMjA/fu3cOqVasA1G3+hw4dKtbBZdiwYQgNDRURM0vKM6G6k8B/KYUdOnRAWloaKisr0aNHD2IXfffuXRgaGjJS2548eQJVVVX4+PjQ9C4RERG4fPkyioqKUFtbixs3biArKwvJycmwtbXFgAEDiAaEQt++fcn/S8rKaAqHvLi4GG3atAEAmm16p06dcOnSJTI2ZrFYyM/Px9mzZxlFrIKgaDuU5sbKyorYaVIe/UDd9810k+3WrRvS0tLA5XKxatUqcnypqamMVCRxiewFBQWIj4+v9zMQzE5gct7h8/nIzc3Fp0+fyDmoq6uL/v37Y9CgQbTHN4cGZ/DgwSQDQhhM95Bbt24hOjoa8vLypNP39u1bbN++ndGN71uBKljt7e2hoKCAhw8f4uTJkyRXKzo6GitWrBChAAprtNhsNtTV1dG5c2exndamaj8qKipw/fp1hISEQF9fn3SCKWzbtg0AsGvXLsa/l9V5QRUp9WkvKNe47777TioKpeBmSE5OTmRzVFFRgStXriA2NpYUM2w2G+bm5jhz5gwWLlwoUuBL0oRUV1ejsLCQNo12cHBgXMuEm3rBwcFQUFCAra0tLTOPgqWlJc6cOYNFixbR1qfvvvsORkZGuHjxIs2aXRpI08ijIBgA2rFjR5HNbteuXcHhcGjh0TU1NUhOTibNzqioKFRXV0NfX5/k3Un6PKdNm4Zff/2VUM4kmRgAdQVqWFgY1q5di/bt22PQoEEYMGAAacSamppi+PDhtI7/33//DT6fL3Z6Jbwec7lcqKuri70ma2pq8Pz5c5w5c4bxc7KxscGkSZOQnp4OU1NTRjpkeHg4xo4di8rKSlRVVYmcP7a2tvDy8sKMGTNoVuNlZWWwt7cn2lcm8Hg8pKSk4M6dOwgJCUFwcDDtOqYmxTo6Ovjll19QWVmJyspKqKmpobi4GAoKCtDQ0BAphuoLQRZGYwwxpLnfrF69mhT8q1evbvDzGRkZwdPTE7du3UJGRgYUFBQwePBg/PDDD2K/806dOsHExIQ46srJyeHx48cAgLCwMAB1BkxBQUHkbwTZJwoKCpg9ezYiIyMZG4qKiopk39FQBkBVVRWtkC0vLxdpzFRUVEBRUZHsLR0cHNCzZ08oKirC3t6esWl55coVDB48mOigraysEBYWhoiICLRv3x5t2rSRShsqLVplMZSSkkI+IEHExMSgqqoKbm5u0NHRQV5eHpSUlEimDtVxY0J9dpWCj1NQUMCXL1/g7u5OLmR3d/cmcXhPnjyJqKgoqKurg8/n4+jRo2QzWx8CAgLg7OyMn376iVYcUoXItWvX8OXLFyQmJkJVVZXQBoQ3M5aWlrh+/brY12HKM7l48aIIpdDMzAwhISHo1asXpkyZgp07d5JNCMV3ZaK2UaGrgnoXc3NzbNiwAZWVldDX18fLly9hZmYGDw8PqYWU9WVlNASCtukGBgZYvnw5PDw8CB+/oqIChoaGcHNzQ1VVFTZu3IiioiJ07dpVautKOTk5nDx5Env37mX8fUNzCiZPnoyCggL8/ffftA5cWFgYunbtKtKBPnPmjFjbeXHHQVF3KPD5fOzcuRPJyckwMTEhItz379/Dy8sLMTEx9S4kghA0jpCWG1xTU4N79+4hLi4OnTp1ok0dXr9+LXIPuXLlCiZMmICrV6/SFmJzc3NcuXKlxRRDT548wcKFC0mB6+DgQFzg2Gw2OBwOI09eGo2MMAS585T2g8/nIz8/X2TBY8LSpUtRUVGBH374AQMHDgSLxaIVDJQBiSyCE6WBYKOHycFuy5YtCAsLw8mTJ3Hz5k2y2RWH+s5hqhj4/fffaQJrb29vlJeXNyjYWBBnzpwBUDfJ8Pf3l/hYHx8fsNlsVFdXY+HChWI/azk5OfB4PJibm4v8ztzcnEbzlcQyKC8vh7u7e706IWEIBoBSECymqA2Turo6HB0dMWHCBLLBorL0YmNjce/ePULxqw8NMTEAxGth+Hw+evXqBR8fH5w7dw56eno0l8V+/fohNjYWNjY29a5bCxYsgI2NDZycnGBlZSWyUaTcT8UxG6gN+Jo1a2BqaoqhQ4fC3t6e9j0dPnwYPB4PCxYswF9//SUy5XJzc4Ofnx8OHjxI1gs5OTk4OTkRx9eCggIy5QTq7u0U+4bKMerbt69Yp0hfX1/07dsXbm5umDVrFjw8PCAnJ4eDBw8ysjGkjaug0FT9qTgcOnSITOEb60DYrl07TJ06VarHVlZW4tSpU0RjTjnqJiYmQkFBgXx3tbW1yMrKQmlpKZFtCGPUqFG4fPkyfv75ZzI5rK6uhry8PJn0S8MAqKioQEBAAB49ekSLLwHq8q8oij6Xy4WqqirevXsHfX19cu+3tbUl1yjVJBZu8EZHR9POA2l0aOKm7dKgVRZDgv7lgjAzM0NBQYFI96qmpqZeW+36KEGAeEEp9Ts/Pz/ahsvLywvTpk3DnTt3aHkmFRUV2LVrF+2Lvn37NtTU1FBUVAQVFRVaeJ4gmOhGmZmZWLZsmcjPqRM1PDwcGhoaqKioQE5OjlinFDk5Oal1AFSeyeDBgxkphQ4ODpgwYQLU1NSwd+9elJSUQFVVFbt27cJff/0lQm3z8vIiG2pK71JTU4PAwEDU1NSQThRFRUxISCAWjhQ+fPiAx48fY9SoUVBQUKB9vhQN0M3NrUmZMZRt+tKlSxEZGYkdO3aI2KanpaVh7ty5pHtrZmbWYJpVly5dkJaW1uAb+uvXr3Hnzh3k5eVh5cqVaNeuHQICAnDjxg3o6+vTxJFUQKYwJBURALMLl7u7O3799VeiyQoPD8fr16+xevVqhISE0PKoEhIS4OnpiYiIiHq57xQkGUeIQ1ZWFpkIUBsICnw+X+QeUl5eTgvzpWBpaYmAgIAGvXZzIj8/n3YOU5bDhYWF0NbWxk8//YQbN25g7ty5IveqkpIShIWF4f3792CxWGjfvj0cHR0ZO5LFxcWIjIwU0cDx+Xz88ssvjJsoYVD3k+DgYInBtd/KnY8pYJGyamaz2fUuuPVthlasWIHFixfTpg1WVlZQVVVFXl4eXFxcxAYbV1ZWijQv1NTUMGnSJNo1SFFshCdZd+7cQfv27ZGTkwNDQ0MyuRdXDGVkZEBOTg7R0dE01zMAZBpIQRLLQFlZmbAMGgLhc6CkpAR//PEHCgsL4eDggPbt24PP5+P9+/e4ceMGYmJiYGtri9jYWGRlZcHAwADdu3eHm5ub1FbtDTExEASTFiYyMhJsNhtt2rQhTBDKZZFqmP32229EFywIweJ38eLFCA8Px86dO6GpqYkhQ4ZgyJAh5DikvVaowj4gIABnzpyBra0tnJycyEaZzWbDwMAAxcXFItcx1fhwdXWlGeIoKCggKCgI169fJxNjZWVlYoPcs2dPWFhYYPz48fUWfenp6Zg/fz7YbDYp1vX09ODq6orDhw/Xy6SQBrm5ubhx4wYxN6Boz5KaL/VR9wTX5E+fPsHc3FykmVFbW4s3b95IXL+Fr28KwkXB2bNnkZGRgU2bNtEcdWfNmoXAwEAaXZLH4+HkyZNiDSDS0tKQkJCAhQsXEqZAeno6qqqqUFlZid27d6O2thY8Hk8iA8Df3x+vXr0i8SVUMyEvLw8GBgaEdvrq1StYWFjAxMQE9+7dY2weUffdwMBA2s8nT56MP/74A3v37qV9jtLo0BqDVlkM2djYMFKRsrOz4ejoKNJBmD59Ouzs7EiAIxOksav09vYGm83G1KlTRWhva9asIaNAClQC78WLF2nFUFVVFRISEvDq1Svac1RWVqJt27aMG1BJUFVVxefPn0W41vfu3YO6ujqZMCxduhTjxo0TazCRkZEh8r7qg+Am6q+//gJQV1R9+vSJcEEFkZOTA3Nzczg4ONCoW5aWljh69CjMzMyI3oXD4SA2NpbG/xZeYLlcLqqqqqCiooKKigrU1tbi8uXLImN2igYYEhLSpGLo3bt3+PPPP2FiYgJTU1Pcu3dPxDb9jz/+QM+ePcV2Z6TB8OHD4efnh8LCQnTs2BFHjhzB/PnzoaKigr179zKeH6Wlpfj06RNxdKGKh6ioKGhpaWHPnj00ceTKlStFzhlAchEhDomJibSbelRUFP7zn/+gc+fOIhknPXv2xNixY/Hw4UOpiyGAOUldEiRd08eOHRO5h/Tq1Qvnz5+HnZ0d7bFPnz6lUS+/NaiNhyCorj5QFxL76tUrIpilHsvlcvH27VtoamoS/cLNmzdx6dIlrFmzBhYWFuDz+Zg5cyaqq6tJoXzp0iXGY1izZg3OnDkj1vwCAObPn0/7N1NTICUlBQcOHKAV8JGRkdDV1RV7vxaG4LRKHP1ZGPUFLPr4+NS74NbXrGjTpo2IRTZQd421adOGMdiYy+Vix44dxBBB8D0CdR1ywSlf+/btsW/fPkKTpEDRx1asWAFNTU0oKirC29sburq6IpTJqqoqBAYGolevXggMDMTr169hbm5O8sISEhLItQLUrRVM9FOgTtito6OD5ORkUrxQG2cmlzwmVFVV4dKlS+BwODh48CCtYNy4cSP5vh8/fozCwkLMmDFDrLZTEhpjYiAMJi2M8IasIXbilFY3Pz+fhJxfuXIFFhYWxM2QOseZKG4UqE76nDlzEB0djfDwcGzZsgW6urpwdHTE4MGD4erqCn9/f8ybN4+xeFFSUqJtzs+ePUuox+bm5kRT5uPjg6qqKuTn5yM/Px8FBQXQ1dWVmF8jeA/X0NBAfn4+jIyMSIC3MJiyigQhXCTGxsZi165dMDU1JceanJyMVatWYc2aNYzfa1paGrZv3y41dc/d3Z2mkaNQVlYGd3d3xsKVy+XCy8tL5PoW9z6ePn2K5cuXk8kyBUqzLQg2m42ffvoJmzZtwtixY0WemylzimLkCMLCwkIiA+X58+dYsmQJiS9Zu3Yt9PX18eeff0JBQQHr168HUFcsamtrg8Vi4T//+Q/jcy1ZsgTbt28X+bmRkRGqqqokTs+Zrr3GolUWQ9OnT8f27dulpiItW7YM4eHh2Lx5M3R0dEiOj+AmW5pOUl5eHpYuXUoTnwmCOlEFKXfv3r0jVtpA3SbixYsXaNu2rdjpT0Nhb2+PgIAArFy5kpguJCUloaKigiZ8s7a2xoULF2BlZSVyA6UWw8ZYDfN4PDx58oSkRquqqpILQBhdunQBl8vFkSNHkJ2dTW5wc+fOxfnz51FQUEDTu+jr69MKNEGdz8OHD/H3339j0aJFMDQ0xM8//4x58+bh2rVrGDZsmMhr10cDlAYlJSVkYabccqiCkPpuy8rK6tXI1Id9+/YB+G/HkM/nY+PGjeT7ZaIM3LlzBzY2Nli4cCGio6PJz7lcLvm+eTwe7t27B01NTdjY2ODvv/8Gh8Ohue1Q3GxpNheClKfs7GxCpUlNTYWjoyPCwsIYncqsra1x8+ZNKT6J/4IpSV0QDUlSZ7qHFBYWgsVi4f3790RAS1mQU9MWCo3ZeMkShw8fptn9CgYlp6WlQUVFReSelpCQAF1dXezdu5emaTh58iSOHTuGAQMGIDw8HBUVFejatSvMzc2hqamJoKAgWFpa0tyHnj9/DnV1dWRmZoo1v2CC8EL/+PFjHD58GPb29rQCvry8HFeuXBGb1SGMhkyrKEgbsNiUBXfChAnw9fXFkiVLaMGSHA5HLG3x9OnTKC0thYeHB9zd3fHbb7+hqKgIhw4dIhNowTVGXl4enz9/FqF6U3SmqqoqvHr1Cv/88w+ioqKwevVqKCkpYenSpWCxWMjOzkZoaCjYbDY2bNiAwsJChISE4OnTpwDqiq1t27bRLHa/fPkilm1B0W6pkGQmtzIm8Hg8BAUF4c6dO8SsaOHChbh16xZ0dXWJ62BycjI0NTVhZmaGZ8+eYcyYMY2+HhtrYsAEQddEYTSGoqqtrY1JkyZh0qRJiI+Px/3793H8+HF4e3vDwMAAhYWF+PLlC6FNnT9/nvY5UVBQUCDTJcpo6c6dO7h48SKAun2L8MSKKl6Fm0AvXrxA586dUVRUBHl5eRgaGsLU1BTt2rXD8ePHMX78eCQmJuLChQvIysqCiYkJevTowVg4m5mZITU1FYaGhujRowcCAwPJNJqpMJMUGs2kizp79ixGjRol8toBAQGkqSGMhlL3qM9PGMXFxWLPG3HXd1BQEE3mQIHL5TJSkgUddQWRm5vLyPgAGk6xF4eSkhLSSBWML1myZAnZ+1B4//49DA0NRRpHgk207OxsFBYWkn/zeDycOnUKcnJymDJlitjpOQVJ1560aJXFkIqKCrZs2YKEhASkpqbC39+fdLAEOzAqKiowNDTEmDFj8Ouvv6K4uBgRERGIiIjAhQsXYGlpCUdHR9jY2EjsNFNBhHw+H7t376aN8wTpdRRVrbS0lPyMolEIPo7FYtEuXkn0O2ng7OwMLy8vwr9fsWIFeDweTExMaM85fvx4xMTEYNmyZfjhhx9gaGhIFsO///4bPB5PhB5RH6jNUFFREdGFpKSkIC8vD2vWrCE3NeE8h3/++QeHDh1CZGSk2DwHALCzs8O1a9ewZ88eEbepy5cvY/369eR1v3z5QsL49uzZQ3MhAphpgLW1tXjw4AHNrKA+CH9PVIGya9cu0u2hxIeN1cgw0W+ysrLI8zJ1pK9du8bYgVRUVCSUsNraWty/fx8KCgqoqakBn89nTGRnsVjo06cPcnNzYWFhAQUFBbK5EYTgexLUHvH5fOzfvx+KioqMFFQNDQ3adSINxCWpC6IhDneC9xA+n4+QkBAoKCggJyeHFmKpoqJCRKqAZIfBrwGmaRp1rvN4PGhra6Nt27YiC19UVBTWrFlDNnzV1dWIiYlBRkYGPnz4gKysLMycORP79+/HwoULYWRkhN27d2PKlCk0vdSPP/4IV1dXfPr0SSrajyQEBQXBzc0NgwcPphXw5ubmjBMpcZBE+REHaQMWmayJxVExdu7cKfL4Dx8+iARLstls/P3337C2thax/Y2Pj8eaNWsIVU9bWxu9e/eGv78/rl69CicnJ5Fris/ni6V6+/r6QlVVFVpaWjA2NkZGRgYqKipo1wefz0eHDh3w5MkT2Nvb45dffpH4mYij3FH3rdjYWAQFBYm10WVCUFAQIiIi4OrqimPHjoHL5aJDhw4oKytDaGgo2eT7+PggKSmJbKZu3LiBFy9eEGdSCwsLEaqrpBwjQLxrobTB50yQxsa9vten0KtXL/Tq1QuPHz/GoUOH8O7dOyxdupTWUDU2NqZ9TkzQ19fHuHHjoKWlhXPnzqGkpIRxg3zv3j2kpaWJBHpWV1dDUVER0dHRuHbtGjZs2IBu3bqhffv2KCsrg42NDbp16wZzc3M8ffoUUVFRePfuHWMx5OLiQtYlZ2dnHD58GCdPnoS+vj5jBl19odHC7/v9+/e0aSYFR0dHsbEa0lL3BK8d4cYUj8dDRkaGWLfNhIQErF69WuT6VlFRwZUrV0Qa0p06dcI///xD3GSpe8vhw4dpGnAq0Pyff/6RyLigsqo8PT2xZ88e6OrqYtasWRL3n8L3cz09PXz69Ak6OjowMjIiTXYWi0Wo8seOHSPrpqGhIf744w8kJiYSGr+gBvHQoUO015eTk0NNTQ1mz55N3ndzo9UVQ4JJxBQVSdziR/HBDx48CB6PBzs7O/z000/46aefcPPmTfj7++PFixdo06YNvv/+e4wbN462MCYkJOD27dt4/vw5tLW1YWtri8zMTLx69YosYC4uLuDz+Th16hQmTZoEFRUVwk+9du0apk6dSrsoqETgdu3aISIiQmKeQ32gAsU4HA5++eUXTJ48Genp6eDxeDAzM4Oenh527NiBpUuXon379mQCQAUeCp58VlZWmDt3rtQFAYVjx47ByMgI27dvp4WzeXl54dixY4TjevHiRWKxCdTd/EtLS2Fra8uY50AVoJcuXUJNTQ1SU1OJPS6F4uJiWgeEWqDbtWvHmPnARAOsz6yACYI3P6ojz+VykZGRgU6dOuHdu3dN1sgwFTtLliwRK4gF6lxgcnNzRahv2tra+Pz5M4A6AeWTJ08wZMgQxMTEwMjICBs2bKA9vri4GHv37iXF/YEDB6Cnp4ejR49CVVWV1r06dOgQ+Hw+li5dim3btpFNyJIlS+Dp6QkjIyNGJ0Q2m83YvcrPzweLxSKj+5SUFDx8+BBGRkZSdbUEHe6ksWUWpDMy0QpaIur7HFxdXRnP544dOyI7O5s0D6iCx9TUFLW1taTzSrlwAXVWwtSEQRCTJk3ChQsXRGhwgpBE4aGQk5PDSFtVVlaW2tSGQn2UH2FIG7DYUBcraR5PdeXFhbRS15Gamhq4XC4MDQ0xePBgXLt2Dffv3yfXZmpqKu7cuYMBAwaINH/u3LmD9PR0zJ07F8bGxujevTsmT56M7t27E6dHAERLKKgv6devHxwdHcVSfcWxDHR0dEg+yHfffdcgzWNERATmz5+PXr164cSJE1BWVsanT59gYmJCa04oKSnBysoKioqKePr0Kfbt20eoodeuXcOBAwdgYGBAixKQlGPUXKjPxl0QknRAVLRFREQECgoKwOFw8J///AcODg60EHHhz0kYiYmJCAsLQ0xMDNhsNuzs7ODk5MS4aX///j1MTEwwZ84c2hR5wYIF4HK52Lt3L06cOIGAgABs2bKFFNy//fYboYB269YNM2fOZIwvAUCzGldXV5d6CiwMwdBoQairqyM9PV1kf5ieni425kJa6p7g2qKsrEy7BqjYlqFDhzK+RmVlJeP1bWxsTAJLBTF16lRs27YN2dnZNEfdzMxMmJmZEX0OleE3Y8YMWtyHID59+oRt27YhPz8fVVVVRO/duXNn1NTUSD3BHDJkCNLT02FhYYFx48Zhy5YtiI+PJzTr2NhYhIeHY8mSJWjfvj1OnTqFffv24cOHDxg1ahSCgoLIvmLu3LkwNDQUMThbs2aNiB19c6LVFUNMScSSFp8hQ4bAyMgI169fR/fu3REREYHw8HDk5+ejX79+cHJywufPn3H16lW8ffsWixYtoqVLU5vq3NxcsniIW8CGDx9Oow4MHz5cLF0sJCQEFy5ckJjnUB+WLVuGdu3akWyFHj16oH///uT3lLV4jx490KZNG7BYLKioqKBt27aorq4mwmh9fX2JHbDFixfD0dERQ4YMEemqpaenY8eOHSLhbM7OzrSbW3p6Oo3z++LFC3Tt2lUkz8HCwoKW+D5mzBj069ePMQV5x44dOHbsGBYuXIiOHTvC2tqamFgI52hIogF26dIF6enpUi3cwosptQHJzMyEiYkJjIyMRNzOGqORYbLuHjBgAMrLy8UKYocNG4bTp09j0aJFYLFY+Pz5M5KTk/Hp0ydCGxS0R66trcWcOXNEXtvHxwf5+fnw8vKiddYGDBgAX19fWjFEfWZMi3lAQIDIpI+CODOEAwcOYNiwYRg0aBCKioqwZcsWdOjQAQ8ePEBRURFNe8cEwUKhvqIhPj4eoaGhIuLalpQp1FDweDzo6enhr7/+EuFhjxw5EqdPn0Zubi66du2K6upqFBQUICsrC9OnTyeUR0FnoDZt2uDJkyciwdQsFouIu4VfPygoCAsWLJCKwiOugE9KSmLUs0nCwYMH6xWpC1IzpA1YrM/FSthdTxrXK3EbRAA4fvw4cnJyoKurCxMTE9y9exe6urrg8XhQUVHByZMniT5PQUEBY8eOZbwu3N3doaqqikmTJsHGxkbkvtS5c2fy/9LoSwS1Bc3BMigsLKRNmrp3745z585h9uzZIiLz6upqwu6gqMrUf3JycrRwaQricoyaC/XZuEtCVVUVHj9+jPv37+P169do164dobqtWLGCkQbO5/NFPqf8/HxSSOXl5aFr165wdXXF4MGDoaSkhLKyMsamQ1hYGP744w9aI4vNZmP69Ok4dOgQVq5cifbt2yMlJQUrVqzA+/fvYWFhgf79+8PCwkJqp9emQlJo9NChQ3H8+HF8/PiRpn+7du2a2P2VtNQ9am3R0dHB6NGjpaZSAnVTEqbr+/bt24yabXNzc2zZsgXBwcE0R11PT88Gf84+Pj7o2LEjPD09aUyc8ePH4+jRo1IXQ4KfX8+ePaGiooIJEyagZ8+eMDU1xYkTJ9C3b1+yP3JxccHWrVuxYsUK2Nra4urVq+TvN27cCHd3d5HXmDp1Kvz8/ODs7MwYmtuUDDomtLpiCGh4EjFQN+JdtGgRjIyMMGLECDg4OJBxHlCXwbFq1SqsXLmSli6dlJSEzZs3Y+HChfXeRKnFlPJdV1VVJRVyQUEBTRwcHByMefPmNSnPYdOmTYTi5O3tjaqqKlr4XEREBFatWtUoHZAgfvrpJ4SHh+PSpUvo0aMHnJycYGtrSzjDTOFsXC6XtrCVlpbSeK+CeQ4FBQV4+/YtcnJysH//frGJ78J0wp9//hmHDx/G77//Djk5OfD5fNTW1kJeXh7fffcdSSmvb4EePnw4zpw5g4KCAsbgR0EBqbgNtpubGxYtWiQiTKYgrUamPuvuyspKLF26FNXV1YwbFkq4WV1djY0bN4LD4WD06NFES0e5BAF1glSm6ycuLg5cLldEWGlgYEDLz2JCdnY28vPz0aNHD1RXV5Oih4mawlQYZmVlkU1adHQ0eDwe1q5di3fv3mHnzp1Ex8AEabQJJSUlePDgAa5evQoulwtdXV0MGzYM8vLyuH37Njw8PGBhYcH4PTZEBP218eHDByK25nK54HA4uHXrFu18piY+lDMen88nvHNxwYSTJ0/GkSNH8OrVK5iZmUFeXh5v377FixcvMHfuXJGN1LVr1/Dw4UNCdaJeR1NTE3fu3BEphsQV8H5+fvUWvsKQ5vth0jdJCliUBtLolVJTU5GdnQ0WiwUjIyOJGtUJEyYQCsmkSZPg4eGBBw8egMPhYPHixejTpw+ys7OJra5ww4GaqhsYGCAnJwcpKSm4fv062Gw2jUrGZFEvSV/Su3dv0uDS1NTE1q1bcfLkSZw9e5b2HI1lGXTo0AGvX78mDZYff/wRe/bswaZNm6Curk4K2aysLISGhpKu9uzZs1FRUUEag3PnzmUsNuvLMRKXA9QQVFVVgc/nE8vvT58+4cmTJzAyMqLlawlCOBT22LFjePToEaqrq2FjY4O1a9fC0tKSrHvCnxOFR48e0ZqGW7ZswatXr6Curo5BgwbByckJhoaGmDJlCvr37w8lJSWxEys+n4+1a9eKOHypqKhAWVkZtra2ePfuHYA6a+Thw4czFiSSUFRUBD8/PyQkJNDcHClQ15+XlxdmzZolEt8ASA6NnjBhApSUlBASEoJz584BqGu+TJo0SSz1qqHUvYbafQN15zXF1GC6vgVRU1OD48ePY8KECYzZTlwuF58+fQKLxYKOjk69cSxv3rzBli1bRBo/qqqqKCgoELmfs1gsyMvL1+vGXF1djX79+pFzMjk5mTad0tPTQ21tLe38PHLkCFavXg15eXlUVFQgKCgII0aMIPvybdu2gc/niw2fFj43KQc/aZ0khdEqi6GGJhGfPXsWcnJy2LRpE60bJggqF8DJyYmWLm1hYQEWi4XOnTtDSUkJWlpajOGSHz58gLe3N7Gzpn5OQV5eniYO/vLli1R5DpLQvXt3dO/eHRMmTGAMn6uqqoK3t3eTiyEqYT09PR3379/HqVOncOLECdjZ2cHR0RE+Pj6YNGkSLZzt0qVLNJ6wuDyH7du3E5c/BQUFHDt2TCTxXRKdcN26dUTjwefzoaysjOvXr9PCxwDJC7SwWYEwpNkUlZSUSMxdkVYjI411940bN+Dh4SF2w+Lt7Y3s7Gzw+XwYGRlJ7FoxTS0rKipojQIKXC5X7KTn48eP2L17NzIzMxl/L+3GUtAGPz4+Hl27doW8vDzat28PHo/X6A1LXFwcwsLC8PTpU6irq6OsrAwzZ85ETEwMhg0bBlVVVTx9+hQ8Hg9v3rxp1Gt8bVRVVSE6Ohr3799HcnIyeDweZs6cCV9fX1RVVYmcz9T9iCls+NOnT3j8+DEeP36ML1++ICgoCEOGDMGgQYPQvn173Lx5E0FBQejQoQNpDnh7e8Pb25vxNQQpPHw+H76+voyUOSrMmqmAb2iukzRdzaZaePN4PISEhODRo0c0W1xBdz1BfPnyBfv27UNiYiJNP9KjRw8sX74cioqKIva6xsbG5DM2MzPD4cOH8f79e5rtO9M6lpCQQJuq9+/fnzZVT09Px40bN+Dj4wMej1fvZyGsL4mNjaX9XkdHB+vWrUNJSQmNctdYnc3EiRNx6NAhFBYWEucvCwsLPH78GOXl5aSQpc4xDQ0NtGvXDg4ODujRo0e9WVVMOUaCkIW9+65du2Bra4vhw4ejtLQUv//+OzgcDrhcLmbOnEkMjaiCNSwsDOnp6bTXfvv2LSZPnoxBgwYxfpbCn1NMTAxycnIQGRmJtWvXkscpKChg1apV6Nu3L23CI83E6saNG0hISEBISAg515KTk3Hu3DkMHDgQLi4uuHfvHiorK0mjjVqLcnNzMXv2bGhoaCA2NhZaWloizVKgrsjJz8/HhAkTaKHfwoiIiMC0adNEmh31hUazWCwii6AKnPpyaBpD3Xv8+DGio6NRUFAgMpljatAJ0lnFXd8UOBwOnjx5IhKSnJWVhZMnT4o4tVpYWMDNzY1QoYXB4/ForCoKq1evlqg71NLSwpAhQ9CtWzf4+PiI5Ivp6Ojg9evX2L59O6ZOnYqsrCyaE2hRURHYbDaNgfP69WtUV1fjxYsXMDIywrVr1zBw4ECy91i5ciX27Nkjco66u7uLmDQAkh38pEGrLIZsbGwaZDZgaWmJqqoqxgXkyZMnsLW1hYKCAvHlF06XprB48WJGG8WSkhIsX74c7du3J77rc+fOxblz54gITJDbS41spclzkBYcDkckfO7vv//Gp0+fUFlZ2SCrbnEwNTXF7NmzcevWLQB1IksKf/31l8h3snPnTnJiistz8PDwwMiRI9GuXTtwuVwRfYk0dEJDQ0Paxd+zZ88GLdCNDU4TBI/Hk2jCIU4jIwxprbspMG1YFBUVaTd14RucYFHm5uZG6/7weDxUVVXRusYsFgs8Hg/BwcFi6T0+Pj7Q0dHBhg0bsGTJEmzbtg0lJSU4c+YMpk+fXu/7ptChQwfcuXMHffr0QVxcHDw8PKCoqIiMjAxoamqK7cSJ0x/dv3+fOKSVlJRgxYoV6N+/P2bMmAErKyvahnvjxo348OEDVq9e3WBay9dESkoK7t27h+joaBgaGsLBwQErVqzAokWL0Lt373rPZyY6qI6ODiwsLDBr1iy8fPkSYWFh2LFjB5SVleHt7Y0uXbqQEGQ5OTlGmg4AbN26VaSDSYmEBd2CBOHi4oLx48dLXcALQpYidWlw8eJFhIWFYdSoUbhw4QLGjx+PT58+4dGjR2jTpg0yMzNp1JVTp06hvLwce/bsIddUdnY2Dhw4QFykmHDhwgUy4fPy8hJ7PFVVVfj06RPy8/OhpKQkMlVPS0tDSEgIEhMTSR6RqampRJoeIF5fwgQ1NTWxTcaGwMbGBsuXL8eVK1cA1HV+zczM8Pvvv6NTp07kfp6UlIQ+ffqI3fCJw9fIskpLSyOb9sePH0NTUxM7d+5ETEwMAgMDYWhoSCtY+/XrRxpdFOozfhH3OQnbRYsz+agveBgA2fQGBwcTqYCGhgbRKwF1+yqK3ZGYmIht27bB3Nwcr1+/houLCzQ0NJCRkYF79+4xbl4p1o04NoUwGuPIR6EpYZyScOPGDZw/fx6DBw/Gs2fPMGTIEHz8+BHv3r3DiBEjaI+trKyEn58fnj59itraWvTq1QuzZ8+Guro6ibJggq2tLZ4+fUrYQkVFRWRaOnPmTHIdZGdn4969e/jzzz+xZ88exuZs7969ERoaSsy2BIPi8/PzMWrUKHItp6SkICIiAhMmTACXy8X169cRHR2NYcOGidxLBw0aBH9/f5iZmeHIkSNo37497T29efMGBgYG8Pb2RnV1Nfh8Pvh8PkJDQ3Hz5k0sXLiQpvuqqakhzr9M5yhT5IIkBz9p0CqLIWEbRcpNQ/jfZWVlSE1NRUZGBqOTF2Xr6ufnB6D+hFtAfCcdAObNm0d817t3746ysjI4Ozvj4cOHtMdTmRbS5DnUh6qqKiQnJyMhIQGJiYl49+4ddHV10b17d2hoaKCkpARubm7Q0dERGXVKa3lKoaamBk+ePCEmAR06dECfPn1QXFyMJ0+ewNTUVCy1RVyew+bNm4lwV0NDA7du3aIVoDdv3qTRCX19fTFlyhQYGRnBx8cHBQUFYo9XWlqTrJKqhV1lBCFtYKgk626gbpxNdbmoDcvDhw/BYrGgq6uLrl27imyeqORnOzs7dO7cGW/fvkVeXh6Sk5NhbW2N8vJyJCcnw87Ojiymp0+fxrZt21BTUwN/f39kZWWhpKRERORI4e3bt/jzzz+hrq4OFosFNpuNbt26YerUqfDx8cGuXbukev/Tpk3D7t27idiZWiifPXvGuOHKzs5GWFgYHjx4QBoO0dHRCAsLw5s3b2BtbY1Zs2bB2toa06dPJxtSGxsbRi1MS8sUYsL69evxww8/YPv27YwbQknnc2RkJMn02bp1K4qKinD+/HkoKSlh+PDhsLS0hLW1NaytrcHlchEZGQkej4fc3Fyw2WyRqZnwQmVsbEw2rYLo0qULnj9/LlIsUBAu4KVFY0TqCQkJ8Pb2FuluAv8NZ543bx7jIvzw4UMsWLAAffr0waVLlzBw4EDo6+vj4cOHjO56paWlUFJSojUXjIyMoKGhgczMTBF73UuXLsHQ0BBz584ldrUcDgcGBgYwMTGhNVzi4uLw5csXaGlpoWvXrkTjQU3VKfqYiYkJLCwsMHToUHTv3l1sUcikL5kzZw7s7OyatMloCKysrGgBtRTS09PJ9S+Lwqu5UFlZSTbeL1++hK2tLT5//oyUlBS8f/9eIg1cWjx9+pR0wWUNpokV1WRQUVHBmTNnEB4ejmnTptGozwEBAXB2dsZPP/1E05T26NFDrHOblpaWCDVOHKRtfq9ZswYbNmyAmpoaowukIKj9T32PY/obCrdv38b8+fNhb29PciX19PRw4cIFcv1SCAwMREREBOzt7SEvL4+oqCicPHlSJB9MGPr6+rh8+TLevHmDjh07Ij4+HgoKCoSGRl0vVlZWGD58ODZs2IDQ0FBMnTpV5LlmzpwJd3d3rFixAtXV1di/fz9yc3NRWVmJWbNm0ZpcNjY2MDY2xt27d/Hnn39CW1sbR44cYbw+x44di8rKSsTExKCiokJkD/vmzRuMHj0aPB4P/v7+hOIaERGB2bNnY+DAgbRiiMPhiJiBNMXBTxq0qmJIXGUtzLmloKysDEtLS/Ts2RM+Pj7o1KkTEahFR0fjyJEjjBoQ4YTbAwcO4Ny5c4RHK2jvy+PxkJKSQjaj1OuWlJSgbdu2UFdXR2JiIu1iS0pKgr6+PpYuXVpvnoMkbNy4kbghde/eHT/88AMsLCzIZppyLGoqUlNTER4ejqioKLDZbDg4OGDx4sW0MMFhw4Zh48aNYjtN4vIcqAJ00qRJePHiBSIiImgFaFFREY1OmJ6ejtraWpibm6OiokLsd18fnj17BisrK3A4HImhkYB0XHJpjBGkNU9gsu6mQFEjli5dSjYslJ1yhw4dwOfzReh4hYWFaN++PeFVU3zpM2fOIDc3F+7u7rh58ybu3r1LroeePXvi9u3bYLPZqKysRL9+/TBixAixobw8Ho9smNTV1VFYWAhDQ0Noa2tLdDgSRo8ePeDt7Y2ysjJaEThs2DAy3ayoqEBUVBTCwsLw7t07dOnSheYEd+DAAYwZMwarVq2idQR5PB4iIyOhqamJ9u3bkyR1QRfEkpIS6OvrM3ZnG5Jj1Jzo2bMn7t+/Dy6Xi0GDBtH0BBQiIyOJhenWrVuho6ODPXv2IC4uDmPHjkVQUBBevHiBU6dOgc1mg8fj4dmzZ5gxYwYxVlFXV0fXrl3xyy+/iNWKUQUGtYkqLS3F+fPnwWazaRSehw8fQk5OTqRY4PP5qK6uRs+ePRl1A/U1bBojUg8NDcXQoUMZiwIqnDk0NJTxXlZUVESKOUqADtQ16C5cuAA3Nzfa40+cOCFScAN191R5eXmavW7Hjh0REBCAFy9eYOjQoWjfvj0JLX348CFpHmVkZODt27eIjIzEyJEjabRuQSxZskRi8SMIcfqSxkJaPYgkSKKSSYsbN25g2LBhUFBQELsppyALu3x9fX3CNnn58iXJbOratStUVFQYaeANRUBAAD58+IDBgwejoqJChPbUmAmoMMVScGIl+Hw1NTW4d+8e4uLiaOHwqampjIWdurq6SFFAYdasWTh79izc3Nzq1WNT7omS4OPjAxsbG7JJlpZB1FC3SEHk5+eT/YmCggJpVA4aNAh//PEH5s6dSx775MkTLFy4kITNDxo0CBs2bACPx2N0XKVw7949qKioEEfdz58/Q1lZGX///bdIzIOCggLGjBmD4OBgxmKoXbt28PT0xMOHD5GWlgY+nw8nJyf4+PgwTovNzMyQnJwMoG4aU1tby6gfYrPZcHZ2xpAhQxiLfMGCb9iwYeByuXBzc4OnpyeNGij4fdnZ2dGuk6Y4+EmDVlUMiauspVkEeTwetmzZgs2bNyM2NhZHjx7FkiVLaO5rTDA0NISysjI6deqExMRElJeX0zbgHA4HJiYmKCkpofmuU+NEf39/KCoqorq6WkQc3LFjx3rzHCSBCp/r0aMHevToge7du9NOrMaI+5iwbt069O7dG/PmzcN3332H9+/fo6amhha4yePxYGlpSfsZQDcfAMTfqLW0tDBs2DAMGzaMlvheXV2NHTt2EF0P9V3funULRkZGjaYzeXp6ko5yfaGR0izCsgozA5ituxUVFZGUlERykignRENDQ5w8eRJRUVH4+PEjCRQWLCSmT5/O2EW0sbEhNpsmJib4+PEjzT6UKchOHDp06ICMjAzo6emhc+fOCA4OBofDwd27d+u1LhYEJUCmjp8SILdv3x5KSkrw9/dHTEwMdHV1kZ2djU2bNomMzB0dHXH79m28fv0aDg4OGDBgANTU1MDn8xEZGUm666qqquByubTwOg6Hg4KCAqJ/a4lYv3496eKfOHECVVVVtGnq7du3ceHCBWJhSm2WkpOToa2tjfHjx+Pq1au4ffs2hgwZghEjRmDr1q348ccfERQURIohoG4z37FjR6xduxZt27YV2VwIb6IGDhwITU1NPHr0CMB/KTyjR49m1A3cuXMHWVlZ0NbWRqdOnRqctSYN5UcYGRkZjLknFCSFM7dr1w6fP3+GtrY29PX1ERcXh44dO0JbWxvKysoiVJ4nT54gPj4eTk5ORGBeWFiI0tJS4gJJ2evevn0bSkpK4HA4IpblU6ZMwdatW3Ho0CG8fPkSs2fPJlN1cbTuhkw4xelLGgtp9SBMkLQxbyhCQ0Ph4OAABQUFsVohQHbZYRMnTsT+/fvh6+uLXr16ISEhASNHjgSLxSIT86bi999/h7e3N6ZPn0467IKQtmgsKCigOecKTqy2b98uwmgBQIT/Kioq+PDhA/k5i8VibEymp6eLNVbYt28fMQRSVFQUoZkLah6p2JL6ILjnkXb9aso+SVNTE8XFxdDR0YGOjg7evn0LU1NT5OXliTQA8vPzaTECVCOksLCQ0WCIgrDGkwqDFSen6NSpEz5+/Cj2+RQUFEQor8HBwQgLCxO5L4aFhREjpeLiYrDZbMZ8MQpM8SXC4HK5pEG6f/9+0rAU3OsAIFEqlMW2qqoq+Hw+2rdvjzZt2tAKTVmgVRVDja2sgTrKwMGDB/HHH3+gsLAQy5Ytk7ojQG24KVcTposyJCSE5ru+Y8cO8Hg81NTUQE5ODjweDxs3boScnBzMzMwYs4TKyspw+fJljB49WionHip8jspX2L9/PwwMDETC54SdjKSdPFE4dOgQjXojKTz0+fPntH83ppsnmPh+9uxZBAcHw8PDo0l0QmEIHtfX4JJLC3HW3UCdCUfPnj2hpaVFy36ZN28eMQO4f/8+zp07B2trazg5OcHS0hJqamp49uyZiEPhpk2bAIA42PD5fPz8889k47JmzRpa15HNZos14xg/fjwqKysB1FEid+zYQbr2DfmemATI1dXVRBsydOhQwjN3cXFh1IItWLAAs2fPJuYCvr6+sLS0BJvNxu+///7VbF+bE9ra2pg4cSImTpxIzCHYbDY8PT1RUlKCcePGYfTo0TQL0+LiYtrmKS8vDytXriS88TFjxuDixYvgcrmkqZKbm4tVq1bRFj9JmyiqIyit+YGPjw9+//13Rg54Y1FZWSliSgD8tzHz5csXie5ITOHMFGxtbREfH0+6kEePHkVYWBg+ffqEESNGiOiWXFxccODAASxevJgWusrhcMi1TtnrJiQkkEmvMDQ1NeHq6ort27dj4sSJpOiSROvW0tLC+/fv8fjxY8bPQ3DSKU5f0lg0VA8izTnVGAhuJJmMQ2SN/v37o1u3bvj8+TNMTEyQkpKCsLAwREVFQU9PT4QG3hgcOHAAALBo0SJoaGg0KqydMi4SdM4VnFgJNkSAuiIoPz8fL1++xJgxYzBu3Dja7/39/ZGcnIyioiISQp6UlAQ/Pz+xuYkNceccOHCgRIMiJixZsgTbt28XcVgrLS3FmjVrGLWVDf2bnj174vnz5+jYsSMcHR3h6+uLx48fIzU1Fba2trTH8ng8kfsOtTeUFnw+H+Xl5RI1UEpKSrQGX33MF6DuvA0ODkZsbCyhK7979w45OTlkqkNJI5jyxQDJ8SVAHaPj1KlTiIyMJJqhhIQE6OnpoUuXLiI5aTU1NdDU1KQV3tSkvDlou62qGGpIZc10Anz33XdITEzEwIEDwWKxyGOkdaiS1P0X9l3ft28fobAZGBgQcfCDBw9QVVUllqJRXl6OkJAQxqBDYVDhcxSHs7y8XKQ44nA4tNcTdDISFzwmDKoQqqmpwZcvX2hWh1lZWbh27RrGjBlD+JrJyckICQmR2H2VBmw2G66urhgwYACNTlhaWgpra2vExMRIvNCbOq2h8gWEF4bmRGOPWV5eHvb29rC3t8enT58QHh4Ob29v1NTUYMyYMfD19cWrV6/QuXNnsFgspKSkgM1mY/z48bC1tUVERAQSEhJQUlICJSUlODs7k86dICgDAmEI8oizsrIwbdo0lJeXkxuzuO9J+NpjEiBnZWXB1tYW2dnZUpsxCFoEU7bT7969w4YNG9CnTx/itNUa4eXlhdmzZ5MFsXfv3ujduzexDT99+jT8/PwwevRo2t9paWnRJn+VlZVQVVVFVFQUjIyMIC8vT6gegq5lVLgzUP8mShDSmBswTZsaCy6XCy8vL7x48YLx91TTgwpnbkx3U/Ce5uXlhTVr1iAnJwdnzpzBzZs3xdrn//HHH3j//j0xiPjy5Qsx/aDsdblcLp49e8ZooQvUTV9ZLJZIJ1uY1k1N1f38/MDj8WBtbY24uDj07t0bubm5KCoqEtmoyRoN0YM05JxqDmRmZiIsLAyzZs2SyfNpamqSZmZ9OmQtLS2Rje2HDx9IoDGTpi0lJQW///57k/LQXr58KZFiKTwlmzJlCo4fP45Hjx4hNTUVe/fuxezZs8n7dHZ2hpeXFxHmr1ixAjweD/b29iJOaBSaYoggDT59+sRYaFD5arL4m/nz55PzfPjw4VBTU0NSUhL69u1LnAMFIax1EZ6GAMx07LCwMISGhuLDhw/g8/n4888/8cMPPzBS78vLy2nXXn3MFwp8Ph9WVlbkNaytrfHbb78RCuPw4cNha2uLNWvWNCpf7MyZM3j9+jXWrFlDqIVJSUnw8fGBkpKSCMVYHFauXCmza1UQraoYakhlLekEuH//Pu7fv0/+Le1koD7BIjVBkuQGEx8fD1NTU/z111/Q1NRE7969aRvCwYMH49ixY1IVQ8IQDp/j8/morKzEX3/9RXMyOnz4ME6dOoXly5dL9bw5OTk4evQoo+UwpaMS7AaYmJhAS0sLFy5caPSiGxwcTLj2wnTCKVOmgMfjoby8vNGe8uLA5/OJm9azZ8+grKz8VYshWYCiZFDdF0dHR5iZmeHWrVt48uQJ+Hw+DA0N4e7uTm5Kpqam2LlzJ0aOHAlNTU0EBwcDAEmJBuoyZO7fv18vtVTamy8geu0xCZDt7OwQFhaGvLw8+Pv7Y9CgQQ2a7hgYGGDq1KlQVlaGnp4eHj58iP379+Ps2bNiBbcUF19wM9JQw5HmAmU1K7yJUlNTw8iRI3H79m1G56/OnTsjPz8f0dHR5Nw4efIknj9/jpEjR+LZs2fg8/mIj49HVlYWgDrjgzNnzhCtzMuXLzFw4EDY2dlBS0tLZCIvaD397t07qKiogMViER0bUyzBhg0bcPjw4SYbmZw+fRqlpaUipgRBQUE0Ube1tXWju5uC2LhxI8zNzdGnTx+JblBAHYVP3OaVstddvHgxFi1aJJbelpeXV293XHCqvmTJEigrK2Pt2rWYMWMGZs+eDV1dXRw/frxeKktT0RA9SH0b8+ZAWVkZ0R2mpqbKdFqckpIidhq3ZcsWWsEaEBCA3r170yZzwcHB0NbWFtswbdu2LW7cuNGkYqg+iqU4WFtbE/20oCaFw+Hgl19+weTJk5Geng4ejwczMzOpv08qm1EQjXV/FGy8vXz5kvY8PB4P8fHxIudkY/4GgMj9b8CAAWI/R6bCRXgawoTz588jNDQUI0eORNeuXbFr1y58+PABPj4+8PHxqbeZJLjGxsXFISAgAC4uLujatStYLBbevHmDCxcuwMXFpd5zqin5YjExMVi5ciVNm9SnTx8oKChg7969UhdDrq6u8Pf3x7x582R63baqYgiQvrJuDuqTsP6ltrYW6enpyMrKwuDBgxEfH4/4+HjGrBWKBlJZWQkNDQ0oKCggNzcXYWFhGD16NKZMmQKgrqNWX7AlBR6Ph9TUVLx69QqvXr3CmzdvaOFzHA4Hy5cvF3Eymjt3LrZu3Sr1+z5y5AjYbDbRDQji999/Z7xJUJqOxuLChQto06YNLbiLgqOjI8LDwyEnJ4cePXqIzWNoCPLy8ogNc2FhIRwcHLB27VrC62/pqK6uJjQ5qjMl2GXt1q1bvVSkzMxMTJw4ESoqKnj37p3ITdba2lqslqKiogJXr15FQkICdHV1RbrC0tqXCwuQf/rpJ3Tt2hVWVlbYsmULioqK8Mcff0BfXx98Pl+sOJcJ79+/R0hICPr374+ff/4ZXC6XCG5ra2vRpUsX5OfnIzMzE+Xl5bC1tZWZ0+DXxJgxY3DhwgXSnU9JSUFUVBSxfhV084mJiQFQR/MNCQkBAFoMAJ/PB4vFIqGs1HT7wYMHAIA5c+bQFn9B6+n09HSMGjUKBQUFePToEQYPHixSSJeWluLixYtYsmRJvbqB+pCQkIDVq1fTTAl69+4NFRUVXLlyhRQ448ePR0xMTKO6m0BdcygxMRFfvnxBYmIi7XeUm+bbt29RUlICa2troqWIiIhAYGAgKisr8d1339ES4BUVFdG3b18EBwfD0tJSpOlXXV2NCxcuiA3uFAabzUZxcTGhwsrLy5Pg5lGjRmHz5s0N0gQ2FA3RgzR2Y94YCFqGV1VVYcyYMVi2bFmj4iyYEBUVhUOHDsHS0lLsNE6wYH327BmtMQvU5a+Imw4Cddfc/v37ER4eDmNjY5HPVnifwoTGTKyAumm9mpoayVIUhr6+vtSfZUVFBQICAmjZjIKg9nAN3csJNuOEqZFycnLQ0dGhNUca+zcUSktLkZKSwmgUIlgANZb1cefOHSxYsAD29vYA/ktvj4uLw82bNxtEcfX19YWbmxttL2BlZQVFRUUcPHgQ3bp1I/Tpdu3aITIyErq6urTHNyRfjMfjITMzE9ra2mTvKwwNDQ1G7RvA3Fh4/vw5eDyeiBkPhYasGYJoVcVQYytrWUHcaC4wMBBxcXG4desWOnXqBCMjI5GNJHUhPH/+nLi+AcA///yDEydOkGIoLy+PMZyQCZR1atu2bWFhYYEZM2bQwueePHnCKMyTk5OTmsIA1Ikgd+zYQXOPo9ChQwcEBQVh4cKF5Lirq6sRFBTUJK730qVLcfDgQaiqqtKmSxUVFcjOzoauri5++uknxMTEiGhkpKXdUAWEoA3zzJkzsX//fowbN65Jx/81QRkoaGtrw9HREcuXLxfhPFP2yFwul0xSKV4xdaP7/PkzSktLcf36dejr62PhwoVEPAnQ3bOEcfToUWJY0BTqk7AAmaJevnz5El26dMGSJUswd+5cPHjwAOHh4SRIuX///iKaKGEsWbIEGRkZ+Pvvv4ljHZvNxvXr1wkd0MzMDBMmTMDgwYPF2qS3BEj6fB0dHVFbW0uKngMHDqBdu3aYPXs2mRhxuVzw+XyyOBUWFjIKncU1ZqqqqvDs2TNERUXRNlGRkZE062kHBwfo6+vD2NgYb9++FZnkbtmyBSUlJXBxcZFKJykJlZWVhN5HmRIYGhrC2NgYaWlp5HFN6W7evXsXJ0+eRJs2bUSMAVgsFimGzp8/D0VFRZw/fx7p6enw9PTE0aNHMXjwYBIwWFRUBCUlJXJNVldXIzU1FTNnzsTkyZPJ/ZYq0mpqaiRukoWhpqZGrnGKGmhsbIyysjIR+qus0RA9SGM35tLi8+fPhA1SWVmJgQMHYtOmTVi/fj0GDx4ss0IIAK5cuYKZM2fihx9+qHcax2azYWtrK8Ke+PTpk8QJIJ/PR1VVFWlQCKMhxYM4iuXp06ehrKxMPhs+n49Vq1ahpKQE8+bNw5kzZxAUFCT19IbpfPD398erV69o2YyFhYW4e/cuoxOatKDe/+LFi7F9+3ap5ACN+RugbqJ08OBBVFRUkMgUQUjrICsJPB6PFjtA3UM1NTVx69atBrFjcnNzGb+zlJQU5OfnQ0FBAWlpaSQKpLy8HFeuXGEMn2XKFzt9+jSMjY3h5OREdPLJyclQUFBA+/btERgYiCVLlpC9YlVVFS5evMhoiS2usSAnJ4cuXbqIzT1rLFpVMdTQylqwO0dBUneusRg0aBAuX76MxYsXixULUujcuTMiIyPJCWxubk470SMjI6XOUXB1dUWPHj3EWqBSluLLli2jORn5+vo2aOJhZGQkthPk5uaGnTt3YtGiRUQsm56eDhaLRUvDbij69++P0tJSHDhwgExoKioq4OHhgeLiYri7u6Nt27YYPny4iEZm7969UgnsFi5cCCMjIzg4OGDlypWks7F///5GH/e3wJ07d6CtrQ1dXV0kJiaKdKtLSkrw7t07ke4LVRBTN3A+n4+tW7dCW1sby5cvF8l9+fDhg9gJXGxsLNauXcs4faqoqMA///zDSBsR5qYLC5Ap9OrVi2walJWVMXz4cAwfPpzw/a9evVpvMQTUdU3nz58PNzc3ZGRk4NOnT6iqqkKbNm1gamoKdXV1oo0TbhhIcvz52pDWala46KFALfYUjezevXsICAgQeQ5Jk7H27dtj7NixtE1UUVERQkND0adPH1rx3LdvX9omjbJNTkhIAJ/PFxFkNwaGhobIycmBrq4uMSXQ1dXF7du3RTaiDeluCiIoKAjOzs5ij5dyQouPj4eOjg4cHBywcOFCREVFoXPnzsQV7eXLl/jnn3/Qv39/msueoaEhXr16JVKk9e7dG3Pnzm3QOditWzfExcXB2NgYdnZ2OH36NBISEhAfH49evXpJ/eD4++cAAJkHSURBVDyNQWP0IOI25kxUsoaAco2dO3cuevfuLRNHN3H4+PEjmUA2dhqnoqKCjx8/ir32Tp8+DQ6HA3d390YbKDBBcGJ14MABpKWlEQp/WloaNDQ0YGJigtjYWFRXV+PJkye0z7K0tBTy8vJkP5KTkwM2my2WQvr8+XMsWbKEls2or68PHR0dPHz4sMmN7sYYZjD9DY/Hwz///IOwsDAR8yg/Pz84OjrCxcVFJsH2THBwcMDt27dFCsq7d++SaZG06Ny5M06fPo2lS5eSe2JRUREuXrwIAwMDLFy4ENHR0eTx5ubmuHTpktTP//jxY/K9PXv2DHl5edi7dy8iIyPxzz//IDk5GYsWLYKJiQlxIJSXl6cFyVOor7Ega81ZqyqGGoqLFy/CwsKCFEOZmZm07lxwcDDatm3bZLoA5cMuTeDT6NGjsXXrVqioqGDMmDHQ1NTEr7/+iqKiIgQHByM8PBzr16+X6nW///57ib+fM2cOPD09RZyMjI2NSeaMNJg2bRr8/f3h4uIiMpY3NDTEoUOH8ODBAyIQtrOzg729fZMdP4YOHYqSkhJ4enpi9erVuHDhAoqKikghREFYIyMthJ3SWisGDRokcUGk8kPWrVtHm9okJSUBAPmeLl26BD6fj/Xr14tQL4C6AFxBAxNBqKqqMm4k09LSsH37dlRWVqKyspJQLBQUFKChocFoZysoQKYgrkFgbGyMWbNmNVhjx2KxYGpqSnO7ysnJwe7duxm1cUDLch2UZDV77do14uamrq5OmgovX75EeXk5XF1d8cMPP+DixYu4fv062rZtC2NjY5ISb2BgAHt7exqlLTs7m7GYtbGxoW2iFi1aRLqKgtbT7969g7y8vIhtsrq6epONVij8+OOPKCoqIp+Ph4cHHjx4AA6HQxwThcHU3ZSE0tJS2NnZ0X7G5IQG1DVbqKLj1KlTNJORlJQUcDgcsU6LDS3SmDB37lzSABk3bhzk5OSQlJQEW1tbsaL25kBj9CD1UckaAm1tbSQlJUFbWxs6OjqMDAdZQRbTuO7du+PmzZtiG5aFhYXo3bt3s9n/s9lsET2x8IRYuFDJyspCUVERPD09abltXl5eYteMkpISkWxGoK6IF6TqNgUVFRVITEyUqhEnDMp4JyIiAiUlJYwU1cLCQowcObLZCiEKYWFhiIuLI9/527dvkZ+fj8GDB8PX15c8rr6J7KJFi+Dp6Ymff/6Ztifk8Xgidv5A3fcijg3ChOLiYrJ2v3jxAnZ2djA0NISTkxNu3ryJEydOIDIyEjk5OeDz+RgwYACxvheGpMaCu7s7jI2N8f79e+KSbGNj06R93L+6GEpPTyf0MwAi3TktLS0EBgZKXQwJGyPw+XwUFRXh3bt36Nq1Kx4+fEhoEuLQs2dPzJ07F6dPn0ZoaCjNbYnD4WDOnDky06loa2tj586diIuLozkZNVR4uWXLFgCgucgJ4sKFC7TkYlli7NixKC0txebNm6Grq4tNmzahXbt29WpkpMGxY8cITe706dOwsrKqd7LXEiFuo0dh+vTp2LBhgwgdRFgkPn36dKxfvx779+/HmDFjaB2+q1evIj4+npwLwpgyZQoCAwOxePFi2sLg6+uLvn37ws3NjeQjyMnJ4eDBg2Qx2r17N37++WeoqKhINB8BxAefSrJKFkZtbS3JihGEJG1cS4Mkq9kjR47QCplz587h9evXsLOzw+3bt+Hr64uXL1+isrISXbp0QWJiIuTk5Mj3nZWVhb1798LOzg7Ozs7Ys2cPow4SoBeIbDYbgwYNIpSmH3/8Efv378edO3dQUFAAJSUl7N+/n2abXFBQgEuXLkFHR4dR/9AQEbXgBo0yJXj//j20tbWlpr3Uh/79++Ply5fEKUqcE9qtW7dQWFgIoM6FMy0tjbbOyMnJSTxnG1qkiXsOCmw2G2PHjqWFEzcnpNWD1AdxVLKGYP/+/UhKSkJYWBjWrVsHAwODZqPXy2Ia95///Afr16/Hnj17MHbsWHJdvn//HteuXQOfz2cMyGwqJG16hSUCwtflggULsH79eto5p6amBmdnZ3h4eIg4WwKAnp6eSDZj586d8ezZM6iqqjbtzaBxjbiqqioSyZCcnAwej4eZM2fCycmJsblraWlJXIObC1lZWWS6RuUHqaurQ11dnRjdSAsqUJzaEwJ1zJ8TJ04Qd0tBJCUl1WuAIggNDQ1kZ2ejbdu2iI2Nxbx58wDUUZjZbDYUFBSk3iuKayxkZWWBy+Xi8OHDMDQ0BJ/Px4cPH6ClpYW1a9c2mvb6ry6GSktLaRuGxMREWneuU6dOYi0WmSB8A2CxWDA0NMTkyZPxzz//IDQ0FPHx8TAxMRFZ1AUr9u+//x59+/ZFdHQ06f4ZGBigf//+NI2GrEBZ7zYWjQ02bQqEN8UcDgdt2rSBj48P0tPTUVBQAEVFRUyePJlRIyMNFBQU4ODgAAcHB+Tm5iI8PBw+Pj7g8XgICgrCkCFD0LNnz1Y9NQJE7ZEFkZubixs3bpAbY8+ePREfH0+E9RTU1NSwbNkysZSHkJAQfPz4EW5ubtDR0SEbvYyMDHz58gVsNhtsNhvV1dXQ09ODq6srDh8+jH79+hHHMaDxDkINQVZWFtasWSOyIZOkjWsNEAw8zs7OJlOSJ0+eYOLEiSgtLSWhoQYGBtDW1kZQUBBWr14t4mD27NkzeHl5EQvqDRs2YMmSJdi2bRtKSkpw5swZRptzwSlP//79ERISgrS0NJibm2Ps2LEitsnbtm0DILnR0lgoKirW6/LWUOjr6+PChQt4+/YtjI2NERsbi+7du0NPTw+5ubnkXsFisRAaGgpdXV08ffoUioqKtA55r169EB8fTwwqZAlpO7nNea01lx6ksaAMZObMmYOHDx/i/v374PF48Pb2xsCBA2FrayuTglkW0zgzMzOsXLkSR44cwZMnT2i/a9OmDb7//nvcunULlZWVMDY2FimqpY0KEcbs2bOlfqzwdVleXo4vX76IBCtzuVyUl5czPseQIUNEshlv3bqF2traBmnOxEGaRhyFlJQU3Lt3D9HR0TA0NISDgwNWrFiBRYsWoXfv3mJZLn369IG/vz+ys7Nl+l0IQtb7LxaLBUtLS9qka9iwYTh9+jQWLVoEFouFz58/Izk5GX5+fvU2+AUxZMgQ7N27lzBQqH3n27dvaQVjfn4+7t27h6qqKvTt25dR9ySusfDw4UOoq6tj7969pPguLi7GwYMH4ePjw6hvkgb/6mJIQ0MDeXl50NbWZuzOVVRUMNKBxEGSZunq1auEciNNtd6uXTupNA6NQUJCAry9veHh4cGYU7B+/Xq4ubmJHV8LQ9b21dJA+LipoF2gzmRCUVERKioqjBoZCuKmCEzQ19eHs7MzJk+eTKy1d+zYAWVlZXh7ezfuTbQQjBw5kmaPTJ3zb968gY+PD8zMzGBubg4+n4/k5GRUVlZiwoQJZMJjYGAgcUEAIDbA+P3796QjqqGhgfz8fBgZGUFFRYVk3gheV03NhmoKJGnjWgME+eyCxQVloa2oqIjZs2fj1KlTcHJywoEDB+Dq6spo5WxjYwNXV1ccP34cy5Ytg7q6OlgsFnEmnDp1Knx8fLBr1y7yNzU1NTh+/DgmTJhAFr6UlBSJtslNXegFKSL1QRYbrLt370JJSYncdzQ0NJCamorXr19DTk4ObDYbAwYMINTdTZs2QUlJCYsXL6ZtlOLi4lBRUYGlS5fCyMhIZBPVkHuXMKTd1DYn7bO59SCNhZKSEoYNG4Zhw4YhOzsbYWFhuHDhAry9vXHu3LkmP7+kaVxOTg4eP37MqEcU3nD27dsXXl5eiI2NRW5uLvh8PgwMDGBpaUlczS5fvsx4DI39XptyLdra2sLLywszZsygUbn8/PzETvUkZTNKG9YrCenp6Zg/f77ERhyF9evX44cffsD27dvFarCZcOzYMQCy/y4EUVRUJNbQJSMjAyYmJigoKACLxWI0wREG5XosaKYE1J2v7u7uqK6uxsaNG8HhcDB69GipA7QBYPLkyTA2NkZ+fj7s7OwgLy+PzMxMBAQEoKSkBMuXL8fy5cvh4eFBaG+hoaFYuXKlyHkirrFAsQoEr7U2bdpg6tSp2LBhg9THKox/dTFkZWWFs2fPYtq0aYzduYyMjEaN1FJTU5GdnU24iiYmJpg0aRKMjY2bbPEsC4SGhmLo0KFicwqGDRuGkJAQqYshCvUlu8sSkjbFzdFNpcBms2FtbQ1ra2twuVxERkY2y+t8TezZswcARNyHqAWZ6s5TCAgIwPPnz6XO1aHG646OjiLUszdv3hAtXY8ePRAYGEjCbJkyAu7evYsePXp81bwRCpK0ccDXmVpJA3EL7KFDh8Dn87F06VJs27aNdLqXLFkCT09PGBkZgc1m4/Tp01BSUsKHDx8kTox79eoFHo9HimB1dXUUFhbC0NAQ2trayMnJoT2ew+HgyZMntA54fbbJkhotlCW1JEjzGFlCnCi7srKS5oTG5/MxePBgrF69Gm3bthWZLvfu3ZsUT7KG4KaWz+dj+/btWLhwoVQbJVnha+hBmgojIyPMmDED06ZNkxje3Rh8+fKFVvTExMQgKCioXhdCQSgoKDAWEs1VxDal6enm5gY/Pz8cPHiQ7A/k5OTg5OQktZ5TW1tbpiY1gvdvcY04Cj179sT9+/fB5XIxaNAgqV1pv4aO9Ndff8XChQtFpkzXrl3DuXPnoKioSOhkysrK+OmnnzB+/HjGe8vFixdx6dIldOrUSeQ81NPTg4eHB7Kzs4mkojG6b+H4BH9/f3Tp0gXjxo1DZGQkduzYAWtrayJXOXXqFK5duyZyrotrLMyePZvxu6moqGgQXV4Yrb4YmjlzJnbt2sXI2XR2dsbu3bvFdufu37/fIPrYly9fsG/fPiQmJtK0Pj169EBSUhL27dvXIoqhjIwMiaJkS0tLsXkxTJA22f1roT6NjKygrq7ebNO7rwlxGT/Lli1jdHFxdHTEjRs3pH5+OTk5XL9+ndFG1MXFhdAknJ2dcfjwYZw8eRL6+vpYtGiRyONDQkJw4sQJaGpqonv37ujRowcsLCzQvn17sfQfFosFeXn5Rt0ImbrozUHZ+hqg3KeYjjMgIIC4ZlLZbDweD15eXuReJjyNKC8vB5vNRkZGBvT09NC5c2cEBweDw+Hg7t27jPdcW1tbPH36lFw3DbVNplzmwsLCkJ6eXu9n/i0ovBQE3Rgb6oQmjRtgYyG8qWWz2ejSpUuz6hqE0dx6EFlCTk6ONiVoClJTU3H48GGRjD3qXGnOQpBqMjUlJJyiNFLXZHp6OuPkUhiKioqYN28eXF1d8fHjR/D5fOjr6zNupmXNXBEHMzMzpKamwtDQsN5G3Pr165Gfn4/w8HCcOHECVVVV9WZd1dbWYtq0adi1a5dMwz+FMXbsWOzduxeDBw/GrFmzUFJSgoMHDyIlJQVKSkqYOnUqYXa8efMGFy9eRHV1NVxcXESe686dO4yux3FxcTA3N4eioqKIi2xDITx5SkhIgJWVFcLCwjBnzhzcu3cPI0aMIMXayJEjafuQ+mi+lpaWOHr0KH7++Weiq3z79i1OnDjRJFpiqy+GJLmHqaurY/PmzSgrK4OSkpJIpbxy5coGVb6nTp1CeXk59uzZQzJosrOzcfjwYSgqKuLjx48NEps1F758+SLx5iUnJwculyv180mb7P4/tEyIs2jV0NBgPA/S09MbzJ/v2bMnEhMTRc5/wRsr5WgnCfv27UNRURESEhKQmJiI0NBQnDx5Eurq6vjy5YvEbp2WlhaGDBmC7777TmLHnXKyuXXrFjZu3Ijq6mocOXKEaGwmTJjQLALlr4Xw8HCoq6sTgwwjIyPExcVBVVUVFhYWhKKkoaGBwsJCsd3YW7duwczMjNxjnZ2dsWPHDmzcuBFqamqMTmj6+vq4fPky3rx5g44dO4q4LG3ZsoWxWBg1ahTNZa5fv36kc1gfqPtuc02LhREREYHg4GCa3nPMmDFkgyGNE5q7uzt+/fVXkcKgrKwMnp6e37TIkwWaWw/SUuHl5UUsigVtr1etWtVoLYMk8Pl8Qut+9uwZlJWVm1QMPXjwANOnTyfF0MaNG8U2m5mgpKRUL1OkuZgrwmhoI05bWxsTJ07ExIkTERcXh7CwMLDZbHh6eqJfv37o378/TYNIhbEKUs2aA6NHj0avXr1w8OBB/PrrrygpKUGXLl2gpKSEBQsW0AoAU1NTtGvXDidPnmQshmpqahhdj/fs2YPq6mp07NgRFhYWsLCwQLdu3Ro8GWKaPNXU1KCmpgalpaVQUlKCoqIibWigqqpK05XVR/Ol1iNB19va2lrY2Ng0SPcmjFZfDEkDcfSWhk5xYmNjsWHDBloYp5GREebOnQt3d3f4+flhypQpjJuAr0mxoZw3xFEAMzIyGuSWJZzsvmfPHrDZbNTW1mLXrl0SA/Eamwb8PzQNz549g5WVFTgcjlgKSLdu3eDl5YWPHz/C3NwcLBYLSUlJuHbtWoMnYtbW1jh79iwyMzPRsWNHchN9+PAhevXqhaFDh0r9XJqamrC3t4eNjQ2SkpIQHR2NBw8eEE704MGDSUcoJSUFERERmDBhArhcLq5fv45Lly5JtTHu1q0bTE1N8fDhQygoKMDX1xcRERG4e/cuJk2a1KD335Jw5coVuLm5Aaiz/f/48SPmzp1LkrspCuqbN2+wadMmGBsbY8yYMaQjl52djZCQEDx9+hQbN24k2VF6enrYu3cvSkpKoKqqyvgZ37t3DyoqKkhNTUVqairtdywWCz/++CMpFkaMGIGzZ8/i6dOnSElJobnMNSTw+JdffsHx48eJWc7evXsxe/bsJoe4MiEkJAQXLlzAiBEj0K1bN9KNPXHiBLhcLu26keSElpiYKEI3BuqmdpTlfWtGc+tBWiry8vLw66+/iqy9dnZ2yMrKavIGX/B17t+/j/DwcBQWFsLBwYHk8ckSDYmqSElJwePHjxmp9IJTZ1kzV8ShoY04QVCmUyUlJXjw4AHu37+Pa9euiUyqx48fj3PnzmHp0qXNygrS09NDhw4diLGRnZ0dEhISGPVN7du3J7RUYTg5OTG6Hvv4+CAlJQWJiYl49eoV/v77b1RVVZHiSNr4A6bJ05QpU7BkyRJag1XS+iwtzbdt27Y0R7ymhie3+mLIwcGhSenUDQGfz2ecuMjJyaGyshIZGRk0QbEgxNE9miPg0draGhcuXICVlZWIf3tVVRUCAwNFbJUlQTjZ3d7eHgYGBuByuUR0amlpSToOycnJePny5VfNsvgf6PD09CQbRE9PT8bHUOfcrVu3yPfYtm1bTJo0CSNHjmzQ6508eRJAXddP+DWio6MRFRUFJycn2NraMmYKUHjx4gURp6enp6NDhw7o3r07Vq1ahevXr2PEiBE0+oKNjQ2MjY1x9+5d/Pnnn9DW1kZgYGC9nfXly5eTxev58+dQUlLCL7/8gurqapSVlYHL5crMjvlro6CggCwMT548Qf/+/TFs2DCYm5tj06ZN5HHm5uZYsWIFsZgXBOUeyBSiK2nRlzboUNCSeuXKlSIuc03Bixcvms2x7ObNm5g3bx6NEvrdd9/ByMgIFy9erLeJIM7xD6jLPYuNjW0Wbc/XmpqJg6z1IC0VPXv2RHp6usjGTNiFUFiPWF/mDQASJxEWFoY3b97A2toaM2fOxP79+zFu3LgGNRBkjaioKBw6dAiWlpaIi4tD7969kZubi6KiIpFmgKyZK80JNTU1jBw5EiNHjhRp7gB194Pc3FwsWLAA2traIpMUaXW3kpCUlISDBw+iTZs28PT0JMZHCgoKuH79OhYsWEB7/K1bt8Q2HKqrq3Hv3j2Jrsfjxo1DZmYmrl+/jocPHyIlJUXqYkjc5Onw4cMiNG1qYEDl0lFoCM2Xus5kcX9r9cUQ1QH9GujZsyd8fHywbNkysmAVFhbC19cX5ubmjGNJcfjw4QOOHDnSLAGP48ePR0xMDJYtW4YffvgBhoaGYLFYyM7Oxt9//w0ej4fx48dL/XzCye4FBQUYMWIEbty4AQ6HgylTptAcR3788UfcunULcXFx/wrNTWuE4PkjzblEjamFGwvSBiZKeo2MjAyiFfH29saAAQPg6OjImKOyY8cOotX6448/aK+1b98+mJmZifyNmZkZCT7u1q0bioqKxFIDKWhrayM5ORlqamp4+vQp+Hw+Bg0ahIqKCkRHR+PkyZNYuXKlxOdoqVBSUkJxcTG0tbURFxdHaDPy8vLEnYeCra0tLC0t8fLlS3z48AFAXQGloaGBhw8f4uHDhxJfqz7XMx6Ph8zMTGhra9OKqJcvX0p0mWupKCoqgrm5ucjPzc3NaYWNOIhz/KOgoKDQJKoHIBpLILz5oNAUx7r6cOrUKejr64ts8m/duoXc3FyR3Jp/CxYuXIjDhw8jKysLHTp0IJv+GzdugM1mM7qfUhNTJlCRD7m5uYiLi0OHDh1gamqKKVOmkPNw//79Mn0PgkU6n8/H+/fviUCfgjAV7sqVK5g5cyZ++OEHzJgxA7Nnz4auri6OHz8uwkKRNXNFEGvWrMGGDRugpqaG1atXS9wkN7RQYbLpF+eiKkts3rwZo0aNwpQpU8DhcGBkZIQePXpg165duHfvHpKSktC1a1ewWCy8efMGBQUFYqdgmZmZjK7HlZWVKC0txefPn5GYmAgej4du3bph+vTpDTLWYJo8CWuJmZwkmfTGkhAWFobQ0FCyZhkYGODHH39sEANFGK2+GPqamDNnDjw9PbF48WJaeq+xsTFWr17doIwgLy+vZgt41NTUxNatW3Hy5EmcPXuW9jsrKyvMnTu3QRQSScnu1HMKw9LSEgEBAY19C80OX19fTJkyBUpKSvXa8/6bOe4UlJWVkZiYSLIrrl692ujAxKqqKtr0x8TEBLNmzcL06dPx/Plz3L9/Hxs2bIChoSGGDh2KIUOGkKJnxowZeP36NYKDgxESEgILCwtioqClpYWwsDCRLlVYWBi59oqLiwmFU5xtfn5+PlgsFg4ePAglJSVCHbO3t8fNmzeRk5ODp0+fgsfjtcqMqd69e+Po0aMwMzPDhw8fyBQ4OzubUdOoqKhI695S1IPG4PTp0zA2NoaTkxN4PB42btyI5ORkKCgoYO3atUSLVZ/LXEMhvOlprkmIvr4+oqOjRZpJ0dHRUtE0xDn+AXVufBoaGk0+54SbFd/CxjomJkbENAKoM9S4evXqVyuGZBHo3BAkJycjKSkJsbGxjL9vSJMzMTER27Ztg7m5OV6/fk0664WFhbh69Srj5ysLCBfpTEWD8Pv4+PEjuc/Iy8sT2+RRo0Zh8+bNtEgTWTNXBGFjY0M+Jxsbm2afiH4NOvX69etFChIqPDUgIAAcDofcs/v164fhw4eLnS6LY0xMmTIF6urqMDExwYQJE0TyoqQF0+RJUBcpi73U+fPnERoaipEjR9LYSL6+vvj06ROcnZ0b9bz/K4YaAG1tbezcuZOk91L2g5Qj3evXr3Hnzh3k5eVh5cqVaNeuHSIjI6GrqytCN2nugEcdHR2sW7cOJSUlROirr6/fKF6rpGT3tWvX4smTJxgzZgztb54+fdqoINSvhfT0dGIJ/bXteb8W3r59i5KSElhbW5OfRURE4PTp06iuroaDgwPmzJkDDoeDbdu2IS4uDkDdYta2bdsGBSZSQbV37tzBly9fsH//fujp6eH8+fPQ1dWFk5MT+Hw+EVMCdRSE27dv48KFC1iwYAEGDBiAUaNGkUlGZmYmEhMTERcXBx8fHygpKSE0NBSxsbGED/7u3Tvk5OSQKc67d+8AAOvWrcOSJUtEXH7u3r0LPz8/mJubY+nSpSgoKMDevXvJYqOnp4fZs2djy5YtEs0FWjLmzp2L8+fPo6CgAKtWrSLXYWpqKi2vS5yr088//9xoV6fHjx+T+8WzZ8+Ql5eHvXv3IjIyEufPn8eWLVsANNxlrj5IomFQkMVmd9KkSdi3bx9ev35N09klJCQwGkoIQ5Ljn6zwLbO6KJSUlIgVyH/NLK+vHejs4+ODQYMGYcKECU3WrAUEBMDZ2Rk//fQTZsyYAQ8PD6SlpSE0NBSpqanYvXu3iCtYUyHOebQ+qKmpkekRNfkxNjZGWVkZKisraY+VNXNFEILFiWAB1pwoLS3F48eP8fHjR4wZMwZqampITU2FpqamTCiv4iYzbDabMfi6MRg5ciRev36Nixcv4unTp6QJ2b179waZKIibPDUVgkXtnTt3sGDBAtjb25OfUXR5Hx+f/xVDXxOUuE4Qjx8/xqFDh2Bvb4+0tDTCgywvL8eVK1dExpZfK+BRTU2NkY7UWPD5fCgoKJCR8eTJk3HkyBG8evWKVOlv375FbGys1G5Q3wKCHZLW7twkDhcvXoSFhQUphjIzM3H06FEoKyujX79+eP78Odq2bYsOHTrg9evXcHd3h5GRERYsWIB27dqhf//+UgcmBgUFISIiAq6uriSIDgCMjY1x+fJlpKWlISoqCvLy8hg0aBDmzp1LOunXr1+Hj48PbTKQlpaGV69e4dWrV0hKSiJWrStWrMCdO3fw4cMH8Pl8WFtb47fffiMTj+HDh8Pe3h6nTp3CunXrMHHiRIwdOxaFhYU4cuQI3r17hxkzZpBxuomJCXg8HrnZUh1JOTm5ZncJai6oqqpi7ty5Ij8X3hxI6+rUtWtXvHr1Ch8/foS9vT2UlZVRWFgIFRUVkYWyuLiYbAJfvHgBOzs7GBoawsnJCTdv3hR5nYZaUjNBGhqGrNC/f39s27aNGEwAdYLlbdu2MVI4JSEyMpI0z7Zu3QodHR2EhIRAT0/vq9BvmhP6+vqIjY0VCWx88eLFV3Vc/dqBzsXFxRg1ahRjIVRQUIBnz54xGgwwdcwzMzNpFuzy8vJwcHCAubk5li9fDiMjI/j4+JBG1JAhQ9CzZ88mTRbroxeLQ7du3RAXFwdjY2PY2dnh9OnTSEhIQHx8PAndpiBr5oo4eHl5wcHBAT179pRqQsTn85Gfnw8NDQ2JulZBZGRkYMuWLVBRUcGnT58wdOhQqKmp4cmTJ8jPz8eSJUsaffzbt2/HsmXLyP05KCgII0aMIJOWxMREeHl54bfffqP9HRU1oa2tTRpE9U1Fgbrv/s8//8Tr16+RmJiIwMBAUtx4eHhIdcyy2EvVR/MtKytDeHg4rRgC6miMVIO7MfhfMSQFxHXYAwMDUVlZie+++w4pKSlwc3PD4MGDER0dTR5nbm6OS5cuiTxnawl4pCCJo9m+fXvcvHkTT548IdOyLVu2kCTq/+HbID09HVOmTCH/joqKQufOnZGdnY3//Oc/sLGxQWBgIPLz89GvXz8yvWSxWOR7ljYwMSIiAvPnz0evXr1oj7lw4QI+fPgAbW1tEhwnvFgPHjwY/v7+AOooGUlJSSgvL4epqSksLCwwbNgwdO/enVwT9Yk5VVRUsGTJEvTr1w/Hjx9HdHQ08vLy0LVrV+zevRva2tqorKzEqVOnEBERAT6fj/3790NNTQ0ZGRmQl5dnnC40p8aiOVBfSLI0rk5Xr17Fr7/+ivz8fFRXV6N3795QVlZGcHAwqqqqMH/+fNrfaGhoIDs7G23btkVsbCzmzZtHjqW+TZo0ltRM+NqTkI4dO+KXX35p0nNQE9FRo0YhKCiIFN5qamq4ceNGqy+GRo0ahVOnToHL5RKHs/j4eISEhPyrace2trZ49eqVCGUyPj4eu3btgq6uLnJyctChQwd8+vQJfD5fbBGtqqqKz58/ixSP6enp0NLSgrOzMyZPnkystXfs2AFlZWV4e3s32/sTh7lz5xI94rhx4yAnJ4ekpCTY2toyGinJkrkiDsXFxdixYwfU1NQwcOBADBo0SKKTIZ/Pxy+//IK//vpLah3jmTNnMGTIELi6utJiRqytrXHgwIEmHX9sbCzNXODatWsYOHAgKYbc3d3B5/NpOkRBcDgc2NnZYf78+VLvJ/l8Png8HmpqalBdXY2amhrk5eU16X00FPXRfPX19VFYWCjyd3fv3hUpkBqCVlkMpaamgsPhEArM06dPcf/+fRgZGWHy5MlNSqFlgrgO++DBg2FkZITg4GAUFxcz0kmUlZUZQ6QoukhrCHiUhqPZmgufqqoq3Lp1C69evWJ09pOFI8y3QGlpKbEbBuo6SVZWVkhPT4e8vDw6deqEgoIC8Pl8moBXW1sbHz9+BACpAxMLCwsZNROWlpYSBZ1Ane0pdb4bGBiIFD/C7yklJYXxexKeEHTp0gXGxsZISEiAoqIixo4dS2hvZ8+eRUZGBjZt2oRNmzahTZs2UFZWho6ODtLT07+JzkJW4HK5OHz4cL26BWlcnb58+YJevXrB09MTc+bMIb+ztbXF0aNHRf5myJAh2Lt3L9q2bQsWi0Um6G/fvmW0gWWCJEvqb4GysjJayLYkSLvpuHnzJhYsWABbW1tcvXqV/Lxjx47w8/Nr9LG2FDg5OaGmpgZBQUG4fPkygLoNsLAT39dEUVER/Pz8kJCQwHj/kMWaa2hoiLNnzyIpKYnW5AwJCUG3bt3wxx9/YMaMGVi1ahU0NDRw4MABRs0tANjb2yMgIAArV64Ei8UCn89HUlIS/Pz8CD2OzWbD2toa1tbW4HK5iIyMbPJ7aChqa2tJlAN1TGPHjsXYsWPr/VtZM1cEsWbNGpSWluLRo0d4+PAhQkNDYWhoCAcHB9jb24sUmWw2GwYGBiguLpa6GKKa4MJo166dVIYqDYHw+bpo0SJ4eXlhwYIF6Ny5M/h8Pt69e4fr169j0qRJqK2txdmzZ3H+/Pl6G0anTp3C69evMW/ePKipqaF79+4YNmwYLCwsGhwoK63FujhIc6wRERFYtWoV2Xe+ffsW+fn5GDx4ME0D3pDGS6sshk6cOIGxY8fC2NgYHz9+xL59+2Bra4vHjx+jqqpK5uJMcR12igampaWFAwcOIDc3V+QCS0pKYqQFtCZqVn0czSFDhiA8PBwfP37ErFmzoKGhgdjYWGhpaTVaiPc1ceTIEcTFxaF///7o1KnTN7ehlRU0NDSQl5cHbW1t1NTUIC0tDZMnT4a+vj5ev36Njh07kimQIC/Z0tISERERACB1YCJFtROmWbRp04ZQKqmbuaTPV1KI77Nnz3Dw4EFUVFRAWVlZ5HkEN1kPHz7EqVOnYGpqir179yIsLAzbtm3D999/j2nTpuHp06dYvnw5unbtCgUFBbi6ukJPTw+5ublYs2ZNi9BdNBanT59GWVlZvSHJ0rg6AXUhtMJFk7a2NmN3bvLkyTA2NkZ+fj7s7OwITYPNZmPcuHEyeodfF7NnzyY29fU5vUm7oc7Ly2OcCMjLy4s4d7VWDB8+HMOHDweXy4WCgkKDAxxlDS8vL+Tn5xM9T3Pc5+/duwclJSUR17iCggIy/ZOTk0NVVRWUlJQwefJkeHp6Yvjw4SLP5ezsTDa7ALBixQrweDzY29szTlsoF86vDTk5OZw8eRJ79+796q9dH1RVVTFs2DAMGzYMBQUFRJ8YGBiI8+fPizze1dUV/v7+mDdvnlRFgIKCAi0wlEJOTk6zRzPcuHEDQF3jgYKJiQnatWuHCxcuYPv27VBUVISfn5/EdRUAPn/+jKFDhzaq+BFEQyzWG4usrCyyp6Caturq6lBXV2+STqlVFkM5OTlk3Pno0SNYWFhg2bJlSEpKwv79+2VeDInrsFOgNtCnT5/GokWLwGKx8PnzZyQnJ8PPz08k4AoQL4prieDxeLQAMwodO3ZEVVUVfv31V+J44+zsDA0NDWRkZODevXtYtWrVNzjihuGff/7BunXrGDNVWjOsrKxw9uxZsvlXVFRE9+7dMXz4cHh7e6NTp04kF0Awo0JdXZ18FtIGJk6cOBGHDh1CYWEh+Hw+YmJikJOTg8jISPz4449YtWoVoUMYGBhgzJgxNPGvNFTUV69ewdHRES4uLiLieEHs2bMHL1++hIuLC8lLcnV1ha2tLZmYfPnyhXZNU/g3bESFQ5K1tbXRu3dvqKio4MqVK0QXJY2rE4fDYdROFRYWijU46N+/v8jPhgwZ0vQ39o2wceNGQt+RVRNLV1cX6enpIs2DFy9efNO8mOZAS8nrSkpKwubNm5s19FVczpabmxvWr18PoC7L7ePHj6RRKC5Th8Ph4JdffsHkyZORnp4OHo8HMzOzZreib4x2pkuXLkhLS2u05qi5UVNTg3fv3uHt27fIy8tjvPcDwMGDB1FZWYnffvsNHA5H5P0Lh8jb2Njg0qVLxDyFxWIhPz8fZ8+eRb9+/Zp83JJcMsW5furo6CAzMxMAYGpqis+fP0t8jZqaGigrK8Pa2poxy6chaIjFemPRXIOEVlkMAf/tMsfHx6Nv374A6rqVzRHWJa7DTqGiogKKior47rvv4O7ujurqamzcuBEcDgejR48WEZECEMkaEEZLKpYcHBxw+/ZtkanA3bt3oaSkhLFjxxLHGwo9evQgnYuWjnbt2n214N6vCWdnZ+zevRubNm2CkpISFi9eDA6Hg++//x5ycnIICAiAkZGRSMH6+fNnWrdJW1sbysrKYilyQN2isHz5cly5cgUAEBgYCDMzMwwZMgR///03RowYgW7duoHP5+PNmzc4ceIEuFwu6WRKS0UdOXKkxEIIqKPD7Nq1S2Ti0bVrV3h6eiIgIAA3b97EP//8Q4olapG5d+8eY2hca4JwSDKXy4WhoSGMjY2RlpZGHieNq5OlpSVCQ0NJd5rFYqGiogKBgYG0wlXaa12acMmWBsF7sa6uLrS0tEQ2KXw+HwUFBVI/55gxY+Dt7Y3q6mrw+XykpKQgKioKV65cadHGM5LQnBkvsoCWlpYI1ag5ITgJ79KlC5KSkmBkZIQ+ffrgzJkzyMzMRExMTL33G319fals22WFxmhnhg8fDj8/PxQWFqJjx44i92jhXKKvhYSEBDx8+BAxMTHg8Xjo168f1qxZQ3Rswmionm369OnYvn073NzcUFVVhY0bN6KoqAhdu3ZttKuZICS5ZHI4HKLroSb3NTU1uHr1KnEpLiwsFFv4UeBwOHjy5AnjtLGhaIjFemNQW1uLadOmYdeuXU2aYDGhVRZDHTt2xOXLl9G7d28kJiYSzmZeXp5MXEiEIa7DTiEjIwP6+vpwcXHB+PHjkZ2dTYwExFED3N3dJb5mS9IMAXUGCnFxcSIczaqqKmRlZcHX15cm9lNXVyfC+5aOGTNmICAgAG5ubi22s9UYqKurY/PmzSgrK4OSkhJNwO7k5ARbW1soKSkxUqAEub5//fUXYmJioKmpiXXr1ontrFpZWYnw3xcvXiyiE/juu+9gZGSEixcvkmJIGioq5QZXX/fK3d1drFifCrU0MDDAuXPnkJ2djdraWty4cQNZWVlITk6u99ps6RAOSb579y50dXVx+/ZtWndOGlcnDocDd3d3rFixAtXV1di/fz9yc3PRpk0bmtNVaGhovcclKVyytWDx4sWEMieIkpISLF68WOr7tqOjI2pra+Hv74+qqiocOHAA7dq1w+zZs2n2560JghkvLdEAYtasWTh79izc3Nya1dEuIiICwcHBtEn44MGDydo5adIkEu6sr69P24DXl3kniOYyomiIdsbLywuzZs3Cvn37AIhOTih8i/3MwoULUVxcDEtLS8yfPx99+/atd9LV0Am2iooKtmzZgoSEBKSmphJDDGG34cagPpfMbt26IT4+HgsXLiTFZmZmJng8HnHhzMvLw4gRI+p9LVtbWzx9+rTJNMuGWKw3BnJyctDR0WkWp9dWWQzNmjULBw4cwNOnTzF+/HjSNXn8+HGzdHXFddgp3L9/H9XV1SgvL4eysjKNUlZRUYFTp06JaBCEbxo1NTVIT0/HhQsXZNJRkCUkcTTfvHmD9PR0qKio0Lpu6enpMvHY/xro1KkTqqursWTJEigqKoo4+4m7wbcWiBN1i3PuuXv3LpYuXQoAiIuLQ3x8PH7//Xc8evQI/v7+hO4hiCVLlmD79u0i2VKfP3/GuXPnRG7s5ubmNIGpNFTUmpoa+Pv7Izs7G8bGxiJFnI2NDQBIZS37ww8/wMLCAsHBwdDX18fLly9hZmYGDw8PmXecvjYkhSQvXryY9lhpXJ08PT0RFRVFFnsnJyc4ODjQNhbi6EH/RjBNPCoqKqSmFFGgtAxcLhd8Pr/eDm5LB5XxwuPx0KNHDxgbG8vUHayp2LdvHyorK7F06dJmu8+HhITgwoULIpPwwMBAsFgsmJiYQFFRkbgsCkM48y41NRU8Ho+Yj+Tk5IDNZpP1uLkgrXYmIiIC06ZNa3Q+UXNi4sSJ6N+/v8g5mJmZibCwMCKnaIpBSkREBAYMGICePXvSpk01NTWIiopqklmINLrViooKREZGkqiJ/v37k/gDAFLnUOnr6+Py5ct48+YN42RP2iZWQyzWG4vx48fj3LlzWLp0qUzvL62yGDIxMcGePXtEfu7q6tosifGSOuwAsHLlSmItKUy3qqqqQmRkpMiJzbRB7d27NzgcDnx9fVuUg5kkjqa/vz+Sk5OxbNkyLFu2jNHxpqVj//79KCwshIuLS7NMFlsbPn/+DC0tLQDA8+fPYWdnB0tLS+jo6OCPP/5g/JtPnz4xdmt0dXXJJlsQVFeUgjRU1JqaGhQUFBB3KmE0tPtobGzcpByIlgpJIcni9BuSXJ0UFBTg6OgIR0fHZjne1gDBjv358+dpmwUej4eUlJRGa1FaiqZGVmCz2fDw8MDevXtbVDH0NSy9b968KdUkXBwE19qQkBDSfKU+x5KSEkKd2r9/P7hcrsh9VxaaioZqZ1oio2LYsGHk/8vKyhAVFYWwsDCkpqbSCrymGKR4eXnByspKpJFRXl4OLy+vZndOVFJSYjTfaCju3bsHFRUVpKamIjU1lfa7hkz0G2qx3hjcvHkTubm5WLBgAbS1tUXYV43dO7fKYghgTv3Nzs6WWeovE5gKmLKyMlIclZeXE5oAULdIvnjxokEdP3V1deTk5DT9YL8SGup40xLx5s0bbN26tVmFta0JampqKCgogLa2NmJjY2mTSuGF99mzZ+T/X758SbtGeDwedHR0kJOTAw8PD5ibm4PFYiEpKQkJCQlEdApIR0Xt1KkTtm/fLrP3yePxkJuby7ihaEmavaZCUVGx0Z3kK1euQENDg6YhA+pos1wut9U6xDUUgh37rKws2lSSw+HAxMQEo0ePlvgcLV1TI0tQTq9fM2C1PnwNE4+ioiKYm5sDqNtk79+/H+rq6vDx8UF5ebnYzTbTVOr69etYv349raBUU1ODoqIioqOjYWdn12xurQ0pHFuy+2piYiLCwsIQExODqqoqjBkzBsuWLaM14ppqkML0/gsKCr5KVqSsgptlMdlvisV6Q9BcFNxWWQxlZGRg8+bNUFVVlXnqb0MheHMT5NBTYLFYjKIxyraWAp/PR1FREa5evdriNuXS5PBMmTIFaWlpX83xRpZo37496Wb8D3X84QMHDkBfX5/m8Jaeni4i5PX09CT/L3xDpfi9M2fOxLt37/D06VMAdZ/3tm3baNbC0lBRZcHDppCcnIwDBw7g06dPjL9vaZo9abBixQps2bKFLOzHjh2Di4sLmTx8+fIFixcvJgG30uDu3buMAaMdOnTAvn37/t8UQ9QmidJINGajI6ipsbGxadGbyKbC2dkZfn5+mDJlCiPt5luGin/58oVxHZOFyF9fXx/R0dEYP348Zs6cSZgivXr1QkpKSoMo8OXl5fjy5YtIwfPixQvIy8vTmkmyRkMKR6Z9jzC+JtX88+fPuH//Pu7fv4/KykoMHDgQmzZtwvr16zF48GCRNUyw8SWpCSbYEBFsZmzevJlGueTxeMjLy4OlpaWM3hEzBIObL1++LLPgZmkiMJjwtSzWKTqurNEqi6EzZ87A0dGxWVJ/G4qNGzeCz+dj8+bNWLVqFa2Lw+FwoK2tzTipEpca3KVLFyxatKjZjrcxkJTDk5iYiMrKSujp6dGE7VVVVQgODma0FW9pmDp1Kvz8/ODs7EwLyqPwLRfu5kRZWRl4PJ4IlYXK4eByuXB1dSVj6M+fP4uM5KmiYfHixdi+fXuDKD+PHz8mNszSUFGp/I7g4GC8f/8eLBYL7du3x5gxYxgDjyXhxIkT6NixI9auXUsCQls7cnJyUFtbS/4dHR2NcePGke+Ez+fTTE6kQVFREaMlqrq6usxDBVsDmpI/NWnSJKSnp8PU1LTJrkotHdu2bQMA7Nq1i/H336LZkJqaisOHDyM7O5vx97I4pkmTJmHfvn14/fo1zM3NERwcTJuENyRrxdbWFl5eXpgxYwbNuKiyspI4djUneDwenjx5Qu61RkZGsLGxEbk3T5o0qUWtkUuWLEH//v0xd+5c9O7du0nSibKyMjx48ABhYWFE0w38dzqRnp4OS0tLGlWLw+FAR0eHMWJAlpB1cDOT8YdwBEZ9aOkW65LQKouhr5n6Wx+oTsKhQ4egpaUl9YUnLDhksVhQV1dvsAj3a0BSDs+UKVOItbggKisrcfHixVZRDFEL9+bNmxl/3xqnBNJg37596Nu3r4jbzJMnT5CcnIx169bRfj5q1Cixz8U0Zq+trUVOTg7k5OSIABgAnj59isDAQLx//15kwZBk9hAZGYkjR47A1taWWGK/efMGmzdvxuLFi2mhwPUhNzcXq1at+qqWtV8bsrAR1tLSYgyOfvPmjcxyI1obmpKwvmbNGpiammLo0KGwt7dvUZtIWaIlhop7eXnBwMAACxcuhIaGRrM0QPr3749t27YhJCSENgn/888/YWJiIiLQZ7FYkJeXFzGDAeqyifz8/HDw4EFynsnJyaFz587Q0NAAn89vtiZObm4utm/fjsLCQhgaGoLP5+PDhw/Q0tLC2rVraffNgQMHtijzD21tbSQlJUFbWxs6OjrEZrohSEhIQFhYGJ48eQIdHR3069ePZnlPTSd0dHQwYMCAb7Jvk2VwszjjD+EIjPrQXBbrgpTT+nRdjZ1Ctspi6Fum/oqDjo4OSktLkZKSwjiCFxbStabKub4cHqYbckZGRosSz0pCS1y4vwbevn3LmEzdo0cPnD17Fnfv3mU8l8UVuPHx8YiPjweXy0VxcTHi4+PJTdnW1hbz5s3D3r17kZGRAScnJ2L/KS2uXLmCadOm0W7MP/74I0JCQnD58uUGFUOdO3dGbm7uv7oYkgWcnJzg6+uL2tpa4pYUHx+PgIAA8j3U58AkiNa++W9qwvqWLVsQFhaGgIAAnDlzBra2tnBychKbe9Ja0RI1d3l5efj111+b/Zrv2LGjCLVUMDaACVpaWhgyZAgmTpxIGqqU65yrqyuZsFEueI8ePUJ8fDyMjIxECqn6CnJp4OPjAz09PXh4eJB1vLi4GAcPHoSPj49Io6wlYf/+/UhKSkJYWBjWrVsHAwMDEVtqJhQUFCA8PJzQ6+zs7FBbW4tVq1aJDUKm6IQ1NTWMa6W2tnaT3484yDK4uanGH81tsS5IOW0uI5RWWQw1d+pvY/Ds2TMcPHgQFRUVUFZWFikQqJPs7du3NB0GUDeeDAwMRGVlJb777jvMmTOHZsTwrcGUwyNJK8Xj8VBRUYHvv//+qx5nY9ESF+6vgZqaGkYHuKioKJSVleHChQvQ1NSkncssFouxGLp48SIuXbqETp06QVNTEykpKZCXl0eHDh1QUFCAp0+fIisrCw4ODli7dm2jQm4/fvxI7LMFYWNjg3PnzjXouUaOHIkzZ86gqKiIkRr5rUICmwpJieWNwdixY1FSUoKTJ0+S7rSCggLGjh2L//znPwBQb6dOEK19ytrUhPWuXbuia9eumDNnDqKjoxEeHo4tW7ZAV1cXjo6OGDx4MHFybO14/fo1EXevXLkS7dq1Q2RkJHR1dRlZBs2Nnj17MuoeZQ0mY5axY8ciLCwMw4YNI66NKSkpiIiIwIQJE8DlcnH9+nVwOByMHz+e9nxKSkoim+qG0O0ag8TERFohBABt2rTB1KlTsWHDhmZ9bVmgW7du6NatG+bMmYOHDx/i/v374PF48Pb2xsCBA2Fra0trnG/fvh1JSUno06cP5syZAysrK7DZbNy5c0fi63z48AFHjhzBmzdvGH/fnPc7WQY3Cxp/CEI4AkMcmttiXVDDJknPxuVyG/0arbIYau7U38bAz88Pjo6OcHFxERkNCuLixYuwsLAgxVBmZiaOHj2KwYMHw8jICMHBwWjbtm2L4pQz5fBQ2gM+ny/CGeZwONDV1W2WzKfmRGVlJSP1pbVujOtDp06dcPfuXcyZM4f285CQEOjo6DTIYebOnTtYvHgx4Re7ubnhjz/+QMeOHVFaWoo5c+Zg9OjRNLvThkJLSwvx8fEim5n4+PgGbyApa/4jR44w/r61btoFxbxVVVXYuXMn6RwL6omkBYvFgqurKyZOnIjs7GwoKCjAwMCA1qz5/zRZlVXCuoKCAoYMGYIhQ4YgNzcX4eHhuHPnDi5evIjevXu36M67NHj8+DEOHToEe3t7pKWlkfWivLwcV65c+Sbvb+HChTh8+DCysrLQoUMHsTllTYE4YxZqYiC4P7GxsYGxsTHu3r2LP//8E9ra2ggKChIphoCmadUaAw6Hw8i+qaiooH1uLf0+qaSkRPK8srOzERYWhgsXLsDb25vWQHv58iVGjhyJ4cOHN8j8ycvLC2w2m2hPvyZkGdwsaPwhCOEIjPrwLRhPfD4fL168QFhYGP755x+RAHFp0SqLoeZM/W0sCgsLMXLkSImFEFAnuBMcmUdFRaFz586kktfS0kJgYGCLKoYk5fC8f/8ew4cPZ+Q8txZwuVx4eXnhxYsXjL9v6Tf8xsLZ2RlbtmxBRkYGoekkJCSgoqKCWKVLi5qaGlrxy+VyiXGIqqoqFBQUmjyBGz16NHx8fJCenk66WElJSYiIiCABetKiJYYENhXCEzumzV1jJ+dKSkpic4ik/V6FAyVbI5ojYV1fXx/jxo2DlpYWzp07h9jYWBke8bdBUFAQ3NzcMHjwYERHR5Ofm5ub49KlS9/kmJKTk5GUlCT285XFfV6cMcv8+fMZNalmZmZITk4GUDfNyM/Pr/c13N3d8euvv0JVVZX287KyMnh6esqkOdG3b18cP34cCxcuJNf927dvceLECZkUjd8CRkZGmDFjBqZNm0aLhADqmkhhYWFYu3Yt2rdvj0GDBmHAgAH1Pmd6ejp27NjRKF1SU1BbW4sHDx7AxsZGJsHNwsYf4iIwJOFrmxB9/PgR9+/fR0REBCoqKmBtbY3ly5c3+vla7w4WEEn9/ZawtLTEu3fvaI5qTCgtLaWdsImJicSXHajr1hcUFDTXYTYKwjk8wonNVVVVYq2pW4NG4PTp0ygtLYWHhwfc3d3x22+/oaioCEFBQYyamn8LunXrBg8PDwQHB+PRo0dQUFCAsbEx1NXVUVpa2qDncnJywsOHD2kbckEzETab3eSCefjw4dDU1MT169fx6NEjAHXi5OXLlzfYXak1afakhSwtR3fv3i3V4+rTJ4hzY2qtkHXCumAOCpvNhp2dnUimU2tETk4Oo8OjsrJygzRmsoSPjw8GDRpE3DKbA+KMWbS0tPDo0SORvK+wsDAy1S4uLhYpcJiQmJgowl4AgOrqaiQlJTXh6P+L2bNn4/Dhw1i/fj2ZNNfW1sLGxqZBtNiWCDk5OZGmEEVfnT17NqKionD//n34+vqCx+MhLi4OWlpajNRuIyMjFBcXf61DJxC2sW6qVl6c8YdwBIYkfA2L9aqqKjx+/BhhYWF4+/YtevXqhc+fP2PXrl20IN3GoNUWQ4JibWHdw9ceKQNAnz594O/vj+zsbBgbG4sdwWtoaCAvLw/a2tqoqalBWloabQpUUVEhol/41hDO4WlKYnNLREJCAlavXo3OnTuDzWZDW1sbvXv3hoqKCq5cufJVbEy/FUxNTUXEvleuXMGFCxfw9u1bRj0NUxp1dXU17t27h/j4eJiYmIDP52PhwoWkW1RTU8MYNCnNzTEqKoqM/W1tbUX48jU1NdizZ49Yu3oKVCAch8MR6QwKo7V2P2WFpjYx6nNjaq2QRcJ6fn4+wsPDERERgby8PKIhsrOzE0lTb61o27YtcnNzRVwImZwJvxaKi4sxatSoZiuEAPHGLNOnT8dff/2F2NhYdOrUCQDw7t075OTkYOXKleTfkqYRgtmE2dnZNC0Hj8dDbGyszALnVVVVsXr1anz48AHv378HULfx/7cbzigqKsLJyQlOTk7IyclBWFgYrl69ioCAAPTu3VvE9GfatGnw9/eHi4vLV4/lkLWNNZPxR0PQ3BbrJ0+eRFRUFAwNDeHg4IBVq1ahTZs2cHFxaZJ9OoVWWQwJi7VbQkbIsWPHAACXL19m/D1VFFhZWeHs2bOYNm0anj59CkVFRVoHLSMjo8XdcIRzeNasWQM2m42ysjKsWbOm1S/glZWVpLOipqYGLpcLQ0NDGBsbIy0t7RsfnWwhPNVjwp07d6CoqIjExEQkJibSfsdisRiLoczMTDI5zMrKEqENNCWF2svLC6qqqrQJKgUej4e//voL7969q/d5PD09SREvGBbLhNZQxDcnGtNQaowbU2uDoKC8MQnrW7ZswatXr6Curo5BgwbBycmJZjv/b8GwYcNw+vRpLFq0CCwWC58/f0ZycjL8/Py+WdyCra0tXr16JfP1VbBIEWfMoqOjg99++w2JiYn48OED+Hw+rK2t8dtvv5HiUDjDTRiCzR4myp2CgoLMpzYGBgatKkBdljA0NISrqyumTp2KZ8+e4f79+yKP2bJlC4BvE8vRXDbWjUVzW6zfvXsXY8eOxbhx4xplwFQfWHxZhFF8ZcyfPx+urq4NCoNqKeByudi9ezfevHkDJSUlLF68mNbp3rx5M7p06QIXF5dveJR01GcL2to3juvWrcOUKVNgZWWFXbt2QUVFBVOnTsWNGzcQExODgwcPfutDlBmmTJlCCoLW8r3euHED586dw4YNG2i6pNraWvz1119ITk7Gpk2bvjpv+3/4LwTdmBwcHIgbk4uLCzw9Pf81xRDA7BZGoT791M6dO+Hk5IS+ffvKpJvZknHu3DmEhoYS8wQOh4PRo0d/M5OjoKAghIaGok+fPlJPvKVBffdRQTTlnvrp0yfw+XwsWbIEAD3bjcPhQENDo0nnlK+vr9SPbS5749YG4WahMJrDqZaysZYFK0eac5fFYuH8+fP1Pg+1r2guUK6AycnJ6NOnDwYNGgQrKyu4urrKZI1plZMhYbF2a4K6ujo2b96MsrIyKCkpidy8Vq5c2eImLfUJMquqqpCZmcnos98a6EY//vgjoRxMmjQJHh4eePDgATgcDhYvXvxtD07G2LhxI+lutxYXsB9//BElJSXYvn073N3dYWxsDB6Ph7179yI5ORkbN278XyH0jdFYN6bWBnFuYRTq24A0NFurNcPFxQXjx49HdnY2+Hw+jIyMvunadu/ePSgpKTVo4i0NpDVjSUlJwYEDBxptNa6jo4Oamhr06dMH9vb2Mtc9ChucpKamgsfjkcllTk4O2Gy2iO6ppSM3Nxe5ubmwsLCAgoKCTMNqv0UshyxtrCVpPt+8eYNbt27JJLxbFrC3t4e9vT3y8vIQHh4Ob29vVFZWgsfjITs7u8nFUKucDPn7+0NJSembjdsFcePGDake19gbbUtHbGwsDh06JFZE2FKmCw1BZWUl3r9/D21t7W8W4vs1kJ+fDy0tLZGFgcosSE1NZbQaF+wKykpoLw1OnTqFmJgYbNy4EefPn8erV6+wceNGqYWT0l6rwL/3em0uJCcnIywsDI8ePaK5MS1YsOBfNRn67bffYGBggMmTJ9Pcwii0BsOY/0H28PLywuzZs8XSdwStxh88eIC//voLenp6+Pvvv/HPP/80yGp89uzZWLJkCfr27SurwxdBSEgIXr16hcWLF5PmWUlJCby8vNC9e3eMHj262V5bViguLsa+ffuQkJAAADhw4AD09PRw5MgRqKqqNskcSZAaKQnNQVVr7inM+/fvcfbsWTx//hz29vZwdnZu1vDYxoLP5+Ply5cICwvD8+fP0aZNG9ja2opEhUiLVjkZEhZrC4+7v+YINzQ0tN7HNKXr1FJQWlqKsLAwmpjSyckJ3t7e6N+/PyZOnNiswtSvCUVFxVbX/WoMFi9ezHhTffLkCfbs2YMOHTogJycHHTp0IBQNYWeZr7n5mzNnDkpLS/Hbb79BSUkJf/75Z4McZKS5VoF/x/VaUVGBxMRExmK2Od5bY92YWhvEuYX9D3RUVVXh1q1bePXqFSNjYOfOnd/oyOqo6iwWC23atJHZc1LdenHnuCysxilnRhaLhZ07dyIwMFAmx86E69evY/369TSNnJqaGpydneHh4dEqiiFfX1+w2Wx4eXnR7KEHDBgAX1/fJhVD9Zn1UGiuZnBz6OQLCwsRGBiIiIgIWFpaysShrTnBYrFgZWUFKysrlJSUICIiAuHh4Y1+vlZZDAmLtb8lGhJM2Vrx7t07eHh4QEFBAZ07dwafz0doaCiuXLmCqqoq/PTTT62uEPL19cWUKVOgpKRUL1f638yPZrqpXrp0CXJyctizZw9mzJiBVatWQUNDAwcOHBAxMfgazo2C3w9lPWtqaipy46vve/r/cK0CQFpaGrZv347KykpUVlZCTU0NxcXFUFBQgIaGRrMWeg11Y2ptEOcW9j/QceTIEcTFxaF///7o1KnTNzc5Ki0txblz5/Do0SOUlJQAqNvcDxgwAM7OzlJZWjcFTbEaF3ZmpIx99uzZwyicl8X1XV5eji9fvqBDhw60n3O5XMYw1paIly9f4o8//hAJ5DYwMBBLc5UW3zqnTpY21mVlZQgKCsKtW7dgamqKP//8k/FcbclQU1PDqFGjMGrUqEY/R6sshlqL1uHfAl9fX9jY2GDBggW0zIGjR48iNjYWiYmJrW5zkJ6ejtraWvL//58gWFycP3+etpjyeDxas0FOTg5VVVVQUlLC5MmT4enpWa/rkawh/P107doVPB6v0d9bTU0Nli9fjrVr1/5r6FuC8PX1Rd++feHm5oZZs2bBw8MDcnJyOHjw4FedeEnjxtTaIM4tjMLXdnBqqaCoX9JoYZobJSUl+OOPP1BYWAgHBwe0b98efD4f79+/R3h4OBISErBlyxbaFKQxkFTwNdRqXJIz4/bt26GmpobU1FSkpqaKHIMsrnFbW1t4eXlhxowZ6NKlC4C60FU/Pz+RaIOWisrKSpFCEagr6OTl5Zv03N86p05WNtbXrl3DtWvXoKmpiWXLluG7776TwdG1TrTKYuh/+Lp49+4drRAC6jbJY8eORXR0NGJiYvD69WuZOvQ0NwQL6v9vxbVgEZGVlUXLxOJwOJCXlyeOT23btsXHjx9Jh5DL5Ur1GtJSP6TR/cn6++FwOMTh6t+I9PR0zJ8/H2w2G2w2G9XV1dDT04OrqysOHz4sEjjY3GCz2Yz5UK0Re/bsAVA3+WBCa9RINgfatWvXYmiRly5dAofDwcGDB0UYDFOmTMHWrVtx6dIlzJo1q0mvI6lbX1VVBQ8PD2zdurVeq3FBZ8Y5c+YQZ8Y7d+4A+DoTbjc3N/j5+eHgwYOEZisnJwcnJye4uro2++vLAt27d0dERARZy1gsFng8HoKDg9GjR49vfHRNg6xsrM+ePQsFBQXo6+sjIiICERERjI+Thea3paPVFEO7d+/Gzz//DBUVlXpF2/8fvrivCRUVFeTn54s4duXn54PD4eDly5dQUFCQqUPP/9B8oIoLyqJTuMO0a9cuFBQUAKgLEz5z5gwyMzMRExMjtYvjxYsX0bZtW2hoaIh1o2GxWN/MBGXkyJG4du0aFi5c2OJCjpsKwfejoaGB/Px8GBkZkev4f2g8vjU9prVgxowZCAgIgJub2zfvoj99+hRubm6MVG5NTU24urrixIkTTS6G6uvWP378GO7u7qiursbGjRuJ1fgPP/xAe1xDnBmpe6usaYiKioqYN28eXF1d8fHjR/D5fOjr67c4p1tJmD59OjZt2oTU1FTU1NTA398fWVlZKCkpIflA/98xaNCgb05hbSloNcWQiooK+dL+59jzdWFnZ4ejR49i+vTp6Nq1K1gsFpKSkuDv74/a2lpMnjwZ48aNa3W5GV5eXlI97mvoYr4FxL2vmTNnoqKiAkDdAl9RUYHo6Gjo6+tLrZ+ysrJCQkICOnbsCCcnJ/Tp06dFnR9v375FQkIC4uLiYGxsLEKnaM0NFTMzM6SmpsLQ0BA9evRAYGAgiouLERkZ2aIFsS0dNTU1cHd3/9fSK2WJTp06obq6GkuWLIGioqJIw0FaPYMs8PnzZxHtiyA6dOhAohWagvq69UOGDEFlZWW9VuObN29GWFgY1q5dS3NmFERERASCg4ORm5sLoE4HM2bMGJlnLyopKbVa6qeRkRE8PT1x584dsNlsVFZWol+/fhgxYgTatm37rQ+vReDfFh3SFLSaYkhw4/Zv3Zy2VMyYMQMsFguHDh0iOhsOh4Pvv/8eERERGDBgQIva6EqLiIgIaGtrw8zMrMV46X9NVFRU4OrVq0hISGB0fDp06BDpEDYU69atw+fPnxEeHg4/Pz8cP34cgwYNgpOTE8mt+JZQVVX96nSxrwUXFxcicnZ2dsbhw4dx8uRJ6OvrY9GiRd/46Fov/u30Slli//79KCwshIuLyzc312nTpg0+ffokIqSnkJeX12S9UH2Ii4uDubk5FBUV0alTJ4mPrc+Z8enTpwgKCsKIESPQrVs38Pl8vHnzBidOnACXy8VPP/3U5OOVZm1oDWjbti0mT578rQ9Dpvj/TsW9f/8+lJSUYGdnR/v5o0ePUFlZiSFDhjTqeVtlzlBLRVOSyVsDKisraSNzRUVFnD59Gurq6hg/fvy3PrwG4+TJk4iKioK2tjYcHR0xaNCgZl8UWxL27duH169fw8HBgTEzZfjw4YwLobjMgZycHCQmJjL+jYWFBcLDwxETEwNjY2Ns2LABCgoKsn1D/8P/0My4evUq3r9//6+kV8oSrq6u2Lp1KzFi+ZY4cuQIcnNzsWHDBpo+EqiL6fDw8ICenl6TGgX1Zb/MnDkT1dXV6NixIywsLGBhYYFu3bpJTTujnBkjIyNRVFQEU1NT7Nq1i/aY8PBwXLx4USaaovrWhtZAf1+yZAksLCzg5uZGM0zgcrn4/fffW01B9z/QsWzZMri5uaFnz560nycmJuLYsWPYv39/o5631UyGVq9eLTW38VtkGDQ1mbwlgsfjISsrCwYGBlBQUICioiKh2VRVVSEjI4MIEl++fPnNM58ainnz5mHmzJmIiYnB/fv3ce7cOVhbW8PJyQmWlpb/ei5tbGws1q5dK+L4lJPzf+3deVST1/Y38G8iMomgMo8qKigiIFdBFFCx16lWvXXAqlVxqmMdf0pba0UrWGmv2jrUOlIKCrZYUasVCYOKFWgLikwiggUERUSEyJi8f/jyXEICMiQ8SdiftbqWJCHZRUyefc4+exfg+++/b7LluKTf5evXr+P48ePo3r07evToIfKz43A4mDp1Kp49e4a8vDw8evQItbW1lAwpicTExBY/dtiwYTKMRPaUubxSmkxNTVFdXc12GACA2bNnw9vbGx9//DEmTJjAnH3Ny8vD77//jtraWqxZs6Zdr/G2z/dTp04hKysLqampuH//Pn7//XdUV1czydG8efOa/f6GnRnnzZsnsRW4tbW1VMr9gKY/GxTJs2fPkJGRge3bt2PLli1MaZxAIGh3a+16paWlCAwMbHIHTRGv++RdcXGxxA6Menp67ToTqzDJkLy3/Dt27BgsLS3h7e0tcSVFEcXGxuLq1avw9fUVu09FRQVHjhxBVVUVM4iT7ZlPbdG1a1e4urrC1dUVz549Q3R0NE6cOIHa2lrs27dPoQ6Mtla3bt0k7oQdOXIEXC6X+V1uibCwMMyZMwfTp08XuT0zMxM8Hg/Lli2DiYkJxowZA1dX1zad+2tq6jeHw0HXrl2hp6fXbMvUrVu34vPPP4eWltZbF1fYHArZXh39Ae3v79/ixyr6xYEyl1dK09y5cxEYGIg5c+ZI7DLaked+dXV1sXv3bhw/fhzBwcEi99nZ2WHJkiVN7nZLC5fLZcrfpk+fjsePH+PixYu4efMmsrKy3poMNXweExMTDBkyROy++nOd0tDUZ4Oi+fTTTxEYGAhvb2/83//9H/r37y/V5z98+DCKi4sxY8YMsUVAIhva2tp4/PixWEKUm5vbrkHKCpMMzZo1C8CbrD49PR0WFhZy9Y9VGSeT83g8vPfeexLPA3G5XEydOhW///670rSm5nA44HA4EAqFneIMkaenJ0JDQ7F69WqRFe6cnBzs2bNHrHtgcyoqKkRqeC9cuIDo6Gi8evUKrq6u2LVrV7sP779t6reKigpcXFywfPlyibtOw4YNY5IleV9caY+O/oBW9ASnNei8asvUL6Dt3LlT4v0d/TtjYGCATz/9FOXl5UzTASMjow67hsjLy0Nqairzn0AgwMCBA/Hhhx+2uoR+wIABCAkJQVpaGqytrZmGRikpKdiwYYNU4m3qs0HRqKurY/PmzQgODsaOHTuwfPly2NnZSe3509PTsXPnTrkoB+0sRo0ahVOnTkFdXZ35t5OamorTp0+LNRppDYVJhupxuVzs3r0b+/btk6tkSBknkxcUFDAD1yTp378/Tpw40YERSV9NTQ1TJpeeno5//etfIrMdlNmlS5dQVFTEtL+tr6cXCoXYu3dvq2pvR4wYgeTkZGYga3BwMPT09ODi4gIOh9PkwM3WlFFu3rwZQUFBmDp1Kvr37w+hUIiHDx/i4sWLmDVrFurq6hAcHIyzZ89iwYIFYt9fv6DS+M+N1TcJUVT0AS1bdXV1uH//PoqKiuDq6goNDQ2UlJRAU1NTqXeSW0NeF8i0tLSkvjvQEps2bYK2tjYmT56MGTNmNNvd7m2ePn2KHj16oHv37khISADwpizR19eXqdJor6Y+G+op2s753LlzYWZmhqNHj2LUqFFSe15dXd1OsXAqT+bMmYNnz55h165dzDWaUCiEu7s75s6d2+bnVbhkCAAsLCxQVFQksW6QLco4mbyqqorpStVQ/cyn169fo6Kiotm5T/JcQ9+4gcL69evbtc2qaBrujjTskmVhYYGUlBTcv3+/xSUuRkZGCAkJwYMHD2BhYQEDAwNwOBwkJycDQJOdnFojLCwMixYtgoODA3Nb79690atXL4SEhMDPzw9qamoIDAyUmAy9TV5eHng8Hm7cuIFjx461O162sPEB7efnh3Xr1jG/G/XdrurPNrx69Qrbt2/Hvn37OjQuaXv27Bl8fX1RXFyMmpoa2NnZQUNDA+Hh4aiursby5cvZDlEuNLfb0XDoc2cxadIkpKWl4dy5c0hISICNjQ0GDx6MQYMGtTqB3r59u4yi/B9l3Dl3d3eHkZFRq8p632bRokUIDg7GsmXL5Op6VJmpqKhgw4YNKCgoQG5uLlRVVWFhYdHueWYKmQzNmTMHgYGB8PT0hKWlpdg2LhtziJRxMrmRkREyMjLEErn6mU/p6enQ0NBQ2LlPERER0NPTg4GBAVO+IIk8J3Tt0XB3xNPTU+z+1pS4XL9+Herq6hJ/jhwORyorxY8fP5b4hqevr4/Hjx8DAPr06YMXL160+DkrKytx69Yt8Hg8PHz4EAMGDMC0adPaHSub2PiATkpKEkmoL1y4gFGjRjHJUF1dHQoKCjokFlk6deoULC0t4e/vj8WLFzO3Ozk54fvvv2cxMvnG5/Nx48YN8Hg85OTkKOTnYXvUD3StqKhAWloaUlNTERoaisePH6NPnz7YvXs3uwE20tzOuaKQ9DtmZWUFf39/qb0X7d+/H1VVVVi7di3r87Q6GxMTE6mO6VDIZKi+Hrlxa8l6bLzRKmObRldXV4SEhMDa2lokIVq1ahVycnIQGhqK6dOnK+zFI01f/p/2JiutbedaWFiIo0ePtup1TU1N8euvv+Kjjz5iyjZqa2vx66+/MuebSkpKmh18WC89PR2RkZG4c+cODAwMkJeXhx07dih096R68vABraylIxkZGdi1a5dY2ZCenh5KSkpYikp+paSkgMfjIT4+Hvr6+nB2dsaKFSvYDos1QqEQAoEAtbW1qKmpQW1tLZ4+fSrymMLCQvD5fFhaWjK33bt3D7t27QKAZj+zOBwOzp49K7V4s7OzkZeXBw6HAzMzM6mV4XUUSSWtAoFA5GfbHvLcLVeZBAQEwNPTE+rq6k12ua3X1r8ThUyG5LEeub1bdPLo3XffZVpsDhkyBCYmJuBwOMjPz8e9e/dgbW2Nd999V+L35uTkYOvWrXK9AtjZpy8LBAJcunQJt2/fRnFxMWpra5nbORwOTp8+LfJ4oVCI58+fS+W1Kysrm9yJa8qSJUuwd+9erFixgknOHz9+DIFAgK1btwJ4U08/YcKEJp/jwoULiIqKQmVlJUaNGsWcrfnggw/k6gxie9AHtOwIBAKxGXLAmyRcQ0ODhYjkz/PnzxEdHY2oqChUVVXBxcUFdXV12LRpE8zMzNgOjxUnT55EWloa/vnnH2hpaWHQoEF45513YGNjI9ZYJjAwEObm5swF+9OnT/HVV1+hT58+6NWrF+7duwdXV1eRNvUZGRm4evWq1BYhXr58if379yM1NZWp/ODz+Rg8eDDWr18PbW1tqbyOLHVESWtbB3yS1snJyWHO8sqqzFYhkyF5HmCal5cncmFZTxHna6ioqOCzzz7D5cuXcfPmTaSlpUEoFMLY2Bhz5szBu+++K7ZCShTHuXPnwOPx8O677yIkJATvv/8+nj17Bh6PJ7Fsrry8HKtXr24ywX3+/DkSExMl/v5L4wLd2toahw4dQmxsLJ48eQKhUIgRI0YwK37Am92+5pw5cwbTpk2Dp6en0jbIYOsDuvGKtTLuutrZ2eHy5cv46KOPALz5f6ysrERoaCiGDh3KcnTs8/PzQ3p6OhwdHUUa0URERLAdGqtevHiBcePGSUx+GsvOzhaptrhx4waMjY2ZShgej4crV65g5cqVyM/PR3BwMP7880+4urpizpw5Uon35MmTeP36Nb755hsmgc3Ly8OhQ4dw8uRJrF+/XiqvI0sdVdJaWFiI6OhoFBYWwsvLCzo6OkhKSoKurm67GmWQ/2m4ASKrzRCFuZLNzc2Fubk5uFxuk/NG6rHRrKCoqAhff/01c3ahMXneIWmOiooKpk2bprClcKRpN2/exEcffQRHR0f8/PPPGDVqFIyMjMDj8fDo0SOxx1dWVjY5KPXevXvYu3cvDAwMUFBQAHNzczx79gxCoVCqpRXq6upMx7q2mD17NmJiYhAbG4tRo0bB3d293S2/5QGfzxdZwW2OrM74HTp0iGldXlNTg2PHjjHnORueJ1JkCxcuhI+PDzZs2ICamhocOHAAhYWF6N69O9atW8d2eKxLTk7GpEmTMH78eBgbG7Mdjlyora2FhoYGhg4dCkNDw7c+vqysDL169WK+vn//Pv71r38xX9vY2OD06dP4/vvvERMTA3t7e+zdu1eq72NJSUn4/PPPRXbyzMzMsGTJEnz55ZdSex1Z6oiS1tTUVPj6+sLa2hppaWn44IMPoKOjg9zcXERGRmLTpk1SeR3SND6fj5SUFJiamrZqHEhjCpMMbdmyBT/88AN0dHTeOm+EjcTj1KlT0NfXx+eff441a9bA19cX5eXl+PHHH/Hhhx92eDyEvE1950PgTZIRGhoKHR0dcDgc/PnnnyK1uQKBAFlZWU22aw4ODsaUKVPg6emJBQsWYNOmTdDR0cG3334r0v2tvQoKCpCamipxmOjMmTPf+v3vv/8+3n//faSmpoLH4+Gzzz6DkZERhEIhysvLpRZnR/Py8mLeH728vJp9rCzeH0ePHi3ytZub21sfo4h69eoFf39/3Lp1C9nZ2RAKhfDw8ICbm1uTCwWdyc6dO8Hj8eDt7Q1TU1O4u7u3a/aHMlBRUUF8fDxmzJjRosdraWmhtLQUenp6EAgEePjwIVOOzufzcf78eVRWViIvLw/bt2/HoEGDpB6zUCiUWPXRpUsXhTkP2BElrUFBQZgzZw6mTJki0sF08ODB+O2336TyGkTUf//7X9jY2GDixImorq7GJ598wpy7W7duHUaMGNGm51WYZOjgwYNMnao8Nit48OABtm/fDm1tbXA4HHC5XAwcOBBz587FqVOnmmz2oKjetvpcWVnZQZGQturVqxdevHgBPT09GBkZITMzE/r6+syHXcPaXBUVFfTu3RvvvfeexOfKz89nVsa7dOnCtLmuqqpCUlISIiMjRR5fVVXV6nivX7+O48ePo3v37mLDRDkcTouSoXo2NjawsbHBkiVLcOPGDURHR2PHjh3o378/RowYgSlTprQ6PjZ98cUXzJknNs5UdpZhpKmpqbC2tsbYsWMxduxY5va6ujqkpqbKdQl3R7CysoKVlRW8vLxw69YtREVFISAgAAKBAHfv3oWurm6nPFvl5OSEhISEFr2v2NjY4Oeff8bSpUvxxx9/QCgUYvDgwbhw4QIuXLgANTU16Ovry3SHxtbWFqdOncK6deuYXaqSkhIEBATA1tZWZq8rTR1R0vr48WOJO8La2toKvbgmz9LS0vD+++8DAOLj4yEUCnH69GnExMQgLCxM+ZOhhg0KmmpWIBAIkJiYyEozA4FAwMwL0NbWRklJCUxMTKCnp6cULWUbe9vqM5F/Tk5OuHfvHgYMGMAkQ1wuFxwOBxMmTGDawbaEmpoac06oZ8+esLCwgKmpKUpLS1FUVCSVM3NhYWGYM2cOpk+f3u7nqqehoYHx48dj/PjxePz4MXg8Hn799VeFS4YaXoR39gtyWfLx8WF24Bri8/nw8fFR2HJoaVNTU4OHhwc8PDxQUFDA/LsKCgqCnZ0d0/CkszAyMsIvv/yCjIwMieNAJk+ezPz5gw8+wK5du7B69WpwuVx4eXlBXV0dwcHBUFVVhYqKClRUVJqc7yeNURCLFy+Gv78/Vq9eDT09PQBAcXExLCwssHbt2nY/f0foiJLWbt264cWLF2IjDHJyckRKHYn08Pl8ZuEvKSkJzs7OUFNTg6OjIwIDA9v8vAqTDDUnPz8fUVFRiImJQXl5Oc6cOdPhMZibmyM3NxeGhobo378/wsPDoaKiguvXr7eoTljRyGNHP9I68+bNY/4cGxuLLVu2oKCgAIGBgfjPf/7TqucaMGAA0tPTYWZmBkdHR8THx8PCwgJZWVmwsbGROLfibbuLjVVUVMDFxaVV39MaFhYWWLRoEebPny+z1+goFRUVyMrKklhOqAzlamyS1Bji1atXrR6e2VmYmJhg/vz5mDt3LhITExEVFcV2SB0uMjISmpqayM7ORnZ2tsh9HA5HJBkyMDDAvn37kJeXB21tbeaiun4URHl5OdTU1JjzebKgp6eHr776Cnfv3kV+fj6EQiHMzMxgZ2cns9eUtvqS1ps3b+LRo0cyKWl1dXVFUFAQNm7cCA6HA6FQiPT0dAQGBr61mQ9pGz09PWRmZkJLSwtJSUlMM4/y8vJ2/b1yhIpSANpIZWUl4uLiEBUVhczMTNja2mLkyJEYPnw4K20fk5KSUFVVBWdnZxQVFWHPnj0oKCiAlpYWNmzYoDBby6RzWrlyJf7zn/9g6NChWLNmDfz8/Jr8d1S/UthQUVERKisr0bt3b1RVVWHXrl2orKyEkZERFi5cKLZby+fzsXv37lYNGzxy5Aj69evXrgYKnUFiYiK+++47VFZWQkNDQ+zinQYBtl79KnxCQgIcHBxELkQFAgFyc3NhYmKCzz77jK0QCSEdrLa2FocPH8atW7cAAFwuFwKBAK6urszOHpGu33//HadPn4a6ujqTtHO5XFy5cgXx8fFtXqhXuGQoMzMTkZGRuH37NoyNjZnM/Ouvv5a7GQbl5eXo1q2bwreYFQgEiI6Oxr1791BWViZ2KJF2iRRHYmKixNvrz/VIOnDaWEtKgebNm4elS5eKnKuo9/r1a3z55Zfg8/nYt2/f24P+/86fP49Lly7B0dERFhYWYsNEG66udmbr1q3D0KFD8cEHH4iV45C2OXz4MAAgJiYGLi4uIiuQKioq0NfXx7hx4xRi/gphV/0llzxeF6SkpODEiRPYvXu3WNdJPp+Pbdu2YdmyZTJp2iALsbGxiIiIwNOnT/Hll19CX18fly5dgqGhIYYPHy611yksLEROTg4EAgH69u1LnRRl7OHDh3j+/Dns7OyYHfm//voLmpqabR6crlBlchs2bEB1dTVGjRoFX19fJvkJDg5mOTLJlGWI46lTpxAdHQ1HR0fqm6/g/P39m7yv8bpIa5p+HDp0CGPHjmXOq6xduxbfffcdunXrBicnJ+ZxlZWV2L17N8rLy+Hj49Oq2K9fvw51dXWkpqaKDWxtXGrSmZWUlGDSpEmUCElRfYMIfX19vPfee1QSR1otJiYG4eHhKCwsBAAYGxtj6tSpclVOdfnyZYwbN05i+31NTU288847uHTpkkIkQ9euXUNISAjeffdd/PLLL8xCn5aWFn777TepJkP1nf8MDQ3FFumI9PXr1w/9+vUTuc3R0bFdz6lQyVBhYSFGjRoFW1vbdvUTl5avv/4aq1atgqamZpOHGetJ41AjW+Li4rBhw4Z2/7IR9rVkVyc6OhqjRo1qVU3669evsXv3bujq6mLMmDEYM2YMFi9ejG+//Rbe3t6wtbVlEqFXr15hx44d6NGjR6tiP3ToUKse31nZ29vj4cOHSnlWkW2Szr4R8jaXLl1CSEgIJkyYgIEDB0IoFCIjIwPHjh1DWVmZ3DRsyc3NFTlL2pi9vT0uXrzYgRG13ZUrV/DRRx/ByckJv/76K3O7paVluw7aN1RVVYWTJ08iJiYGAHDgwAEYGhri5MmT6NWrl1Sb/ZA3hEIh/vjjD9y/f1/imdi2XmsrVDJ06NAhREdH49ixY8wOkaR5Fh1FU1OT2eqW1SBDeaCiogIjIyO2wyBSFhMTg5EjR4olPa6urrh161arDtpv3rwZr169YtpUnzt3DkOGDIGzszP8/f2xZcsWhISEoLS0FD4+PujZs2e7Ym9vqYmnp6fErmCvXr3C0qVLFa4rWMPyR0dHR/z000/Iy8uDhYWF2LwQaXT266xKS0sRGBiIlJQUiR/EivZ7QzrGlStXsHTpUpH31OHDh8PMzAznzp2Tm2To5cuXEucL1evSpQvKyso6MKK2e/r0qcSB3127dpXa6I/g4GDk5uZix44dIudf7ezsEBoaSsmQDJw6dQqRkZEYPHgwMxdRGhQqGerVqxczNDElJQU8Hg+ff/45c6bFw8MDJiYmHRZPw9kayjxnY8qUKfjtt9+wZMkSsV88Pp8PgUAgVhJYXl4OLper1Emiojt8+DAcHBzEEoJ58+ZBKBQy5yQaa+qCr3v37pg8eTImT56MR48eISoqCpGRkeBwOPDx8YGuri6+/PLLdrUclXWpSU1NTbMXA/JKUvnjL7/8IvGxdMHedocPH0ZxcTFmzJghNuuKkKaUlpbC2tpa7HZra2uUlpZK/J6kpCSoq6szZyCuXr2KyMhImJmZYcmSJTIpw+/VqxceP37c5OJnbm5uuxeyOoqBgQFycnLEmvf8/fffUjtfnpCQgPXr18PKykrkvcDMzAxFRUVSeQ0i6saNG9i0aZPUK5UU71P//7O1tYWtrS34fD5u3LiBqKgoXLx4Eebm5m8tWZOF6upqCIVCpk7/2bNniI+Ph5mZGezt7Ts8HmlKT0/H/fv3kZSUBDMzM5GLxYyMDMycORMTJkwQ+Z64uDj8+eef+OSTTzo6XNIKki7mPvzwQ4SEhODjjz8G8Gag5KNHjxATE4PZs2e/9TlfvHiB7777Ds+ePUNdXR169uyJkpISPH/+HH5+fiIftK3Z0pZGqUnDqeCRkZEiZz8EAgHS0tLkogS3tSjB6Rjp6enYuXMn+vTpw3YoRIEYGRkhLi6OGRZZLy4ursnEIzAwkClZe/z4MQIDA/Huu+/i/v37+PHHH2WyADt06FCEhITAwcFBrE1xdXU1QkNDFaZcfurUqThx4gRqamogFAqRlZWFW7du4fz581ixYoVUXqOsrExsMRGgofOypKmpKZMScIVNhuppampiwoQJmDBhAnJycsDj8ViJY+/evXBycsL48eNRUVGBTz/9FCoqKigrK8PChQsVuh1w40PwDVVUVGDw4MFitw8ePBhnz56VdWikDbZs2cIkQTt37hQ58CkQCPD06VMMHTpU5IDpiBEjYG5ujri4OHh4eIg9Z21tLRITExEdHY3k5GRoaGjAwsIChoaGTPJcVFSEBw8ewNLSsk1xS6PU5PLly8yfIyIiRFqfqqiowMDAAMuWLWtTfET56erqipXGEfI2s2bNwv79+5GWlgZra2twOBykp6cjJSUFGzZskPg9T58+ZXYw/vjjDzg6OmLu3LnIzs6Gn5+fTOJ8//33cefOHaxbtw4TJ06EiYkJOBwO8vLy8Pvvv0MgEIgldPJq7NixqKurw08//YTq6mp8++236NWrF7y8vDBq1CipvEa/fv3w119/YdKkSQD+t7gYGRkJKysrqbwGETVr1iycO3cOq1atktq8KEAJkqGG+vTpg8WLF7Py2o8ePcLChQsBvHnj6tGjB7766ivcuXMHoaGhCp0MNbcCdfv2bYntmOvq6lBdXS3LsEgb1Sc5OTk5sLe3F9kdqW8TPGLECLHv69+/P44ePSrxOT/66CMIBAKMGjUKfn5+ElfOy8vLsXXr1javaLal1KSx+iYMPj4+2LRpk9J0fARa1hZ36dKlTMc/0nqLFi1CcHAwli1bJjZ1npCmjBgxAr6+vrh06RISEhIAAKampvD19ZV4rgV4815c/xl67949ZhFIS0sLr1+/lkmcPXr0wJdffonjx4+Ldel1cHDAkiVLWt34hg11dXW4ceMGhg0bhnfeeQdlZWUQCoUSd3HaY+7cufD19UVeXh7q6urw22+/4Z9//kFmZmaru6WSlnFxccGtW7ewdOlS6Ovri5W1f/XVV216XqVKhthUVVUFDQ0NAEBycjKcnJzA5XIxYMAAPHv2jOXopKOsrAwFBQUA3kwV19bWRr9+/XD9+nWxJPTatWtt3gEgslXfEUtfXx8jR46UuLqSk5MjktBUV1fj6tWrTZ73WbhwIUaMGCHxuUpKStCrVy9oaWm1qyNcW0pNmtJ4NpZAIMDjx4+hp6ensAlSS9riXr58mZKhdti/fz+qqqqwdu1aqKmpibXRpYG2pCmWlpZM6XFLDBw4EAEBAbC2tkZWVhazg/TkyRPo6urKKkzo6+vjk08+QXl5OXM208jISKHeF7t06YLjx48zc+xkNf/L2toau3btQnh4OIyMjJCcnIy+ffti9+7dsLCwkMlrdnaHDh1CdnY23NzcOm8DBXlmZGSE+Ph4ODk5ITk5mSnZKSsrY5IkRVVZWYmTJ08iNjaWKRHhcrlwd3fHjBkzsGfPHuTm5sLW1hbAmxXqrKwsbNu2jc2wyVuMGTNG5Ov683enTp2CQCBAt27dmPtev34NNTU1rFmzRuJzSWpgUFpairCwMERGRiIoKKjd8bal1KQpp0+fhoWFBTw8PCAQCPDFF18gMzMTqqqq8Pb2llj6Ke+UqS2uvKrf/SdE1pYsWYLjx4/jzp07WLZsGbMQ9ffff3fIOWQtLS30799f5q8jKwMGDMCjR4/EGihIS21tLX744QfMmDGjyc9FIn1///03PvvsszYPV20KJUNSMnPmTBw4cAABAQEYMmQIUy9av1KgyH788UekpaVh69atTJlSeno6Tp06BRUVFezevRvh4eG4ffs2VFVVYWFhgRUrVtAUZgVR35kxPj4e+vr6GDp0KPr16wc9PT0AbxJfbW1t9O/fX2x1sKKiAidOnEBycjJUVFQwbdo0TJw4EefOnWMamqxcuVIqcbal1KQpt2/fZtryJyYm4unTp9i3bx9iY2Nx9uxZ7Nq1SyoxdyRlaosrrxovIBDSHE9Pz7c+hsPhSDxfq6enB29vb7HbFy1aJI3QlN748eMRGBiIkpISWFpaig2h7t27d7ueX0VFBfHx8ZgxY0a7noe0jq6urkw2GCgZkpIRI0Zg4MCBePHihcg/siFDhjTZfEBR3LlzBxs3bhRZLXd0dISqqir27duHZcuWtWr7n7Dv+fPniI6ORlRUFKqqquDi4oK6ujps2rSpybajxcXFYl2Mzpw5g7S0NIwePRrJyckICAhAcnIyqqur8emnn0q9JKu1pSZNKS8vZ2rf//77b7i4uMDExAQeHh64cuVKu5+fDcrUFlfe8Pn8Fj2ORgmQhprrlpmRkYGrV6+2qCFHdXU1amtrRW6j37Xm7d+/H0DTpavS6MDp5OSEhIQEuZkT1RksWLAAP/30k9TPbSpMMtSwJe7bTJ48WYaRNK1Hjx7MBRafz0dKSgpMTEwUslVvQ1VVVSIHD/l8PjQ1NaGjo4OqqqpmLxToDVv++Pn5IT09HY6Ojli8eDEcHBzA5XIRERHR7PeVl5cjJiZGJBn666+/sHLlStjZ2aGoqAgff/wxjI2Npbp6KYsLUR0dHeTl5aFnz55ISkrC0qVLAbz5XW/YYU6RKFNbXHnj5eXVosdRi3PSUMOOnPXy8/MRHByMP//8E66urpgzZ47E762srERQUBBu376NV69eid1Pv2vNO3jwoMxfw8jICL/88gsyMjIk7j6xdS2qzL777juZnNtUmGSoYUtc4M1ZnOrqauYCiM/nQ1VVFTo6Oqz8Av73v/+FjY0NJk6ciOrqanzyySd4+vQpAGDdunUSu3MpCisrK4SGhmLNmjVQVVWFl5cXDh48iHPnzqG6urrZCwV6w5Y/ycnJmDRpEsaPH9/uUsYXL14wO0mGhobo2rWrxNbb7SGLC9ExY8Zg37596NmzJzgcDuzs7AAADx486NDBzdKkTG1x5U3jhhuEtFZJSQlCQ0MRExMDe3t77N27t9lD9j/99BPu37+PpUuX4uDBg1iyZAlKSkpw/fp1zJ07twMjV0yyOivUUGRkJDQ1NZGdnY3s7GyR+zgcDiVDMiCrc5sKkww17EJ18+ZN/P7771i5ciVz4VJQUICjR4/inXfeYSW+tLQ05kIjPj4eQqEQp0+fRkxMDMLCwhQ6GVq0aBF8fX2xcuVK9O7dG3369MHWrVuhqqqKVatWUYtZBbNz507weDx4e3vD1NQU7u7uGDlyZJueSyAQiJxT4XK5Iq26paHhhahQKISfnx9WrFjRZGe7lpg9ezYsLCxQXFwMFxcXdO3aFcCb+KdPn97ekFmhLG1x5RF14CNtxefzERYWhqtXr6JPnz7Yvn07Bg0a9Nbv+/PPP7FmzRoMHjwYR44cwaBBg2BkZAR9fX3cvHmTOfNIJHv16hW6d+8O4E2Jd2RkJKqrqzFs2LAW/fxboj3dUUnbyOrcpsIkQw2FhIRg48aNIiu4JiYmWLhwIb755htW3iT4fD5zuDwpKQnOzs5QU1ODo6MjAgMDOzweabKwsMC3336L2NhYFBQUICEhAbNmzcK4ceNw+/ZtDBgwgLmYJPLPysoKVlZW8PLywq1btxAVFYWAgAAIBALcvXu31QcUDx06xPz919TU4NixY2LlAs3Vzr9N4wvR+pb17Z1CXb9A0XAelqIfkFeGtriEKIsLFy7gwoUL6NGjB9atWyexbK4p5eXlzEKjhoYGysvLAbxpuX3s2DGZxKsMHj9+jK+++grFxcUwNjbG+vXrsXv3blRVVYHD4eDy5cvYuHGjwp/lJtI9S6eQydCLFy9QV1cndrtAIMDLly9ZiOhN55fMzExoaWkhKSkJ69evB/DmDU2aU3LZoqqqyuy6XblyhZkpc/jwYTg4OEh9mBmRPTU1NXh4eMDDwwMFBQXYs2cPgoKCEBAQAB0dHbEJ2hUVFWLPUT8IsJ6irFYKBAKEhYUhIiICL1++xIEDB2BoaIizZ8/CwMBA6qV+HU3R2+ISogyCg4OhqqoKIyMjxMTEICYmRuLjJC0WGRoa4tmzZ9DX14eZmRni4uLQv39/JCYmiow9IKJ++uknmJubY+3atYiNjcWePXswdOhQrFixAgBw8uRJXLhwQSrJUEBAgMTbORwOunbtCiMjIwwfPpwWo6RIVmfpFDIZsrW1xdGjR7FixQpYWlqCw+Hg4cOH+OGHHzBkyBBWYpo8eTK+++47qKurQ09Pj1nNTktLU4rhWwUFBbhy5Qry8/PRtWtX+Pj4MBfCt2/fbnInofHFMpFPJiYmGDhwIIRCIYqLi1FYWCi2wqKpqSn299mwmYIiCQsLQ0xMDObPn4+jR48yt1tYWODy5csKnwwRQtjn7u7e5qGQY8aMQU5ODmxsbDB9+nTs2bMHV69eRV1dHc27asbDhw+xfft2pqQ/MjISEyZMYBrjTJo0CZ999plUXisnJwfZ2dkQCARMpdKTJ0/A5XJhamqKa9eu4ccff8SuXbua7NJKWkdWZ+kUMhlatWoVDh06hE8//ZTpJFFXVwcHBwcm++9oEyZMQP/+/fH8+XPY2dkx//AMDQ1bNGtAnv3xxx84cOAALC0tYWVlhe7du+Pvv//GmTNnmBkJTb3hUzKkOBQpsWnv1OmYmBgsX74cQ4YMESk56d27NwoKCtobHiGEYPXq1W3+3obtmm1tbbF//348fPgQhoaG6NOnjxSiU04Nxyaoq6tDTU1NZGemW7dueP36tVRea9iwYejWrRtWrVol0szr+++/x8CBAzFu3Dhm/qS0ErDOTlZn6RQyGdLW1sYnn3yCgoICFBQUQCgUwtTUlPUuUP369UO/fv1EblOGVrY//fQTpk+fLpbUhYaG4ueff8aBAweoTI7IzNdffy3ytTTOJZWUlEicxyMUCsVqkAlpjkAgwF9//QUej4ctW7awHQ5RQtXV1dDT02MGYZPmNV4sa+/iWVPCw8Px+eefi1RRaGpqYtasWfjyyy8xefJkzJw5E7t375bJ63dGsjpLp5DJUL36H4ihoaFYr/GOdvjw4WbvV6RV98ZKS0sl7vC4ubnhwoUL0NbWZiEq0lk0LteTxrkkc3NzpKWlibVfvX37Nvr27dvu5yfK78mTJ4iKikJMTAzKy8thb2/PdkhEiSj7uUZZaq6pT01NjdReh8/n4+XLl2IlcGVlZczuU7du3WiBTYpkdZZOIZOhqqoqnDx5kjmMWP8mcfLkSfTq1YuV1riND5fX1dXhn3/+QUVFBWxtbTs8HmkaPHgw0tLSmJX03NxcmJubIz09HX379sXjx4+b/N7evXt3VJhEScliIWHmzJk4ePAgSkpKIBQKcefOHRQUFCA2Nhbe3t5Sfz2iHKqrqxEXF4eoqChkZmZCIBBg4cKF8PDwkHpLedK50bnGtmlJUx9ple8PHz4cR44cwYIFC9CvXz9wOBxkZWUhMDCQ6RyYlZXV7nl+5H9kdZaOIxQKhVKMs0OcOnUKGRkZWLRoEXbv3o2vv/4ahoaGSExMRGhoKPbu3ct2iADerOwcP34choaGmDZtGtvhtNm1a9cQGhoKFxcXDBgwAAcPHsSYMWPw999/4+XLl+BwOKj/NWq8HU1DV4m8SkpKwvnz55GdnQ2hUIi+ffti5syZtMJPxGRlZSEyMhJxcXEwMTGBm5sbRo4ciZUrV8Lf358ORxOpW7t2LXOuccGCBfD394ehoSHy8/Oxbds2nDp1iu0QO73KykqcPn0asbGxTIfjLl26YPTo0Vi4cCHU1dWRk5MDAHTOS0aePXuG7Ozsdp+lU8idoYSEBKxfvx5WVlYiF99mZmYoKipiMTJRXC4XU6ZMwY4dOxQ6GTpx4gSAN0nRtWvXAADR0dHMz75hPn3w4MGOD5CQNnBwcICDgwPbYRAFsG3bNkycOBF+fn6sn00lnQOda5RvAoEA2dnZmD9/PhYtWoSioiIIhUIYGRmJ7BJTEiRb+vr6YuXubaGQyVBZWZnEA/uVlZUsRNO8wsJCiTORFAnt7hBlc+bMGQwePBjW1tZijRgIaczW1hZRUVEoKyuDu7s77O3tZXYomxCAzjXKOy6Xi927d2Pfvn0wMDCgIwEy9uDBA5SXl2Po0KHMbTExMQgNDUVVVRWGDx+OxYsXM2fFWkshk6F+/frhr7/+wqRJkwD8rzQrMjJSbFBkR2k8fEsoFKK0tBR//fWXUreXPn/+PHR0dMTql3k8HsrKylg5v0XI22RnZ+Pq1auoqalB3759MXjwYNjY2GDgwIF09oOI2bZtG4qLixEdHY1jx46huroaI0eOZDssosToXKP8s7CwQFFREdPMi8jOuXPnYGNjwyRDjx8/xvfff4/Ro0fDzMwM4eHh6NmzJ2bPnt2m51fIM0MZGRnw9fWFq6sroqOj8e9//xv//PMPMjMz4ePjA0tLyw6PycfHR+RrDocDbW1t2NraYuzYsax3u2uve/fu4fLly8jPzwcAmJqaYvLkyTh69Cg+/vhjWFtbizz+wYMH2L9/Pw4dOsRGuIS8lUAgQFZWFlJTU3H//n1kZmaiuroalpaW1AqVNOvu3bvg8XhISEiAnp4enJ2dMWLECFY+e4jyonON8i05ORlBQUHw9PSEpaWlWJVB406opO2WL1+OrVu3MuNrzpw5g9TUVOzatQvAmx3T0NBQ7Nu3r03Pr5A7Q9bW1ti1axfCw8NhZGSE5ORk9O3bF7t374aFhQUrMX3xxRdN3ldSUoJevXp1YDTSdfXqVQQEBMDZ2ZnZjXvw4AH8/PwAAD179hT7Hm1tbZSWlnZkmIS0CpfLhZWVFbS0tNCtWzdoaGggISEBhYWFbIdG5JydnR3s7OxQXl6OGzduICoqChcuXKCSYiJVdK5Rvvn6+gJAk0276P1AeioqKkSOx6Smpor82+jXrx+eP3/e5udXyGQIeLM9uWbNGrbDaFZpaSnCwsIQGRmJoKAgtsNps/Pnz2PhwoWYOHGiyO3W1tY4ffo00tPTxbaJMzIyJCZJhMiDa9euITU1FampqRAIBBg4cCBsbGwwY8YMqv0mLaalpYVJkyZh0qRJyM7OZjscooRqa2vx8uVLNC7ioQGs7GtuEZxIl46ODp4+fQo9PT3U1tbi0aNHIiVxlZWV7arAUshkyNPTEz/88INYE4VXr15h6dKlHZqNV1RU4MSJE0hOToaKigqmTZuGiRMn4ty5c7h48SLMzc2xcuXKDotHFl6/fi1xdar+EHFAQADq6uqYeUr37t1DUFAQpkyZ0sGREtIyJ06cgLa2NqZMmYJ///vfVM5AmvXkyROEhIRg+fLlYr8rfD4fx44dw5w5c1iKjiijJ0+e4MiRI8jIyJB4P+06sM/GxobtEDoNBwcHBAcHY968eUhISICamhoGDRrE3J+bmyux+2JLKWQy1JSamhqoqHTs/9KZM2eQlpaG0aNHIzk5GQEBAUhOTkZ1dTU+/fRTpfjHMmzYMMTHx2Pq1KkityckJMDJyQn6+vo4fvw40+5TVVUV06ZNw3/+8x82wiXkrTZt2oS0tDTExcUhNDQUvXv3ho2NDQYPHoxBgwZREwUiIjw8HHp6ehKTZk1NTejq6iI8PBzLli1jITqijA4fPgwulwtvb2+qspBjaWlpiIiIwNOnT7Fx40b06tULsbGxMDAwwMCBA9kOT2nMmTMHX3/9NXbs2AF1dXWsXr1a5Ho/KioKdnZ2bX5+hUqGfvvtN+bPkZGRIhcsAoEAaWlpMDU17dCY/vrrL6xcuRJ2dnYoKirCxx9/DGNjYyxatKhD45AlU1NThIWF4f79+0y3vgcPHiAjIwNTpkyBhoYGZs+ejZcvX2LMmDEwNjZuc3tDQjqCk5MTnJycALxZ2U9LS8Mff/yBvXv3gsPhIDg4mOUIiTxJS0trtix75MiROHDgQAdGRJRdTk4O9uzZ0+HXNKTl/vjjDxw8eBCurq549OgRampqALyppjl//jw++eQTliNUHtra2ti5cyf4fD7U1dXB5XJF7t+4cWO7FjEVKhm6fPky8+eIiAiRH4aKigoMDAw6fGXuxYsXzPRxQ0NDdO3aVazNtKLj8Xjo1q0b8vLykJeXx9yuqakJHo/HfM3hcLBgwQI2QiSk1crLy5lOcqmpqXj8+DG6d++uFLu5RLqePXsmcbZdve7du7fr8C4hjZmZmeHVq1dsh0GaERYWhmXLlmH06NGIi4tjbre2tsbPP//MYmTKq6mSdi0trXY9r0IlQ/Vtmn18fLBp06Z2/89Lg0AgENmq43K5Sldi87b22FlZWfjjjz9QXFyMr7/+WuS+zZs3yzI0Qtpk8+bNyMvLg5aWFgYNGoRx48bBxsaGtW6URL5pamqiqKioyUnnhYWF0NDQ6OCoiDKbN28efvrpJ3zwwQewsLAQOxxO5xzZV1BQIHJupZ6Ghgb4fD4LEZG2UqhkqJ68dfA4dOgQUxZWU1ODY8eOifWbV9ak4NatWzh48CDs7e1x9+5d2NnZobCwEKWlpUwZEiHy5p133qHkh7TYoEGDcOXKFaZJTGNXrlyReFFESFvVz0/ZuXOnxPupgQL7evbsicLCQrFuupI67BL5pjDJUEBAADw9PaGuro6AgIBmH7tw4cIOigoYPXq0yNdubm4d9tqy1NKfd2xsLNN2e8GCBfDy8oKBgQF++OEHOvRJ5FbjNvGENOc///kPtm3bhm+++QbTpk2DiYkJACA/Px8XLlxAcnIyc/FKiDTI26IvEffOO+/g9OnTWLlyJTgcDl68eIHMzEwEBgZi5syZbIdHWkFhkqGcnBzU1dUxf5YXq1atYjsEmWjpz7u8vByOjo4AgK5du6KqqgocDgfvvvsudu7cKdIHnhB5IRAIEB0djXv37qGsrAwCgUDkfroQIQ317dsXGzduxJEjRxAfHy9yX/fu3bFhwwZYWlqyFB1RRnR2Uf5NmzYNfD4fPj4+qKmpwRdffAEVFRW89957tOCmYDjCxpO8CGmFlStX4pNPPoGFhQX+7//+D9OmTYOrqysyMzOxe/fut+7iEcKGEydOIDo6Go6OjhJ3MJWpGySRnurqaiQlJaGwsBBCoRDGxsawt7cXK4smpC1yc3Nhbm4OLpeL3NzcZh9Lw6HlR1VVFfLy8iAUCmFmZqZ058Y7A4XZGSLyaeDAgbh79y4sLCzg4uKC06dPIyUlBffu3cOQIUPYDo8QieLi4rBhwwZmV5OQllBVVRU7CykQCJCYmAgej4ctW7awFBlRBlu2bGEGyr/td4nODLEvOjoaI0aMgLq6Ovr168d2OKQdFDIZqqysxK+//oqUlBS8fPkSjTe3Dh48yFJkyuXw4cNvfQyHw8HIkSMBANOnT0eXLl2Qnp4OJycnzJgxQ9YhEtImKioq7ZpWTciTJ08QFRWFmJgYlJeXw97enu2QiII7ePAgtLW1mT8T+RYYGIgTJ07gX//6F9zc3ODg4CDW9Y8oBoUsk9u/fz/S0tLg5uaGnj17gsPhiNw/efJkliJTLv7+/k3eJxAIcPfuXdTU1GDJkiWwsbGBubl5B0ZHSNtdvHgRRUVFWLJkidj7ByFNqa6uRlxcHKKiopCZmQmBQICFCxfCw8ODSmMI6WTq6uqQlJSEW7duISEhAaqqqnBxcYGbmxusra3ZDo+0gkImQ4sWLYK3tzcGDhzIdiiM1NRUWFtbi60K1NXVISMjQ6kOQyYkJOD06dN49uwZgDe7Q1wuF6tXr4arqyvL0REiWeMZWCkpKdDS0oKZmZnIrDBAeVvhk7bJyspCZGQk4uLiYGJiAjc3N4wcORIrV66Ev78/M3ibkPZITExs8WOHDRsmw0hIa1VVVSE+Ph43b97EvXv3oKuri++++47tsEgLKWSZXLdu3eRi4GpDPj4+TK1vQ/WdRpShvjc9PR1BQUHIycmBlpYW7O3tsXLlSqiqqiI4OBhBQUGUDBG51XhIIc3BIi21bds2TJw4EX5+fkxbbUKkrblqjMaU4ZpCmaipqcHe3h4VFRUoLi5GXl4e2yGRVlDIZMjT0xOhoaFYvXq1XHXxkVRu8+rVK4Uvn/jnn38QFBSE5ORkuLu7Y/369di8eTM+/PBD9OrVCwCwYMECREZGory8XO4SVUIA5W2DT2TP1tYWUVFRKCsrg7u7O+zt7am8kkgdJTiKp+GO0N27d6Gnp4dRo0Zhw4YNbIdGWkEhk6FLly6hqKgIy5Ytg76+vliJy1dffdVhsTQsvTl06BC6du3KfC0QCJCbmwsrK6sOi0eaiouLERoaihs3bsDR0VGkHITP54vsgqmrq0NNTQ18Pp+SISL3fHx8sHnzZnTr1k3kdj6fD39/f5ozRERs27YNxcXFiI6OxrFjx1BdXc00jiGEdE779+/Hn3/+CTU1NYwYMQI7duygs0IKSiGToeHDh7MdAqNh6Y2GhgZUVVWZr1VUVDBgwACMGzeOjdDabf369eBwOJgyZQqsra1RWFiIwsJCAIBQKERkZCTU1dUxePBg5ra8vDy8fv2aeQ6ahUDkUWpqKmpra8Vur6mpQXp6OgsREXmnp6eHmTNnYubMmbh79y54PB64XC78/f3h7OyMESNG0OBVIlWpqakIDw9Hfn4+OBwOTE1NMXXqVAwaNIjt0AjeVANt2LAB9vb21EVOwSlkAwV5dO7cObz33nsKXxLXkKenZ5P3Nfy1aa5chLb9iTypH2S4ZcsWbN++XWQXUyAQICkpCdevX8ehQ4fYCpHIocOHD8PLywsaGhoit5eXl+PGjRuIiopCbm4uvd8RqYmNjcWRI0fg5OTE7DZkZGQgPj6emhURImWUDElZWVkZCgoKAAAmJibMzABlU99J7m309fVlHAkhLddcgg+8Garp5eUFDw+PDoqIKAJPT0+JDXIays7Opp0hIjUbNmzAuHHjMGXKFJHbL126hMjISOzbt4+lyIifnx/WrVvHVAaFhYVhwoQJTNn1q1evsH37dvo7UiAKVSbX1IWMpqYmTExMMHXqVDg7O3dwVG9UVVXhxIkTiI2NZXZNuFwu3N3dsXjxYrlq9CANlOQQRXTw4EEIhUKsXbsWvr6+IosVKioq0NHRAZfLZTFCoqgoESLSVFRUJLF99rBhw3DmzBkWIiL1kpKSUFNTw3x94cIFjBo1ikmG6urqmEVxohgUKhlqavZHRUUFsrKy8N1330EgEMDFxaWDIwMCAgKQlpaGrVu3Mlva6enpOHXqFH788UcsW7asw2MihIjS19dHbW0t3N3doaWlRUk9aTHqHkc6kq6uLu7duwcjIyOR2+tn2BD5QQVWik+hkqHmGieMGTMGZmZmuHjxIivJ0J07d7Bx40ammQAAODo6QlVVFfv27aNkiBA5oaKigsTERMycOZPtUIgCWbdu3Vsfc+rUqQ6IhHQG7733Hk6dOoWcnByRBdaYmBgsWrSI3eAIUTIKlQy9jb29PWsHWKuqqiTWk+vo6KC6upqFiAghTRk+fDgSEhLE6vEJacqsWbPEBvcSIivjx49Hjx49cPHiRdy+fRsAYGpqivXr18tVR93OqvFOMe0cKzalSoaqq6tF5vx0JCsrK4SGhmLNmjVMe+3q6mqcO3dOYecMvY1QKERxcTF0dHREWooTIu+MjIzwyy+/ICMjA5aWlmJn+iZPnsxSZERejRo1qtkGCoRIS11dHcLCwjB27Fjs2rWL7XCIBA3nStbU1ODYsWPM50jD80REMShVMhQZGYm+ffuy8tqLFi2Cr68vVq5cid69e4PD4SAnJwddu3bFZ599xkpMsiYUCvHxxx/jv//9L4yNjdkOh5AWi4yMhKamJrKzs5GdnS1yH4fDoWSIEMKaLl26IDw8HKNHj2Y7FCJB478XNze3tz6GyDeFSoYCAgIk3s7n85GdnY3CwkLs3Lmzg6N6w8LCAt9++y1iY2NRUFAAoVCIkSNHws3NTSF3Tby8vFr0OIFAgFevXlEyRBQKzREihMizIUOGIDU1FQYGBmyHQhpZtWoV2yEQKVOoOUM+Pj4Sb9fQ0ICJiQkmTJhA3aGkJDo6ukWPy8nJQXZ2NpYuXQoLCwvZBkWIDNS/BVLNNyFEXkRERODcuXNwdXWFpaWl2EB3SW23CSFto1DJkLxJTExs8WOV9Y3Ly8sLVVVVqKurg4qKitguGHVXIvIqJiYG4eHhKCwsBAAYGxtj6tSpcHd3ZzkyQkhn97YB0Ww1iyJEGVEy1A5ve7NqSNHeuPh8fosed/PmzWbLAMeMGSOliAiRnkuXLiEkJAQTJkzAwIEDIRQKkZGRgd9//x2enp7UZY4QQgjpJCgZIhIpc6JHyOrVqzF79myxQ67R0dE4d+4cnSkihMiN6upqhTx7TIiiUKgGCvLGy8sL3377Lbp3747Dhw/Dy8sLGhoabIclFV988UWT91VWVjL1y5WVlc3uItFcDiKPSktLmUGGDVlbW6O0tLTjAyKEkAYEAgHCwsIQERGBly9f4sCBAzA0NMTZs2dhYGAADw8PtkMkRGlQMtQOtbW14PP56N69O2JiYjB//nylSYZsbGyavM/T0xM//PADdHR0qK6ZKCQjIyPExcXh/fffF7k9Li4ORkZGLEVFCCFvhIWFMdcVR48eZW63sLDA5cuXKRkiRIooGWoHKysr+Pv7w9LSEgBw8uTJJreylakV49atWxEXF4fo6GgIhULs2LGD7ZAIaZVZs2Zh//79SEtLg7W1NTgcDtLT05GSkoINGzawHR4hpJOLiYnB8uXLMWTIEBw7doy5vXfv3igoKGAxMkKUDyVD7bB27VpcvnwZRUVFAIDXr18r9eThlJQU8Hg8xMfHQ19fH87OzlixYkWTg25zcnI6NkBCWmjEiBHw9fXFpUuXkJCQAAAwNTWFr68va4ObCSGkXklJicRdaqFQiNraWhYiIkR5UTLUDj169MC8efMAvDmQvWbNGnTv3p3lqKTr+fPniI6ORlRUFKqqquDi4oK6ujps2rQJZmZmYo/n8/m4ceMGeDwecnJyqEyOyC1LS0t8/PHHbIdBCCFizM3NkZaWJjY78fbt27RgQ4iUUTIkJcrYfcrPzw/p6elwdHTE4sWL4eDgAC6Xi4iICLHHNrVrRAghhJDWmTlzJg4ePIiSkhIIhULcuXMHBQUFiI2Nhbe3N9vhEaJUKBmSotTUVISHhyM/Px8cDgempqaYOnUqBg0axHZobZKcnIxJkyZh/PjxMDY2Fru/tbtGhLCtJS3jORwOzp492wHREEKIZMOGDcP69etx/vx5AEBoaCj69u2LrVu3ws7OjuXoCFEuNGdISmJjY3HkyBE4OTkxLXszMjIQHx+P1atXw9XVleUIWy8zMxM8Hg+3b9+Gqakp3N3dMXLkSHz00UcYMGAAcnNz4ejoCDc3N2bX6IMPPoC/vz8lQ0Qu1Z8PkiQjIwNXr16FUChEUFBQB0ZFCCEtl5OTgz59+rAdBiFKg5IhKdmwYQPGjRsnNrn+0qVLiIyMxL59+1iKrP2qqqpw69YtREVFISsrCwKBAAAwfvx4TJ48WWTXiJIhomjy8/MRHByMP//8E66urpgzZw709PTYDosQQhh0HpcQ2aEyOSkpKirCsGHDxG4fNmwYzpw5w0JE0qOmpgYPDw94eHigoKAAPB4PPB4P165dQ0REBCwtLZldI0IURUlJCUJDQxETEwN7e3vs3bsXFhYWbIdFCCEMOo9LiOxRMiQlurq6uHfvnlgrzHv37kFXV5elqKTPxMQE8+fPx9y5c5GYmIjIyEg4OzsjKioKAQEBEAgEuHv3LnR1dZVmAC1RLnw+H2FhYbh69Sr69OmD7du3K+y5PkKI8qHzuIR0LCqTk5Jr167h9OnTGDt2LHNmKD09HTExMVi0aBH+/e9/sxyh7NXvGsXGxqKiogJ2dnbYunUr22ERwrhw4QIuXLiAHj164IMPPsDw4cPZDokQQhgNu7jSeVxCOgYlQ1IUHx+PixcvIj8/HwCYbnKd7YJLIBAgMTERUVFRlAwRueLp6QlVVVUMGTIEXC63ycdt3ry5A6MihJA35syZI7GLKyVDhMgOlclJQV1dHcLCwjB27Fjs2rWL7XBYx+Vy4eTkBCcnJ7ZDIUSEu7s7OBwO22EQQohEO3fuBI/Hg7e3t0gXV0KI7NDOkJR8+OGH+Oabb2BgYMB2KIQQQghRYJK6uC5cuBBjx46l87iESBklQ1Kyd+9eODk5YcyYMWyHQgghhBAlQedxCZEtSoakJCIiAufOnYOrqyssLS2hrq4ucr+kttuEEEIIIS1B53EJkQ1KhqTE09Oz2ftpQBohhBBCCCHyhZIhQgghhBBCSKfUdG9Z0mbV1dVsh0AIIYQQQgh5C0qGpEQgEODnn3/GRx99hAULFqCoqAgAcPbsWfB4PJajI4QQQgghhDRGyZCUhIWFISYmBvPnz4eKyv/GN1lYWCAyMpLFyAghhBBCCCGSUDIkJTExMVi+fDnc3NxEJtv37t0bBQUFLEZGCCGEEEWQnZ0NHx8f8Pl8sfv4fD58fHyQk5PT8YERosQoGZKSkpISGBkZid0uFApRW1vLQkSEEEIIUSQXL17E4MGDoampKXafpqYmhgwZgvDwcBYiI0R5UTIkJebm5khLSxO7/fbt2+jbty8LERFCCCFEkWRlZWH48OFN3j9s2DBkZmZ2YESEKD+Vtz+EtMTMmTNx8OBBlJSUQCgU4s6dOygoKEBsbCy8vb3ZDo8QQgghcq6kpAQaGhpN3q+uro4XL150YESEKD/aGZKSYcOGYf369fj7778BAKGhocjPz8fWrVthZ2fHcnSEEEIIkXfa2trNnjPOz8+HtrZ2B0ZEiPKjnSEpcnBwgIODg9jtOTk56NOnT4fHQwghhBDFMWTIEISFhUm8lhAKhTh//jyGDBnS8YERosQ4QqFQyHYQyojP5+PGjRvg8XjIyclBSEgI2yERQgghRI4VFhbC29sbJiYmmDJlCkxMTMDhcJCfn4+LFy/iyZMn2LNnj8SGTYSQtqFkSMpSUlLA4/EQHx8PfX19ODs7w9nZmZooEEIIIeStHj58iMOHDyMvL0/kdjMzM6xcuRL9+/dnKTJClBMlQ1Lw/PlzREdHIyoqClVVVXBxcUFERAT8/f1hZmbGdniEEEIIUTA5OTl48uQJhEIhTExMqNyeEBmhM0Pt5Ofnh/T0dDg6OmLx4sVwcHAAl8tFREQE26ERQgghREH16dOHSYBqa2tRWVkJdXV1doMiRAlRMtROycnJmDRpEsaPHw9jY2O2wyGEEEKIAouKisKjR48wYMAAuLm5ITg4GJcuXUJdXR1sbW2xfv16dO/ene0wCVEalAy1086dO8Hj8eDt7Q1TU1O4u7tj5MiRbIdFCCGEEAUTFhaGsLAwWFtb4+bNm0hPT0dCQgJmz54NLpeLK1eu4OzZs1i2bBnboRKiNCgZaicrKytYWVnBy8sLt27dQlRUFAICAiAQCHD37l3o6uo2O0CNEEIIIQQAoqOjsWLFCri6uuLhw4f49NNPsWHDBowYMQIAYG5ujmPHjrEcJSHKhZIhKVFTU4OHhwc8PDxQUFAAHo+HX3/9FUFBQbCzs8PWrVvZDpEQQgghcqy4uBgDBw4EAPTr1w9dunSBhYUFc3/v3r3x4sULtsIjRClRMiQDJiYmmD9/PubOnYvExERERUWxHRIhhBBC5FxdXR26du3KfK2iooIuXbowX3O5XAgEAjZCI0RpUTIkQ1wuF05OTnBycmI7FEIIIYQogLy8PJSWlgIAhEIh8vPzUVlZCQB49eoVi5ERopxozhAhhBBCiBzw9PRs0eNCQkJkHAkhnQclQ4QQQgghcuDZs2ctepy+vr6MIyGk86BkiBBCCCFEQeTk5DDDWAkh7UdnhgghhBBC5Bifz8eNGzfA4/GQk5NDZXKESBHtDBFCCCGEyKGUlBTweDzEx8dDX18fzs7OcHZ2Rt++fdkOjRClQTtDhBBCCCFy4vnz54iOjkZUVBSqqqrg4uKCuro6bNq0CWZmZmyHR4jSoWSIEEIIIUQO+Pn5IT09HY6Ojli8eDEcHBzA5XIRERHBdmiEKC1KhgghhBBC5EBycjImTZqE8ePHw9jYmO1wCOkUKBkihBBCCJEDO3fuBI/Hg7e3N0xNTeHu7o6RI0eyHRYhSo0aKBBCCCGEyJGqqircunULUVFRyMrKgkAgwMKFCzF27FhoaGiwHR4hSoWSIUIIIYQQOVVQUAAej4fY2FhUVFTAzs4OW7duZTssQpQGJUOEEEIIIXJOIBAgMTERUVFRlAwRIkWUDBFCCCGEEEI6JS7bARBCCCGEEEIIGygZIoQQQgghhHRKlAwRQgghhBBCOiVKhgghhBBCCCGdEiVDhBBCCCGEkE6JkiFCCCGEEEJIp0TJECGEEEIIIaRTomSIEEIIIYQQ0in9PwRqSV3lO3Q5AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2000[\"Operating Airline\"].value_counts().plot(kind=\"bar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "8cf16f37",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "United Airlines - Pre 07/01/2013     True\n",
       "United Airlines                      True\n",
       "SkyWest Airlines                     True\n",
       "French Bee                           True\n",
       "Alaska Airlines                     False\n",
       "                                    ...  \n",
       "Trans States Airlines               False\n",
       "Boeing Company                      False\n",
       "Etihad Airways                      False\n",
       "Harmony Airways                     False\n",
       "Samsic Airport America, LLC         False\n",
       "Name: Operating Airline, Length: 125, dtype: bool"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2000[\"Operating Airline\"].value_counts()>200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "af8be2cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "opv200_df=df2000[\"Operating Airline\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "770e55b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "United Airlines - Pre 07/01/2013           803\n",
       "United Airlines                            703\n",
       "SkyWest Airlines                           292\n",
       "French Bee                                 257\n",
       "Alaska Airlines                            180\n",
       "Southwest Airlines                         165\n",
       "Aeroflot Russian International Airlines    112\n",
       "JetBlue Airways                            108\n",
       "Sun Country Airlines                       102\n",
       "Mesa Airlines                               92\n",
       "Name: Operating Airline, dtype: int64"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "opv200_df.iloc[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "41dc3f83",
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"8\" halign=\"left\">Activity Period</th>\n",
       "      <th colspan=\"8\" halign=\"left\">Passenger Count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operating Airline</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ABC Aerolineas S.A. de C.V. dba Interjet</th>\n",
       "      <td>50.0</td>\n",
       "      <td>201878.360000</td>\n",
       "      <td>65.714832</td>\n",
       "      <td>201803.0</td>\n",
       "      <td>201809.00</td>\n",
       "      <td>201903.0</td>\n",
       "      <td>201909.00</td>\n",
       "      <td>202003.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>3907.580000</td>\n",
       "      <td>1621.211289</td>\n",
       "      <td>1090.0</td>\n",
       "      <td>2495.75</td>\n",
       "      <td>3896.5</td>\n",
       "      <td>5288.75</td>\n",
       "      <td>7448.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATA Airlines</th>\n",
       "      <td>271.0</td>\n",
       "      <td>200296.162362</td>\n",
       "      <td>213.059867</td>\n",
       "      <td>199907.0</td>\n",
       "      <td>200106.00</td>\n",
       "      <td>200310.0</td>\n",
       "      <td>200412.00</td>\n",
       "      <td>200802.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>17104.424354</td>\n",
       "      <td>14752.371021</td>\n",
       "      <td>48.0</td>\n",
       "      <td>938.50</td>\n",
       "      <td>18712.0</td>\n",
       "      <td>27503.00</td>\n",
       "      <td>49777.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aer Lingus, Ltd.</th>\n",
       "      <td>236.0</td>\n",
       "      <td>201601.355932</td>\n",
       "      <td>471.257991</td>\n",
       "      <td>200710.0</td>\n",
       "      <td>201408.00</td>\n",
       "      <td>201701.5</td>\n",
       "      <td>201907.00</td>\n",
       "      <td>202308.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>5682.161017</td>\n",
       "      <td>2050.314008</td>\n",
       "      <td>341.0</td>\n",
       "      <td>4037.00</td>\n",
       "      <td>5910.5</td>\n",
       "      <td>7346.25</td>\n",
       "      <td>9360.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aeroflot Russian International Airlines</th>\n",
       "      <td>114.0</td>\n",
       "      <td>200143.421053</td>\n",
       "      <td>141.902740</td>\n",
       "      <td>199907.0</td>\n",
       "      <td>200009.00</td>\n",
       "      <td>200111.0</td>\n",
       "      <td>200301.00</td>\n",
       "      <td>200403.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>1030.640351</td>\n",
       "      <td>355.174496</td>\n",
       "      <td>425.0</td>\n",
       "      <td>806.50</td>\n",
       "      <td>965.5</td>\n",
       "      <td>1218.75</td>\n",
       "      <td>2109.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aeromexico</th>\n",
       "      <td>352.0</td>\n",
       "      <td>201570.659091</td>\n",
       "      <td>431.634273</td>\n",
       "      <td>200703.0</td>\n",
       "      <td>201205.75</td>\n",
       "      <td>201601.5</td>\n",
       "      <td>201909.25</td>\n",
       "      <td>202308.0</td>\n",
       "      <td>352.0</td>\n",
       "      <td>8503.792614</td>\n",
       "      <td>4950.358603</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3286.50</td>\n",
       "      <td>9857.5</td>\n",
       "      <td>12245.50</td>\n",
       "      <td>20679.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WestJet Airlines</th>\n",
       "      <td>227.0</td>\n",
       "      <td>201474.872247</td>\n",
       "      <td>570.850496</td>\n",
       "      <td>200410.0</td>\n",
       "      <td>201106.00</td>\n",
       "      <td>201507.0</td>\n",
       "      <td>201908.00</td>\n",
       "      <td>202308.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>5903.722467</td>\n",
       "      <td>4267.117551</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1620.00</td>\n",
       "      <td>6667.0</td>\n",
       "      <td>8316.00</td>\n",
       "      <td>17488.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>World Airways</th>\n",
       "      <td>5.0</td>\n",
       "      <td>200787.000000</td>\n",
       "      <td>329.110924</td>\n",
       "      <td>200409.0</td>\n",
       "      <td>200501.00</td>\n",
       "      <td>200907.0</td>\n",
       "      <td>200907.00</td>\n",
       "      <td>201211.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>211.800000</td>\n",
       "      <td>71.338629</td>\n",
       "      <td>109.0</td>\n",
       "      <td>165.00</td>\n",
       "      <td>255.0</td>\n",
       "      <td>259.00</td>\n",
       "      <td>271.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XL Airways France</th>\n",
       "      <td>65.0</td>\n",
       "      <td>201553.415385</td>\n",
       "      <td>235.533695</td>\n",
       "      <td>201205.0</td>\n",
       "      <td>201308.00</td>\n",
       "      <td>201606.0</td>\n",
       "      <td>201709.00</td>\n",
       "      <td>201909.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>2469.430769</td>\n",
       "      <td>1333.918874</td>\n",
       "      <td>106.0</td>\n",
       "      <td>1377.00</td>\n",
       "      <td>2436.0</td>\n",
       "      <td>3666.00</td>\n",
       "      <td>5077.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xtra Airways</th>\n",
       "      <td>2.0</td>\n",
       "      <td>200608.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>200608.0</td>\n",
       "      <td>200608.00</td>\n",
       "      <td>200608.0</td>\n",
       "      <td>200608.00</td>\n",
       "      <td>200608.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>73.0</td>\n",
       "      <td>73.00</td>\n",
       "      <td>73.0</td>\n",
       "      <td>73.00</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZIPAIR Tokyo Inc</th>\n",
       "      <td>6.0</td>\n",
       "      <td>202307.000000</td>\n",
       "      <td>0.894427</td>\n",
       "      <td>202306.0</td>\n",
       "      <td>202306.25</td>\n",
       "      <td>202307.0</td>\n",
       "      <td>202307.75</td>\n",
       "      <td>202308.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5268.666667</td>\n",
       "      <td>932.136399</td>\n",
       "      <td>3988.0</td>\n",
       "      <td>4655.25</td>\n",
       "      <td>5352.5</td>\n",
       "      <td>6079.00</td>\n",
       "      <td>6175.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>134 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Activity Period                 \\\n",
       "                                                   count           mean   \n",
       "Operating Airline                                                         \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet            50.0  201878.360000   \n",
       "ATA Airlines                                       271.0  200296.162362   \n",
       "Aer Lingus, Ltd.                                   236.0  201601.355932   \n",
       "Aeroflot Russian International Airlines            114.0  200143.421053   \n",
       "Aeromexico                                         352.0  201570.659091   \n",
       "...                                                  ...            ...   \n",
       "WestJet Airlines                                   227.0  201474.872247   \n",
       "World Airways                                        5.0  200787.000000   \n",
       "XL Airways France                                   65.0  201553.415385   \n",
       "Xtra Airways                                         2.0  200608.000000   \n",
       "ZIPAIR Tokyo Inc                                     6.0  202307.000000   \n",
       "\n",
       "                                                                           \\\n",
       "                                                 std       min        25%   \n",
       "Operating Airline                                                           \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet   65.714832  201803.0  201809.00   \n",
       "ATA Airlines                              213.059867  199907.0  200106.00   \n",
       "Aer Lingus, Ltd.                          471.257991  200710.0  201408.00   \n",
       "Aeroflot Russian International Airlines   141.902740  199907.0  200009.00   \n",
       "Aeromexico                                431.634273  200703.0  201205.75   \n",
       "...                                              ...       ...        ...   \n",
       "WestJet Airlines                          570.850496  200410.0  201106.00   \n",
       "World Airways                             329.110924  200409.0  200501.00   \n",
       "XL Airways France                         235.533695  201205.0  201308.00   \n",
       "Xtra Airways                                0.000000  200608.0  200608.00   \n",
       "ZIPAIR Tokyo Inc                            0.894427  202306.0  202306.25   \n",
       "\n",
       "                                                                         \\\n",
       "                                               50%        75%       max   \n",
       "Operating Airline                                                         \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet  201903.0  201909.00  202003.0   \n",
       "ATA Airlines                              200310.0  200412.00  200802.0   \n",
       "Aer Lingus, Ltd.                          201701.5  201907.00  202308.0   \n",
       "Aeroflot Russian International Airlines   200111.0  200301.00  200403.0   \n",
       "Aeromexico                                201601.5  201909.25  202308.0   \n",
       "...                                            ...        ...       ...   \n",
       "WestJet Airlines                          201507.0  201908.00  202308.0   \n",
       "World Airways                             200907.0  200907.00  201211.0   \n",
       "XL Airways France                         201606.0  201709.00  201909.0   \n",
       "Xtra Airways                              200608.0  200608.00  200608.0   \n",
       "ZIPAIR Tokyo Inc                          202307.0  202307.75  202308.0   \n",
       "\n",
       "                                         Passenger Count                \\\n",
       "                                                   count          mean   \n",
       "Operating Airline                                                        \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet            50.0   3907.580000   \n",
       "ATA Airlines                                       271.0  17104.424354   \n",
       "Aer Lingus, Ltd.                                   236.0   5682.161017   \n",
       "Aeroflot Russian International Airlines            114.0   1030.640351   \n",
       "Aeromexico                                         352.0   8503.792614   \n",
       "...                                                  ...           ...   \n",
       "WestJet Airlines                                   227.0   5903.722467   \n",
       "World Airways                                        5.0    211.800000   \n",
       "XL Airways France                                   65.0   2469.430769   \n",
       "Xtra Airways                                         2.0     73.000000   \n",
       "ZIPAIR Tokyo Inc                                     6.0   5268.666667   \n",
       "\n",
       "                                                                         \\\n",
       "                                                   std     min      25%   \n",
       "Operating Airline                                                         \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet   1621.211289  1090.0  2495.75   \n",
       "ATA Airlines                              14752.371021    48.0   938.50   \n",
       "Aer Lingus, Ltd.                           2050.314008   341.0  4037.00   \n",
       "Aeroflot Russian International Airlines     355.174496   425.0   806.50   \n",
       "Aeromexico                                 4950.358603     6.0  3286.50   \n",
       "...                                                ...     ...      ...   \n",
       "WestJet Airlines                           4267.117551     2.0  1620.00   \n",
       "World Airways                                71.338629   109.0   165.00   \n",
       "XL Airways France                          1333.918874   106.0  1377.00   \n",
       "Xtra Airways                                  0.000000    73.0    73.00   \n",
       "ZIPAIR Tokyo Inc                            932.136399  3988.0  4655.25   \n",
       "\n",
       "                                                                      \n",
       "                                              50%       75%      max  \n",
       "Operating Airline                                                     \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet   3896.5   5288.75   7448.0  \n",
       "ATA Airlines                              18712.0  27503.00  49777.0  \n",
       "Aer Lingus, Ltd.                           5910.5   7346.25   9360.0  \n",
       "Aeroflot Russian International Airlines     965.5   1218.75   2109.0  \n",
       "Aeromexico                                 9857.5  12245.50  20679.0  \n",
       "...                                           ...       ...      ...  \n",
       "WestJet Airlines                           6667.0   8316.00  17488.0  \n",
       "World Airways                               255.0    259.00    271.0  \n",
       "XL Airways France                          2436.0   3666.00   5077.0  \n",
       "Xtra Airways                                 73.0     73.00     73.0  \n",
       "ZIPAIR Tokyo Inc                           5352.5   6079.00   6175.0  \n",
       "\n",
       "[134 rows x 16 columns]"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(\"Operating Airline\").describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "229d4cb0",
   "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>Activity Period</th>\n",
       "      <th>Activity Period Start Date</th>\n",
       "      <th>Operating Airline IATA Code</th>\n",
       "      <th>Published Airline</th>\n",
       "      <th>Published Airline IATA Code</th>\n",
       "      <th>GEO Summary</th>\n",
       "      <th>GEO Region</th>\n",
       "      <th>Activity Type Code</th>\n",
       "      <th>Price Category Code</th>\n",
       "      <th>Terminal</th>\n",
       "      <th>Boarding Area</th>\n",
       "      <th>Passenger Count</th>\n",
       "      <th>data_as_of</th>\n",
       "      <th>data_loaded_at</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operating Airline</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ABC Aerolineas S.A. de C.V. dba Interjet</th>\n",
       "      <td>202003</td>\n",
       "      <td>2020/03/01</td>\n",
       "      <td>4O</td>\n",
       "      <td>ABC Aerolineas S.A. de C.V. dba Interjet</td>\n",
       "      <td>4O</td>\n",
       "      <td>International</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>A</td>\n",
       "      <td>7448</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATA Airlines</th>\n",
       "      <td>200802</td>\n",
       "      <td>2008/02/01</td>\n",
       "      <td>TZ</td>\n",
       "      <td>ATA Airlines</td>\n",
       "      <td>TZ</td>\n",
       "      <td>International</td>\n",
       "      <td>US</td>\n",
       "      <td>Thru / Transit</td>\n",
       "      <td>Low Fare</td>\n",
       "      <td>Terminal 3</td>\n",
       "      <td>E</td>\n",
       "      <td>49777</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aer Lingus, Ltd.</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>EI</td>\n",
       "      <td>Aer Lingus, Ltd.</td>\n",
       "      <td>EI</td>\n",
       "      <td>International</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>G</td>\n",
       "      <td>9360</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aeroflot Russian International Airlines</th>\n",
       "      <td>200403</td>\n",
       "      <td>2004/03/01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Aeroflot Russian International Airlines</td>\n",
       "      <td>NaN</td>\n",
       "      <td>International</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>Terminal 2</td>\n",
       "      <td>G</td>\n",
       "      <td>2109</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aeromexico</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>AM</td>\n",
       "      <td>Aeromexico</td>\n",
       "      <td>AM</td>\n",
       "      <td>International</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>G</td>\n",
       "      <td>20679</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WestJet Airlines</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>WS</td>\n",
       "      <td>WestJet Airlines</td>\n",
       "      <td>WS</td>\n",
       "      <td>International</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Thru / Transit</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>G</td>\n",
       "      <td>17488</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>World Airways</th>\n",
       "      <td>201211</td>\n",
       "      <td>2012/11/01</td>\n",
       "      <td>WO</td>\n",
       "      <td>World Airways</td>\n",
       "      <td>WO</td>\n",
       "      <td>International</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>A</td>\n",
       "      <td>271</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XL Airways France</th>\n",
       "      <td>201909</td>\n",
       "      <td>2019/09/01</td>\n",
       "      <td>SE</td>\n",
       "      <td>XL Airways France</td>\n",
       "      <td>SE</td>\n",
       "      <td>International</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Thru / Transit</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>A</td>\n",
       "      <td>5077</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xtra Airways</th>\n",
       "      <td>200608</td>\n",
       "      <td>2006/08/01</td>\n",
       "      <td>XP</td>\n",
       "      <td>Xtra Airways</td>\n",
       "      <td>XP</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>US</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>A</td>\n",
       "      <td>73</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZIPAIR Tokyo Inc</th>\n",
       "      <td>202308</td>\n",
       "      <td>2023/08/01</td>\n",
       "      <td>ZG</td>\n",
       "      <td>ZIPAIR Tokyo Inc</td>\n",
       "      <td>ZG</td>\n",
       "      <td>International</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Enplaned</td>\n",
       "      <td>Other</td>\n",
       "      <td>International</td>\n",
       "      <td>A</td>\n",
       "      <td>6175</td>\n",
       "      <td>2023/10/20 03:06:37 PM</td>\n",
       "      <td>2023/10/20 03:08:13 PM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>134 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          Activity Period  \\\n",
       "Operating Airline                                           \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet           202003   \n",
       "ATA Airlines                                       200802   \n",
       "Aer Lingus, Ltd.                                   202308   \n",
       "Aeroflot Russian International Airlines            200403   \n",
       "Aeromexico                                         202308   \n",
       "...                                                   ...   \n",
       "WestJet Airlines                                   202308   \n",
       "World Airways                                      201211   \n",
       "XL Airways France                                  201909   \n",
       "Xtra Airways                                       200608   \n",
       "ZIPAIR Tokyo Inc                                   202308   \n",
       "\n",
       "                                         Activity Period Start Date  \\\n",
       "Operating Airline                                                     \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet                 2020/03/01   \n",
       "ATA Airlines                                             2008/02/01   \n",
       "Aer Lingus, Ltd.                                         2023/08/01   \n",
       "Aeroflot Russian International Airlines                  2004/03/01   \n",
       "Aeromexico                                               2023/08/01   \n",
       "...                                                             ...   \n",
       "WestJet Airlines                                         2023/08/01   \n",
       "World Airways                                            2012/11/01   \n",
       "XL Airways France                                        2019/09/01   \n",
       "Xtra Airways                                             2006/08/01   \n",
       "ZIPAIR Tokyo Inc                                         2023/08/01   \n",
       "\n",
       "                                         Operating Airline IATA Code  \\\n",
       "Operating Airline                                                      \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet                          4O   \n",
       "ATA Airlines                                                      TZ   \n",
       "Aer Lingus, Ltd.                                                  EI   \n",
       "Aeroflot Russian International Airlines                          NaN   \n",
       "Aeromexico                                                        AM   \n",
       "...                                                              ...   \n",
       "WestJet Airlines                                                  WS   \n",
       "World Airways                                                     WO   \n",
       "XL Airways France                                                 SE   \n",
       "Xtra Airways                                                      XP   \n",
       "ZIPAIR Tokyo Inc                                                  ZG   \n",
       "\n",
       "                                                                 Published Airline  \\\n",
       "Operating Airline                                                                    \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet  ABC Aerolineas S.A. de C.V. dba Interjet   \n",
       "ATA Airlines                                                          ATA Airlines   \n",
       "Aer Lingus, Ltd.                                                  Aer Lingus, Ltd.   \n",
       "Aeroflot Russian International Airlines    Aeroflot Russian International Airlines   \n",
       "Aeromexico                                                              Aeromexico   \n",
       "...                                                                            ...   \n",
       "WestJet Airlines                                                  WestJet Airlines   \n",
       "World Airways                                                        World Airways   \n",
       "XL Airways France                                                XL Airways France   \n",
       "Xtra Airways                                                          Xtra Airways   \n",
       "ZIPAIR Tokyo Inc                                                  ZIPAIR Tokyo Inc   \n",
       "\n",
       "                                         Published Airline IATA Code  \\\n",
       "Operating Airline                                                      \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet                          4O   \n",
       "ATA Airlines                                                      TZ   \n",
       "Aer Lingus, Ltd.                                                  EI   \n",
       "Aeroflot Russian International Airlines                          NaN   \n",
       "Aeromexico                                                        AM   \n",
       "...                                                              ...   \n",
       "WestJet Airlines                                                  WS   \n",
       "World Airways                                                     WO   \n",
       "XL Airways France                                                 SE   \n",
       "Xtra Airways                                                      XP   \n",
       "ZIPAIR Tokyo Inc                                                  ZG   \n",
       "\n",
       "                                            GEO Summary GEO Region  \\\n",
       "Operating Airline                                                    \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet  International     Mexico   \n",
       "ATA Airlines                              International         US   \n",
       "Aer Lingus, Ltd.                          International     Europe   \n",
       "Aeroflot Russian International Airlines   International     Europe   \n",
       "Aeromexico                                International     Mexico   \n",
       "...                                                 ...        ...   \n",
       "WestJet Airlines                          International     Canada   \n",
       "World Airways                             International         US   \n",
       "XL Airways France                         International     Europe   \n",
       "Xtra Airways                                   Domestic         US   \n",
       "ZIPAIR Tokyo Inc                          International       Asia   \n",
       "\n",
       "                                         Activity Type Code  \\\n",
       "Operating Airline                                             \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet           Enplaned   \n",
       "ATA Airlines                                 Thru / Transit   \n",
       "Aer Lingus, Ltd.                                   Enplaned   \n",
       "Aeroflot Russian International Airlines            Enplaned   \n",
       "Aeromexico                                         Enplaned   \n",
       "...                                                     ...   \n",
       "WestJet Airlines                             Thru / Transit   \n",
       "World Airways                                      Enplaned   \n",
       "XL Airways France                            Thru / Transit   \n",
       "Xtra Airways                                       Enplaned   \n",
       "ZIPAIR Tokyo Inc                                   Enplaned   \n",
       "\n",
       "                                         Price Category Code       Terminal  \\\n",
       "Operating Airline                                                             \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet               Other  International   \n",
       "ATA Airlines                                        Low Fare     Terminal 3   \n",
       "Aer Lingus, Ltd.                                       Other  International   \n",
       "Aeroflot Russian International Airlines                Other     Terminal 2   \n",
       "Aeromexico                                             Other  International   \n",
       "...                                                      ...            ...   \n",
       "WestJet Airlines                                       Other  International   \n",
       "World Airways                                          Other  International   \n",
       "XL Airways France                                      Other  International   \n",
       "Xtra Airways                                           Other  International   \n",
       "ZIPAIR Tokyo Inc                                       Other  International   \n",
       "\n",
       "                                         Boarding Area  Passenger Count  \\\n",
       "Operating Airline                                                         \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet             A             7448   \n",
       "ATA Airlines                                         E            49777   \n",
       "Aer Lingus, Ltd.                                     G             9360   \n",
       "Aeroflot Russian International Airlines              G             2109   \n",
       "Aeromexico                                           G            20679   \n",
       "...                                                ...              ...   \n",
       "WestJet Airlines                                     G            17488   \n",
       "World Airways                                        A              271   \n",
       "XL Airways France                                    A             5077   \n",
       "Xtra Airways                                         A               73   \n",
       "ZIPAIR Tokyo Inc                                     A             6175   \n",
       "\n",
       "                                                      data_as_of  \\\n",
       "Operating Airline                                                  \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet  2023/10/20 03:06:37 PM   \n",
       "ATA Airlines                              2023/10/20 03:06:37 PM   \n",
       "Aer Lingus, Ltd.                          2023/10/20 03:06:37 PM   \n",
       "Aeroflot Russian International Airlines   2023/10/20 03:06:37 PM   \n",
       "Aeromexico                                2023/10/20 03:06:37 PM   \n",
       "...                                                          ...   \n",
       "WestJet Airlines                          2023/10/20 03:06:37 PM   \n",
       "World Airways                             2023/10/20 03:06:37 PM   \n",
       "XL Airways France                         2023/10/20 03:06:37 PM   \n",
       "Xtra Airways                              2023/10/20 03:06:37 PM   \n",
       "ZIPAIR Tokyo Inc                          2023/10/20 03:06:37 PM   \n",
       "\n",
       "                                                  data_loaded_at  \n",
       "Operating Airline                                                 \n",
       "ABC Aerolineas S.A. de C.V. dba Interjet  2023/10/20 03:08:13 PM  \n",
       "ATA Airlines                              2023/10/20 03:08:13 PM  \n",
       "Aer Lingus, Ltd.                          2023/10/20 03:08:13 PM  \n",
       "Aeroflot Russian International Airlines   2023/10/20 03:08:13 PM  \n",
       "Aeromexico                                2023/10/20 03:08:13 PM  \n",
       "...                                                          ...  \n",
       "WestJet Airlines                          2023/10/20 03:08:13 PM  \n",
       "World Airways                             2023/10/20 03:08:13 PM  \n",
       "XL Airways France                         2023/10/20 03:08:13 PM  \n",
       "Xtra Airways                              2023/10/20 03:08:13 PM  \n",
       "ZIPAIR Tokyo Inc                          2023/10/20 03:08:13 PM  \n",
       "\n",
       "[134 rows x 14 columns]"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(\"Operating Airline\").max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "2bd9c626",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Operating Airline'>"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby(\"Operating Airline\").max().plot()"
   ]
  }
 ],
 "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": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}