{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Анализа и визуализација података\n",
    "\n",
    "\n",
    "\n",
    "## Анализа података\n",
    "\n",
    "Анализа података је процес у коме вршимо увид у податке, њихово чишћење, трансформисање и моделирање са циљем откривања корисних информација, које нас воде до одређених закључака и омогућавају нам лакше доношење одлука. На интернету можете пронаћи разне скупове података које можете користити за вјежбу. За анализу података користићемо *pandas*.\n",
    "\n",
    "[*pandas*](https://pandas.pydata.org/pandas-docs/stable/index.html) представља брзу, моћну, флексибилну и бесплатну Пајтон библиотеку отвореног кода креирану од стране [*Wes McKinney*](https://wesmckinney.com/)-а, која пружа високе перфомансе за цијели процес анализе података. Активно се развија, има јаку заједницу и велику подршку.\n",
    "\n",
    "### *pandas* структуре података\n",
    "\n",
    "Упознаћемо сада двије најважније *pandas* структуре података:\n",
    "\n",
    "- *Series* (низ података)\n",
    "- *DataFrame* (оквир са подацима)\n",
    "\n",
    "#### *Series*\n",
    "\n",
    "[*Series*](https://pandas.pydata.org/pandas-docs/stable/reference/series.html) представља једнодимензионални објекат који може да складишти вриједности било којег типа, слично колони у табели. Свакој вриједности ће бити додијељен индекс од 0 до *n*, гдје *n* представља за 1 мању вриједност од броја који представља величину од *Series*.\n",
    "\n",
    "\n",
    "Прво ћемо импортовати Пајтон библиотеку *pandas*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Креираћемо сада један објекат типа *Series*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          10\n",
       "1    PyLadies\n",
       "2        2.54\n",
       "3        -100\n",
       "dtype: object"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s=pd.Series([10,'PyLadies',2.54,-100])\n",
    "\n",
    "s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вриједностима приступамо преко индекса на сљедећи начин."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'PyLadies'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    PyLadies\n",
       "2        2.54\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s[1:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Индексе можемо и сами креирати."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Red 1          10\n",
       "Red 2    PyLadies\n",
       "Red 3        2.54\n",
       "Red 4        -100\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.index = ['Red 1', 'Red 2', 'Red 3', 'Red 4'] \n",
    "s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Такође можемо приликом креирања објеката типа *Series* да задамо индексе."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Red 1          10\n",
       "Red 2    PyLadies\n",
       "Red 3        2.54\n",
       "Red 4        -100\n",
       "dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vrijednosti=[10,'PyLadies',2.54,-100]\n",
    "indeksi=['Red 1', 'Red 2', 'Red 3', 'Red 4']\n",
    "s1=pd.Series(vrijednosti, index=indeksi)\n",
    "#s1=pd.Series([10,'PyLadies',2.54,-100], index=['Red 1', 'Red 2', 'Red 3', 'Red 4'])\n",
    "s1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ако имамо податке сачуване у Пајтон ријечнику, помоћу њих такође можемо креирати објекат типа *Series*. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Red 1          10\n",
       "Red 2    PyLadies\n",
       "Red 3        2.54\n",
       "Red 4        -100\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "podaci={'Red 1':10, 'Red 2':'PyLadies', 'Red 3':2.54, 'Red 4':-100}\n",
    "s2=pd.Series(podaci)\n",
    "s2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вриједностима преко назива индекса приступамо на сљедећи начин, преко метода и [.loc[]](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.loc.html), [.iloc[]](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.iloc.html) и [.where[]](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.where.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'PyLadies'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.loc['Red 2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Red 2    PyLadies\n",
       "dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.loc[s=='PyLadies']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Red 2    PyLadies\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s[s=='PyLadies']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Red 1         NaN\n",
       "Red 2    PyLadies\n",
       "Red 3         NaN\n",
       "Red 4         NaN\n",
       "dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.where(s=='PyLadies')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Red 1          10\n",
       "Red 2    PyLadies\n",
       "Red 3        2.54\n",
       "Red 4        -100\n",
       "dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.loc['Red 1':'Red 4']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вриједности можемо и даље приступати преко индекса од 0 до *n*, гдје n представља за 1 мању вриједност од броја који представља величину од *Series*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'PyLadies'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.iloc[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Red 1          10\n",
       "Red 2    PyLadies\n",
       "Red 3        2.54\n",
       "dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.iloc[0:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### *DataFrame*\n",
    "\n",
    "[*DataFrame*](https://pandas.pydata.org/pandas-docs/stable/reference/frame.html) представља табеларну дводимензионалну структуру података са колонама и редовима са потенцијално различитим типовима података. Састоји се од података, индекса и колона. Такође се може посматрати и као група *Series* објеката који дијеле исти индекс.\n",
    "\n",
    "Креираћемо сада један објекат типа *DataFrame*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "podaci = {\n",
    "    'jabuke': [5, 2, 0, 3], \n",
    "    'narandze': [0, 3, 5, 2]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>jabuke</th>\n",
       "      <th>narandze</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   jabuke  narandze\n",
       "0       5         0\n",
       "1       2         3\n",
       "2       0         5\n",
       "3       3         2"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina = pd.DataFrame(podaci)\n",
    "\n",
    "kupovina"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Индексе можемо и сами креирати."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>jabuke</th>\n",
       "      <th>narandze</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Marko</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Milan</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jelena</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petar</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        jabuke  narandze\n",
       "Marko        5         0\n",
       "Milan        2         3\n",
       "Jelena       0         5\n",
       "Petar        3         2"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina = pd.DataFrame(podaci, index=['Marko', 'Milan', 'Jelena', 'Petar'])\n",
    "\n",
    "kupovina"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Табеле можемо чувати у фајловима разних формата као и учитавати их из њих. [Овдје](https://pandas.pydata.org/pandas-docs/stable/user_guide/io.html) можете погледати листу формата и метода који се користе за упис/читање.\n",
    "\n",
    "Као примјер ћемо користити *.csv* фајл. На исти начин се ради и са *Excel* фајлом."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "kupovina.to_csv('nova_kupovina.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>jabuke</th>\n",
       "      <th>narandze</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Marko</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Milan</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jelena</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petar</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        jabuke  narandze\n",
       "Marko        5         0\n",
       "Milan        2         3\n",
       "Jelena       0         5\n",
       "Petar        3         2"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nova_kupovina_csv = pd.read_csv('nova_kupovina.csv', index_col=0)\n",
    "\n",
    "nova_kupovina_csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "kupovina.to_excel('nova_kupovina.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>jabuke</th>\n",
       "      <th>narandze</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Marko</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Milan</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jelena</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petar</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        jabuke  narandze\n",
       "Marko        5         0\n",
       "Milan        2         3\n",
       "Jelena       0         5\n",
       "Petar        3         2"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nova_kupovina_excel = pd.read_excel('nova_kupovina.xls', index_col=0)\n",
    "\n",
    "nova_kupovina_excel"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вриједностима у табели можемо приступати на сличан начин као и код објеката типа *Series*, преко индекса, назива колона и одређених услова. Такође можемо вршити селекцију података на основу постављених услова."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "jabuke      5\n",
       "narandze    0\n",
       "Name: Marko, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina.loc['Marko']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "jabuke      5\n",
       "narandze    0\n",
       "Name: Marko, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina.iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Marko     5\n",
       "Milan     2\n",
       "Jelena    0\n",
       "Petar     3\n",
       "Name: jabuke, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina['jabuke']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Marko     0\n",
       "Milan     3\n",
       "Jelena    5\n",
       "Petar     2\n",
       "Name: narandze, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina['narandze']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>jabuke</th>\n",
       "      <th>narandze</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Marko</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Milan</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jelena</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petar</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        jabuke  narandze\n",
       "Marko        5         0\n",
       "Milan        2         3\n",
       "Jelena       0         5\n",
       "Petar        3         2"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina[['jabuke','narandze']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina['jabuke'].loc['Marko']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina['narandze'].loc['Marko']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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>jabuke</th>\n",
       "      <th>narandze</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Petar</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       jabuke  narandze\n",
       "Petar       3         2"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina.loc[kupovina['jabuke']==3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Milan     2\n",
       "Jelena    0\n",
       "Petar     3\n",
       "Name: jabuke, dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina['jabuke'].loc[kupovina['narandze']>0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Marko    5\n",
       "Milan    2\n",
       "Name: jabuke, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina.iloc[0:2,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Marko      True\n",
       "Milan      True\n",
       "Jelena    False\n",
       "Petar      True\n",
       "Name: jabuke, dtype: bool"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina['jabuke'] > 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Marko      True\n",
       "Milan      True\n",
       "Jelena    False\n",
       "Petar      True\n",
       "Name: jabuke, dtype: bool"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupljene_jabuke = (kupovina['jabuke'] > 0)\n",
    "\n",
    "kupljene_jabuke.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>jabuke</th>\n",
       "      <th>narandze</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Marko</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Milan</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petar</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       jabuke  narandze\n",
       "Marko       5         0\n",
       "Milan       2         3\n",
       "Petar       3         2"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kupovina[kupovina['jabuke'] > 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Увјеримо се сада да је свака колона објекат типа *Series*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(kupovina['jabuke'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Рад са подацима \n",
    "\n",
    "Податке можемо чистити, трансформисати и анализирати.\n",
    "\n",
    "Радићемо сада са [*IMDB* скупом података](https://www.kaggle.com/PromptCloudHQ/imdb-data) који садржи 1000 популарних филмова који су изашли у временском периоду од 2006. до 2016. године.\n",
    "\n",
    "Већ смо импортовали Пајтон библиотеку *pandas*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "filmovi = pd.read_csv(\"IMDB-Movie-Data.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Преглед података\n",
    "\n",
    "Прегледајмо наше податке. Погледајмо првих 5 редова наше табеле. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>Rank</th>\n",
       "      <th>Title</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Description</th>\n",
       "      <th>Director</th>\n",
       "      <th>Actors</th>\n",
       "      <th>Year</th>\n",
       "      <th>Runtime (Minutes)</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Votes</th>\n",
       "      <th>Revenue (Millions)</th>\n",
       "      <th>Metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>A group of intergalactic criminals are forced ...</td>\n",
       "      <td>James Gunn</td>\n",
       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
       "      <td>2014</td>\n",
       "      <td>121</td>\n",
       "      <td>8.1</td>\n",
       "      <td>757074</td>\n",
       "      <td>333.13</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Prometheus</td>\n",
       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
       "      <td>Following clues to the origin of mankind, a te...</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
       "      <td>2012</td>\n",
       "      <td>124</td>\n",
       "      <td>7.0</td>\n",
       "      <td>485820</td>\n",
       "      <td>126.46</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Split</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
       "      <td>M. Night Shyamalan</td>\n",
       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
       "      <td>2016</td>\n",
       "      <td>117</td>\n",
       "      <td>7.3</td>\n",
       "      <td>157606</td>\n",
       "      <td>138.12</td>\n",
       "      <td>62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Sing</td>\n",
       "      <td>Animation,Comedy,Family</td>\n",
       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
       "      <td>Christophe Lourdelet</td>\n",
       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
       "      <td>2016</td>\n",
       "      <td>108</td>\n",
       "      <td>7.2</td>\n",
       "      <td>60545</td>\n",
       "      <td>270.32</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Suicide Squad</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>A secret government agency recruits some of th...</td>\n",
       "      <td>David Ayer</td>\n",
       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
       "      <td>2016</td>\n",
       "      <td>123</td>\n",
       "      <td>6.2</td>\n",
       "      <td>393727</td>\n",
       "      <td>325.02</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                    Title                     Genre  \\\n",
       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
       "2     3                    Split           Horror,Thriller   \n",
       "3     4                     Sing   Animation,Comedy,Family   \n",
       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
       "\n",
       "                                         Description              Director  \\\n",
       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
       "4  A secret government agency recruits some of th...            David Ayer   \n",
       "\n",
       "                                              Actors  Year  Runtime (Minutes)  \\\n",
       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
       "\n",
       "   Rating   Votes  Revenue (Millions)  Metascore  \n",
       "0     8.1  757074              333.13       76.0  \n",
       "1     7.0  485820              126.46       65.0  \n",
       "2     7.3  157606              138.12       62.0  \n",
       "3     7.2   60545              270.32       59.0  \n",
       "4     6.2  393727              325.02       40.0  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " Погледајмо првих 7 редова наше табеле."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Title</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Description</th>\n",
       "      <th>Director</th>\n",
       "      <th>Actors</th>\n",
       "      <th>Year</th>\n",
       "      <th>Runtime (Minutes)</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Votes</th>\n",
       "      <th>Revenue (Millions)</th>\n",
       "      <th>Metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>A group of intergalactic criminals are forced ...</td>\n",
       "      <td>James Gunn</td>\n",
       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
       "      <td>2014</td>\n",
       "      <td>121</td>\n",
       "      <td>8.1</td>\n",
       "      <td>757074</td>\n",
       "      <td>333.13</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Prometheus</td>\n",
       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
       "      <td>Following clues to the origin of mankind, a te...</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
       "      <td>2012</td>\n",
       "      <td>124</td>\n",
       "      <td>7.0</td>\n",
       "      <td>485820</td>\n",
       "      <td>126.46</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Split</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
       "      <td>M. Night Shyamalan</td>\n",
       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
       "      <td>2016</td>\n",
       "      <td>117</td>\n",
       "      <td>7.3</td>\n",
       "      <td>157606</td>\n",
       "      <td>138.12</td>\n",
       "      <td>62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Sing</td>\n",
       "      <td>Animation,Comedy,Family</td>\n",
       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
       "      <td>Christophe Lourdelet</td>\n",
       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
       "      <td>2016</td>\n",
       "      <td>108</td>\n",
       "      <td>7.2</td>\n",
       "      <td>60545</td>\n",
       "      <td>270.32</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Suicide Squad</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>A secret government agency recruits some of th...</td>\n",
       "      <td>David Ayer</td>\n",
       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
       "      <td>2016</td>\n",
       "      <td>123</td>\n",
       "      <td>6.2</td>\n",
       "      <td>393727</td>\n",
       "      <td>325.02</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>The Great Wall</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>European mercenaries searching for black powde...</td>\n",
       "      <td>Yimou Zhang</td>\n",
       "      <td>Matt Damon, Tian Jing, Willem Dafoe, Andy Lau</td>\n",
       "      <td>2016</td>\n",
       "      <td>103</td>\n",
       "      <td>6.1</td>\n",
       "      <td>56036</td>\n",
       "      <td>45.13</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>La La Land</td>\n",
       "      <td>Comedy,Drama,Music</td>\n",
       "      <td>A jazz pianist falls for an aspiring actress i...</td>\n",
       "      <td>Damien Chazelle</td>\n",
       "      <td>Ryan Gosling, Emma Stone, Rosemarie DeWitt, J....</td>\n",
       "      <td>2016</td>\n",
       "      <td>128</td>\n",
       "      <td>8.3</td>\n",
       "      <td>258682</td>\n",
       "      <td>151.06</td>\n",
       "      <td>93.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                    Title                     Genre  \\\n",
       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
       "2     3                    Split           Horror,Thriller   \n",
       "3     4                     Sing   Animation,Comedy,Family   \n",
       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
       "5     6           The Great Wall  Action,Adventure,Fantasy   \n",
       "6     7               La La Land        Comedy,Drama,Music   \n",
       "\n",
       "                                         Description              Director  \\\n",
       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
       "4  A secret government agency recruits some of th...            David Ayer   \n",
       "5  European mercenaries searching for black powde...           Yimou Zhang   \n",
       "6  A jazz pianist falls for an aspiring actress i...       Damien Chazelle   \n",
       "\n",
       "                                              Actors  Year  Runtime (Minutes)  \\\n",
       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
       "5      Matt Damon, Tian Jing, Willem Dafoe, Andy Lau  2016                103   \n",
       "6  Ryan Gosling, Emma Stone, Rosemarie DeWitt, J....  2016                128   \n",
       "\n",
       "   Rating   Votes  Revenue (Millions)  Metascore  \n",
       "0     8.1  757074              333.13       76.0  \n",
       "1     7.0  485820              126.46       65.0  \n",
       "2     7.3  157606              138.12       62.0  \n",
       "3     7.2   60545              270.32       59.0  \n",
       "4     6.2  393727              325.02       40.0  \n",
       "5     6.1   56036               45.13       42.0  \n",
       "6     8.3  258682              151.06       93.0  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.head(7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Погледајмо посљедња 3 реда наше табеле."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>Rank</th>\n",
       "      <th>Title</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Description</th>\n",
       "      <th>Director</th>\n",
       "      <th>Actors</th>\n",
       "      <th>Year</th>\n",
       "      <th>Runtime (Minutes)</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Votes</th>\n",
       "      <th>Revenue (Millions)</th>\n",
       "      <th>Metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>998</td>\n",
       "      <td>Step Up 2: The Streets</td>\n",
       "      <td>Drama,Music,Romance</td>\n",
       "      <td>Romantic sparks occur between two dance studen...</td>\n",
       "      <td>Jon M. Chu</td>\n",
       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
       "      <td>2008</td>\n",
       "      <td>98</td>\n",
       "      <td>6.2</td>\n",
       "      <td>70699</td>\n",
       "      <td>58.01</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>999</td>\n",
       "      <td>Search Party</td>\n",
       "      <td>Adventure,Comedy</td>\n",
       "      <td>A pair of friends embark on a mission to reuni...</td>\n",
       "      <td>Scot Armstrong</td>\n",
       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
       "      <td>2014</td>\n",
       "      <td>93</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4881</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>1000</td>\n",
       "      <td>Nine Lives</td>\n",
       "      <td>Comedy,Family,Fantasy</td>\n",
       "      <td>A stuffy businessman finds himself trapped ins...</td>\n",
       "      <td>Barry Sonnenfeld</td>\n",
       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
       "      <td>2016</td>\n",
       "      <td>87</td>\n",
       "      <td>5.3</td>\n",
       "      <td>12435</td>\n",
       "      <td>19.64</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Rank                   Title                  Genre  \\\n",
       "997   998  Step Up 2: The Streets    Drama,Music,Romance   \n",
       "998   999            Search Party       Adventure,Comedy   \n",
       "999  1000              Nine Lives  Comedy,Family,Fantasy   \n",
       "\n",
       "                                           Description          Director  \\\n",
       "997  Romantic sparks occur between two dance studen...        Jon M. Chu   \n",
       "998  A pair of friends embark on a mission to reuni...    Scot Armstrong   \n",
       "999  A stuffy businessman finds himself trapped ins...  Barry Sonnenfeld   \n",
       "\n",
       "                                                Actors  Year  \\\n",
       "997  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008   \n",
       "998  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014   \n",
       "999  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...  2016   \n",
       "\n",
       "     Runtime (Minutes)  Rating  Votes  Revenue (Millions)  Metascore  \n",
       "997                 98     6.2  70699               58.01       50.0  \n",
       "998                 93     5.6   4881                 NaN       22.0  \n",
       "999                 87     5.3  12435               19.64       11.0  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Погледајмо неке основне информације о нашем скупу података."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1000 entries, 0 to 999\n",
      "Data columns (total 12 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   Rank                1000 non-null   int64  \n",
      " 1   Title               1000 non-null   object \n",
      " 2   Genre               1000 non-null   object \n",
      " 3   Description         1000 non-null   object \n",
      " 4   Director            1000 non-null   object \n",
      " 5   Actors              1000 non-null   object \n",
      " 6   Year                1000 non-null   int64  \n",
      " 7   Runtime (Minutes)   1000 non-null   int64  \n",
      " 8   Rating              1000 non-null   float64\n",
      " 9   Votes               1000 non-null   int64  \n",
      " 10  Revenue (Millions)  872 non-null    float64\n",
      " 11  Metascore           936 non-null    float64\n",
      "dtypes: float64(3), int64(4), object(5)\n",
      "memory usage: 93.9+ KB\n"
     ]
    }
   ],
   "source": [
    "filmovi.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да наша табела има 1000 редова и 12 колона. Такође видимо називе колона као и типове података које садрже. Број редова и колона можемо утврдити и на сљедећи начин."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 12)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Уклањање дупликата\n",
    "\n",
    "Удуплаћемо сада наш скуп података како би имали дупликате које треба да уклонимо. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2000, 12)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi_ = filmovi.append(filmovi)\n",
    "\n",
    "filmovi_.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да сада у табели имамо 2000 редова, број колона је остао непромијењен. Метод [*.append()*](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.append.html) додаје нове редове у већ постојећу табелу. Уклонимо сада дупликате уз помоћ метода [*.drop_duplicates()*](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.drop_duplicates.html). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 12)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi_ = filmovi_.drop_duplicates()\n",
    "\n",
    "filmovi_.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да сада имамо у табели 1000 редова, што значи да смо успјешно уклонили дупликате. Ови методи враћају копију нашег *DateFrame*-a. Ми га можемо модификовати и директно, користећи кључну ријеч *inplace* као аргумент метода."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "filmovi_ = filmovi.append(filmovi)\n",
    "\n",
    "filmovi_.drop_duplicates(inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Користећи кључну ријеч *keep* као аргумент метода можемо да уклонимо дупликате као и саме оригинале."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 12)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi_ = filmovi.append(filmovi)\n",
    "\n",
    "filmovi_.drop_duplicates(inplace=True, keep=False)\n",
    "\n",
    "filmovi_.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Чишћење имена колона "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Често имена колона, иако дјелују како треба, имају празне карактере на крају или неке друге симболе који су настали углавном грешком у куцању, па се јавља грешка *Key Error* приликом селекције података из колоне по њеном имену. Из тог разлога је добро да знамо како да сами преименујемо имена колона уколико је то потребно. Погледајмо имена колона и промијенимо их уз помоћ методе [*.rename()*](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.rename.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Rank', 'Title', 'Genre', 'Description', 'Director', 'Actors', 'Year',\n",
       "       'Runtime (Minutes)', 'Rating', 'Votes', 'Revenue (Millions)',\n",
       "       'Metascore'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "filmovi.rename(columns={\n",
    "        'Runtime (Minutes)': 'Runtime_minutes', \n",
    "        'Revenue (Millions)': 'Revenue_millions'\n",
    "    }, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Rank', 'Title', 'Genre', 'Description', 'Director', 'Actors', 'Year',\n",
       "       'Runtime_minutes', 'Rating', 'Votes', 'Revenue_millions', 'Metascore'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да смо успјешно промијенили имена колона. Имена колона можемо такође промијенити додјељивањем листе са називима колона промјењивој *filmovi.columns*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['rank', 'title', 'genre', 'description', 'director', 'actors', 'year',\n",
       "       'runtime_minutes', 'rating', 'votes', 'revenue_millions', 'metascore'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.columns = ['rank', 'title', 'genre', 'description', 'director', 'actors', 'year', 'runtime_minutes', \n",
    "                     'rating', 'votes', 'revenue_millions', 'metascore']\n",
    "\n",
    "\n",
    "filmovi.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "То исто смо могли урадити уз помоћ компресије листе."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "~~~python\n",
    "filmovi.columns = [col.lower() for col in filmovi]\n",
    "\n",
    "filmovi.columns\n",
    "~~~"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Иначе, компресија листа се често користи у раду са подацима (за претварање великих слова у мала, уклањање специјалних карактера, замјену карактера одговарајућим карактерима итд)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Рад са недостајућим вриједностима"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "У раду са подацима се често сусрећемо са недостајућим вриједностима. Понекад корисници забораве да унесу све податке или се подаци загубе приликом увожења из базе података, док је понекад у питању програмска или нека друга ненамјерна грешка. У неким случајевима, подаци су намјерно изоставаљени из неких нама познатих или непознатих разлога.\n",
    "\n",
    "Прије чишћења скупа података било би добро да прегледамо податке да имамо неку општу слику. У нашем случају то значи да ћемо отворити *csv* табелу и прегледати је да утврдимо ког су типа недостајуће или недефинисане вриједности.\n",
    "\n",
    "Погледајмо сада да ли има недостајућих вриједности. Користићемо методу [*.isnull()*](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.isnull.html) у комбинацији са методом [*.sum()*](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.sum.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<p>1000 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rank  title  genre  description  director  actors   year  \\\n",
       "0    False  False  False        False     False   False  False   \n",
       "1    False  False  False        False     False   False  False   \n",
       "2    False  False  False        False     False   False  False   \n",
       "3    False  False  False        False     False   False  False   \n",
       "4    False  False  False        False     False   False  False   \n",
       "..     ...    ...    ...          ...       ...     ...    ...   \n",
       "995  False  False  False        False     False   False  False   \n",
       "996  False  False  False        False     False   False  False   \n",
       "997  False  False  False        False     False   False  False   \n",
       "998  False  False  False        False     False   False  False   \n",
       "999  False  False  False        False     False   False  False   \n",
       "\n",
       "     runtime_minutes  rating  votes  revenue_millions  metascore  \n",
       "0              False   False  False             False      False  \n",
       "1              False   False  False             False      False  \n",
       "2              False   False  False             False      False  \n",
       "3              False   False  False             False      False  \n",
       "4              False   False  False             False      False  \n",
       "..               ...     ...    ...               ...        ...  \n",
       "995            False   False  False              True      False  \n",
       "996            False   False  False             False      False  \n",
       "997            False   False  False             False      False  \n",
       "998            False   False  False              True      False  \n",
       "999            False   False  False             False      False  \n",
       "\n",
       "[1000 rows x 12 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.isnull()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Да би утврдили број недостајућих вриједности у колонама користићемо методу за сумирање."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rank                  0\n",
       "title                 0\n",
       "genre                 0\n",
       "description           0\n",
       "director              0\n",
       "actors                0\n",
       "year                  0\n",
       "runtime_minutes       0\n",
       "rating                0\n",
       "votes                 0\n",
       "revenue_millions    128\n",
       "metascore            64\n",
       "dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да колоне *revenue_millions* и *metascore* имају 128 и 64 недостајућих вриједности, редом."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Понекад имамо нестандардне недостајуће вриједности, нпр.*pandas* препознаје стринг \"*NA*\" као недостајућу вриједност; међутим, стрингове \"*n/a*\", \"*na*\" и \"*--*\" не препознаје као такве а можда их је неко унијео у табелу (што се лако утврди прегледом података). У том случају правимо листу недостајућих вриједности и просљеђујемо је методи за учитавање података.\n",
    "\n",
    "~~~python\n",
    "# Pravimo listu nedostajucih vrijednosti  \n",
    "nedostajuce_vrijednosti = [\"n/a\", \"na\", \"--\"]  \n",
    "filmovi_ = pd.read_csv(\"IMDB-Movie-Data.csv\", na_values = nedostajuce_vrijednosti)\n",
    "~~~"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Сада се сусрећемо са сљедећом дилемом, да ли уклонити редове/колоне у којима се налазе недостајуће вриједности или замијенити недостајуће вриједности уметањем одговарајућих садржаја. \n",
    "\n",
    "Уклањање је препоручљиво у случају када имамо мали број података недостајућих података. У осталим случајевима вршимо замјену недостајућих вриједности. Уклонимо сада редове који садрже недостајуће вриједности."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(838, 12)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi_ = pd.read_csv(\"IMDB-Movie-Data.csv\")\n",
    "\n",
    "filmovi_.dropna(inplace=True)\n",
    "\n",
    "filmovi_.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Такође можемо уклонити колоне које садрже недостајуће вриједности, просљеђујући *axis=1* као аргумент методе [*.dropna()*](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.dropna.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 10)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi_ = pd.read_csv(\"IMDB-Movie-Data.csv\")\n",
    "\n",
    "filmovi_.dropna(axis=1, inplace=True)\n",
    "\n",
    "filmovi_.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Пошто не желимо да губимо остале податке у редовима/колонама због недостајућих вриједности извршићемо уметање вриједности аритметичке средине, медијане или мода.\n",
    "\n",
    "Извршићемо [визуализацију](https://pandas.pydata.org/pandas-docs/version/0.15.0/visualization.html) података из колона са недостајућим вриједностима помоћу *box plot* дијаграма и хистограма, како бисмо се лакше одлучили коју средњу вриједност да уметнемо."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "revenue = filmovi['revenue_millions']\n",
    "\n",
    "metascore = filmovi['metascore']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filmovi['revenue_millions'].plot(kind=\"box\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "revenue.plot(kind=\"hist\", bins=100);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да вриједности нису симетрично распоређене, тако да нећемо уметнути вриједност аритметичке средине. Уметнућемо вриједности медијане или мода.\n",
    "\n",
    "Израчунајмо вриједности медијане и мода те погледајмо описну статистику за нашу колону."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "47.985"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "revenue_med = revenue.median()\n",
    "\n",
    "revenue_med"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.03"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "revenue_mod = revenue.mode()[0]\n",
    "\n",
    "revenue_mod"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    872.000000\n",
       "mean      82.956376\n",
       "std      103.253540\n",
       "min        0.000000\n",
       "25%       13.270000\n",
       "50%       47.985000\n",
       "75%      113.715000\n",
       "max      936.630000\n",
       "Name: revenue_millions, dtype: float64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "revenue.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Очигледно је медијана као средња вриједност најбољи избор за уметање умјесто недостајућих вриједности."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rank                 0\n",
       "title                0\n",
       "genre                0\n",
       "description          0\n",
       "director             0\n",
       "actors               0\n",
       "year                 0\n",
       "runtime_minutes      0\n",
       "rating               0\n",
       "votes                0\n",
       "revenue_millions     0\n",
       "metascore           64\n",
       "dtype: int64"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "revenue.fillna(revenue_med, inplace=True)\n",
    "\n",
    "filmovi.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да смо успјешно уметнули вриједност медијане у колону *revenue_millions*, умјесто недостајућих вриједности. \n",
    "\n",
    "Извршимо сада визуализацију података из колоне *metascore*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "metascore.plot(kind=\"box\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "metascore.plot(kind=\"hist\", bins=20);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Овдје видимо да вриједности јесу симетрично распоређене, тако да ћемо уметнути вриједност аритметичке средине."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "58.98504273504273"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metascore_as = metascore.mean()\n",
    "\n",
    "metascore_as"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rank                0\n",
       "title               0\n",
       "genre               0\n",
       "description         0\n",
       "director            0\n",
       "actors              0\n",
       "year                0\n",
       "runtime_minutes     0\n",
       "rating              0\n",
       "votes               0\n",
       "revenue_millions    0\n",
       "metascore           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metascore.fillna(metascore_as, inplace=True)\n",
    "\n",
    "filmovi.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да смо успјешно уметнули вриједност аритметичке средине у колону *metascore*, умјесто недостајућих вриједности.\n",
    "\n",
    "Описну статистику можемо видјети за читаву табелу као што смо видјели за једну колону."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue_millions</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1.000000e+03</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>500.500000</td>\n",
       "      <td>2012.783000</td>\n",
       "      <td>113.172000</td>\n",
       "      <td>6.723200</td>\n",
       "      <td>1.698083e+05</td>\n",
       "      <td>78.480040</td>\n",
       "      <td>58.985043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>288.819436</td>\n",
       "      <td>3.205962</td>\n",
       "      <td>18.810908</td>\n",
       "      <td>0.945429</td>\n",
       "      <td>1.887626e+05</td>\n",
       "      <td>97.118097</td>\n",
       "      <td>16.634858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>2006.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>6.100000e+01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>250.750000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>6.200000</td>\n",
       "      <td>3.630900e+04</td>\n",
       "      <td>17.442500</td>\n",
       "      <td>47.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>500.500000</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>111.000000</td>\n",
       "      <td>6.800000</td>\n",
       "      <td>1.107990e+05</td>\n",
       "      <td>47.985000</td>\n",
       "      <td>58.985043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>750.250000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>123.000000</td>\n",
       "      <td>7.400000</td>\n",
       "      <td>2.399098e+05</td>\n",
       "      <td>99.177500</td>\n",
       "      <td>71.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1000.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>191.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.791916e+06</td>\n",
       "      <td>936.630000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              rank         year  runtime_minutes       rating         votes  \\\n",
       "count  1000.000000  1000.000000      1000.000000  1000.000000  1.000000e+03   \n",
       "mean    500.500000  2012.783000       113.172000     6.723200  1.698083e+05   \n",
       "std     288.819436     3.205962        18.810908     0.945429  1.887626e+05   \n",
       "min       1.000000  2006.000000        66.000000     1.900000  6.100000e+01   \n",
       "25%     250.750000  2010.000000       100.000000     6.200000  3.630900e+04   \n",
       "50%     500.500000  2014.000000       111.000000     6.800000  1.107990e+05   \n",
       "75%     750.250000  2016.000000       123.000000     7.400000  2.399098e+05   \n",
       "max    1000.000000  2016.000000       191.000000     9.000000  1.791916e+06   \n",
       "\n",
       "       revenue_millions    metascore  \n",
       "count       1000.000000  1000.000000  \n",
       "mean          78.480040    58.985043  \n",
       "std           97.118097    16.634858  \n",
       "min            0.000000    11.000000  \n",
       "25%           17.442500    47.750000  \n",
       "50%           47.985000    58.985043  \n",
       "75%           99.177500    71.000000  \n",
       "max          936.630000   100.000000  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Такође можемо видјети узајамно повезаност међу подацима који су представљени у колонама."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue_millions</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>rank</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.261605</td>\n",
       "      <td>-0.221739</td>\n",
       "      <td>-0.219555</td>\n",
       "      <td>-0.283876</td>\n",
       "      <td>-0.259607</td>\n",
       "      <td>-0.185159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>-0.261605</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.164900</td>\n",
       "      <td>-0.211219</td>\n",
       "      <td>-0.411904</td>\n",
       "      <td>-0.146589</td>\n",
       "      <td>-0.076077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime_minutes</th>\n",
       "      <td>-0.221739</td>\n",
       "      <td>-0.164900</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.392214</td>\n",
       "      <td>0.407062</td>\n",
       "      <td>0.272955</td>\n",
       "      <td>0.202239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rating</th>\n",
       "      <td>-0.219555</td>\n",
       "      <td>-0.211219</td>\n",
       "      <td>0.392214</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.511537</td>\n",
       "      <td>0.218448</td>\n",
       "      <td>0.604723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>-0.283876</td>\n",
       "      <td>-0.411904</td>\n",
       "      <td>0.407062</td>\n",
       "      <td>0.511537</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.638758</td>\n",
       "      <td>0.318116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenue_millions</th>\n",
       "      <td>-0.259607</td>\n",
       "      <td>-0.146589</td>\n",
       "      <td>0.272955</td>\n",
       "      <td>0.218448</td>\n",
       "      <td>0.638758</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.142058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>metascore</th>\n",
       "      <td>-0.185159</td>\n",
       "      <td>-0.076077</td>\n",
       "      <td>0.202239</td>\n",
       "      <td>0.604723</td>\n",
       "      <td>0.318116</td>\n",
       "      <td>0.142058</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      rank      year  runtime_minutes    rating     votes  \\\n",
       "rank              1.000000 -0.261605        -0.221739 -0.219555 -0.283876   \n",
       "year             -0.261605  1.000000        -0.164900 -0.211219 -0.411904   \n",
       "runtime_minutes  -0.221739 -0.164900         1.000000  0.392214  0.407062   \n",
       "rating           -0.219555 -0.211219         0.392214  1.000000  0.511537   \n",
       "votes            -0.283876 -0.411904         0.407062  0.511537  1.000000   \n",
       "revenue_millions -0.259607 -0.146589         0.272955  0.218448  0.638758   \n",
       "metascore        -0.185159 -0.076077         0.202239  0.604723  0.318116   \n",
       "\n",
       "                  revenue_millions  metascore  \n",
       "rank                     -0.259607  -0.185159  \n",
       "year                     -0.146589  -0.076077  \n",
       "runtime_minutes           0.272955   0.202239  \n",
       "rating                    0.218448   0.604723  \n",
       "votes                     0.638758   0.318116  \n",
       "revenue_millions          1.000000   0.142058  \n",
       "metascore                 0.142058   1.000000  "
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Што су бројеви ближи броју 1.000000, узајамна повезаност међу подацима посматраних колона је већа и обратно. Највећа узајамна повезаност је између *votes* и *revenue_millions* а најмања између *metascore* и *year*, што се може приказати и графички."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filmovi.plot(kind='scatter', x='votes', y='revenue_millions', title='Votes vs Revenue (millions)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filmovi.plot(kind='scatter', x='metascore', y='year', title='Votes vs Revenue (millions)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Трансформација и анализа података"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Прије него што почнемо да анализирамо податке са циљем да пронађемо одговоре на одређена питања, извршићемо трансформацију података. Прегледајмо податке још једном."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "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>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue_millions</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>A group of intergalactic criminals are forced ...</td>\n",
       "      <td>James Gunn</td>\n",
       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
       "      <td>2014</td>\n",
       "      <td>121</td>\n",
       "      <td>8.1</td>\n",
       "      <td>757074</td>\n",
       "      <td>333.130</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Prometheus</td>\n",
       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
       "      <td>Following clues to the origin of mankind, a te...</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
       "      <td>2012</td>\n",
       "      <td>124</td>\n",
       "      <td>7.0</td>\n",
       "      <td>485820</td>\n",
       "      <td>126.460</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Split</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
       "      <td>M. Night Shyamalan</td>\n",
       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
       "      <td>2016</td>\n",
       "      <td>117</td>\n",
       "      <td>7.3</td>\n",
       "      <td>157606</td>\n",
       "      <td>138.120</td>\n",
       "      <td>62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Sing</td>\n",
       "      <td>Animation,Comedy,Family</td>\n",
       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
       "      <td>Christophe Lourdelet</td>\n",
       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
       "      <td>2016</td>\n",
       "      <td>108</td>\n",
       "      <td>7.2</td>\n",
       "      <td>60545</td>\n",
       "      <td>270.320</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Suicide Squad</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>A secret government agency recruits some of th...</td>\n",
       "      <td>David Ayer</td>\n",
       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
       "      <td>2016</td>\n",
       "      <td>123</td>\n",
       "      <td>6.2</td>\n",
       "      <td>393727</td>\n",
       "      <td>325.020</td>\n",
       "      <td>40.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>996</td>\n",
       "      <td>Secret in Their Eyes</td>\n",
       "      <td>Crime,Drama,Mystery</td>\n",
       "      <td>A tight-knit team of rising investigators, alo...</td>\n",
       "      <td>Billy Ray</td>\n",
       "      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...</td>\n",
       "      <td>2015</td>\n",
       "      <td>111</td>\n",
       "      <td>6.2</td>\n",
       "      <td>27585</td>\n",
       "      <td>47.985</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>997</td>\n",
       "      <td>Hostel: Part II</td>\n",
       "      <td>Horror</td>\n",
       "      <td>Three American college students studying abroa...</td>\n",
       "      <td>Eli Roth</td>\n",
       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
       "      <td>2007</td>\n",
       "      <td>94</td>\n",
       "      <td>5.5</td>\n",
       "      <td>73152</td>\n",
       "      <td>17.540</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>998</td>\n",
       "      <td>Step Up 2: The Streets</td>\n",
       "      <td>Drama,Music,Romance</td>\n",
       "      <td>Romantic sparks occur between two dance studen...</td>\n",
       "      <td>Jon M. Chu</td>\n",
       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
       "      <td>2008</td>\n",
       "      <td>98</td>\n",
       "      <td>6.2</td>\n",
       "      <td>70699</td>\n",
       "      <td>58.010</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>999</td>\n",
       "      <td>Search Party</td>\n",
       "      <td>Adventure,Comedy</td>\n",
       "      <td>A pair of friends embark on a mission to reuni...</td>\n",
       "      <td>Scot Armstrong</td>\n",
       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
       "      <td>2014</td>\n",
       "      <td>93</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4881</td>\n",
       "      <td>47.985</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>1000</td>\n",
       "      <td>Nine Lives</td>\n",
       "      <td>Comedy,Family,Fantasy</td>\n",
       "      <td>A stuffy businessman finds himself trapped ins...</td>\n",
       "      <td>Barry Sonnenfeld</td>\n",
       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
       "      <td>2016</td>\n",
       "      <td>87</td>\n",
       "      <td>5.3</td>\n",
       "      <td>12435</td>\n",
       "      <td>19.640</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank                    title                     genre  \\\n",
       "0       1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
       "1       2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
       "2       3                    Split           Horror,Thriller   \n",
       "3       4                     Sing   Animation,Comedy,Family   \n",
       "4       5            Suicide Squad  Action,Adventure,Fantasy   \n",
       "..    ...                      ...                       ...   \n",
       "995   996     Secret in Their Eyes       Crime,Drama,Mystery   \n",
       "996   997          Hostel: Part II                    Horror   \n",
       "997   998   Step Up 2: The Streets       Drama,Music,Romance   \n",
       "998   999             Search Party          Adventure,Comedy   \n",
       "999  1000               Nine Lives     Comedy,Family,Fantasy   \n",
       "\n",
       "                                           description              director  \\\n",
       "0    A group of intergalactic criminals are forced ...            James Gunn   \n",
       "1    Following clues to the origin of mankind, a te...          Ridley Scott   \n",
       "2    Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
       "3    In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
       "4    A secret government agency recruits some of th...            David Ayer   \n",
       "..                                                 ...                   ...   \n",
       "995  A tight-knit team of rising investigators, alo...             Billy Ray   \n",
       "996  Three American college students studying abroa...              Eli Roth   \n",
       "997  Romantic sparks occur between two dance studen...            Jon M. Chu   \n",
       "998  A pair of friends embark on a mission to reuni...        Scot Armstrong   \n",
       "999  A stuffy businessman finds himself trapped ins...      Barry Sonnenfeld   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "0    Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014              121   \n",
       "1    Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012              124   \n",
       "2    James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016              117   \n",
       "3    Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016              108   \n",
       "4    Will Smith, Jared Leto, Margot Robbie, Viola D...  2016              123   \n",
       "..                                                 ...   ...              ...   \n",
       "995  Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...  2015              111   \n",
       "996  Lauren German, Heather Matarazzo, Bijou Philli...  2007               94   \n",
       "997  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008               98   \n",
       "998  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014               93   \n",
       "999  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...  2016               87   \n",
       "\n",
       "     rating   votes  revenue_millions  metascore  \n",
       "0       8.1  757074           333.130       76.0  \n",
       "1       7.0  485820           126.460       65.0  \n",
       "2       7.3  157606           138.120       62.0  \n",
       "3       7.2   60545           270.320       59.0  \n",
       "4       6.2  393727           325.020       40.0  \n",
       "..      ...     ...               ...        ...  \n",
       "995     6.2   27585            47.985       45.0  \n",
       "996     5.5   73152            17.540       46.0  \n",
       "997     6.2   70699            58.010       50.0  \n",
       "998     5.6    4881            47.985       22.0  \n",
       "999     5.3   12435            19.640       11.0  \n",
       "\n",
       "[1000 rows x 12 columns]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Податке у врстама/колонама можемо мијењати примјеном одговарајуће уграђене или кориснички дефинисане функције, помоћу метода [*.apply()*](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.apply.html). Промијенимо прво последњу колону тако да садржи цјелобројне податке примјеном уграђене функције *int*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "filmovi['metascore']=filmovi['metascore'].apply(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Исто то урадимо и са претпоследњом колоном примјеном наше функције *cijeli*, коју ћемо сами да направимо."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cijeli(broj):\n",
    "    return int(broj * 100000)\n",
    "\n",
    "filmovi['revenue_millions']=filmovi['revenue_millions'].apply(cijeli)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Сходно томе, промијенимо и назив претпоследње колоне те затим прегледајмо податке."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>A group of intergalactic criminals are forced ...</td>\n",
       "      <td>James Gunn</td>\n",
       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
       "      <td>2014</td>\n",
       "      <td>121</td>\n",
       "      <td>8.1</td>\n",
       "      <td>757074</td>\n",
       "      <td>33313000</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Prometheus</td>\n",
       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
       "      <td>Following clues to the origin of mankind, a te...</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
       "      <td>2012</td>\n",
       "      <td>124</td>\n",
       "      <td>7.0</td>\n",
       "      <td>485820</td>\n",
       "      <td>12646000</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Split</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
       "      <td>M. Night Shyamalan</td>\n",
       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
       "      <td>2016</td>\n",
       "      <td>117</td>\n",
       "      <td>7.3</td>\n",
       "      <td>157606</td>\n",
       "      <td>13812000</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Sing</td>\n",
       "      <td>Animation,Comedy,Family</td>\n",
       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
       "      <td>Christophe Lourdelet</td>\n",
       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
       "      <td>2016</td>\n",
       "      <td>108</td>\n",
       "      <td>7.2</td>\n",
       "      <td>60545</td>\n",
       "      <td>27032000</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Suicide Squad</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>A secret government agency recruits some of th...</td>\n",
       "      <td>David Ayer</td>\n",
       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
       "      <td>2016</td>\n",
       "      <td>123</td>\n",
       "      <td>6.2</td>\n",
       "      <td>393727</td>\n",
       "      <td>32502000</td>\n",
       "      <td>40</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>996</td>\n",
       "      <td>Secret in Their Eyes</td>\n",
       "      <td>Crime,Drama,Mystery</td>\n",
       "      <td>A tight-knit team of rising investigators, alo...</td>\n",
       "      <td>Billy Ray</td>\n",
       "      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...</td>\n",
       "      <td>2015</td>\n",
       "      <td>111</td>\n",
       "      <td>6.2</td>\n",
       "      <td>27585</td>\n",
       "      <td>4798500</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>997</td>\n",
       "      <td>Hostel: Part II</td>\n",
       "      <td>Horror</td>\n",
       "      <td>Three American college students studying abroa...</td>\n",
       "      <td>Eli Roth</td>\n",
       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
       "      <td>2007</td>\n",
       "      <td>94</td>\n",
       "      <td>5.5</td>\n",
       "      <td>73152</td>\n",
       "      <td>1754000</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>998</td>\n",
       "      <td>Step Up 2: The Streets</td>\n",
       "      <td>Drama,Music,Romance</td>\n",
       "      <td>Romantic sparks occur between two dance studen...</td>\n",
       "      <td>Jon M. Chu</td>\n",
       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
       "      <td>2008</td>\n",
       "      <td>98</td>\n",
       "      <td>6.2</td>\n",
       "      <td>70699</td>\n",
       "      <td>5801000</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>999</td>\n",
       "      <td>Search Party</td>\n",
       "      <td>Adventure,Comedy</td>\n",
       "      <td>A pair of friends embark on a mission to reuni...</td>\n",
       "      <td>Scot Armstrong</td>\n",
       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
       "      <td>2014</td>\n",
       "      <td>93</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4881</td>\n",
       "      <td>4798500</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>1000</td>\n",
       "      <td>Nine Lives</td>\n",
       "      <td>Comedy,Family,Fantasy</td>\n",
       "      <td>A stuffy businessman finds himself trapped ins...</td>\n",
       "      <td>Barry Sonnenfeld</td>\n",
       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
       "      <td>2016</td>\n",
       "      <td>87</td>\n",
       "      <td>5.3</td>\n",
       "      <td>12435</td>\n",
       "      <td>1964000</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank                    title                     genre  \\\n",
       "0       1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
       "1       2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
       "2       3                    Split           Horror,Thriller   \n",
       "3       4                     Sing   Animation,Comedy,Family   \n",
       "4       5            Suicide Squad  Action,Adventure,Fantasy   \n",
       "..    ...                      ...                       ...   \n",
       "995   996     Secret in Their Eyes       Crime,Drama,Mystery   \n",
       "996   997          Hostel: Part II                    Horror   \n",
       "997   998   Step Up 2: The Streets       Drama,Music,Romance   \n",
       "998   999             Search Party          Adventure,Comedy   \n",
       "999  1000               Nine Lives     Comedy,Family,Fantasy   \n",
       "\n",
       "                                           description              director  \\\n",
       "0    A group of intergalactic criminals are forced ...            James Gunn   \n",
       "1    Following clues to the origin of mankind, a te...          Ridley Scott   \n",
       "2    Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
       "3    In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
       "4    A secret government agency recruits some of th...            David Ayer   \n",
       "..                                                 ...                   ...   \n",
       "995  A tight-knit team of rising investigators, alo...             Billy Ray   \n",
       "996  Three American college students studying abroa...              Eli Roth   \n",
       "997  Romantic sparks occur between two dance studen...            Jon M. Chu   \n",
       "998  A pair of friends embark on a mission to reuni...        Scot Armstrong   \n",
       "999  A stuffy businessman finds himself trapped ins...      Barry Sonnenfeld   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "0    Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014              121   \n",
       "1    Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012              124   \n",
       "2    James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016              117   \n",
       "3    Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016              108   \n",
       "4    Will Smith, Jared Leto, Margot Robbie, Viola D...  2016              123   \n",
       "..                                                 ...   ...              ...   \n",
       "995  Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...  2015              111   \n",
       "996  Lauren German, Heather Matarazzo, Bijou Philli...  2007               94   \n",
       "997  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008               98   \n",
       "998  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014               93   \n",
       "999  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...  2016               87   \n",
       "\n",
       "     rating   votes   revenue  metascore  \n",
       "0       8.1  757074  33313000         76  \n",
       "1       7.0  485820  12646000         65  \n",
       "2       7.3  157606  13812000         62  \n",
       "3       7.2   60545  27032000         59  \n",
       "4       6.2  393727  32502000         40  \n",
       "..      ...     ...       ...        ...  \n",
       "995     6.2   27585   4798500         45  \n",
       "996     5.5   73152   1754000         46  \n",
       "997     6.2   70699   5801000         50  \n",
       "998     5.6    4881   4798500         22  \n",
       "999     5.3   12435   1964000         11  \n",
       "\n",
       "[1000 rows x 12 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.rename(columns={\n",
    "        'revenue_millions': 'revenue'\n",
    "    }, inplace=True)\n",
    "\n",
    "filmovi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Потражимо сада одговоре на одређена питања. \n",
    "\n",
    "Уколико желите да сазнате нешто више о некој вама непознатој методи, будите слободни да претражите [*pandas* документацију](https://pandas.pydata.org/pandas-docs/stable/index.html). Такође, како бисте стекли нова или проширили постојећа знања, користите интернет претраживач да пронађете вама одговарајуће изворе за истраживање и учење.\n",
    "\n",
    "Подразумијева се да имате одређена предзнања из Пајтона."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Колико имамо наслова у нашој табели?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "naslovi=filmovi['title']\n",
    "\n",
    "len(naslovi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Који наслов је најдужи а који најкраћи?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "filmovi['len_title']=filmovi['title'].apply(len)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "scrolled": false
   },
   "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>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "      <th>len_title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>A group of intergalactic criminals are forced ...</td>\n",
       "      <td>James Gunn</td>\n",
       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
       "      <td>2014</td>\n",
       "      <td>121</td>\n",
       "      <td>8.1</td>\n",
       "      <td>757074</td>\n",
       "      <td>33313000</td>\n",
       "      <td>76</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Prometheus</td>\n",
       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
       "      <td>Following clues to the origin of mankind, a te...</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
       "      <td>2012</td>\n",
       "      <td>124</td>\n",
       "      <td>7.0</td>\n",
       "      <td>485820</td>\n",
       "      <td>12646000</td>\n",
       "      <td>65</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Split</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
       "      <td>M. Night Shyamalan</td>\n",
       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
       "      <td>2016</td>\n",
       "      <td>117</td>\n",
       "      <td>7.3</td>\n",
       "      <td>157606</td>\n",
       "      <td>13812000</td>\n",
       "      <td>62</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Sing</td>\n",
       "      <td>Animation,Comedy,Family</td>\n",
       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
       "      <td>Christophe Lourdelet</td>\n",
       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
       "      <td>2016</td>\n",
       "      <td>108</td>\n",
       "      <td>7.2</td>\n",
       "      <td>60545</td>\n",
       "      <td>27032000</td>\n",
       "      <td>59</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Suicide Squad</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>A secret government agency recruits some of th...</td>\n",
       "      <td>David Ayer</td>\n",
       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
       "      <td>2016</td>\n",
       "      <td>123</td>\n",
       "      <td>6.2</td>\n",
       "      <td>393727</td>\n",
       "      <td>32502000</td>\n",
       "      <td>40</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   rank                    title                     genre  \\\n",
       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
       "2     3                    Split           Horror,Thriller   \n",
       "3     4                     Sing   Animation,Comedy,Family   \n",
       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
       "\n",
       "                                         description              director  \\\n",
       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
       "4  A secret government agency recruits some of th...            David Ayer   \n",
       "\n",
       "                                              actors  year  runtime_minutes  \\\n",
       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014              121   \n",
       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012              124   \n",
       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016              117   \n",
       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016              108   \n",
       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016              123   \n",
       "\n",
       "   rating   votes   revenue  metascore  len_title  \n",
       "0     8.1  757074  33313000         76         23  \n",
       "1     7.0  485820  12646000         65         10  \n",
       "2     7.3  157606  13812000         62          5  \n",
       "3     7.2   60545  27032000         59          4  \n",
       "4     6.2  393727  32502000         40         13  "
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "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>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "      <th>len_title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>260</td>\n",
       "      <td>Norman: The Moderate Rise and Tragic Fall of a...</td>\n",
       "      <td>Drama,Thriller</td>\n",
       "      <td>Norman Oppenheimer is a small time operator wh...</td>\n",
       "      <td>Joseph Cedar</td>\n",
       "      <td>Richard Gere, Lior Ashkenazi, Michael Sheen,Ch...</td>\n",
       "      <td>2016</td>\n",
       "      <td>118</td>\n",
       "      <td>7.1</td>\n",
       "      <td>664</td>\n",
       "      <td>227000</td>\n",
       "      <td>76</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank                                              title           genre  \\\n",
       "259   260  Norman: The Moderate Rise and Tragic Fall of a...  Drama,Thriller   \n",
       "\n",
       "                                           description      director  \\\n",
       "259  Norman Oppenheimer is a small time operator wh...  Joseph Cedar   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "259  Richard Gere, Lior Ashkenazi, Michael Sheen,Ch...  2016              118   \n",
       "\n",
       "     rating  votes  revenue  metascore  len_title  \n",
       "259     7.1    664   227000         76         61  "
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#pd.set_option('display.max_colwidth', None)\n",
    "\n",
    "filmovi.sort_values('len_title', ascending=False).head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Norman: The Moderate Rise and Tragic Fall of a New York Fixer\n"
     ]
    }
   ],
   "source": [
    "najduzi=filmovi.sort_values('len_title', ascending=False)\n",
    "\n",
    "print(najduzi['title'].iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "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>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "      <th>len_title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>500</td>\n",
       "      <td>Up</td>\n",
       "      <td>Animation,Adventure,Comedy</td>\n",
       "      <td>Seventy-eight year old Carl Fredricksen travel...</td>\n",
       "      <td>Pete Docter</td>\n",
       "      <td>Edward Asner, Jordan Nagai, John Ratzenberger,...</td>\n",
       "      <td>2009</td>\n",
       "      <td>96</td>\n",
       "      <td>8.3</td>\n",
       "      <td>722203</td>\n",
       "      <td>29298000</td>\n",
       "      <td>88</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank title                       genre  \\\n",
       "499   500    Up  Animation,Adventure,Comedy   \n",
       "\n",
       "                                           description     director  \\\n",
       "499  Seventy-eight year old Carl Fredricksen travel...  Pete Docter   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "499  Edward Asner, Jordan Nagai, John Ratzenberger,...  2009               96   \n",
       "\n",
       "     rating   votes   revenue  metascore  len_title  \n",
       "499     8.3  722203  29298000         88          2  "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.sort_values('len_title').head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Up\n"
     ]
    }
   ],
   "source": [
    "najkraci=filmovi.sort_values('len_title')\n",
    "\n",
    "print(najkraci['title'].iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "#pd.reset_option('use_inf_as_na')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "scrolled": true
   },
   "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>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>A group of intergalactic criminals are forced ...</td>\n",
       "      <td>James Gunn</td>\n",
       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
       "      <td>2014</td>\n",
       "      <td>121</td>\n",
       "      <td>8.1</td>\n",
       "      <td>757074</td>\n",
       "      <td>33313000</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Prometheus</td>\n",
       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
       "      <td>Following clues to the origin of mankind, a te...</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
       "      <td>2012</td>\n",
       "      <td>124</td>\n",
       "      <td>7.0</td>\n",
       "      <td>485820</td>\n",
       "      <td>12646000</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Split</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
       "      <td>M. Night Shyamalan</td>\n",
       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
       "      <td>2016</td>\n",
       "      <td>117</td>\n",
       "      <td>7.3</td>\n",
       "      <td>157606</td>\n",
       "      <td>13812000</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Sing</td>\n",
       "      <td>Animation,Comedy,Family</td>\n",
       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
       "      <td>Christophe Lourdelet</td>\n",
       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
       "      <td>2016</td>\n",
       "      <td>108</td>\n",
       "      <td>7.2</td>\n",
       "      <td>60545</td>\n",
       "      <td>27032000</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Suicide Squad</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>A secret government agency recruits some of th...</td>\n",
       "      <td>David Ayer</td>\n",
       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
       "      <td>2016</td>\n",
       "      <td>123</td>\n",
       "      <td>6.2</td>\n",
       "      <td>393727</td>\n",
       "      <td>32502000</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   rank                    title                     genre  \\\n",
       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
       "2     3                    Split           Horror,Thriller   \n",
       "3     4                     Sing   Animation,Comedy,Family   \n",
       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
       "\n",
       "                                         description              director  \\\n",
       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
       "4  A secret government agency recruits some of th...            David Ayer   \n",
       "\n",
       "                                              actors  year  runtime_minutes  \\\n",
       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014              121   \n",
       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012              124   \n",
       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016              117   \n",
       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016              108   \n",
       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016              123   \n",
       "\n",
       "   rating   votes   revenue  metascore  \n",
       "0     8.1  757074  33313000         76  \n",
       "1     7.0  485820  12646000         65  \n",
       "2     7.3  157606  13812000         62  \n",
       "3     7.2   60545  27032000         59  \n",
       "4     6.2  393727  32502000         40  "
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.drop('len_title',\n",
    "  axis='columns', inplace=True)\n",
    "\n",
    "filmovi.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Који филм има најдуже а који најкраће трајање?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "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>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>828</th>\n",
       "      <td>829</td>\n",
       "      <td>Grindhouse</td>\n",
       "      <td>Action,Horror,Thriller</td>\n",
       "      <td>Quentin Tarantino and Robert Rodriguez's homag...</td>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell</td>\n",
       "      <td>2007</td>\n",
       "      <td>191</td>\n",
       "      <td>7.6</td>\n",
       "      <td>160350</td>\n",
       "      <td>2503000</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank       title                   genre  \\\n",
       "828   829  Grindhouse  Action,Horror,Thriller   \n",
       "\n",
       "                                           description          director  \\\n",
       "828  Quentin Tarantino and Robert Rodriguez's homag...  Robert Rodriguez   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "828  Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell  2007              191   \n",
       "\n",
       "     rating   votes  revenue  metascore  \n",
       "828     7.6  160350  2503000         58  "
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.sort_values('runtime_minutes', ascending=False).head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Grindhouse\n"
     ]
    }
   ],
   "source": [
    "najduze=filmovi.sort_values('runtime_minutes', ascending=False)\n",
    "\n",
    "print(najduze['title'].iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "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>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>794</td>\n",
       "      <td>Ma vie de Courgette</td>\n",
       "      <td>Animation,Comedy,Drama</td>\n",
       "      <td>After losing his mother, a young boy is sent t...</td>\n",
       "      <td>Claude Barras</td>\n",
       "      <td>Gaspard Schlatter, Sixtine Murat, Paulin Jacco...</td>\n",
       "      <td>2016</td>\n",
       "      <td>66</td>\n",
       "      <td>7.8</td>\n",
       "      <td>4370</td>\n",
       "      <td>28999</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank                title                   genre  \\\n",
       "793   794  Ma vie de Courgette  Animation,Comedy,Drama   \n",
       "\n",
       "                                           description       director  \\\n",
       "793  After losing his mother, a young boy is sent t...  Claude Barras   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "793  Gaspard Schlatter, Sixtine Murat, Paulin Jacco...  2016               66   \n",
       "\n",
       "     rating  votes  revenue  metascore  \n",
       "793     7.8   4370    28999         85  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filmovi.sort_values('runtime_minutes').head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ma vie de Courgette\n"
     ]
    }
   ],
   "source": [
    "najkrace=filmovi.sort_values('runtime_minutes')\n",
    "\n",
    "print(najkrace['title'].iloc[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Који филмови су најбољи по мишљењу корисника?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "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>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>Action,Crime,Drama</td>\n",
       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Mi...</td>\n",
       "      <td>2008</td>\n",
       "      <td>152</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1791916</td>\n",
       "      <td>53332000</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>81</td>\n",
       "      <td>Inception</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>A thief, who steals corporate secrets through ...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...</td>\n",
       "      <td>2010</td>\n",
       "      <td>148</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1583625</td>\n",
       "      <td>29257000</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>118</td>\n",
       "      <td>Dangal</td>\n",
       "      <td>Action,Biography,Drama</td>\n",
       "      <td>Former wrestler Mahavir Singh Phogat and his t...</td>\n",
       "      <td>Nitesh Tiwari</td>\n",
       "      <td>Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...</td>\n",
       "      <td>2016</td>\n",
       "      <td>161</td>\n",
       "      <td>8.8</td>\n",
       "      <td>48969</td>\n",
       "      <td>1115000</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>Interstellar</td>\n",
       "      <td>Adventure,Drama,Sci-Fi</td>\n",
       "      <td>A team of explorers travel through a wormhole ...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Matthew McConaughey, Anne Hathaway, Jessica Ch...</td>\n",
       "      <td>2014</td>\n",
       "      <td>169</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1047747</td>\n",
       "      <td>18799000</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97</td>\n",
       "      <td>Kimi no na wa</td>\n",
       "      <td>Animation,Drama,Fantasy</td>\n",
       "      <td>Two strangers find themselves linked in a biza...</td>\n",
       "      <td>Makoto Shinkai</td>\n",
       "      <td>Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Nari...</td>\n",
       "      <td>2016</td>\n",
       "      <td>106</td>\n",
       "      <td>8.6</td>\n",
       "      <td>34110</td>\n",
       "      <td>468000</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>250</td>\n",
       "      <td>The Intouchables</td>\n",
       "      <td>Biography,Comedy,Drama</td>\n",
       "      <td>After he becomes a quadriplegic from a paragli...</td>\n",
       "      <td>Olivier Nakache</td>\n",
       "      <td>François Cluzet, Omar Sy, Anne Le Ny, Audrey F...</td>\n",
       "      <td>2011</td>\n",
       "      <td>112</td>\n",
       "      <td>8.6</td>\n",
       "      <td>557965</td>\n",
       "      <td>1318000</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>134</td>\n",
       "      <td>Whiplash</td>\n",
       "      <td>Drama,Music</td>\n",
       "      <td>A promising young drummer enrolls at a cut-thr...</td>\n",
       "      <td>Damien Chazelle</td>\n",
       "      <td>Miles Teller, J.K. Simmons, Melissa Benoist, P...</td>\n",
       "      <td>2014</td>\n",
       "      <td>107</td>\n",
       "      <td>8.5</td>\n",
       "      <td>477276</td>\n",
       "      <td>1309000</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>65</td>\n",
       "      <td>The Prestige</td>\n",
       "      <td>Drama,Mystery,Sci-Fi</td>\n",
       "      <td>Two stage magicians engage in competitive one-...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Christian Bale, Hugh Jackman, Scarlett Johanss...</td>\n",
       "      <td>2006</td>\n",
       "      <td>130</td>\n",
       "      <td>8.5</td>\n",
       "      <td>913152</td>\n",
       "      <td>5308000</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100</td>\n",
       "      <td>The Departed</td>\n",
       "      <td>Crime,Drama,Thriller</td>\n",
       "      <td>An undercover cop and a mole in the police att...</td>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>Leonardo DiCaprio, Matt Damon, Jack Nicholson,...</td>\n",
       "      <td>2006</td>\n",
       "      <td>151</td>\n",
       "      <td>8.5</td>\n",
       "      <td>937414</td>\n",
       "      <td>13237000</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>992</td>\n",
       "      <td>Taare Zameen Par</td>\n",
       "      <td>Drama,Family,Music</td>\n",
       "      <td>An eight-year-old boy is thought to be a lazy ...</td>\n",
       "      <td>Aamir Khan</td>\n",
       "      <td>Darsheel Safary, Aamir Khan, Tanay Chheda, Sac...</td>\n",
       "      <td>2007</td>\n",
       "      <td>165</td>\n",
       "      <td>8.5</td>\n",
       "      <td>102697</td>\n",
       "      <td>120000</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank             title                    genre  \\\n",
       "54     55   The Dark Knight       Action,Crime,Drama   \n",
       "80     81         Inception  Action,Adventure,Sci-Fi   \n",
       "117   118            Dangal   Action,Biography,Drama   \n",
       "36     37      Interstellar   Adventure,Drama,Sci-Fi   \n",
       "96     97     Kimi no na wa  Animation,Drama,Fantasy   \n",
       "249   250  The Intouchables   Biography,Comedy,Drama   \n",
       "133   134          Whiplash              Drama,Music   \n",
       "64     65      The Prestige     Drama,Mystery,Sci-Fi   \n",
       "99    100      The Departed     Crime,Drama,Thriller   \n",
       "991   992  Taare Zameen Par       Drama,Family,Music   \n",
       "\n",
       "                                           description           director  \\\n",
       "54   When the menace known as the Joker wreaks havo...  Christopher Nolan   \n",
       "80   A thief, who steals corporate secrets through ...  Christopher Nolan   \n",
       "117  Former wrestler Mahavir Singh Phogat and his t...      Nitesh Tiwari   \n",
       "36   A team of explorers travel through a wormhole ...  Christopher Nolan   \n",
       "96   Two strangers find themselves linked in a biza...     Makoto Shinkai   \n",
       "249  After he becomes a quadriplegic from a paragli...    Olivier Nakache   \n",
       "133  A promising young drummer enrolls at a cut-thr...    Damien Chazelle   \n",
       "64   Two stage magicians engage in competitive one-...  Christopher Nolan   \n",
       "99   An undercover cop and a mole in the police att...    Martin Scorsese   \n",
       "991  An eight-year-old boy is thought to be a lazy ...         Aamir Khan   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "54   Christian Bale, Heath Ledger, Aaron Eckhart,Mi...  2008              152   \n",
       "80   Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...  2010              148   \n",
       "117  Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...  2016              161   \n",
       "36   Matthew McConaughey, Anne Hathaway, Jessica Ch...  2014              169   \n",
       "96   Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Nari...  2016              106   \n",
       "249  François Cluzet, Omar Sy, Anne Le Ny, Audrey F...  2011              112   \n",
       "133  Miles Teller, J.K. Simmons, Melissa Benoist, P...  2014              107   \n",
       "64   Christian Bale, Hugh Jackman, Scarlett Johanss...  2006              130   \n",
       "99   Leonardo DiCaprio, Matt Damon, Jack Nicholson,...  2006              151   \n",
       "991  Darsheel Safary, Aamir Khan, Tanay Chheda, Sac...  2007              165   \n",
       "\n",
       "     rating    votes   revenue  metascore  \n",
       "54      9.0  1791916  53332000         82  \n",
       "80      8.8  1583625  29257000         74  \n",
       "117     8.8    48969   1115000         58  \n",
       "36      8.6  1047747  18799000         74  \n",
       "96      8.6    34110    468000         79  \n",
       "249     8.6   557965   1318000         57  \n",
       "133     8.5   477276   1309000         88  \n",
       "64      8.5   913152   5308000         66  \n",
       "99      8.5   937414  13237000         85  \n",
       "991     8.5   102697    120000         42  "
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "najbolji_korisnici=filmovi.sort_values('rating', ascending=False)\n",
    "\n",
    "najbolji_korisnici.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  The Dark Knight\n",
      "        Inception\n",
      "           Dangal\n",
      "     Interstellar\n",
      "    Kimi no na wa\n",
      " The Intouchables\n",
      "         Whiplash\n",
      "     The Prestige\n",
      "     The Departed\n",
      " Taare Zameen Par\n"
     ]
    }
   ],
   "source": [
    "print(najbolji_korisnici['title'].iloc[0:10].to_string(index=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Који филмови су најбољи по мишљењу критичара?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "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>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>656</th>\n",
       "      <td>657</td>\n",
       "      <td>Boyhood</td>\n",
       "      <td>Drama</td>\n",
       "      <td>The life of Mason, from early childhood to his...</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>Ellar Coltrane, Patricia Arquette, Ethan Hawke...</td>\n",
       "      <td>2014</td>\n",
       "      <td>165</td>\n",
       "      <td>7.9</td>\n",
       "      <td>286722</td>\n",
       "      <td>2536000</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Moonlight</td>\n",
       "      <td>Drama</td>\n",
       "      <td>A chronicle of the childhood, adolescence and ...</td>\n",
       "      <td>Barry Jenkins</td>\n",
       "      <td>Mahershala Ali, Shariff Earp, Duan Sanderson, ...</td>\n",
       "      <td>2016</td>\n",
       "      <td>111</td>\n",
       "      <td>7.5</td>\n",
       "      <td>135095</td>\n",
       "      <td>2785000</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>231</td>\n",
       "      <td>Pan's Labyrinth</td>\n",
       "      <td>Drama,Fantasy,War</td>\n",
       "      <td>In the falangist Spain of 1944, the bookish yo...</td>\n",
       "      <td>Guillermo del Toro</td>\n",
       "      <td>Ivana Baquero, Ariadna Gil, Sergi López,Maribe...</td>\n",
       "      <td>2006</td>\n",
       "      <td>118</td>\n",
       "      <td>8.2</td>\n",
       "      <td>498879</td>\n",
       "      <td>3761999</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>112</td>\n",
       "      <td>12 Years a Slave</td>\n",
       "      <td>Biography,Drama,History</td>\n",
       "      <td>In the antebellum United States, Solomon North...</td>\n",
       "      <td>Steve McQueen</td>\n",
       "      <td>Chiwetel Ejiofor, Michael Kenneth Williams, Mi...</td>\n",
       "      <td>2013</td>\n",
       "      <td>134</td>\n",
       "      <td>8.1</td>\n",
       "      <td>486338</td>\n",
       "      <td>5667000</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>490</td>\n",
       "      <td>Ratatouille</td>\n",
       "      <td>Animation,Comedy,Family</td>\n",
       "      <td>A rat who can cook makes an unusual alliance w...</td>\n",
       "      <td>Brad Bird</td>\n",
       "      <td>Brad Garrett, Lou Romano, Patton Oswalt,Ian Holm</td>\n",
       "      <td>2007</td>\n",
       "      <td>111</td>\n",
       "      <td>8.0</td>\n",
       "      <td>504039</td>\n",
       "      <td>20644000</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Manchester by the Sea</td>\n",
       "      <td>Drama</td>\n",
       "      <td>A depressed uncle is asked to take care of his...</td>\n",
       "      <td>Kenneth Lonergan</td>\n",
       "      <td>Casey Affleck, Michelle Williams, Kyle Chandle...</td>\n",
       "      <td>2016</td>\n",
       "      <td>137</td>\n",
       "      <td>7.9</td>\n",
       "      <td>134213</td>\n",
       "      <td>4770000</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>510</td>\n",
       "      <td>Gravity</td>\n",
       "      <td>Drama,Sci-Fi,Thriller</td>\n",
       "      <td>Two astronauts work together to survive after ...</td>\n",
       "      <td>Alfonso Cuarón</td>\n",
       "      <td>Sandra Bullock, George Clooney, Ed Harris, Ort...</td>\n",
       "      <td>2013</td>\n",
       "      <td>91</td>\n",
       "      <td>7.8</td>\n",
       "      <td>622089</td>\n",
       "      <td>27408000</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>407</td>\n",
       "      <td>Zero Dark Thirty</td>\n",
       "      <td>Drama,History,Thriller</td>\n",
       "      <td>A chronicle of the decade-long hunt for al-Qae...</td>\n",
       "      <td>Kathryn Bigelow</td>\n",
       "      <td>Jessica Chastain, Joel Edgerton, Chris Pratt, ...</td>\n",
       "      <td>2012</td>\n",
       "      <td>157</td>\n",
       "      <td>7.4</td>\n",
       "      <td>226661</td>\n",
       "      <td>9572000</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>325</td>\n",
       "      <td>The Social Network</td>\n",
       "      <td>Biography,Drama</td>\n",
       "      <td>Harvard student Mark Zuckerberg creates the so...</td>\n",
       "      <td>David Fincher</td>\n",
       "      <td>Jesse Eisenberg, Andrew Garfield, Justin Timbe...</td>\n",
       "      <td>2010</td>\n",
       "      <td>120</td>\n",
       "      <td>7.7</td>\n",
       "      <td>510100</td>\n",
       "      <td>9692000</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>502</td>\n",
       "      <td>Carol</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>An aspiring photographer develops an intimate ...</td>\n",
       "      <td>Todd Haynes</td>\n",
       "      <td>Cate Blanchett, Rooney Mara, Sarah Paulson, Ky...</td>\n",
       "      <td>2015</td>\n",
       "      <td>118</td>\n",
       "      <td>7.2</td>\n",
       "      <td>77995</td>\n",
       "      <td>25000</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank                  title                    genre  \\\n",
       "656   657                Boyhood                    Drama   \n",
       "41     42              Moonlight                    Drama   \n",
       "230   231        Pan's Labyrinth        Drama,Fantasy,War   \n",
       "111   112       12 Years a Slave  Biography,Drama,History   \n",
       "489   490            Ratatouille  Animation,Comedy,Family   \n",
       "21     22  Manchester by the Sea                    Drama   \n",
       "509   510                Gravity    Drama,Sci-Fi,Thriller   \n",
       "406   407       Zero Dark Thirty   Drama,History,Thriller   \n",
       "324   325     The Social Network          Biography,Drama   \n",
       "501   502                  Carol            Drama,Romance   \n",
       "\n",
       "                                           description            director  \\\n",
       "656  The life of Mason, from early childhood to his...   Richard Linklater   \n",
       "41   A chronicle of the childhood, adolescence and ...       Barry Jenkins   \n",
       "230  In the falangist Spain of 1944, the bookish yo...  Guillermo del Toro   \n",
       "111  In the antebellum United States, Solomon North...       Steve McQueen   \n",
       "489  A rat who can cook makes an unusual alliance w...           Brad Bird   \n",
       "21   A depressed uncle is asked to take care of his...    Kenneth Lonergan   \n",
       "509  Two astronauts work together to survive after ...      Alfonso Cuarón   \n",
       "406  A chronicle of the decade-long hunt for al-Qae...     Kathryn Bigelow   \n",
       "324  Harvard student Mark Zuckerberg creates the so...       David Fincher   \n",
       "501  An aspiring photographer develops an intimate ...         Todd Haynes   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "656  Ellar Coltrane, Patricia Arquette, Ethan Hawke...  2014              165   \n",
       "41   Mahershala Ali, Shariff Earp, Duan Sanderson, ...  2016              111   \n",
       "230  Ivana Baquero, Ariadna Gil, Sergi López,Maribe...  2006              118   \n",
       "111  Chiwetel Ejiofor, Michael Kenneth Williams, Mi...  2013              134   \n",
       "489   Brad Garrett, Lou Romano, Patton Oswalt,Ian Holm  2007              111   \n",
       "21   Casey Affleck, Michelle Williams, Kyle Chandle...  2016              137   \n",
       "509  Sandra Bullock, George Clooney, Ed Harris, Ort...  2013               91   \n",
       "406  Jessica Chastain, Joel Edgerton, Chris Pratt, ...  2012              157   \n",
       "324  Jesse Eisenberg, Andrew Garfield, Justin Timbe...  2010              120   \n",
       "501  Cate Blanchett, Rooney Mara, Sarah Paulson, Ky...  2015              118   \n",
       "\n",
       "     rating   votes   revenue  metascore  \n",
       "656     7.9  286722   2536000        100  \n",
       "41      7.5  135095   2785000         99  \n",
       "230     8.2  498879   3761999         98  \n",
       "111     8.1  486338   5667000         96  \n",
       "489     8.0  504039  20644000         96  \n",
       "21      7.9  134213   4770000         96  \n",
       "509     7.8  622089  27408000         96  \n",
       "406     7.4  226661   9572000         95  \n",
       "324     7.7  510100   9692000         95  \n",
       "501     7.2   77995     25000         95  "
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "najbolji_kriticari=filmovi.sort_values('metascore', ascending=False)\n",
    "\n",
    "najbolji_kriticari.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               Boyhood\n",
      "             Moonlight\n",
      "       Pan's Labyrinth\n",
      "      12 Years a Slave\n",
      "           Ratatouille\n",
      " Manchester by the Sea\n",
      "               Gravity\n",
      "      Zero Dark Thirty\n",
      "    The Social Network\n",
      "                 Carol\n"
     ]
    }
   ],
   "source": [
    "print(najbolji_kriticari['title'].iloc[0:10].to_string(index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "\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>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
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       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>Action,Crime,Drama</td>\n",
       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Mi...</td>\n",
       "      <td>2008</td>\n",
       "      <td>152</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1791916</td>\n",
       "      <td>53332000</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>81</td>\n",
       "      <td>Inception</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>A thief, who steals corporate secrets through ...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...</td>\n",
       "      <td>2010</td>\n",
       "      <td>148</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1583625</td>\n",
       "      <td>29257000</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>118</td>\n",
       "      <td>Dangal</td>\n",
       "      <td>Action,Biography,Drama</td>\n",
       "      <td>Former wrestler Mahavir Singh Phogat and his t...</td>\n",
       "      <td>Nitesh Tiwari</td>\n",
       "      <td>Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...</td>\n",
       "      <td>2016</td>\n",
       "      <td>161</td>\n",
       "      <td>8.8</td>\n",
       "      <td>48969</td>\n",
       "      <td>1115000</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97</td>\n",
       "      <td>Kimi no na wa</td>\n",
       "      <td>Animation,Drama,Fantasy</td>\n",
       "      <td>Two strangers find themselves linked in a biza...</td>\n",
       "      <td>Makoto Shinkai</td>\n",
       "      <td>Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Nari...</td>\n",
       "      <td>2016</td>\n",
       "      <td>106</td>\n",
       "      <td>8.6</td>\n",
       "      <td>34110</td>\n",
       "      <td>468000</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>Interstellar</td>\n",
       "      <td>Adventure,Drama,Sci-Fi</td>\n",
       "      <td>A team of explorers travel through a wormhole ...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Matthew McConaughey, Anne Hathaway, Jessica Ch...</td>\n",
       "      <td>2014</td>\n",
       "      <td>169</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1047747</td>\n",
       "      <td>18799000</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>250</td>\n",
       "      <td>The Intouchables</td>\n",
       "      <td>Biography,Comedy,Drama</td>\n",
       "      <td>After he becomes a quadriplegic from a paragli...</td>\n",
       "      <td>Olivier Nakache</td>\n",
       "      <td>François Cluzet, Omar Sy, Anne Le Ny, Audrey F...</td>\n",
       "      <td>2011</td>\n",
       "      <td>112</td>\n",
       "      <td>8.6</td>\n",
       "      <td>557965</td>\n",
       "      <td>1318000</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>477</td>\n",
       "      <td>The Lives of Others</td>\n",
       "      <td>Drama,Thriller</td>\n",
       "      <td>In 1984 East Berlin, an agent of the secret po...</td>\n",
       "      <td>Florian Henckel von Donnersmarck</td>\n",
       "      <td>Ulrich Mühe, Martina Gedeck,Sebastian Koch, Ul...</td>\n",
       "      <td>2006</td>\n",
       "      <td>137</td>\n",
       "      <td>8.5</td>\n",
       "      <td>278103</td>\n",
       "      <td>1128000</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>134</td>\n",
       "      <td>Whiplash</td>\n",
       "      <td>Drama,Music</td>\n",
       "      <td>A promising young drummer enrolls at a cut-thr...</td>\n",
       "      <td>Damien Chazelle</td>\n",
       "      <td>Miles Teller, J.K. Simmons, Melissa Benoist, P...</td>\n",
       "      <td>2014</td>\n",
       "      <td>107</td>\n",
       "      <td>8.5</td>\n",
       "      <td>477276</td>\n",
       "      <td>1309000</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100</td>\n",
       "      <td>The Departed</td>\n",
       "      <td>Crime,Drama,Thriller</td>\n",
       "      <td>An undercover cop and a mole in the police att...</td>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>Leonardo DiCaprio, Matt Damon, Jack Nicholson,...</td>\n",
       "      <td>2006</td>\n",
       "      <td>151</td>\n",
       "      <td>8.5</td>\n",
       "      <td>937414</td>\n",
       "      <td>13237000</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>125</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Action,Thriller</td>\n",
       "      <td>Eight years after the Joker's reign of anarchy...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Christian Bale, Tom Hardy, Anne Hathaway,Gary ...</td>\n",
       "      <td>2012</td>\n",
       "      <td>164</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1222645</td>\n",
       "      <td>44813000</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank                  title                    genre  \\\n",
       "54     55        The Dark Knight       Action,Crime,Drama   \n",
       "80     81              Inception  Action,Adventure,Sci-Fi   \n",
       "117   118                 Dangal   Action,Biography,Drama   \n",
       "96     97          Kimi no na wa  Animation,Drama,Fantasy   \n",
       "36     37           Interstellar   Adventure,Drama,Sci-Fi   \n",
       "249   250       The Intouchables   Biography,Comedy,Drama   \n",
       "476   477    The Lives of Others           Drama,Thriller   \n",
       "133   134               Whiplash              Drama,Music   \n",
       "99    100           The Departed     Crime,Drama,Thriller   \n",
       "124   125  The Dark Knight Rises          Action,Thriller   \n",
       "\n",
       "                                           description  \\\n",
       "54   When the menace known as the Joker wreaks havo...   \n",
       "80   A thief, who steals corporate secrets through ...   \n",
       "117  Former wrestler Mahavir Singh Phogat and his t...   \n",
       "96   Two strangers find themselves linked in a biza...   \n",
       "36   A team of explorers travel through a wormhole ...   \n",
       "249  After he becomes a quadriplegic from a paragli...   \n",
       "476  In 1984 East Berlin, an agent of the secret po...   \n",
       "133  A promising young drummer enrolls at a cut-thr...   \n",
       "99   An undercover cop and a mole in the police att...   \n",
       "124  Eight years after the Joker's reign of anarchy...   \n",
       "\n",
       "                             director  \\\n",
       "54                  Christopher Nolan   \n",
       "80                  Christopher Nolan   \n",
       "117                     Nitesh Tiwari   \n",
       "96                     Makoto Shinkai   \n",
       "36                  Christopher Nolan   \n",
       "249                   Olivier Nakache   \n",
       "476  Florian Henckel von Donnersmarck   \n",
       "133                   Damien Chazelle   \n",
       "99                    Martin Scorsese   \n",
       "124                 Christopher Nolan   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "54   Christian Bale, Heath Ledger, Aaron Eckhart,Mi...  2008              152   \n",
       "80   Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...  2010              148   \n",
       "117  Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...  2016              161   \n",
       "96   Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Nari...  2016              106   \n",
       "36   Matthew McConaughey, Anne Hathaway, Jessica Ch...  2014              169   \n",
       "249  François Cluzet, Omar Sy, Anne Le Ny, Audrey F...  2011              112   \n",
       "476  Ulrich Mühe, Martina Gedeck,Sebastian Koch, Ul...  2006              137   \n",
       "133  Miles Teller, J.K. Simmons, Melissa Benoist, P...  2014              107   \n",
       "99   Leonardo DiCaprio, Matt Damon, Jack Nicholson,...  2006              151   \n",
       "124  Christian Bale, Tom Hardy, Anne Hathaway,Gary ...  2012              164   \n",
       "\n",
       "     rating    votes   revenue  metascore  \n",
       "54      9.0  1791916  53332000         82  \n",
       "80      8.8  1583625  29257000         74  \n",
       "117     8.8    48969   1115000         58  \n",
       "96      8.6    34110    468000         79  \n",
       "36      8.6  1047747  18799000         74  \n",
       "249     8.6   557965   1318000         57  \n",
       "476     8.5   278103   1128000         89  \n",
       "133     8.5   477276   1309000         88  \n",
       "99      8.5   937414  13237000         85  \n",
       "124     8.5  1222645  44813000         78  "
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "najbolji=filmovi.sort_values(['rating','metascore'], ascending=False)\n",
    "\n",
    "najbolji.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Који филмови су освојили највише гласова?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>Action,Crime,Drama</td>\n",
       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Mi...</td>\n",
       "      <td>2008</td>\n",
       "      <td>152</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1791916</td>\n",
       "      <td>53332000</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>81</td>\n",
       "      <td>Inception</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>A thief, who steals corporate secrets through ...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...</td>\n",
       "      <td>2010</td>\n",
       "      <td>148</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1583625</td>\n",
       "      <td>29257000</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>125</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Action,Thriller</td>\n",
       "      <td>Eight years after the Joker's reign of anarchy...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Christian Bale, Tom Hardy, Anne Hathaway,Gary ...</td>\n",
       "      <td>2012</td>\n",
       "      <td>164</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1222645</td>\n",
       "      <td>44813000</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>Interstellar</td>\n",
       "      <td>Adventure,Drama,Sci-Fi</td>\n",
       "      <td>A team of explorers travel through a wormhole ...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Matthew McConaughey, Anne Hathaway, Jessica Ch...</td>\n",
       "      <td>2014</td>\n",
       "      <td>169</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1047747</td>\n",
       "      <td>18799000</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>77</td>\n",
       "      <td>The Avengers</td>\n",
       "      <td>Action,Sci-Fi</td>\n",
       "      <td>Earth's mightiest heroes must come together an...</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>Robert Downey Jr., Chris Evans, Scarlett Johan...</td>\n",
       "      <td>2012</td>\n",
       "      <td>143</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1045588</td>\n",
       "      <td>62328000</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>145</td>\n",
       "      <td>Django Unchained</td>\n",
       "      <td>Drama,Western</td>\n",
       "      <td>With the help of a German bounty hunter , a fr...</td>\n",
       "      <td>Quentin Tarantino</td>\n",
       "      <td>Jamie Foxx, Christoph Waltz, Leonardo DiCaprio...</td>\n",
       "      <td>2012</td>\n",
       "      <td>165</td>\n",
       "      <td>8.4</td>\n",
       "      <td>1039115</td>\n",
       "      <td>16280000</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>78</td>\n",
       "      <td>Inglourious Basterds</td>\n",
       "      <td>Adventure,Drama,War</td>\n",
       "      <td>In Nazi-occupied France during World War II, a...</td>\n",
       "      <td>Quentin Tarantino</td>\n",
       "      <td>Brad Pitt, Diane Kruger, Eli Roth,Mélanie Laurent</td>\n",
       "      <td>2009</td>\n",
       "      <td>153</td>\n",
       "      <td>8.3</td>\n",
       "      <td>959065</td>\n",
       "      <td>12052000</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100</td>\n",
       "      <td>The Departed</td>\n",
       "      <td>Crime,Drama,Thriller</td>\n",
       "      <td>An undercover cop and a mole in the police att...</td>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>Leonardo DiCaprio, Matt Damon, Jack Nicholson,...</td>\n",
       "      <td>2006</td>\n",
       "      <td>151</td>\n",
       "      <td>8.5</td>\n",
       "      <td>937414</td>\n",
       "      <td>13237000</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>88</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>A paraplegic marine dispatched to the moon Pan...</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Sam Worthington, Zoe Saldana, Sigourney Weaver...</td>\n",
       "      <td>2009</td>\n",
       "      <td>162</td>\n",
       "      <td>7.8</td>\n",
       "      <td>935408</td>\n",
       "      <td>76051000</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>65</td>\n",
       "      <td>The Prestige</td>\n",
       "      <td>Drama,Mystery,Sci-Fi</td>\n",
       "      <td>Two stage magicians engage in competitive one-...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Christian Bale, Hugh Jackman, Scarlett Johanss...</td>\n",
       "      <td>2006</td>\n",
       "      <td>130</td>\n",
       "      <td>8.5</td>\n",
       "      <td>913152</td>\n",
       "      <td>5308000</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank                  title                     genre  \\\n",
       "54     55        The Dark Knight        Action,Crime,Drama   \n",
       "80     81              Inception   Action,Adventure,Sci-Fi   \n",
       "124   125  The Dark Knight Rises           Action,Thriller   \n",
       "36     37           Interstellar    Adventure,Drama,Sci-Fi   \n",
       "76     77           The Avengers             Action,Sci-Fi   \n",
       "144   145       Django Unchained             Drama,Western   \n",
       "77     78   Inglourious Basterds       Adventure,Drama,War   \n",
       "99    100           The Departed      Crime,Drama,Thriller   \n",
       "87     88                 Avatar  Action,Adventure,Fantasy   \n",
       "64     65           The Prestige      Drama,Mystery,Sci-Fi   \n",
       "\n",
       "                                           description           director  \\\n",
       "54   When the menace known as the Joker wreaks havo...  Christopher Nolan   \n",
       "80   A thief, who steals corporate secrets through ...  Christopher Nolan   \n",
       "124  Eight years after the Joker's reign of anarchy...  Christopher Nolan   \n",
       "36   A team of explorers travel through a wormhole ...  Christopher Nolan   \n",
       "76   Earth's mightiest heroes must come together an...        Joss Whedon   \n",
       "144  With the help of a German bounty hunter , a fr...  Quentin Tarantino   \n",
       "77   In Nazi-occupied France during World War II, a...  Quentin Tarantino   \n",
       "99   An undercover cop and a mole in the police att...    Martin Scorsese   \n",
       "87   A paraplegic marine dispatched to the moon Pan...      James Cameron   \n",
       "64   Two stage magicians engage in competitive one-...  Christopher Nolan   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "54   Christian Bale, Heath Ledger, Aaron Eckhart,Mi...  2008              152   \n",
       "80   Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...  2010              148   \n",
       "124  Christian Bale, Tom Hardy, Anne Hathaway,Gary ...  2012              164   \n",
       "36   Matthew McConaughey, Anne Hathaway, Jessica Ch...  2014              169   \n",
       "76   Robert Downey Jr., Chris Evans, Scarlett Johan...  2012              143   \n",
       "144  Jamie Foxx, Christoph Waltz, Leonardo DiCaprio...  2012              165   \n",
       "77   Brad Pitt, Diane Kruger, Eli Roth,Mélanie Laurent  2009              153   \n",
       "99   Leonardo DiCaprio, Matt Damon, Jack Nicholson,...  2006              151   \n",
       "87   Sam Worthington, Zoe Saldana, Sigourney Weaver...  2009              162   \n",
       "64   Christian Bale, Hugh Jackman, Scarlett Johanss...  2006              130   \n",
       "\n",
       "     rating    votes   revenue  metascore  \n",
       "54      9.0  1791916  53332000         82  \n",
       "80      8.8  1583625  29257000         74  \n",
       "124     8.5  1222645  44813000         78  \n",
       "36      8.6  1047747  18799000         74  \n",
       "76      8.1  1045588  62328000         69  \n",
       "144     8.4  1039115  16280000         81  \n",
       "77      8.3   959065  12052000         69  \n",
       "99      8.5   937414  13237000         85  \n",
       "87      7.8   935408  76051000         83  \n",
       "64      8.5   913152   5308000         66  "
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "najbolji_glasovi=filmovi.sort_values(['votes'], ascending=False)\n",
    "\n",
    "najbolji_glasovi.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       The Dark Knight\n",
      "             Inception\n",
      " The Dark Knight Rises\n",
      "          Interstellar\n",
      "          The Avengers\n",
      "      Django Unchained\n",
      "  Inglourious Basterds\n",
      "          The Departed\n",
      "                Avatar\n",
      "          The Prestige\n"
     ]
    }
   ],
   "source": [
    "print(najbolji_glasovi['title'].iloc[0:10].to_string(index=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Који филмови су најбољи по мишљењу корисника и критичара?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>rank</th>\n",
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       "      <th>runtime_minutes</th>\n",
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       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>Action,Crime,Drama</td>\n",
       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Mi...</td>\n",
       "      <td>2008</td>\n",
       "      <td>152</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1791916</td>\n",
       "      <td>53332000</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>81</td>\n",
       "      <td>Inception</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>A thief, who steals corporate secrets through ...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...</td>\n",
       "      <td>2010</td>\n",
       "      <td>148</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1583625</td>\n",
       "      <td>29257000</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>118</td>\n",
       "      <td>Dangal</td>\n",
       "      <td>Action,Biography,Drama</td>\n",
       "      <td>Former wrestler Mahavir Singh Phogat and his t...</td>\n",
       "      <td>Nitesh Tiwari</td>\n",
       "      <td>Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...</td>\n",
       "      <td>2016</td>\n",
       "      <td>161</td>\n",
       "      <td>8.8</td>\n",
       "      <td>48969</td>\n",
       "      <td>1115000</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97</td>\n",
       "      <td>Kimi no na wa</td>\n",
       "      <td>Animation,Drama,Fantasy</td>\n",
       "      <td>Two strangers find themselves linked in a biza...</td>\n",
       "      <td>Makoto Shinkai</td>\n",
       "      <td>Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Nari...</td>\n",
       "      <td>2016</td>\n",
       "      <td>106</td>\n",
       "      <td>8.6</td>\n",
       "      <td>34110</td>\n",
       "      <td>468000</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>Interstellar</td>\n",
       "      <td>Adventure,Drama,Sci-Fi</td>\n",
       "      <td>A team of explorers travel through a wormhole ...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Matthew McConaughey, Anne Hathaway, Jessica Ch...</td>\n",
       "      <td>2014</td>\n",
       "      <td>169</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1047747</td>\n",
       "      <td>18799000</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>250</td>\n",
       "      <td>The Intouchables</td>\n",
       "      <td>Biography,Comedy,Drama</td>\n",
       "      <td>After he becomes a quadriplegic from a paragli...</td>\n",
       "      <td>Olivier Nakache</td>\n",
       "      <td>François Cluzet, Omar Sy, Anne Le Ny, Audrey F...</td>\n",
       "      <td>2011</td>\n",
       "      <td>112</td>\n",
       "      <td>8.6</td>\n",
       "      <td>557965</td>\n",
       "      <td>1318000</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>477</td>\n",
       "      <td>The Lives of Others</td>\n",
       "      <td>Drama,Thriller</td>\n",
       "      <td>In 1984 East Berlin, an agent of the secret po...</td>\n",
       "      <td>Florian Henckel von Donnersmarck</td>\n",
       "      <td>Ulrich Mühe, Martina Gedeck,Sebastian Koch, Ul...</td>\n",
       "      <td>2006</td>\n",
       "      <td>137</td>\n",
       "      <td>8.5</td>\n",
       "      <td>278103</td>\n",
       "      <td>1128000</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>134</td>\n",
       "      <td>Whiplash</td>\n",
       "      <td>Drama,Music</td>\n",
       "      <td>A promising young drummer enrolls at a cut-thr...</td>\n",
       "      <td>Damien Chazelle</td>\n",
       "      <td>Miles Teller, J.K. Simmons, Melissa Benoist, P...</td>\n",
       "      <td>2014</td>\n",
       "      <td>107</td>\n",
       "      <td>8.5</td>\n",
       "      <td>477276</td>\n",
       "      <td>1309000</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100</td>\n",
       "      <td>The Departed</td>\n",
       "      <td>Crime,Drama,Thriller</td>\n",
       "      <td>An undercover cop and a mole in the police att...</td>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>Leonardo DiCaprio, Matt Damon, Jack Nicholson,...</td>\n",
       "      <td>2006</td>\n",
       "      <td>151</td>\n",
       "      <td>8.5</td>\n",
       "      <td>937414</td>\n",
       "      <td>13237000</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>125</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Action,Thriller</td>\n",
       "      <td>Eight years after the Joker's reign of anarchy...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Christian Bale, Tom Hardy, Anne Hathaway,Gary ...</td>\n",
       "      <td>2012</td>\n",
       "      <td>164</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1222645</td>\n",
       "      <td>44813000</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank                  title                    genre  \\\n",
       "54     55        The Dark Knight       Action,Crime,Drama   \n",
       "80     81              Inception  Action,Adventure,Sci-Fi   \n",
       "117   118                 Dangal   Action,Biography,Drama   \n",
       "96     97          Kimi no na wa  Animation,Drama,Fantasy   \n",
       "36     37           Interstellar   Adventure,Drama,Sci-Fi   \n",
       "249   250       The Intouchables   Biography,Comedy,Drama   \n",
       "476   477    The Lives of Others           Drama,Thriller   \n",
       "133   134               Whiplash              Drama,Music   \n",
       "99    100           The Departed     Crime,Drama,Thriller   \n",
       "124   125  The Dark Knight Rises          Action,Thriller   \n",
       "\n",
       "                                           description  \\\n",
       "54   When the menace known as the Joker wreaks havo...   \n",
       "80   A thief, who steals corporate secrets through ...   \n",
       "117  Former wrestler Mahavir Singh Phogat and his t...   \n",
       "96   Two strangers find themselves linked in a biza...   \n",
       "36   A team of explorers travel through a wormhole ...   \n",
       "249  After he becomes a quadriplegic from a paragli...   \n",
       "476  In 1984 East Berlin, an agent of the secret po...   \n",
       "133  A promising young drummer enrolls at a cut-thr...   \n",
       "99   An undercover cop and a mole in the police att...   \n",
       "124  Eight years after the Joker's reign of anarchy...   \n",
       "\n",
       "                             director  \\\n",
       "54                  Christopher Nolan   \n",
       "80                  Christopher Nolan   \n",
       "117                     Nitesh Tiwari   \n",
       "96                     Makoto Shinkai   \n",
       "36                  Christopher Nolan   \n",
       "249                   Olivier Nakache   \n",
       "476  Florian Henckel von Donnersmarck   \n",
       "133                   Damien Chazelle   \n",
       "99                    Martin Scorsese   \n",
       "124                 Christopher Nolan   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "54   Christian Bale, Heath Ledger, Aaron Eckhart,Mi...  2008              152   \n",
       "80   Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...  2010              148   \n",
       "117  Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...  2016              161   \n",
       "96   Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Nari...  2016              106   \n",
       "36   Matthew McConaughey, Anne Hathaway, Jessica Ch...  2014              169   \n",
       "249  François Cluzet, Omar Sy, Anne Le Ny, Audrey F...  2011              112   \n",
       "476  Ulrich Mühe, Martina Gedeck,Sebastian Koch, Ul...  2006              137   \n",
       "133  Miles Teller, J.K. Simmons, Melissa Benoist, P...  2014              107   \n",
       "99   Leonardo DiCaprio, Matt Damon, Jack Nicholson,...  2006              151   \n",
       "124  Christian Bale, Tom Hardy, Anne Hathaway,Gary ...  2012              164   \n",
       "\n",
       "     rating    votes   revenue  metascore  \n",
       "54      9.0  1791916  53332000         82  \n",
       "80      8.8  1583625  29257000         74  \n",
       "117     8.8    48969   1115000         58  \n",
       "96      8.6    34110    468000         79  \n",
       "36      8.6  1047747  18799000         74  \n",
       "249     8.6   557965   1318000         57  \n",
       "476     8.5   278103   1128000         89  \n",
       "133     8.5   477276   1309000         88  \n",
       "99      8.5   937414  13237000         85  \n",
       "124     8.5  1222645  44813000         78  "
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "najbolji=filmovi.sort_values(['rating','metascore'], ascending=False)\n",
    "\n",
    "najbolji.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       The Dark Knight\n",
      "             Inception\n",
      "                Dangal\n",
      "         Kimi no na wa\n",
      "          Interstellar\n",
      "      The Intouchables\n",
      "   The Lives of Others\n",
      "              Whiplash\n",
      "          The Departed\n",
      " The Dark Knight Rises\n"
     ]
    }
   ],
   "source": [
    "print(najbolji['title'].iloc[0:10].to_string(index=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Који филмови су остварили највећу зараду?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>Three decades after the defeat of the Galactic...</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Daisy Ridley, John Boyega, Oscar Isaac, Domhna...</td>\n",
       "      <td>2015</td>\n",
       "      <td>136</td>\n",
       "      <td>8.1</td>\n",
       "      <td>661608</td>\n",
       "      <td>93663000</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>88</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>A paraplegic marine dispatched to the moon Pan...</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Sam Worthington, Zoe Saldana, Sigourney Weaver...</td>\n",
       "      <td>2009</td>\n",
       "      <td>162</td>\n",
       "      <td>7.8</td>\n",
       "      <td>935408</td>\n",
       "      <td>76051000</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>86</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>A new theme park, built on the original site o...</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>Chris Pratt, Bryce Dallas Howard, Ty Simpkins,...</td>\n",
       "      <td>2015</td>\n",
       "      <td>124</td>\n",
       "      <td>7.0</td>\n",
       "      <td>455169</td>\n",
       "      <td>65217999</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>77</td>\n",
       "      <td>The Avengers</td>\n",
       "      <td>Action,Sci-Fi</td>\n",
       "      <td>Earth's mightiest heroes must come together an...</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>Robert Downey Jr., Chris Evans, Scarlett Johan...</td>\n",
       "      <td>2012</td>\n",
       "      <td>143</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1045588</td>\n",
       "      <td>62328000</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>Action,Crime,Drama</td>\n",
       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Mi...</td>\n",
       "      <td>2008</td>\n",
       "      <td>152</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1791916</td>\n",
       "      <td>53332000</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Rogue One</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>The Rebel Alliance makes a risky move to steal...</td>\n",
       "      <td>Gareth Edwards</td>\n",
       "      <td>Felicity Jones, Diego Luna, Alan Tudyk, Donnie...</td>\n",
       "      <td>2016</td>\n",
       "      <td>133</td>\n",
       "      <td>7.9</td>\n",
       "      <td>323118</td>\n",
       "      <td>53216999</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>120</td>\n",
       "      <td>Finding Dory</td>\n",
       "      <td>Animation,Adventure,Comedy</td>\n",
       "      <td>The friendly but forgetful blue tang fish, Dor...</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>Ellen DeGeneres, Albert Brooks,Ed O'Neill, Kai...</td>\n",
       "      <td>2016</td>\n",
       "      <td>97</td>\n",
       "      <td>7.4</td>\n",
       "      <td>157026</td>\n",
       "      <td>48629000</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>95</td>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>When Tony Stark and Bruce Banner try to jump-s...</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>Robert Downey Jr., Chris Evans, Mark Ruffalo, ...</td>\n",
       "      <td>2015</td>\n",
       "      <td>141</td>\n",
       "      <td>7.4</td>\n",
       "      <td>516895</td>\n",
       "      <td>45899000</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>125</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Action,Thriller</td>\n",
       "      <td>Eight years after the Joker's reign of anarchy...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Christian Bale, Tom Hardy, Anne Hathaway,Gary ...</td>\n",
       "      <td>2012</td>\n",
       "      <td>164</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1222645</td>\n",
       "      <td>44813000</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>579</td>\n",
       "      <td>The Hunger Games: Catching Fire</td>\n",
       "      <td>Action,Adventure,Mystery</td>\n",
       "      <td>Katniss Everdeen and Peeta Mellark become targ...</td>\n",
       "      <td>Francis Lawrence</td>\n",
       "      <td>Jennifer Lawrence, Josh Hutcherson, Liam Hemsw...</td>\n",
       "      <td>2013</td>\n",
       "      <td>146</td>\n",
       "      <td>7.6</td>\n",
       "      <td>525646</td>\n",
       "      <td>42465000</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank                                       title  \\\n",
       "50     51  Star Wars: Episode VII - The Force Awakens   \n",
       "87     88                                      Avatar   \n",
       "85     86                              Jurassic World   \n",
       "76     77                                The Avengers   \n",
       "54     55                             The Dark Knight   \n",
       "12     13                                   Rogue One   \n",
       "119   120                                Finding Dory   \n",
       "94     95                     Avengers: Age of Ultron   \n",
       "124   125                       The Dark Knight Rises   \n",
       "578   579             The Hunger Games: Catching Fire   \n",
       "\n",
       "                          genre  \\\n",
       "50     Action,Adventure,Fantasy   \n",
       "87     Action,Adventure,Fantasy   \n",
       "85      Action,Adventure,Sci-Fi   \n",
       "76                Action,Sci-Fi   \n",
       "54           Action,Crime,Drama   \n",
       "12      Action,Adventure,Sci-Fi   \n",
       "119  Animation,Adventure,Comedy   \n",
       "94      Action,Adventure,Sci-Fi   \n",
       "124             Action,Thriller   \n",
       "578    Action,Adventure,Mystery   \n",
       "\n",
       "                                           description           director  \\\n",
       "50   Three decades after the defeat of the Galactic...        J.J. Abrams   \n",
       "87   A paraplegic marine dispatched to the moon Pan...      James Cameron   \n",
       "85   A new theme park, built on the original site o...    Colin Trevorrow   \n",
       "76   Earth's mightiest heroes must come together an...        Joss Whedon   \n",
       "54   When the menace known as the Joker wreaks havo...  Christopher Nolan   \n",
       "12   The Rebel Alliance makes a risky move to steal...     Gareth Edwards   \n",
       "119  The friendly but forgetful blue tang fish, Dor...     Andrew Stanton   \n",
       "94   When Tony Stark and Bruce Banner try to jump-s...        Joss Whedon   \n",
       "124  Eight years after the Joker's reign of anarchy...  Christopher Nolan   \n",
       "578  Katniss Everdeen and Peeta Mellark become targ...   Francis Lawrence   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "50   Daisy Ridley, John Boyega, Oscar Isaac, Domhna...  2015              136   \n",
       "87   Sam Worthington, Zoe Saldana, Sigourney Weaver...  2009              162   \n",
       "85   Chris Pratt, Bryce Dallas Howard, Ty Simpkins,...  2015              124   \n",
       "76   Robert Downey Jr., Chris Evans, Scarlett Johan...  2012              143   \n",
       "54   Christian Bale, Heath Ledger, Aaron Eckhart,Mi...  2008              152   \n",
       "12   Felicity Jones, Diego Luna, Alan Tudyk, Donnie...  2016              133   \n",
       "119  Ellen DeGeneres, Albert Brooks,Ed O'Neill, Kai...  2016               97   \n",
       "94   Robert Downey Jr., Chris Evans, Mark Ruffalo, ...  2015              141   \n",
       "124  Christian Bale, Tom Hardy, Anne Hathaway,Gary ...  2012              164   \n",
       "578  Jennifer Lawrence, Josh Hutcherson, Liam Hemsw...  2013              146   \n",
       "\n",
       "     rating    votes   revenue  metascore  \n",
       "50      8.1   661608  93663000         81  \n",
       "87      7.8   935408  76051000         83  \n",
       "85      7.0   455169  65217999         59  \n",
       "76      8.1  1045588  62328000         69  \n",
       "54      9.0  1791916  53332000         82  \n",
       "12      7.9   323118  53216999         65  \n",
       "119     7.4   157026  48629000         77  \n",
       "94      7.4   516895  45899000         66  \n",
       "124     8.5  1222645  44813000         78  \n",
       "578     7.6   525646  42465000         76  "
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "najbolji_zarada=filmovi.sort_values('revenue', ascending=False)\n",
    "\n",
    "najbolji_zarada.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Star Wars: Episode VII - The Force Awakens\n",
      "                                     Avatar\n",
      "                             Jurassic World\n",
      "                               The Avengers\n",
      "                            The Dark Knight\n",
      "                                  Rogue One\n",
      "                               Finding Dory\n",
      "                    Avengers: Age of Ultron\n",
      "                      The Dark Knight Rises\n",
      "            The Hunger Games: Catching Fire\n"
     ]
    }
   ],
   "source": [
    "print(najbolji_zarada['title'].iloc[0:10].to_string(index=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Колико директора је учествовало у снимању филмова?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "70\n"
     ]
    }
   ],
   "source": [
    "direktor = list(director for director in filmovi.director)\n",
    "\n",
    "direktori={'James Gunn'}\n",
    "for lista in direktor:\n",
    "    for l in lista:\n",
    "       direktori.add(l)\n",
    "        \n",
    "print(len(direktori))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Који директор је био најуспјешнији? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>title</th>\n",
       "      <th>director</th>\n",
       "      <th>revenue</th>\n",
       "      <th>rating</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>93663000</td>\n",
       "      <td>8.1</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>76051000</td>\n",
       "      <td>7.8</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>65217999</td>\n",
       "      <td>7.0</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>The Avengers</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>62328000</td>\n",
       "      <td>8.1</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>53332000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Love, Rosie</td>\n",
       "      <td>Christian Ditter</td>\n",
       "      <td>1000</td>\n",
       "      <td>7.2</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Lovesong</td>\n",
       "      <td>So Yong Kim</td>\n",
       "      <td>1000</td>\n",
       "      <td>6.4</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>Into the Forest</td>\n",
       "      <td>Patricia Rozema</td>\n",
       "      <td>1000</td>\n",
       "      <td>5.9</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Dead Awake</td>\n",
       "      <td>Phillip Guzman</td>\n",
       "      <td>1000</td>\n",
       "      <td>4.7</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>A Kind of Murder</td>\n",
       "      <td>Andy Goddard</td>\n",
       "      <td>0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          title           director   revenue  \\\n",
       "50   Star Wars: Episode VII - The Force Awakens        J.J. Abrams  93663000   \n",
       "87                                       Avatar      James Cameron  76051000   \n",
       "85                               Jurassic World    Colin Trevorrow  65217999   \n",
       "76                                 The Avengers        Joss Whedon  62328000   \n",
       "54                              The Dark Knight  Christopher Nolan  53332000   \n",
       "..                                          ...                ...       ...   \n",
       "677                                 Love, Rosie   Christian Ditter      1000   \n",
       "321                                    Lovesong        So Yong Kim      1000   \n",
       "961                             Into the Forest    Patricia Rozema      1000   \n",
       "27                                   Dead Awake     Phillip Guzman      1000   \n",
       "231                            A Kind of Murder       Andy Goddard         0   \n",
       "\n",
       "     rating  metascore  \n",
       "50      8.1         81  \n",
       "87      7.8         83  \n",
       "85      7.0         59  \n",
       "76      8.1         69  \n",
       "54      9.0         82  \n",
       "..      ...        ...  \n",
       "677     7.2         44  \n",
       "321     6.4         74  \n",
       "961     5.9         59  \n",
       "27      4.7         58  \n",
       "231     5.2         50  \n",
       "\n",
       "[1000 rows x 5 columns]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "najuspjesniji_filmovi = filmovi.sort_values([\"revenue\", \"rating\", \"metascore\"], ascending=False)[\n",
    "    [\"title\", \"director\", \"revenue\", \"rating\", \"metascore\"]]\n",
    "\n",
    "najuspjesniji_filmovi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "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>revenue</th>\n",
       "      <th>rating</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>mean</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Aamir Khan</th>\n",
       "      <td>120000.00</td>\n",
       "      <td>8.50</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abdellatif Kechiche</th>\n",
       "      <td>220000.00</td>\n",
       "      <td>7.80</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Leon</th>\n",
       "      <td>4798500.00</td>\n",
       "      <td>6.50</td>\n",
       "      <td>77.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam McKay</th>\n",
       "      <td>10953499.75</td>\n",
       "      <td>7.00</td>\n",
       "      <td>65.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Shankman</th>\n",
       "      <td>7866500.00</td>\n",
       "      <td>6.30</td>\n",
       "      <td>64.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xavier Dolan</th>\n",
       "      <td>2573750.00</td>\n",
       "      <td>7.55</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yimou Zhang</th>\n",
       "      <td>4513000.00</td>\n",
       "      <td>6.10</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yorgos Lanthimos</th>\n",
       "      <td>440499.50</td>\n",
       "      <td>7.20</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zack Snyder</th>\n",
       "      <td>19514800.00</td>\n",
       "      <td>7.04</td>\n",
       "      <td>48.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zackary Adler</th>\n",
       "      <td>653000.00</td>\n",
       "      <td>5.10</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>644 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         revenue rating metascore\n",
       "                            mean   mean      mean\n",
       "director                                         \n",
       "Aamir Khan             120000.00   8.50      42.0\n",
       "Abdellatif Kechiche    220000.00   7.80      88.0\n",
       "Adam Leon             4798500.00   6.50      77.0\n",
       "Adam McKay           10953499.75   7.00      65.5\n",
       "Adam Shankman         7866500.00   6.30      64.0\n",
       "...                          ...    ...       ...\n",
       "Xavier Dolan          2573750.00   7.55      61.0\n",
       "Yimou Zhang           4513000.00   6.10      42.0\n",
       "Yorgos Lanthimos       440499.50   7.20      77.5\n",
       "Zack Snyder          19514800.00   7.04      48.0\n",
       "Zackary Adler          653000.00   5.10      90.0\n",
       "\n",
       "[644 rows x 3 columns]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "najuspjesniji_direktori=najuspjesniji_filmovi.groupby(\"director\")[[\"revenue\", \"rating\", \"metascore\"]].agg(['mean'])\n",
    "\n",
    "najuspjesniji_direktori"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MultiIndex([(  'revenue', 'mean'),\n",
      "            (   'rating', 'mean'),\n",
      "            ('metascore', 'mean')],\n",
      "           )\n"
     ]
    }
   ],
   "source": [
    "print(najuspjesniji_direktori.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "najuspjesniji_direktori.sort_values(\n",
    "    [(\"revenue\",\"mean\"),(\"rating\", \"mean\"),(\"metascore\", \"mean\")], ascending = False, inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "James Cameron\n"
     ]
    }
   ],
   "source": [
    "print(najuspjesniji_direktori.index[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Филмови Џејмса Камеруна"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "kamerun=filmovi[filmovi.director=='James Cameron']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Avatar\n"
     ]
    }
   ],
   "source": [
    "for f in kamerun.title:\n",
    "    print(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Колико глумаца је глумило у филмовима?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1985\n",
      "Wall time: 7 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "glumac = list(actor.split(',') for actor in filmovi.actors)\n",
    "\n",
    "glumci={'Chris Pratt'}\n",
    "for lista in glumac:\n",
    "    for l in lista:\n",
    "        l=l.strip()\n",
    "        glumci.add(l)\n",
    "        \n",
    "print(len(glumci))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Који глумац је глумио у највише филмова?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Richenda Carey': 0, 'Eric Stonestreet': 0, 'Dave Franco': 0, 'Allison Janney': 0, 'Jean Reno': 0, 'Shad Moss': 0, 'Greg Kinnear': 0, 'Jake Abel': 0, 'William Hurt': 0, 'Jacob Latimore': 0, 'Tony Goldwyn': 0, 'Imogen Poots': 0, 'Romain Duris': 0, 'America Ferrera': 0, 'Tiffany Haddish': 0, 'Steven Yeun': 0, 'Patricia Arquette': 0, 'Stacy Martin': 0, 'Sheri Moon Zombie': 0, 'Daisy Ridley': 0, 'Richard Jenkins': 0, 'Jason Cope': 0, 'Nicole Beharie': 0, 'Ciarán Hinds': 0, 'Nicolas Cage': 0, 'Martin Henderson': 0, 'Kagiso Kuypers': 0, 'Shah Rukh Khan': 0, 'Danny Sapani': 0, 'Mason Lee': 0, 'John Ratzenberger': 0, 'Sandra Hüller': 0, 'Olivia Munn': 0, 'Tilda Swinton': 0, 'Kenshô Ono': 0, 'Kathleen Quinlan': 0, 'Harley Quinn Smith': 0, 'Lily-Rose Depp': 0, 'Samuel L. Jackson': 0, 'Sergi López': 0, \"Vincent D'Onofrio\": 0, 'Kiersey Clemons': 0, 'Eloise Mumford': 0, 'Michael Fassbender': 0, 'Giuseppe Battiston': 0, 'Susie Porter': 0, 'Denzel Washington': 0, 'Saurabh Shukla': 0, 'Morgan Saylor': 0, 'Vinnie Jones': 0, 'Kevin Spacey': 0, \"Lupita Nyong'o\": 0, 'Alexandra Maria Lara': 0, 'Mahershala Ali': 0, 'Bradley Cooper': 0, 'Lena Headey': 0, 'Julia Roberts': 0, 'Nat Wolff': 0, 'Emile Hirsch': 0, 'Danny DeVito': 0, 'Anne Hathaway': 0, 'Emily Mortimer': 0, 'Eddie Redmayne': 0, 'Aasif Mandvi': 0, 'Kylie Rogers': 0, 'Noomi Rapace': 0, 'Michelle Rodriguez': 0, 'Luing Andrews': 0, 'Jessica Lange': 0, 'Lili Taylor': 0, 'David Acord': 0, 'José Coronado': 0, 'Kerry Bishé': 0, 'Min-hee Kim': 0, 'Tony Amendola': 0, 'Scott Adkins': 0, 'Damon Wayans Jr.': 0, 'Corey Stoll': 0, 'Stephen Merchant': 0, 'Drew Seeley': 0, 'Rostislav Bershauer': 0, 'Zachary Bennett': 0, 'India Eisley': 0, 'Frank Grillo': 0, 'Jonah Hill': 0, 'Gabriel Luna': 0, 'Elizabeth Gracen': 0, 'Gattlin Griffith': 0, 'Kenneth Welsh': 0, 'Dean Waite': 0, 'Nellie': 0, 'Matthew Goode': 0, 'Hugh Jackman': 0, 'Tessa Thompson': 0, 'Amanda Bynes': 0, 'Bill Nighy': 0, 'Laura Allen': 0, 'Megan Charpentier': 0, 'Michael C. Hall': 0, 'Sakshi Tanwar': 0, 'Ashlynn Yennie': 0, 'Brian Caspe': 0, 'Jonny Brugh': 0, 'Edwin Wright': 0, 'Carice van Houten': 0, 'Chris Isaak': 0, 'Sam Neill': 0, 'Lewis Black': 0, 'Woo-hee Chun': 0, 'Will Yun Lee': 0, 'Zachary Gordon': 0, 'Christian Cooke': 0, 'Hugh Grant': 0, 'Bryan Greenberg': 0, 'Julian Richings': 0, 'Albert Brooks': 0, 'Edoardo Leo': 0, 'Jung-min Hwang': 0, 'Oliver Cooper': 0, 'Adrian Grenier': 0, 'Dakota Goyo': 0, 'Patrick Stewart': 0, 'Jessica Biel': 0, 'Farid Sajjadi Hosseini': 0, 'Thomas Brodie-Sangster': 0, 'John Krasinski': 0, 'Kate Siegel': 0, 'Tim Pigott-Smith': 0, 'Dan Fogler': 0, 'Branden Coles': 0, 'Zoë Bell': 0, 'Taylor Lautner': 0, 'Elizabeth Henstridge': 0, 'Temuera Morrison': 0, 'Sienna Miller': 0, 'Rosie Huntington-Whiteley': 0, 'Cobie Smulders': 0, 'Andrew Howard': 0, 'A.C. Peterson': 0, 'Tyrese Gibson': 0, 'Michael Chiklis': 0, 'Mia Goth': 0, 'Evan Rachel Wood': 0, 'Samantha Robinson': 0, 'John Boyega': 0, 'Eva Green': 0, 'Oakes Fegley': 0, 'Patrick Dempsey': 0, 'Rodrigo Santoro': 0, 'Lukas Hassel': 0, 'Annie Rose Buckley': 0, 'Maury Sterling': 0, 'Mona Singh': 0, 'Kristin Davis': 0, 'Ari Graynor': 0, 'Ellie Kendrick': 0, 'Oprah Winfrey': 0, 'Addison Timlin': 0, 'Portia Doubleday': 0, 'Sam Rockwell': 0, 'Peter Riegert': 0, 'Jessica Brown Findlay': 0, 'Karen Gillan': 0, 'Lisa Thoreson': 0, 'Ruby Barnhill': 0, 'Anna Hutchison': 0, 'Martin McCann': 0, 'Alia Shawkat': 0, 'Jackson Rathbone': 0, 'Mathieu Amalric': 0, 'Tracy Letts': 0, 'Jordi Mollà': 0, 'Melissa McCarthy': 0, 'Maggie Grace': 0, 'Chloë Sevigny': 0, 'Tammy Blanchard': 0, 'Justin Chatwin': 0, 'Ni Ni': 0, 'Jason Sudeikis': 0, 'Adam Brody': 0, 'Paul Newman': 0, 'Jeff Branson': 0, 'Antoine-Olivier Pilon': 0, 'Tania Raymonde': 0, 'Fatima Sana Shaikh': 0, 'Jude Law': 0, 'Scott Glenn': 0, 'Jason Biggs': 0, 'Simon Cotton': 0, 'Kyle Chandler': 0, 'Trenton Rogers': 0, 'Shariff Earp': 0, 'Karl Glusman': 0, 'Bahar Pars': 0, 'Brady Corbet': 0, \"John D'Leo\": 0, 'John Goodman': 0, 'Dick Van Dyke': 0, 'Luke Wilson': 0, 'Leslie Bibb': 0, 'Rudy Youngblood': 0, 'Ben Whishaw': 0, 'Sylvia Hoeks': 0, 'Trey Songz': 0, 'Ed Oxenbould': 0, 'Carmen Electra': 0, 'T.I.': 0, 'Meagan Good': 0, 'Samantha Morton': 0, 'Hayden Christensen': 0, 'Jeffrey Wright': 0, 'Chris Hemsworth': 0, 'Mariah Carey': 0, 'Michael Douglas': 0, 'Erika Linder': 0, 'Michael Trucco': 0, 'Ward Horton': 0, 'Cillian Murphy': 0, 'Mila Kunis': 0, 'Kathy Baker': 0, 'Octavia Spencer': 0, 'Milla Jovovich': 0, 'Aamir Khan': 0, 'Wentworth Miller': 0, 'Adam G. Sevani': 0, 'Ella Rumpf': 0, 'Alice Eve': 0, 'Ida Engvoll': 0, 'Soledad Villamil': 0, 'Armie Hammer': 0, 'Neil Flynn': 0, 'Arielle Holmes': 0, 'Rose McGowan': 0, 'Jasper Newell': 0, 'Nikki SooHoo': 0, 'Julie Andrews': 0, 'Nicholas Braun': 0, 'Douglas M. Griffin': 0, 'Laurent Lucas': 0, 'Ivana Baquero': 0, 'Terrence Howard': 0, 'Jason Segel': 0, 'Cam Gigandet': 0, 'Jennifer Lawrence': 0, 'Maria Bello': 0, 'Elizabeth Olsen': 0, 'Ulrich Mühe': 0, 'Julianna Margulies': 0, 'Tao Okamoto': 0, 'Graham McTavish': 0, 'Elisabeth Moss': 0, 'Judah Lewis': 0, 'Jun Kunimura': 0, 'Linda Cardellini': 0, 'Bruce Boxleitner': 0, 'Daniel Radcliffe': 0, 'Emily Baldoni': 0, 'Ice Cube': 0, 'Clive Owen': 0, 'Sacha Baron Cohen': 0, 'Mads Mikkelsen': 0, 'Terry Chen': 0, 'Kim Uylenbroek': 0, 'Adam Levine': 0, 'Gillian Jacobs': 0, 'Kristen Stewart': 0, 'Stellan Skarsgård': 0, 'Danielle Nicolet': 0, 'George Lopez': 0, 'Naomi Watts': 0, 'Antonio Tarver': 0, 'Anna Friel': 0, 'Carla Quevedo': 0, 'Gaspard Schlatter': 0, 'Golshifteh Farahani': 0, 'Salli Richardson-Whitfield': 0, 'Nicholas Hoult': 0, 'Meredith Hagner': 0, 'Adelaide Kane': 0, 'Bree Turner': 0, 'Garance Marillier': 0, 'Ariel Levy': 0, 'Anthony LaPaglia': 0, 'Tom Hudson': 0, 'Ophelia Lovibond': 0, 'Thomas Loibl': 0, 'Jeremy Renner': 0, 'Harvey Keitel': 0, 'Melissa George': 0, 'Brett Cullen': 0, 'Lauren Birkell': 0, 'Anthony Edwards': 0, 'Matt Damon': 0, 'Henry Cavill': 0, 'Anders Holm': 0, 'Axel Devillers': 0, 'Scott Mescudi': 0, 'Adam Campbell': 0, 'Raffey Cassidy': 0, 'Kevin Hart': 0, 'Keri Russell': 0, 'Kevin Leslie': 0, 'Nicole Parker': 0, 'Matthew Bohrer': 0, 'Malin Akerman': 0, 'Amr Waked': 0, 'Maggie Gyllenhaal': 0, 'Lydia Wilson': 0, 'James Russell': 0, 'Jeff Garlin': 0, 'Luke Evans': 0, 'Christopher McDonald': 0, 'Rebecca Ferguson': 0, 'Max Minghella': 0, 'Mylène Jampanoï': 0, 'Justin Timberlake': 0, 'Elizabeth Reaser': 0, 'Aleksandr Armer': 0, 'Gerry Bednob': 0, 'Stephen Henderson': 0, 'Zoe Kazan': 0, 'Julian Dennison': 0, 'Mindy Kaling': 0, 'Harry Connick Jr.': 0, 'Richard Brake': 0, 'Jamie Blackley': 0, 'Chira Cassel': 0, 'Rachel Weisz': 0, 'Paddy Considine': 0, 'Sean Patrick Thomas': 0, 'Mark Huberman': 0, 'Paula Beer': 0, 'Scarlett Johansson': 0, 'Isabella Rossellini': 0, 'Travis Tope': 0, 'George Clooney': 0, 'Josh Lucas': 0, 'Jack Nicholson': 0, 'Adèle Exarchopoulos': 0, 'Barbara Crampton': 0, 'Benjamin Walker': 0, 'Ali Larter': 0, 'Ashley Benson': 0, 'Jenna Elfman': 0, 'Natalie Krill': 0, 'Bria L. Murphy': 0, 'Jamie Chung': 0, 'Neve Campbell': 0, 'Ren Ôsugi': 0, 'Freida Pinto': 0, 'Nia Vardalos': 0, 'Robbie Amell': 0, 'Antje Traue': 0, 'Scott Eastwood': 0, 'Pierre Coffin': 0, 'John Malkovich': 0, 'Emilia Clarke': 0, 'Heather Matarazzo': 0, 'Steve Coogan': 0, 'Dan Byrd': 0, 'Diane Kruger': 0, 'Adam Sandler': 0, 'Emma Roberts': 0, 'Denis Leary': 0, 'Jim Carrey': 0, 'Katey Sagal': 0, 'Morena Baccarin': 0, 'Lake Bell': 0, 'Colleen Camp': 0, 'Kate McKinnon': 0, 'Nick Damici': 0, 'Barkhad Abdi': 0, 'Aidan Quinn': 0, 'Dylan Duffus': 0, 'John Gallagher Jr.': 0, 'Carey Mulligan': 0, 'Antonio Banderas': 0, 'Angelina Jolie': 0, 'Jack Davenport': 0, 'Jay Baruchel': 0, 'Brittany Blanton': 0, 'Lucy Walters': 0, 'Julianne Hough': 0, 'Mauricio Lopez': 0, 'Raghuvir Joshi': 0, 'Naomie Harris': 0, 'Ezra Miller': 0, 'Laurie Holden': 0, 'Dominic Monaghan': 0, 'Mónica Villa': 0, 'Max Burkholder': 0, 'Lou Taylor Pucci': 0, 'Julianne Moore': 0, 'James Hamrick': 0, 'Ashley Tisdale': 0, 'Ian McKellen': 0, 'Sally Field': 0, 'Gal Gadot': 0, 'Sergej Trifunovic': 0, 'Orto Ignatiussen': 0, 'Lucy Liu': 0, 'Amanda Peet': 0, 'Emma Thompson': 0, 'Billy Crystal': 0, 'Brooklyn Decker': 0, 'Antonia Ribero': 0, 'Eddie Izzard': 0, 'Jeremy Irons': 0, 'Ed Harris': 0, 'Tyne Daly': 0, 'Keegan-Michael Key': 0, 'Ryan Potter': 0, 'Mel Raido': 0, 'Christopher Fairbank': 0, 'Vera Farmiga': 0, 'Common': 0, 'Naomi Ackie': 0, 'Tadanobu Asano': 0, 'Teresa Palmer': 0, 'Anna Kendrick': 0, 'Demi Moore': 0, 'Michael Ealy': 0, 'Dennis Quaid': 0, 'Briana Evigan': 0, 'Richard Gere': 0, 'Jennette McCurdy': 0, 'Nicholas Brendon': 0, 'Mayko Nguyen': 0, 'Craig T. Nelson': 0, 'Steven Mackintosh': 0, 'Richard Garcia': 0, 'Moon Bloodgood': 0, 'Clint Eastwood': 0, 'Bruno Campos': 0, 'Miranda Cosgrove': 0, 'Brittany Murphy': 0, 'Alycia Debnam-Carey': 0, 'Alexis Dziena': 0, 'Dermot Mulroney': 0, 'Kaitlin Olson': 0, 'Iain Glen': 0, \"Sofia Black-D'Elia\": 0, 'Michael Gambon': 0, 'Steve Zahn': 0, 'Sam Riley': 0, 'Carly Rae Jepsen': 0, 'Ralph Fiennes': 0, 'Daniel Day-Lewis': 0, 'Noah Ringer': 0, 'Aaron Paul': 0, 'Gabriel Basso': 0, 'Baptiste Goy': 0, 'Geoffrey Rush': 0, 'Mia Wasikowska': 0, 'Chloë Grace Moretz': 0, 'Emma Bell': 0, 'Reese Witherspoon': 0, 'Kiernan Shipka': 0, 'Zach Galifianakis': 0, 'Viggo Mortensen': 0, 'Robin Williams': 0, 'Ashleigh Cummings': 0, 'Joan Cusack': 0, 'Vanessa Hudgens': 0, 'Carrie-Anne Moss': 0, 'Cedric the Entertainer': 0, 'Jessica Chastain': 0, 'Mone Kamishiraishi': 0, 'Jennifer Ehle': 0, 'Wenwen Han': 0, 'Queen Latifah': 0, 'Sandra Bullock': 0, 'Blake Jenner': 0, 'Kunal Kapoor': 0, 'Duncan Duff': 0, 'Samantha Isler': 0, 'Aubrey Plaza': 0, 'Peter Dinklage': 0, 'Graham Skipper': 0, 'Callum Turner': 0, 'Harrison Ford': 0, 'Scott Speedman': 0, 'Kiefer Sutherland': 0, 'Olivia Wilde': 0, 'John C. 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Hibbert': 0, 'Isaiah Stone': 0, 'Jake Johnson': 0, 'Zachary Levi': 0, 'Alison Sudol': 0, 'Katie Cassidy': 0, 'Karen Disher': 0, 'Ian McShane': 0, 'Eve Lindley': 0, 'Jane Levy': 0, 'Rob Riggle': 0, 'James Floyd': 0, 'Joe Cobden': 0, 'Katie Holmes': 0, 'James Cosmo': 0, 'Ewan McGregor': 0, 'Toni Collette': 0, 'Donald Sutherland': 0, 'Laurent Lafitte': 0, 'Emily Ratajkowski': 0, 'Will Dalton': 0, 'Heath Ledger': 0, 'Joe Blakemore': 0, 'Jim Sturgess': 0, 'Elle Fanning': 0, 'Taylor Swift': 0, 'Jean-Claude Van Damme': 0, 'Art Parkinson': 0, 'Michael Ironside': 0, 'Chris Rock': 0, 'Connor Paolo': 0, 'Joshua Leonard': 0, 'Nathan Phillips': 0, 'Thomas Lennon': 0, 'Adil Hussain': 0, 'John Doman': 0, 'David Troughton': 0, 'Ji-min Han': 0, 'Elijah Smith': 0, 'Lior Ashkenazi': 0, 'Justin Chon': 0, 'Ronnie Gene Blevins': 0, 'Elizabeth Berrington': 0, 'Matthew Perry': 0, 'Luke Kleintank': 0, 'John C. McGinley': 0, 'Renée Zellweger': 0, 'Michelle Yeoh': 0, 'Jaden Smith': 0, 'Jocelin Donahue': 0, 'Will Smith': 0, 'Terry Crews': 0, 'Edith Scob': 0, 'Gemma Jones': 0, 'Cole Konis': 0, 'Julian Barratt': 0, 'Alan Rickman': 0, 'Adrian Titieni': 0, 'Taylor Schilling': 0, 'Simona Stasová': 0, 'Jet Li': 0, 'Christopher Fitzgerald': 0, 'Mandy Moore': 0, 'Hae-il Park': 0, 'James Allen McCune': 0, 'Oona Chaplin': 0, 'Jon Hamm': 0, 'Halle Berry': 0, 'Simon Pegg': 0, 'Chris Pratt': 0, 'Jeff Bridges': 0, 'Storm Acheche Sahlstrøm': 0, 'Jamal Woolard': 0, 'Jemima West': 0, 'Daniel Zovatto': 0, 'Jack Huston': 0, 'Osric Chau': 0, 'Andrew Garfield': 0, 'Gregory Jones': 0, 'Maxim Gaudette': 0, 'Catherine Bégin': 0, 'Alexander Skarsgård': 0, 'Levi Miller': 0, 'Hiroki Hasegawa': 0, 'Leonardo DiCaprio': 0, 'Aidan Turner': 0, 'Brian Milligan': 0, 'Domhnall Gleeson': 0, 'Anna Faris': 0, 'Robin Wright': 0, 'David Denman': 0, 'Lizzy Caplan': 0, 'Kate Beckinsale': 0, 'Gabriella Wilde': 0, 'Vanessa Lachey': 0, 'Maribel Verdú': 0, 'Laura Abramsen': 0, 'Woody Allen': 0, 'Jesse Borrego': 0, 'Nick Offerman': 0, 'Kurt Russell': 0, 'Ving Rhames': 0, 'Austin Pendleton': 0, 'Tommy Dewey': 0, 'Charlie Day': 0, 'Darsheel Safary': 0, 'Ron Livingston': 0, 'Julie Benz': 0, 'Olan Rogers': 0, 'Dominique McElligott': 0, 'Nancy Kwan': 0, 'Giovanni Ribisi': 0, 'Benedict Cumberbatch': 0, 'Rotimi': 0, 'Thomas Haden Church': 0, 'Joe Manganiello': 0, 'Josh Duhamel': 0, 'Ewa Fröling': 0, 'Lily Cole': 0, 'Ellie Kemper': 0, 'RJ Cyler': 0, 'Sam Shepard': 0, 'Daniel Craig': 0, 'Keira Knightley': 0, 'Annette Bening': 0, 'Reiko Aylesworth': 0, 'Lin Shaye': 0, 'Will Ferrell': 0, 'Jahking Guillory': 0, 'Chatchawai Kamonsakpitak': 0, 'Peter McRobbie': 0, 'Lia Marie Johnson': 0, 'Justin Long': 0, 'Wei Tang': 0, 'Orlando Bloom': 0, 'Kate Dickie': 0, 'Catherine Walker': 0, 'Mae Whitman': 0, 'Jo Hartley': 0, 'Tom Cruise': 0, 'Morgan Lily': 0, 'Steve Lantz': 0, 'Riccardo Scamarcio': 0, 'Duan Sanderson': 0, 'Dominique Tipper': 0, 'Ólafur Darri Ólafsson': 0, 'Russell Brand': 0, 'Jamie Campbell Bower': 0, 'Charles Dance': 0, 'Jasmine Trinca': 0, 'Arnold Schwarzenegger': 0, 'Moisés Acevedo': 0, 'Neel Sethi': 0, 'Miles Fisher': 0, 'Rachel Blanchard': 0, 'Cate Blanchett': 0, 'Quinton Aaron': 0, 'Sam Claflin': 0, 'Edward Norton': 0, \"Mo'Nique\": 0, 'Winona Ryder': 0, 'Alexander Ludwig': 0, 'Robert Patrick': 0, 'Soo-an Kim': 0, \"Srdjan 'Zika' Todorovic\": 0, 'Nick Nolte': 0, 'Tom Hanks': 0, 'Charlotte Le Bon': 0, 'Will Poulter': 0, 'Michael Sheen': 0, 'Ed Skrein': 0, 'Mary Elizabeth Winstead': 0, 'Sarah Paulson': 0, 'Hilary Swank': 0, 'Hee-Bong Byun': 0, 'Lori Petty': 0, 'Chris Klein': 0, 'Shiloh Fernandez': 0, 'Selena Gomez': 0, 'Chris Gethard': 0, 'Lauren Holly': 0, 'Grace Van Patten': 0, 'Malcolm Sinclair': 0, 'Michele Valley': 0, 'Emmanuelle Riva': 0, 'Neil Patrick Harris': 0, 'Dustin Hoffman': 0, 'Gabriel Chavarria': 0, 'Logan Miller': 0, 'Lia Bugnar': 0, 'Jeff Daniels': 0, 'Lewis MacDougall': 0, 'Morgan Freeman': 0, 'Alexandra Daddario': 0, 'Ned Beatty': 0, 'Tom Hughes': 0, 'Shone Romulus': 0, 'Gedeon Burkhard': 0, 'Billy Burke': 0, 'Joanne Froggatt': 0, 'Helen Mirren': 0, 'Steve Tom': 0, 'Chris Pine': 0, 'Meryl Streep': 0, 'Andrea Riseborough': 0, 'Tyler James Williams': 0, 'Anton Yelchin': 0, 'Ray Stevenson': 0, 'Helena Bonham Carter': 0, 'Marcia Gay Harden': 0, 'Gil Birmingham': 0, 'Marlon Wayans': 0, 'Jackie Earle Haley': 0, 'Tatiana Pauhofová': 0, 'Adewale Akinnuoye-Agbaje': 0, 'Ray Winstone': 0, 'Kaya Scodelario': 0, 'Samantha Sloyan': 0, 'Abbie Cornish': 0, 'Rachel House': 0, 'Anna Camp': 0, 'Imelda Staunton': 0, 'Mary McCormack': 0, 'Chadwick Boseman': 0, 'Anika Noni Rose': 0, 'Tyler Perry': 0, 'Rachel McAdams': 0, 'Wyatt Russell': 0, 'Ulrich Tukur': 0, 'Byung-hun Lee': 0, 'Clifton Collins Jr.': 0, 'Charlize Theron': 0, 'Brit Marling': 0, 'Dylan Minnette': 0, 'Elisabeth Shue': 0, 'Justine Waddell': 0, 'Andy Serkis': 0, 'Andy Buckley': 0, 'Jan Cornet': 0, 'Malina Manovici': 0, 'Prabhas': 0, 'Sean Bott': 0, 'Toby Kebbell': 0, 'Scott Adsit': 0, 'F. 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Todd Smith': 0, 'Wendi McLendon-Covey': 0, 'Steven Krueger': 0, 'Jessie Ok Gray': 0, 'Adria Arjona': 0, \"Jason O'Mara\": 0, 'Analeigh Tipton': 0, 'Isla Fisher': 0, 'Dale Dickey': 0, 'Wendy Crewson': 0, 'Jenna Dewan Tatum': 0, 'Valerie Mahaffey': 0, 'Tom Sizemore': 0, 'Rene Russo': 0, 'Aaron Burns': 0, 'Penelope Wilton': 0, 'David James': 0, 'Ryô Narita': 0, 'Guillaume Baillargeon': 0, 'Mark Rylance': 0, 'Katherine Waterston': 0, 'Christopher Carley': 0, 'Andrew Scott': 0, 'Neil Brown Jr.': 0, 'Robert Duvall': 0, 'Karin Konoval': 0, 'Amy Poehler': 0, 'Gabriela Lopez': 0, 'Peyton List': 0, 'Wesley Elder': 0, 'Dax Shepard': 0, 'Billy Magnussen': 0, 'Keir Gilchrist': 0, 'Kati Outinen': 0, 'Johnny Depp': 0, 'Heather Sossaman': 0, 'Shannon Woodward': 0, 'Paul Borghese': 0, 'Alfie Allen': 0, 'Riley Keough': 0, 'George MacKay': 0, 'Seychelle Gabriel': 0, 'Colin Firth': 0, 'Gretchen Mol': 0, 'Clint Dyer': 0, 'Taylor Kitsch': 0, 'Daniel Brühl': 0, 'Tye Sheridan': 0, 'Jesse Plemons': 0, 'Javier Bardem': 0, 'Derek Luke': 0, 'Do-won Kwak': 0, 'Dianna Agron': 0, 'Mateo Arias': 0, 'Marisa Paredes': 0, 'Nick Robinson': 0, 'Shareeka Epps': 0, 'Oscar Isaac': 0, 'Noah Wiseman': 0, 'Lorraine Toussaint': 0, 'Vin Diesel': 0, 'Nina Dobrev': 0, 'Anya Taylor-Joy': 0, 'Lesley Manville': 0, 'Shelley Hennig': 0, 'Bonnie Hunt': 0, 'Jacki Weaver': 0, 'Kay Whitney': 0, 'Anne Le Ny': 0, 'Anushka Sharma': 0, 'Kevin James': 0, 'Dax Flame': 0, 'Ryoko Seta': 0, 'Emmy Rossum': 0, 'Emma Stone': 0, 'Tian Jing': 0, 'Shea Adams': 0, 'Mark Chao': 0, 'Jared Gilman': 0, 'Paul Anderson': 0, 'Michael Dickson': 0, 'Quvenzhané Wallis': 0, 'Timothy Olyphant': 0, 'Jason Isaacs': 0, 'Rihanna': 0, 'Ike Barinholtz': 0, 'Ana de Armas': 0, 'Randy Couture': 0, 'Alexi Pappas': 0, 'Jennifer Saunders': 0, 'Jordana Brewster': 0, 'Scott Lawrence': 0, 'Lily Rabe': 0, 'Roman Kolinka': 0, 'Jemaine Clement': 0, 'Austin Stowell': 0, 'Steven Pasquale': 0, 'Eddie Marsan': 0, 'Matt Long': 0, 'Tony Shalhoub': 0, 'Rip Torn': 0, \"Beverly D'Angelo\": 0, 'Kelly Reilly': 0, 'Rachel Wood': 0, 'Jon Bernthal': 0, 'Clémence Poésy': 0, 'Daniel Giménez Cacho': 0, 'Richard Madden': 0, 'Karl Urban': 0, 'Eli Roth': 0, 'Josh Gad': 0, 'Juno Temple': 0, 'Hailee Steinfeld': 0, 'Antoine Bertrand': 0, 'Amanda Righetti': 0, 'Amber Perkins': 0, 'Sam Trammell': 0, 'Catalina Sandino Moreno': 0, 'Madhavan': 0, 'Karel Hermánek Jr.': 0, 'Sarah Snook': 0, 'Rhona Mitra': 0, 'Rosario Dawson': 0, 'Kevin Nealon': 0, 'Keith Carradine': 0, 'Raoul Max Trujillo': 0, 'Judi Dench': 0, 'Sarah Roemer': 0, 'Aidan Gillen': 0, 'Nathan Fillion': 0, 'Liv Tyler': 0, 'François Cluzet': 0, 'Tom Cullen': 0, 'Josh Peck': 0, 'Alessandro Nivola': 0, 'Dakota Blue Richards': 0, 'Eric Winter': 0, 'Billy Crudup': 0, 'Felicity Jones': 0, 'Bob Balaban': 0, 'Jesse Eisenberg': 0, 'Kirsten Dunst': 0, 'Jorma Taccone': 0, 'Marco Giallini': 0, 'Brad Garrett': 0, 'Brian Dennehy': 0, 'Jason Clarke': 0, 'Noel Fisher': 0, 'Stephen Curry': 0, 'Lee Pace': 0, 'Sarah Silverman': 0, 'Jonathan Groff': 0, 'Erin Moriarty': 0, 'Connie Nielsen': 0, 'Michael Vartan': 0, 'Boman Irani': 0, 'Bridgette Barrett': 0, 'Rory Cochrane': 0, 'Odeya Rush': 0, 'Faith Wladyka': 0, 'Gemma Ward': 0, 'Ksenia Solo': 0, 'Suzanne Clément': 0, 'Tom Costello': 0, 'Gaby Hoffmann': 0, 'Stephen Dorff': 0, 'Damien Marzette': 0, 'Iris Apatow': 0, 'Jim Broadbent': 0, 'Ashlyn Sanchez': 0, 'Sixtine Murat': 0, 'Hermione Corfield': 0, 'Larry the Cable Guy': 0, 'Jerry Stiller': 0, 'Sarah Polley': 0, 'Miles Teller': 0, 'Teresa Navarro': 0, 'Eva Mendes': 0, 'Miles Heizer': 0, 'Ruta Gedmintas': 0, 'Tangie Ambrose': 0, 'Steve Oram': 0, 'Famke Janssen': 0, 'Brandon Routh': 0, 'Benicio Del Toro': 0, 'Gemma Arterton': 0, 'Munro Chambers': 0, 'Penélope Cruz': 0, 'Ryan Reynolds': 0, 'Astrid Bergès-Frisbey': 0, 'Olivia Thirlby': 0, 'Min-sik Choi': 0, 'Michael Yare': 0, 'Joey Morgan': 0, 'Matthew Morrison': 0, 'Aaron Eckhart': 0, 'Kristen Wiig': 0, 'Emma Watson': 0, 'Megan Park': 0, 'Anthony Anderson': 0, 'Mike Birbiglia': 0, 'Marie Gruber': 0, 'Eric Godon': 0, 'Yun-Fat Chow': 0, 'Sarah Hyland': 0, 'Adrien Brody': 0, 'Camille Cottin': 0, 'Mandy Gonzalez': 0, 'Alia Bhatt': 0, 'Paul Giamatti': 0, 'Oaklee Pendergast': 0}"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "glumciBrojFilmova = {}   #Broj filmova u kojima su glumili\n",
    "\n",
    "for g in glumci:\n",
    "    glumciBrojFilmova[g] = 0\n",
    "print(glumciBrojFilmova)        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Richenda Carey': 1, 'Eric Stonestreet': 2, 'Dave Franco': 2, 'Allison Janney': 1, 'Jean Reno': 1, 'Shad Moss': 1, 'Greg Kinnear': 1, 'Jake Abel': 1, 'William Hurt': 2, 'Jacob Latimore': 1, 'Tony Goldwyn': 1, 'Imogen Poots': 4, 'Romain Duris': 1, 'America Ferrera': 1, 'Tiffany Haddish': 1, 'Steven Yeun': 1, 'Patricia Arquette': 1, 'Stacy Martin': 1, 'Sheri Moon Zombie': 1, 'Daisy Ridley': 1, 'Richard Jenkins': 5, 'Jason Cope': 1, 'Nicole Beharie': 1, 'Ciarán Hinds': 4, 'Nicolas Cage': 3, 'Martin Henderson': 2, 'Kagiso Kuypers': 1, 'Shah Rukh Khan': 1, 'Danny Sapani': 1, 'Mason Lee': 1, 'John Ratzenberger': 1, 'Sandra Hüller': 1, 'Olivia Munn': 2, 'Tilda Swinton': 4, 'Kenshô Ono': 1, 'Kathleen Quinlan': 1, 'Harley Quinn Smith': 1, 'Lily-Rose Depp': 1, 'Samuel L. Jackson': 9, 'Sergi López': 1, \"Vincent D'Onofrio\": 3, 'Kiersey Clemons': 1, 'Eloise Mumford': 1, 'Michael Fassbender': 12, 'Giuseppe Battiston': 1, 'Susie Porter': 1, 'Denzel Washington': 9, 'Saurabh Shukla': 1, 'Morgan Saylor': 1, 'Vinnie Jones': 2, 'Kevin Spacey': 4, \"Lupita Nyong'o\": 1, 'Alexandra Maria Lara': 1, 'Mahershala Ali': 2, 'Bradley Cooper': 11, 'Lena Headey': 5, 'Julia Roberts': 3, 'Nat Wolff': 3, 'Emile Hirsch': 4, 'Danny DeVito': 1, 'Anne Hathaway': 12, 'Emily Mortimer': 3, 'Eddie Redmayne': 4, 'Aasif Mandvi': 1, 'Kylie Rogers': 1, 'Noomi Rapace': 5, 'Michelle Rodriguez': 5, 'Luing Andrews': 1, 'Jessica Lange': 1, 'Lili Taylor': 1, 'David Acord': 1, 'José Coronado': 1, 'Kerry Bishé': 2, 'Min-hee Kim': 1, 'Tony Amendola': 1, 'Scott Adkins': 1, 'Damon Wayans Jr.': 1, 'Corey Stoll': 2, 'Stephen Merchant': 1, 'Drew Seeley': 1, 'Rostislav Bershauer': 1, 'Zachary Bennett': 1, 'India Eisley': 1, 'Frank Grillo': 1, 'Jonah Hill': 9, 'Gabriel Luna': 1, 'Elizabeth Gracen': 1, 'Gattlin Griffith': 1, 'Kenneth Welsh': 1, 'Dean Waite': 1, 'Nellie': 1, 'Matthew Goode': 2, 'Hugh Jackman': 14, 'Tessa Thompson': 3, 'Amanda Bynes': 2, 'Bill Nighy': 5, 'Laura Allen': 1, 'Megan Charpentier': 1, 'Michael C. Hall': 1, 'Sakshi Tanwar': 1, 'Ashlynn Yennie': 1, 'Brian Caspe': 1, 'Jonny Brugh': 1, 'Edwin Wright': 1, 'Carice van Houten': 1, 'Chris Isaak': 1, 'Sam Neill': 2, 'Lewis Black': 2, 'Woo-hee Chun': 1, 'Will Yun Lee': 1, 'Zachary Gordon': 3, 'Christian Cooke': 1, 'Hugh Grant': 2, 'Bryan Greenberg': 1, 'Julian Richings': 1, 'Albert Brooks': 3, 'Edoardo Leo': 1, 'Jung-min Hwang': 1, 'Oliver Cooper': 1, 'Adrian Grenier': 2, 'Dakota Goyo': 1, 'Patrick Stewart': 3, 'Jessica Biel': 3, 'Farid Sajjadi Hosseini': 1, 'Thomas Brodie-Sangster': 2, 'John Krasinski': 1, 'Kate Siegel': 1, 'Tim Pigott-Smith': 1, 'Dan Fogler': 2, 'Branden Coles': 1, 'Zoë Bell': 2, 'Taylor Lautner': 4, 'Elizabeth Henstridge': 1, 'Temuera Morrison': 1, 'Sienna Miller': 5, 'Rosie Huntington-Whiteley': 1, 'Cobie Smulders': 2, 'Andrew Howard': 1, 'A.C. 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Murray Abraham': 1, 'Florence Pugh': 1, 'Alice Braga': 3, 'Ryan Guzman': 2, 'Joel Courtney': 1, 'Ethan Hawke': 7, 'Rebel Wilson': 4, 'Rebecca Hall': 6, 'Jalil Lespert': 1, 'Melissa Benoist': 1, 'Mel Gibson': 1, 'Charles S. Dutton': 1, 'Bruce Campbell': 1, 'Anne Dorval': 1, 'Walton Goggins': 1, 'AJ Michalka': 1, 'John Francis Daley': 1, 'Joseph Mawle': 1, 'Garrett M. Brown': 1, 'Kristin Chenoweth': 1, 'Annalise Basso': 2, 'Christian Stolte': 1, 'Angelique Pereira': 1, 'Adrian Martinez': 2, 'Bee Vang': 1, \"Nicholas D'Agosto\": 1, 'Jeff Kahn': 1, 'Rana Daggubati': 1, 'Kristen Connolly': 1, 'Logan Marshall-Green': 2, 'Zoey Deutch': 6, 'Jason Barry': 1, 'Michael Pitt': 2, 'Liam McMahon': 1, 'William Atherton': 1, 'Michiel Huisman': 3, 'James Kelley': 1, 'Ross Kimball': 1, 'Kelly Adams': 1, 'Sharon Percy': 1, 'John Travolta': 1, 'Ben Affleck': 6, 'Clara Mamet': 1, 'Elissa Knight': 1, 'Matthew Macfadyen': 3, 'Jeremy Davies': 1, 'Brit Morgan': 1, 'Lorenza Izzo': 2, 'Kat Dennings': 1, 'Aomi Muyock': 1, 'Andie MacDowell': 1, 'Eric Bana': 5, 'Daniel Olbrychski': 1, 'Sheila Kelley': 1, 'Seann William Scott': 1, 'Madina Nalwanga': 1, 'AnnaSophia Robb': 1, 'Judy Greer': 2, 'Nick Swardson': 1, 'Sam Elliott': 1, 'Ana Wagener': 1, 'Callie Hernandez': 1, 'Sarah Butler': 1, 'Charles Berling': 1, 'Allen Leech': 1, 'Andrea Whitburn': 1, 'Rita Cortese': 1, 'Karen Moskow': 1, 'Idris Elba': 6, 'John Cusack': 3, 'Blythe Danner': 2, 'Alex Pettyfer': 3, 'Skyler Gisondo': 1, 'Kate Winslet': 7, 'Marion Cotillard': 5, 'Tom Hiddleston': 4, 'Shameik Moore': 1, 'Kara Hayward': 1, 'Matt Vael': 1, 'Ariadna Gil': 1, 'Donna Murphy': 1, 'Maude Apatow': 1, 'Tom Felton': 1, 'Chris Messina': 1, 'Tanay Chheda': 1, 'Salim Kechiouche': 1, 'Adam Driver': 4, 'Craig Robinson': 1, 'Janet McTeer': 1, 'Brian Howe': 1, 'Rila Fukushima': 1, 'Jacob Tremblay': 3, 'Thomas Bo Larsen': 1, 'Dakota Johnson': 4, 'Edgar Ramírez': 5, 'Kristen Bell': 4, 'Werner Herzog': 1, 'Alistair Abell': 1, 'Jessica Alba': 2, 'Xavier Samuel': 4, 'Jai Courtney': 4, 'Logan Paul': 1, 'Jessica Vanessa DeLeon': 1, 'John Hurt': 2, 'Robert Pattinson': 6, 'Kate Bosworth': 3, 'Rhys Ifans': 1, 'Emily Blunt': 8, 'Martin Kabanza': 1, 'Sean Faris': 1, 'Patton Oswalt': 1, 'Ed Helms': 3, 'Claire Danes': 1, 'Emmanuelle Chriqui': 1, 'Freddy Rodríguez': 1, 'Michelle Pfeiffer': 3, 'Gary Cole': 2, 'Will Arnett': 3, 'Taron Egerton': 3, 'Bruce Willis': 4, 'Joe Anderson': 2, 'Michael Cera': 3, 'Chris Evans': 9, 'Alan Arkin': 1, 'Lauren German': 1, 'Suraj Sharma': 1, 'Alon Aboutboul': 1, 'J. Todd Smith': 1, 'Wendi McLendon-Covey': 2, 'Steven Krueger': 1, 'Jessie Ok Gray': 1, 'Adria Arjona': 1, \"Jason O'Mara\": 2, 'Analeigh Tipton': 2, 'Isla Fisher': 1, 'Dale Dickey': 1, 'Wendy Crewson': 1, 'Jenna Dewan Tatum': 2, 'Valerie Mahaffey': 1, 'Tom Sizemore': 1, 'Rene Russo': 2, 'Aaron Burns': 2, 'Penelope Wilton': 1, 'David James': 1, 'Ryô Narita': 1, 'Guillaume Baillargeon': 1, 'Mark Rylance': 2, 'Katherine Waterston': 2, 'Christopher Carley': 1, 'Andrew Scott': 5, 'Neil Brown Jr.': 1, 'Robert Duvall': 2, 'Karin Konoval': 1, 'Amy Poehler': 2, 'Gabriela Lopez': 1, 'Peyton List': 1, 'Wesley Elder': 1, 'Dax Shepard': 1, 'Billy Magnussen': 1, 'Keir Gilchrist': 1, 'Kati Outinen': 1, 'Johnny Depp': 12, 'Heather Sossaman': 1, 'Shannon Woodward': 1, 'Paul Borghese': 1, 'Alfie Allen': 1, 'Riley Keough': 2, 'George MacKay': 1, 'Seychelle Gabriel': 1, 'Colin Firth': 5, 'Gretchen Mol': 1, 'Clint Dyer': 1, 'Taylor Kitsch': 3, 'Daniel Brühl': 4, 'Tye Sheridan': 3, 'Jesse Plemons': 1, 'Javier Bardem': 6, 'Derek Luke': 1, 'Do-won Kwak': 1, 'Dianna Agron': 2, 'Mateo Arias': 1, 'Marisa Paredes': 1, 'Nick Robinson': 1, 'Shareeka Epps': 1, 'Oscar Isaac': 3, 'Noah Wiseman': 1, 'Lorraine Toussaint': 1, 'Vin Diesel': 7, 'Nina Dobrev': 1, 'Anya Taylor-Joy': 3, 'Lesley Manville': 1, 'Shelley Hennig': 1, 'Bonnie Hunt': 1, 'Jacki Weaver': 1, 'Kay Whitney': 1, 'Anne Le Ny': 1, 'Anushka Sharma': 1, 'Kevin James': 4, 'Dax Flame': 1, 'Ryoko Seta': 1, 'Emmy Rossum': 1, 'Emma Stone': 10, 'Tian Jing': 1, 'Shea Adams': 1, 'Mark Chao': 1, 'Jared Gilman': 1, 'Paul Anderson': 1, 'Michael Dickson': 1, 'Quvenzhané Wallis': 1, 'Timothy Olyphant': 2, 'Jason Isaacs': 1, 'Rihanna': 2, 'Ike Barinholtz': 1, 'Ana de Armas': 2, 'Randy Couture': 1, 'Alexi Pappas': 1, 'Jennifer Saunders': 1, 'Jordana Brewster': 2, 'Scott Lawrence': 1, 'Lily Rabe': 1, 'Roman Kolinka': 1, 'Jemaine Clement': 3, 'Austin Stowell': 1, 'Steven Pasquale': 1, 'Eddie Marsan': 1, 'Matt Long': 1, 'Tony Shalhoub': 2, 'Rip Torn': 1, \"Beverly D'Angelo\": 1, 'Kelly Reilly': 1, 'Rachel Wood': 1, 'Jon Bernthal': 3, 'Clémence Poésy': 1, 'Daniel Giménez Cacho': 1, 'Richard Madden': 2, 'Karl Urban': 4, 'Eli Roth': 1, 'Josh Gad': 2, 'Juno Temple': 1, 'Hailee Steinfeld': 6, 'Antoine Bertrand': 1, 'Amanda Righetti': 1, 'Amber Perkins': 1, 'Sam Trammell': 1, 'Catalina Sandino Moreno': 1, 'Madhavan': 1, 'Karel Hermánek Jr.': 1, 'Sarah Snook': 1, 'Rhona Mitra': 2, 'Rosario Dawson': 6, 'Kevin Nealon': 1, 'Keith Carradine': 1, 'Raoul Max Trujillo': 1, 'Judi Dench': 4, 'Sarah Roemer': 2, 'Aidan Gillen': 1, 'Nathan Fillion': 2, 'Liv Tyler': 3, 'François Cluzet': 1, 'Tom Cullen': 1, 'Josh Peck': 1, 'Alessandro Nivola': 1, 'Dakota Blue Richards': 1, 'Eric Winter': 1, 'Billy Crudup': 3, 'Felicity Jones': 5, 'Bob Balaban': 2, 'Jesse Eisenberg': 8, 'Kirsten Dunst': 5, 'Jorma Taccone': 1, 'Marco Giallini': 1, 'Brad Garrett': 1, 'Brian Dennehy': 1, 'Jason Clarke': 6, 'Noel Fisher': 1, 'Stephen Curry': 1, 'Lee Pace': 1, 'Sarah Silverman': 2, 'Jonathan Groff': 1, 'Erin Moriarty': 2, 'Connie Nielsen': 1, 'Michael Vartan': 1, 'Boman Irani': 1, 'Bridgette Barrett': 1, 'Rory Cochrane': 1, 'Odeya Rush': 1, 'Faith Wladyka': 1, 'Gemma Ward': 1, 'Ksenia Solo': 1, 'Suzanne Clément': 1, 'Tom Costello': 1, 'Gaby Hoffmann': 1, 'Stephen Dorff': 1, 'Damien Marzette': 1, 'Iris Apatow': 1, 'Jim Broadbent': 3, 'Ashlyn Sanchez': 1, 'Sixtine Murat': 1, 'Hermione Corfield': 1, 'Larry the Cable Guy': 2, 'Jerry Stiller': 1, 'Sarah Polley': 1, 'Miles Teller': 6, 'Teresa Navarro': 1, 'Eva Mendes': 3, 'Miles Heizer': 1, 'Ruta Gedmintas': 1, 'Tangie Ambrose': 1, 'Steve Oram': 1, 'Famke Janssen': 3, 'Brandon Routh': 1, 'Benicio Del Toro': 2, 'Gemma Arterton': 3, 'Munro Chambers': 1, 'Penélope Cruz': 4, 'Ryan Reynolds': 7, 'Astrid Bergès-Frisbey': 1, 'Olivia Thirlby': 2, 'Min-sik Choi': 1, 'Michael Yare': 1, 'Joey Morgan': 1, 'Matthew Morrison': 1, 'Aaron Eckhart': 5, 'Kristen Wiig': 7, 'Emma Watson': 8, 'Megan Park': 1, 'Anthony Anderson': 1, 'Mike Birbiglia': 2, 'Marie Gruber': 1, 'Eric Godon': 1, 'Yun-Fat Chow': 1, 'Sarah Hyland': 1, 'Adrien Brody': 2, 'Camille Cottin': 1, 'Mandy Gonzalez': 1, 'Alia Bhatt': 1, 'Paul Giamatti': 3, 'Oaklee Pendergast': 1}\n"
     ]
    }
   ],
   "source": [
    "for g in  glumac:\n",
    "    for gl in g:\n",
    "        gl=gl.strip()\n",
    "        glumciBrojFilmova[gl]=glumciBrojFilmova[gl]+1\n",
    "            \n",
    "print(glumciBrojFilmova)        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Mark Wahlberg': 15, 'Hugh Jackman': 14, 'Brad Pitt': 13, 'Christian Bale': 13, 'Michael Fassbender': 12, 'Anne Hathaway': 12, 'Scarlett Johansson': 12, 'Channing Tatum': 12, 'Tom Hardy': 12, 'Robert Downey Jr.': 12, 'Johnny Depp': 12, 'Bradley Cooper': 11, 'Jennifer Lawrence': 11, 'Anna Kendrick': 11, 'Chloë Grace Moretz': 11, 'Shia LaBeouf': 11, 'Jake Gyllenhaal': 11, 'Seth Rogen': 11, 'Gerard Butler': 11, 'Cate Blanchett': 11, 'Chris Hemsworth': 10, 'Matt Damon': 10, 'Liam Neeson': 10, 'Josh Brolin': 10, 'Matthew McConaughey': 10, 'Dwayne Johnson': 10, 'Ryan Gosling': 10, 'Will Smith': 10, 'Leonardo DiCaprio': 10, 'Charlize Theron': 10, 'Emma Stone': 10, 'Samuel L. Jackson': 9, 'Denzel Washington': 9, 'Jonah Hill': 9, 'Daniel Radcliffe': 9, 'Naomi Watts': 9, 'Adam Sandler': 9, 'Woody Harrelson': 9, 'Amy Adams': 9, 'James Franco': 9, 'Ben Kingsley': 9, 'Rose Byrne': 9, 'James McAvoy': 9, 'Chiwetel Ejiofor': 9, 'Owen Wilson': 9, 'Jason Bateman': 9, 'Joseph Gordon-Levitt': 9, 'Sharlto Copley': 9, 'Tom Hanks': 9, 'Morgan Freeman': 9, 'Chris Pine': 9, 'Chris Evans': 9, 'Mila Kunis': 8, 'Kristen Stewart': 8, 'Jeremy Renner': 8, 'Rachel Weisz': 8, 'George Clooney': 8, 'Jessica Chastain': 8, 'Natalie Portman': 8, 'Michelle Monaghan': 8, 'Zac Efron': 8, 'Mark Strong': 8, 'Jennifer Aniston': 8, 'Robert De Niro': 8, 'Gary Oldman': 8, 'Joel Edgerton': 8, 'Will Ferrell': 8, 'Tom Cruise': 8, 'Emily Blunt': 8, 'Jesse Eisenberg': 8, 'Emma Watson': 8, 'Jason Sudeikis': 7, 'Angelina Jolie': 7, 'Teresa Palmer': 7, 'Ralph Fiennes': 7, 'Patrick Wilson': 7, 'Jamie Bell': 7, 'Liam Hemsworth': 7, 'Steve Carell': 7, 'Sylvester Stallone': 7, 'Mark Ruffalo': 7, 'Russell Crowe': 7, 'Rooney Mara': 7, 'Bryan Cranston': 7, 'Shailene Woodley': 7, 'Viola Davis': 7, 'Simon Pegg': 7, 'Chris Pratt': 7, 'Keira Knightley': 7, 'Rachel McAdams': 7, 'Ethan Hawke': 7, 'Kate Winslet': 7, 'Vin Diesel': 7, 'Ryan Reynolds': 7, 'Kristen Wiig': 7, 'Jude Law': 6, 'John Goodman': 6, 'Cillian Murphy': 6, 'Nicholas Hoult': 6, 'Ian McKellen': 6, 'Vera Farmiga': 6, 'John C. Reilly': 6, 'Keanu Reeves': 6, 'Leslie Mann': 6, 'Sam Worthington': 6, 'Bryce Dallas Howard': 6, 'Aaron Taylor-Johnson': 6, 'Martin Freeman': 6, 'Casey Affleck': 6, 'Ben Foster': 6, 'Colin Farrell': 6, 'Zoe Saldana': 6, 'Willem Dafoe': 6, 'Charlotte Gainsbourg': 6, 'Brendan Gleeson': 6, 'Rosamund Pike': 6, 'Alicia Vikander': 6, 'Logan Lerman': 6, 'T.J. Miller': 6, 'Michael Caine': 6, 'Theo James': 6, 'Josh Hutcherson': 6, 'Amanda Seyfried': 6, 'Jason Statham': 6, 'Jennifer Garner': 6, 'Nicole Kidman': 6, 'Elle Fanning': 6, 'Jeff Bridges': 6, 'Andrew Garfield': 6, 'Domhnall Gleeson': 6, 'Kate Beckinsale': 6, 'Daniel Craig': 6, 'Meryl Streep': 6, 'Helena Bonham Carter': 6, 'Abbie Cornish': 6, 'Rebecca Hall': 6, 'Zoey Deutch': 6, 'Ben Affleck': 6, 'Idris Elba': 6, 'Robert Pattinson': 6, 'Javier Bardem': 6, 'Hailee Steinfeld': 6, 'Rosario Dawson': 6, 'Jason Clarke': 6, 'Miles Teller': 6, 'Richard Jenkins': 5, 'Lena Headey': 5, 'Noomi Rapace': 5, 'Michelle Rodriguez': 5, 'Bill Nighy': 5, 'Sienna Miller': 5, 'Stellan Skarsgård': 5, 'Diane Kruger': 5, 'Julianne Moore': 5, 'Dennis Quaid': 5, 'Geoffrey Rush': 5, 'Sandra Bullock': 5, 'Tim Roth': 5, 'Cameron Diaz': 5, 'Saoirse Ronan': 5, 'Kevin Costner': 5, 'Ellen Page': 5, 'Michael Keaton': 5, 'Dev Patel': 5, 'Margot Robbie': 5, 'Anthony Hopkins': 5, 'Blake Lively': 5, 'Kate Mara': 5, 'Paul Rudd': 5, 'Liev Schreiber': 5, 'Jamie Foxx': 5, 'Ben Stiller': 5, 'Vincent Cassel': 5, 'Sigourney Weaver': 5, 'Anthony Mackie': 5, 'Christopher Plummer': 5, 'Brie Larson': 5, 'Paula Patton': 5, 'Michael Peña': 5, 'J.K. Simmons': 5, 'Ron Perlman': 5, 'Megan Fox': 5, 'Jim Sturgess': 5, 'Kurt Russell': 5, 'Josh Duhamel': 5, 'Edward Norton': 5, 'Charlotte Le Bon': 5, 'Eric Bana': 5, 'Marion Cotillard': 5, 'Edgar Ramírez': 5, 'Andrew Scott': 5, 'Colin Firth': 5, 'Felicity Jones': 5, 'Kirsten Dunst': 5, 'Aaron Eckhart': 5, 'Imogen Poots': 4, 'Ciarán Hinds': 4, 'Tilda Swinton': 4, 'Kevin Spacey': 4, 'Emile Hirsch': 4, 'Eddie Redmayne': 4, 'Taylor Lautner': 4, 'Tyrese Gibson': 4, 'Eva Green': 4, 'Melissa McCarthy': 4, 'Maggie Grace': 4, 'Kyle Chandler': 4, 'Ben Whishaw': 4, 'Milla Jovovich': 4, 'Aamir Khan': 4, 'Armie Hammer': 4, 'Henry Cavill': 4, 'Malin Akerman': 4, 'Justin Timberlake': 4, 'Jay Baruchel': 4, 'Jeremy Irons': 4, 'Steve Zahn': 4, 'Aaron Paul': 4, 'Mia Wasikowska': 4, 'Reese Witherspoon': 4, 'Zach Galifianakis': 4, 'Harrison Ford': 4, 'Sarah Gadon': 4, 'Thandie Newton': 4, 'Philip Seymour Hoffman': 4, 'Michelle Williams': 4, 'Abigail Breslin': 4, 'Zachary Quinto': 4, 'Zooey Deschanel': 4, 'Garrett Hedlund': 4, 'Peter Sarsgaard': 4, 'James Badge Dale': 4, 'Christopher Mintz-Plasse': 4, 'Jennifer Connelly': 4, 'Rupert Grint': 4, 'Britt Robertson': 4, 'Tommy Lee Jones': 4, 'Haley Bennett': 4, 'Seth MacFarlane': 4, 'Jack Black': 4, 'Paul Walker': 4, 'Forest Whitaker': 4, 'Maya Rudolph': 4, 'Alison Brie': 4, 'Alec Baldwin': 4, 'James Marsden': 4, 'Gwyneth Paltrow': 4, 'Emily Browning': 4, 'Asa Butterfield': 4, 'Tom Wilkinson': 4, 'Pierce Brosnan': 4, 'Diego Luna': 4, 'Vince Vaughn': 4, 'Guy Pearce': 4, 'Amy Ryan': 4, 'Jamie Dornan': 4, 'Elizabeth Banks': 4, 'Ian McShane': 4, 'Jack Huston': 4, 'Alexander Skarsgård': 4, 'Anna Faris': 4, 'Nick Offerman': 4, 'Charlie Day': 4, 'Benedict Cumberbatch': 4, 'Sam Claflin': 4, 'Dustin Hoffman': 4, 'Alexandra Daddario': 4, 'Helen Mirren': 4, 'Rebel Wilson': 4, 'Tom Hiddleston': 4, 'Adam Driver': 4, 'Dakota Johnson': 4, 'Kristen Bell': 4, 'Xavier Samuel': 4, 'Jai Courtney': 4, 'Bruce Willis': 4, 'Daniel Brühl': 4, 'Kevin James': 4, 'Karl Urban': 4, 'Judi Dench': 4, 'Penélope Cruz': 4, 'Nicolas Cage': 3, \"Vincent D'Onofrio\": 3, 'Julia Roberts': 3, 'Nat Wolff': 3, 'Emily Mortimer': 3, 'Tessa Thompson': 3, 'Zachary Gordon': 3, 'Albert Brooks': 3, 'Patrick Stewart': 3, 'Jessica Biel': 3, 'Sam Rockwell': 3, 'Jeffrey Wright': 3, 'Rose McGowan': 3, 'Jason Segel': 3, 'Maria Bello': 3, 'Ice Cube': 3, 'Clive Owen': 3, 'Sacha Baron Cohen': 3, 'Kevin Hart': 3, 'Keri Russell': 3, 'Rebecca Ferguson': 3, 'Emma Roberts': 3, 'Jim Carrey': 3, 'John Gallagher Jr.': 3, 'Carey Mulligan': 3, 'Julianne Hough': 3, 'Ezra Miller': 3, 'Emma Thompson': 3, 'Ed Harris': 3, 'Richard Gere': 3, 'Gabriel Basso': 3, 'Viggo Mortensen': 3, 'Kiefer Sutherland': 3, 'Olivia Wilde': 3, 'Sean Penn': 3, 'Michael Shannon': 3, 'Dominic Cooper': 3, 'Richard Armitage': 3, 'Paul Dano': 3, 'William Fichtner': 3, 'Emory Cohen': 3, 'Thomas Jane': 3, 'Bill Murray': 3, 'Catherine Keener': 3, 'Hugo Weaving': 3, 'Danny McBride': 3, 'Michael B. Jordan': 3, 'Mickey Rourke': 3, 'Nick Frost': 3, 'Cynthia Nixon': 3, 'Katherine Heigl': 3, 'Ken Watanabe': 3, 'Jared Harris': 3, 'Tina Fey': 3, 'Jon Favreau': 3, 'Laura Dern': 3, 'Lily Collins': 3, 'Robert Capron': 3, 'Dakota Fanning': 3, 'Léa Seydoux': 3, 'Melissa Leo': 3, 'Bill Hader': 3, 'Irrfan Khan': 3, 'Christoph Waltz': 3, 'Maika Monroe': 3, 'Bill Paxton': 3, 'Olga Kurylenko': 3, 'Andy Samberg': 3, 'Amber Heard': 3, 'Alfred Molina': 3, 'John Leguizamo': 3, 'Joaquin Phoenix': 3, 'Dan Stevens': 3, 'Kathryn Hahn': 3, 'David Oyelowo': 3, 'Kate Hudson': 3, 'Don Cheadle': 3, 'Jared Leto': 3, 'Michael Nyqvist': 3, \"Dylan O'Brien\": 3, 'Oliver Platt': 3, 'Kodi Smit-McPhee': 3, 'Luke Bracey': 3, 'Dominic West': 3, 'Charlie Hunnam': 3, 'Gugu Mbatha-Raw': 3, 'Laura Linney': 3, 'Nikolaj Coster-Waldau': 3, 'Topher Grace': 3, 'Brenton Thwaites': 3, 'Joan Allen': 3, 'Lily James': 3, 'Jane Levy': 3, 'Ewan McGregor': 3, 'Connor Paolo': 3, 'Michelle Yeoh': 3, 'Jaden Smith': 3, 'Terry Crews': 3, 'Alan Rickman': 3, 'Jet Li': 3, 'Jon Hamm': 3, 'Robin Wright': 3, 'Thomas Haden Church': 3, 'Justin Long': 3, 'Michael Sheen': 3, 'Mary Elizabeth Winstead': 3, 'Selena Gomez': 3, 'Andrea Riseborough': 3, 'Ray Winstone': 3, 'Dylan Minnette': 3, 'Andy Serkis': 3, 'Alice Braga': 3, 'Michiel Huisman': 3, 'Matthew Macfadyen': 3, 'John Cusack': 3, 'Alex Pettyfer': 3, 'Jacob Tremblay': 3, 'Kate Bosworth': 3, 'Ed Helms': 3, 'Michelle Pfeiffer': 3, 'Will Arnett': 3, 'Taron Egerton': 3, 'Michael Cera': 3, 'Taylor Kitsch': 3, 'Tye Sheridan': 3, 'Oscar Isaac': 3, 'Anya Taylor-Joy': 3, 'Jemaine Clement': 3, 'Jon Bernthal': 3, 'Liv Tyler': 3, 'Billy Crudup': 3, 'Jim Broadbent': 3, 'Eva Mendes': 3, 'Famke Janssen': 3, 'Gemma Arterton': 3, 'Paul Giamatti': 3, 'Eric Stonestreet': 2, 'Dave Franco': 2, 'William Hurt': 2, 'Martin Henderson': 2, 'Olivia Munn': 2, 'Vinnie Jones': 2, 'Mahershala Ali': 2, 'Kerry Bishé': 2, 'Corey Stoll': 2, 'Matthew Goode': 2, 'Amanda Bynes': 2, 'Sam Neill': 2, 'Lewis Black': 2, 'Hugh Grant': 2, 'Adrian Grenier': 2, 'Thomas Brodie-Sangster': 2, 'Dan Fogler': 2, 'Zoë Bell': 2, 'Cobie Smulders': 2, 'Michael Chiklis': 2, 'Mia Goth': 2, 'Evan Rachel Wood': 2, 'Patrick Dempsey': 2, 'Rodrigo Santoro': 2, 'Kristin Davis': 2, 'Ellie Kendrick': 2, 'Oprah Winfrey': 2, 'Jessica Brown Findlay': 2, 'Anna Hutchison': 2, 'Alia Shawkat': 2, 'Mathieu Amalric': 2, 'Tracy Letts': 2, 'Adam Brody': 2, 'Scott Glenn': 2, 'Jason Biggs': 2, 'Karl Glusman': 2, 'Luke Wilson': 2, 'Leslie Bibb': 2, 'Ed Oxenbould': 2, 'Octavia Spencer': 2, 'Wentworth Miller': 2, 'Alice Eve': 2, 'Douglas M. Griffin': 2, 'Laurent Lucas': 2, 'Terrence Howard': 2, 'Cam Gigandet': 2, 'Elizabeth Olsen': 2, 'Linda Cardellini': 2, 'Golshifteh Farahani': 2, 'Luke Evans': 2, 'Max Minghella': 2, 'Adèle Exarchopoulos': 2, 'Ali Larter': 2, 'Freida Pinto': 2, 'Robbie Amell': 2, 'Scott Eastwood': 2, 'Emilia Clarke': 2, 'Dan Byrd': 2, 'Lake Bell': 2, 'Nick Damici': 2, 'Barkhad Abdi': 2, 'Antonio Banderas': 2, 'Jack Davenport': 2, 'Laurie Holden': 2, 'Sally Field': 2, 'Gal Gadot': 2, 'Brooklyn Decker': 2, 'Keegan-Michael Key': 2, 'Michael Ealy': 2, 'Michael Gambon': 2, 'Daniel Day-Lewis': 2, 'Robin Williams': 2, 'Vanessa Hudgens': 2, 'Jennifer Ehle': 2, 'Blake Jenner': 2, 'Aubrey Plaza': 2, 'Peter Dinklage': 2, 'Joel Kinnaman': 2, 'Sienna Guillory': 2, 'Jennifer Jason Leigh': 2, 'Mary-Louise Parker': 2, 'Josh Wiggins': 2, 'Patricia Clarkson': 2, 'Marton Csokas': 2, 'Matt Bomer': 2, 'Lucas Till': 2, 'David Strathairn': 2, 'David Thewlis': 2, 'Brandon T. Jackson': 2, 'Ellen Burstyn': 2, 'Dave Bautista': 2, 'Justin Theroux': 2, 'Justin Bartha': 2, 'Billy Bob Thornton': 2, 'Craig Ferguson': 2, 'David Harbour': 2, 'Elijah Wood': 2, 'Brittany Snow': 2, 'Carla Gugino': 2, 'Thomas Mann': 2, 'Haley Lu Richardson': 2, 'Emilie de Ravin': 2, 'Timothy Spall': 2, 'Diane Lane': 2, 'David Spade': 2, 'Djimon Hounsou': 2, 'Sean Bean': 2, 'Bruce Greenwood': 2, 'Ty Simpkins': 2, 'Matt Lanter': 2, \"Jack O'Connell\": 2, 'Demián Bichir': 2, 'Alden Ehrenreich': 2, 'Katee Sackhoff': 2, 'Peter Stormare': 2, 'Liana Liberato': 2, 'Jodie Foster': 2, 'John Corbett': 2, 'Michael McElhatton': 2, 'Mélanie Laurent': 2, 'James Ransone': 2, 'Ansel Elgort': 2, 'Sarah Jessica Parker': 2, 'Nicola Peltz': 2, 'Kevin Bacon': 2, 'Danila Kozlovsky': 2, 'Annabelle Wallis': 2, 'Nadine Velazquez': 2, 'Robert Redford': 2, 'Ruth Wilson': 2, 'Johnny Simmons': 2, 'Judy Davis': 2, 'Mike Vogel': 2, 'Jae Head': 2, 'Mary Steenburgen': 2, 'Matthias Schoenaerts': 2, 'Michael Parks': 2, 'Susan Sarandon': 2, 'Stephen Lang': 2, 'Yoo Gong': 2, 'Lucy Boynton': 2, 'Kit Harington': 2, 'Sally Hawkins': 2, 'Jennifer Lopez': 2, 'Tony Revolori': 2, 'Richard Dreyfuss': 2, 'Ewen Leslie': 2, 'Oona Laurence': 2, 'Riz Ahmed': 2, 'Mireille Enos': 2, 'Salma Hayek': 2, 'Laurence Fishburne': 2, 'Aoi Yuki': 2, 'Lucas Black': 2, 'Kim Cattrall': 2, 'Michael Stuhlbarg': 2, 'Alan Alda': 2, 'Rose Leslie': 2, 'Essie Davis': 2, 'Taraji P. 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Hall': 1, 'Sakshi Tanwar': 1, 'Ashlynn Yennie': 1, 'Brian Caspe': 1, 'Jonny Brugh': 1, 'Edwin Wright': 1, 'Carice van Houten': 1, 'Chris Isaak': 1, 'Woo-hee Chun': 1, 'Will Yun Lee': 1, 'Christian Cooke': 1, 'Bryan Greenberg': 1, 'Julian Richings': 1, 'Edoardo Leo': 1, 'Jung-min Hwang': 1, 'Oliver Cooper': 1, 'Dakota Goyo': 1, 'Farid Sajjadi Hosseini': 1, 'John Krasinski': 1, 'Kate Siegel': 1, 'Tim Pigott-Smith': 1, 'Branden Coles': 1, 'Elizabeth Henstridge': 1, 'Temuera Morrison': 1, 'Rosie Huntington-Whiteley': 1, 'Andrew Howard': 1, 'A.C. 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Saper': 1, 'Arturo Castro': 1, 'Nicholas Hope': 1, 'Sarah Clarke': 1, 'Andy Lau': 1, 'Don Thompson': 1, 'Angeliki Papoulia': 1, 'Ginnifer Goodwin': 1, 'John DeLuca': 1, 'John Turturro': 1, 'Gregg Weiner': 1, 'Emma Greenwell': 1, 'Brian White': 1, 'Sophie Nélisse': 1, 'Max Greenfield': 1, 'Kelly McGillis': 1, 'Cush Jumbo': 1, 'David Wenham': 1, 'Vanessa Ferlito': 1, 'Daniel Henshall': 1, \"De'Shawn Washington\": 1, 'Brian Geraghty': 1, 'Daniel Fathers': 1, 'Natasha Henstridge': 1, 'Dalia Hernández': 1, 'Chase Williamson': 1, 'Frank Madigan': 1, 'Andy Garcia': 1, 'Miyavi': 1, 'Jonathan Daniel Brown': 1, 'Rizwan Manji': 1, 'Matthew Marsden': 1, 'Juan Saavedra': 1, 'Ted Levine': 1, 'Sigrid Bouaziz': 1, 'Bokeem Woodbine': 1, 'Ivo Nandi': 1, 'Florence Clery': 1, 'Duncan Joiner': 1, 'Theo Rossi': 1, 'Karen Allen': 1, 'Hayley Squires': 1, 'Jesse Bradford': 1, 'Phylicia Rashad': 1, 'Janet Montgomery': 1, 'Adrianne Palicki': 1, 'Vincent Ebrahim': 1, 'Natalie Martinez': 1, 'Shahab Hosseini': 1, \"Auli'i Cravalho\": 1, 'Cara Delevingne': 1, 'Mohamed Akhzam': 1, 'Jennifer Morrison': 1, 'Jessica Sula': 1, 'Maddie Ziegler': 1, 'Eve': 1, 'John Cullum': 1, 'Calum Worthy': 1, 'C.H. Evans': 1, 'Vicky Krieps': 1, 'Ben Walker': 1, 'Klara Kristin': 1, 'Audrey Fleurot': 1, 'Hristos Passalis': 1, 'Doug Jones': 1, 'Israel Broussard': 1, 'Aiden Longworth': 1, 'Shawn Roberts': 1, 'Jennifer Koenig': 1, 'Billie Piper': 1, 'Jade Asha': 1, 'Dana Fuchs': 1, 'Ruth Negga': 1, 'Jackie Chan': 1, 'Teri Hatcher': 1, 'Jack Madigan': 1, 'Ian Holm': 1, 'Edward Asner': 1, 'Cary Joji Fukunaga': 1, 'William Moseley': 1, 'Teodora Duhovnikova': 1, 'Gerardo Taracena': 1, 'Nathalie Baye': 1, 'Hayley McElhinney': 1, 'Gian Keys': 1, 'Jack Taylor': 1, 'Josh Brener': 1, 'Melanie Lynskey': 1, 'Robert Carlyle': 1, 'Yutaka Takenouchi': 1, 'Vilen Babichev': 1, 'Robert Knepper': 1, 'Christopher Meyer': 1, 'Alex Fisher': 1, 'Lou Romano': 1, 'Tim Blake Nelson': 1, 'Anushka Shetty': 1, 'Alex Essoe': 1, 'Louis C.K.': 1, 'Rima Te Wiata': 1, 'Mark Consuelos': 1, 'Jared Padalecki': 1, 'Jorge Garcia': 1, 'Ella Anderson': 1, 'Vanessa Ross': 1, 'Steve Martin': 1, 'Nadia White': 1, 'Danny Trejo': 1, 'Filip Berg': 1, \"Jerry O'Connell\": 1, 'Aldis Hodge': 1, 'Idina Menzel': 1, 'Lorraine Nicholson': 1, 'Katie Crown': 1, 'Lucas Hedges': 1, 'Jung-woo Ha': 1, 'Jack McBrayer': 1, 'Bill Engvall': 1, 'Rasmus Hardiker': 1, 'Maria Doyle Kennedy': 1, 'Frank Langella': 1, 'Steve Buscemi': 1, 'Madeleine West': 1, \"Fionn O'Shea\": 1, 'Leonard Nimoy': 1, 'Lyndsy Fonseca': 1, 'Rainn Wilson': 1, 'Burt Young': 1, 'Anders Danielsen Lie': 1, 'Daniel Eric Gold': 1, 'Andre Braugher': 1, 'Brea Grant': 1, 'Anna Foglietta': 1, 'Max von Sydow': 1, 'Rachel Korine': 1, 'Alain Moussi': 1, 'Dean Norris': 1, 'John Carroll Lynch': 1, 'Ethan Suplee': 1, 'Colm Feore': 1, 'Garrett Clayton': 1, 'Jeremy McWilliams': 1, 'Florence Kastriner': 1, 'Leland Orser': 1, 'Bel Powley': 1, 'Roman Jossart': 1, 'Michael McDonald': 1, 'Maria Dizzia': 1, 'Benjamin Bratt': 1, 'Andreas Wisniewski': 1, 'Annabeth Gish': 1, 'Jon Daly': 1, 'Freddie Crowder': 1, 'Angourie Rice': 1, 'Bill Pullman': 1, 'Ray Romano': 1, 'Hayley Atwell': 1, 'Bárbara Lennie': 1, 'Courtney Halverson': 1, 'Margarita Levieva': 1, 'Kevin Chamberlin': 1, 'Colton Haynes': 1, 'Christopher Walken': 1, 'Madison Wolfe': 1, 'Adam Devine': 1, 'Michael Dorman': 1, 'Mario Casas': 1, 'Harold Perrineau': 1, 'Thomas M. Wright': 1, 'Cheryl Hines': 1, 'Donnie Yen': 1, 'Mark Boone Junior': 1, 'Sharman Joshi': 1, 'Christos Stergioglou': 1, 'Michael Doneger': 1, 'Momo Dione': 1, 'Hugh Laurie': 1, 'Jonathan Roumie': 1, 'Julia Ormond': 1, 'Sullivan Stapleton': 1, 'Anthony Cirillo': 1, 'Rachael Blake': 1, 'Julie Walters': 1, 'Brighton Sharbino': 1, 'Victoria Justice': 1, 'Kevin Kline': 1, 'Mackenzie Foy': 1, 'Gina Carano': 1, 'Sonoya Mizuno': 1, 'Noah Taylor': 1, 'Mélissa Désormeaux-Poulin': 1, 'Colm Meaney': 1, 'Tony Danza': 1, 'Ryûnosuke Kamiki': 1, 'Christian Slater': 1, 'Eddie Baroo': 1, 'Nazanin Boniadi': 1, 'Fred Willard': 1, 'Robert Hoffman': 1, 'Jonathan Rhys Meyers': 1, 'Lauren Cohan': 1, 'Nikki Blonsky': 1, 'James DuMont': 1, 'Bailey Anne Borders': 1, 'Aaron Poole': 1, 'CCH Pounder': 1, 'Sophie Okonedo': 1, 'Max Martini': 1, 'Kevin McKidd': 1, 'Christopher Evan Welch': 1, 'Rupert Friend': 1, 'Rinko Kikuchi': 1, 'Kathy Bates': 1, 'Sally Phillips': 1, 'Babak Karimi': 1, 'Maria-Victoria Dragus': 1, 'Michael Kelly': 1, 'Dominique Swain': 1, 'Kari Matchett': 1, 'Josh Stewart': 1, 'Jin-woong Jo': 1, 'January Jones': 1, 'Armin Mueller-Stahl': 1, 'Isabel Lucas': 1, 'Colin Hanks': 1, 'Peter Simonischek': 1, 'Logan Huffman': 1, 'Amara Miller': 1, 'Akihiro Kitamura': 1, 'Paul Bettany': 1, 'Jason Flemyng': 1, 'Christopher Lee': 1, 'Akiva Schaffer': 1, 'Jonny Weston': 1, 'Tijuana Ricks': 1, 'Lubna Azabal': 1, 'Ellen DeGeneres': 1, 'Benedict Wong': 1, 'Jordan Peele': 1, 'Elizabeth Debicki': 1, 'Ahney Her': 1, 'Mustafa Kamel': 1, 'Jack Holden': 1, 'Brandon Scott': 1, 'Paula Prentiss': 1, 'Brian Marc': 1, 'John Ortiz': 1, 'Dan Crisafulli': 1, 'Cary-Hiroyuki Tagawa': 1, 'Vernetta Lopez': 1, 'Laura Ramsey': 1, 'Emmanuel Garijo': 1, 'Rubén Blades': 1, 'Laura Waddell': 1, 'Juliet Rylance': 1, 'Jason Mitchell': 1, 'Taissa Farmiga': 1, 'Ralph Ineson': 1, 'André Marcon': 1, 'Usher Raymond': 1, 'Michael Mantell': 1, 'Thomas Middleditch': 1, 'Julian Vergov': 1, 'Sebastian Pigott': 1, 'Bob the Cat': 1, 'Candice Bergen': 1, 'Danny Huston': 1, 'Sanjay Dutt': 1, 'Danielle Panabaker': 1, 'Michel Vuillermoz': 1, 'Blythe Auffarth': 1, 'Tyler Hoechlin': 1, 'Glenn Close': 1, 'Priyanka Moodley': 1, 'Tim McGraw': 1, 'Natascha McElhone': 1, 'Kenny Wormald': 1, 'Molly Ringwald': 1, 'Lainie Kazan': 1, 'Adam Rodriguez': 1, 'Christian Distefano': 1, 'Christina Grimmie': 1, 'Janelle Monáe': 1, 'Lynn Collins': 1, 'Sandra Kinder': 1, 'Jordan Carlos': 1, 'Jelena Gavrilovic': 1, 'Fred Dalton Thompson': 1, 'Tobias Menzies': 1, 'Gael García Bernal': 1, 'Eddie Murphy': 1, 'Katy Barker': 1, 'Simon Helberg': 1, 'Mykelti Williamson': 1, 'Karrueche Tran': 1, 'Travis Fimmel': 1, 'Rosemarie DeWitt': 1, 'Chris Wedge': 1, 'Freddie Highmore': 1, 'Paulin Jaccoud': 1, 'Gabourey Sidibe': 1, 'Isabelle Fuhrman': 1, 'Miyu Irino': 1, 'Christian Stevens': 1, 'Dane Cook': 1, 'Steele Stebbins': 1, 'Method Man': 1, 'Pat Cashman': 1, 'Jaime Winstone': 1, 'Haley Joel Osment': 1, 'Maddy Curley': 1, 'Emma Booth': 1, 'Randall Park': 1, 'Paul Reiser': 1, 'Tom Mison': 1, 'Mira Sorvino': 1, 'Sachet Engineer': 1, 'Hayden Panettiere': 1, 'Dougie McConnell': 1, 'Callan McAuliffe': 1, 'Michael Rooker': 1, 'Slobodan Bestic': 1, 'Dolph Lundgren': 1, 'Aryana Engineer': 1, 'Lara Pulver': 1, 'Sanjeev Bhaskar': 1, 'Drew Barrymore': 1, 'Ellar Coltrane': 1, 'Laurence Leboeuf': 1, 'Taika Waititi': 1, 'Malcolm McDowell': 1, 'Larenz Tate': 1, 'Boyd Holbrook': 1, 'Joshua McIvor': 1, 'Henry Thomas': 1, 'Alfre Woodard': 1, 'Pierre Richard': 1, 'Susan Loughnane': 1, 'Stephen Moyer': 1, 'Rachel Bilson': 1, 'Kevin Dillon': 1, 'Derek Jacobi': 1, 'Corbin Reid': 1, 'Aaron Yoo': 1, 'Vincent Kartheiser': 1, 'Marley Shelton': 1, 'Ken Stott': 1, 'Kofi Siriboe': 1, 'Charlie Heaton': 1, 'Sarita Choudhury': 1, 'Cary Elwes': 1, 'Martin Stringer': 1, 'Rabah Nait Oufella': 1, 'Austin Abrams': 1, 'Rachel Quinn': 1, 'Kieran Culkin': 1, 'Stuart Graham': 1, 'Diego Boneta': 1, 'Ben Burtt': 1, 'Julia Stiles': 1, 'Selma Blair': 1, 'Jeffrey Vincent Parise': 1, 'Toby Jones': 1, 'Hunter McCracken': 1, 'McCaul Lombardi': 1, 'Darío Grandinetti': 1, 'Garret Dillahunt': 1, 'Saori Hayami': 1, 'Charlie Cox': 1, 'Joseph Julian Soria': 1, 'Daniel Franzese': 1, 'Rick Gonzalez': 1, 'Brooke Shields': 1, 'Elena Anaya': 1, 'María Marull': 1, 'Michael Constantine': 1, 'Zachery Ty Bryan': 1, 'Jenny Slate': 1, 'Andy Powers': 1, 'Lynsey Taylor Mackay': 1, 'Joely Richardson': 1, 'Dave Johns': 1, 'Anil Kapoor': 1, 'Dong-seok Ma': 1, 'Bella Heathcote': 1, 'Niko Nicotera': 1, 'Anton Adasinsky': 1, 'Ashley C. Williams': 1, 'Regina Hall': 1, 'Jim Parsons': 1, 'Cori Gonzalez-Macuer': 1, 'Josh Hartnett': 1, 'Taraneh Alidoosti': 1, 'Paul Sidhu': 1, 'Sebastian Koch': 1, 'Brian Cox': 1, 'Bella Thorne': 1, 'Michal Vondel': 1, 'Bijou Phillips': 1, 'Linda Gegusch': 1, 'Kim Coates': 1, 'Nicholas Galitzine': 1, 'Jovan Adepo': 1, 'Marilyn Manson': 1, 'Corey Hawkins': 1, 'Dominique Abel': 1, 'Robert Sheehan': 1, \"Zac Mattoon O'Brien\": 1, 'Sunny Pawar': 1, 'Andrew Simpson': 1, 'Kai Ryssdal': 1, 'Jordan Nagai': 1, 'Giancarlo Esposito': 1, 'Fiona Gordon': 1, 'Kate Upton': 1, 'Brenda Blethyn': 1, 'Jessica Barth': 1, 'Ashton Kutcher': 1, 'Arnaud Viard': 1, 'Jessica Barden': 1, 'Rachel Dratch': 1, 'Ferdia Walsh-Peelo': 1, 'John Alexander': 1, 'Daniella Kertesz': 1, 'Aurélien Recoing': 1, 'T.R. Knight': 1, 'Terence Stamp': 1, 'Callum Keith Rennie': 1, 'Crispin Glover': 1, 'Michael Kenneth Williams': 1, 'Jeff Daniel Phillips': 1, 'Blanche Baker': 1, 'Luke Treadaway': 1, 'Derek Mears': 1, 'Kurt Fuller': 1, 'Amy Schumer': 1, 'Joel McHale': 1, 'Caitlyn Rund': 1, 'Sanya Malhotra': 1, 'Tim Allen': 1, 'Derek Jeter': 1, 'Craig Van Hook': 1, 'Kathleen Munroe': 1, 'Adam Pally': 1, 'Sebastian Stan': 1, 'Alison Pill': 1, 'Kerry Washington': 1, 'Kelcey Watson': 1, 'Joel David Moore': 1, 'Ayse Howard': 1, 'Catinca Untaru': 1, 'Teyonah Parris': 1, 'Lucy Hale': 1, 'Fran Kranz': 1, 'Jane Lynch': 1, 'Robert Toupin': 1, 'Katherine Reis': 1, 'Matthew Fox': 1, 'Alexander Black': 1, 'Danny Glover': 1, 'Cassie Ventura': 1, 'Charlie Tahan': 1, 'Dean Mumford': 1, 'Elizabeth Mitchell': 1, 'Ashley Walters': 1, 'Riley Thomas Stewart': 1, \"O'Shea Jackson Jr.\": 1, 'Karolina Gruszka': 1, 'Barry Pepper': 1, 'Jael Elizabeth Steinmeyer': 1, 'Sean Bridgers': 1, 'Joey Lauren Adams': 1, 'So-ri Moon': 1, 'Morjana Alaoui': 1, 'Emma Fitzpatrick': 1, 'Ben Barnes': 1, 'Lulu Wilson': 1, 'Lars Eidinger': 1, 'Kyra Sedgwick': 1, 'Hans Matheson': 1, 'Pablo Rago': 1, 'Penn Badgley': 1, 'Gabriel Byrne': 1, 'Joseph Fiennes': 1, 'Lena Endre': 1, 'Loïs van Wijk': 1, 'Lucy Fry': 1, 'Sasha Lane': 1, 'Leehom Wang': 1, 'Roger Bart': 1, \"Ed O'Neill\": 1, 'Tom Prior': 1, 'Radha Mitchell': 1, 'Karl Markovics': 1, 'Ben Winchell': 1, 'Alice Englert': 1, 'Alex Karpovsky': 1, 'Genesis Rodriguez': 1, 'Dieter Laser': 1, 'Jim Caviezel': 1, 'Lili Sepe': 1, 'Ernst Stötzner': 1, 'Moe Dunford': 1, 'John Hawkes': 1, 'Olivia Cooke': 1, 'Milo Ventimiglia': 1, 'Scorcher': 1, 'David Arquette': 1, 'Val Kilmer': 1, 'Ricardo Darín': 1, 'Stephen Rea': 1, 'Jerry Ferrara': 1, \"Da'Vone McDonald\": 1, 'Annabelle Attanasio': 1, 'Rolf Lassgård': 1, 'Anne Consigny': 1, 'Nathalie Boltt': 1, 'Alyson Hannigan': 1, 'Maggie Q': 1, 'Barkhad Abdirahman': 1, 'Alexis Clagett': 1, 'Cosmo Jarvis': 1, 'Sue Dahlman': 1, 'John Hodgman': 1, 'Ang Phula Sherpa': 1, 'Colin Quinn': 1, 'Olivia Williams': 1, 'Emayatzy Corinealdi': 1, 'Pablo Schreiber': 1, \"Frances O'Connor\": 1, 'Naomi Battrick': 1, 'Lambert Wilson': 1, 'Rufus Sewell': 1, 'Moises Arias': 1, 'Rosie Shaw': 1, 'Gabriel Bateman': 1, 'Peter Facinelli': 1, 'Olivia Moyles': 1, 'Sam Quartin': 1, 'Chris Cooper': 1, 'Annika Wedderkopp': 1, 'Brendan Fraser': 1, 'Damaine Radcliff': 1, 'Sarah Dumont': 1, 'Paul Birchard': 1, 'Carmen Ejogo': 1, 'Emily Meade': 1, 'Nick Krause': 1, 'Óscar Jaenada': 1, 'Linh Dan Pham': 1, 'Michael Wittenborn': 1, 'Doona Bae': 1, 'Lauren Graham': 1, 'Kirby Bliss Blanton': 1, 'Rob Corddry': 1, 'Cara Buono': 1, 'Jim Norton': 1, 'Geoffrey Arend': 1, 'Francesc Albiol': 1, 'Leslie Jones': 1, 'Til Schweiger': 1, 'Sophie Perry': 1, 'Laine Megaw': 1, 'Zach Grenier': 1, 'Briana Shann': 1, 'Keith David': 1, 'Max Irons': 1, 'Billy Connolly': 1, 'Kristin Scott Thomas': 1, 'Diego Klattenhoff': 1, 'Matthew Zuk': 1, 'Richard Kind': 1, 'Deanna Dunagan': 1, 'Angelo Josue Lozano Corzo': 1, 'Steve Wiebe': 1, 'Kimberly Elise': 1, 'Joe Alwyn': 1, 'Deborah Kara Unger': 1, 'Mia Stallard': 1, 'Allison Tolman': 1, 'Ryan Lee': 1, 'Émilie Leclerc': 1, 'Dulé Hill': 1, 'Justice Smith': 1, 'Satomi Ishihara': 1, 'Christopher Jordan Wallace': 1, 'Su Elliot': 1, 'Jon Voight': 1, 'Martina Gedeck': 1, 'Jeff Goldblum': 1, 'Courteney Cox': 1, 'Jeffrey Dean Morgan': 1, 'Alex R. Hibbert': 1, 'Isaiah Stone': 1, 'Jake Johnson': 1, 'Zachary Levi': 1, 'Alison Sudol': 1, 'Katie Cassidy': 1, 'Karen Disher': 1, 'Eve Lindley': 1, 'James Floyd': 1, 'Joe Cobden': 1, 'Katie Holmes': 1, 'James Cosmo': 1, 'Laurent Lafitte': 1, 'Emily Ratajkowski': 1, 'Will Dalton': 1, 'Joe Blakemore': 1, 'Taylor Swift': 1, 'Michael Ironside': 1, 'Joshua Leonard': 1, 'Nathan Phillips': 1, 'Adil Hussain': 1, 'John Doman': 1, 'David Troughton': 1, 'Ji-min Han': 1, 'Elijah Smith': 1, 'Lior Ashkenazi': 1, 'Justin Chon': 1, 'Elizabeth Berrington': 1, 'Matthew Perry': 1, 'Luke Kleintank': 1, 'John C. McGinley': 1, 'Jocelin Donahue': 1, 'Edith Scob': 1, 'Gemma Jones': 1, 'Cole Konis': 1, 'Julian Barratt': 1, 'Adrian Titieni': 1, 'Taylor Schilling': 1, 'Simona Stasová': 1, 'Christopher Fitzgerald': 1, 'Mandy Moore': 1, 'Hae-il Park': 1, 'James Allen McCune': 1, 'Oona Chaplin': 1, 'Storm Acheche Sahlstrøm': 1, 'Jamal Woolard': 1, 'Jemima West': 1, 'Daniel Zovatto': 1, 'Osric Chau': 1, 'Gregory Jones': 1, 'Maxim Gaudette': 1, 'Catherine Bégin': 1, 'Levi Miller': 1, 'Hiroki Hasegawa': 1, 'Aidan Turner': 1, 'Brian Milligan': 1, 'Vanessa Lachey': 1, 'Maribel Verdú': 1, 'Laura Abramsen': 1, 'Woody Allen': 1, 'Jesse Borrego': 1, 'Austin Pendleton': 1, 'Tommy Dewey': 1, 'Darsheel Safary': 1, 'Ron Livingston': 1, 'Julie Benz': 1, 'Olan Rogers': 1, 'Dominique McElligott': 1, 'Nancy Kwan': 1, 'Giovanni Ribisi': 1, 'Rotimi': 1, 'Joe Manganiello': 1, 'Ewa Fröling': 1, 'Lily Cole': 1, 'Ellie Kemper': 1, 'RJ Cyler': 1, 'Sam Shepard': 1, 'Annette Bening': 1, 'Reiko Aylesworth': 1, 'Jahking Guillory': 1, 'Chatchawai Kamonsakpitak': 1, 'Peter McRobbie': 1, 'Wei Tang': 1, 'Kate Dickie': 1, 'Catherine Walker': 1, 'Mae Whitman': 1, 'Jo Hartley': 1, 'Morgan Lily': 1, 'Steve Lantz': 1, 'Riccardo Scamarcio': 1, 'Duan Sanderson': 1, 'Dominique Tipper': 1, 'Ólafur Darri Ólafsson': 1, 'Russell Brand': 1, 'Jamie Campbell Bower': 1, 'Charles Dance': 1, 'Jasmine Trinca': 1, 'Moisés Acevedo': 1, 'Neel Sethi': 1, 'Rachel Blanchard': 1, 'Quinton Aaron': 1, \"Mo'Nique\": 1, 'Winona Ryder': 1, 'Alexander Ludwig': 1, 'Soo-an Kim': 1, \"Srdjan 'Zika' Todorovic\": 1, 'Nick Nolte': 1, 'Ed Skrein': 1, 'Sarah Paulson': 1, 'Hee-Bong Byun': 1, 'Lori Petty': 1, 'Chris Klein': 1, 'Shiloh Fernandez': 1, 'Chris Gethard': 1, 'Lauren Holly': 1, 'Grace Van Patten': 1, 'Malcolm Sinclair': 1, 'Michele Valley': 1, 'Emmanuelle Riva': 1, 'Neil Patrick Harris': 1, 'Gabriel Chavarria': 1, 'Logan Miller': 1, 'Lia Bugnar': 1, 'Lewis MacDougall': 1, 'Ned Beatty': 1, 'Tom Hughes': 1, 'Shone Romulus': 1, 'Gedeon Burkhard': 1, 'Joanne Froggatt': 1, 'Steve Tom': 1, 'Tyler James Williams': 1, 'Marlon Wayans': 1, 'Jackie Earle Haley': 1, 'Tatiana Pauhofová': 1, 'Samantha Sloyan': 1, 'Anna Camp': 1, 'Imelda Staunton': 1, 'Mary McCormack': 1, 'Wyatt Russell': 1, 'Ulrich Tukur': 1, 'Brit Marling': 1, 'Elisabeth Shue': 1, 'Justine Waddell': 1, 'Andy Buckley': 1, 'Jan Cornet': 1, 'Malina Manovici': 1, 'Prabhas': 1, 'Sean Bott': 1, 'Scott Adsit': 1, 'F. Murray Abraham': 1, 'Florence Pugh': 1, 'Joel Courtney': 1, 'Jalil Lespert': 1, 'Melissa Benoist': 1, 'Mel Gibson': 1, 'Charles S. Dutton': 1, 'Bruce Campbell': 1, 'Anne Dorval': 1, 'Walton Goggins': 1, 'AJ Michalka': 1, 'John Francis Daley': 1, 'Joseph Mawle': 1, 'Garrett M. Brown': 1, 'Kristin Chenoweth': 1, 'Christian Stolte': 1, 'Angelique Pereira': 1, 'Bee Vang': 1, \"Nicholas D'Agosto\": 1, 'Jeff Kahn': 1, 'Rana Daggubati': 1, 'Kristen Connolly': 1, 'Jason Barry': 1, 'Liam McMahon': 1, 'William Atherton': 1, 'James Kelley': 1, 'Ross Kimball': 1, 'Kelly Adams': 1, 'Sharon Percy': 1, 'John Travolta': 1, 'Clara Mamet': 1, 'Elissa Knight': 1, 'Jeremy Davies': 1, 'Brit Morgan': 1, 'Kat Dennings': 1, 'Aomi Muyock': 1, 'Andie MacDowell': 1, 'Daniel Olbrychski': 1, 'Sheila Kelley': 1, 'Seann William Scott': 1, 'Madina Nalwanga': 1, 'AnnaSophia Robb': 1, 'Nick Swardson': 1, 'Sam Elliott': 1, 'Ana Wagener': 1, 'Callie Hernandez': 1, 'Sarah Butler': 1, 'Charles Berling': 1, 'Allen Leech': 1, 'Andrea Whitburn': 1, 'Rita Cortese': 1, 'Karen Moskow': 1, 'Skyler Gisondo': 1, 'Shameik Moore': 1, 'Kara Hayward': 1, 'Matt Vael': 1, 'Ariadna Gil': 1, 'Donna Murphy': 1, 'Maude Apatow': 1, 'Tom Felton': 1, 'Chris Messina': 1, 'Tanay Chheda': 1, 'Salim Kechiouche': 1, 'Craig Robinson': 1, 'Janet McTeer': 1, 'Brian Howe': 1, 'Rila Fukushima': 1, 'Thomas Bo Larsen': 1, 'Werner Herzog': 1, 'Alistair Abell': 1, 'Logan Paul': 1, 'Jessica Vanessa DeLeon': 1, 'Rhys Ifans': 1, 'Martin Kabanza': 1, 'Sean Faris': 1, 'Patton Oswalt': 1, 'Claire Danes': 1, 'Emmanuelle Chriqui': 1, 'Freddy Rodríguez': 1, 'Alan Arkin': 1, 'Lauren German': 1, 'Suraj Sharma': 1, 'Alon Aboutboul': 1, 'J. Todd Smith': 1, 'Steven Krueger': 1, 'Jessie Ok Gray': 1, 'Adria Arjona': 1, 'Isla Fisher': 1, 'Dale Dickey': 1, 'Wendy Crewson': 1, 'Valerie Mahaffey': 1, 'Tom Sizemore': 1, 'Penelope Wilton': 1, 'David James': 1, 'Ryô Narita': 1, 'Guillaume Baillargeon': 1, 'Christopher Carley': 1, 'Neil Brown Jr.': 1, 'Karin Konoval': 1, 'Gabriela Lopez': 1, 'Peyton List': 1, 'Wesley Elder': 1, 'Dax Shepard': 1, 'Billy Magnussen': 1, 'Keir Gilchrist': 1, 'Kati Outinen': 1, 'Heather Sossaman': 1, 'Shannon Woodward': 1, 'Paul Borghese': 1, 'Alfie Allen': 1, 'George MacKay': 1, 'Seychelle Gabriel': 1, 'Gretchen Mol': 1, 'Clint Dyer': 1, 'Jesse Plemons': 1, 'Derek Luke': 1, 'Do-won Kwak': 1, 'Mateo Arias': 1, 'Marisa Paredes': 1, 'Nick Robinson': 1, 'Shareeka Epps': 1, 'Noah Wiseman': 1, 'Lorraine Toussaint': 1, 'Nina Dobrev': 1, 'Lesley Manville': 1, 'Shelley Hennig': 1, 'Bonnie Hunt': 1, 'Jacki Weaver': 1, 'Kay Whitney': 1, 'Anne Le Ny': 1, 'Anushka Sharma': 1, 'Dax Flame': 1, 'Ryoko Seta': 1, 'Emmy Rossum': 1, 'Tian Jing': 1, 'Shea Adams': 1, 'Mark Chao': 1, 'Jared Gilman': 1, 'Paul Anderson': 1, 'Michael Dickson': 1, 'Quvenzhané Wallis': 1, 'Jason Isaacs': 1, 'Ike Barinholtz': 1, 'Randy Couture': 1, 'Alexi Pappas': 1, 'Jennifer Saunders': 1, 'Scott Lawrence': 1, 'Lily Rabe': 1, 'Roman Kolinka': 1, 'Austin Stowell': 1, 'Steven Pasquale': 1, 'Eddie Marsan': 1, 'Matt Long': 1, 'Rip Torn': 1, \"Beverly D'Angelo\": 1, 'Kelly Reilly': 1, 'Rachel Wood': 1, 'Clémence Poésy': 1, 'Daniel Giménez Cacho': 1, 'Eli Roth': 1, 'Juno Temple': 1, 'Antoine Bertrand': 1, 'Amanda Righetti': 1, 'Amber Perkins': 1, 'Sam Trammell': 1, 'Catalina Sandino Moreno': 1, 'Madhavan': 1, 'Karel Hermánek Jr.': 1, 'Sarah Snook': 1, 'Kevin Nealon': 1, 'Keith Carradine': 1, 'Raoul Max Trujillo': 1, 'Aidan Gillen': 1, 'François Cluzet': 1, 'Tom Cullen': 1, 'Josh Peck': 1, 'Alessandro Nivola': 1, 'Dakota Blue Richards': 1, 'Eric Winter': 1, 'Jorma Taccone': 1, 'Marco Giallini': 1, 'Brad Garrett': 1, 'Brian Dennehy': 1, 'Noel Fisher': 1, 'Stephen Curry': 1, 'Lee Pace': 1, 'Jonathan Groff': 1, 'Connie Nielsen': 1, 'Michael Vartan': 1, 'Boman Irani': 1, 'Bridgette Barrett': 1, 'Rory Cochrane': 1, 'Odeya Rush': 1, 'Faith Wladyka': 1, 'Gemma Ward': 1, 'Ksenia Solo': 1, 'Suzanne Clément': 1, 'Tom Costello': 1, 'Gaby Hoffmann': 1, 'Stephen Dorff': 1, 'Damien Marzette': 1, 'Iris Apatow': 1, 'Ashlyn Sanchez': 1, 'Sixtine Murat': 1, 'Hermione Corfield': 1, 'Jerry Stiller': 1, 'Sarah Polley': 1, 'Teresa Navarro': 1, 'Miles Heizer': 1, 'Ruta Gedmintas': 1, 'Tangie Ambrose': 1, 'Steve Oram': 1, 'Brandon Routh': 1, 'Munro Chambers': 1, 'Astrid Bergès-Frisbey': 1, 'Min-sik Choi': 1, 'Michael Yare': 1, 'Joey Morgan': 1, 'Matthew Morrison': 1, 'Megan Park': 1, 'Anthony Anderson': 1, 'Marie Gruber': 1, 'Eric Godon': 1, 'Yun-Fat Chow': 1, 'Sarah Hyland': 1, 'Camille Cottin': 1, 'Mandy Gonzalez': 1, 'Alia Bhatt': 1, 'Oaklee Pendergast': 1}\n"
     ]
    }
   ],
   "source": [
    "glumciBrojFilmova = dict(sorted(glumciBrojFilmova.items(), key=lambda x: x[1], reverse=True) )\n",
    "\n",
    "print(glumciBrojFilmova)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mark Wahlberg\n",
      "Hugh Jackman\n"
     ]
    }
   ],
   "source": [
    "print(list(glumciBrojFilmova)[0])\n",
    "print(list(glumciBrojFilmova)[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Листа жанрова"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Comedy\n",
      "Animation\n",
      "War\n",
      "Romance\n",
      "Musical\n",
      "Western\n",
      "Action\n",
      "Thriller\n",
      "Mystery\n",
      "Drama\n",
      "Sport\n",
      "Sci-Fi\n",
      "Adventure\n",
      "History\n",
      "Family\n",
      "Horror\n",
      "Fantasy\n",
      "Music\n",
      "Biography\n",
      "Crime\n"
     ]
    }
   ],
   "source": [
    "zanr = list(genre.split(',') for genre in filmovi.genre)\n",
    "\n",
    "zanrovi={'Action'}\n",
    "zanrovi_lista=[]\n",
    "for lista in zanr:\n",
    "    for l in lista:\n",
    "        l=l.strip()\n",
    "        zanrovi.add(l)\n",
    "        zanrovi_lista.append(l)\n",
    "for s in zanrovi:\n",
    "    print(s)        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Који су најзаступљенији жанрoви?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Drama        513\n",
      "Action       303\n",
      "Comedy       279\n",
      "Adventure    259\n",
      "Thriller     195\n",
      "Crime        150\n",
      "Romance      141\n",
      "Sci-Fi       120\n",
      "Horror       119\n",
      "Mystery      106\n",
      "Fantasy      101\n",
      "Biography     81\n",
      "Family        51\n",
      "Animation     49\n",
      "History       29\n",
      "Sport         18\n",
      "Music         16\n",
      "War           13\n",
      "Western        7\n",
      "Musical        5\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "zanrovi_lista = pd.value_counts(zanrovi_lista)\n",
    "print(zanrovi_lista)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(zanrovi_lista)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. Drama\n",
      "2. Action\n",
      "3. Comedy\n",
      "4. Adventure\n",
      "5. Thriller\n",
      "6. Crime\n",
      "7. Romance\n",
      "8. Sci-Fi\n",
      "9. Horror\n",
      "10. Mystery\n",
      "11. Fantasy\n",
      "12. Biography\n",
      "13. Family\n",
      "14. Animation\n",
      "15. History\n",
      "16. Sport\n",
      "17. Music\n",
      "18. War\n",
      "19. Western\n",
      "20. Musical\n"
     ]
    }
   ],
   "source": [
    "i=0\n",
    "for index, val in zanrovi_lista.iteritems():\n",
    "    i=i+1\n",
    "    print(\"{0}. {1}\".format(i,index))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 10 најбољих (комедија)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Sing</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
       "      <td>Christophe Lourdelet</td>\n",
       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
       "      <td>2016</td>\n",
       "      <td>108</td>\n",
       "      <td>7.2</td>\n",
       "      <td>60545</td>\n",
       "      <td>27032000</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>La La Land</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>A jazz pianist falls for an aspiring actress i...</td>\n",
       "      <td>Damien Chazelle</td>\n",
       "      <td>Ryan Gosling, Emma Stone, Rosemarie DeWitt, J....</td>\n",
       "      <td>2016</td>\n",
       "      <td>128</td>\n",
       "      <td>8.3</td>\n",
       "      <td>258682</td>\n",
       "      <td>15106000</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Mindhorn</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>A has-been actor best known for playing the ti...</td>\n",
       "      <td>Sean Foley</td>\n",
       "      <td>Essie Davis, Andrea Riseborough, Julian Barrat...</td>\n",
       "      <td>2016</td>\n",
       "      <td>89</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2490</td>\n",
       "      <td>4798500</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Moana</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>In Ancient Polynesia, when a terrible curse in...</td>\n",
       "      <td>Ron Clements</td>\n",
       "      <td>Auli'i Cravalho, Dwayne Johnson, Rachel House,...</td>\n",
       "      <td>2016</td>\n",
       "      <td>107</td>\n",
       "      <td>7.7</td>\n",
       "      <td>118151</td>\n",
       "      <td>24875000</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Colossal</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Gloria is an out-of-work party girl forced to ...</td>\n",
       "      <td>Nacho Vigalondo</td>\n",
       "      <td>Anne Hathaway, Jason Sudeikis, Austin Stowell,...</td>\n",
       "      <td>2016</td>\n",
       "      <td>109</td>\n",
       "      <td>6.4</td>\n",
       "      <td>8612</td>\n",
       "      <td>287000</td>\n",
       "      <td>70</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>986</td>\n",
       "      <td>Your Highness</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>When Prince Fabious's bride is kidnapped, he g...</td>\n",
       "      <td>David Gordon Green</td>\n",
       "      <td>Danny McBride, Natalie Portman, James Franco, ...</td>\n",
       "      <td>2011</td>\n",
       "      <td>102</td>\n",
       "      <td>5.6</td>\n",
       "      <td>87904</td>\n",
       "      <td>2156000</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>993</td>\n",
       "      <td>Take Me Home Tonight</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Four years after graduation, an awkward high s...</td>\n",
       "      <td>Michael Dowse</td>\n",
       "      <td>Topher Grace, Anna Faris, Dan Fogler, Teresa P...</td>\n",
       "      <td>2011</td>\n",
       "      <td>97</td>\n",
       "      <td>6.3</td>\n",
       "      <td>45419</td>\n",
       "      <td>692000</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>995</td>\n",
       "      <td>Project X</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>3 high school seniors throw a birthday party t...</td>\n",
       "      <td>Nima Nourizadeh</td>\n",
       "      <td>Thomas Mann, Oliver Cooper, Jonathan Daniel Br...</td>\n",
       "      <td>2012</td>\n",
       "      <td>88</td>\n",
       "      <td>6.7</td>\n",
       "      <td>164088</td>\n",
       "      <td>5472000</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>999</td>\n",
       "      <td>Search Party</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>A pair of friends embark on a mission to reuni...</td>\n",
       "      <td>Scot Armstrong</td>\n",
       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
       "      <td>2014</td>\n",
       "      <td>93</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4881</td>\n",
       "      <td>4798500</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>1000</td>\n",
       "      <td>Nine Lives</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>A stuffy businessman finds himself trapped ins...</td>\n",
       "      <td>Barry Sonnenfeld</td>\n",
       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
       "      <td>2016</td>\n",
       "      <td>87</td>\n",
       "      <td>5.3</td>\n",
       "      <td>12435</td>\n",
       "      <td>1964000</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>279 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank                 title   genre  \\\n",
       "3       4                  Sing  Comedy   \n",
       "6       7            La La Land  Comedy   \n",
       "7       8              Mindhorn  Comedy   \n",
       "13     14                 Moana  Comedy   \n",
       "14     15              Colossal  Comedy   \n",
       "..    ...                   ...     ...   \n",
       "985   986         Your Highness  Comedy   \n",
       "992   993  Take Me Home Tonight  Comedy   \n",
       "994   995             Project X  Comedy   \n",
       "998   999          Search Party  Comedy   \n",
       "999  1000            Nine Lives  Comedy   \n",
       "\n",
       "                                           description              director  \\\n",
       "3    In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
       "6    A jazz pianist falls for an aspiring actress i...       Damien Chazelle   \n",
       "7    A has-been actor best known for playing the ti...            Sean Foley   \n",
       "13   In Ancient Polynesia, when a terrible curse in...          Ron Clements   \n",
       "14   Gloria is an out-of-work party girl forced to ...       Nacho Vigalondo   \n",
       "..                                                 ...                   ...   \n",
       "985  When Prince Fabious's bride is kidnapped, he g...    David Gordon Green   \n",
       "992  Four years after graduation, an awkward high s...         Michael Dowse   \n",
       "994  3 high school seniors throw a birthday party t...       Nima Nourizadeh   \n",
       "998  A pair of friends embark on a mission to reuni...        Scot Armstrong   \n",
       "999  A stuffy businessman finds himself trapped ins...      Barry Sonnenfeld   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "3    Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016              108   \n",
       "6    Ryan Gosling, Emma Stone, Rosemarie DeWitt, J....  2016              128   \n",
       "7    Essie Davis, Andrea Riseborough, Julian Barrat...  2016               89   \n",
       "13   Auli'i Cravalho, Dwayne Johnson, Rachel House,...  2016              107   \n",
       "14   Anne Hathaway, Jason Sudeikis, Austin Stowell,...  2016              109   \n",
       "..                                                 ...   ...              ...   \n",
       "985  Danny McBride, Natalie Portman, James Franco, ...  2011              102   \n",
       "992  Topher Grace, Anna Faris, Dan Fogler, Teresa P...  2011               97   \n",
       "994  Thomas Mann, Oliver Cooper, Jonathan Daniel Br...  2012               88   \n",
       "998  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014               93   \n",
       "999  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...  2016               87   \n",
       "\n",
       "     rating   votes   revenue  metascore  \n",
       "3       7.2   60545  27032000         59  \n",
       "6       8.3  258682  15106000         93  \n",
       "7       6.4    2490   4798500         71  \n",
       "13      7.7  118151  24875000         81  \n",
       "14      6.4    8612    287000         70  \n",
       "..      ...     ...       ...        ...  \n",
       "985     5.6   87904   2156000         31  \n",
       "992     6.3   45419    692000         58  \n",
       "994     6.7  164088   5472000         48  \n",
       "998     5.6    4881   4798500         22  \n",
       "999     5.3   12435   1964000         11  \n",
       "\n",
       "[279 rows x 12 columns]"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def komedija(g):\n",
    "    k=False\n",
    "    for zanr in list(g.split(',')):\n",
    "        if zanr.strip()=='Comedy':\n",
    "            k=True\n",
    "    if k==True:\n",
    "        return 'Comedy'\n",
    "        \n",
    "\n",
    "komedije=filmovi\n",
    "komedije['genre']=komedije['genre'].apply(komedija)\n",
    "\n",
    "komedije[komedije.genre=='Comedy']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>250</td>\n",
       "      <td>The Intouchables</td>\n",
       "      <td>Comedy</td>\n",
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       "      <td>François Cluzet, Omar Sy, Anne Le Ny, Audrey F...</td>\n",
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       "      <th>430</th>\n",
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       "      <td>3 Idiots</td>\n",
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       "      <td>Rajkumar Hirani</td>\n",
       "      <td>Aamir Khan, Madhavan, Mona Singh, Sharman Joshi</td>\n",
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       "      <td>170</td>\n",
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       "      <td>238789</td>\n",
       "      <td>652000</td>\n",
       "      <td>67</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
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       "      <td>La La Land</td>\n",
       "      <td>Comedy</td>\n",
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       "      <td>Damien Chazelle</td>\n",
       "      <td>Ryan Gosling, Emma Stone, Rosemarie DeWitt, J....</td>\n",
       "      <td>2016</td>\n",
       "      <td>128</td>\n",
       "      <td>8.3</td>\n",
       "      <td>258682</td>\n",
       "      <td>15106000</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>689</td>\n",
       "      <td>Toy Story 3</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>The toys are mistakenly delivered to a day-car...</td>\n",
       "      <td>Lee Unkrich</td>\n",
       "      <td>Tom Hanks, Tim Allen, Joan Cusack, Ned Beatty</td>\n",
       "      <td>2010</td>\n",
       "      <td>103</td>\n",
       "      <td>8.3</td>\n",
       "      <td>586669</td>\n",
       "      <td>41498000</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>500</td>\n",
       "      <td>Up</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Seventy-eight year old Carl Fredricksen travel...</td>\n",
       "      <td>Pete Docter</td>\n",
       "      <td>Edward Asner, Jordan Nagai, John Ratzenberger,...</td>\n",
       "      <td>2009</td>\n",
       "      <td>96</td>\n",
       "      <td>8.3</td>\n",
       "      <td>722203</td>\n",
       "      <td>29298000</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>242</td>\n",
       "      <td>Inside Out</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>After young Riley is uprooted from her Midwest...</td>\n",
       "      <td>Pete Docter</td>\n",
       "      <td>Amy Poehler, Bill Hader, Lewis Black, Mindy Ka...</td>\n",
       "      <td>2015</td>\n",
       "      <td>95</td>\n",
       "      <td>8.2</td>\n",
       "      <td>416689</td>\n",
       "      <td>35645000</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>83</td>\n",
       "      <td>The Wolf of Wall Street</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Based on the true story of Jordan Belfort, fro...</td>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>Leonardo DiCaprio, Jonah Hill, Margot Robbie,M...</td>\n",
       "      <td>2013</td>\n",
       "      <td>180</td>\n",
       "      <td>8.2</td>\n",
       "      <td>865134</td>\n",
       "      <td>11687000</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>766</td>\n",
       "      <td>PK</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>A stranger in the city asks questions no one h...</td>\n",
       "      <td>Rajkumar Hirani</td>\n",
       "      <td>Aamir Khan, Anushka Sharma, Sanjay Dutt,Boman ...</td>\n",
       "      <td>2014</td>\n",
       "      <td>153</td>\n",
       "      <td>8.2</td>\n",
       "      <td>103279</td>\n",
       "      <td>1057000</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>239</td>\n",
       "      <td>The Grand Budapest Hotel</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>The adventures of Gustave H, a legendary conci...</td>\n",
       "      <td>Wes Anderson</td>\n",
       "      <td>Ralph Fiennes, F. Murray Abraham, Mathieu Amal...</td>\n",
       "      <td>2014</td>\n",
       "      <td>99</td>\n",
       "      <td>8.1</td>\n",
       "      <td>530881</td>\n",
       "      <td>5907000</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>75</td>\n",
       "      <td>Zootopia</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>In a city of anthropomorphic animals, a rookie...</td>\n",
       "      <td>Byron Howard</td>\n",
       "      <td>Ginnifer Goodwin, Jason Bateman, Idris Elba, J...</td>\n",
       "      <td>2016</td>\n",
       "      <td>108</td>\n",
       "      <td>8.1</td>\n",
       "      <td>296853</td>\n",
       "      <td>34126000</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank                     title   genre  \\\n",
       "249   250          The Intouchables  Comedy   \n",
       "430   431                  3 Idiots  Comedy   \n",
       "6       7                La La Land  Comedy   \n",
       "688   689               Toy Story 3  Comedy   \n",
       "499   500                        Up  Comedy   \n",
       "241   242                Inside Out  Comedy   \n",
       "82     83   The Wolf of Wall Street  Comedy   \n",
       "765   766                        PK  Comedy   \n",
       "238   239  The Grand Budapest Hotel  Comedy   \n",
       "74     75                  Zootopia  Comedy   \n",
       "\n",
       "                                           description         director  \\\n",
       "249  After he becomes a quadriplegic from a paragli...  Olivier Nakache   \n",
       "430  Two friends are searching for their long lost ...  Rajkumar Hirani   \n",
       "6    A jazz pianist falls for an aspiring actress i...  Damien Chazelle   \n",
       "688  The toys are mistakenly delivered to a day-car...      Lee Unkrich   \n",
       "499  Seventy-eight year old Carl Fredricksen travel...      Pete Docter   \n",
       "241  After young Riley is uprooted from her Midwest...      Pete Docter   \n",
       "82   Based on the true story of Jordan Belfort, fro...  Martin Scorsese   \n",
       "765  A stranger in the city asks questions no one h...  Rajkumar Hirani   \n",
       "238  The adventures of Gustave H, a legendary conci...     Wes Anderson   \n",
       "74   In a city of anthropomorphic animals, a rookie...     Byron Howard   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "249  François Cluzet, Omar Sy, Anne Le Ny, Audrey F...  2011              112   \n",
       "430    Aamir Khan, Madhavan, Mona Singh, Sharman Joshi  2009              170   \n",
       "6    Ryan Gosling, Emma Stone, Rosemarie DeWitt, J....  2016              128   \n",
       "688      Tom Hanks, Tim Allen, Joan Cusack, Ned Beatty  2010              103   \n",
       "499  Edward Asner, Jordan Nagai, John Ratzenberger,...  2009               96   \n",
       "241  Amy Poehler, Bill Hader, Lewis Black, Mindy Ka...  2015               95   \n",
       "82   Leonardo DiCaprio, Jonah Hill, Margot Robbie,M...  2013              180   \n",
       "765  Aamir Khan, Anushka Sharma, Sanjay Dutt,Boman ...  2014              153   \n",
       "238  Ralph Fiennes, F. Murray Abraham, Mathieu Amal...  2014               99   \n",
       "74   Ginnifer Goodwin, Jason Bateman, Idris Elba, J...  2016              108   \n",
       "\n",
       "     rating   votes   revenue  metascore  \n",
       "249     8.6  557965   1318000         57  \n",
       "430     8.4  238789    652000         67  \n",
       "6       8.3  258682  15106000         93  \n",
       "688     8.3  586669  41498000         92  \n",
       "499     8.3  722203  29298000         88  \n",
       "241     8.2  416689  35645000         94  \n",
       "82      8.2  865134  11687000         75  \n",
       "765     8.2  103279   1057000         51  \n",
       "238     8.1  530881   5907000         88  \n",
       "74      8.1  296853  34126000         78  "
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "najbolje_komedije=komedije[komedije.genre=='Comedy']\n",
    "najbolje_komedije=najbolje_komedije.sort_values(['rating','metascore'], ascending=False)\n",
    "\n",
    "najbolje_komedije.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         The Intouchables\n",
      "                 3 Idiots\n",
      "               La La Land\n",
      "              Toy Story 3\n",
      "                       Up\n",
      "               Inside Out\n",
      "  The Wolf of Wall Street\n",
      "                       PK\n",
      " The Grand Budapest Hotel\n",
      "                 Zootopia\n"
     ]
    }
   ],
   "source": [
    "print(najbolje_komedije['title'].iloc[0:10].to_string(index=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Добри филмови који су остварили лошу зараду"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "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>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>502</td>\n",
       "      <td>Carol</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>An aspiring photographer develops an intimate ...</td>\n",
       "      <td>Todd Haynes</td>\n",
       "      <td>Cate Blanchett, Rooney Mara, Sarah Paulson, Ky...</td>\n",
       "      <td>2015</td>\n",
       "      <td>118</td>\n",
       "      <td>7.2</td>\n",
       "      <td>77995</td>\n",
       "      <td>25000</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>665</td>\n",
       "      <td>L'avenir</td>\n",
       "      <td>Drama</td>\n",
       "      <td>A philosophy teacher soldiers through the deat...</td>\n",
       "      <td>Mia Hansen-Løve</td>\n",
       "      <td>Isabelle Huppert, André Marcon, Roman Kolinka,...</td>\n",
       "      <td>2016</td>\n",
       "      <td>102</td>\n",
       "      <td>7.1</td>\n",
       "      <td>5796</td>\n",
       "      <td>28000</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank     title          genre  \\\n",
       "501   502     Carol  Drama,Romance   \n",
       "664   665  L'avenir          Drama   \n",
       "\n",
       "                                           description         director  \\\n",
       "501  An aspiring photographer develops an intimate ...      Todd Haynes   \n",
       "664  A philosophy teacher soldiers through the deat...  Mia Hansen-Løve   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "501  Cate Blanchett, Rooney Mara, Sarah Paulson, Ky...  2015              118   \n",
       "664  Isabelle Huppert, André Marcon, Roman Kolinka,...  2016              102   \n",
       "\n",
       "     rating  votes  revenue  metascore  \n",
       "501     7.2  77995    25000         95  \n",
       "664     7.1   5796    28000         88  "
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "najbolji[((najbolji['rating']>najbolji['rating'].quantile(0.95)) | (najbolji['metascore']>najbolji['metascore'].quantile(0.95))) & (najbolji['revenue']<najbolji['revenue'].quantile(0.05))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Лоши филмови који су остварили добру зараду"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "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>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>revenue</th>\n",
       "      <th>metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>942</td>\n",
       "      <td>The Twilight Saga: Eclipse</td>\n",
       "      <td>Adventure,Drama,Fantasy</td>\n",
       "      <td>As a string of mysterious killings grips Seatt...</td>\n",
       "      <td>David Slade</td>\n",
       "      <td>Kristen Stewart, Robert Pattinson, Taylor Laut...</td>\n",
       "      <td>2010</td>\n",
       "      <td>124</td>\n",
       "      <td>4.9</td>\n",
       "      <td>192740</td>\n",
       "      <td>30052000</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank                       title                    genre  \\\n",
       "941   942  The Twilight Saga: Eclipse  Adventure,Drama,Fantasy   \n",
       "\n",
       "                                           description     director  \\\n",
       "941  As a string of mysterious killings grips Seatt...  David Slade   \n",
       "\n",
       "                                                actors  year  runtime_minutes  \\\n",
       "941  Kristen Stewart, Robert Pattinson, Taylor Laut...  2010              124   \n",
       "\n",
       "     rating   votes   revenue  metascore  \n",
       "941     4.9  192740  30052000         58  "
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "najbolji[((najbolji['rating']<najbolji['rating'].quantile(0.05)) | (najbolji['metascore']<najbolji['metascore'].quantile(0.05))) & (najbolji['revenue']>najbolji['revenue'].quantile(0.95))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Визуализација података\n",
    "\n",
    "Један од најкориснијих начина за разумијевање података јесте њихова визуализација. Људи је користе [од давнина](https://www.idashboards.com/blog/2017/11/29/the-history-of-the-history-of-data-visualization/). Визуализација података нам омогућава размјену велике количине података у малим просторима и поједностављује доношење одлука. \n",
    "\n",
    "Ми смо већ видјели како се подаци могу визуализовати помоћу библиотеке ***pandas***, употребом метода *pyplot* библиотеке *matplotlib*:\n",
    "\n",
    "- https://pandas.pydata.org/docs/user_guide/visualization.html\n",
    "\n",
    "\n",
    "Даћемо сада одговоре на нека питања помоћу визуализације података. Користићемо, између осталог, библиотеке за визуализацију података *matplotlib* и *seaborn*. То су само неке од библиотека које чине [*pandas* екосистем](https://pandas.pydata.org/docs/ecosystem.html#ecosystem-visualization) за визуализацију података. На вама је да даље сами истражујете и пронађете још неке Пајтон алате који су вама одговарајући (пошто је наша тема Пајтон програмски језик; иначе ништа вас не спречава да радите са подацима и у другим програмским језицима, ипак су то само алати који вам помажу да урадите свој посао). \n",
    "\n",
    "Овдје имате све што вам је потребно за употребу Пајтон библиотеке ***matplotlib*** за визуализацију података:\n",
    "\n",
    "- https://matplotlib.org/gallery/index.html  \n",
    "- https://matplotlib.org/tutorials/index.html  \n",
    "- https://matplotlib.org/resources/index.html\n",
    "\n",
    "Овдје имате све што вам је потребно за употребу Пајтон библиотеке ***seaborn*** за визуализацију података:\n",
    "\n",
    "- https://seaborn.pydata.org/examples/index.html  \n",
    "- https://seaborn.pydata.org/examples/index.html\n",
    "\n",
    "Поред ових линкова, доста материјала за рад и учење можете наћи путем интернет претраживача.\n",
    "\n",
    "Импортујмо сада библиотеке за визуализацију података."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 10 филмских директора са највише снимљених филмова"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '10 филмских директора са највише снимљених филмова')"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filmovi.director.value_counts()[:10].plot.pie(figsize=(10,10),explode=(0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),shadow=True)\n",
    "plt.title('10 филмских директора са највише снимљених филмова')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да *Riddley Scott* има највише снимљених филмова."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Заступљеност жанрова"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Популарност жанрова'}>"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.title(\"Популарност жанрова\")\n",
    "sns.barplot(y=zanrovi_lista.index, x=zanrovi_lista)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да је драма по заступљености далеко испред свих осталих жанрова. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Трајање филмова"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sbWIN\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "C:\\Users\\sbWIN\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2056: FutureWarning: The `axis` variable is no longer used and will be removed. Instead, assign variables directly to `x` or `y`.\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"darkgrid\")\n",
    "\n",
    "sns.distplot(filmovi.runtime_minutes, hist=False, rug=True).set(xlabel=\"Трајање филма у минутама\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sbWIN\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"whitegrid\")\n",
    "\n",
    "sns.violinplot(filmovi.runtime_minutes).set(xlabel=\"Трајање филма у минутама\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да филмови у просјеку трају неких 110-ак минута, већина њих траје приближно од 100 до 125 минута. Мањи број њих траје мање од 80 а више од 160 минута."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### У којој години је снимљено највише филмова?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sbWIN\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xlabel('Година')\n",
    "sns.distplot(filmovi.year, bins=20, kde=False).set(xlabel=\"Година\", ylabel = \"Број снимљених филмова\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да је у 2016. години снимљено највише филмова, слободно можемо рећи три пута више него појединачно у претходним годинама. То наравно није тачно за 2015. годину док видимо да је број снимљених филмова у 2016. години 5 пута већи од броја снимљених филмова у већини од претходних година."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Просјечна зарада по годинама"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Просјечна зарада по годинама')"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filmovi.groupby(['year'])['revenue'].mean().plot(kind='line', figsize=(15,8), fontsize=13, color='violet')\n",
    "plt.xlabel('Година')\n",
    "plt.ylabel('Просјечна зарада')\n",
    "plt.title(\"Просјечна зарада по годинама\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x=\"year\", y=\"revenue\", data=filmovi, jitter=True).set(xlabel=\"Година\", ylabel = \"Зарада\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да је у 2016. години најмања просјечна зарада, док је у 2012. и 2009. години највећа. Такође видимо да је филм са највећом зарадом снимљен у 2015. години."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Зависност зараде од оцјена публике и критике те броја гласова"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sbWIN\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1584x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(22,12))\n",
    "plt.suptitle('Зарада у зависности од рејтинга',fontsize=20)\n",
    "plt.xlabel('xlabel', fontsize=18)\n",
    "plt.ylabel('ylabel', fontsize=18)\n",
    "plt.rc('xtick',labelsize=16)\n",
    "plt.rc('ytick',labelsize=16)\n",
    "sns.lineplot(filmovi.rating,filmovi.revenue,color='y').set(xlabel=\"Рејтинг\", ylabel = \"Зарада\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sbWIN\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1584x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(22,12))\n",
    "plt.suptitle('Зарада у зависности од метаскора',fontsize=20)\n",
    "plt.xlabel('xlabel', fontsize=18)\n",
    "plt.ylabel('ylabel', fontsize=18)\n",
    "plt.rc('xtick',labelsize=16)\n",
    "plt.rc('ytick',labelsize=16)\n",
    "sns.lineplot(filmovi.metascore,filmovi.revenue,color='g').set(xlabel=\"Метаскор\", ylabel = \"Зарада\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Оба графика изгледају слично иако постоји разлика, коју објашњава сљедеће поређење."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sbWIN\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "C:\\Users\\sbWIN\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "C:\\Users\\sbWIN\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n",
      "C:\\Users\\sbWIN\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2, figsize=(25, 15))\n",
    "plt.suptitle('Поређење рејтинга и метаскора',fontsize=20)\n",
    "sns.distplot(filmovi.metascore,ax=axs[0][1],color='b')\n",
    "sns.distplot(filmovi.rating,ax=axs[0][0],color='r')\n",
    "sns.boxplot(filmovi.metascore,ax=axs[1][1],color='b')\n",
    "sns.boxplot(filmovi.rating,ax=axs[1][0],color='r')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sbWIN\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1584x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(22,12))\n",
    "plt.suptitle('Зарада у зависности од гласова',fontsize=20)\n",
    "plt.xlabel('xlabel', fontsize=18)\n",
    "plt.ylabel('ylabel', fontsize=18)\n",
    "plt.rc('xtick',labelsize=16)\n",
    "plt.rc('ytick',labelsize=16)\n",
    "sns.lineplot(filmovi.votes,filmovi.revenue,color='c').set(xlabel=\"Гласови\", ylabel = \"Зарада\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Овдје видимо већи раст, занимљиво је то да је највећа корелација између зараде и броја гласова."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize = (12, 8))\n",
    "sns.heatmap(filmovi.corr(), annot = True, cmap = \"YlGnBu\")\n",
    "plt.title(\"IMDb корелације\", fontsize = 13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Погледајмо и преостале међузависности."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1e34232e2e0>"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(filmovi,kind=\"reg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Погледајмо сада зависност зараде од рејтинга на тачкастом графику, при чему је величина тачака одређена висином зараде."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sbWIN\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(25, 10))\n",
    "plt.suptitle('Revenue by Rating, sized by Votes',fontsize=20)\n",
    "sns.scatterplot(filmovi.rating,filmovi.revenue,hue=filmovi.votes,size=filmovi.votes,sizes=(50, 200))\n",
    "plt.xlabel('Rating',fontsize=16)\n",
    "plt.ylabel('Revenue',fontsize=16)\n",
    "plt.xticks(size=14)\n",
    "plt.yticks(size=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Просјечни рејтинг, метаскор и гласови по годинама"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Податке смо скалирали тако да графици зависности наведених величина стану на један графикон."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pBw8epFOnTs3Y5GakdQODt/poisGPw5aXYcsrcHAjDH8OEm8HTdu9r6IQ4urQ4HHuRqOR8ePHM2/ePHbv3s2mTZtYunQpU6ZMAdRevNlsBuC2227jyJEjvPjii2RlZbFs2TK2bdvGbbfd5twqWou7QQ34e7dAYDf4/F5YfhOcOdLaLRNCXOUadRLTY489Rs+ePZk6dSpPPfUUM2fOZNSoUQD079+fNWvWANCxY0fee+89duzYwejRo1m5ciWLFi2iR48ezqugLQiJg2nrYNRLkPMTvPkb2PoPqK5q7ZYJIa5SjbpZh9Fo5IUXXuCFF16oN2///v0O75OSkvjkk0+ap3XtiVYLff4IsaNgzV9hw99hzycw7nXomNTarRNCXGXkwmHNzdQJbv9/MPEDKD0FSwbDuifAWtbaLRNNoShgs7V2K4S4bHKbPWfQaKDH7yDqBtj4FGx7AzL+C2NehW5DWrt14lJKTsHxn+B4Ws0jHSxnwc0Aek/QearnP+iMdV5fatplzHPTy8540Wwk3J3J6Adj/6EeKvnfB2DFBOh1u3pUjVdga7dOWErhxE51P8nxNDj+MxTnqPO07hAaDz1vBu9Q9dDXygqoLK//uryg/rQq8+W3R6N1CPwoPODwDRB9A0T2B6N/s5YvXJuEe0uI7Af3boUtL8F3r8LBDTB8AfSaKD21llJdBXn76vTKf4b8TFBqhlz8oyDiOuiUAp2vhQ491ZBtKput5lyJuhuE858vPa3q5CHY+f/gxyVq8Iclqv8NRt8A4dep/0kIcRES7i1F5wG/fRLiJ6i9+M9mwO6PYMwr4B/Z2q1zLYoCRcfUEM+pGV45sUsNWwBjgBrgPX6nhnnH3s3/n5RWC3ov9dFE2RkZxF3TVd0gHf4GjnyjDvFtfU0dwuncRw36qBugU29wc86NlkX7JOHe0kJ7qIdN/vgubJqnHjY5+HHoex+4yY+jScrPqD3x42nneublBeo8dw+1x3vtNDUAO6WoG9P28h+Tux66XK8+Bj+mDiVlbVOD/vA3sPk52Pws6L2hS79zYR/SQ93AiKuWpElr0LpB3xnQfRSsfgTWP1lz2OQiNYjExVVWwMk953Z45vwEhbUnjWkguDvEjITOKWqQh/RwrR6twRuuuVF9gLphO/LtubA/UHPnM88giBpwbhjHP6r9bNBEs5Bwb02mzjDpQ9j3OayZDe8Mht/MhEGPyXgqqMMrhUch+wfI3kHkoa3w8UGw1Zwc5ttJ7Y2nTIVO16rnExh8WrPFLc8zAOLHqw+Aszk1Qzg1gb/3M3W6KQKiB0LUIIgaCD6hrdNe0WIk3FubRgPxN0H0IPXEp+8XQcYXMOY16NrwdfBdSqVZHRvP3lHz+AHK8tR5eh9s/rFw/QNqj7xTCviGtW572yJTZ0i+U30oCpw+UNOr/596OG76CnW54O7nevWR/cHDdMmPFe2PhHtbYfRXz2btORH++2dYPh4S74Dhz6q9M1dUcsoxyE/shOqay0sHRKvnBIT3gfC+ENydrP2/XnXX+r4iGg0Ex6iPPn9Ur4J6Ypca9ke+hZ8/gB/eVo/E6Zhc50icvld2pJBoEyTc25qoAXDf9/Dti+pREQfWw4jnoect7XvM1FatHopYG+TZO9QhF1BPEOqYDH3vVYMlvA94h1zy40QTaN1qdir3hv4PqZeyzvnx3JE43y+C715Rfx5BMeAXrv4nYAqveR2hvvcOad+/i21JZcW5YcZmJuHeFuk8YMgcSJgAXzwAn06H3f8Ho18B/y6t3brGMZ9Vd3bW9sxz0sBaos7zCoGIvpA6XT1eO6yXeoVN0bLcDeqQTGR/4AmwlMCxmiNxTh+AwmNw9DuwFDuu52ZQQ94e/hGOGwLfTupRPkL9OyjKhrPZ6nPRsXOvz2ZDWT4RwckQ/79m/9IS7m1ZaDz8YT38sAQ2PQ1vXqceK9/33tZumSNFgTOHz/XIs39Qe+ko6r/8ofGQeNu5XrlfF+n5tUUGH4gZpj7qqihSg+hsTk0oZdU858CBDeo1lBxowCeszgYg/Nxz7WtX2PGtKFB2us73o05oF9VMs5x1XMe+YYyADglgiiDPLZooJzRPwr2t07rBdfdC99Gw+mFY9zjsXkmwKQFOdKy5x6tBPZ7bTV9zr1j9ee9rlnEz1Fm+zvvLvR9spVkdH8/eAVk1PfPy0+o8gy90TlVPEArvo+749PBt9m+LaEFGP/XRoeeF51eaofi4GmhncxxD7nga7Pui/i0tPfwcQ7+m528ssIDJfO53001/3rOh5Y7ft1VDyck6YZ11XoBnnzsxrpbe51xNEb+pU1+E+uwVXK/9ZifdEFzCvb3wC4c7PoK9n8LGuQTkfQyZlub5bK174zcOZXmQu/PcH2tANFwzzGHHp5w8c5XReUBgV/VxIbZqtXdfG4p1A7LwKBzZYh+yiwT4uoGvp3WvCX/9ec8X2hjU2Shcanmtu9oLtwd4lrrBOn883DNQDengWOh2o/p3WRvcfuHqRquN/Fcq4d6eaDSQcDMk3Mz+jAziuneH6kr1IlXV1pobglvUR7Xl3GuH9w0tY4Yq63mfaVVPlqm2qv9O/+ZPapB37gPewa39XRFtndYNfDuqD/rWn68oYC6ComyyMn4iomNoze+j9bxni/q76PB8oeWs6o5Kc9EFlq+zHsp5DakZTvILV//79JtwrtftV7Mz+QouJ9HSJNzbM42mppctO69EO6bRqIcCG/0pK9JB9xY43FVR1F557cag2qpec8iF/pYk3IUQVx+NRr0shStdmuI8MjgqhBAuSMJdCCFckIS7EEK4IAl3IYRwQRLuQgjhgiTchRDCBUm4CyGEC5JwF0IIFyThLoQQLkjCXQghXJCEuxBCuCAJdyGEcEES7kII4YLkqpBCCKeprKwkJycHs9nc6OUznHRnoraqMTV7eHjQuXNndLrGX8VSwl0I4TQ5OTn4+PgQGRmJphF3KKqoqMBoNLZAy9qOhmpWFIWCggJycnKIimr83VZlWEYI4TRms5nAwMBGBbu4MI1GQ2BgYKP/+6kl4S6EcCoJ9ivXlO+hhLsQwqXt2LGD3/zmN0yePJnJkyczYcIEHnjgAaxW6wWXz83N5euv1bt0P/vss+Tm5rZkc5uNhLsQwuVdd911LF++nOXLl/Ppp5+i0+nsAX6+7du38/PPPwPwxBNP0LFjx5ZsarORHapCiBbxn7QcVv6UfcllbDYbWm3j+5wTrw3n5pTOl9UOq9VKXl4eJpOJJ554gpMnT1JYWMjAgQOZNWsW77zzDmazmeTkZJYtW8bcuXNZs2YNOTk5FBQUkJuby2OPPcaAAQPYvHkzixYtwtvbG5PJRGxsLLNmzbqs9jiLhLsQwuVt376dyZMnU1BQgFarZeLEiYSHh5OUlMStt96KxWJh4MCBPPjgg8yYMYPDhw8zZMgQli1bZv8MvV7Pv/71L7Zu3crSpUu5/vrrmT9/Ph999BFBQUE8/PDDrVfgBUi4CyFaxM0pnRvsZTvrUMjrrruOV199lcLCQqZNm0bnzp3x8/Njz549bN++HW9v74uOwdeKi4sDoEOHDlitVs6cOYO3tzdBQUEAXHvttZw+fbrZ295UMuYuhLhq+Pv78+KLL/Lkk0+ybNkyfHx8ePnll5k2bRpmsxlFUdBqtdhstnrrnn/ESmBgIGVlZZw5cwaAXbt2tUgNjSU9dyHEVaVbt25MnjyZjIwMjhw5QlpaGkajkS5dupCXl0dMTAyLFy8mPj7+kp+j1WqZM2cOf/zjH/Hx8cFms9GlS5cWqqJhEu5CCJfWt29f+vbt6zDtvvvuu+jyoaGhrFu3DoDRo0cDOOwk7dq1K8uXLwcgMzOTDz/8EL1ezyOPPEJYWFhzN7/JGjUsY7VamTNnDqmpqfTr148lS5Y0uE5RURHXX389n3766RU3Uggh2iIvLy8mTpzI7bffjqIojBo1qrWbZNeonvvChQtJT0/nvffe4+TJk8yePZuOHTvat2oX8txzz1FQUNBsDRVCiLbmrrvu4q677mrtZlxQgz338vJyVq5cyeOPP05CQgJDhw5l+vTprFix4qLrfPPNN+zevZuAgIBmbawQQojGaTDcMzMzsVqtpKSk2KelpKSwZ88eqqqq6i1fWlrK3LlzeeaZZy7r8pRCCCGaT4Phnp+fj8lkwmAw2KcFBQVRWVlpPwSorhdffJEBAwaQmpravC0VQgjRaA2OuVdUVKDX6x2m1b4//6D/H374gc2bN7N69erLbojFYmnyRfrNZvNVd4F/qdn1uUK9lZWVVFRUNHp5RVEua3lX0NiaL/dGJg2Gu8FgqBfite/rnklmNpt58sknmTNnDj4+Po1uQN2vU3sG2OXKyMho8rrtldTs+lyh3oyMjMs649QZZ6ju2LGDKVOm8OqrrzoczTJ27Fji4+N5/vnn661TVFTEli1bGDt2bLO25UIaW7NOp6v3+3CpsG9wWCY0NJTi4mKHgM/Pz0ev12MymezTdu/ezbFjx5g9ezbJyckkJyeTl5fHU089xd///vcGGy6EEM4SHR3Nl19+aX+/f//+S/aW9+/ff9GrRrYXDfbc4+Li0Ol0pKen208ESEtLIz4+Hnf3c6v36tWL9evXO6x75513MnXqVCZMmNDMzRZCtDs7P4T0ix9lB6C3VYPWrfGfmXwXJE1qcLHu3btz9OhRiouL8fX15YsvvmDs2LGcOHGCr776imXLlqHVaklJSeGRRx7hrbfeIjMzk48++ojk5GSef/55bDYbxcXFPPnkk/Tu3Zu//e1vZGVlYbFY+MMf/sCoUaPYvHkzb7zxBgA9evRg3rx5bNu2jddeew2DwYCfnx/PPfccGRkZvPTSS+h0Om666Sa6dOnCq6++ipubG+Hh4Tz99NNXfEBKgz13o9HI+PHjmTdvHrt372bTpk0sXbqUKVOmAGov3mw24+HhQZcuXRweWq2WwMBAAgMDr6iRQghxpW688UY2bNiAoijs3r2b5ORkioqKeP3111m2bBkffvghp06dYuvWrdx7771cd9113HbbbRw8eJBHH32UZcuWcffdd/Ppp59SWlrKjh07eOONN1iyZAnV1dVUVVXxzDPP8M477/Cf//yH0NBQTpw4wZw5c3jjjTdYsWIFqampLF68GFD3M/773/9m9OjRDsuEhoby2WefXXG9jTqJ6bHHHmPu3LlMnToVLy8vZs6caR+76t+/PwsWLJDeuRDi0pImNdjLtjrxBtljx45l7ty5hIeHc+211wJQXV3NmTNnmDFjBgBlZWVkZ2c73Ig6JCSEN998Ew8PD8rKyvD29sbb25s5c+YwZ84cSktLGTduHIWFhfj6+to7s/fff7/9ypGhoaEApKam8sorrzBo0CD71ygsLCQvL48HH3wQUPdf9uvX74rrbVS4G41GXnjhBV544YV68/bv33/R9b799tumt0wIIZpReHg45eXlLF++nL/85S9kZ2ej0WgICwtj6dKl6HQ6Pv30U+Li4igtLbVfGfLZZ5/lpZdeomvXrixatIjjx4+Tl5fH3r17+ec//4nFYuGGG25g7NixFBcXU1RUhJ+fH/Pnz2fs2LGUlpaSl5dHSEgIP/zwA5GRkQD2m5L4+fnRoUMH3nzzTXx8fNi0aROenp5XXK9cOEwIcdUYNWoUq1atIioqiuzsbAICAhg9ejSTJ0+murqaTp06MXLkSIqLi/n1119ZtmwZ48aN409/+hOBgYF06NCBwsJCgoODyc/PZ/z48Xh6ejJt2jT0ej1PPfUU99xzD1qtlh49etCrVy/mz5/PrFmz0Gg0mEwmFixYwIEDB+xt0mq1PPHEE8yYMQNFUfDy8mLhwoVXXKtGURTlij+lGVzJYV+ucMjY5ZKaXZ8r1Hu5NTjrZh1tWWNrvtD38lLfX7lZhxBCuCAJdyGEcEES7kII4YIk3IUQwgVJuAshhAuScBdCCBck4S6EcFl33nkn27Ztc5g2f/58Pv7443rL5ubmtvuLhdUl4S6EcFkTJ05k1apV9vdWq5XNmzdf8P7P27dv5+eff27J5jmVnKEqhGgRXxz6gs8OXPqCWDabzX5afmPcdM1NjOs67qLzR4wYwWuvvWY/UWjTpk3069ePRYsWkZaWBsCYMWO46667eOeddzCbzSQnJ9O5c2fmz58PYL+SY2VlJQ8++CCKolBZWcm8efOIjY1tdFtbmoS7EMJlGQwGhgwZwoYNGxg3bhyffvopiYmJZGZmsnLlSqqqqrjjjju47rrrmDFjBocPH2bIkCFMnDiR5557jm7duvHxxx/zr3/9i+TkZHx8fHj55Zc5ePAgpaWlrV3eJUm4CyFaxLiu4y7ZywbnXH7g1ltvZeHChfTt25fi4mI8PDy49tpr0Wg06HQ6EhMTOXTokMM6hw4dYt68eYB6e7uoqCgGDhzI0aNH+dOf/oS7uzv33Xdfs7azucmYuxDCpcXGxlJWVsYHH3zAzTffTNeuXe1DMpWVlaSnp9vvP1F7JcioqCheeOEFli9fzl//+lduuOEGduzYQUhICEuXLuW+++7jlVdeac2yGiQ9dyGEy7v55pt58cUX2bx5M15eXvzwww/cdtttVFZWMmLECOLj49FoNCxevJj4+Hjmzp3Lo48+SnV1NaBe9tfPz4+HHnqI999/H61Wy8yZM1u5qkuTcBdCuLxbb72VW2+91f7+0UcfrbdMjx49WLdunf398uXL6y2zbNkyp7TPGWRYRgghXJCEuxBCuCAJdyGEcEES7kIIp2ojN3tr15ryPZRwF0I4jYeHBwUFBRLwV0BRFAoKCvDw8Lis9eRoGSGE03Tu3JmcnBzy8/MbtXxlZSU6nc7JrWpbGlOzh4cHnTt3vqzPlXAXQjiNTqcjKiqq0cu7wk3BL5ezapZhGSGEcEES7kII4YIk3IUQwgVJuAshhAuScBdCCBck4S6EEC5Iwl0IIVyQhLsQQrggCXchhHBBEu5CCOGCJNyFEMIFSbgLIYQLknAXQggXJOEuhBAuSMJdCCFckIS7EEK4IAl3IYRwQRLuQgjhgiTchRDCBUm4CyGEC5JwF0IIF9SocLdarcyZM4fU1FT69evHkiVLLrrsmjVrGDNmDElJSYwbN46vv/662RorhBCicRoV7gsXLiQ9PZ333nuPefPmsXjxYlavXl1vuZ9++onZs2czZcoUVq1axS233MKsWbPYt29fszdcCCHExTUY7uXl5axcuZLHH3+chIQEhg4dyvTp01mxYkW9ZT/77DOGDRvGxIkT6dKlC1OmTKFv376sWbPGKY0XQghxYe4NLZCZmYnVaiUlJcU+LSUlhTfffJOqqirc3c99xOTJkx3eA2g0GiwWSzM2WQghREMa7Lnn5+djMpkwGAz2aUFBQVRWVnLmzBmHZbt37063bt3s7w8cOMC2bdtITU1txiYLIYRoSIM994qKCvR6vcO02vdWq/Wi6xUUFHD//feTkpLC0KFDG2yIxWIhIyOjweUuxGw2N3nd9kpqdn1XW70gNTenBsPdYDDUC/Ha90aj8YLrnDx5kmnTpqHValm0aBFabcP7bQ0GA3FxcY1pcz0ZGRlNXre9kppd39VWL0jNTVn3YhpM3dDQUIqLix0CPj8/H71ej8lkqrd8dnY2d9xxBxqNhuXLl+Pv79+kRgshhGi6BsM9Li4OnU5Henq6fVpaWhrx8fH1dp4WFRVx99134+Pjw/LlywkKCmr+FgshhGhQg+FuNBoZP3488+bNY/fu3WzatImlS5cyZcoUQO3Fm81mAF599VUKCwt5/vnnqa6uJj8/n/z8fEpKSpxbhRBCCAcNjrkDPPbYY8ydO5epU6fi5eXFzJkzGTVqFAD9+/dnwYIFTJgwgbVr11JaWsr48eMd1h87diwvvfRSszdeCCHEhTUq3I1GIy+88AIvvPBCvXn79++3v96xY0fztUwIIUSTyYXDhBDCBUm4CyGEC5JwF0IIF9SoMXchRMuotlVzsOggO/N2sitrF2N8x5AalopOq2vtpol2RsK9HSq1llJlq2rtZohmUGwtZk/+Hnbm72Rn3k525++mvKocAC1a/nvyv/gZ/BjaZSjDI4dzbei1uGvlz1Y0rN3/lliqLZirza3djGZnU2ycKjvF4bOHzz2KDnO0+ChnzGfQoCHglwBCPEMIMgYR4hlCsGcwwcZg9bUxmGDPYAI8AiQM2ghFUcgqyWJn3k57mB8qOoSCglajJcY/hrFdx5IUkkRScBIFWQWc9jnNuiPrWH14NZ/8+gkBHgHc2OVGhkcOp3dIb9y0bq1dlmij2v1f/V1r7iLzTCYBewPo5N3J/ujo3ZHO3p3p5NOJMK8w9G76hj+sFVRWV5JVksXhs4c5cvaIQ4hXVFXYl/PV+xJtimZQ+CAifCLIOZmD4qWQX5FPfnk++wr2ccZ8BgXF4fO1Gi2BHoEOG4AQ47kNQbCnujHwN/hLUDQzc5WZvQV77WG+K28XhZZCAHx0PvQK6cXwyOEkhSTRM6gnXjovh/VLtCUMiRjCkIghVFRVsCVnC+uOrmPVwVV8tP8jgo3B9qBPCklCq5FdaOKcdh/uf7/u73yx+wsqjZUcLz3O3oK9bMza6DBsoUFDsGewQ/jX3Qh08Org9N5tqbWUo8VH7eFdG+bZJdlUK9X25Tp4dSDaFE1KaApRpiiiTFFEm6IJ8AhAo9HYl8twr3+xoSpbFQUVBeRX5JNXnsfpitPklefZ358qP8We03s4Y3a8VDOAm8aNQI9ANfQvsgEINgbja/DFXePu0BahyivPcwjyfWf22X8Pu/h2YUDnAfZeeVe/rpcVxkZ3I8MihzEschjlleV8m/Mta4+u5ZNfP+Hfmf8mxDOEYV2GMSJqBL2CesnPR7T/cO8Z3BP3ju4OQVdtqya/Ip+ckhxyy3I5XnKc46Xq4+dTP7PmyBpsis2+vJvGjQ5eHejo3dGx11/zOsQzpFF/iIqiUGAucAjv2iGVvPI8+3LuGncifCPo5teNG7vcqAa4XzRRvlF46jyb/L1w17oT6hVKqFfoJZertFWqG4HyfPIq8tTn2o1BRR65pbkOvcwLcdO4qQ+t47O7xv3ca6274zytO1qNtt68uuvUe187TetORVEF0Uo03jpvfPW++Oh98NZ746P3wVfvi5fOq8WGoKpsVfxa+KtDmOeW5QJgcDMQHxjPlB5TSApOIjEkkQCPgGb72p46T0ZEjWBE1AjKKsvYnL2ZdUfX8dH+j1iRsYIwrzCGRw5neORw4gPjJeivUu0+3C/ETauGdQevDhecX2mr5GTZSXJLc+2hf7z0OMdLjvP98e/Jq8hzWF6n1RHmFab29n3O9fo93DzO9cZrwrzEeu46Op7unkSbounboa8a3jW98M4+nVv16AedVnfJ70+tyupKe+CfLlefiy3F2BQbVUoV1bZqqpVqqmxVVCvVF3xfpVRhU2z213WXsSiWc+8b+LwqW5W6ozH30rV5unvira8T/jo1/Os9dOde113e4Ga44OeetZxlV/4u9SiW/F3sOb3HPmwWYgwhKSSJu3rcRVJwEt0DuqNza5mfr5fOizHRYxgTPYYSa4k96FdkrGDZ3mV08u7E8MjhjIgcQfeA7hL0VxGXDPeG6LQ6wn3CCfcJv+B8S7WFE6UnHIO/9Di5pbl8nfV1vWGNIGMQUaYoRkWNsgd4lCmKUM/Qdv3HpHPTEeYdRph3WGs3BYC9+/bSuWtnSitLKbGW1H9UnntdalWXOV1xmqPFR+3T6w6BXYhOq7P/J+Ct88Zb701eeR6Hzx4G1P9YYgNiuanbTfYhlg5eHdrEz9lH78O4ruMY13UcZy1n+Trra9YdXcf7e99n6S9LifCJsPfoY/xj2kSbhfNcleHeEIObgUhTJJGmyAvOL68sJ7c0l/Kqcrr4dsFkqH9de9H8tBotJoOpyd9vRVGoqKo4twGoLKXYWmzfENTdONR938m7E6OjR5Mckkx8YPwVDZ21FJPBxE3X3MRN19xEobmQTVmbWHd0He/+8i5L9iwhyhRl79F39eva2s0VTiDh3gSeOk+6+XdreEHRpmg0Gjx1nnjqPBvcL+FK/D38uSXmFm6JuYWCigJ70L+9623e2vUW3fy62Xv0Uaao1m6uaCYS7kJcRQKNgUyMncjE2ImcrjjNhmMbWHtkLW/ufJN/7vwnsf6x6o7YoHj8Df74e/hjMpgwul/4lpqi7ZJwF+IqFWQMYlL3SUzqPolTZafYcGwD646uY1H6onrLerh54Ofhh79BDXt/g7/jew9//Ax+9mc/gx8e7h6tUJWoJeEuhCDUK5S7etzFXT3uIq88j+ySbIosRRSZiyi0FFJkLlLfW9T3uaW5FFmKKLYWX/Qzje5Ge9D7GfzsGwOH1x7n5vt7yP2Wm5OEuxDCQYhnCCGeIY1atspWxVnLWc5azto3AoWWQscNQ81G4fjp4xRaCh0OFz6fv86fSdZJ3B57u4T9FZJwF0I0mbvWnUBjIIHGwEavU7tBKLIUUWguPLdhsBSx5dAW3tz5Ju/ueZdxXccxucdk2cnbRBLuQogWdakNQj/3fhjCDHyw7wNWHVzFJ79+wg3hNzC1x1RSQlPk2PzLIFcaEkK0KdF+0cy9fi7rb1nPPYn3sCtvF3evu5tJqyex9shaudx1I0m4CyHapEBjIDOTZrL+lvXMuW4OZZVl/PXbvzL609F8sPcDyirLWruJbZqEuxCiTfNw92Bi7ERWjV/FosGLCPMO48WfXmTox0N55adXOFl2srWb2CbJmLsQol3QarQMjhjM4IjB7D29l/f3vs8H+z5g+b7lDI8aztQeU4kLjGv4g64S0nMXQrQ78UHxLLxhIWsmrGFS3CQ2Z21m4pcTmb5uOt/mfOtwSe+rlYS7EKLd6ujdkdmps9lw6wb+kvIXjhQfYeammdy06ib+8+t/sFRbWruJrUbCXQjR7vnqfbk74W7W3ryWBQMWoHfTM3fbXIZ9Moy3dr1FofniN55xVRLuQgiXodPqGBM9hpVjVvKvYf8iPjCef+78J8M+GcYz257h6Nmjrd3EFiM7VIUQLkej0dA3rC99w/pyqOgQH+z7gM8OfsbHv37MoPBBTI2fSu+Q3i59UpT03IUQLq2rX1fmXT+P9besZ0avGaTnpfP7tb/njtV3sPao654UJeEuhLgqBBmDuD/5ftbfsp4n+z5JSWUJf/1GPSlq+b7lnLWcbe0mNisJdyHEVcXobuS27rex6nereG3wa3Tw6sDCHxcyaOUgZm2axZeHv3SJs19lzF0IcVVy07oxJGIIQyKGsK9gH18d+Yq1R9fyv5z/YXAzMLDzQEZEjmBg54Ht8sYjEu5CiKtej8Ae9AjswUMpD7ErfxdfHfmK9UfXs+HYBjzdPRkcMZiRkSO5vuP16Nx0rd3cRpFwF0KIGlqNluSQZJJDknk09VF+OvUTXx35io1ZG1l9eDU+eh+GRgxlRNQI+nTog7u27UZo222ZEEK0Ijetm/1wyieue4LtudtZe3Qt64+t57ODnxHgEcCNXW5kROQIeof2RqtpW7swJdyFEKIBOq2OAZ0HMKDzAP5e/Xe+y/mOtUfXsurgKj7a/xEhniEM6zKMkVEj6RnUs00cPy/hLoQQl8HgZmBIlyEM6TKE8spyvsn5hrVH1vLR/o9YkbGCTt6dGB45nJFRI4n1j221oJdwF0KIJvLUeTIyaiQjo0ZSYi3h66yv+eroV7y/932W/rKUSN9IRkaNZETkCKL9olu0bRLuQgjRDHz0Pvyu2+/4XbffUWguZGPWRtYeWctbu95i8a7FxPjHMDJqJMMjhxPuE+709ki4CyFEM/P38OfWmFu5NeZW8svzWX9sPWuPrOUfP/+Df/z8DxICExgRNYLhkcOd1oa2tXtXCCFcTLBnMHfG3cnyUctZf/N6Hk55GBs2XvrpJW785EaWHF3ilK8rPXchhGghYd5h/D7h9/w+4fdkFWex9uhaLIXOuaGIhLsQQrSCCN8IZvSaQUZGhlM+X4ZlhBDCBTUq3K1WK3PmzCE1NZV+/fqxZMnFx4gyMzO57bbbSExMZMKECezevbvZGiuEEKJxGhXuCxcuJD09nffee4958+axePFiVq9eXW+58vJypk+fTmJiIp9++ikpKSncc889lJaWNnvDhRBCXFyD4V5eXs7KlSt5/PHHSUhIYOjQoUyfPp0VK1bUW3bNmjXodDr+9re/0bVrVx5//HF8fHz46quvnNJ4IYQQF9ZguGdmZmK1WklJSbFPS0lJYc+ePVRVOd6eateuXfTu3RutVv1YjUZD7969SU9Pb+ZmCyGEuJQGj5bJz8/HZDJhMBjs04KCgqisrOTMmTOEhIQ4LBsVFeWwfmBgIJmZmQ02xGKxNHmvsdlsdtoe57ZKanZ9V1u9IDU3pwbDvaKiAr1e7zCt9r3Vam3UsucvdyEGg4G4uLgGl7uQjIyMJq/bXknNru9qqxek5qasezENDssYDIZ64Vz73mg0NmpZD4/2d4sqIYRozxrsuYeGhlJcXIzVarX3yvPz89Hr9ZhMpnrL5ufnO0w7ffo0wcHBDTbkSoZl4NJbMFclNbu+q61ekJovh8Vy8bNbGwz3uLg4dDod6enp9O3bF4C0tDTi4+Nxd3dcPTExkcWLF6MoChqNBkVRSE9PZ/r06Q02MikpqcFlhBBCNE6DwzJGo5Hx48czb948du/ezaZNm1i6dClTpkwB1F682WwGYMSIEZSXl/PMM89w8OBBFixYQGlpKaNGjXJuFUIIIRxoFEVRGlqooqKCuXPnsn79ery8vJg2bRrTpk0DIDY2lgULFjBhwgQAdu/ezVNPPcXBgweJjY1l7ty5JCQkOLcKIYQQDhoV7kIIIdoXuXCYEEK4IAl3IYRwQRLuQgjhgtpUuGdlZXHvvfeSmprKwIEDef755+3HcR4/fpxp06aRlJTEyJEj+eabbxzW3b59O2PHjiUxMZHJkydz7Ngxh/kff/wxQ4YMITk5menTp5Obm9tidV2Ks2pWFIU33niDgQMHkpqaygMPPMDp06dbtLYLuZJ6a61atYpJkybVm758+XIGDhxIcnIyjz32GOXl5U6tpbGcVXNZWRlPP/00AwYMoE+fPtx///2cOnXK6fU0hjN/znXnx8bGOqX9TeHMmpuUX0obYbFYlJEjRyqzZs1SDh48qOzYsUMZMmSIsmDBAsVmsynjxo1THnroIeXAgQPK22+/rfTq1UvJyspSFEVRcnNzlaSkJOWdd95RDhw4oDz44IPKqFGjlOrqakVRFGXDhg1KQkKC8sUXXygHDx5Upk2bptx+++2tWa6iKM6t+cMPP1T69++vbN++Xdm/f78yadIk5Y9//GNrlntF9dbatm2bkpiYWO/nt27dOqV3797Kxo0bld27dyujR49W5syZ05LlXZAza3788ceV0aNHK2lpacr+/fuVP/zhD8qECRPsvwOtxZk11zp9+rTSp08fJSYmpiVKapAza25qfrWZcP/xxx+V+Ph4pbS01D7tiy++UK6//nrl+++/V3r27KmUlJTY502dOlV55ZVXFEVRlNdee82h2PLyciU5OVnZunWroiiKcvPNN9uXVRRFOXz4sDJ48GClsLDQyVVdmjNrvvfee5X58+fb52/atEnp2bOns0u6pCupV1EU5fXXX1cSEhKUMWPG1PvlvuOOOxyW/fHHH5WEhASHr9UanFWz1WpVevXqpXz77bf2aSdPnlRiYmKUgwcPOrmqS3Pmz7nWn//8Z2XSpEltJtydWXNT86vNDMtER0fzzjvv4OXlZZ+m0WiwWq3s2rWLHj164O3tbZ+XkpLCzp07AfVSw6mpqfZ5RqOR+Ph40tPTKS0tZc+ePQwfPtw+Pyoqiq+//ho/Pz+n13UpzqoZwM/Pj2+//ZaTJ09iNptZvXo18fHxLVPYRVxJvQA//PADS5cuZdiwYQ6fW11dzZ49exy+H0lJSVRXV7f6qezOqlmpGXbr3bu3w+dC/Qv6tTRn1Vxr48aN/Prrr9xzzz1Oq+FyOavmK8mvNhPuAQEBXH/99fb3NpuNFStWkJKSQn5+vsOlhUG9lPDJkycBLjr/1KlT5OTkAHD27FnuvPNO+vXrx6xZs8jLy3NyRQ1zVs0AM2fORK/Xc8MNN9C7d29+/PFHXn75ZSdXdGlXUi/ABx984BDgtYqLi7FYLA7ru7u74+fn57B+a3BWzXq9ngEDBjiEyQcffICfnx/dunVzQiWN56yaQf1ZP/300zzzzDPodDrnFNAEzqr5SvKrzYT7+RYsWEBGRgYPP/wwFRUV9X6Qer2eyspK4NKXGq69xd/cuXOZOnUqixcvpqSkhHvvvRebzdYyxTRSc9UMcPLkSQwGA//85z/58MMPueaaa/jzn//c6r26ui6n3kupvfxFUy833ZKaq+bzrVu3jnfffZfZs2e3qdCD5q15wYIFDBkyxOHmQW1Rc9V8JfnV5sJdURTmz5/Pv//9b15++WWuueYaDAZDvW9E3UsJX+pSw7UXN5s+fTrDhg2jV69evPzyy+zbt49du3a1TFENaO6aFUVh9uzZTJkyhaFDh5KYmMhrr73GoUOH+Prrr1usrotpSr2XUnsjmbZ8uenmrrmu1atX8/DDD3P33Xdz8803N2ezr0hz17x161a2bdvGww8/7KwmX7HmrvlK8qtNhbvNZuPxxx/n//7v/3j11VcZOnQo0PClhC81v/bfoejoaPu8wMBATCYTJ06ccGY5jeKMms+cOcPx48eJiYmxz/Px8aFLly5kZ2c7uaJLa2q9l+Ln54fBYHA41LOqqoqioqJ6/w63BmfUXOvjjz/mkUceYfLkycyePbtZ230lnFHzl19+SX5+PgMGDCA5OZl7770XgOTkZH766afmL+IyOaPmK8mvNhXuzz//PP/97395/fXXHXYsJCYmkpmZ6XDcclpamv0ywYmJifz888/2eRUVFezbt4+kpCTCwsIIDQ1l37599vn5+fmcPXuWTp06Ob+oBjijZj8/P/R6vcPtDc1mM8ePHyciIsL5RV1CU+u9FK1WS8+ePUlLS7NP27lzJ25ubm3irj7OqBlgw4YNzJkzhxkzZvDoo482d7OviDNqfuSRR1izZg2ff/45n3/+OU8//TQAn3/+eZu4OKEzar6i/GrikT/NLj09XYmJiVHefvttJS8vz+FRVVWljBo1Spk1a5by66+/Km+//baSmJioZGdnK4qiKNnZ2UrPnj2VN998Uzlw4IDy0EMPKaNHj7Yf7/vee+8pffr0UTZv3qwcOHBAmTZtmnLTTTcpNputNUt2as3z5s1TBg0apHz//ffKwYMHlYceekgZNmyYYrFY2mW9dS1atKje4WJffvmlkpSUpKxbt07ZvXu3MmbMGOWpp55qocouzlk1l5WVKX379lXuueeeep/bmj9jRXHuz7murVu3tplDIZ1Zc1Pzq82E+/PPP6/ExMRc8FFZWakcPXpUufPOO5WEhARl1KhRypYtWxzW/9///qcMHz5c6dWrlzJ58mTl2LFjDvPffvttpX///kpiYqJyzz33KKdOnWrJ8i7ImTWbzWblxRdfVAYNGqRce+21yj333KMcP368pUt0cKX11rrYH/3bb7+t/OY3v1FSUlKUv/3tb0pFRYWzS2qQs2r++uuvL/q5tec6tBZn/5xrtaVwb4nf7cvNL7nkrxBCuKA2NeYuhBCieUi4CyGEC5JwF0IIFyThLoQQLkjCXQghXJCEuxBCuCAJdyGEcEES7kII4YL+P9zUdiKoPtm9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import preprocessing\n",
    "\n",
    "min_max_scaler = preprocessing.MinMaxScaler()\n",
    "\n",
    "filmovi_s=filmovi\n",
    "filmovi_s[['rating', 'metascore', 'votes']] = min_max_scaler.fit_transform(filmovi_s[['rating', 'metascore', 'votes']])\n",
    "\n",
    "plt.plot(filmovi_s['year'].drop_duplicates().sort_values(), filmovi_s.groupby(['year'])['rating'].mean(), label = \"Rating\") \n",
    "plt.plot(filmovi_s['year'].drop_duplicates().sort_values(), filmovi_s.groupby(['year'])['metascore'].mean(), label = \"Metascore\")\n",
    "plt.plot(filmovi_s['year'].drop_duplicates().sort_values(), filmovi_s.groupby(['year'])['votes'].mean(), label = \"Votes\") \n",
    "\n",
    "plt.legend() \n",
    "plt.xticks(size=14)\n",
    "plt.yticks(size=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видимо да филмови у 2016. години имају не само најмању просјечну зараду него и најмањи просјечан рејтинг и просјечан број гласова; такође имају и низак метаскор."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ријечи које се најчешће појављују у насловима и описима филмова"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Прије него што почнемо са визуализацијом, треба да инсталирамо Пајтон библиотеку *wordcloud*. То можемо урадити на два начина, помоћу алата *conda* или *pip*:\n",
    "\n",
    "~~~\n",
    "conda install -c conda-forge wordcloud\n",
    "~~~\n",
    "\n",
    "~~~\n",
    "pip install wordcloud\n",
    "~~~"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xHQwUsaSjZUEDN923btafdBfLyts8/92tbHt670V/Xtdaw+0PX6eCBMqsIaXEllmGskfoSe+iJ7OL0VwHtpsdu6JdZH/VYu4bF8tNYbkpUgwA0J/Zz0nxHBoGQaOWWt8San1LqfLMp8rbTkCvRgitZGOaTrabw5aZCW3ryCyWzE7yiBRFmQ4qSDCLxUeS/PAfn+PHX32eVGxiL/jlzB/0ct09aya8FlpRlMkhhGDxunnc84mbefRvnrpsrRMhoKGtlo/97vtoWdgwRaOcOYZ7o5w53IPrXnxi5LousnRzJkWZMlK6ZJxRejO7OZV4iYHsIdL2EKUMCoxrXLhI6eJiEbO6iFlddCRewKdXEjabqPEupjW4kRrvQnx6JbrwzqJgp0TKiWWcSilRL06KMjuoIMEslcvkeeobr/CjLz9HJjk7o7rzlrewaO1cxASrqiuKMnlMr8n7Pn0bruPyzDdfZejs6EVvZ5g6i66Zxwc+exebNl+jloFcxIm9Z0hEU9M9DEUpGSkllpumN7OLY/Gn6EnvGqukX74TTIlLxhkh44wwmD3CycTPCJvNzAluoilwDbXexXi00IwPFmjCQBcXr/9zObowJ7ytoijlRQUJZiErb/PC917nsb9/ZtIDBEIIDFNHN3V0XUPTNYQmLrwpjhWLk67EcVxcx8GxXWzLuVBcbhKYXoO1tyyjrrV6xr8hK8psIISgsjbMh//je1lzy1J2v3iIY3vOMNwzSjaTwx/00bqokdU3LmHd7ctpmleHps/OdN0r4TguR9/oIJ2YfdlfilIoLOswkuvgcPQxzqS2kHWi0z2sokkc8m6S4dwxhnPHORZ7grbQjWyo/Q/49MrpHt4VMbUgXj1Cwu4teluvHsGrR0owKkVRppoKEswyUkqO7znN9//uGWLDyUnZpy/gobalmuqGCmqaKqltrqKmsZJwVZBgJIDHZ2KYOkITOLaDnXfIZfMko2kSoyliwwmGe6PEhhIkoimiA3GiQwnyWWvCY6qoDXPte1ahq0mGopQVr9/Dqk2LWbKunVwmXwgQuhKhCTxeA2/AW3i9UMG9i4oPJzhzpAfHnj0FZhXlHNvN0pnawr6RbzOa68DFnu4hTQJJ2hmmUALRnO7BXDH/2JKKodzRorYT6FR65uLTVbcaRZkNVJBglknF0jz6N09z9mT/hPchBPhDPpra61l3+3KWrG+neV49Nc2VhCuDE7r6J11JJpUlPpJipD/GSF+Uno4BTh3s5uS+TkYH42TTeay8Na5sw+XXLmDuspYJPDpFUUpNaALvJVpWKhcnpWSga4SuY8VfwVOUcialJOfGOBj9AYejP5qR2QOX4tUitAavw9QC0z2UK2ZqQZoC6+hO78Byx7/sya9XMS90y6wt6KgoVxsVJJhFHMfltSf3cOC1YxPehz/kY+mG+dz+oY2svWUZkeoQ3oDniq/6CU0QCPsJhP00zq0tVDLO22TTedKJDGdP9nNo+0mO7TrF2Y4Bhs6OvmvxM8NjcN29a/AF1AREUZTZw3Ul3Sf7GO6LTfdQFGVSpexB9o1+i+Pxp8ZqD8wulZ551PmWzYoMKSEEc4KbOJ14mZ7MznFtowsPCyJ3UudbVuLRKYoyVVSQYJaQUjLYPcLTX3+ZZKz4N2ChCdoWN3H/L9/OzQ9sIFJT2uI7QghMr4npNQlXBWloq+Wa25aTy+TpPtHPqQNd7H/tGPu2HGWkL4aVs8/XNJi3rJkl6+ergmeKoswqVtbi8PYOXEctNVBmByklWSfKnpGvcyz+FK6c+DLDcqULDy3BDQSMmukeyqQJGfWsq/kl8oMJhnMnkDjveluPFmJB+D2sqvoYph6cwlEqilJKKkgwS0gpOfj6cY7uOl30tpqusfaWpTzyh+9n0TXzMD3T82chhMAX8LJg1Rzmr2hl0/uuYaQvysHXT7D92X10HOgiOphg1Y1LaGibPW/GiqIoAJlUlmO7Tk33MBRl0uTdJPtHv8OJ+LOzMkAA4NMrmRPchGDmZxGcI4RGvX8FNzX8AUfjT9Cb3k3GHsFyM0hsNGHi1SNEzFYWRu5mXuhmvFrFrDoGinK1U0GCWSKftXjl8Z049rtHey9GCLjmtuX8yp9/mLlLm0s0uuIIIRC6IFQRIFQRoG1JM3d8+HpO7uvk+J4zLNu4YNoCGYqiKKXSfbyPwbMj0z0MRZkUUrp0JJ7ncOxH2HJyOi0JNAQamjDw6ZX4jRr8egWmFsLUfGjCQMNA4uJIC1daWG6anJMg5ybI2CPk3ARSOoVOC7hcadvFJv86Iubsq5GkCZ1a32KqvL9Jwuohlu8k40RxpYUuvITNRqo88/EZlSo4oCizkJppzRKnD52lY39XcRsJmLe8lUf+8P3MWdxYmoFNEq/fw/LrFrJkfXshsqEoijKLSCk5vLOD9CS3rVWU6SClZCB7iIPRH1xxDQKBTsCoJmQ2UetdRI13CZWeNrx6BbrwoAsTTRgIUQgggGCs2SJIFxcHV9q40sKWefJOgqTdTzzfzWj+FHGrh6wTI+dEybtpigkaGMLPnOB1eLTZm2avC5NKz1wqPXOneyiKokwhFSSYBaSUHHmjg/hIcS0PfQEv933mNpZuaJ8xxXZUHQJFUWajfNbixN4z71qwVSmNoVwPQ7keACJmNY2+eWhXWJ0972YZyffjuBa6MKnztaCLq+t0K+8mOBR9jGj+9IT3IdCo9MxlXugWmgPrqfEtwRT+STlfqWcFUDh/smWGeP4so/nTjOZPMpw9wVD2CFk3zuUCBlXeedT7V6iK/oqizDpX17vWLJVL5zm5r4tskSeXK65byHX3rJkxAQJFUZTZaqB7mO4T/Vea+awU6Uh8Jy8PPAbA8orreV/zp9HElXXOieWH+GnP1xjO9RI0IjzU+hs0+edNwmhnjt70bjpTr01oW4FG2GxhScX7mBe6lZBZj4ZZknMVIQSmCFDjW0S1byGuvI28kyDjjDKYPUJP+g2Gc8dJ2YPvaAeoCZMm/zUEjfpJH5eiKMp0U0GCWSA2kqSno7iTS8PUufG+dVTVR0o3MEVRFOWypJT0nR6i99TgdA/lqmO5OVJOHICcm2EyojSm5iXrpIlZQ+ScNP3ZM1dVkMB2sxyNP/GOSfV4zQluYl3Np6nxLpzSK/QCgS5M/EY1fqOaau8CllRsJmH10ZfZS296N72ZPSSsXkDi0yLMDd2EJlSGo6Ios48KEswC6XiGkSL7ate2VLNgdZtK31cURZlmVs7m5P5OMqoewazg0wN4NC8AtrQZyfdP84imjpSS/uwBhrMnit5WFx4WhO9ibc0niZjlUUgZBGGziZDZyNzQzaSsAXoze+lMvkrQqFPr9BVFmbVUkGAWSMUzjA4UFySon1NN47zaEo1IURRFGa9sOsfhHR3TPQxlkpiaD0OYALjSJmmNTvOIpo4j83SntpNxiu3SIWgNXs+G2v+AXy+/FscCgUcLYnrmUemZy6LIPThuHo8Wmu6hKYqilIQKEsxwUkoyqSzZ9PjrEQgB1fUVhCtnbzVeRVGUmSI6GOfUwe7pHoYySTShXQgS4JK9wur+M0nWidKX2TvWWnD8Kj1zWVv9CAGjvC9eFOoiCEzhx9T80z0cRVGUklHlWGc4KSW5IgIEAJqhU1kXQdPVr19RFGW6Hd/bSTJ29UwkrzaudKZ7CFNCSknaHmI0V1xWjC48LI5sptqzoEQjUxRFUYqlMglmOknRLbM0TeALeks0IOVKSSmRUpLPWlg5Gytv41gOjuMiZaGolqYJNE1D0zUMj4HHa2B6TXRDU90qFGUGcV2Xw9tPkkvnpnsoyiTJOikyY0X7BAJTu3reb4dzJ7BlcbU1KjxtzA3dhK5dWVcJRVEUZfKoIMFVSs0jy4/ruIz0xzh7sp++M0OcPdlPf+cQw71REqMp0sksVt5GAB6fB1/Agz/ko7qxgoa2Whrm1NDUXk/z/Hoa2mowPYYKGChKmXIdl8Roip6OAY7vOY1jF5eerZQnKSVn0x2M5gcA0IRO0KiY5lFNnVi+s6jbCzTqvMuImC0lGpGiKIoyESpIMNMJML1mUZtIt3CVWrm8ZDTFj7/6Aif2Xv7EZ8HqNj70m/fg9Y/vaoiUEtdxiQ0nObH3DDt+tp+T+7voOzNIdDCB6xQ/aQhVBqhvraFlQQOrblrM+ttXUNNYiTfgUQED5R2O7T7FT776Iql4Zlruv6qhgl/8oweoqA1Py/2XkpQS6UqsvE0+a5HPWYz2x+g+0U/38V7OnhxgqHeUkf4YA53DRe07NpTgK3/8XYKRqV8T7Q14eO8v3sLqm5ZM+X1PlJQSVzrIi7Q3fPNSACldbGkj3OKX4kkkjrToz3bx8uBjJKxC4T5TeGjwtU188DNM3Dpb1O01YdLoXz2lrQ4VRVGUy1NBghlOCIHXV1yQwHFc4iNJpJRq4ngZ+ZzNoe0n2fncgcvedrgvyl0fvYGGtvFVZh7qGWXPy0d46fvbOLH3DMlYBse+srWryWiaZDTNqYPd7HxuP09+7edseM9KbnzfOhasbsNT5N+KMruN9MfY/rP9xIYS03L/TfPq+Mhvv3da7rsUHMclGU0RHUwwOhBjqDdKz8l+uo730X28j+hggnwuf34ZkXTfOWkdj3zWYu8rRyZ59OMTiPjZcOfKabnviUo7CQ7Hd5C24+/4WWf66PnPh3I9bBt6akJ9722ZZyQ/wJnUIaL5wfMBibBZTat/4cQHP6NI0nZxAS9dmFR655VmOIqiKMqEqSDBLOAP+TC9BlbOHtftpSsZHYiTTeXwh3wlHt3VIzoYZ6Q/eskggZSSVCzDGy8c4KlvvFJYi1xkTYnxKHS9yHH68FnOHOnhlcff4Kb713H3L9xEy4IGDLP4k2BFUQpc1yWbzpPP5MeWCA3QfbyPnlMDDPWMMNIfZ7Q/SiKannAgQJk8STvKlsHHGchduoNEb/YUvdlTk3a/hjBZW3UrlZ76SdtnObNlDkcW937m1SN49UiJRqQoiqJMlAoSzHBCFIoQhiqDjPbHxr3dSF/hKtecRY0lHN3VJTZUuHr4bhkaruvSd3qQx//pBV76wTbiI6nzhQhLSUpJ/5khfvzVF9j90mE+9Jv3sOl9a/EHVYBIUSZidCDO9/72aQ5sPU50ME4ukyeXLWQIqKBA+TGFhypPI3FrlOxYQcFSM4SHlRWbWFt5y/l2iLOdI3NIisuG82hBNFTQWlEUpdyoIMEsEAj5qKwNFxUk6O8a4uyJPloXNqglB5Mkm87T3zmMYzsY5lufWo7tsv+1o3zjLx/n6Bsd01KkzMrZdBzo4h//07c5vvcMD372Lupbq9XvX1GKlIym2fXSITqP9Ez3UJRxqPDUsrn5kwxku+nNnqY7fYzezGkyTgpHWm+qVSDQmOjroUAIgS4MKs061lbdyjVVtxExqyfpUZQ/V9pFB741YSJUN27lKnLuOeJi40qLvJsike8hZQ+QdkbIO0nybgpXWkhcBDq6ZqLjwaOH8OmV+PUqgmY9IaMeTXjQhYFAv2rO5956DG1sN0vKHiBlD5B1omTsKJabxpH5sdd4p3AchYmuefFqIbx6BQGjmpDRRMCoRhee869HV8txvBwVJJgFQlVB6lqqOXXw0qmUb5aKZdj/2nHW3LIMv2qHOGnOnuwnn7XeEiSwchY7nj/A1//8h5w50sNFamdNqcRoiif++UUGz47wqf/yAVrmNyA09YKoKMrspAuDWm8LNZ5mFoevIeukSTlxutPH2TH8M7oyxwCo8TSyILQaregiegJT8+DXg9R5W2nwtRExa66aDIJzNIrvqCOlfdGCkkrxMvYo0fwZ3CKzOSaLKXzU+Bajz8C/eyldElYvCbvvsrc1hJdq70JMrbhszEIBVYukPUDc6mIgc4jB3BHi+W5sN3N+QuviIM8XWpUUGqmKscmrji4MNGGiCw8+vYIKz1zqfEup9S4hbDYSMGrH6qrMvvM6KSW2zJC0BkhYvQxmDzGSO0HcOkveTeJIq3AMpT12DN2LHkdN6GjCRBMmhvDi1SPUeBdS5xvrtDIFhVR1DKq9C/DooZLf10SpIMEsEKoM0DivFiFEUVH815/ew10f20T78tYSju7q0n2in1zWIhAuVB13bIetT+7hq//f9xg8OzLNo7vAytlsfWI3qWiaX/mLDzN3WSuaChQoijKLCSEwhIeQ5iFkVlLvnUPKjnM2cwIXl5bAQjY3fwpTU4HzidA1T9FZAXk3XfQSBeXiejN72NL/v8i57yzQORUqzblsnvO3BIzxFW8uJ460OBZ/kj0j37jsbcNmE3c0fYE637Jx7bswsc0ymD1EZ/I1ejN7iOZPF1G/Q47954K0cWTu/E9S9gDDueN0JJ7Do4Wo8synKXANbcEbqPYuQBczv7OVlIXHnnNi9KR3cTa9g4HsIeLWWVxZTKe2C8fRlTa86Tgm7T6Gc8c4Fn9y8h/Au/DpVdzd/JfU+8u3ELAKEswCuq4xf+Uc/CEv6UR23NsNdA7zwndf5xf/8wNFt1FULq7v9CDZVA7qCgGCXS8e4ht/9XhZBQjOcRyXva8c4f/9yff57F99lNZFjTP+zURRFGW8hBBUeRrw6gEyTnK6hzPjFdJ1x9cC+JycE8dy0yUakaJMvpyTJGH1XjZIIKXEctMMZA9wPP40vendZJxoyYJieTdJf3Yfg7nDHI8/TWvgWhZW3EOtdwmG8M3I8ztX2iStfjpTr9GReJ5YvpOcm2TaU3KvEmoh2CwghGDZtQuIVBeXsmLlbV78wTb2v3YM1536NfKzUTKWZvDsCFJKTh3q5mtf+AHdxy+fvjZdXFey5+XDfOMvH2ekPzYlhRSV8mF6DHwBT2G5iWA2ZicqyiVVexrw6YHpHsasINDx65VFbePIPPH82dIMSFFKwHJTJKxepLz4ebOUEikl0fwZdg5/lRd7/xsnE8+RdoanJGvGlRYpu5+j8Sd4oedP2T38ryTtvvPjmgkKAZYMx+PP8GLfF9g2+H8ZyB4k5yZQAYKpozIJZonGubW0r2il78xQUdsN94zyrf/5BJV1EdpXtM7ISGM5sfMOXcf7aJ5fz7e++ASnDxV38mN6TUIVfnxBL16fB9Nn4vGZeDwGjuOSS+fIZS2yqRzpZJZkNI3rXFmAx7FdXn9qD3UtVXz8D+4nVKFOmK8WyzYu5M8e/S0yyRzJaIpENE1iNEliNE0imiI5miIxmiIRS5FN5rAsBztvY1s2dt7BtmyssY923pkxJyCKck6Vpx6/FmKUgekeyqwQNGqLur0rbQazh5kbulmdfygzgsQlbvVgyxym8L/j57bM0p3axt6RbzKSO4HL+NqTl0LGGeFg9HsMZA+xtvoRmvzXoBeZ7TPVpHQZzh1n/+h36Uq9Tt5NTPeQrloqSDBLmF6DG+9fx+tP7y2qBZeUcGjbCf7lC4/xa//jYzS116k36itg5W0ObTtBz8l+3njh4LgmTbqu0bKwkeUbFzB3WQttS5qoa6mmqiFCMOJH0y4k/EhXkk5mGOwepff0AMf3nuHIjg4ObT9ZWOZwBeN+9ltbaF/Ryl0fvUEVMrxKBEI+2pY0X/Z2UkqsnE06kSEVv/AvnciQimVIxdP0dw7z3HdeIxmd/anDFTUhNn/yFqKDV37ykoym2PLT3UV1pwmEfdzy4LVU1k19f3mPz2Te8pYpv99S8RshIp5qerId0z2UWSHiKa7GkYtNf/YAeTeJVw+XaFSKMrkS+bNYbhpTe2uQwHIzHI7+kH2j3ybrRKdncG/jSIu+zB5e7e9lXc1nWBh5D5ooz+mfK23OpneyY/DLjORPTvdwrnrl+VeiFE0IwdIN82lf0UrH/q6itnVdya6fH+Lvfuff+MQfPcCSde0YpupbPBGO7fDaE7sByGUuXZSmoibE4nXt3PmRTSxc3UZNcyW+gPeSQRqhCYKRAMHlAeYtb2Hj3auJDiU4daCbnz+2nR3PHSA2FGciF3STsTQ/+vLztK9oZcGqNhUoUM4TQhQyWnzmu05Mz57sZ9vTe6+OIEFtmAd+9c5J2VfvqQGOvHGqqCBBsCLA/b98O/NXzZmUMVzNBIJrq++mxb+QBl/bWFVwZaKqPO1FbxPLn6E/s485wRvURQplRohbZ8dqaVwo0ph1Yhwc/QEHo98j75ZfjZOk3c/Ooa/gyDyLIvdgFNmdodQcaXEy/jPeGP5nUvbgdA9HQQUJZg0hBI1ttdzy4LV0H+sjnyum4ic4lsPel48w3DvKB3/jHm55cMP5Cv1KcTLJSxeP1A2NRWvn8eBn72Lj3avwBX0IwYROjnRDp6axkuqGClbesIidzx3gR//0HAe3nig+9VvCyQOdPPG1l/gPf/ZhghH1+1eUi5ncicwE9yWEmlBNkiXhdSwOX8O5FlnKxIXNJnx6ZVFXUTPOKB2JF2jwr8KrT312jKIUK2UPknViVFAI1NpujkPRH7J/9DvYMjPNo3t3aWeI3SP/ilcP0R6+o2xe7xxpcTrxMjuHvkraKW7ZtFI6qnDhLGJ4DG7/0EbmLr18+vDFSCnpOtbHV/+/7/H3v/dNDu84STadU+uMJ5E34OGeR27i97/8GW4eC8Ro2pWf7Ash8AW83PC+a/itv/5F7vzoJnzBCbTxkrDt6b3sfeWI+r0rinJVEOJc32xNBV6ugBACn1417tZwb9aZeo3u1LZ3LQanXJ5AIKagv7sCEod4vpC167h5jsef5lD0+2UdIDgnbQ+xe/gbDGQOlMXzTUqXs6kdbB/6hysMEAgM4cev1xA2W6jxLqLJfw2tgetoDV5Pk/8aaryLCJstBPSasXoSU/V6L9CFB48Wwq9XEzIaqfS0YWjlXQNMZRLMMvWtNbz3U7dw5j99p+hsgnNSsTQvfX8bB18/zh0f3sStD13LnEWN6IZKw7wSvoCX+z5zGx/6zXuoqA2X5GRU0zVaFzXy6T95CI/X5NlvbcHOF1c0JzqU4Gff2sLKTYuK7pihKIqiXL28eph633K6U9uLquSed5PsH/0uVd4FVHnaVbBmAio8bSyteD8ZZwTLzWC7Gayxf7Z80+duZlqL6c0W0fwZAPqz+9k7+k2yzviXjL07DV0YCHQkDo60KEU1/9H8KQ6Mfo8b6lvxG1WTvv9ixPKd7Bn5Bil7YsVjBRphs5l633LqfMuo8s4nYrbg0ULvCJpJ6ZJ3Cy0sR/MdDGaPMpg9SCzfPWmdJwQaHi2Mz6jEr1fi0yvx61UEjFqCRh1Bs56gXoffqMZUQQJlSgm48f51HNh6nJd+sH3Cle9dV9LfOcyjf/MUrz2xixvuW8fND6ynub0eb8Cj3sCLpOsad310Ex/9nc2EKoMlvS8hBFUNFfzCH9xPOpnl1cd3Ylvjf/GTrmTfq0fZ8/Jhbrp/PZqurkwoiqIol6cJg6bAeoKxJ0ja/UVtO5w7wfahf+T6ut+kwpyjzjOKVO2dT7V3Pq50cGS+8M8tfLRlbuzrwkfLTZNzk+TcBHknQc5JkHcvfMzYoyTtgSlp2TdTjeRPkbB62TvyTZJWbxFbCjxaAI8WpsLTSpVnPiGzgYBRh6kF0ISBQCBxcVyLnBsjafURzZ9hJNdB2h4m7yaQXEkWgKQrtZWOxGqWV35wWp5rUkryboJ9o99mKHuk6O01dCo8bSyM3E1r8HoiZss7CklejEcPEjIbaPSvYXEkR9w6S0/6DY7FnyKaO110AE2g0+BfSYNvJSGzkYBRh1eP4NGC5/+ZWmBGZvmoIMEsI4QgUh3i4c/fS09HP0d2nrqi/Tm2w5kjPfScGuDnj23npvev59q7VrFwbdtli+wpFyxZ385Dn7u75AGCc4QQVDdW8JH/+F76Tg9yZGdxlbtT8QxbntjFNbcuJ1w1NWNWFEVRZr4672KqvQuLDhJIHM6mdrBTfIUNtb+iAgUTVFg648fEDxdNAJVIWWjlJ3GR0kUi4fznLqO507zY919VAblLGMoeYevA39KX2TfOLQQho4F6/0paAutp8K/Cr1ejCxMhdDR04K3LT6WUY78jBxebnJNgMHuErtRWejO7SVg9Ex6/LbOcSDzL3NDNhMyGCe9noiQuPendnE6+gltkMMoQPuaGbmZV1ceo8sxF08yi6ysIITCEjyrPfCo8bbQEruXA6KOcTDxf1LIRiUPQqGd51Qfx61UI9FnzuqWCBLOQEIL2Fa38wh++n3/4/W/Re2bwirOVrJxNT8cA3/u7p3nxe9tYtnEBmzavZeWmRVTUhDG9xqx5Uky26sYKPvRb99I4t7j+0VdKCEHb0mYe+tzd/O1//AapWHFV5/e9eoyOg12suWlpiUaoKIoyvaR0saSFIUy0SbjSUzipv/CGK7j6CkzqmpeFkbvpSb+BLS9dyPftJA5nkq+StodZW/MJmv3r0IW6IDG5RKFYMjqgX3RZtkcPIVTZskvKOCN0prZc9nYCjYBRR3v4NtpDt1LtXYghfOP6mxZCFH5PQkfHg6kFCJkNzAlex3DuOMdiT3E6+XNybnxCj2Ek10FH4gVWVD2MPsVtEbNOjMPRH5J3i2slbGoBlld+kBWVHyRg1Fx+g8sQQqBjUumZx8a6XyNsNrF/9FFy7viXj3SlttIcWMfiyOZZ9VqlXgFmsbU3L+WT/+UDNMy58ifROdKVDJ4d4dXHd/L3v/fv/OWn/4kf/N9nObyjg2SRk9CrgRCC1TcuYf3tK6YlbV/TBGtvWcp1d68u+v4TI0m2/nTPhJesKIqilLu4NcprQz/hcHw70fwg7hUW8ko7CfZFX2H36IvsHn2RwVz3Fe9zJmr0r6YpcM2EtpU4DGQP8lr/X7N/9Lsk7V5VSHeKzZ5pzvTShElzYAM31f8u62s+Q71vJabmv+KJpKH5qPet5Lq6X2ddzacJGvUT2o8jc5xJvkLWHr2i8RRLIulJ72Q4d7yo7TRhsih8D6uqPoJfr57UMQkh8GhhVlQ9zNLK+9CKCJrk3STHYk/OuswblUkwi5lek5sfWI9E8m9/+Ti9pwYn7Y3WdSWpWIbD209yZGcHtc1VLFzdxtpblrH21mXUtVbj83uu+vXswQo/9zxyE16/Z1ru/9zyk7sfuYl9W44y1DP+NwLbcji47QSDPaOTGmhSFEUpB1JKOtNHeXXwxzjSptk/n+tq7mVVxY0TPonPOWleHvwh/dlOADZU38V7mz6FTy/vAlWTza9Xs7Ti/Qxlj5FxhiewB0nS7mP38L9yNr2DJRX30Rq4Dq8eQROqiHKpqZDMlfNoQRZG7mV11ccIGvWTfoVZCIFHD7G08v0EzVq2Df4jCets0fsZzB1hOHecoFk3qeO7lJyT4HTyZXJFZhE0+9exqvqj+PSKkoxLCIGBjxWVH2I0d2YsU2R8z4ah3DHOJF9hWeWDRQUYytnVPYO7CuiGzo33reNX//KjLFzdhtAmPz4sXclg9wivP7WHf/3zx/jCI3/PP/3Rd3jtp7vpOTWAbTlX7VWA5RsXMm9563QPg6Xr21l+3cKit+s7PcipA11X7e9PUZTZy8WhN3uKrJMi72bpzZwm515ZC7OAEWFu4EILwNOpw6Sd4k6EZwMhNFoCG2gP3zKW1j4xLjZ9mX1sHfg7Xu3/n3QmXyVjj6r3pBJTmQRXxhSFlPhrqj9J0Jz8AMGb6cKkLXgja6o+jkcLF729Ky26UltLMLKLk1ISz3cxkD1EMeEon17JssoHCBqlrZ8ghMCvV7Oi8kMEjfEHThyZ41Ty52SmOCujlGZHqEO5JI/XZOPdq6ioCfHo3z7Nzuf2k89OrD3ipUgJmWSOTHKAnpMDvPj9bcxb3srqGxaz8Z7VzF81B3/Qh6ZfHWs0PT6Ta9+zqizaCHr8Hm596Fpee2JXUZ0OEqMpDm0/ydpbl+MLTE82hKIoSilknTT92c7zNQSCRpj24PIren/yaj6a/e3owsCRNik7xkCmk2rP1BcGm26G5mN55QcZyXWMFXeb6MS+UAX9TOoVejO7aPSvZV7oVlqD1+HTI7OqUJgy8xnCx+KK97Gq6qN49eIn7ROhCYP54TsZyXdwOPqjortSDGQPkXMSUzJeF4fB7BHS9tC4txEImvzraPRfMyWZREJoNAZW0xzYwPH4U4w7myB7hOHciSnNyigllUlwlRBCsHjdPH7tv3+Uh379PdS1TO5anovJZy2O7TrFj/7pOf77f/gK//vXv8YL33ud3lOD2Nbs79Fb3VjJ4nXz0I3pf5oJAe3LW5m7rKXobQ9uO1F00UNFUZRyl3MzRPMX1pDWepsJG1f23iiERpWnHr9eCA7brsVgfuIVyGe6iNnKNTWfosKcMyn7y7spOlOv8frgl3ih9085FP0ho/lT2G5xBRIVpVRagxunNEBwjqkFWFpxP5WetqK3zdgjjOROlmBU7+S4WXozuykmaGhqQdpCN+DRpq7bli5M2kO3YgjvuLdxZJ7u9La3FK+dyaZ/9qJMGU3TqGup5uN/cD+/+X8e4ZrbluPxmSW/X9tyGOmLsfXJPfzNb32dv/rlr/DNL/6EjgNd5HPWrE0bbJxby9wlzdM9DKAQJKptrmLlpkVFX3HpOtbL6ODEKucqiqKUK8vNk3hTami9t21SKnyHjEr8euFk1sEmbk1kTf7soAmdZv86rqn55ISLq71TIbOgL7OHbYN/z/O9/x/bBv+BrtRWck4CV169SxyV6RUxW1lV9TGCxtR2s4LCeV6VZz5zQzehFZkonnPjDOeOT8nzJu+mGM0V15Y7aNTR5F875RlD1d4FVHrmjfv2EpfB7BHyTqp0g5pCarnBVcjjNdlw50rmLWvhpR9s57nvbqXnZH9RaegT5VgOx3ef5vTBbn7+2A423LmSWz+4kXnLWghG/CW//6miGzoLVrfhLaMUfdNrsGRdO4Gwj1R8/Otuc+kcpw52s3B18dFpRVGUcuVKm7xz4bWwwqxBTEIbRK8ewNQKV5+kdMnMkhPGiRJCY17oVqR02Dn8z6Ts/knbt8Qllu8knu/mdPIlKj3zaAvdRKN/NRGzBY8WnJTfqaJcjiF8LIq8l1rfkmn7mxNCMDd0M0djPyXjjIx7O0fmSVg9uNJCF6U9b43lu8i5yaK2qfEtnvLMDACvHqbOt5Sh3JFxb5Oxh4nlO6n3Ly/hyKaGChJcpTRdo35ODR/6/D1ce/cqnvv2Vl743uuM9o+/L+iVsPI2PR0D/LjjBV758Rtcf+8a7vrYDSy+Zh6GOfPXFxqmzoKVc8rqcQghWLhmLuGqYFFBAttyOL7nDHd9dFNZPR5FUZQr4UoXW16oz2Nq3kkp2GYI8/y6WYnEdvOTsNeZzdC8LIi8B02Y7Br+GjGra1L3L3HJOKNkMqP0ZnYT0Gto9K+hObie5sAGQkYDAg1EYX2zoky2Ss88FkbuRhelz9C9lLDRRIN/JaeTLxe1XcLqJe+m8GslDhJYnThurqhtar2L0abhuBrCT6VnHgJ93HUe8m6CuNVNnW/ZjD9nVkGCq5ymacxb1sIn/uj93Pzgel76/ja2PbOPwe6RKcksABjtj/HMv7/KG88fYOM9a7jnkRuZu7RlSpZClIrHZ9K2tGm6h/EOTe111DRV0ndm/AVjHNul61gvtuVgetRLhqIos4MQAk3oOLJQIycvs5OyktSRNq50L9yPmpQCheJq88K34jeqeGP4awxmDuFSmvpEaWeYjuQLdKW2EjDqaPSvpi10IzXeRfiN6mmfyCmzi0BjYeTuaVlm8HYePUS9bwWnk69QzLr/lD2A5abxU1W6wQEpexCH8RdPF2iEzeail1BMBiEEIbMBjxYi547vIqrlZkha/RSO/cx+7Vdn/ApCCHwBL0vXz2fR2nnc+4mbeekH23ntp7vpPtGP67iX38kVch2Xge4RnvjnF9nxs33c+4mbufuRm6huqJiRkbiaxkoiVdPf1eDtDFNnzqImDr5+oqjtEiNJooPxKSl4qSiKMhV0YeDV/OdbFCasUaR04QqrZ2edNNbYlTKBhkfzXfFYZwtdmDQH1hM06tk3+m1Oxp/FlsVdVSyGJTPErE5iVifH409T61vKnOB1zAluotq7YNb0M59sqqJDccJmMy2B9VNSef9yNGFQ4ZmLVwuTc8dfTyrrxEr6XIRC+8O0PYIrxx8c9GghvHpk2uYCPr0SU/OPO0hwLqvJkTZGiZdulJp6dVTeQtc15i5r4eO/fz93fewG9r5ylFcf38npw2eJDSenJGDQ3znMd/7Pk+x68RAP/cbdXHPLMrwBz4wKFtS1VmOWaSbERDIcUvEMI/0xFSRQFGXWMDUvYbP6fJCgJ9OBLS0MJv7aLaVkJN9H0o4CoAudsFnaK3MzUcRs5draX6XWu5hD0R8RzZ8uum1bsVxsBrIHGMoe4Xj8aep8K1gQvpNa32J8elVZTPCUmUjQHFhH2GymXK4cB406vHqkqCBBzonjyDxSypKdbzsyj+UmKaqzgR7EENMXaPVowaLrNOScOK7MAypIoMwyQgg8PpOWBQ00z6/n9g9t5PD2k7zx4kH2vnyUM0fOlnwpQi6TZ/9rx+g81svmT97Cfb98+4zKKqhtqcLjLc8gQcuC4vt1p+JpRvqikz8YRVGUaeLTAtR5W+jPngFgINtFT+Yk80OrJrxPy81xOnWIjFMozGUID/Xe1kkZ72wihMCrRVhScT8N/lUcHP0+p5M/J+cmSn7fLjZx6yxxq4czyVdo9K+iPXwHrcGNBI3Z0d9cmToeLUijfzV6Ea3ySs1vVBUK/Y0/qx9bZrHd8dermghX2ueXd42XIbzTujxIF96iM45smcUtcdBzKqgggfKuhBAIIQiE/ay7YwWrb1pCf9cIHQc6ef2pvRzecZKR/hi5dOmKMsWGEnz/75/h1OGz/MLv38f8lXPQjfKP9lfWRjA95TnOqvoKDFMvKtCTTmSJDiZKGmFWFEWZSj49SGtgEYfjO3CkRdKOsX34Weq8rYSMyqJf66SUdKWPcSC29fz3gkaE5sCCyR76rCCEQKBT7Z3Pxrpfpy10E0diP6Y/s5/8FAQLQGLLDN3p7fRnD1AdW8D88B3MCd5AyKxXSxGUcfHrVdT7VpXVuZFHC03o6nuplxu42MgigwQCvVB0dJpowii6W4UrZ0d7d/UKqIyLEALTa9KyoJ7m9jo23r2avjND7HzuAHtfPcKRHR0kRkvT5snK2Wx/Zi/DvVE+/acPseampWh6ebc0ilQF0Y3ye3qdqz9RURNmuIjMANtySMbSKkigKMqsIYRgYWgNO8xnGc73InE5HN9BlaeeG2rvK2qZgCsdejOneL7/O8St4fPfXxBaTdhQyw0uTeDRQrQFN9HoX8Xp5CucjP+MgexBbJmdkhFYbpr+7H6Gckc5mXiORZF7mRu6iUAZFKJTyluFZw5Bs7wyUAzhw5hALRRHlrYTi5QSl9IvW55MEheKnvDPjvPk8pvFKGVNCIHQCxPNectamLukmbs+uolTh86y64WD7PjZfvq7hskkJ/eN3XUkx3ef5it//Ci/9CcPsf6OFWWbUaDpGsEKP5peni8SHp9JpDZUVJAAIBlNYecdPL7yDtAoiqKMh0BQ75vD8orr2DL4E1wcbJnn9eEnGcx1s6H6bpr97fj04FhbwwuvfedOdi03R9qOczTxBtuHn2UwdxY5tt620qxjVeWNeLTySUMuV4Xgs8CrR1gceS+twevoS+/hROIZBrNHyDnxwsl6iTkyz0D2ICO5k5xKvMTSygdoDqzDq01f4TSlvNV4l0zrle6LEUKMraMXFLP+33UtSlmVXxMaWpHHysWa1tR9V1pFBzZ04XnL+8VMpYIEyhURmqCyLsLaW8Is37iAzZ+6hR3PHWD7s/s4+sapSc8uOH3oLF//8x8SqQ6xeN08NK38noSmx8DrL99Ci4apEwj7i94uEU1jW/aMbk2pKIryZrrQ2VB9J52pI5xJHwEg7+Y4En+D06nDNPnn0epfRI2nEZ8eRNdMkBJL5knZMfqzXXSmjjCS78d6U6quqXm5pup25gQWFZ2qerUTQiNo1NIevp2W4LX0ZfZyJvkqfek9JOw+pqL2vi2z9GR2MZQ7RnvoVpZVPki1d6Eqbqi8Q7V3QdkFCYAJLZcp9VV+TZhFFwG03VzJMxwuxXLTY0UIx8/QvAhm/muFChIok0IIgdfvoam9nvt/+XZufehaju06xZaf7GLXi4cY6Y9NSrFDKSUn93fxzf/xY37tix+naV5d2U3GdVPH8JTvU6sQJCg+DS0ZTZe8YKWiKMpUq/Y0cU/TL/Jkz9c4m+lA4o61sUrSkTxAR/IAAoEuDHRhIAFHWu9agMsUHtZX3cl1NfdiqiyCCdOEjk+vYG7oZloCGxnNddCb2UNnagux/BlyTrLEHREkeTfBsfiT9Gf3s7zyIeaH71RZBcp5pggQMosvBj0VJha4KG0AzhBeTC1Y1DZ5J4HlZqZtuWvWiWO5xWVH+/RKdG1mdzYAFSRQSkAIQaQ6xPo7V7Li+kWcPnSWnz+2g53PH6Dn1ADSvfIXob1bjvLEP7/EL/7RA/iC5XUSphsaZhkHCXRDxz+BY2blLNxJ+N0piqKUE01ozAksYnPzL/HzgcfoSO7HetuVI4nElha2vHS58IhRzdqq29hUu5mQUVHCUV89BAJT81HnW0aNdyGLInczmD1CZ+o1BrOHieU7S3qlUeISzZ/hjaF/ZiR3klVVHyVitszqDBEVAhkfv1GDqQVU0GichNAIGLVoGLiMr4ChJdNk7GFKuQzi3UgkaXsQyx1/VrRAx69Xo82CKfbMfwRKWXpzZ4Tl1y1k8TXzuPMj1/PaT3fz0g+2M3h2FMee+BWAfMbihUdfZ9WNi9l492r0MipkqOsaulE+43k7TRcTCmJYeRvpzqyCM4qiKOOhCZ22wFIebP01DsW2sT+2hf5sJ3k3h3OJwIBAYAgTnx5ifmgFa6tuoz24XGUQlMC5ddYBrZa5oZtoDV5PwjrLYPYw3ant9GX2knWiJQsY5Nw4R2NPELd6WFfzS9T7Vsza5QfqcsD4BI1aTFH88s2rWYWnFV3z4rrj73Iwku9grrwZY4rbTLquRSzfVVQBVVMrZJfMhsCRChIoU8LwGCy6Zh5tS5u59u7V/OybW3j96T1EByfe5ig6GOfZf3+Vpevbqaovpys2gnKOwwsh0PTiT2xsy5mULBBFUZRyJIQgYlazofoulldspCdziq70MQayXaSdBJabw5WFQKkuDDyal7BZTZN/HvOCy6nxNOHTg7OiYNVMoAuDSs9cImYrbcEbSVg9dKa20pPewWjuNDk3Pun3KXHpTe/idSfJxrrP0uhfOysDBeV7BlNevHpkVqSVT6Uqz3xM4cNi/FfnB7OHsGUOg6kNEuTcBEO5o0Vt49MjVHjaSjSiqaWCBMqUOdd+b8V1C1mwcg7X3r2KH3/1BQ5sPY4zwbXu+7ccY9eLh7jjw9fPiqjdVBCamFCmg205uLOg76uiKMqlGJpJRKshYtawNLIBVzrknAw5NzNWh0BgaCY+LYBH86n3nmmmCR2vHsarL6HGu5hlFe+nP3OArtTrdKe3kbFHxp3aPB4Sl6HcEbYN/gPX1/0Gjf41s3rpgfLuPFoIXahizsWImM2EzCbSzvDlbzxmNHea0VwHTYG1pRvYRcStHoayR4raJmDUUWG2lmhEU0u9qinTwhf0cv171/L5//MJNn/yVkKVgQntJxXPsOUnu0gnpqaX8viU+0RaTOikVrpu+T80RVGUSaYJHb8RotJTR423iRpvIxVmDV7drwIEZUYIgd+oZm7oJq6r+3Xe0/yXrKl+hFrvUgxRfMHeSxnJnWD3yL8Ss7qRKoB+VTK1AJoKEhTF0PxFT/ZzbpwzyVdx3KnrcuBKhzPJV8gXVY9Ao8G/Cn2WLDdTQQJl2ui6RsuCBn7pTz7AR357M+Gq4iqeQqHbwdFdp+jY31U2b9LSlbhO+a7dl1LiOMVnbuiGrk6IFUVRlLInhIZHD1HrW8L62k9zZ/N/4/q636Q5sGHSggWFpQd72DfyLfLuxJdOKjOXqflmRYG6qaQLD03+a/Bo4XFv40qLztQWhnMnp+RcX0rJaK6DM8lXkUW0hTS1AHOC1yNmyYIdFSRQpp0/5ON9n76NBz9714Ra8430xzjyRgd2vjza87muxC3jAn/SlTh28eMzTB2hzY4XPkVRFOVqIQibTSyueB+3Nvxnbm74Q1oCG/FqkSves8TlTPJlTiV/jpTl+76vlIYQBuraSXGEEFR7F1DvW1bUdgmrh8OxH5J1Rks0sgIpJTknxoHo90lYPUVt2+hfQ4U5p0Qjm3oqSKBMOyEEgZCPB37lDjZtvqbo7aUrOfj6cdLJTAlGV7xCJkF5ZDVcTCFIUHxAxTANFSRQFEVRZiRN6ATNOhZE7uKOpv/KpvrP0+hfc8VXgnNugiPRx4lbZ8smo1EpPYGGho4q81i8wpKgmzG18S81lricSrzEkdgT2G6uJM81KSUSl2Pxp+hIPIdk/OfKHi3EgvCd+PRyKqR+ZVSQQCkbwYoA9//y7TTPry962479XSRH0yUYVfFs28G2Jq9I0mRzHIdcuvh1XYZHR1NBAkVRFGWG8+ph5ofv4rbG/8K1dZ+lwtOGuIJT4pF8B6eSP79ku0xlthGzsrPFVBAI2kI3UetdUtR2tsxwYPS7HIh+j6wTndQxSSnJu0kORX/A/tHvFNlKVdDgX0VLcOOsKmKqFtIoZUMIwYJVc7jhfdfwoy8/h11Ex4NUPMPZjn5aFjaUcITjY+VscpmpK65SLNtySCeLL/ToD/rQJ9A6UVEUZaZxpM1ofpCRfB9JO4rl5pHSAQTtoRU0+GZHi6urmSZ0QmYjKysfpsm/ln0j3+J08uUJdUJwpcXJ+LPMD91GxDPzK5urfIjxUhdOJsqvV7G08gEGs0ew5fgzgXNunN3D/0os38Wqqo9Q6Zl3xW1npZTErbMcjD7KsdhT2LK4c2S/XsWKyg/OqiwCUEECpcyYXpPr713Di9/fxnBvdNzb2ZZD9/E+Nt69unSDGyfHLlypl64sy/R8x3LITKAbRKgygGGqIIGiKLOTK12SdowTyT0cjm1nINdN1klhuTkc6QASTWhsbvqldw0SpO0EKTuORKILnYhZjTlLKl3PVkJo1HgXc339bxLxtHI4+jg5N1b0fuJWD2fTb8yKIIGilJomNFoD19Ievo0T8WeLSu13ZI4T8WcYzB6kPXQbc0M3EzIb8GjhcWd3SOmSd1Ok7EG6Uq9zMvEc0dypooOEuvCypOJ+GvyritpuJlBBAqXsLFjTRuPcuqKCBI7tMNRT2mImxUgnsziOi6GV36TaytskY8UvzQhXBTE85fd4FEVRrpSUklOpA7w6+GM6kgew3yXVVJMa7iWqXZ9M7uOp3n/Fci28up8HWn6VhaE1qjNMmRNC4NdrWFv9CXThZe/IN7Blrqh9ODJPV+o1FkXuxVCBIUW5DIFHC7Oq6iOM5joYyh0tamuJQzR/hj0j/8aR2E9o8K+kzreMiNlK0KjDq1dgagF0YQACV9rYbpacGydtDxGzzjKcPUpfZi8pe6ioIMWFR6DTFtzE8soPYAh/0duXOxUkUMqO6TFZtHYuB18/Pu5tHMdlZKD4yH+pxIYS2JZddlfepZTkMnmig/GithNCEKoMoBvl9XgURVGulO1aHIpv54X+7zCYO3tF+2ryz8Oj+YlZw6SdOMfiu2gLLMWrT07bPaV0hBDoeFle+SAZZ4QjsR/jFlVjQBLLdxGzuqjxLizZOBVlthBCUOVpZ231L7J18G9I2YNF70PiknFGOJ18mTPJVzG1IB4thKn50IVnrEaAQEoHR9rYMovlpsg5iQkFBs6PHY0m/1rWVn+SgFEz4f2UMxUkUMqOpglaFhRXW0C6knQ8i5SyLK7YjA7EsfI2vkD5XU1IxdKki1xu4PGbhCqDZXFsFUVRJtOZ9BF+1vdNRvJ9b/m+hk7ACGMKDzFrGHccJ5RBo5K2wBIGc90AnEodJOemVZBghhDiwtXNwexhBrOHito+ZQ8xmjtJtWeBer9UlHERtAavY537aXYMfeWKWhxKXPJugrybmMTxvZNAo8G/io11v061d35J72s6qSCBUnaEENQ2Vxa9nWM7OJaD4Zn+P+uRvihWrjw7HPR3DRe9TTDsp7phdhVkURRFSdlxXh380fkAgUCjylPPksh65gdXEjaqsGSO73X+LXF75LL782p+mv3z2T36Ei4OcWuYoVwPEbO61A9FmSRCCEJGI0sr7mcoe7Soq422zBDNd+JKC114SjhKRZkdhBAYwsuC8N1IXHYN/wtpe5hyLZ+pCw9zgteztvqT1HgXzepg4PTPphTl7QT4Q8VfdXFdF8d1y+KPevDsKPlsebZC6j7ed/kbvU2wQgUJFEWZXaSUnEjsoSt9DCi05ZoTWMTdjY/Q4l+AqXkAQcqJja1rvTyBoMrTgF8PknLiWDLPYK6b+aGVJXwkSik0+a+h2ruA4dyxoraL5buwZAYdFSRQlPHShcnC8D14tTC7R77BSO7EdA/pHbxahAWR97Cq6iOEjIZZHSAAFSRQypSmFd/ORNd1jDJZMz86GCM6GKdxbu10D+WtJJw50lP0ZsFIgJpGFSRQFGX2yLkZjif3kHFSAFR66ri78RHmBZdP+ORPCEHYrMQ3FiQotFIcmMxhK1NACEHQqKMlsIHh3HGKuaqZtPuw3SzMsnZoilJK5zIK5oVuJWQ2cXD0+3SltpJzi6uhVQq68FLjXciKyoeZE7wOjx6a7iFNCRUkUMpSPnvxytKXYnoNNP3KeqVOFjvvcPZkP0s3lNdapVQiQ9+ZoaK2EQKqGyoIVgRKNCpFUZSpl3GS9GXOnP96UWgtLYGFV3x1yKcF8GiFbDhXumTs0q6PVUpDEyY13kV4tCB5Nznu7TL2KE5RBQ/Lz+y+PqqUMyE0ar2Lub7+8zQn14+1OjyMJYvvynXFY0Gn0jOXeaFbWBB5DxGzGUF5XIycCipIoJQdKSXx0VRR2whN4At4yyb1x7YcTu7v4o4PX182YwLoONBFbLi4E1bd1Fmwqm1C2R2KoijlKudmiFoXqmnPDS7DEOYV79fQPOhjvbolLvkiW+kp5UEIQYVnDl4tXFSQIOfEi+yKUH7KczW4crUQQsOnR1gYuZta3xJ2DP0j3antyEu0n50sGgamFqDKO5+5wZtoDW6kwjMHbZxLzmaTq+8RK2VPupLBrssXiHozXdeorI+UaETFc2yHUwe6yGXyZdPhQLqSk/s7SUaLi8YapsGCNW0lGpWiKMr0cKVDzs2c/zpsVCFKcA1VSjXlmqn8Rg2GVlz/cxd7xgcJyufShnK1cqXDUPYIB6M/oD9zoKQBAlML4NerCBmNVPsW0hJYT413MV4tjCbMsrrYN5VUkEApO64rOXO0uHXzuqHT2FZe6/8Huoc5e6KfBavLY4KdjKU5vL2j6IKKkeoQrQuLa0mpKMr4CFH4VwzpSlATz8lx/jBO4BfxLvJuFntskijQ8OjFTTKV8uHVQugTyC6Z6csNFGU6WW6GM8lX2TPyDaL5M1wut0UXJtXehQSNBtL2EDknhiWzOG4eiYNAQxMmujAwND8+vQKfXolfrybiaSFkNBAyG4mYLXj18NQ8yBlABQmUspOMpjl1sLuobQxTp6HMggRDvVGO7TlN+4rWaa+VIKVkoHuYwztOFr3tglVzCFcGSzAqRVE0Qy/69cGxHVxXBQmulC4MfHqQtBMHJCk7hkRecTZB3BomPVaHQBc6EUO1P5ypClcRi1+DXIqMFEW5GuSdFIdiP+LA6HfJOqOXvX3IaGBRxWYWhu/Gq4dx3DwuNlK6Y9kHkkJujCj8J3Q0YaBjoGkmhvAi0K/abIFLUUECpaxIKTn4+nGGe6NFbReI+GlZUF+aQU1QLp1nz8+PcON964hUT28lVNeVHHz9BIPdxS3j0HSNVTcuUUULFaVEDENHL7IrSzadx8rbSCnVic0V8Gp+qjx1pDOF6tln0ydYHrkOTUw8qGu7Ft3pEyTtGFCoT9DgK49sMqV4UjpIWVyas0Cga+WxzFBRZgopJXk3xYHRRzkQfRTLvVxtMkG9bzlrq3+R1uB1aOeCeVdPXcGSU5XIlLKSSWbZ9sw+EtHiChe2L2+d9on4xex/7ShnO6a//VVyNMUrP9pZ9HY1jZUsWjsX3VAvFYpSCqbXwPQUGSRIZUnFpr7S82zj10M0+y90oDme2MNwvg95BWXbBnNn2Rd9FRcHgIhR9Zb7UGYWW2aRY7/L8dKE56qqgK4ok8HF5nj8SfaPfueyAQKBRktgAzfU//ZbAwTKpFJn/krZcF3JsV2n2fHsvsKa2yIs3dCOP+Qr0cgmLjoQ5+c/2F7045lMUkp2Pn+g6CUcAC0L6mlf3qKuVipKifiD3qKLm0oJPR0DuE7pKz3PZh7dx8LwWgJja1CH8j28PPAYSStWdLFBKSXR/BAvDXyPvuyFtoqLI+sJm5WTOWxlCmWcKLabLWobjxa6KiuhK8pESSnpTe9i3+i3sWXmsrev8y1nY+2vUetbogIEJaSCBErZGO2P8uOvvkB0qLgWfZV1EZZumI/pLb83ZdeV7PjZfo7tPjUtFa6llAx0DfPst7aQihd35dHjM1l/50q11EBRSsjwGESqQwituEDc8T2nsa3irnAqbyUQLAytoT24AhA40uZA7DV+fPYrdCT3k7RjuPLdj7GUEtu1iFvDHI5v5/tdf8vh+I7zVbjrvC2sqrgBU6jU85kqZQ1gucW9dwbNOgy13EBRxkVKSdLuY9/It0nbw5e9fUCvZW31J6jyqgytUiu/WZVyVcokszz+lRfY+cKBorddsGoOC9fMLdur3T2nBnj8n17g1774sSkvAOjYDq/++A0OvHas6GLoda3VXHfPmrI9rooyGwghqGutxjB1rJw97u2O7T5NdDBedgVbZxqfHuCmugfoz3YylO/BlhaH4q/TkdzP3OAymv3z8esBcmNXkyWSgWwXB2Ovk7YTDOV66M4cpzt9/HxHAwCvFuC6mvfS7J+vXkNnKCklo/lTZN14UduFjAaMGR4YUmVRlakicelKbaUns4vL/eUJdOaENtES2KAyCKaAChLMYLlMnt0vHSJcFaR1YSPhquC0V9GfiMRoiqe/8Qo//Zefk88U1zbIF/Sy4a6VhKvKt/q+dCWv/XQXyzYu4L2fvAXDnJoXNtd12fvKUX76Lz/HsYssvCQE19+7hrrWqhKNTlGUc+YsbsLjNYsKEgz1jLLjZ/vZ/KlbZ+TrfjlpCSzg3uZf5NnebzKQ6wYkWTfF0cROjiXewBAeLJkHCkGC3aMvsS/6Kpabx5K5d+zPq/m5sfY+1lbeok5kZ7C8m2Qgewi3yHaGYbMZQ5Tf8kdFKUeWm6Ij8SLjCU159RDtoVvRNU/pB6aoIMFMZuVtfvbt19j36lFW3rCYDXeuYOWmxbQsaJiyieiVkFISHYjzg3/4GU99/eekYpdfh/R285a1sOm9a8v+Sk02nefRv32Khjk1rL9zRdHVzIslXUnX0V6++cWf0HtqsOjta5ur2PTetUWvlVYUpXhtS5rw+j2k4uN/DUwnsrz02HY23r2a+jk1JRzd7KcLg6XhDXg0Pz8f+AGnUgfPLzOQyHcEAnLuu/+eKs06NtW+jw3Vd+LV1FKtmUpKScLqpTe9q6jtTC1AlbcdTZglGpmizC5D2WPE8l3juq1fr6HKo5YZTBUVJJjhXMclMZpi6093s+uFg9TPqWb+yjmsv2MFSzcsoLI+TDDsR9O1splISynJJHMc2n6Cn3z1BXb//DD5bHGRegCv38M9j9xEbcvMuNo9eHaEL//n7/BLf/IQ192zBo+vNCcRruNy5kgPX/tvP+DIjpNF10IwTJ1Nm9eyaN28svmbUZTZrKaxkjmLmxjpjxW13dGdp3jm31/loc/dTTDiL9Horg5CaLQHV1DT2siB2Fb2R7cwku8j66TPdyp4N4bwEDIqmBdczobqu2gNLMJUV7pmNInLqeSLZJzi2gYHjFqqPO3qvVNRxkUynDtO3k2O69YBo1ZlEUwhFSSYRXKZPF3H+ug+0c/Wn+6huqmCpevns/Ta+bQvb6VtSRMVtWE0bfpSU3OZPEffOMWWJ3bxyuM7GR2IT6jyv6YJ1ty8lGvfs6rkV+UnzVhF8q/8l0cZ7o1yx4evJ1wVnNSTCcd2OLzjJN/4ix9xcNtJ3Akc24a2Wu762A14vOpKiKJMBX/Ix8pNi9j7ypGitrPyNj/9l5eoqo/wno/fiNevTp6uhCY0KsxaNtVuZnXlTZxJHaE7fZzhfC8pO0bOSWNLG4HA0Ex8eogKs5oGXxvzg6to8M/FFB5Q88MZTSIZzh2jI/58kVsKImYrEbOlJONSlNlGSknK7se5yLKti9GEWlo3lVSQYBaSriSfs+g7PUTf6SFeeXwnlXUR6ufU0Nxez6I1c5m/eg4NbbX4/B68fg+mz0Sf5HWtUkqsnE0mlSU2lODA1uO88fxBju05zVDP6BW1BWyeX8+HPn8PNU2VMy5iP9g9wtf/4occfP0E9/7izSxZN49AxH9FwRvbchjtj/HSD3fw7L+/QtfxvglVHvJ4Te555CbmLWueccdVUWYqj89kxfWLqKgNEyuyu0t0MMG//fcfExtOcvfHb6SmqVLVKLgCQgh0DCJmNasqb2BFxfXknDRZN43l5s4vQ9CFgUfz4TdCmJoXoSIDs8K5Suu7h79O0u4valtdeGgL3qA6GyjKODnSwrrE8q23S1h9WE4Kn15RwlEp56ggwVXAsV2Ge6MM90Y5urODV3+8E9NrUlVfQfP8euYsaqSpvY7qhkrCVUHCVUFClQH8IR9evwdNE5edMEopsfI2qXiG5GiK2HCSoZ5Rejr6Ob77DCf2dxIfSZLPWlcUHIDCVbf3/8odLF0/c6tGZ5I5tjyxiwNbj7HhrlVce9dKFq2dO1blfPxPSytv03dmiP1bjvLK429waPsJcun8hMakaYK1ty7l9g9dh6myCBRlygghmL9qDouvmceO5/YXHeCLDSX43t89zeEdJ3nPx29k+cYF1DZVFd1W8e3e/LqeiqVJRtO4rmTJ+vZJDyqXK01o+I0QfkLTPZSyJaUk7yZwpIVfr0LM4Kt9OSfGgdHv0Z3adr6V5XiFzAaaAteUaGSKMhsV9x6VsgfoTG1lmfmgKgo7BVSQ4CrjupJcxiKXsUhG03Qd62Xb03sRQuALeglV+AlGAgQifnyBQpZBMOLHH/JheAwMU8cwdaQEx3KwLYdsOkcqniabypFOZAuBgmiK6FCiqGrd4xEI+3jfL93GHR/eVLI1/VfCMHXW3b6cVDzL4R0ncZ13P8lwHZfRgTg/+9YWXv3xG7QubKCpvZ4Fq+bQPL+eutZqKmsjGKZ+Phjiui6ZRJa+ziG6T/RxbNdpOo/20n2ib0J1Hd6sqb2eD/3mvdS2VE1L8EVKCbLwGF1X4jou0pVv+dp1JdJ1cZ3C17lsnkwyRyaZJZPKFj5PZckksmRS576fI53I0H28r+gxHXz9BF/81X8mEPbhD/rwB734Qz58IW/h86APf8iL79zPgl4Mj1EIrGkami7QNO0dXwtt7Pt64ThP1fGWUl44ps6FYyvHju2578ux71t5+/wxfPPHbDJLOpktPOeTObLJLKODMUYHiltTPzoQ4+9/75tU1obxnTueQW/h+IZ8549x4XgXvvb4TDS9cEzPH0v9Tcf4bV8LMXXH90pU1IS48f51HN5xkmS0uL7sANlUjp3PHeDwjg7aljSxaM1cFq5po3VhI1X1EUyfeeE4yMLfwpufQ6l4IQiQjKaJjySJDSeJDcVJjKZJJzOk41nSiQz1rTX82aO/hR5QSxuUcyT9mf3sG/02zYH1tAVvIGw2Y2qBGXMiL6VL0u5n38i3OR5/Cpfizl0EOu2h2wkZ9SUaoaLMProwMIso8Gq5aQ5Gv0fQqKUleC2G8M+I9/eZSgUJFOBcMcEsmWSWwbOjb/lZYUJTyCYQQpwP/ElZ+N+5yUWpG+saHp1bH9rIQ79RvkW6NF1j+XULWXH9Iv7hD77JqYNnx7VdJpnl+J4znNjbyban92KOBWR0U8f0mni8BhLIpfNYeRs7b2PlLHKTkJkBEKoI8OBn72LphunJzshl8hzafpLoQHxssj82IT038R/7ujA5HZuopnM4lnP+709eZJL75qBCsQUcodBm7pUf7Tg/+Tw/udcE4vxE9a2TU9NrnA8e+IO+t0x+zwcUQt7z369prGDlDYtLetwd26HreB+dR3ouTPRTuTdN9AsfzwdYxoIt+Zx94Vi+LWhzseNdrGw6z/Zn9r0tiCLedLzfeYwNj1E4dm8KHPiCFwsqFD4PRvys3LSIYEV5V5oXQrDx7tVseWIXO57dP+H9pGJpDm8/ybHdp/H6TEyviWHq+AJeTI8BohCgtPI2Vs4eC75dCLw5jlv4aDs4Y7/zNwuEfUjVRV15G8tN05fZy2D2MEdjT9DoX01L4FpqvIuIeFoxtfJ8z4ZCyvNQ9jD7R79LZ2pr0S0PASo9bbSHb0MXs2OpgZp2KVNDEDTq0YUHR44vCzZu9bB18Essyt3D3NBNVJhtePTybYM+k6kggXJZ0pU4kzARvRKBiJ87P7KJj/7OZiprw2UbOXRdSSqeYfnGBXz89+/nn/7zdxnqGb38hmOklOQyeXKZiS0ZmIhA2Mf9/+EO7vzI9GVnxIYT/L8/+R4n93VOy/1fipQUrrRfusD5hK24fhH/86d/QCn/pK28zfPf3cr3/vbp0t3JFXBdCa6DM7mJRwBEqoP81Y9+lwWr2iZ/55OssjbM+3/5Djr2dzHcG72ifTmWQ9pyIJGdnMEpyiWcO0NwZJ6UPcDJxHOcSrxI2Gym2ruABv9q6v0riZjNGMKHLs5ltkzPe7mUEkdaJK1eOhLPczzxDAmrl4lc7TCEj/nhO2dVVwMVBlSmghCCau9CPFqoiE4ihWKHe0f+nZOJ56j2zKfKO58KTxtBox6fXoFHC6AJ8wpqxRRem4QQFP7TEUJHEwYa+qx5nl+OChIoZS9UGeT+X76ND/zaeya9G8BkO9eSUtM1Nt69mthQgm/+zycYLbK12VQxvQa3PrSRB37lDgJh3/QNRIJ0i1v/OVu4U/G4JZOScTITua5kAkkk00LTNVbduJh7P3EzP/j7Z8mmx1fxWVGm28XelV0cYlYXMaubrtQ2PHqQSrONev8q6nxLCBoNBIxafHrFlC1LkNIl5yaI5s/Qm97FqcRLxK2z2HLiwbRG/1oWRu6eMUsrxqN8z7KU2abWt5iw2Vx0u1GJS8LqIWH10J3ehi68Y8FHAw2NcxP9YgkoBAOEiS48ePUwPr0Cv15F2GwmZDYRMGoIGDX49So0MXun0rP3kSkznqYJ5ixp4uHP38uN96/DF/CWdYAACkGC+Eih36vX7+HuR25CSvjmF39CdDA+zaN7K3/Iy10fvYGP/d59VNSGp3s4iqIAvoCX+z5zO8N9UX72rS049tUZPFNmE4ktM9h2hrQ9RE9mF5owCep1RDwtRMxmIp45VJhzqPC04hs78RZoCKGPXckrFEMczzmAlJLCfw5Sukgcsk6M0dxpBrOHGModYyh7dGxScmURxIjZwprqjxMyGq5oP4pytfJoIRZE7mIwexjJxFI2HWnhTGCZ0EQIdIJGLWGzhSpvO43+NTT6V+HVK9Awyn6eUgwVJFDKUrAiwDW3LuPhz9/LgtVtGObMidBnUzmsnI3HZ2J6DN7z8RvwBT185/88ydkTxbVUKpVQRYD3fvIWPvT5e4hUh2bVi5qizHSVdWE+8tubyaXzvPqTXVi5qTn5UZSp4kqLhN1Dwu6hB4EuvBiaD0P48OmVBI16QmY9QaMev16FVw9jaAF0YaIJvRBAQAMhkNIFJK50cKWFLXNknVFS9iBJq59Yvouk3U/eTZF3kxOqOXAxfr2alVUfpt6/suw7OkgKdXlcaeFKG5fCR0faF74nbZyx78fzXdjjXCN+ji2z9Gf24zeq0THHrsYa56/KasJAFwYaF74uBILU+cfVTKDRFryRrsBrnE3vLLqryFSTOCTtfpJ2P32ZPZyM/4yw2cTc0E3MCd5ApWfurGmDqoIEM5jQBKa3UOn7UlX0ZxLTY7Domnm89xdvZtPmtYQqZ14xklwmTyaVwzNWTdwXKFyxr2ms5N//+485uus0jl2iBe6XIQQ0z2/g4d+6l1s+cC3+YPlnZyjK1UYIQdO8Oj7zhQ8RqQnx9L+9MuHWpopS7iQSW2axnULKf9LuYyh35B230zAwtHP1DPTzV+1cWcgYcKSFLbM4svTLdEwtwIrKh1kU2YwupraWTyFTwsGReWw3iyWz2G4Gy81c+CgLHy03e/5z281iyxyOzF343M1hj33tyHOfF25T7GQtaffzQu+fjgV8vBjCi655MYTvTZ8XfqaLc58XAkOm5sfQ/G/53BS+wkfNN/YzP7owx37/5R2UUcZPCEHIaGBdzadJ2YOM5k9N95DGTeKSc+PkcnGGcsc4Fn+KBeG7WFzxPsJG44z/O1VBghnMH/Dy0d95H83tdex8/gC9p4dIxYpvnVUOghE/c5c2c+P967np/euoba5CN2ZO9sCb5bMW2VSWipoLfbWFEKy5ZRmNc2v58Vdf4OUf7WS0Pzala6WDFX5WblrMw5+/l6Ub2jFM9fRXlHJW01TJL/zB/bQubOSJr71E59Geq7a2hKK42OTd5HQPA69ewdKK97Os8gGMaehm4MgcB6M/4ET8mUL2BA5SOkicQsAEB3dsmUUhgFK4zVSUI5S4haUlTmacWxSWkhSyQ/Q3fdTGAkH62JKTws/8ehU3N/wnIp7mkj4OZWoJIaj1LeW6us+xffDLjOZPTXjpwfSRJKwe9o9+h+7UdtZU/wJzgtdjaNNY7+sKqVnCDKbpGvNXttK+ooX7Pn07+7ce48DW4+x/7Rjdx/vKPrtACEG4Osiam5Zw3b1r2XDnCirKuHPBeOWzFtmLXPXTdY3m+Q18+r9+iPV3ruTJf32ZXS8cLHknA93QWLR2Hu/95C3ceN86QpXl3QpOUZQCIQSR6hD3feY2ll07nye//jJbfrKL2FBiOkc1jfc9fhdreXqx95aJtEadTDP9/e5q49UqWFv9CEsrHpi2to4Sl5Q9MKOuuL67c1kRzrkvLymjjUxJpogy9TSh0xK4ltsaa9gz8m+cSb067raI5cSReYZyR9gy8L9ZWflhlld+AFMr76Lr70YFCWYBIQS1LVXc9sGNbHrvWkYHYvR0DHB4RwdHdnbQ1zlEKp4hHc9MaWu9t9MNjUDET6Q6ROuCBtbfuZLlGxdSP6eaUGUATZvZaTnnWDn7ksfZ4zXZcOdKFq2Zy9E3TvH8o1s5tus0w31RrNzk9IDTdI3K2jDtK1u58b51rL9jxYzOzlCUq5kQggWr2/jlLzzMnR/ZxMs/3MG+V48y0DVMOpEpaUaSEAJ/yEuwIkC4KsjqG5fMiNeRlB1jX2wL3eljhIwq1lbdQqNv7jsq0O8afZGdIz+bkjEJoeHXg1SYtbQFljInsIhKTz36LKqKP1sJNCo981hd9THaw7ehT0MGgaLMfoIKTxurqz+O36jhWOynWHJmZkhnnSh7Rv6NnJtgTfUj+PTIdA+paCpIMIsIIfAFvTS119PUXs/6O1fiOi5DPaOcPdnP2ZP99J4apL9rmJH+GMO9o4wOxMlnS1MU69xEta6lmoa5Ncxd2sK8ZS20r2ylYU7NjDjRnAgrb5PPXjoYI4Sgsi7CdfeuYf2dKzhzuIc9Lx/myM5TnNzXSX/XUNFVzYWA6sZK5q+cw+Jr5rHyhsUs37gAr99zJQ9nSgQift77yVsY6S+vDhBTob61mlIHmHVTZ+2tyzC9U7t2thx4fSZV9TPvzfnthBAEwj5WXLeQFdctZPDsCPtfO8aRnR10HOii82gviZHkFQcMdFOnur6CupYq6lqraWirZc7iRtoWN9O6qJFA2Dcjrojsjv6c5/u+gzV21XEg28kH53yesFn5ltvFrWE600enfHzbhp+myTePTbXvY1XljXhmcEoqTEUi+/TRhcmc4CbWVn+SGu/CGb/OWFHKUd5J0pfZR29mD/2Z/YzkTmLL8S5bKU+2zHA4+kN0YbKm+hcwtZmVyauCBGNc6RKz0sTyaSSSiBmgyhNEm+FvBpquUT+nhvo5Nay9dRmO5ZBOZsmmcyQSaU4O9TI6HCc2nCA6lCA+nCQVS5NJ5ciksmSTOXLZPI7t4tgufmFSa0YwdB3Do2N6DAyPgS/gJVIdJFIdoqImTGV9hIY51YSrQvjDPoJhP8GIH6GJGXGCeSUc28HKj38tlWEaLFjdRvuKVpKxNNGhBCN9UbqP99F7eoihnlHiIwnSiSxW3kYg8AZMvAEvwbCf2uYqmtrraJpbS11rDZV1YSLVITR95lQNDlUEuP+X75juYcxapsdgw50r2XDnyukeijJJ6lqquePh67nxvnX094xy/Fgvg2MB4cGzo0QHY8SGk2SShdcNO28Xit16DEyviek18Ad9VNSEqKgNU1kboaohQnVjJbV1Edrb6wlXBvAHfTOqu8w5fZkzb6nO3pftJO9mgMppG9Pb9WZP82Tvv5K0o9xY+34MbeYG8WbGO01xNGFSac5hccV9zA/fiV+vmjHvqYpS7qSUuNgkrX66Uls5nXyZaP4MWSfKbAo72jLLoegPCZvNLIrcgyZmztR75oy0hKSUdCT7+cqJn7EvegZXOqyqnMun5t/Byso2xCx5+xNCYHgMItUhItUhyBp8dfg79AWjEJDI1gvrM8+v05QakrG0OgmrG1bwn5Y/RFD3veWsoPC+KRBibI3l2Mer8Q3VdSXSLb4ehKZrRKpDhKuCzFnUyOqbliBdiZRv/n2M3XjssIo3HWehibHvXX3HXFGuVl6/h4F0ji/9eBsj0XSh8rmUyJAJwco3ZRZI3vyiLc6/hkiIJhCxBKKjBwQsm9/IX/zu/YRnYHeZc8JmBZrQcWRhCVfIqJjyKvTjkXVSvDb0U+q8rSyLXDtDr1ILIp45tAavpz+zH8tNTfeArlCh2vr8yJ0sibyPsNmsWvUpyiTLOMN0JF7kWPynRHNncJmc5bblKO8mODD6KLW+JdR4F073cMZNBQkonDo92rmFVwYPnf/e60PHCBhe5gbriJgzKz1kvCQS23WwzxWMEbzL5YA3nVgaY1eiDPWncylXkvJ77kRECAEz8XxRUZQpJaXEsl3stxerHQvYjn3x1m3e/FHKc58AYDvOjL+Qs7byVkbzg/RmTuHXQ2yqfR8ho+KS2ywMreGG2vsxSnSlRyLJOim6Myc4FNvOSL4PiUvSjrJt+GlaA4sIGzPvarUQglrvYm5t+COGcyfpSr1Gb2Y3KWuIvJso+77nBQKPFiRitjAvdAutwetnVb9zRSkXtpulN7OX/aPfYSBz8IqWFBSCdzoaGld2wiwpvEJLpHRL0g0klj/D4egPua7uczNm2YGa6QFZJ8+R+Nm3fM9Fcio5wEguOWuDBIqiKIoyGzX42vjgnN8g52QwNBOP5h87kXx3VZ4G5odWYpQ040CyNHItyyIbear3X+lKHwPgTOoIA9lOwqGqEt536Qih4dOraAlsoMm/hqwbYyBzkL7MXkZzp4hZnaTt4bILGGjCpMKcQ61vKU3+NTQHNuA3qtAwZlywRlHKXd5NcSz2Uw6MPkrSHqDYibiGQdCsJ2w24der8emVePUwhvChCWNCmd+F0ICLlC6OzOPIHJabIe+myLtJck6MtD1C2h7Cltmi93+Oi0NnaisLI3fT4Fs9I15fpiVIIKXEke755EddTG8alyUdbPeda8gt18GRU/eG5kgXd+wStC4EgtKm61eYQf7j0vsZyMZIWJnCPztD3EoTtzL0ZEYYzF19heRKyXFdhkdTWNa71yyojPgJ+D0lf05E4xlSmdy7vkb7fCaVET/6LOk6oSjK1UMIDY/wFVUQ0KN5S/6+CwJDaLQFFnNr/UN8v/PvyLppLJmjM32M+aFVCGZeDQi4kAWnCw9BrY728G3MDd1ExomStgeJ53sYyZ8kmj9DLN9J3kmOnZRbODJf0r7oAh1dmOiaF48WIGLOoda7mDrfMio8bYTNRnThLasTdyklVt4ml7WwcjaO7eA4LpaTITrqkEn6EJqGpgl0o1AjyhyrFXVu+eFs49VCaCUI4gkEXi1M2Gwe9zYaOh4tNOljmSx+vYqI2VJUYK5whbs0fzsZe5QD0Uc5HP0ReTc57u104SFkNNAcWEdzYANhs5mAUY1HC6NrnpIsCZey0JrTcjNYbpqcmyBjjzKSO0FvZjdD2aNknWjRQc+0PciZ5BZqvUsxZkCHlGkJEmRdi+f69hG30gR1LzfXL6fGG56OoQAQ0L0XzRao9gQJGVNTcdiRLrtHT3F0LKPhmqp2lkVaS3qfXs3g5rpluFLiInHHghQuhTWt3+t8ja91PD+lgZLZLpHM8YUvPUlH1/C73ua3Pnkbd9+0rOQV77/9xE6eeOHA+cDU292wrp3f+uTtREIzu+q2oijKeExthwFBi38hrYFFnEjuBWAg24Wc6es83kYTBkGjloBeQ613CXPlTbjSxpZZUvYASaufpD1Ayuon44xiuek3/cucDyK4Yx8lztgJvDt2rCQCHU3oYx8NDM2LKfyYWgBTC+DVIwSNWkJmExGzhUpPG369Gk2YY3Uqyqd+kpQSK2dz9tQgXR0DdJ3o5+ypwUIB49E06VShEKlDFt2zBo/PxOv3EKkKUNdYSW1TJZGmSupbqmhsq6G2sQLTnEVJw0KUZGKuCZOllQ+yKHJvEWMBQ5Tv+dG62s+wtuYTRV2sL1UafN5NczD6fQ5Hf0i+iJolYaOJ9vDtLIzcTdhsHptYl/75KoRAYODVw3j1MCEakB5JU2AtSyruYzB7iKOxJ+hKbcUe66AzXj3pnayo/BAhrb5Eo5880/LKcTLRx/878TMGcjEafJUsjjRPa5DAEBrvaVxDR7KflF1IJan2hrizcfWUjSthZfhe5xZeHijURfj1RfeyJNKCXsKiiWIsW+HdAs4+vfyKPM10UkoSqRyxxLuvwcpfIstgMmWyeaKJzIWiiG+TzuTf9WeKopSPBXPr+L3P3MlINEU8lSWZyhFPZkmkcySSWRKpHMl0Dtt2cBxJzrJJZy7dpvVq5NGmrr2jEIKgEaHO13o+SJCwo4V6NuUxX51UheMqxk7yvXgIEjBqqPMtAzg/8bfdLLbMYLkZbJnDldZYkMDClTaudMeu3sm3BgnG1iYLoWMID4bmwxB+TM2HqYUwyixL4O1cxyU+mmL/tpNsfXY/Jw6eZeDsCLnM5VpUO0AWiAN9AAhNUFEdpLapisbWKhavmcs1Ny2mcU41/qB3RnU+mipCCEzhw5zhrUjfzKMFgOlfLm27eU7Gf8ahIgIEGgYN/tWsrf4Ejf7V6Nr0t/IWQqBjousmLYGN1HgXs2/0WxyJ/hhLpse9n6TVz1D2MCFTBQneQUrJkXg3Cbu8el/e3bQWv+5h9+gpQLKxZjE31i3F0Eqf9ielZCSf5ESit+T3pSiKMhls2yFn2eeLdArANA08M7Bd3kxXFfFz68ZFuK6L48o3fbzwueO4pDI5Eskcbxzo5J+/vxXXVUHANzO1wlWqqaKh43vTlbtCi8ar83dSuGih49GDeJi5XTUmIp+zOLDtJE99eyt7XztBKpG5ouemdCXRoSTRoSQnD3Sx46XD/OTfXmX5unm875EbWHntgpL8mbuuSzZ94eKCYeh4fKYKSFzlRnLHORj9Hnk3Me5tWoLXsrH216jwtKGJ8junEELgMypZWfURElYvp5M/H/e2tswwlDvO3PAtZd89b8qDBFnH4kj8LBmnfK5iCCEIm342t6xnc8v6Kb9/CXSmBunLRKf8vhVFUSbi9T2neernB8nmC22LdE1j820ruO26RdM8sqtPoQ0qaJp+mTf1QmZcMp1DEwL3Kp2QvhuP5pvWkzaVuXV1kVISH03xzHe28eNvvMJwf2zSY0RSQi5jMXh2lFd6o2y4dRkrri1NKKy7Y5Bv/92zpMYyJdfcsIjNH78Bf7D8114rpWG5GQ5FHyOW7xr3NrXepWyo+Q9UeuaVdYBJIAjo1SyteIC+zD6yzui4tnOkRSx/BsfNYZR55sqUBwmG8wk6kv1TfbdlzZUuB2Kd6oRNUZQZwXFctu09zcs7TuCMXfHSdY21y1qmeWSKMnGeKW53J5HY8kI6uVEGKbXK1EnGMnzvyy/wzHdfJxkrfXZt64J6llzTVrJ6R4d2nmLb8wfJpAprtCNVQWx7apZPKuVHSkl/5gA9mV3jLvDn1SKsqvowVd75ZR0gOEcIjRrvQmq9i+hObx/3dlknSs5NqCDBm0kp6c9GOZ0amMq7LXs512Z/tHO6h6EoijIuo/E0HV1D5wMEijJTCcT51ohezT+lmQS2tMg6F9bo+vXgjDgxVq5cNp3jqW9v5clvvnZ+Uv0OorCEy/QaVFQFqWmswB/04vGa2LZDNp0nncwyMhAnncji2C627eA675yQaZpg/a1LqW+pLsnfmOu4HN51mlz2cjUUlKuFLTN0praQtofGvU2DfzVzQzeX5RKDd+PTK6n2LqInvQsXe1zbZJ0EeSdJ0Kgr8eiuzJQGCRzpcizeU1ZLDcpBZ2qQ/mx0uoehKIpyWVJC70Cc7r7odA9FUa5Yk7+dDdV3AYIqb8OU3rflZknasfNfh40qZmXVQuUdDu48xRP/9uq7BghCFX4WrZ7DNTcuYcW17VTXRTC9BrquITSBlIWJueO45LN5hvvjnD01yMmDZzl1uIehvigjA3HssULIFTUhNty6DI+3NKf9I4Nxuk8OXDRAoVyd0vYIPemd4769QGN++I6yv7r+dkIIKjytGJqXvDu+IIEtsziy/OfCUxYkkFKSd232Rk9P1V2WvXPrDw/Fuohb46+MebU4d3zOtWcsVD++QBOFK0CaKJ/2RYoy27muy+mzwwxHx9/GSFHK1ZLIepZEpqMWkSTrpBnNX8isrPE2lX0hK+XKZVI5nv7O6wz1xd7xMyEEbYsbefhXb+e6O1cQqhhfdfqW9npWX78QKSXJWJquEwMc29fF7lePcnjXadqXNrN8Q3tJzpWklJw9NUjfJVo7K1ef0XwHCatv3LcPmY3U+ZaWcESlc66l6nid69ZS7koaJLBdh7STI2FlSNhZzqQGOBzrfsttLNfmRKIX2x3fuiUhBPW+Chp8lUWNJWVn6UwNYo3zfgCqvWFaAzVF3c/luFKSdfIk7SwJK8NIPslrQ0fIvi27ojcTZX/0DNo4TxhCho85wVpMbXb0w3Wky0guwZnUIAdjXZxK9TOQjZGyc0gkAd1LnTfC/FADSytaaQ/WU+uNTEk3CkW5mmVzFoeO96nK+IpyJSRk3TSWmyNkVCIQNPvnqyDBLCel5OTBbo7uOYO8yGto+9ImfuVPHmTltQvQDa3o/QshCFcGWb6hnSVr27jt/dfQ21mYvPv8pal54Touncf7iQ6Nv3q9MvsNZY8iZTFzroV49UgJR1Q6huZHMP75h8Qdd52G6TSpM0opJaP5JCeT/ZzNDNOdHqY3M8rZzAh9mVFiF7laPpJP8leHHhv3fZhC51Pz7+DTC+4samwnE338l33fYjAXH/c2D7Zexx8u/0BR93MxGSfP6eQAXekhutPDnM2M0JsZoSczwlAugSPf+Yfyw+7X+WH36+O+j/VV8/mvqz5KrW9mPsHgQuZAws7wQv9+nuvbx8FoJ1n3Emvc+sGjGSyNtHJHw0rublpLpanWdSpKqaSzeQ6eUO1aFeVKVZi13N/yy0Ah1bY1sEi9d81yruNyfH83wxfJIgiEfTzw6VtZce38CQUI3k43dCprw1TWhq94X5eSSeU4trdTBY6V86SURPNncBl/kCBitmBq48ucKT/F/e1rmGhT3zugaJM6wrxr89OeXXz3zKuknRxZJ6/q9QPH4j38j0OPMZiLk3HyFw0KKIXsgcPxbr5x6iV2j3aQst+lmM/b5F2bfdHTHEv08PrQMX6x/TZWV85FV1kFijLpTnePMDiSnO5hKMqMJoQgZFSwKHzNdA9FmULZdJ4zx3ovOqFuW9jAupsWYxgz69wlGc9wdK8qvq1c4Mg8GWeU8U6eBToBvXpGTJwvxnIzyCICIrowi1qeMF0mN5MASdxKM5xXKUdvlnXzDObiJO3sdA+lbLnSZfvwcf7v8acm3CIz6+R5ffgYPZkRfnvp/WyoXqiWHyjKJDtwrIeMqmCtKIpStHzOYrA3+o7va7pgzsIGahorpn5QV6jrRD/D/e/MjFCuXpabwnHHd6EPQBcGphaYsZlUGXsER47/vEjXvOjaVRYk0IRGg6+C5ZHWi/4879qcSQ1ivWmNiil0WgO1+PXxHSxD06nzFp9S3x5q4I9WfJDhXIK4lSZhZYjbmcJHK82p5AADudK8yIUMH0sjLaQvcmXcRdJ7kaUY9d4Kar3jTxGbF6qfsRNiR7rsHjnFl449yZm3tcf06x6a/FUsCjczL1hH2PDjIonmU3Qk+zie6GUgG3vL31Rneoi/O/pTfn/Zg6ytbldrPBVlkmRzFkdP9ZO3yr/gjqIoSrlxbJdM8p3ngrquUV0XmVGTJCklju1yYHsH+dzMCxy7buF3kUnlyOUsHMvBdSVCgKZrmB4Tf8CDP+TF9Bhl8btxXUk2lSOVzJLP5rGtQlFvTRMYHgOf30Mw4sPjNad1vI60ilpqABpCzMwsAild4lZXUUERnxbBo4VKOKrJMam/EVPofGDO9TzQuvGiP+9KD/O7u/6Fvje1+6v2hvhPyx9iWUXLuO9HE8Wv1QoZPq6vWTyW+FKokn9uDbxE8uUTz/Ct068Uvd/xWBaZw/9Z90sX/VnWsfjfRx7nmd49b/n+B+Zcz8fm3oQ2zie5QKBP4LiUg570CP/S8Tyn3xYgmBOo4aE5m7izYRVVnhBCXJjuSwpFIM+kBnji7E6e7NlFws6c3/Z0aoCvn3qRtmAdNUUEWxRFeXe9AzG61RUjRVGUCbv42n0xKXUISs3K2wz3xRjoGaW/e4T+7hG2PLMPO//OCWHn8T6e+MareH3FF0z0+Exueu/qktRTyOcsTh48y5E9Zzh1qIezpwYZ7o+RSmSwcjaaruELeKioCdE4p4Z5ixtZvKaNxWvaqGmYvEyPEwe6ObCjA9e+sAS5prGCG+9djWG+9aKf67r0dg6zb+sJju3t5MyxPob6oqQSWRzbwfQYRKpDNLRUMX95C0uvmcvKaxdQUTM9NbrGZllF3N5FzoBq/xeTdWKM5DpwGf/4fUbljCjSOKlBAiEE+iUmq4bQL3JVV2BoWsmr8p97krz5/+c+SCnRKN2LsyYE2rtEyGzpXvRKty4EhqbP2In/eOUcix91b+NA7K3r2ZZH5vCbSzazsqLtXTMkdAELQo38ysK7qfdV8I1TL53PyJDA3uhpnundw8NtN2DO0CwLRSkXUko6e0fpHxx/8VdFmcmklLg4WG4OW9pI6eJSeM8utN/VMTUPhvCUxVVGpfxpunbRLgOu6xIfTSGlLJu/pXzOYuDsKH2dw3SdHKDzeB89Z4aIj6RIxtIkYhlymXfv9X58fzfH93e/688vJVIVYOk1cyctSCClJBnPcHB7B889toMT+7sZ6ovi2BevEZZJ5RgdTHD6SC/bnjtAuDJAy/x6brx3NTfes5r6lio0/crOzw/s6OBr//0nWLkLk8u2RY2s3rSQqrHH7TouAz2jPP+DHbz27AHOdgyQu8hyv1zGIhnL0HNqkN1bjhGKBJi/rIk7HrqW6+9aQaRqaoMFuvAUVV/AlRY5N46ULmIGzXsKBftPM5w7Pu5tNEzCRtO7zgvLSfmPUJm1pJQcS/TwYv8B8u6FF8kaT4hPzb+d1ZXzLptJIYQgYHi5r2UDp8ayCs7JOhbP9O7m9oaVNPmrSvY4lCsnpSSayDA4nCQaT5NI5cjlbWzHQSAwTR2/z6Qy7KemKkR9TQiPWf4vX1JK8pbD0GiS0ViaeDJLOpsnl7dxHBfXlWiahmFo+DwGfp+HcNBLRdhPdWWAgK88Jh9SSkZjafYf7SF1iZPC2eLc3+PAcIJoPEMimSVvOVi2g6YJTOP/Z++/4+O87jtf/P2U6TPAzGDQe2fvnaJEUb1ZsmxZcYkd23ESbzbZzd7N3d27u3fv6/723s1mN1vuOnGaHXc5liwXSVanKPbeSRAE0XvH9PaU3x8DUKIIgABm0Mjn/TIMCjNz5sw85ZzzOd/v5ytht5nJdlrJ8TjJ9TqxmJf++WgwMzRdZSTRT2+0jZFEH8PxXsJqgIQaJaknkRAxiVaskh2POQ+vuYBcawkF1nKs0nJ15zZYCGSTRHbO7WHGqpLaKY5FEtgclkXo2e10NQ/wZ3/0AwZ6xtBUFVXRlmUFA03TaL/ex6+/d4gjb10k5I/ejCSeCboOgdEIgTNt3Ljcxcn3r/L8N/ay8b56zJbM3vcjwSgDXSN4fC40TePKqRZ++pfvcfH4DZTkDMP3dQj5I1w83kzTpS6unm7l+d/dS3ldQUb7Oh2yYJnVIlhHI5jsRdHjmATbPPYssyh6jLbQh0TVkRm/xiTa8FnrlkUqtDGrMVg0YlqSQ4MNt6SfiAjsy1/HJm/1jFMtAFyyjccKNnB4oIGxZPjm35tDfVz1dxoiwRJD13UisSRDIyEuXOvi4rUeuvpGGQtECUXiRONJkoqKqqbyA2VJxGyScdjNuBxW8n0uVlTls3VtOWVFXlwOC6IoLPqCWtd14gmFEX+EprYBLjR009o1zIg/TCgSJxJNpsQPRUXV9Ju5hNL4wtM8LhQ4bGaynFZyvU5qynOpq8ijtNCD02HBbjUhiplV2nVdR9chkVSIJ1I/o/4InX2jtHeP0NEzSt9QgM7e0Snb0FSNX++/xOnLmXG5LszN5g9/+37scwhVnS26rhONp87Hi409nG/ooqt3lNFAlHAkTiSWHD9mGoIgIEsiFrOMffw4+TxOVlUXsGlNGZUlXlwOK1Kau0wGC09Ci9ETbeX86Id0Rq4zmugnrkXv+DoRCZfJQ56llFXZ21iRtQ2nnD2n1EiDuxuLzUxhec6kj3Xe6Kf5Shert1Yt+lgGqdQC/0h42miBpU4yoXD2YCMvfetdmi6mX6YxGVe4ePwGXS0DfOYbe3nyi7ux2DKX/x+LJuhuHaR6dQnnDjfy3T97nfamPvQ59jsajvP+q6fo7xrha//6aWpWl6QdATETTKJt1uH0g7FrxNQxTOLyEAl0XaMncob20MFZvc4qufFZV8xTrzKLIRIYLBr+RJgTQ43juUspPGYnu3JXYJdmtzAQBIFyRx7VznzOjLbc/Luqa5wdbeGhgnUZ67fB3NF1nVhcoaGljwPHmzh+rpWhsTCJpDLl4K3rkNBUEkmVUCRO/1CQ5vZBTl5s5xfvXGBNXREP76pn89oy3C7bok2ukopKY0s/R862cPRMCz0D/vFoiOlLnmqajqbpJBWNSCzJWOCjRYkoCBw40YRJlijIzWJ1bSEbVpZQX5lHcYEbU5qlskKROAPDQYZGQgyMhOjuG6OjZ4SO3lGGR1PHJalqKIp2x50XHejoGaWjZ2ohYTZUlfpQ7/DdZYJ4QuFaSz8HT97gyNlmBkdCxBPTnY/6zfMxGE6dj01tg5y+1MHP3znP2roi9u2sZ9u6ctxZi3c+GswcHZ1Q0s/pkXc5M/o+/sTwrEy3NFT8ySH8ySE6Ite4FjjDfbnPUO5YhSQYqW4GH2G2yJTXFWC1m4lFbl18D/aOceBXZ6moL8SZbUSkpIuiqJzcf5Xv/tnr9LYPcqfgAdkkYTLLKEmVZGL6/PKRgQA/+/b7aJrOU1/anbHoj3g0QU/bEE0XO/n+f/0N7dd7J+23JIs3zQkT8eS0UQaqonHp+A1+8Bdv8nv//lnKauY/okAQRFxyIQLSjEsDjsZbGY414TIVznPv0kfXdfzJTi6N/pSwMjSr1+baVmKVlkcVE0MkMFg0rgd76Y2O3fK3Apub+qyiOU2sPWYHRXYvZ0dbbrFLaQr2kNSUefe9MJgaXddRVI22rmF+8e5FjpxpZmg0dMdBe8r2gGRSZcQf4eCpG5y90sn6FcV85vENrF9RjHUBnX01Taerb4xfvX+Rgydv0DMwNufPdVvb45EJ8YTCjfZBbrQP8vahqxTnu1lbX8Rje1axfsXMTV8/yW8OXOG1/ZcYHgsTCMWWZSjpXFFUjc7eUV57/xIHTjbRPxScVQjqJ0kqKmOBKIdON3PmSicbV5Xw/KPr2bS6DLNJMsSCJcxYYoj3+n7CZf8xFP32XVNRkJCQxyMDBFKygo6mq6i6covQHdeiNAZPM5LoY1/+51idvQNpGeSeGiwMgiBQs6aEwnIfrQ09tzymazofvn6OgnIfz/z2bszWxXWo9+Rm8fRv7yZ2h0iCI29dpL/z9nDrstp81u2snVNIvsVmxu2bu/u7pmmcP3ydH/zX39DTNnjb44Io4HBZqVqZMvkrryvAkWXDZJJRFJVIKEbnjX6unm6lpaGH4FjktvHBPxLmH//qPZzZdh7+7FbkNEV7gGRC5dKJZi6fbKG1oefmXMJsNZFb6GbN1iqq15TgK3RjscggCMSjCfq7Rrh0soWrp1sJjIRuG8s1Tef8keu88tcf8Hv//lkcCyBge601iAEJVZ+ZSKCR5FrgNQrtG7BILlii4fi6ruFPdnF66O/oj15iNgaNsmCl3HEfsmCdvw5mEGPkMlg0rgW6iGsfGbAICBTaPGSbHHNqTxJEcswuZEG6pSRiIBllJBEi3+pOt8sGcyQWVzh46gY//vUp2rqG77i7PltCkThHz7XS3DHIMw+t5dmH1+NZgEFQUVQuXe/lOz87yqXrPSSV2ZT8mRuxuEJzxxDd/X5KCjxpiQS9g35au4bvKXEAUtEDJy608aNfnuR62wCJmeZ6zpBINMHRs600dwzx/KPrefrBtbizlkcI5b1GUktwbOh1LvuPonyszrVJMOO1FOI15+Mx55Ele7FINiTBhKarJPU4YSXAWGKQ0eQAw/FeQsrYzdcPxrv4oP9lsk0+yux1y8qMy2B+KSr3sXZbNR1N/aifGDNC/iiv/t0HKAmFhz+7FV+Be3E6CfgKsnnhmw9xJ9W7rbF3UpGgamUxL/6Th3DO5d4nCHPO99d1nZ62If7xr96js2XgtsclWWT9rloef3EHq7ZW4nDZMFtSJQ4n5gyappNMKESCUS6daOE3Pz7CldOtt+3Yh/xRfvGdA1StLKJ2XWlG5hxXTremTFPHx2VvfhaPfGYbD3xqI3nFXixWE5Is3nwvXddRFJV9n97C9Ysd/PI7B7lwtAnlE+eWqmgce/cS63bWsPfZTRkRNabDZ6nHJDpQ1Zmnq/RHL9Lof51V7ueRxaW3kNZ0leF4E2eHv0tP5DQ6s5vL5ljrxlMNlqYA8kkMkcBgUVA0lfbwEMmPGRaKgkC2ycFYIpRGy+M3+Y+NaXFVYSwRNkSCRUDXdfzBKK+8dZ5fvHuBUX9kXt+rbyjID35xkq7eMb7y/HZKCz3zJhQoqsaRsy385Y8O0tU3Ni/vMR3ZTiub15Qu+PsuZ3RdJxpL8qv3L/KzN87SPxyc1/fqGwzwnZeP0Tvg5+sv7MKTbTciCpYQuq7TErrEhbFDNwUCEYkyRz0b3A9Q7liBx5yPSZw6/U3TNcKKn/5YB1f9J7gSOEZISZUJHYh3cmL4LXItJdjlpV8T22BhkGSJR17YxvmjTXQ09d32+OhgkJf+1ztcOd3CE5/fxZrtVTizbBn3orkTU1Vi+CRT+a9IsojFZsZqX1gjxkgoxhs/PsrVM2235fLbHBYe+ew2Pvv7D5JbNLVXlSgKWKwmLFYTe55aT+3aEl761rvs/8Xp2yoidLUM8Mt/OMgf/IdP43Knf4//uHBUVOHjK3/6FDseXo3ZYpr0+YIgYDLJmDwyWx5YSXFFLi/9r3f54FdnJhU13vjREVZvraKwbHJvjEzhkHPJs66iI3xkxq9JahEujr6ELNqozXoCWbAsiTFT0zUSWoDW4AEaxn7JSKKF2UQQAJhEB1Wuh3DIuUviM80EQyQwWBTCShx/MnzLJabqGm/3nuPo0LU5txtKxm4RHlLtqsTV20vGGMw//mCUf3zjLC+/eZbIJGV7piNl6CfeTFWYKfGEwvvHGgnHEvyTL+yhpNAzKxPMmaDrOg03+vjOz47OSSCY+GyQEhvmEua+eW0ZRXnLI69tqRCJJfnluxf48a9P3eL9MBMkUUCURDRNn5VXQjyh8ObBq6iazu9+bhc57sWpW21wOwktRkPg1M1FvSRIrHBt5aGCz+OzFM4oTUAURFwmD07ZTYm9lkJbBfv7XyagDAPQErrMQLyDCnnVvH4Wg+VFWW0+z3zlPr73528QnuRelIgrnDnYyPWLnWzcXcfeT22idl0p3rws4/5xB66dbefQG+fRPnGfFiWB+55Yzxf/+WO43DP3fBAEgYKyHD73zYdSYf3Hm28ZszVV59QHV3nw2c1sfmAFmTo8dpeVz/7eg+x4aGqBYDIKynL4rX/6MAPdI1z8RF8BWq/1cvpAA898+b7MdHQKLFIWpY6ddEdOo+rxGb8upo5xfvj7xFU/tVlPLuqiWtc1Yqqf/thlbgTepidyloQ2t82FfOsaKp17EZeRT40hEhgsCmE1RkS5/aYRUmKElFhG30sHFH3+DdAMPmJix/blN8/xszfPEr2DQCBJIk67mcoSH7UVuRT4sshyWpHl1KIsGlcYHg3R3j1CY2s/Q6Nh4tMYCyWSKodPNyMi8E+//ACFuZmbWOm6zvBYmB/+6iTNncPTPleWROw2M2VFHipLfOT7XLizbFhMMrIs3vRWCIXjDI2F6RtMVRDoHwqMV0HQ0CYREFwOC7s3VeGwpbdDs66+mKSizcg5OamoXLreQ3v35KV+BAFW1xZSW56XVp8m8HmdaRszfhxF1Xh9/yV++MuTBELT32NMsoQ7y0ZteS6VpT7ycpw4bBYkSUTVNKKxJAPDQdq6hmls6Wc0EJ021SQWV/jNgSs47Ra+/sIubNaZT/gM5o+wGqAz0sjEjlC+tZyHCz5PnnX2ETqCIGCV7Gzw7CWiBtnf/zKKniCmhmgPX6PCYYgEBh9htpjY9+xmhnrGeO0Hh4lMck/SNZ3ASJgPXzvHyf1XWbGxnE176tny4EoKSrwp47olUNVnKRENx3nv1VOMDgZue6x6dQmf+f0HyfLMPqVVEASKK3N57qv303G9j7HhWyNeQ/4oB18/x9od1TOKvrjj+4kCG3fXsfuJ9ZhnOV4IgkBRRS7Pfe0BWht7CYyEb3k8Hktw7J1LPPjspnk1yBQFiWL7VryWKgZjDbN6bUQd5tzID+iLXqIu60mK7ZsxS04E5s/fR0cn9T8VRU8QTvbTFTlJd/g0A7HLJLS5RznbpBxWez6LTXJnrsMLgCESGCwKCVW5bcff4O5BUTU+OHGdX7xz4Y4CQUmBm50bK3lwRx3F+W4cNjMWs3yzpKGu6zcX07F4yv3/7NVO9h9r5GpTH9H45O1rms6x86143XZ+/7fuw+XMTH6bpuucu9rFqYvtU0YACIJAQa6LB7bWcv+2Gorzs7FZzJjNEib51kFuIvcwkVSJJxVisSQj/jDXmvu53NRLS8cQ/UMBAuHYzdTQylIfa+oKEcX0Bsvdm6rYtq58Rs8NRxP89UuHpxQJREFg18YqXnhiY1p9utmeKGAxZ2aIUlWN4+da+dmb56YVCEyyRE25jwe217JzQyU5Hid2q+mm8eDN83G8XORE2cRj51p5/9h1WjuHpox6UVSN33x4hfIiL088sGre80EN7kxCjTGW+MjUrN61Ga85PedvWTCxImsr50Y/ZDDehaIrjCRuDyk3MLC7rDz3tfuRZJHXfnCY4NjU6XjRcJxzh69z9Uwbb750jBWbKti+bxXVq0vIK/YgG+aoqfShhm6unm5FU28dm81WEw8+u5niCt+c2xcEgXU7aqhcWcS5w9dve/zqmVb6u0Yor02/eoDDZWX34+tmFfHwSVZuqmD9zloOvXH+1gd06Gzup6Whh3U7atLr6B1wmQqocT3GWLydpD67dFNNT9IdOcVQ7Bo+ax2ljl3kWVdhl3OxyW5E0jf21HUdVY+T0MLEVD9RZZiReAu90fOMxG8QU/0o+uyiDj+JSbSzxvNZCm0blt01aogEBouCioY6ST6PJIiIGTb0kAVj8FxIdF2nsaWfH/3qFGPBqW+uZpPEtnUVfPFTW1hTVzRlXqMgCAiAxSxjMctku2yUFXnYu62WNw5c4We/OcvQ6OQKbzyh8NbBBqrKfDz94BrMpvRvefGEwgfHr08bybC6tpDf/63drF9ZgnyHmsSCICBJAjZJTO0wu2wU5GaxqqaQ5x5Zz8BwkOttA5xv6OLMpQ56BwNsW1eOz+NK+7OYzTLmGS7EdR1M030WQcBsknAscP7pTOjqH+O7r6S8AabC5bDy9L41PPfwOkoLp85VTYkFYLWYsFpMeLLs1JTnct+Wav7xjbO8faiBRHLyc2MsEOWl109TX51PbfnyyUu8W1FRiGsfiUbF9pq0KxEIgoDXXIDL5GEw3oWORlxNb5JpcPfi9rl44Q/2kVfi5dW/+4DO5oFpI7smSuT1tA1x8LVzlNcXsnF3LdseWk3t2lLMFlPa4vFyJZlQuHyyhcHesdseKyr3sW3fKuQ05wBWh4WtD66cVCQYGw7RcKaVspr8tO/tvkI3a7ZXp9WOy21n+0OrOPH+FRKf2KwZGQjSdLGT1VsqkeZRsBYEkUrXXnqjZ2kLHZxDCzpxLUB35DTdkdPYJA/Z5nKyzaVkmYpwygXYZC9WKRuT6MAkWBGEVCUaHR1dT602VC2JokdRtChxNUxc8xNTRomoI4SVQSLKEKFkHyGlH3WSCjdz/vyIVLseZkX2c0vSiPFOGCKBwaIgItwmBsiCxDPFW9jizayyaZFkKhyZCYE2uDOhcJxX3jpPV+/olM+RZZHH71/F11/YSY7bOetJjSAIuLNsvPDERkoKsvmbl47Q3jP5DnckluDnb51nRVU+q2rSr787NBKiaZKSShPk5jj53Rd2snFVSdpGU6IoUJCbRb7Pxda15XzmsQ00dwxRU5absbzHu51EUuGX716kqe12l+sJctwOvvjsVp7Ztxb7HFIBBEGgsiSH3/ut3disJn79/kVi8cmFgvaeEd744DLf/MIerLPIMzXIPCIisiCT1BMICFgyNImTBROykDq2AoJRAtFgWqx2C/ue20zVyiJe+/5hzhy8xsjA7eHyn0RJqjRf7qLtWi8HfnWW1VureOBTm1i1qQKXx3HPiQWRYIxLJ5pvE1kEUaCstoCCDBj1iaJA5YoiJFm8zcAwFo7T2tCDpulIUnrffe2akrlVhfgYoiRSsaKIvGIPXc23jn+aqtHS0E00HJ/XlAMAm+RhnecLBJI9jMSbma3h38eJqqNEo6P0Rc8jCWZkwYIkmBEFE6IgfSwdYeL718ejUTV0VDRdQ9MVND2JqidR9QQ681OVShLMVLkeYr33S5jFuVVtW2yMkctgUTCJMibxVvVSFARKHT72FaxdpF4tDVLhzDq3bSboTJTonpo7jUszaSMNNE3j1KUOjp1rQZ1iN0QUBXZvruYbn9tNzhxyAycQhFQ4+t7tdaiqzn/7h/1TVk/o6BnhF+9coLosN+0Q9s7eUcLRqU14tq4tZ019UUadqAVBwGY1UWx1U5zvzli7dzu6rnP5ei/7jzVOeT5aLSY+9+Qmnnt4XVqLdkEQyHE7+O3nttE/FOTDk01T9AkOnrzBvp31rKsvMqIJFhFZNOOQsxlLDqKjk9Bmbq41HYqeQBkv7ysKElkmb0baNbh7MZllateW8of/8bNcOHKd935+ijMHGyf1KvgkqqIy1Ofnw9fOceL9K2zaU88jL2xn8/3191QawthwiNaGntv+LpskVm4qnzJacTYIgoDb58Kbl8Vgz9gtj2maTn/XCOFAdE6+Bx+ncmUxJnP6O/yFpTnkFd0uEgC0X+8jEorNu0ggCCK51lVs9H6FE4N/SUjJTPqVqicyuuufSQQkalyPssX3e9jkqSMTlzqGSGCwKDhkCzbpVnMXTdcJJOavRN5y4Xs/P86r75xnvuuoDg4H5+SqPx2jgShvHbpKMDz1ZLu6zMfXP7sTbxq5dp9k1+Yq2rqH+dGvTk2aBqBqOicvtnPxWjdb1palNWka8UdQlMnzzk2yRFmhB5uxQ7wkCEUSvPnhFYZHw5M+LokCuzZV8sy+NRnzP/Bk23nhiY1cvdHL4MjkaTBDY2E+OHadldX5GUmBMZgbdslJoa2CsWQqMqg/1kGtawNSmlOjkcQAIWUMALNopdhWnW5XDe4RLFYTWx9cxYpNFbRc7ebg6+e5dLKZwZ5R4tE7VwiKRRIcfecSDWfb2P7Qaj71lT2U1RVkZIG81OlqHiA6ydxDkkSKqzIXTWqyyDiz7LeJBAD+kTCRYCwtkUAQBQpKvRlJA7A5LeSVeFOVeT7hlzPQPUpkmrlaJhEEgTLHLjRd5fTw3xJM9jJvu1WLjEPOY2X2s9RnP72sBQIwRAKDRcIl28g23XoTVXWN7ugIuq7fM8r3ZPQPB+e1fvt8cq2lj/NXu6Z8XJZEPrVvLTXluRl9X5vFxKceWsfJC+1cun77TgLA4EiID05cZ1VNQVp580lFnbTiAKSiJMxm+Z4+f5cKuq7T0TPCwVM3pjxeXreDzzy2AXdW5gQrURBYWZ3Pjg0VvPHBlUnfW1U1zlzpoGfAT0Xx/NaqNpgam+SixrmeG8GLJPU4TcFzbPI8iMs094mdqiu0hi4xmugHwGcpotRel6kuG9wDCKJAlsfBht11rN9VS3frIGcPNXLu8HUun2whNEXE3E10GB0M8tZPj9N4oYMv/cnjbN27ElOGhNClSlfLAMokVWZMZpncQnfG3keWJaz2ySsYhANRYtH0drftDgvObHtG5hGCIJA/bmyZ+IRIEIskGBsKwQLdniTRTKVrLybRxtnh7zIUb1yYN14gBCRyrStZ7/0CZY7dCMLyF+bu7juGwZJFFiXKHT5MokRSS93UdXS6oyOMJsN4zc5F7mEKSRbJL/NRsap4xq/J8jqxOZeeedt8o6gah041E41NPUDWV+WzY2PlvLy/z+Pg0ftW0NjaTyI5eY7ZifNtPP/ohrRECrvVjDRFrmcyqTIwFERRVMO9fglw7FzLtFEt29ZXUFuReb8Sq8XEjg2VHDx1A39w8nDhjp5R2rpGKCv03nO5w0sFURBZlb2Dq4FTNIcu0B1t5uTw2+zKfQarOPtJekoguMKJ4bdJ6gksop2t3kdxmtzz8wEM7noEQaCkKo/iilzuf3ojPW2DnP6ggVMHGuhpHyIyxf1lgtaGHv7y373Cl/+3J3no+c1pG/ctZQZ7x9AmifKLhGL8lz/5MWZLZj57MqHQ0zY06WOJuIIyxfxjptgcFiwZLJPryXUhybcvWHVdxz8897J+c0EUJEoc27HLXi6M/oTu8Km0SgsuBURkXKZCarIeoybrURxy3l0hEMACiwTGNOh2UvYat38zd2cQzq2szi7DKppJah85P/dHx2gK9LDNVzvp97LQZHmdfPPPPo+uTR5ePimCMOkN+W6nb9BPQ3PflLnfkiiwe1MVed70XfknQxAEtq2voPDt81OW6RseC3P6UntaIoE7yz6lAKDpOucauugdDFBS4DYiChaRSDTBifPtUz5uNcvs3lSJ3Zp+TetPIggCa+qKcGfZpxQJkorKpes97NhQYRgYLiIu2cO+vBcIKaP0xzo4MvQaUTXMBs/9FFgrkMU7HxsdnbHEINeDZzk29AaD8R5Mgpkt3odYlb0dEUMwNEgPQRRw5zjJ9jqoX1/OU7+9m9MHGjj+7hUuHm8iEppaDB0ZCPCj//EWnlwXW/auyKhfzlJibDiEOslcTVU0Wq52L0gfVEW9Lax/tpitJmRT5u4Zjiwb0iTHXNd1gneKSpkHREEix1LPfXl/SkvwfRrGfsFoog2d9L63hUfAbS6j1LGLGtcjuC0ViNxdkaQLKhKYRRnxE1+epmsktKlLid3tiIKILN5+M0hod849W+7UuYootnu5Fvjo5j2SCHF06Bpr3eXY5cXfjRcEYfxmbUzypkPXdZo7hugbnNqR2et2sG5FMaYMDn6TvceWNWVTigRJReXc1S4+89jGOfejotiLy2GZ0iTxRvsgP3/7PF/59HbcWba7asBYTlxvG6B/eOrzsbTQQ0VJzrzt4me7rJQWeqY8FwGut/STTKqGSDAPDMS6iKrTpW0JiIKIJMhYJTv3+Z7lw8FXGYp3c2L4LRqDp8m1lJBvLSfHUoBDysYsWZEECV3XSeoJIkoQf3KQ/lgnA7FOhhO9JLQYAiIbPHvZ5Xt6ThEJBgZTIQgCkiyQk5/NIy9sZ/vDq7l2tp39vzjN+aNNqUXfJDr9UN8YP/3WOxRX5lJU4bvrzklV1YhF4ou+w6br6XdBkiTEDHpIWKwmhCnGucQMfC7mA0EQsEgu6rOfptC+gbbQYVqC7xFM9JLUl643mYiMRcrCbS6n1LGLEsc2skzFyOLir1fmgwUVCWyy+bYFcVxTGE1Mbip1L2ASpNsM/ACG4uOmcnfXffwW3GYH9+WuojHQgz5+W9XROdB/hftyV7I1p3aRe2gwU5KKRnPH0LSh3Xk5LqrKfPPaD7vVxMqaAiwfyJMaGOo6dPWN0TPgp7x4bo7j2S4b9VX5dPRMXuJRVTVe33+JWDzJi09uprzYCCdfaHRd51pLP4FpnMGLC9zk58xPVAuMV2spcE/7nN7BAMFwDJdz+dVPXup8MPAy1wKnZvRcYbwU4kR1Aw2VkUQ/I4l+moLnEQUxFdkmCOMRbvr4YiBVWkvT1Ztj2AQDsU7OjO6n1F5HlWM1spj5iBWDextRFHDnuNj20CpWb6vixHtXeP2Hh2m80HH7SlWHa+c7OPbuZZ7/+gMIaZboW2qoijppqsFyRBAyO/WXZGnyBnUm9XBYSERBJttUzlpPMVWufXSFj9MVPsVQ7BoRdfKUjoVHwCH7yDaVkWtdSZF9Mz5rHSbR/rGSi3cnCyoSyIJEriWL9vBHNcbDSoyGQBe7c1dgFu/eXKmpEAQBn8WFWZRviahoDPQQSEbwWuZvErvYmEWZPbkr2d9/kZZQ/82/D8b9fK/lA7wWF5WOPMQ55Pbouk5CU9ABq7S8dulkSUSUxHnXhxRFnTI1YLZEYwlaO4enfFwUBMoKPWTP82JIEARKCzx4su1TRjWM+CN09o7OWSSwmCX27ajj8OlmorHJVfhILMkbB67Q0NzPvh117N1eS77PhcUwNVwQovEkrZ3DU3pTyLJISYF7XnfwBUEg1zu9t0oskaR/OEiRUdYy4yhagoR25/JxE0wlb2qoaPr4eTTD26WORnukgfbINfIsJXyt6v/CZYgEBvOEKIq4su3se24zlSuK+P5f/IazB6+hfmLRrGs6h944z8PPb8Htu7vmlrr+SZnuIwQhtTu/EJtuqZKT6bWhTfNZ5oI+TXjDUpiPCIKAhIksUxErsz9NleshAokuRuLN9EUvMBS/TlwNoOgxFC2OznwIGwKiICMJJiTBgkm04TIV4DFXk2tdQbapFIcpF6vkQRTuncjiBRYJROpcRZweab75N1XXODRwlb15q1mZVbIkTtiFpspZgEO2kPjYzmdXZIj3+y/xbMm2u1Y8EQSBKmc+TxZt5jvN7xFVU4Z3OnBhrI2/aPg1X616kPWeyhl/B7quE0hGaAn1c260lUpnHg/mr53HT5F5dm6qpL4yP+2B5k4cPdvClabM1KuNxZN09k2+sw6pEkQVJTkLcn3n+1y4s2xTigShcIzeQT+aps9ph38i33zbunIOnW5Gm0JoUVWNprYB2ruHee/oNfZsqWHHxgpqynKx24wFw3wSCsfpGfBP+bjFJFOYlz2v56MgCLgc04tiiqIxMrZ0QysN0kUnpkXQll2urcFyRJREKlcW8Tv/8klGBwLcuHx7paGB7lGaLnexde/KRejh/CHJ0pTjuTcvi12Prl0QQ2m704YnNyutNjRVQ5uND9YdUJLq5CKBQEa9DzKBIAhYpWws1ix81nqqsx4moUUIJLsYi7fhT3QSUYeJqX4SapCkFkHRYyS1GJqeHI/qUsf9DQQERARBREREECQkwYwsWJBF600xwCK6sEhZ2OQcHHIe2aZisswlmEUnkmBCFEzj7dx769OFFQlEmY3eKn7RdeLmghCgLTzAX15/ky9X7aXeVYxFNN30LtDQ0XQN9WM/Dtk6aYj+ZOi6jqpraLqOxvjvSf4dVW/fR4ipCYbiAUREREFI/SCkTrjxf6dyGoU57XZPsCKrmCKb95a0i5AS44etH6LpOg/kr8Ylp3IhxwMd0cY/18SPSZRwyrbbPB+m/U7Gv9vbvpPx9sNKLKVAfoyEpjAcDxFXk4jj34Mw/j189J0ISOPhmXe6qGRR4onCTbSFB3iz5yyqnroxqrrGudEWeq+MsD2njh2+OmpdhdgkC5KQCvvUdf2mp8VQPEhnZIiGQBetoX7aw4MMx4N8o+aR2R+QRWb3pmqefnDNvIeoj/ojXL3Rf9sxngvReJL+oanzvyVJoCg/O+33mQnuLBtZ0yzOVE2ndzBAIqnMaSdZEAS82Xa++Ow2OnpGae2aOoICIJFUae4YoqVzmLcOXWVFVT73ba5m/cpivNkOrBYjuiDThCLxaf0xRFFAEkX6h+av1Kiu60Tj0+d7Kqo2bUqEwdzJsRRSbKtZ7G7glLORhLtT6DdYeoiiQHldAU9+cRd/+e9eQf2EiV44EKXlajdbHlhxV407kiRinqIigCc3ixe++RC5RcujZn0yAxUSPk40HJ9CdBCwTVHKcbERBAEBGVGQMYl2HLKPQtuG1LwfhYQaIqGFbkYXqHocVVfQ9ZRAcItIML7AF5EQBVNKKBDNSIIFWbBilhzIgvWuqUiQSRa8usGKrGI2eqo4NtR4Sw7f+dFW2i8NUp9VTIUjF7tsRUcnriYJKzH8yQhjiTAhJcbvVj/MnrxVM3rPvtgYx4caCSajRNQ4ETVBRIkT/fhvNU5/bOy21x4ebOBGsA+7ZMYmm7FJFuyyBZtkTv1NsuCQLazKLmWNu2zO34vb5OCh/HU0BrpR9I8u5MG4n79rfod3es9Rn1WMx+xEEkQSmkJEjRNMRhlLhhmJh9iWU8vvVO3DMQOzv5FEiCND1xhLhIkqcSJqnKiSSH03anz8bwkG4360T8iP50db+dcXfohDGv8e5E/8Hv97nauIdZ4KTDMIy/GYHXyp4gH8iQjHhhpR9I9ujn2xMV7vOc3+/ktkmez4LC6cshVJEIlpSSJqnLF4mLAaI6GpxNXELd+hwcIQCMamDO2GlEFnrmdhylqaZAlPth1RECatUQ8wMhYhkYZhnCAIrKjM4yvPb+fbPzk0o8Wmruv0DQboHwpy6lI7RbnZbN9QwabVpdSU5+LNdhjeBRkiHlcYDUy9Qx+KJPirHx/k7392dH77kZheJNA1fVLvDIP02Zv3Ge7zfWqxu4EgiNikpVHS1+DeQJRE6jeUk1/qva1UXzKhMNQ7hqpoS24XOR0EQSDb60SUBDT11nE/FIjelnqxlIlFEyQzOC6E/JFJIx4FAZxue8beZyGYSE2wyR5sLA/RZzmzsCKBIJBjdvGFij10R4Zpj3zkTaChM5wIcnToGkeHrk3ZhlU0EVNn7sZ5I9jLt66/SWSSSIE7EVJi3Aj1TvscEYHPV9yflkggCgIPF6zjsr+DgwNXblnkhpU4VwNdXA3cHjb2ceqzim8zTpqK7ugI377+FmPJ2RtGRtQErR/zD5iKJ4s2sSK7GNMklRs+iSAIlDty+eP6p/CYHbzbd+GWSBNV1wgqUYJKlO7o9Lu2BovDyBSD0ASSJCyYOZsgCGQ5rYji7ZOFCUYDEZJpKvWyLPHg9jqynTa++8oxGpr7UGZQ+kjXdcKRBE3tgzS1D/Lr9y9RXeZjy5oydm+uorjAg81iMgSDOaLrOqFofEq/iInnLIUdfE3XSS6ycdTdilVyGEVpDO5JBEHA43NSWO67TSQACAdjJOLJu0okAPAVupEkCU29dYEdGosQDkaneNXSIxKKEQ3F0XU9I9Eew/2BSSMTRFHEm2ZqhMHdzYLHwAmCwDp3Bb9b8wjfbXmf9tDAbbvV9xqCIJBjyeIb1Y+g6TpHh67dk2Uhi21efr/mUSodefym9ywtof6b6QezxSRIFNtzKLLNzZzOYHZEoolp0xasFhMmeeEmJE67ZdrBNRpNTFpPebaYTBJb1pWR53Px6tvnOXjqBoMjoVm1EQjFOHe1i6s3+nj9g8tsWVvOA9tqWFldYJRQnAM6KU+C5cJ04pqBgYHBXDBbTThckwvzqqLelfedkqpcZJN02y58MqnS3TZE9eqSRerZ7FAVjeF+P5qqI8npjf+apjHQPTJpFQNntg2XZ3lFEhgsLIuSKGcSJR7MX0OpPYc3es5waOAqo4kwqq6i6votO+LCx3LcJUEkx+LCZbLN+L1kQcQpW2eUqz8XREHEkgFjQXF8N/1frvwU7/aV815fyvFf0VRUXePj34ow/r4iqe/FIpnwWVxIzCyfRhIEHLL1lrD+TGMVzczWSlYQBLwWF58rv49tObUcHWrk8GADzaE+Epoy7i2h3fI9TPgeTJwfPouLFVklbPBUss5dToUjL9MfzWASEsnpRS2TLLGQG+OmOzgMx5NKxiZJkihSWZLDH335Ae7bUs1vDlzh5MU2gqH4lOkOk/YpodA7GOC1/Zf44Ph1Nqws4cGddezYUEG204ooGvlyM0KHmBHCb2BgcE8z9QAoyRLSXVYCEaC8tgCr3Uz0EyKxklS4fr6DPU+uXzaie2fzAIqiIMnpeQYERsIM9IyhTzLfKSjLwWaffzNHg+XLornpSOOVDkpqcni2eBtNwR6agr0MxQOElThJXcUkSDhNVjxmJwVWN6V2HyX2HPKsMzdAW++p5Ftbv5ERc7apmI1oMR2CIOA1u/hM6U725q2hJdRPY7CH7sgwQSVKXE0iIGCTLbhNDvKsWRTbcihz+CiwurHMsNRfjbOQ/7H5a2jzmLufMpecW763KAhUOvMpcfh4tHADPdERrgd76AwPMZwIElVTu9Zm0YRdNuMxOymyeSm151Bi9+GSbThlC9IMUh0MMoOiakx3iYliymxyoZCl6RfUiqLNagE/E8wmma1ry1lRlc/Fxh7ePdzAxcZuhkbCs36vUCTOkbPNXLjWxbr6Yp7et4bNq8tw2M3LZpKzeOhpp5IYGBgYLGdikTjBKSqnOFxWTOb5Lw09n/PuyfDkZVG5sojRwcZb/q4qGtfOtxMYDZN9h7K0S4XmK90kYgoWa3oiQW/HMIPdk1eeKq8twD5FtImBASyiSACpRbFDtlLtKqDaVcDj8/AedjllNrhcEAQBkyBTYPNQYPOwK3dFxt/DIpkosedkvN1MIggCZkEmz5pNnjWbDZ7Kxe6SwTSIgjCtBrDQk4U7RQmIojAvJZNFUSDbZWPPlmq2rSvj8vVejp1r5fDpZnoHA7PKP9d1CIbjHDnbwsXGbh7aVc9nHt1AZamPVIEPQyyYmuURSmscwqWLPh7VqOsaip4kogaJqiEUPYmAiEW0YpezsIg2REFCHI/kM65Lg8VG13XGhoKT+hGYzBK+QndG/QikKUT5ZFyZdAd7vnBm2diwq5Zzh6/f9r4dTX1cOt7MrsfXLQu/n67mfno7hnCl4XemJFVuXOpkqG/stsdMZpnq1cVYl2h1A4OlgVGXx8DAIG3M5ulvJalIg4WbLCQVddplotk0dU3lTGExm9i0upTVtYU8/eAazl7t5NCpZlq7hhgaDc8q3SEYjvP6/ss0tgzw1c/sYNv6cswm4/Y9OQImefrvxmKWWVtfhOUO5+18YzZJlBa6F7UPBreT1BKMJgbojFynLXyV/lg7MTWMoivo6KmUPyRk0US2yUexrYZK52ryrWU4ZXdaJZENDNJFVTQunWxhsOf2HWSHy0bliqKMvp/VbkEQhdsW5oHRcEZL+d0J2SSxdnsNBaVeettvNbkO+iO89+opVmwqx1fgXrA+zZXAWIRT+xuoXlWCJM/tfuIfDnH8/SuTVnbwFWRTu7bUSGM0mBZjlmlgYJA2Nos87Q5aLK7cVq95PonGk9OKEhazvCCDoyAIWC0mKkpyqCjJ4Yn7V9PQ3Mepi+2cvNhGU9vgjCoiQEpoaWju47/9w35+/7fu45HdK5bFjsiCI4DFPP0umTvLxp/+7sOUFhollAw+Qtd1xpJDnBl5j8v+YwzFu+9YNWgw3s2N0AWODr9OuX0lm737WJG1FZNgpAYZ3M7EuDRf54au63Tc6OOdn52YVIjOGV8cZhK3z4koiqjarYJAV+sgIX8Eb97COOgLgkDVyiLW76xloHv01sWxDmc+vMZ7r5zihT/YhyiJGT0GmT6uiViSo+9cZM/TGyitzpt1u7quc/ZwIw1n2m57TBAEKlYUUV5fmJG+Gty9GCKBgYFB2riz7NMOYoqiEokmpnw80wRD8Wl36rOcNkxzVOfTwWZNRResqSvk2YfXca2ln/3Hr3O5sYfB0dCMhJS+wQD/8MoxvG47m1cbOwGfRABcTisCUycdaJq+oOejwdJH1RVuBC/y4cArdEWbUfWZl1oGSGpxboTO0xttoTV0mT15n8Zjmv3k3uDu5uyhRgRBoKwmn+wcJ6YMRjOpqkZ7Yy/f+y9v0HG977bHBUFg+8OryfI6MvaeAMWVucgmEfUT6XSB0TCnDzRQUp23YOOU2WrisRd3cOlEM92tg7c8piRVfv39Q9icFh5+fiuOrPT9xHRdJzgWITgWwVeQjcWWufD99sY+Xvv+Ib7wzx7D43PN+HWaptHa0MNr3z9MNHJ7pR+bw8Kep9Zjsc6/L4XB8sYQCQwMDNLGk23HJIvEpqg8p2k6w/7JTZQyjabpjAYi04oEnizbgpZk/CRmk0xBbhYFuVnct7mKG+2D7D9+nf3Hr9M74J/WBBKgo3eUH/3qFBXFXnK9M5883AsIgoDTbsFmM08pBCiKxlhg+dTNvtsIjIbZ/8YFIqG5l6osLPXy4FPrM9IfVVdoDJzljZ7vMJYcnPQ5kiBjFq3IgglNV0nqCZJa/LZIg7Aa4OTIO4TVII8XfhmvOT8jfbwTmqYxOhSiramfgd4xIuE4SlLFajXjzLZRUuGjtNKH3WkYlS0mJ9+/wjsvn6J6dTFrt1ezaksl1auK8eS65iwo6bpOJBjj+HuXee37h2m80DHp84qrcrn/qY0Zj0CrWVOCxWYmHr1VWEvGFd555STrdtZSvbp4wQSzqlVFPPWl3Xzvv7xBInZrn0YHg3zvz9+gr2OYZ76yh8LSHIQ5fB+qotLTPsSVU62cPXiNseEQf/T/vEBpTeaud1XVePeVU5gtJj73zYfI8jpm9B22X+/jH/7zG9y43DmpUr5qayUbdtVmrJ8Gdy+GSGBgYJA2NosJn8dJcIr69Kqm0TcYWJC+BMMxAsHpF4A+r/OOPgoLhSxL1FflU1nq49H7VvLukWu8e/gaA8PBaasiXGrs4eCpZp5/dPmUdVoobBYT3mz7lCJBUlEYHAkucK8MJvCPRXj1e4cZ6PXPuY0t99VmTCTojFzn7b4ffEwgELBLTvKtZVQ4VlFgqyBL9iKLZkREdHQ0XSWmhRmK99ARbqQr2sRoYvBmBMK1wClskoPHCn4buzw/Qp6u6yhJlbamft5/7TznjzfjHw0TDcdJJlU0VUeWRUwWGVeWjbxiDw88vpbtD9TjK8g27huLRCKe5MqpFhrOtpHlceDNy6KsJp+aNSVUriwiJz8bq92M2SIjm2QkeTw0XgBd01EVjWRCIRZNMDoY4MqpFs4euk7zlW5CU4jxWR4Hn/nGXoorfRk/7gWlOdStK+P0gYbbHuu80c+3/t3LvPiHD7NiYwWubBvyJ/x0dD31mZSkSjKhkEwo6LqOO8c1p3x8k1nmwec209rQw4FfnyX5iZK4sUiC1390hPNHmti2bxWbH1hBXpEHq92MyfJRKqKqamiqhqKoJKJJouE4Az2jXL/YSeO5dvq6hhnu8xOLJCirzZw4IIoCup76XuLRBG/8+AjdrQM8+uIO6taW4sy2Y7GZbh5HXddJxBX8wyEun2zhV987yI3LXZNuNnjzsnjqi7uWTZUHg8VlacySDQwMljU2q4nSQg+tXcOTPq5qOh09IwvSl6HREP5QbMrHLWaZwrzsO5ZJXEgEQcBilqku81FWtJMdGyr4zsvHOHe1a0pvhVg8ycGTTTy+ZyUOo9bxLTgdForysumaxNUZIJ5Q6Oyd/DGDe4uYGuHw4K8ZiveO/0WgyrmG7d7HqXGtxyxaECapXKCjgw6VjjVs8T7MSLyPs6MfcGb0fcJKAFVXuDR2lCrnWtZm70IUMh+5pCRV9r9+gZf++gP6eyevhZ5MqiSTKpFQnP6eMa5d6OTkh438zj9/lIrahQsDN7gdTdUYGwoyNhSktaGbg2+cRxQFHC4bOQXZeHJduLLtWB0WZJOEACSTCtFQnMBImIGeUYb6xkgmFDR1akFZkkUe/dx2HnxuC9I8RNA53Xb2PLmeyyebiUVuFWY1VafxfAd/8S9+wqotldSuKyMnLwuTRUbXdZIJlXg0QSQYI+iPEBgJMzYcJNvr5A/+w6dxzyLMfgJBEMj2OvjCHz9KOBjl2DuXbxtHlYRKW2Mv7U19/Op7h8gv8VJQ6sWd48RsNaFpOolYkng0QTgYY6h3jOF+P7FoAl3TZ2U8PFuqVhWj69BytXtcKEhyYv9VLhy7QdWqYmrXlJBf6sXutCJKYkq86Bqh4WwbTZe7SMaVSds1WWQeen4Lm/bUIy6h+Y/B0sUQCQwMDNLGZjVTUZLDwVM3Jn1cVTXaukaIJ5R5dZTXdZ2egQCj06Q2ZLtsFOZmLcldNEEQMJtkNqws4Z/9zoN86wcHOH25Y8r0g86+MVo6h1lbn1m36uWOy2GltNDDyYvtkz6eVDTae0YIR+KGwHIPo+s6TcFztIWvAjoiEvVZm3ms4Ev4LEUI01QpEEjt7ArjtQ5yrSXsy/8cOZZC3u37CSFljLgW4dzIAaod63CasjPadyWp8sEbF/jht95jqH/mUVrJhMLpw9eJx5P84b97hrKqvIz2y2Bu6Droqoamgn8khH8klJF2XW47j35uO5/5vb3zloMuyxLb9q3i1IEGjr19aVJvnXAwxqkPGjj1QQOySUKSRXSdmzv1nwyLr1lTMqkr/0wRBIG8Ei9f+9dPY7bIHH/vym0CBqQiM+LRBB1NfXQ03e7jsBiUVOWx99lNfO/P36D9em9q/NdTERBXT7dy9XQrgihgMkkIooCSVO/4XckmiQee2cgzX74Ps8XwIjCYGYaUZGBgkDZmk0RNeS5269SmPf3DAbr6bi/JlEkURaOlY4hgeOpIghyPg7Ii77z2I10EQaC61McXP7UVn2fqsMCxQITu/rGF69gywWySqC73YZ1mMtTeM0LvAqXAGCxNElqMG6ELRNXUgsxjzuOB3OfxWYqnFQimwiRaWJO9i42evYikdmx7Yi0MxDsz2e2Ug33LAK987/CsBIIJNE3nytl2XnvpxG2h2AZ3CQIUVfj44j9/jC/88aPzHl6enePkhT/Yx4pN5Xd8rpJUiUeTJGLJVInEedqUF0WBoopcfvffPsuzX72f7JzlEWIfDcepW1fK1//NM5TXFU66oaFrqRSDeDR5R4HAZJa578n1fPGPH8NnlNw1mAWGSGBgYJA2giBQXeajIHfq0MCB4RBXb/TNa5iePxTl3NXOKXfeRVGgpiwXT7Z93vqQKURRYP3KElbXTj5JgFRpyVH/9CaNGUMA7hB9cSfDxYVCEATW1RXjneY4d/ePcfVG74xLUBrcfUTUIN2R5pv/XeNaT4GtIq0oI4tkY1XWdrLNOQAk1Bhdkaa0+/pxlKTKsfcb6LgxkFYbpw420nytd9pysQaZpWJFEUUVPmwOy51up3NCNkvkFXl48gu7+N//x5d48gu7sDut8x45JwgC1atL+P3/89PseGTNkjHIFAQBb14WL/7hw/yL//J5djy8GpfbPiezwtvaFgUcWTaq15Tw8Ge2zik1YjKi4TiqqrFxTz1//J8+x85H12BzzD7iTRQFfAXZvPDNfXztXz1NQVnOkoygNFi6GOkG4+iaTiyaIBSMEQpEiYbjxGNJ4rEkyYSaMjDRNHRNR5REpIkfWcRiNWG1W7DZzdjsZpxZNmwOi1HD3OCeoiTfTU15Lm3dI5MuWmPxJCcvtnP/1hqyXemXHpqM1q5hGpqnDhm0mGS2rC1DXCYDpdkkU1mSw5EzLSQ/UV5qgnhCQdN1ROZ5EgjT+zjoOtHE7MrGzSdlRR4qS3LoGZjcHE9RNA6eusF9m6vxujNbEsxgeZDQordUMyiz1yMJ6U2LBARyLcVkyTmMJgZQ9SSjibkv5icjEopz4sNrabcz2Ovn0uk2alYVIS9itZd7iX2f3sLqLVWcO9JIw9k2ulsGGewZJTAWmdRTYiYIooA7x0lpdT71G8rY+ehayusKxoWIhRvrJEmkenUJ//Q/fpaDr5/j8JsXabvWM6sqJoIg4HLbKarwIZsyc04KgoDNbmHLAyuoW1/KxWM3OPrOJW5c6qK/ayQVzTALsr0OCst9lNbks25HDet21OD2Za6cZSyaIBFXkCSR+g3l/OH/77Mc/s0Fjrx1kaZLnUSnMIieQBAEcvKzWLO9moc+vYU126qx2IwUA4PZc0+JBLqeMhuJj5uRDA8G6WwZpKd9mJ7OEUaHgkTCcSKhOLFIgkQ8SSKukFRUNFVD03R0XUcUBCRZRBRTIoHZLGOxmbHaTFhtZuxOC26vk7wiN/lFbkoqfRQUe7E5zJgtJkxm2RAQDO46TCaJ+7fWcvRsK6FJavMCnL7YzrWWfravr8j4+ycSCm8faiA8haM9QEWJlzW1hRl/7/lCEMBqMU274yRJ4rzsSH0SURSm9ZPQdfAvobKCkiTy0K56jp1vnTLS4mJjD0fOtvDU3tWGgds9iKqrxNWP/EucJve4x0B6WCQ7Fim1k6qhEdPCabf5cbrahxgeSD9VRlU1mq/1Eg3HcS2D6Kq7AYvVRFltPqU1eTz+4g6G+vyMDPgZ6vXT3z3KUM8oY0MhAmNhIqEY8WgSJamgqjqCkMott9rNOLPtePOyyC/2UlKdR0Gpl8IyH55c16Ka0omiQE5+Ns/+zv3sfnwdbY19NF/poqOpj4HuMYJjYeKx5PhnkbE5LGR5HHjyssgr9lBY5iOvyE1eiRdndmY3E0RJxJ3jYs9TG9j64Cp62ofobhmg/Xof3a2DDPX5CY6FScSS6IDZYsJqN2N3WMkpzL5pblhQkkNeiYec/OyMCQMf52YaBqnv05uXxdNf3s3Ox9bSerWbpktdtF7rYaB7lHAwiqpomCwy7hwnhWU51KwtpWZ1CeX1BQsSRWJw93JPiASaphP0R+jtGKGjdYDGi120NPbR3z06HimgkEyqM1ZxNV1HS6hA6iKOEAdunQQIgoBsEpFNEmazjMttp7wmn4rafCrrCiguz6GgxIPVZjYuYIO7hjV1hdRV5nH2yuQ5uIFwjNc/uMzqmkKccwifmwpN0zl3tZPTlzqmXBBKksjuZbZrrOswMhae+jOJAg6beUEiIyRJJNs1dQipput09o6iKOqS2ZVcW19EbUUejS39kz4eDsf51XsXWV1bSGWJEYp5TyIIH+VEZyzqXp+vNGsAutuGiEUzE7XT0z5ENJIwRIIFRhAELDYzxZW5FFfmommpEoATJnQf35hK/aSiuRBSC0dREpFkCdkk3dx4Wkr3L1ESySv2klvkYcPuWhJxBSWZ2nC7OdcWuLnZJsmp+bJsmv/PIggCNoeF6lXFVK4oZPvDq0nGVZTxDUFdT1UuEUQBQRQQRQFZlpDNC9O/1Hd0axqcKIrkFrrxFWSzfncdiXjy5vc50VdJEpHNEharCUmWltT5YLA8uStFgomIgUgoRlfbEGcON9FwoZPO1kGG+wOTOq/ORx+SCZVkQiUaTuAfjdDVOsSRd69gtpjIL3ZTWplL7epi1m+vpKQiF7vD8lE9XAODZYjX7eCpvatpbOmfdEdf1+H4+VbeOHCZ5x5Zn7FKBz0Dfn7869MMDAenfE55kZcHttWm9Z66npr8Cwjzvnuv6zqjgSiNrQNT5s077BZ8XueC3DNkWcLndSGJAuoUokXPgJ/WrmFqynMX/T4mCAL5OS6efnANnb2jRCY7H4FrLf38wyvH+eYX9yxI1YuJ+teCwKJ/R/c6kiBjk5yElVRKSlAZQUdPO5ogooaIjUcoiIjYpMwapvlHI7MOkZ6KwFjm2jKYO6IoYraId53zvCAImC2mJfu5RFHEYjVjWRoWCh8xhcooCAIWq2neKlUYGHycu04kUBWNvu4Rrl3o5PC7V2i60k1gLEJiirqhi0EinqSzZZDOlkHOHGni9Z8ep2ZlEVvvr6d+XQmlFblYbCZjAmmw7JAlka3rKtiwsoRj51rRJjHECkcS/OS10+TluLh/aw1SGqGRqYV0hB/96iTnr3VN+TyzSWbv9loqitOrajDqj3CjY4jSAjd5PhfSPIaoK4rGoVM3uNExOOVzvNl2Sgs989aHjyMgkOd1kuWyTVlicmA4yKHTzZQXezGbFn94kWWJvdtrOXiyiVOXOiZ9jqbpHD7TjCQJfP2FXRTnZ89b6kEsnqSzd4xAKMr6lSXIknGPX0zMog23yXdTJGgPX2NN9i5EYe5RTrquMxDrxJ8cAkASTeSYCzLS3wlikQSalpnNjmgksSAbJwYGBgYGy4vFn8VlAF3XURSV3s4RDr51mRMHrtF2vY/kMlDHJ8wRhwcaOXmwkYISL2s2l7P74dWs2Vxx0wDREAwMlgs+j4PPPbWJls6hKUvMDY6E+NaPDhKJJnhgey2OWabd6DpoukZX3xjf+/lxPjjehDJNGaD1K4p4cu/qtAQJgN7BAH/xnfdxZ9nYvLqUbesrqCnPxWKWkaXMRAHpuk4iqfLhyRv86FcnCU1hUiQIAtXluZTku9N+z5kgCFBc4KYwN2tKkSCRVPn1+xdZU1vI5rVl8yqizJQct4PPP7OFtu4RBqeoPR5PKLx/tJH+4SAvPrGJresrsFlMaXnH6LqOqqXGplF/hAvXujl9uYNLjT2UFXlYVVM4vRGkwbxjl5wU2arojqYqHNwIXaQrcoMKx6o5X8tRNcSlsSMEk6lyr1bRQamjPmN9TpG5ZAZ9PKTdwMDAwMDg4yx7kUDTNLrahjny7mUOvHmJ3o7hJRU1MBt0HXo7R+jvHuXUoevUrCxi75PrWLetCl9+lmGsZbBsWFtXxPOPbeAfXjlGJDZ57mzvgJ//9cMPaWju54kHVlFRkoPdeucIGk3TGBoNc+FaN6+8dY6GG33TlrHL97l48anN5OdkpjxRLJ7kUuMo15r7eePAFcqLvGxZW8bq2kLyclx43XZs1tn7BOi6TiSWoKN7lA9OXOedQw0MTLGoBXDazTy4vRZThhygZ0Jejou6yjwaWwem3H0cGA7x7Z8c4quf3cmm1aWzFoCAm3m4mbrnbVhZwgtPbOT7r56Y0thS1XQuXuums3eUzavLeHBHHdVlPnweB1aL+Y7pJbquo6gaoXCcQDjGyFiEtq5hLjV209DSz8hYmFAkga7rFOdnZ+RzGaSHWbRS7VzHZf8xomqIscQgBwZe4bHC36bAWoEozPz803WduBbhzOh+LvmPoJO6PsodK/CZizLab6vdPH5tpL8RYrGZ0hZPDQwMDAzuPpatSKDrOoGxCIfevszbvzhD05XuTIrri4qm6YwNhzl9uIkLJ1tZuaGUh57ZyI4HV5CVnZn6rgYG84nVYuKZfWvp6hvjzQ+vkJgiqicQivGLd89z+Ewzm1eX3jSaK8jNumVxqaoaI/4wHb2jNNzo49zVLq409RJPTC8IuhwWvvD0FrauK8/4RDipqAyOhBgcCXH6cgdWi4myIg9lRR5KCzyUFLjJ92Xh8zjIdtmwmOVbFsu6rhNLKIz6I/QNBmjtGqaxpZ/LTT303sG5XBBgx8ZKNq8py+hnuhOyJLJ3Wy0HT95gZIpoAoDG1gH+7K/fYefGSrZvqKCuIo/cHNctO+e6rhNPKESiCQLhGIFgDH8wyog/wog/TGmhh6f2rslIv60WE59+ZD3DY2FefefClFFmKaPICO8eucbBkzcoL/FSVeqjpMBNrteJe/w4ipKIpmokFZVwNEEwHGfEH2ZkLMLgSIj+oQC9AwEisakrbaTLxO5vymMrZbSlj/9BH/876Dc9EOIJhUgsQTSWpKtvdNrd42gsSXPnEJFYAqvFhM1qwjRuhCUIqdST8f+BINw0VPu4V8dyiH4TBIEa1wbK7Su4FjyDjsaN0AViXRG2eB9mRdZW7LITAfGmT4EgCB/77nQ0dDRdoSfaypmR97nsP0ZcS10bLtnDZs8+rFJmzVKzsu3IskSc9M0LvT4X5nlwaDcwMDAwWN4su5EhZQio0Hipi1/+8CjnjjUTuUPN0OVMMqFw8WQrLdd6OXmwkW/86RMUFC9MDrKBQTpkOa18+bltxOJJ9h9rJDlFOoCup3LZ3zp0lQ9P3cBpt2C1yNgsJsxmGU3TicWTxOJJIrEkoXCcpHLnHTSHzcznntjEY/evwrQAbvuxeJLrrQNcbx1AlkSsFhNWi4zZJGMySVhMMmaThCSJqJpGPKGQSKgkFIV4XCEcTdxR9ICUQFBXkceLT27C5Vh4t6UV1QXs3lzF6x9cmXahORaM8vahBg6facHpsGCzyFgtJmRJJKlqJJMqSUVFHV9sK0rqdyKpkkgqPLJ7RcZEAkiZPH7+6S0kkyq/+fAqsfj0C6x4UvnoeMoilvHjKIoCAgI6OrqWih5QVI1EUl3Q3O72nhE6e0cJRxJEognC0QSRWOrfEz/h8f+OxpIoioaqaaiqRjSenNJ8EqCrf4z/99tvY5IlJElAEkVMJgmb1YzDasZuM2OzmXBYzdhsZuxWMw6bGZvVhNNuoaTQk7b/x0Jhkxzsyn2GgXgXI4k+ALqiTQz2dnNy5G1K7LUUWMtxm/KwSjZEQUpFjehJQsoYg/EuOsNNDMQ7CCZH0cYjCCyina3eR6hwrp5VRMJMKK7wYbGZCIdiabdVUpmLLYOVZgwMDAwM7g6WlUig6zrhYIy3fn6aX/7wKEP96dcJXi6EAjHi0QRWw9HUYBlRkJvFNz+/B12HD05cn9YnRNe5ubhJF4fNzItPbebFpzfjtC/8BFhRNUKROKFI5gXM4nw3X/vsTlZWFyzKbq3LYeH5Rzdw+XovrV3D0z5X03WC4RjBcPqLmUyQl+PiGy/uxmY184t3zk+ZCvNJFEVDURIQnecOzoJX377AL945P+1if64oijalf8OdkCSR5x9dz598dV+GezV/VNhX8mjBF3mz93v4k6lzOq5F6Im20BNtufk8AQFRkNF1DW2aUH9ZMLHV+zA7fU9jFjN//ymu8OHJcTIyOHU1l5lgMkusWFeC3RAJDAwMDAw+wbIRCVRVo62pn5e/c5CTHzbe1dEDk2F3Wtj10CqyvcunxruBgSAI5OY4+ae/fT8FPhe/eu8i/gzsfk33fkV5WXzx2W08tLNuUQSC+UKSROor8/j6C7vYsrZs0cK5BUGgpjyX3/3cLr79k0N09Y0tSj/mSrbLxm8/t43SQg8/feM0HT2jaPOw0DZYPkiizMqsbZhEMx8OvEpPtAVFv11A0tFRJ/n7BAICXnM+W72PsNn7MLYMpxlM4HRZ2fZAPc3XetNqp7Qyj/XbqhANTwIDAwMDg0+wLEQCTdU4e/QGP/xf73H9Svdid2dRKKnIZev99csiz9PA4OMIgoDP4+R3PrOD6rJcXnrjNNea+zP+PrIksmNjJZ9/egvr6ovmxYzLapZx2MxMXZRwfrDbzDy8q57PPbGJqjLfAr/77UiSyJ4t1UiSyLd/coiO7pFlZQmT5bTyzL411JT7ePWdC3x4omlKQ8NM486ysaqmEMkof7ikkEUT9a4tFFjLOTPyAVcCxxmMdd5MH7gTWbKXuqxNbPbso8Rel/EUg1v6apLY9fAqPnjjAn1do3Nqw2I18fCzGymtys1w7wwMDAwM7gaWvEgQCcc5/PZlXvrbA/R1jSx2dxYFURS4//E1uI0oAoNljNViYt+uOmorcnnvaCP7jzfS0x8gkZx7NRJBSOWaV5f6ePyBVezaWIXP45g3Ma2k0MO/+YPHeP9YI6cutjM4EiIcjTMfFcRkScSdZWNNXRFP3L+KDatKllRkhCxL7NpYSa7Xyc/fOsex8234A1G0ZVJOTRAEVlYX8M++7OGBrTW8c+QaF691MxqITFtOc7bIski200ZhXjY7NlSwfX0FZUWeBfHJMJgdgiDgNufxQN7zrPfcT2+0hY5II/2xDkLJMRQ9mTKJBCRBwio6yLUWU2qvo8Rei9dcgEW0zbuYLwgCFTX5fOZ39vDjb+9nbHh2qSFWu5nHnt/MvqfXGxsPBgYGBgaTsqRFglgkwVuvnOIf//4g/pHwYndn0Sgqz2HzrlrkBSx1ZmAwH0iiSHmxl69+ZgcP76rn8JkWzl7poLF1gLFAZMaLbZMsUZiXxZraIrasK2P7ugqyXbaU8/o8TnotZpk1dYWsrClgcDjIhWvdXGlK5eZ39Y0xPBpKK0dcECDH7aCyxMfKmgK2rStnZXU+VsudS0MuBrIssaIqn3/x9Yc4f7WLQ6eaudjYTWff6JwW2nabmcLcLEoK3GxfX5H5Dn8CQRBwOa3ct6WarevKaWwZ4NSldi419tDSOcSIPzwnAchqMVGUl0VZkZea8lzW1RdRX1WA3WZCFIQleSwNPkIWTeSYC8gxF7A6ewearqHoSWJqGFVXEAQRi2jFItpTFR/Gqx8s5HE1mWUeeW4jSlLhZ985yOjQzIQCT46Tp35rO5/6wg5c2bZ57qWBgYGBwXJlyYoEgbEIb/zjCV79/hGC/iXkFrXAyLLIlvvqKK7IMSaWdwFOh4V/8wePEp3GMK2syHPHmuyZ4IUnNrF3e92Uj7tdNhw2c8bfVxAEJEmgoiSHsiIvTzywioHhIO3dI7R2DdMz4GdkLEwkmiCRVJEkEatFJstpIz/HSXGBh6rSHPJ9WeTluOalj3fqvywJFOZlU5Cbzb6ddYwFoowFo4z5I/QNBegfCjLijzAWiBAed5dPJBQUTUPXdERRxGQSsVvNZDmteN0OivKyPyqb6HbgzrYjiUt/QSkIAnarmZ0bK9m4qpT+4QA9/X5aOofo7B1jaDSEPxQlHldQNR1ZSjnl260mPFl23Fl28nNcFOVn4/M4yXZZcbtsOBfQTE0QBKwWE+tXFrOmrpDRQISh0RB9g0Fau4bpGwwwNBoiGI4RTygkFQ1REDDJIjabGZfDgjfbQa7XSXG+mwKfC3eWHU+2HafdgjgPZWtfeGIje7fXZrzddBEE8Hmci92NtJm47gQkREFCxoRVsi9yr27FYjXx5Oe2UbWikHd/eZZLp1sJB+PEY0lURUXXdSRJwmyVcWXbWbm+lEef38yqDWVYF/i+aWBgYGCwvFiSIkEsmuA3PzvJK/9wmHBw4V2xTWaJbI8Dl9uO3WHBZjcjm2QkSUDTdJSkSjKpEo3ECfmjBP1RQsEompr5MFu3z8V9j67GZNQxviswyRIrqwsWuxsAlBZ6KC1c3HKaoiiQ43bgzbZTV5mHpuqomoauj9d3H3+eAAiigCgISKKAJIlLYvEsCGA2yeTluMjLcaHrOpqmo43/vvk5Jmra3/z/VNX1icgHURAQRQFREsf/vvifbbYIgoDNaqK8yEt5kZdt68pRtY99D8Ckn12c+PzivEeCzARJEvF5nOS4HdRV5LN7c1XqmI5/jtSnuP1zTHyWCWFnvj/HUrh+DRYXQRCwWE2s21JJ/ZoS+nvGaL7WQ1/nCOFQjGRSxeG0klvgpm5tMcXlOVis5nkRrQwMDAwM7i6W3MozEo7z5sun+Pn3FkYgMFtkHK7UIFq7uojKugIKS704s2zYHRYstlStdkkWEUURXddRFQ1FUUnEFaKRONFIgsBohK62QTqaB2m70c9wf4BIKE48lkgrX3nDtiqqVxQt+sTZwGA+EQQBSRCQRDCxfNNqJqIklu8nSJ+Je5UsS0tvgJkFqYU+iOK9fDQNlgOCKGC1mymvyaO8Jm+xu2NgYGBgcBewpOZwmqpx+J3LvPzdg/OeYuDMslKzqpjVG8tYv72asqpcrHYzskma0y6lrusoyVoURSUeTdLdPsy1i500Xemm+VovvZ0jKNPUiJ8Mm93MnsfWYLGaZvU6AwMDAwMDAwMDAwMDA4O5sGREAlXVOHO4iZf+5gBjw/NjUihJIh6fky331bHzoZXUri7G7XVmJPROEARMZhmTWcZmt+DOcbJqYxmJuEJPxzAtjX2cPdrE5TPtjA4FScTv7Oi+dksltWuKjdBAAwMDAwMDAwMDg7uEbftWkV/iRVNvNfm1O63kFhmpZAaLz5IRCdqa+vnxt/fPW5nDLI+drXvqeOS5TdStLsY6T2ZSH2ciX7CiNp+y6jy2P1BPb+cIx/Y3cP5EMy2NfcQik9fmtjss7HhwBW7v8jeAMjAwMDAwMDAwMDBIUVTuo6jct9jdMDCYkkUXCXRdxz8a5qd/e4Drl7syXm9cNkms2ljOM5/fzuZdNdgclgXP75/IU3Zm2ahdXUz1yiIe/+wWLp5q5eCbl7hyrp1IKH7TFAugtCqXHQ+uMKIIDAwMDAwMDAwMDAwMDBaMRRcJ4rEkv/nHk5w6dD3jAkG2x8GDT63jmS/soKDEiySJmX2DOSKKAnmFbh58cj2bdtZw8VQr+18/z5Uz7YRDMQQBdj28imwjisDAwMDAwMDAwMDAwMBgAVlUkUDXdS6dauXXPzk+Zdj9XBAEKCjx8lu/9wD3P74Wm33h6m3PBkkW8ea6eOCJtWzaVcPpw9d5++dnGB0Osf0BI4rAwMDAwMDAwMDAwMDAYGFZVJFgZDDIz793mLGRzBoV1qwq5kt/uI9NO2uQTUu/fJUgCGS57TzwxDpWbypnZCBIYanXKHtoYGBgYGBgYGBgYGBgsKAsikig6zqJuMKbL5/i6vmOjLUrCFCzupg/+FdPsXJD2bLbiZckkfwiD/mGq6mBgYGBgYGBgYGBgYHBIrBokQRNV7p55xdnZlQKcKbUri7m9//1U6xYV7rsBAIDAwMDAwMDAwMDAwMDg8VmUUSCWDTJay8dZ6DXn7E2C0o8/M4/e5RVG8qMMH0DAwMDAwMDAwMDAwMDgzmw4Hb/mqZz6mAj50+0ZKzNnDwXX/njR1i3tdIQCAwMDAwMDAwMDAwMDAwM5siCRxKMDYd4+9Uz+DNkViiKAk+9uJ0HHl+LuERKHBoYGBgYGBgYGBgYGBgYLEcWdFWtqhrnTzRz6UxrRtoTRYGd+1by2PObDYHAwMDAwMDAwMDAwMDAwCBNFnRlHQ5Eef/X50nEMmNWWFSWw4vfeABvrisj7RkYGBgYGBgYGBgYGBgY3MssmEig6zpnjt7g+uWujLRnsZp48sVt1KwsMnwIDAwMDAwMDAwMDAwMDAwywIKJBOFgjKPvXSUUiGakvTVbKrj/McOHwMDAwMDAwMDAwMDAwMAgUyzIClvXdVqu9XL5TBu6nn57Hp+Tp1/cjjfXmX5jBgYGBgYGBgYGBgYGBgYGwAJVN0jEFU4fbmJ0OJR2W6IosG5rFRt3VCOKRhSBgcFSRtd0opE44WCcSDhONJz6nYgnURUNRdVQFRVN0xEEAUEQkCQR2SRiMsmYLTIWmwmrzYzdacHhtGJ3WIwIomWOrusoikbIHyHgjxIORIlFk8SiCZSkiqpqaKqGIAiIkogsi5itJixWE3aHBYfLijPLhsNpRZKNc2E6NE0j5I/iH4sQ8keJhOPEY0kSCQVN1dA1HVEUkWRx/Hoz43BacGXbyfbYsTks85TSZ6QJGtw76LqOqmiEAqlrMDUeJohF4iTH73mqoqGqGug6giggigKSJCGbJMwW+eb1aXdYsDssOLOsmMyykXK7hNB1nVgkQdAfJRiIEgnGiEWTxONJlKSKpo3fcyURWZaQZBHZJGG1mXG4rDiclvHfVmOeM89MXJNBf5RwKEYskiAWTf0k4srNeYg6Pk4KYmp+KooioiRgMstYxuclVpsZi82E02XD7rQg3SXHbkFEgpHBICcPNmakrSyPncc/sxmr3ZyR9gymR9N0QoEo8Whizm1IskiWx4EsSxns2cKj6zpjI2GUxNyNN2WTRJbbcVctbHRdJ5lQiMcUopE4Az1j9HaO0Nc1Qm/XKGPDISKheOrmO34TTiSUmxMiTdXGRQJuLgolWcQkS5gmJkZWM1a7GbvDjCvLjq8gm8JSD8XlPorKvNidVixWE2aL6WY79xq6rhOPJgn6I7N6nSAKOLNsWG3zc0/VdZ1EXCEWTTDU56f1ej9tTX30dIwQGAsTCsRSC9fxiZSaVFG18XMCAVESkGQJs1nCbBkXjBwWHC4LWW4HBSUeCstyKK/OI6/Ijc1uxmI1IZuke+o80HUdTUtNUEOBKO03BrjR0ENnyyDDAwFCgSjhYIzo+AQomVDQNH1cJEhdd2azjNlqwu4wY3dayXLbyS10U1GTR82qIorKc3A4rFhsprS+W1EQ7qp74CfRNA3/aCStsWLeEQSsNhOubPti9+SuYeIaTMSSxGNJAmMRejqGx8fDUQZ6xwgFokQjiY8tSJKoyrhIMP4D42Ph+HUiyRKmm0KBCavdjM1uxuG0ku0dvweWeimtzMWb60otWKwmJFm86+6BE4vw2aYui5KIK9uO2ZKZZY+up+6dsWiCcChOT8cwzQ29dLYOMtg7dnPhGQ0nSIyLssr4hoiu6UiSmFpwyikR3GI1Y3OYsdlTApA310lxuY+y6jxKKn3k5GVhs5sNUWgOaKpGPJ66JoP+KJ0tg3S3DdHfM8bwQIDgWIRIJEE8liAeU24er4m56c05qiggjY+VoiiMi3emm9elxWrC7rTgdFnx+Jzk5GVRUOKlqCyHnDzXx54r39wUW+osiEhw6Uwbg33+jLS1aWcN1SuLMtKWwZ2JhuP8+K/2c/jdK3NuI68wmz/9sxcoKsvJYM8WHk3V+e///lWaG3rn3EZFXT7/7D88R16RO3MdWwR0XSccjNHXNUp/9yjtzQO0NvbRdqOfwFiEZEJBSaokEyr6DHOMdH1ikqWiJFXiJCE4+XNlWUI2S5jMMnaHhZJKH7WriqlZWUhRuY/CUi/WNBcyy5ETH17jb//8zVm9xmIz8bU/eYz7Hlmd0b7ous7YcIj2GwNcOdfOlbPtdDQPjEeSpM6PO7aBjqqk1P5ELAnEbn2CkDoXTObUwOvOcVJZl0/d6hIqavIoKPWSV+hGNi1vgfJOJBMKvZ0j3Gjo4cKJFq5d6GRkKEg8lpzRNahpH113kXCcseGPHhMlAbPZhMVmIq/QzfptlazZXEnVigJ8+dmI4uyvMVESMzZZX4qEAjH+53/4BU1Xeha7K1MiSgL3P7aWb/zpE4vdlWWPklQZHgjQ2zVCX+coLdd7aW3so7dzhFgsiZJQSSZTwvhM0XUdFT0lGsQVploSTyxWTCYZs1XGm+uiqr6QmlVFVNTmpxYoua67alf68DtX+N7/9+6sXpPltvP7/+pJNuyoTuu9dV1HSar0dI7Q0tDD5TPtXL3QwfBAYHxxqaKpdz7ONwWh8f23UODWsU0QBEzjcxyb3Ux5TT6rNpZRt6aEsupccgvcc7r33kuEgzH6ukfpaB7g+uVuWq710tM5TDScuDlHVWdwrCbQNR1F02HiOo5OMicZR5rY7DLLmMwyrmwbRWU5lFXnUVmXT36Rh9zCbDw5TkzmpTsWznvPopEEZ440EQnF024ry2Nnz2NrcWbZMtAzg5mg66lIguGBwJzbMJkllFkMjksZ/0g4re/Ck+Oc1U1pKaDrOroOiXiSUCBK6/V+rp5rp+lqDz3twwz2jZFM3HnBl0kURUVR1FRY31iE/u5RzhxuwmyRyS/2UFGbz9otlWzaWY0vPzvtnc/lQiyamPX5KYoCIwMBdF1P+zvSdZ1kUmWgZ4zjHzRw5kgTLdf68I+G02p36jdMTdCVpEo0HMc/Eqa9qZ8Db1zE4bJSVJZDRW0+azaXs3pTBTm5LixW010xYU5FDcS5fqWbI+9d5fLpVrrahklmePdaU/WbIZj+kTBNV7p542enqKovYMP2Ku57ZA2FZV4s1plfY5IkzlvkylJA03T8o5G0xor5RhSFjBlJ30tMhCjHYgkGesZovNTF1fMddLYM0tMxTHAskhHvrZmiaalIrURcIRyC0aEQzQ29vPers2S5HSkBfXUxW3bXUre2GLvTiiQt7wiD6BzGucBomJ7OEdZvr5rTZ9dUjXAoxrWLXRx9/yoN5zvobh+at7nPRAReIq4QDsYY6g9w5kgTDpeV8po8NmyvZvveFZRV5WK1mRHuccFgYp4aH78uTx+6zuWz7XS0DDLQPUpyBpsSmWRCBErEU+Px2HCIzpZBThy4hiSJuHOc5BW5KSr1smJ9KSvWlVJQ4sFiNWMyL50oyHkXCfq6Rmi51jvj3cQpEaCqvpBVG8oM9czAYIFQFJWhPj8dzYNcONnChRMtDPb5iYTjGV+MZIJEXKGzZZCu1kFOH27i9Zey2HxfLTv3raJ6RSEOl3Wxu7jk0DSdwFgEVdHS2nHXVI3u9mGOfdDAB69foLdzmFg0mcGezo5wMEbTlW6aG3o4+t5V3D4na7dU8OBT61m7pWJZe9rEogmuXexk/2vnOXv0BmPDoQUVYqPhOFfOttN0pZsP37rE7odXc//jaymvzpvROSTJopEyaLDsCAWi9HaO0Hipi7NHb3CjoYdQIEoskkDTFlAZmAG6Dv7RMP7RMI0XOznwm4tU1eWz5/G1rN9WRX6x567Jm54JKfF6lGRCnVUU00TU5KXTbex//QKXTrcSHIss2mZPOBjj6rkOblzt4f3XzrNpVw0PfWoDdauLMVtMi9KnxWZiM7PxYhfHPmjg/PFmhgeCxNJIk55PVFVjeCDA8ECAaxc6Obq/AYfLSmllLmu3VLB6UzklFT48Pteir3fnVSTQVO1myFW6WCwmtt1fT7bXkYGeGRgYTIaup/KvopEEjZe6OHOkiavnO2hv6icaWZo33MnQ9dRCpqNlkI6WQT588xKbdtXw2Ge2ULuqaFa7nvcCYyNhkgllTiKBrusExyIceucyb796hhtXe5bUhFnTdMKhGOFQjL6uEZwuK2s2Vyx2t2bNRL5zZ8sgb75yikNvX2ZkcIp8nAUiEVfoah3iZ3//IScOXGPfMxt46JkNeHzOaUUY2SThcBqCncHSZWJjK5lQGer3c+ZIExdOttB0pYfB3rEldY+7E4qiMTYc4uyxEBdPt1G9opC9T65jz2Nr8PpcCOLyyI9Ol56OEWLRxIxEgpS5rkrjxS5+8/IpTn7YuKQibxJxhf7uUd58+RRnjjSx66FVPP6ZLZRW5t7Vfi8fR9d1IqE4F0628MHrFzh/soXg2Ow8mRYbXdeJjpt6D/X5OXfsBlluO1UrClm5oYzNu2qoWlGYioBchOt0XkWCWDTBpTNtM8o9vRPeXBebdtVkoFcGBgaTEY8l6e8Z5cqZdo7uv8qNqz03d5iXOyODwfFdgDb2PrmOxz+zhfxi97LeTc4k/nGRwOawzOp1qqLSfK2XX/7wGMcPNGQkrWw+cbisrNxQtux20CYmQycOXOMXPzxC6/X+jIyrmULXoa2pn598+wMun2nj01/ezepN5ZinyLWUTRJ25+zONQODhULTdIL+CG3X+znx4TXOHGlioHcsJZQvH21gUpSkSuOlLjpaBjl+4BrPfWkn67dXY5/lvX850tuZEgmy3Hc26xwZDHLgNxf5zc9O0ts1OiOfgcVioGeM1396gqvn2nn+d+5j2556bA7zXS38JBMKNxp6eO2lE5w7doOx4XD6EetLhMBYhPPHm7lyto13f3GG2tXF3PfIGlasKyGv2I0sL1w6wryKBKFgjKvn2jPS1rptleQWZGekLQMDgxQTeW8t13o5+NYlzh5rpqt1cNn5JswETdXo7x7lle8e4srZNl78xl427apZFHV2qTE2Ep5Vzt7EeXPs/au89LcH6GgeXBYDtCfHSf3aksXuxqzQdZ2RwSAvf/cg77x6lkh46QoxsWiCkx820na9n+e/spuHn92Iw2W97foyGZEEBkuMiUidwGiYkwevc2z/Va6cbSfoXzq7x5kkGo5z4UQLbU39PPrcJp790i5y8lx39VjY1zVyRyFbUzU6WgZ46W8OcGx/w82c8qWOklS5frmbb/3fv+ax5zfz/Fd24829+46nruv4R8O88+pZ3n71NN3tw3d+0TIlFcUUYKg/wKmD16moy+ef/B9Ps3JD2YL1YV5Fgram/oyEQ5qtJjZsq8bmMHIYDQwyga6n8tCbG3o58JsLnD/ewvBg4K6IGrgTqqpx+Uw7wwOv8dmv7mHfMxuw3eP50f7R8Iw9Jiby/17/6Ule/+mJJW3O9knq15Ysq5JvmqbT3NDDj/5qP2eP3SC5TCasA71j/Pjb++npGOZzX7+fnPysWyarsknCkWWIBAaLz4RbfV/3KOeO3eCDNy7S0TxAODi5a/ndhn8kzK9+fIzezhG+8M0HqawruOsWlhPEoilTu4ra/EkfVxSVS6da+eG33qfxUtey3CxJjc2pcflLf/gQRWU5i57Xnik0TaOtqZ9XvnuYo+9fXbKeA/OBoqiEAzEs1oX1nZg3kUDXdRrOd2TEuKqg2ENFXb4RGmxgkCF0Tednf3+Qt35++p6ZDH2S3s4Rvvvf3yaZVHjmt3YgSvduRIF/JDQjl+YJFf8f/+5D3nz51KIaE86FdduqMC2Dcoi6roMODefb+fv/+hYNFzoXu0uzJuiP8sbPTjI2Euar//xRCko8N68vURRxjLusL8eJuMHdRVtTP//z//olLY19SzqsfL5IxBWOvn+VoD/KP/m3T1NWnXdXjoWaqtPZNsi2B+pve0xRVM4evcHf/Oc36G5b3rvT8ViSA29eJBpJ8LU/eYyy6txlfzxVRePy2Ta+8xdvLTnfo4VAEATWb6+iqNy3oMdy3lbd8ViSlsa+tB3QBQHKq/MoKsvJUM8MDAwEUcDlthNbRmaE80E4GOOnf/shr710nHgsuSxC5ueDaCRBODS9WDQR9v79//kub758etkJBLkF2VTU5C+LUlGapnP+RDN/+R9f49qlrsXuzpxRFY2j71/lb/7sDbrbh2+Z2Dlc1iVdH9rg3sHmsCAIwj0pEEygaTqXzrTx1//pDVqu9d2VY6Gm63S1DN32d1XVOPlhY+o+tcwFgpvocPrQdf7hf7xNX9fosj6eiqJy6lAjf/X/vMb1K933nEAAkOW2s33vCqy2hY0kmDeRYLDXz0DvWNrtmC0m6taWLHiIhYHB3YwgCOzat5L8Ys9id2XRGRsO8eNv7+fUwesLWt96KaFpOqNDoWmfMzYc4gf/6z3e/eXZZRnmV72ykNzC7CW/o6LrOg0XOvjb//ImLY196Mt8QqQkVU4cbOTv/vxN+ntGb/7dmWXDNItSZAYG84EgCBSWetn+QP2sSuPdjWiqxoWTLfzor96/43iwHNE1ne6OIRTlo6g5TUtFPX/3v7991+W3q6rGiQ8b+enfHiAwurxc/ydQVY0LJ1r4m//8G9pvDCx749C5Ulqdy9qtFQs+f5kXkUDXdfp7RhnuTz9X1eYws2Ld8jKaMjBYDuQXe9jz2Jpl5/Q+HwT9UX76dwdobuhZ1or7XNF1ndHhySeFup5y+n7pbw5w4DcXUZahb4XJJFG3pgRXtm2xuzItKQ+CXr77396mval/sbuTMXRN5/SR6/zwW+8zNhxC13WcLitm89JP/ZgLggAOpwW704LZIhv32CWOJInseWyNIZqTugedOdLEr3587K5MRQyMRm7xSmtr6ufv/+KtuyeC4BPoms7Bty/z2k+Pk0gzsnuh0XWdpqs9/MN/f4fezpHF7s6iIQgCux9ehd2+8BVI5kU21TSd3s4Rgv70lStfXhbF5b4M9MrAwODjmC0yux5excG3Lt3TN+AJWhv7+Nl3DvJP/92nyPY6Frs7C4quw+jQ5CazsWiCX/7oGO/+8izx2PJKMZjAlW1n5YayJe9rM9Tv5yd//QFXz3UsdlcyjqpoHHn3Cp4cJ1/85r5UJMFdmm5gd1j47Ff30N8zRjgYS/2EYkTDcSLjNbGj4QSRSOrfkVCcaCSRdnqmwdwpLM1h54Mr6WwZXOyuLDqJuMJvXj5Fzcoi9jy2ZrG7k1HCwRgDPWPkFboJBqK8/J2DNF7quqs3B6LhOG+/eobVG8tZv71qyY+DE4wMBnnprz+gpbF3sbuyqOQVZrNhe/WipErOywgdjyXpah3KSOhu1coiLAucg2FgcC8gCAJV9YVs2F5Ff88ompr5QVIQBMwWGYvVhMVqwmw14XBacXsdZHsdWG1mTBYJszl1jSeTCom4QsgfZXQ4xNhIiHAwRiySIBKOz2v1BU3TOXXwOicPNbLv6Q331O7fhN/AJ1GSKvtfv8BrLx1P1QjPIIIgYDJLSJKIIAqIoshEJJ2m6aiqhqqoKEk17bHEV5BFzcrC9Ds9j0RCcV79/hFOH74+b+8hCGC1mbG7rNjtZnLys8nJz8Jut2C1m5AkkWRCIR5TiEbijAyGGB0KEgnHb16DyixKZX6SeCzJmy+foqg8h5XrS5HluzOSwGSW2bCj+pa/aZpGMqGSTCgkEwqJj/87nvodiyQIBaME/VFCgRhBf4RQYOK/U39LxJMoiko8msQ/GrmrFzcLickssfOhlXzwxgUG+/zz8h6yLN4cBy1WExabmWy3nWyvA9d4+o3ZIiPLEqqaOl9ikThjI2FGh0MERiOp6zASJx5NzGt6XMgf4fWfnmDlhlJy8rKWfJrWTAkHY/R1j1K3ppi3XjnF8Q8aMpLSZbbI2J0WrDYzDqeVnPws3F4HFqsZi1XGZJZRFY1EQiESijE6FGJkMEgwEE0d01D8ljSITDPY6+fV7x+huMJHXqF73t4nU8RjSd5+9Qznjt2YHw8CASwWE1abefxaNJE1fi06nBZsDgsWS2pMFCURRVFJJlQS8SThYAz/aJjAWIRIKE4irpCIJ4nHkqlojQx2VxAEtuypu8X4dyGZF5EgEUvS1X67OchcqKovxGIxRAIDg/nAZJJ44Ml1HH2/Af9oOCNtmi0yeYVuCko8FJZ6yS/2UFiS+p2Tn4XFakIUU5UEUj+3vl7XP6pZnUwoDPSO0d0+zI0r3bRe7+NGQw9jI+F5yU2LRRO8+fIp1m2pvKdCTydLN9BUjUunW3nlu4cyks9osZrILcwmtyAbt9eJy23Hk+PE4bJgtpgwmWVMJglV01ASKpFwnKA/gn80zNhQmJGhIMP9AYYGArNeqK5cX4bdsfChejNFUVROHmpk/2vn56UutySJFJXnULemmPo1JdSuKaag2IPVbvnYtfjR83VdT12Hmk4yqTAyFKKjeYCWa720NfVz42oPQ/2BOS1QI+E4L/31B6zZUpGxe85yQBRFLFZxWn+l1Peuo2sf/VvT9I/9XScWSxIOxGi40MFf/6c3iISnr/tuMDMEQaC8Jp/Nu2t55xdnMrYwcXsdFJR4KSjxjP94KSj2kF/swZVtQ5Kl8WsQ4BPXIcDEOaDpBPwRejtHaGvqp7mhh5ZrfXS0DMyoMs1s0XW4dqmTg29f5pnf2n7XRP1EIwnam/q54Lbz2k9OpCV+yyaJkgoflfUFlNfkU72ikOLyHLI8dmRZmnSOo5O6r+q6jqpoDPb56WwZpOlqN01Xemhu6CEwNj/+AZdOt3H4nSt8+su7lrzo03ytl7d/fjrj46HNYaGsKpeyqjzKavIoqfBRUOLBm+vCbJE/dsw+dtwEQP/oepwYGzVNIxSMMdTnp79njIGeMXo6hxnoHqO/d4yhPn/a/c/y2Nl2fz1W2+KU6Z6Xqz4WTdCTAQMQq91MUZkXSb53dvQMDBaa6hWFbL6vlv2vnZ/1a0VJwO6w4Mq2U1Gbz+pN5VTU5pOTl4UnJ7UQTGdH3mY3k+W2p8IeH12NfzRCd9sQ5441c/T9q3S3D2V8EGlp7OPIe1d47rd3LZuwvLTRU/WyVUVFGt/d7Wwb4gffen9OqSiCAFa7hWyPneqVRazdUkFZVR4en5NsT0qpN1tMMwqf0zQ9tcMaiBIYS+WTdrQMcO1CJ21N/fhHw9NGmYiSyLptVYhLNDJE13U6mwd49XuHMz45tNnNVI+HDK/fVkVBiWfWkw0rZlzZdsqr87jvkdWEAlF6O0e4fLadY/sbaG7oIRKa3UJ1qD/AgTcuzuo19wITk9Pp3KLsTiten4twMGrMjTKM3WHh/sfXcurQdYYHZu+pZbbIOJxWfAXZrFhfysp1pRSUePHkOvF4nVhsprQWZzaHhfwiD+u3VZGIpwT05oZejrx7hctn2hgbDWfU6DQeTfL+r8+xY++Ku6bCmK7rvPfrcxx65/KczNVFScDrc7F6Yznb966gZlUReYXuOR9bh8tKRW0+ux5ehX8kTHtzPycONHLiwDUGescyGj0Ziyb48M2L7HhwBYWl3iUrFChJlbdePpUR83tIXZcFxR623l/Pxp3VFJf78Oa6MmKIb3daySt0s2pjOQDJpEpwLMLYSIjh/gDNjb00XuqivWmAoD8y64jY8pp81m6tXLRjNS8iwehQiKA/mnY7Xp8Tj8+5ZE9kA4O7AYfLxu6HV3P60PUZL1KsdjOllbnUri5i9cZy6teW4PG5MFvlmwp6phFFEU+OE7fXQd2aYh58ah3vv3ae9359jsHezIWHxiIJTh5s5P7H1+LLz85Yu0udWDRBKBgj2+MgEo7zyx8c5focyu+5sm2s2ljOlvtqWbe1El9BdipsTxbndF6IooB93AQur8iNruts3FXNky9sJTAWpfFSF1fOtnHjag/tzQO3mW0VFLsprVy6vjaRUJxf/+Q4LY19GWtTEARKq3w88uwmHnx6A26vA9mUfmi/IAi4su04s2xU1hfywBPrOLb/Kh+8foHrl7vmZUfTwGAhWbmhjJXrSzn87pUZPV8QBXx5WVTU5bNyQxmrNpRRXp2PzWHGbJYRxiN1MokgCFisJkoqfBSV5bB5dw2Xz7Tx5sunuXCymXgsc8J5R/MAF0623DUiATDnyg1ur4Mt99Wx7+n1rFhfisVmzlhaoiSJeHNdeHxOVq0v4/7H1vDWz09z9P0GQoH011MTtF7v4+TBRp56cRsm09KMDrnR0MPF061pp9MIAuQVutn39Ab2PrWOghLvzWiB+cJkkm4ex8q6AjbsqCaRUAiORWi83M3Vc+20XOuls3UI/0jojp9x576V2OyLE0UA8yQS9HWPomYgt8abm4Xb68xAjwwMDKZCFAXWba2kfm0Jpw9PXgZQEARsDjP5RR427Khi3dZKymvyyS10I89x8TdXUj4HJoorfHz+Dx5k445qXv7uIc4fbyaZRr70x7l2oYvGS114c133TDRBPJYkMBrB7rSw/7XzHHz7EuoM64YLokC2x8H2vSvY8+hqalcXk+2ZH/NHQRAwmWRMJhm700pBiYf7HlnF0ECQ9hv9XDjRwtljN+jvGiUaSVC/thRvrmtJis2qqnHmSBOH372SVq7/x7HazGy9v44XvraHqvrCjIgDnyR1DCRycl08+cJWtt5Xx1uvnuadV88yMhi4Z0uJGix/LFYTD31qI6cPXycWndyo1WSScGbbqFtTwsYd1dSvLaG4PAeX277gY6EkpYS7HQ+upHZ1MQfeuMivfnyMoX5/Rq7DZELl0FuXuf/xtTic1vQbXIaYzDKrNpTx7Jd2smFHNTa7ed6OsyAIWGxmVm4oo7w2n9WbKvj59w7T2TKYEf+RRFzh4JuX2PXQqiXpTZCIJzm2vyHtjR9JFtm4o4YXv/EAK9aVLHi6zMT5YTKn/CgcTisFJV7ue2Q1o0NBejpGaLzYybnjzbRe7yMcjN0WFZtf7GHTzupFnbvMy7fW3zM248nldLi9jiVfssrA4G7AmWXlvkfXcPlM2y05eqIokFuQTc3qYrbuqWP9tkrcOa6bvgKLiSAImM0ya7ZUkpOfxUt/fYCD71wmkQEH/lg0wZkjN9i8u3bRcsEWmkRMIeiPEI3E+eWPjs64/JXFZmLt5kqeenEbazZX4HRZF9yFV5Il8ovc5BVks25LJU//1jbOHW/h7NEmNuyoxr5EJ7ejQyHe+cXZjETeAdidFh7/zBae++1d5BZkL8jkQhRF8orcvPDV+6leUcSPv72ftuv9hqGewbJEEKBuTTGrN1dw5nDTLY/ZHGbKqvJYu6WCbffXU1Gbj81pmbfoudkgCAI5eVk884Ud+Aqy+MlfH6CjeSAjbbe3DNB0pZsN26vv/OS7DGeWjX3PbODZL+6koMSzYIbGgiDgcFrZ9/R68orcfOcv3qL5Wm9G0kkmfGWWokjgHwlz8WRLWmtIWRbZ9sAKvvonj1Jc7lv0uerHkSQRX342OXlZrFhfyiOf3kRH8yDnjjdz+XQrbU39BP1RBEFg8+6aRT9G8yISDHSPpl1Le+KLzETOiIGBwfQIgsCmXTXUrCri8pk2LFYzpVW57Ny3go07ayivyV+yxm+iKFBc7uN3/+XjSLLI/tfPZyTs+cq5dgJjkXtGJIhG4ly/0s3l0210td7ZeFYQILcgm2e+sIN9T28gJy9rAXp5hz6JAla7mUJ7DgUlXh58ah2api+pScIEmqZz/IMGLp9ty0h7TpeVZ7+0k+e/ch8O18KKIoKQSgnZ9dAqsj0Ovv//vcvVc+3z40ptYDCPCIKAx+di7xPruHa+k1gsQZbbwbqtFex6aBX160rJLchektVvJtIQ9jy2FpvDwt/8599kxB9sbDhEw/kO1m6uuOlZcy/gzXXx2a/t4bFPb17we+oEJrPM+m1V/MG/foq/+c9v0HSlJ+02Y9EER9+/yrYH6pdUhRld1+nvGUs79W7FhjK+8adPLFpFgJkwscll9jpxe52s3VzB6FCQGw29nD12gxtXe9jx4Eqsi5hqAPMgEmiazshQCC3NSAKTWcJXcPeUXTEwWOq4c5w8/OwmbA4L2+6vZ/Pu2lscX5c67hwnL37jAUaHQpw6dD3tnczRwSBNV7oXXcldKEKBGD/+q/0zcnsWRIH6NSV87nfvZ/PuWsyWpZfbKAgCNvvSFLYABvv87H/jArEMlJa0WE089tktfOoLOxdtMgspwW7VxjK+/r89xrf/39dputJjRBQYLDtEUWDrnjpOH27ClW1jz2NrqKwruBkltdTHQ0kS2bSrhi/83l7+/r+9zdjw3HLwJ1AVjYYLnQQD0XsmBdiXn8Xnf/9BHvrUhkXfrBRFgRXrS/n87z/IX/7H1+ZkqvlxNE3nxtUeejtHKK3MzVAvM8P1y13E04gGtTksPP/l3UtaIJgMQRTw5mWx1edi7ZYKIuE4Dpd10T9DxqXQWCRBOJh+6KRsksnJX/ydKQODewWTSeL+x9fyr//8RZ56cRuFpV4s1vTcmBeawhIvv/V7ezNishQOxbh6ruOeWeTouk7QH71jbrwki6zfWskf/Z+fYseDK5bdObIUUBSVUwcbuXGlO+22JElk294VfPare8j2zo8PxGz7s2JdKV/+o4cpLPUudncMDOZEttfBP/m3T/PN/+Np1m+rIsttR5QW1n8nHUwmmT2Pr+XhZzdmJP2r8VIX/pF7o2SpM8vGC1/bwyPPbsRqmz//gdkgyxJb7qvjyc9tzUh042Cfn9bGviU3v2lr6k/r9Zt2VrNmc8WSOGZzQRAFbA4LOXlZSyKKNeMiQSgQzcjOiMkskeMzRAIDg4XEZjdjd1qW9Q22bm0xD31qQ9q726qi0dMxTNSoQ34TUUylpfze//4klfWF94ypY6YJjEY4tr8hI+U7K+ryeeGr9+FeAgLBBIKQMkP97FfvW7JpSgYG0yEIKTPWpZhWMFPMFplHP72JmpVFabcVGI3Q3zOWfqeWOBariSc+u4WHn92EaYlFyJktMo88t4n6dSVptxUJxWhp7CWZyGwJ6XTQNJ3ejtmXXJ7AYjWxYXs1zizDyy5TZPzuFw7GpnSEnQ2yLOH2LZ1Jj4GBwfJAliX2PrmOitqCtNsa6vPPuVzS3YYgCKxYV8rX/8XjVNYXLMk8/+VC05VuGi50pN2O1W7m01/eTfWKwiUn7JktqdzonftWLuuFloHBckUQBIrLfDzy3Ma0c5t1XafteubKtC5VNmyv4tkv7VwSod6TkZOXxROf3ZL2Joiup6JDQoGZGRQvBJFQDP8My3BPRpbbbsxNMkzGR+5oNEEinr5IYDLLOF2GGmRgYDB7fAXZ3Pfo6rQXJ0MDAUbTzOe8WyirzuXLf/QwZdW5S3LytFxIJlUOvXM57Yg7QRTYvKuGLbtrEZfoItyZZeWpF7eRV+Re7K4YGNyTSLLIzn2rMpL605pmKPhSJ6/Izae/shtvrmuxuzIloiiwelMFK9eXpd1W+40BQjOsYrQQRMJxVGXuptMTYfoGmWMePAniJDIQvuJwWTGZl47rpoGBwfLBPO4InO7ixD8axj8aXnJ5ewuNzWHhs1/dw5otFUaKQRrouk5n8wAN5zvSdv53ex088cI23DnOJSvaCIJAzapi7ntk9WJ3xcDgnsWXn8WmnTVpt9PbOYKmpV/efCliMsvse3o9qzeWL+kxThAEfHlZGTEMDvojDPenZ4KYSeLRZNqlD5dCHv/dROYjCSKJjORZOrNsC15r28DA4O6hrDqX8pq8tNrQVB3/SDjtai3LGUkW2fPoGnY8aISNp4uu61y90MFgnz/ttjZsr2LVxvR3k+Ybk1li98OrySvMXuyuGBjcs2zeXZt2ubtoOL6kwtMzSWmlj4c+tRGTeWn5EEyGMO4N5MlJr9KEpul0tg5mqFfpoyTVtMRzXeeuFbEWi4zP+OKxZEaMMOxOC+IS3R0xMDBY+tjsFurXlKStto8MhdJSt5c7xeU+nv/KLlzZtiW7Y71cCAfjXD7TlraQbrGaeOCJdcti10QQBMpr89iwo9o4fwwMFgFBECgs9VJS6UurnURcuTsrHAjw0Kc2LqtqLKXVuRRXpHc8dU2ns2XpiASSLKa17kvEkwT96VfXM/iIjIsEyYSKqqQ/obY7LEYkgYGBQVrUrCpKu8bx2HAIJQP3tOWIKAk89MwGSiqWVi3l5crIUJCr59I3LFy5oYyaVcXLxqDJajOzZU8dzmzDZ8jAYDFwZduoqMtPq41EXME/eveJBCUVPjbtqllWkXKyJLJifWlabWiazmB/+lFtmcJiNaXlrxMKxOjtHLnn00MzSUavCF3XSSaUjOy6WW1G7W0DA4P0KCrPSdvVORSM3rMhbOXV+ex6aBWSvHwmT0uZpivdDA+klwNqMkus31aFNze9UNOFRBAE1m6uJK/ASDkwMFgMbA4LxWU5pDOtVhSVcOjuSjcQRYGNO2ooKstZVmsOURKpXVWcdjuB0QhKGmaBmSTLbU/Liy7oj3D9cteS+Tx3AxlNvtE1PSOmhZAqn7SYF6yu6wT90SUbWuXNc+FwWhe7GwYGSxq704ovL4vB3rmr5cm4gn4PagQms8zuR1Ku2Mtp8rRU0XWdS6da0/a3cHudbNhetaTNtSbDlW1jzeYKmq/1LnZXDAzuOSRJJK/QjcVqJhadW2UVTdNIJu6uBVi2x8H2vfVpRxwuBjn5WTizbIQCcw+xj8cShIMxsj2LX3LeareQ5bbP+fWapnPiw0Ye/tTGtFMxDFJkViTQddRkZm4gJrOcluKZLpqq8f6vz/GDb72/eJ2YAlEU+Of/96fZ8+iaxe6KgcGSRpZFPL70yhklE+o9Gb7myXGy/f56ZJNRZSYTxKIJ2m8MkO6pVFzho7K+IDOdWkBESWTNlgp+/dJx9DQrOxgYGMyeLI8Di9U0Z5FAV3WUDM3xlwp5RW5WrEsvbH8xEAQBh9NCbkF2WiJBIq4Q9EeXhEggCFBS6ePS6bY5t9F6vY9D71zmc797/7IT0pciGRYJyJjBlyyLwCJGEgDJpEI0HF+0PkyFIAhp1RI1MLhXkCQJtze9wS+RUO5JkaB+XQllNenlsBr8/9n7z/i4svNOF33WDpWrkHMgmDObbJId2Dl3K3Qry7Jk2ZZljy2PZzzneIKvr2dOuD6edDzjOcfjJMtJVs5Sq9XqnJupmTOJQCJnVK7aYd0PBYAEQxNAFVAocD39YwPYVXvtt8Je4b/ecJnujmHGRuJ5t7N1V1tJZOC+GiFysb819WUM9o4X2xyF4pYjUh7IK5Gv68qCJCZfSmzZ2YY/6C22GfPC5/dQXpXf/Ma2HNLJ+YlGC8HqDY15nS9dyXPf2c/KdfXsunctep4VPW51CpuTAJl37ecphKYVUyNQKBTLAKGJvHMSOLaTUw1vMe64f31JLkaXKhcvDBKbSObVhq5rrNvSXDIJC69ECEF5ZZAVq/MrS6pQKOaH12/mlV/GlXJZbVDphsbW3StLsj8F8HgNQpH8ksG6jotlLR3hhUZoyAABAABJREFUZ/XGBvx5ztkGe8f5uz99gcN722/ZfFKForC+GJKCiQSaJpRGoFAo8kIT5L3QvQWdCKisCbNqQ0NRQ76WE5Zl03l+MG/PtLqmCuqbKko2R0S4LEDr6lr1vVIoioBp6vm5YMvlpZfXNZZPJnMszQ7J9BgEw/nlJnPdpRNCIoSgtqGctVvyS8goZS7s4C//07O89KPDxKOpW9IbtBAUPGCjYLdaad6zCoViKSGEiqmfB6vW11NZHSrZydNSI5XI0ts1nLfg1LqqhnB56ZYR1A2NxtYqPCWYJEyhKHV0Qy/ZXfOFoHllTUmXZdV1DU+emyCu6y4ZkQByiSS337m6IPO2i+1D/PV/eY5//LOXaD/Tr6oezIPCigRCoOmF6YCkK5eVYqlQKIqAQO1azhGhCVZvbCScR5ZhxUxSiQwDBYjDb1xRlffOUTERQtC4oopAicYAKxSljBCoDbhJhICWlTV5u+sXE6HlvwniurJgueQKgWHq3PHAemoby/NvTEJ0PMmPv/Yu/+lff5Nv/vVrXOoYwrpF80zNh4KKBAIKlk1SusvMr0mhUChKAJ/fQ9OKKnRdZQYuBFJK0qksQ/3zL8MJufjTuqYKjBJPxFTXWJ53nhCFQqHIB6/PQ3Nb9WSS9NJE00T+47RkyZV4bltbx+13rymYJ6PrSi62D/GtL7/OH//eN/nBV9+h42z/skvCuRAUNCuVEBTMlSmnbCmVQKFQKBaTQMhLYwnHaS5FJsaSRMfyS1oYCHppbCn9z6W6LkIgoDwJFApF8fAHPdSVcH6XHMvTVdIwdB77yO3sf+MMAz3jBWs3k7ZoP91H57l+XvjBe+y+bx17HtnEqg0NeH2GKpl4HQosEhQu/jfnDlKQphQKhUIxSwJBLw0tlcU2Y1nR3z2Wt3ujL+ChpqGsQBYVD9NjUFEThtN9xTZFoVDcovj8HqpqI8U2Q3ED2tbW8eTHd/GNv3qNTNoqaNuuI7l4YZDeiyO8/vxxtu5q455HN7FuczOVtWHlRXkFhRUJNFGwklkqZkShUCgWn0DIS3lVqNhmLCsGesfybsPrM6moXh6fS3WdmpwrFIri4fObqh9awnh9Jo9/dCcn3uvi4NvncyHoBca2HIb6xnn5x4d564UTrNvSzM571nDngxtoWlGFYRoIQYl7m+RHwT0JTI+Opmu4eSbCyGZvzdrkCsWtjpQSKSWOI3EdF9eVuK57+ffJn85Vf1/503FdXEeSSVt5x4LfapRXBJWSXmDGR+J5txEIegmXcJKtK6moDhfbBIWiJJByaky7/lh37ViYG/tc99rHBnrHyRZ4V7ZUCZcHCIRU2NNSprImzKd//QEGese51D60oNfKpC2OHejgzLFL/Ow7B9i8s409j2xk1YYGqmsjBdsALzUK/qoN08DQNbJ5igTpZFZ5EigUJcz17l/XlSTiaaJjSWITSeITKRLxDKlEhlQySyZtkc1YWFkbK+tgWQ62ZWNbU79f/mlbuefMfMyefGzyWNbGtpdYVp4ljlrAFZ588xFAbsKkLRPxpkJ5qihuMa4eD6UEy7JzY+F4klg0RSKaJplIk0pmSSWzZDMW2czUOGfPHAOvd8y66lh2avx0sSaPL8SObClSVhG8pXeISwEhBBtva+VzX3qEv/xPzzI6FFvwa2YzNv09Y/T3jPHqT4+yekMDO+5azc5717JuSxPeyfK9t8p3p+AigddnYnh0snlmjUwlM7hKJFAoSgrbdkglMiRiaRLxDCMDE/RdGqW/Z4zB3nFGBmMkE5lJEWByQW872LaLY7u5XY8lVI7nVqS8MlhsE5YdE+P5iwTLKQQkXMK1yRWK2SBlzpMtEU+TjGWITSTp7x6jr3uUgd5xhnrHmRhPkk1PiuJTi3zbyY2Fds4jTi3qF4ZwmSrxWwoYps7dD28kncrwtb94paCJDG+GYzucPd7NhVO9vPij92hZWcMdD2xg2+6V1DVVEAz7Cpasf6lScJHA5zfxeAySZPJqJ5XIqM5RoSgBMmmL7s5hLl4YpOv8ID1dw3R3DjPQM0Yynl8/oFh8VHm6wuI4LolYKu92Srme99UokUCxHJFSMjoco+vcIBfbB7nUPkRP5zA9XSOMDsWWVD36Wx3VB5UOHq/Bwx/eQbg8wN/+t5/T3TG0qIntHcdlZDDGyGCMw3vbKa8Mctudq7n97tXsuHsN1fWRZVsZYQE8CTwFid2Ix9JFDTcQ5CZlja1VBW5ZMjYcJ5XMFrhdhWLhydV8txgfiXGxfYij+zs4c6ybkYEo0fEkyXhGhQmVOLdq7N1CkYilsTL512MOhn0FsGZp4A+qWGBF6ePYDrGJFEMDE5w52s3RAx10tw8xPpogNpFSddiXMEokKC1MU+eO+9dTXhni23/zOu+9fb7gVQ9my/hogteeO8q+189Q31zBtl0r2fPoJlpX11JWHlg2YYGwACKBP+DB482/2UQsjWU5BbBofmi6xgNPbuP2PWsL2q7ruPzFf3yWfa+dKWi7CsVCImVO3DpxqItj+zs4sq+dnq4RHEe5Qy43lEhQWFLJLHYBdhCXk0jg9ZrouqZ2VhUliZW16Tg7wLEDHRzd38GpIxdJRNM4rqsSbpcIhVinKBYXw9DZeFsLv/MfnuHZb+7j5987WNTE1KlEho4z/XSeHeDFHx1i8+0ruOvBDey4ezX1zZXLIm9Bwe+SQMg7ndghH2zLIRFLU1mkJFpCCIJhX8EnZo7t4vMrd17F0kdKSSqZpadzmHdfOc2Bt87S2zVCbCJ/12nF0sUw9WKbsKywC5QsLBhaHiKBEAJNF3i8hvKoU5QMju0wNhLn1JFLvPH8cc6f7GGwbwK7iJtZivmjxrnSRAhBZXWYT/3a/Wzd1cYP/+kdju3vIB5NF80mKSWJWJp9r53h6L52mtqq2XHXGu57YgstK6vxB70lKxgUXCQIhn14C7AItm2HidEELStrCmCVQqGYC9mszdlj3bz58+O8/dIpRodi2LaaDN0KlOhYtmSxLQe3ACKB6Vk+k1pNE2qSrigZRgaj7H/jLK/+9Chnjl4inbJUWF2JYxiq/yllPF6DbbtXsXJdPW+9cILnv3eQ86d6cYpczSqdsrhwqo/OcwO8+twR7nxgA3se3cSm7Svwl2C+p8KLBCFfQd4I23IKUltaoVDMDiklluXQdW6AF374HntfOc1g/4QKJ1Ao8sC2C+NJsJwmtULTlEigWNJIKZkYTXDwrXM8//2DnDveozxflhGq/ylthBAIkStl+cTHd7H9rtW89eIJXvrRYXovjpAtQB6gfHBsl+H+KM9+cx/vvnKKTTtW8OgzO9h4WyuhiL9kqiIUXCTQDY1IeQAhRF5Kq227jCmRQKFYNMZG4rzx/HF+8o299F0aVW6UCkUBcGynIOV8dWP5JEMSUDKTJMWth205XDjdyw+++g57XzlNKplZ1GzqioVnuWajvxXRdY2Glko+8rk93PXgRl559jBvvXiS7o7hJZH3ZmQwxlsvnODovnZ27FnDo0/vYPOOFSWRwLfgIoEQgur6MnRDy2uRYWVthgeiSClLNpZDoSgFbMvh/Klevv03b3Dw7XOk1W6JQlEwbKswyT2XlUggBEJN0hVLDCkl8WiKl398hB9+7R36Lo0qT7rlilpWLCuEEJgeg5ZVNfzibz7M/U9uY99rZ3jtZ0fp6RwhnSruvNZ1JRNjSV599ihH93Wwc88anvrkblZtaMDrM5fsOndB0nvW1JWh6/mJBLbtMDIYxXUlur403zyFotTJZmzefeUU3/irV+k8P4i7BFTXQqJpAilR8aOKopH77uX//dPEMlpUC5X7QrG0kFIy0DvOd77yBq89d3T5JegVufHQddRYqFjeGKZO29o6Glsruffxzbz7ymnefeUU50/1koxnim0eo0MxXv7JEU4c6uKRD+/gkae3U9tYviS9WxZEJKhtLEfPt06khPGROIlYmkh5oDCGKRR5IJdZbaNELM0LP3iPb/3N64wOxYpmhxAC3dDQNIGua2h67vdcFnQNj9fA5/fg9Zl4fQYerzn5u4nHZ+L1Xn3MwOs18XhNHMfl+e8d4OShi0V7fYpbG93QCrJL4LjLS8BTGoFiqeC6Lp3nBvjH/+dF9r1+tqguyrkxMDf26Vrud6FpaJPjpC/gwTc19vlMvN7L457HO/Pvqcc9XgOPz6Tz3AA/+cZeErHiZYJXKBYLj9eksbWKj/zSHh74wFZOHOzinZdPcWRfO9HxZFFDah3HpffiKF//y1c59O4FPvyZO7njgQ34/EvLq2BhRIKGslwm5kR+7YyPJoiOJ5VIoFgSSLl8SiCnU1l++q19fOtvXl/UHRMhIBDyESkPEAr7CEb8lFcGqawJU1YRpKwySFlFkFDERyDoxef3YHh0NG1SONAEmpj8Of23Nv33tLgw+Vgilua9t84t2utTKK7GMHREAeLvHWt5iQQKxVLAdSUdZwb48n99jqMHOhZVIDBMPTcWRvyEIj7CkQBVteHcODg5FkbKA7mE4MGcUD4tok+OfdO/XzX2zRwvNYSAA2+e4+ffO5jv1FyhKCk0TVBVE+Hexzaz4+7VdJ4b5J2XT3Jkbzs9XcOkU1bRbLNthxPvddJ7cYT2M308+YndNDRXFs2eq1kQkSBSEaSiKszEWDKvdsaGY0yMJmhaUbWklBXFrYl0XUo9e5GUkkza4rnv7OdbX36dWHThBAKhCUxTx+f30LKqhra1dTSvrKausYKq2gjlk5Mg7xJTThWKQmKYOloBvt/LqgSpLPmuVLEMkFJyqX2Qr/y35zn07oUFvZZuaJimQWVNiJXr6mldU0tjSxU19WVUVIcoqwgSLvOjL6MqJgrFUkLTNcJlAbbuamPzjlb6ukc58V4Xe187w4n3uohPJLGLUEJRylwIwnf+9k3az/Tz2d96mLWbmpZEHqIFEQk8XoP6lko6zw/k1c7EWJLR4Vhu+1atIRRFxnFkQeqdFxUJ775ymm/81WsLJhD4/B7qmspZua6erbvaWLOpieq6CP6AB6/fM73joVDcCugF8iRYTiKBlHJJZJ1W3LpIKRkdivG1v3iVI/vaF+QaQggqqkM0tlaxaXsrm3a00rKqhlDEjy/gweMx1FioUBQBTddobK2ivrmSOx/cQE/XCHtfOcXR/R10dw7n5seLPN13bJeDb51jdDDG53/nUXbdu7boouGCiARer0nTiqq827Eth+6OISzLweNdEFMVilljW3ZJiwRSSi6c7uPrf/kKE6OFdTgUQhAMe7ntztXccf96Nm1vpaG1clnVdlco5oNpagUp95cpoktkoXEdt+h1rBW3NumUxbPf2sfbL50oeGyybmg0rajm7oc3ctsdq1i7pYlQ2KcEAYViCSGEQNdFLtS1IsjG21oYHY5z+vBFDr17ngNvnWO4P7qouQtcJzdP/8v/9Cyu+xS7719f1Hn0gnkSNK+syWVSzXNR1XlugGzGUiKBouhYWbtks/9LKRkfSfCtv3mdS+1DBWtXiFx40a571/HI09tZvaGBcJl/SWZpVSiKwVQccb4sp2RjjivJZpVIoCgOUkoOvXOe5797ECtbuAWAYeqsWFPLwx/azh33r6e2sRyPV3kLKBSlgBCCqpowex7dxI49a3jms3s4ur+dd145TefZfkaHYou2Udh7aZS//i/P4fN72H7X6qL1IQuy8tZ0jbqmciLlAcbz3LHsODtAKpklFPEXyDqFYn6kUxZOEeKVCoF0JXtfO807L58saCe3ZddKPvpLe7h9zxp8fk/B2lUolgvBsB/TzH8nIB5bHiXZpJS4joulPAkURUBKychglB/90zuMDkUL1m64PMATH93JEx/bScuqmoK1q1AoFhchBIGgl8CqGlpW1fDoM7dz+uglDrx5lr2vnqG7Y2jhxQIJvRdH+fv/8SJVdRFaVtYURShYsO35mvoyKmvCeYsE46NxujuGqKkvK5BlCsX8SCezJRsXPNg/wU+/ta9guybBsI9HPrydZz53Nw0tVQVxp1YoliMej4E/6M27neXkSZBOWUiVuVBRBGzL4a0XT3Ly8MWCJM8UmmDluno+/cX7p0uYKRSK5YPXZ7Jt90o23tbCEx/bxfH3OnntuWN0nOlnYjSxoGPZuRM9fP0vXuU3/u0HKK8MLrpQsGAiQW19GbUN5bSf6c+rnXTK4syxbnbcvaZAlikU8yMRz2CVoIus67i88bNjdJ0fLEh7Xp/JJ371Xj7+K/fi8aoJkULxvgiIlAfzbiY6nl+1oKXEcnotitJiZDDGiz88VJCcGEII1m1u4kt/8GHWbm5UYXYKxTJFCIHHa9LcVk1zWzUPPLmV4wc6ef354xx48yxjw/EFua7juLzx/HE23tbKhz5zx6KLBAvWo3l8JivX12N68tMhshmLs8d7SKeyBbJMoZgfiViqoPGLi4GUkqH+Cd555TSZdP6JzwJBL5/8tft4+hfvLgmBQAKu2rFUFJmyikDebYwMRpfN7nt0XFVqVyw+UkoOvHm2YHl51m1p4jf/3QdLRiCQUi52wnaFYlniD3jZdd86fvPffZA//O+f5enP3k1DS+WClC20bYfnvrOf7o7hgrd9MxasVxNCsHZLE15fngsJCd2dw/RfGi2MYQrFPImOJ8lmSivDuJSSC6f6OH+iJ++2hCa49/HNfOSX7iEQyt99ejGQriw5YUex/CirzN+TYGIsuWwqAhS6uopCMRtSySx7XztNJp3/plN1XYRf/K2HWLeluSQEAsiFWpRq8mWFYqmRq+rlY+P2Fn79Xz/J7//XT/OBT91BVW244Ne61DHECz88tOhrkAXt2Vauq6e8Kv/JUX/3KO1n+3Fd1bkpioOUkvHRBJkSEwmsrMOBt84WJJP4ynX1fPTz95RUKScpZckJO4rlR019ed5tZNLWgrk0LjZjI8vjdShKByklHWf66To/mHcuAq/P5ImP72LHXWsWZOdwobCytppHKxQFRgiBaRqs29LMF/7V4/zb//QpHvzANsJlhUu4b1sO77x8kp7OkUX1KFzQ3i1c5mf91ua828lmbI4d6CSVVCEHiuJgZR3GhmK4Tmk568WjKU4dvph3O76Ahyc/vouWlaWVtVmJBIqlQENLZd5tZFJZRgYLl429mAz2jhfbBMUthutKLpzqLcg9tGp9PY8+vaPkSnNnMzaO8iRQKBYMn9/D1l0r+Z3/8Ay/+rtP0LKymkLtqfV0jnBkf/ui3sMLKhL4/R42395WkMznR/a1MzKwPCZItyQlHkubTmUZ6p8othlzpv1Mf0F27drW1LHn4Y0YBSjltpg4tquSpCmKTmV1KO8QnWQ8Q9+lkQJZVDxsy2FYjeWKRSaVyHD2RE/eZYx1XePhD20vuYpbUkri0dLLq6RQlBJCCIQmCIZ8PP6x2/m9P/4kO+9ZWxCPIykle189Qya1eBtfCyoSaLrGyrV1VNdF8m5rdDDK4b3tBbBKMVdEniKPdGXJlg6cIpXMMNAzVmwz5kzH2X5Sifw8cAxT5/Y9a6iqzf8+XmySiQzx6PIpHacoPYQQ+INequvyW1SkU1n6Lo2WfEzx2EicZFzdk4rFJZnI0HE2v2pbAI2tVWzZ2VZSYQaQq3I0PprAtkp7LqZQlAqGobNucxO//m8+wO13r0HT8+8zujuH6O5cvASGC9rLCSFoWVXDyvUNebeVSVvse+00sQm1K7iYCE2gG/ntHrtSlvTAJKUkEU3T111ayTNt26GnayRvd3uf38POe9bmLRYVg5HBaEl/9xTLA1/AQ11jeV5tuK6k9+IoyWSmMEYVif7uMRU6qFh0YhMpBgoQ5rJ2SxMNrZUlk5dnikzaZnQoVmwzFIpbCqEJWlfV8Ov/5ik27WjNO/QgPpHi7LHuRctLsOBSaDDsY9P21ryrHEgJF071cfro4r05CtCEwMzTxdx1JJkSz8rd3z1WcjvSyXiGseFY3pEeTSuqqG0oLdfKKXovjmBZpf3dU5Q+gaC3IHkJujuHiU+kCmBR8ejpHCYZL22hQ1F6DPWNY+U5D/H5TVZvbMi/alcRKFVvSIWi1BFC0NJWwyd/9T4qa/KrfJBOW1xsH1w0j8IFFwmEEOy8Zy3lBSgBNTYS560XTpCIldZirZQRmsg7Dt22bOIl7gFy9kR3sU2YM8lEhlgB4vFXrK3DXyIlD69kKpv1cikbpyhdPF6DFWvr8l5cXLwwyPBAtGSFcitrc7F9iHQBStApFHNheCCK6+Z33/gDXtrW1pecF4GUkthEikvtQ8U2RaG4JRGaYNsdq3j4Q9vR9Pn3H9KVDPaNk1gkoX1RgqoaWirZuKO1IG3te/0M7QWIK1PMDk3T8Hjyy+BrWQ7REt79cmyXM8d7im3GnMmkLJJ55iMAqGssx+stvZ2TZDxD78XRvBNVKRT5IkTO5TDfkkiZtMWF030lKxLEo+lcPGVpmq8oYaJjSWSeIoHHZ+YdNlQsBnvHGB9VpUcVimLh85vc9fDGvEsiR8eTJBPLSCTwBzzc/dDGgpSLGR+J8/PvHiCTVmXNFgPD0AiEfXm1kc3YjA6W7u5X76UR+i6WXlZxK2uTyXPHTgiorA6XXFUDKSU9XcPLIhu8YnnQurqWsgJ41B070FGSwpeUktHhGO2n+4ptiuIWJBFP5z0H8frMgnjFFoOj+ztLvciUQlHSCCFYs7GRtrV1eeUmiE+kSS9SXp9FEQmEJli3pYmV6+vzbst1Je+9c4HD717AdUtvolRqCE0QjvjzWiTalsNQ/wRWCSaQk1Jy8tBFJkYTxTZlzjiOm3+5J0PH4zNKzr3SdSUXTvcx2Fd6ZSsVy5NIWYCmFdWQ563UfqafvkullUQVcnmFus4NqORpiqJgZe28HVi8fhO9ABnKF5tUIsPxg53FNkOhuOXxeA1Wra/HyCMhfDZrL1pC7sURCYSgtrGC3fetK4g3wehQjB9//V3GhpXr1EIjhCAU8eftbj7YO0EiWnohB4l4hqP7Oko2G3e+Oye6oWGY+d+zi00ilubwuxdUZQPFkkFogs23r0DT8ht2RwdjHN57oeQ8sxzb4ci+9pKzW7E8KMT3zus18xb5FhspJaePXlJJCxWKJYAQgvrmyryqxtmWjbNcEhdOoesaex7ZRE1DeUHaO7q/g5d/chjHVouAhSZc5sfrz08k6O4cYnwkUVITRCklfRdHOHawo9imzAutAOUrkeQdx1kMLl4Y5NiBzmKboVDMYPOOVsKR/PISpFNZjuxtL0hS0sVkqH+CU0cuFdsMxS2KYRp5r+9LcSxMpyzeeeU0E2Ol5w2pUCxHAiFvXiXFNU1bNO/eRfWbam6r4a6HNhSkrWzG5tlv7OPk4YsltfAsRSqqQ/iD+WW3H+wdp797tKRi4nKhLecZKlGX9ZwXQH63uG072JZTUveY47i89twxNSlSLDmq68pYv60573aO7u+g49xAydyXUkree/s8Q33jxTZFcYvi8Rp5ewFkMlZJzWGklPR2DbP3lVN5V3ZQKBSFwbEd8ulITK+R99x+tiyqSGB6dO57fEvBssMO9I7z1f/5Mr0lmFSulKipL8s7K7frSg7vbS8p9+/hgQneeP54sc2YN4ahY+YZKuDYLvFYqmR2UKSUnD3ezXtvnyvJ5G6K5U24zM/WXW3oRn5Db2wixes/O0a2RBL4TowlOPDm2ZIN21KUPj6/mffuWyqZJZMqne+wlbV59adHGeovzY0OhWI5Ep9I5yXaeTzGoiUTX1SRQAjBynX13P3IprwnSZBbEBzZ2863v/LGopWDuBUJhn1U10XyysYJcGRfOxMlUoLHsR1ef+5YSdcV9vpMAnl6gEAuB4iVLQ1xJxFL87PvHKBHCYeKJYhu6Gzc3kplTTjvtva/frYkygG7rsvpI5c4uq80w7YUy4NIRTBvkSCbsRgdKo05DMCZY928+tOjJeX9oFAsd/q68yvNHQh5F60s+aKnafX6TB7/6O00tVYVrM3XfnqUb//N68QmUiXjfllKCCFoWVWDlmdW38G+cfa9cXbJu71JKek8P8hLPz5c0qU2AyEv4fL8PEAAujuGSedZSnExcF2XA2+e4+2XTqo67Ioly5qNjazZ2Ji36DoyGOXZb+wjvsQTwiZiaV784SEl5CuKSnVtBC2POGCAdDJLT9dwgSxaOKSUjA7F+OE/vcPIYLTY5igUiknSqSwXLwxi55FPr6IqTCjP3EazpSi1XFpX1/Lwh7cXLPFCKpnle//wFj/5xrukU6W7qFvKrN3clFfJDoBkPMObPz/B2PDSLoGVSmZ57tv76Tw3UGxT8sIf8BIuC+TdTue5AeLRdAEsWjiklHSdG5wWCxWKpYrXZ3Lf41vw5LkT4Dgu7756isPvXli0TMdzxXUle187w5F97cU2RXGLU1Ubzrt8YSqZpf1M/5Lf6LAth59//yB7Xzm95G1VKG4lus4P0t05f6FRCEFVbRh/0FNAq25MUUQCXde4/8mtbNrRWrByMpmUxXf/7i2++eXXGBuJK4+CArNiVS1Vtfm7yJ483MW+184s2dwElmXzyrNHeOP5Y8U2JW90Q6OusQLTk5+4MzoU5dyJngJZtTAM9I7zT3/+Mh0lLuwolj9C5Eohrlpfn3db8Wia7/39W1xqH1pyY56Ukq7zA/zon95Rwp2i6IQi/rznMLblcPZ4N+MjSzfkwLYc3nrxJM9+cx/WEp1nKRS3Ipm0xb7XzzCYRwJfn9+kua0671LKs6UoIkGuTmQFz3zubiIF2OmcIh5N8b2/e5Ov/tlL9PeMLblJUykTLg+wdnNT3u1kUhbPfmtfXkraQuHYLu+9dZ5v/80bTIyVVnmx6yGEYMWaWnz+/BTHbMZm72unsbJ2gSwrLBNjCb715dd495VTuEt0R1WhuJLKmjB3P7yxILl5zp7o4Tt/+8aSK4kYHUvy46+/y7mTvcU2RaHAH/TSuro273bOn+yl6/zAkkzm6zguh9+9wFf/7CWVrFBRMkhXMtA7RnQ8uazXbR1n+3ntp0fzykcQDPtYtzX/CkmzpSgiAeTqPN75wAbufWxzXvUiryabsXn+ewf50//wAw6/e4F0CWWiXcoEQ142bW/FKMCktvNsP9/88muMDEWXTIdg2w6H917g7//HC/R3jxbbnILRtraOYMiXVxuuKzlxsCtXbnQJTYyklAz1jfOP/+9LvPSjw9iqmoGiRDA9Bnc+uJEVBVi02JbDmz8/wQ+++g7RJSAUSClJxNJ8/x/f4pVnjyypPkNx6+IPeGlbl7/3TnQ8yWs/O7akcmxIKbEsm4NvnuNv/tvzS3ITRqG4EY7r8tKPDvNH/8vX+cE/vs2ljiFSycySWR/ki5SSkcEo3/nKG3lX42toqaS5rbpAlt2cookEkKtb+/Rn72bl2rqCtmtbDkf2tvOn/9sP+P4/vM1g77iKy8oTTdfYuL2V2gKUr7Rtl7dePMmPv7Z3SSTdsrI2+149w1//l+foOLu83NWr6iI0rsg/SehQ/wQ/+86BJbEIgVyn23dplL/70xf42XcPlHSCScWtScvKau57YmuufnuepFNZfvS1d/nJN/aSjBd38RKPpvnJN/by7Df3kUookV6xNDA9OivX1hEM5yeaA+x99TSH915YMouYbMbmjeeP85f/+ad0lkDFE4ViBhJi40mO7G3n7/70Bf733/kq//hnL3HgzXOMDsWWzH02X8aG43zjr15l3+tn8l6L3nbnarx5egfPhfxnJ3kghKBlZQ2/8M8e5C/+47OMDhYuoZ2Ukv7uMb72F69w8K1zPPL0du64fz1lFcFFqy95XbtKNO26EIK2tfWs3dxEf/dY3l/0bNriR197B9t2+Piv3Et5Zf7lieaK60qiYwle+tFhfvS1dxjoHV/U6y8GXq/Jzj1ree/t83m1I6XknVdOsWp9PR/5pT2YnuJ0HVJKshmbE+918Y2/epUTh7ryct1SKIqFpms88NRW9r1+hlOHL+bdXjya4rt/9yapRIanP3v3ZNnaxetTXcdleCDK9/7+TV744SESsaWd7FRxayGEYPXGRhqaKzl/Kr8QmPGRON/5yhs0NFfStq4+76oJ88V1XUaHYjz3nQM89539BZ1DKxTFIJO26O4YprtzmBd/cIi2tXVs3rGCXfevo2lFNcGQF8PUF329MFeklLiOS+/FUb7x16/yxvPHyWbyC9mtqo2w8541BfHoni1FFQkgl1ztrgc3cOFUL9/7+7cKXo/dytocf6+T9jN9vPbcMe57fAtbdq6gsbVq0RY6UkrSySyD/RMMdI8xWKKLUY/XYPf969n3+llSBXC1S8Yz/OQbe4mNJ/nIL+1hxZq6RRtsrazN6aOXePab+9j3+pmi774tFLqhseG2ZiIVAaJ55llIJ3O7lWWVQR78wLa8s7PPFSklw/0TvPLsUX767X0M9IyXvMKsuLWpbSjnsWd20HG2n3Qy/133RCzNj7+xl4HecT75hftYub4+76o0syGbsTl2oIMffe1dDr1zPu/JkEKxENQ2lrNyQz3tZ/twnfmPHVLCmePdfO0vXuGX/8WjtKzKP2xormQzNicPd/Gjf3qHg2+fJ6MqeymWEzIX2nN0fwenjlzi+e8fZPWGBm67YxVrNjXSvLKGiupQ3hVLFgIpJfFomvfePsf3//Ftzp/szTtZuxCCbXespGVlzaIKJEUXCQA8XpOnf/Fu+i+N8cYLJwqffEzmFqSH373A8YOdNLdVs25LE9vuWMWGbS2UVwYxPQamJ6dOzecDkFLiuhLHdrAsBzvrMDYSp7tziPMn++g6P0DfpVEG+8ZLekF62x2rWL+1icPvFqakVTqZ5YUfvEf7mX6e+uRu7npwA2UVATRdK/iN4Dou6bRF+5l+Xv/ZUfa+cprBvnGW8zpTCEHzyhq27mzjrZdOkq8jy1D/BH/7337OxFiCJz+xm2DIt+DCjm07xMZT7H/jLC/9+BAnD11cskkUFYq5YJg6ex7dxHvvnOftlwqTeDOdzPLGz4/TeW6ARz68nYc+eBsV1aGCi+KuK8mkLbrODfDKT4/w1gsnGB5QNdkVSxdd17jnkU28+/KpvCtuuE7Ouy6ZyPC5336ENZsa8SzwxtOUJ93FC4O89OPDvP3iSYb6l/ccRqGwsjajQzFGh2IcePMskYogLatqWLmung3bmlm9oZGq2gger4HpMRCCRfc0yOUFcYhHUxw/0Mlrzx3lyL6OgoVUV9aEePiD2wsSLjUXloRIAFBZHeYX/tmDjAzFOPFe54J1erbl0HlugIsXBnnrxZNEygO0rqph9cZGWlbVUFkTJhjy4Q968HpNTI+BpmtomsiJAI6DY7s4jouVdUinsqQSGVLJDBOjCfq7x+juHKana5ixkQSZVJZ0ylo2i5qK6hAPf2g7Z452kyrAzhfkJpvnTvTQe3GEt148wYNPbWP9tmbqGivweI28bnYpJZmUxUDvGJ3nBjjw5jmO7GtndCg2Z2XP6zcpqwgy3D9RUjkuImUB7n54E0f2tROP5u8CPDYS55t//RqdZwd46pO7WbOpMe8KCtfDytoM9Ixx4tBF3nrxBCcOdZGMpefUN0zVlHVsl7ElXLZKcetSVhHkI5/bQ9f5QS61DxWkTelKLl4Y5Ot/+Sp7XzvNvY9vYfudq2hoqcQf8M6/XSmxbYfh/ihdFwY4+OY5DrxxlqGB6Jz6U4/XIFIeYHQ4lteO7q2ElBLHcbGt3EZELJrO25Mqm7GZGEtgmDqmaWCYetFc5xeLdVua2XBbC/tfP5t3W47tcnjvBUYGYzz1yV3seXgT1XURtALvbuZ2JlN0nOnnwFvnePulk/R3j815DuPxGtQ0lNPfParC9BQliZQwMZpgYjTBqcMXeeUnhwmGfDS1VbN+azMr19VTXV9GeWWQ8soQ/qBnwQSDnGhnMTYcp79njDNHu9n/xlkuXhgkFk0VNGnvHQ9sYOvutkUXP5aMSCA0wcp19Xz+dx7lz/+vHy94AjnXzWVgTsTS9F0aZe9rZ4BceYlwWYBwmQ9fwIPX58HQNTRd4Dq5CZJt5f5lMjaJWIp4NE0inr4lOl3D0Nl17zo2bm/l0DvnCyrmJGJpDr55jiN722lZVcOaDY2s39ZM29o6Glur8AU8aJqY9vYQgsnrS6S87M1hZ+2cF0fHcE4Q6hii82w/PV0j83b50Q2NB57axp0PbuAv/vgnDPWVTnkhoQl23beOVT9o4Oi+joK0GY+meenHhzl2sJOde9Zw10MbWb+1mUDIi27o05/TbJBSIl2J7bg4tsPYcJwzx7o5frCT00cu0XVhcN6fW+OKKr7wr57gzLFL/OAf31Zu0IolhxCC9Vubeeazd/M3f/Kzgib7S6eynDx0kdNHL9HQXMnazU2s3dzEui1NNLRUEQh60fQb96mum4urTMTT9F4cpfNcP53nBug400/X+cF5VQ8SQvDAU9vYuquNr/y3ny/pmvNzRUoJk2NR7t91fncv/27bDulkllQqm/uZzEz+zP27+lgmbZHN2GQzFuMjibyEeteVHN3fzn/9/e/g8Rp4vCYer4HP78EX8ODze/AHcr/7J/+++nef34M+6fUnNGZ8j678nauOF5OpcLnjB7sKEjbpOpKu8wN85U+e580XTnDnAxvYfd86ahvLMT0Ghq7NqYLXlBjk2O5kfPYQxw92cfJwF6ePds/7fjE9Og9/aDsPPLWVP//jZ7l4YXBe7SgUSwXHdolH08SjaQZ6x3nv7fMIISivClJTX05tQxk19WXUNJRRU19OTUMZlTXhyXFPQxNi+t7MdUuTYyBM/+/Kftt1JYl4mtHBGH3do/RdGuVSxxB9F0fp7hwqyCbc9WhaUcUHPrkbr29xQ3xhCYkEU2za0cov/4vH+PJ//RndXcN5u0fPlSnhoL97ca9bSlRUh/jAp3bTdX6AkQVIlGNbDh1n+uk828+bL57AH/AQDPkorw5RWRMmUubH4zUxPTqOI7EmJ03JRIbRoRjjIwnSqWzOyyOZLYgXx6r1DXziV+4lGPbRtKKqpEQCgEi5n6c+sZtzJ3oKuggZ7B3n+e+/xzsvn6K2qZyN21pYs6mJuqYKgmEfXp+Jx2OgG7mJ5NQEyHVcslmbdNIilcwwMhil89wAXecH6e4YYmIsSTKezstjo6IqxGd+40F237cOj0fn+e8eUCKBYklimDr3PbGFU0cu8dpPjxS8nKfrSHq6RujpGuGdV07lvOUCHiprwlTXlREIefH5PRimjmM7ZDM2mbTFxFiCkcEY8Whquj/NpKx572ALAWs3N/GJX70Xr88kXOYvWZHAcVyG+yeITiSxLRfbsmd4FyYTmdxiP5GZ/Du34M/9nSWZzJBNW5P9ocRxc/2i67g4jsR13enHXMfFcd2Cz4dGBmPXjOFCE+iayE2idQ1dy22SXPd3Q8PrMwkEPfgDXnwBD4GgF3/Ag3/GTy/+oBdfIDceGIaOYer4g17qJhfTi4Wua9y+Zy3b7ljJ/tfyzzY+RTZjc/xAJ+dP9PDsN/dOukK3sGJNLeVVIfwBDx6fiWHo03HUU5+xY7ukUxaZVJZYNEVv18jkeDjAYN848Wg6vwo+AnbuWcsv/tZD+ANe1mxqVCKBYlkipWRsOM7YcJyzx7vRNDFDBDVNA68/N/ZEygMEw/7J4zqGx0DXtdw81XanRdxkIkM8mmJiLEEynpkWaqdE24UkUh7gk1+4n7a1dUURWJecSGAYOnc8sAHbdvnKn/yM3ovLp2b9ckEIwa571vHIh3fw3b97E6fQOSQmkZLpCdboUIxLHYVxxZ0rkfIAn/7i/bSuriWVyNC0orpgORkWC03T2HXvWu5+eBOvPnukoOESruMyPppgfDTB2WM9AHh9JmWVQUIRP/6AB9NjoE9641iT3jipRIbYeIpYNFnwhKXhMj+f+uL93PfEFjxeg7Z19ZRVhpjIM3mjQrEQCCEoqwjy6S/ez1D/eME8fq5HJmVNJznr6cqvZvNcqW2s4Jf/5aO0rKrBdSTllcGChVgsNsl4mm9++TX2vnaGbDo3YbSydsnHh0tXYrsSFsgz0vToeLwmXp/Jqg0N/Pb/98M0NFcuyLVuREVViA//wl2cP9HLyGBh82ikUxb93WP0d4/xzsunEJogXOanrDxAIOzD6zWnK2w5totl2WQzNolomuhEkmQiU1A3ZSFg4/ZWfvlfPkZtQzmu47JmYyOvPXf0lvB+VdzauK4knbJIl2BiT6EJHn1mBw9/+LaiVRRbciIBgKYJ7nxgPUII/v5/vMCl9iGVxXyJ4fWbPPHxnZw93s3R/R0lFaM/FwIhLx/95XvYdd86IPe6G1urpnNUlBKhiJ+P/tIeOs7007HAtZQzaYvB3vGiVPIIhLx8/Ffu5fGP7px2zwqGvKxaX692TxRLmua2aj73pYf5n2M/oev8QMkvOK8kUhHgU1+8n9t2r0LTNDQtFw50/ODC5SBaSBwnV35uRCVrnBNW1sHKOiRiaSLlAewCC8SzZfOOVp78+C6+/ZXXF3Q3ULqS6Fgy7+pC80EI2LCthd/4Nx9gxepcBQZN11ixppZIeYCx4dL04lEoljuGqbPnkU0887m7F72S2JUsvdoRk5gegz2PbOQ3/90HWbOpsdjmKK5CCEHTimo+99uP0Lp68cv/LAa6rvHYR3byzGfvnk7Mp2kadU0VBEKLm2G0EAghWLOpkU/+2n0EQvNPXraUCQS9fOyX7+HDv3jXjCywHq/Jhm0tRbRMobg5mq6xZedKfvV3H6d+kXdXF5LcfXkvj3x4+/QuKsCK1XVzitdWKAqFP+jlg5++g133rkXTl+d3cM2mJr74e0+xYVvLjGSKK1bXUlkdLqJlCoXiRghNcOeDG/ji7z1JXWNFUW1ZsiIB5BY1t925it/5909zxwPr8XiXpOPDLc2G21r4/O88Sl1jebFNKSger8HjH7udT37hXgLBmQvqusZywmX+IlmWP3c/tJGPT+ZXWE6Eyvx86tcf4COf20PwKhFHNzRWrK1bdq9ZsfzQNMHt96zli7/3JA2tlRQ5z1vehCJ+nvmlPTz9mTuvqYLSuroGTVvS0xDFMqaiOsQv/ubDbLytteTvsyvRNMGWnW186Q8+xIbbrhXHK2vCNLVVFT2JpEKhmInXZ/LAU1v51d99nNqG8mKbs7RFAsjt5q7b0sy/+PfP8IFP3YE/uDx3QEuVXA6J9fzqv3qc+qbiKl6FwvToPPaR2/mVf/E41XVl1zxe11RBuCxQBMvyRwiBP5hzx//QL9yJ6dFvflIJUFEd4lf/5WN85HN3E4pcK+AIIahtKKOxZfnsziqWL6apc9dDG/mt3/9QSXtqBcM+Pv4r9/LJL9x3Xe+r2oZyQkq4UxQJIQSrNjTwG//mA6za0ADLYM2saYKd96zlS3/wYTbe1jqdJHHGc3SN9VtbMIwlvwRQKG4ZAkEvT3/2Ln7r9z9Ec1t1sc0BSkAkmKKqLsLnfvthfuv3P8iq9fXX7fhuFZZCGaErMQydex7dzD/7dx9kxZraknYfjZQH+MQX7uezv/UwZZXB6z4nFPFTXRcp6Z0Hn9/Dxz5/Dx/75XtL2itC0wQr1tbxW7//IR77yO3X7FReSVVNhKYl0vEqFDdD1zV23rOW3/7Dp9m6eyWGUVqCXl1TOb/8Lx7jmc/djT9w/fvSH/TS2Fq1yJYpFJfRtFwY3m/+uw+xeceKGW75pUYw7OOxj9zOl/7gQ7StrXvf567f2oypvHMViqKj6Rqtq2v54r9+ik9/8QHKKq6/9igGJdMbCiEIhnw88vQOfu+PP8Gjz+y49VyHRW7i9cAHttGyamntLhmmzp0PrOd3/v0z3L5nDVoJCgVNbdX8yr98jE9/8X4qqkM3fJ6mCVpW1ZT0ZAJyicQ+888e5LNfepiq2kixzZkzmibYff96fu+PPs69j22+afZXr99k5bp6PEWoNatQzAdNE2zd2cb/8n9+jIeKmOF4LmiaYO3mJr70Bx/myU/sIhD03lDU9gc9NK5QIoGiuOi6xubbW/mdf/8Md9y/fkbejFKhsjbML/zGA3zx956kvrnypnOw2obyZZX3RFHCCG5Zwcrn9/DgB7bxv/7Rx3ny4zuX3Lq2pD4VIQS6Lli5rp5f/9dPsfv+9fzkG3s5d7yHRDxdbPMWhKla0ivX13PHfevZtKOVuuaKa2Kui40QAqELNt++gt/5w6f52XcP8OIPDzEyGF3ymauDYR+33bGKj/3KPTl13bz5bdG6uhZd10q6hJAQAp/fw1Of3E1DcyXf/sobnD3eveB1X/NFaILahnIe+8gOHv/ITmpnmQ9DCMG6LU0EQ16y+dScVigWianFdX1zBV/8X59k/ZZmfvz1d+nuGF6w0rPzRkA44ufexzbz4V+8m7Y1tTcVUv1+D00rqhGCJT9OKJY3mpbL+v/bf/AhfvLNfbzw/fcYG4kv+cpaXp/J5p0r+Ogv3cO23SunK/rcjGDYx7rNTbSf7ltgCxWK9yeXJPx2pIS3XzrJYO84VnZpz0PzJRD0smZzE489s4M7H9xAuMy/pDzEpygpkWAKIQTBsI89D29ky84VvPXCSV559ghnj/eQzZT+5F/TBHVNFaxaX8+G21rZsnMFratq8flNNF1bkl+kKYTI2f6Lv/kw67e18Px3D3BkbzupZLbYpl2DpmusXFvH4x/dyQNPbSVSEZy1B0RzWxWGqS/5BfVs8HgMdt+/jpZVNfz02/t5+ceHGR2KFdus6+IPeLj9njV88FN3snVX25x3fFasqaOsIqhKPylKCiEEkfIAT31iF+u2NPPsN/fyzsuniI4vflm166HrGhtua+HJj+9izyMbCYR8sxqnNF2jrqkcX8BDKrH0xgjFrYUQgur6Mj7zzx5k0/ZWvv8Pb3HsYOeS3QxoWVnDQx+6jcc+cjtVteE5JQH1Bzys3tCQ2+xYaoKj4pZCCEFzWzWf/+eP8NAHt/HWCyd4750LXDjdt+w2dDxeg/VbW7j/yS3c8+hmyiqDSzp8viRFAri8c11eGeKpT+xi9/3rOPFeF68+d5Rzx3uIjiexreLU350Lud1cE3/QS3VdhPVbW9i0vZXW1bXUNZUTDM9usrWUEELg8Rrc9eAGNt7WwuF3LvDzH77HhVN9xCZSuEUekHwBDw3NlTzw1Fb2PLKJphVV6HOM9y2rDFFdG+FifGiBrFw8hBAIIWhoqeRzX3qY3feu45Vnj7D/jTOMjyaKPkHSNEGozM+Grc088vQOtt+5mkhFYF73RSDkZc3GRjrPDSyApQrFwiGEQDd01m5u5Df+7Qe49/HNvPijwxzb18HEWKIoE32f30Pzymoe+sBt3P3IRuqbK+a0UBFCUNdYQTgSUCKBYkkw5WF3xwPraVtbx4E3zvLCDw/RdX5gSWx2eHwmtfVl7Hl0E/c9sYW2tXWz8n68mqk46PKqECOD0QWwVKGYPUIITI/BqvUNrFhTx2Mf2Un7mT4Ovn2O4we6GB2Kkkxkij4fnQ9en0lZRYCtu1Zy10MbWLe1hZr6SElU9ilZkeBKNF2jtqGcqicj7L5vHedP9bH/jTOcOnyRS+1DxCZSxTZxBl6/SVVNhJr6Muqaylm9sZG1m5toWlGF12fi8RgITZScOHA1QuREnPue3Mrte9Zw8vBF9r56mhOHuui7NIqVXVwRp7wyyOqNjey8Zy13PriemoZyTFOf1/vs83toXFHNxfbSFwmmmJocbdu9krWbm7j/yS288/Ipjh3opLtzeNFFN9PUaWitYsO2Zu58cANbdrYRivjzUl1NU2f9thZe/NGhAlqqUCweU/l5dt6zlo3bWzl9+BJvv3yS4we76L04sij3aSjiY+3mJnbdu5a7H95ETX0Zxjz70trJkrKDfeOFN1ShmCdCCGoby3ni47vYed869r5yigNvnePc8R7GRxOLbk+kPMCq9fXcducq7npoI42tVXi8Rl7zxKa2KqpqI0okUCwpdF2jvrmC2sZybt+zhuhYktPHLnHq8CU6z/Uz0DPGUP/Eoq8h5oJuaNQ1VbBidS0btrWw4+7VNLdV4/N7SiqfmZBLPeBqnjiOy/BAlJ7OYc4e7+bM0W46zvWTiKXJZmysrI3rFv6lCwG6oaMbGqapY5gGobCPmoYyGluqaF5VTVNrNZU1YSprwkQqAiWXtTofshmLnq4RLrYPcvLQRU4dvshg3zjZjE02Yxdsgmt6dDxeE3/Aw4o1ddx2x0rWb21hxdpaysqDeVdgsC2HjnP9DPaOz+m8UNjP+m3N75uFf6kgpcS2HHovjnDuRC/HDnRy5tglRodiZNJWQe8hw9TxeA08XpO6xnLWbWlm045W2tbWFWQyNIWUkrHhGKeOXJr1OZHyIBu2NS940jgpJVk3RdZNI5F4NB9ebfYeE1JKBvvGOX+yNy871mxspG6ZlDO9FZBSYmVterpGOH+qlyN72zlzrJvxkfj0fZrPKK/pGl6vgS/gob65ku13rmLLzjZWrqunojqU933p2A4nDl0kNjG30ImKqhCbdqzI69r5YGVtzp/qXbKhWaVAMORj3dZmAiVQ2lpKycRYks5z/Zw8dJET73XRdX6AZCJT0LmLpuV2VD1eg2DYx4o1dWza0cqGrc00r6yhsjpcsApSruNy8shFJmYpeui6xsp19UUdH6SU9HeP0X4mv1wK67Y0U1N/bYnrUkJKSdf5QXq6hufdhukxWLupkYrqcAEtWxhc1yU6nmS4P8pg7zjdncN0nR+gu2uYkYHo9H1oWw627SzIGu9qDFPHMHVMj0Eg6KW5rYqV6xtYvaGBllU1NLRUvm/y3qXOshUJpshNoBwy6SzR8SSX2oe4eGGQnq4RRgajxGNpErE06WSWTNoim7GwbRfXcXFdiRC5hDZCE2iaQNNzi/+pTnxqYePzmwSCPkJlfiqqQlRUh6hpKKe+qYLKmjAer4Hpyf0zjKWdV2ChkVIipSSTtkjGMwz0jOU+l/Yh+rpHiY4nSSUyJBMZUoks2YyF47g4V3wuV34WHq+JLzD5/kd8lFeGaGitpG1NHas2NFBRHcIf9M7ba+BWR0qJ60oyqSyxaIqu84N0nh3gUscQwwMTxCZS059XJmVhOy6O7eA6LlLmJj2apmGY2vR94/N78Ae9BEM+IhUB6hrLaVlVy4o1tdQ2lOMPePD6zGXhUTMbpJSMZft5e/gHdCVP4EqH1sAm7qp+mlpfK2I5FPBWLChT92k6mSU2kaTz/CAXTvVyqX2I0eEYsYkUyViaVDKbE8otG9fJ9cVT/anHY+D15cLfQhEfkfIAtY0VtK2tY82mxukJT6FEO4Wi1JgS5dLJLIN9E7Sf6aPrwiD9l0YZG4mTjE/NXTJYWQfHcXJzF1fmQvs0ga5rmJ7cPNLry21mBIJeQhE/lTVhGlurWLGmluaVNZRVBPD6PJgeNX+5EstNM5rpIGGPYGheKj0rCBo16j26RZBSYlkOVsYmm7WJR1MM9Iwx2DfBcP8Eo0NRJsaSpJLZ6fVdJmPlhISsjW072JaL41xeV0wth6fWfZquoem5+9XjNfH6cms9r88kEPQSLg9QU19GbUM5Da2VNLdVE4748fjM6TGy1L+Py14kuBFXLnri0TSpZG6Bk0lbOQXKudypa1cIBFeqvB5v7ovg9Zn4Ah6CQS8en1nyX4piMbVzHY+lScbTJOIZUvEMmYyFY+cWns5VIoHHY+CZHGSDIR+hiJ9wmb8kSxgtdaS0GYj9HYnsscm/JSF+ATe1PjcxiqdJp3L3T+6zumIBomlXeAsY+ANeAiEvwbCPUNiPppd+Z5oPUkp+1vdl9o7+ZPqYQOO28od4suGL+PRAEa1TlDKO4xKPpoiOJ3NjXSJDNmNNLmDc6XtU1zXMKcE75CUc8ROpCOIPeG7pe1OhuBlTc5eJsSSJeG7+koxnsLI29uTc5cr5ZE4kyI2FXr+JPzA5Fkb8+PxqDnkzLDfN8fEfcnzs+8TtYUzNR4N/K3tqfpNyT6t6/xQAWFZOzEsls6RTUxvBNtaUx8HkmiInFFwlEugauq6habmfnkmBwOf3TI6RPoIhH7pROqED82FZ5CSYD5om8Ae9+INeahuKbY0CLicuqagKUVEVKrY5iquQuMQyexlPvTB9rLLqCSqqKxBi6XWUlpuhL9VO2r1cyUCgUeNtodxTW0TLrsWSWS4mT804JnHpT7cTt8eUSKCYN7quUVYRpKwiWGxTFIplydTcpbouQnVdpNjmLGuklMSsfo6NfY+4PQhA1k1wMbGPxsB2tnka0ZldGUjF8sY0Dcwyg3CZmj/Nl1tWJFDcmIzdw2D8H7GdcQAMrZy68OfxGI3FNUyhmAMJe4Ln+79CT+rs9DFDeHii4QvsrnyqiJZdi+1msOW1mbMtN4Mjl1cJIIVCoVAUn4Q9wonxH5OwZ8a0e7QAG8qepNKzcl678lk3yZHRbxO3Lyd2DhiVbCl/hqBRlbfdSXtkWiCYQuIykmnHkRa6UCKBQlEIlEiguAbbHWU08SOyTi4BmkdvpCr4NB6USFBKSOlgOYM4MoWhlWFoS3PHXwEezY9Xu1bt9uthPJq/CBYpFAqFYjmTceK0x15jNNs547hAwxBebq9qxBS+ObfruFna468zkmmfPlZutrAu/EhBRALJjcrg3ZLR0wrFgqFWDArFMsVyhuge/89cGP4Sw4nvICl+jWfF9dGFwfrwHejism7r1fysC+8ibFQW0TKFQqFQ3EpIXM7HXiVq5VcpZ6Hw65X4tKsrEwgqPW0q1EChKCDKk0ChWIZIKck43Uyk38B2h7GcAaR0UUnyly47Kh9F13Q64seQSNaFd7Gl7D4MTU16FAqFQrF4xOwBLsReo8LThraEPBCFEETMejaWP8WpiefIODEM4aXev4W20B40oZY1CkWhUHeTQrEscUhb57Dd+dfPVSweQghCRjl7qj/KnuqPFtschUKhUNzCuNKiI/4W6yKPUWY2LamKAR49yM7Kz1Hv28y41YNPj9Ac2EHYrC+2aQrFskKJBArFMsSVaeKZg8U2Q6FQKBQKRQkynr1IR/xNtlV8fMm58Xv0ICvD9xbbDIViWbN0fIgUCkXBcNwYiezRYpuhUCgUCoWiBHGkxbnoS8StoZs/WaFQLDuUJ4FiySGlxJVJHDeKI5NIaQOgCRNNBNC1CJrwF8z9TUqJxMJxJ3DcBFJmkUiEMNCEF12LoItQXpUBpJSAje3GcGQcKbMgHRAGmvBjaOUFe01SSpLWSSxncUMNcp9bAtuN4soUUtoIIRCYaFoAXUTQNR8qMYJCoVAoFEuPcrOFmD2AM1mSdzTbRVfiHbaaH1tSIQcKhWLhUSKBYskgpcSRUWLpt4mm3yaZPU7G6cFxY4BA18J4jRaC5lYi/vsIe+9A10KzajuVPUs08w5SZtG1CJWBp9C1CFK6pKwzTKReIZp5l4zdie2MInHRtSCmVovfs56I9x7K/A9g6lXMdZErpUPabmc89QqJzEFS1gVsdwxXptBEAK/RRNCzHY/RhLhB20IYhL13EfBsvN4VcNw4WbuPjNNN1u5lPPXi5PuWI5k9zmDs7xDvUz9YCA9h750EPBtm/+KEBggcN0Es8y4TqVdIZI+TtbtxZAIhDHQRwWu0EvRspcz/ECHv7WjCO/trKBQKhUKhWHDaQnu4lNw/Xb7QlRbno6+wJvwQAVVpR6G4pVAigWJJ4Mos8cx7DMT+llhmL447wdU1b10nieUMEM8cYCT5YyK+u6kP/zoBzybETTLaxrNH6R7/z7gyganX4TfX4DfXMZL4MYPxvydttSOxrnO9IZLWCcaTLxBK7qSh7J8T8tw+a68C240xkvgBQ/F/JG11XlOG0JVJ7OwwieyR921HCC+t5X94jUgQS+9jKPF1MtZFbHcc2x3HcaPXvJZYZh+xzL73vYYuwrRU/MGcRAJN+MnYF+mL/jnjqRex3RFmfG4SHGJknR5imb2MJn9CZfAZ6sO/hqFV3VI7E5abIWaN4uDM+hy/FiRkVsz7mq50SdjjpN3kzHb1EEE9kpd3zBQZJ0ncHse9ona1LnQiRvWcKzNIKbHcNDF7jP50B/3pdsazg6ScOK50MIRJ0Cyn0lNPo38t1Z4mgkY5ujAK+l2SUmLJDEk7ylDmEkOZS4xm+0jaUbJuBlfaGJoHj+YjaJRRZtZS6WmgytNAwIjg1QKqKoVCoSg5PHqINeEHGc10Iif79JFsBx3xt9hY9gE0oRfZwqWDRCKlQ9ZNYLlpHGkhpTvpQamjCw+m5sPUAgtWISLnCetiuclJG7KTY7FEQ0cXJobmx6P5VeUHxZxR3xhF0XGlxXjqRbrH/wsZuwuuWGzkEFwtGNjuMKPJZ0nbXTSX/xsi3ntmvUhw3RRJ6yyJ7DF6J/4U2x276hnaNTY4MsZE+jVsd4y2yv94gx39mThuksHYP9Af+2scd3z6uEdvwGM0owkfrkyRsbuxnIFrXuOV6CKEpgWuOZ60TjOafA4p0ze1ZyFw3CiXxv8vJlIvIbGvevTqz80l6/QyGPtbXDdJU/nvYYjwIlpbXAbSnXy/+78Ts6/+vt2Y2yse5cmGL877mra02D/6HHtHfoK84rPYFLmbJxp+Db8+O0+cGyGRHJt4nVcHv0HWvfwdrPW28unW3yeszV7gcKRNX6qdExNvcTa+j2h2BEfaSNwZtgs0NKFhCJMabwubyvawIXwXFd76G3rizAVH2vSn2jkZfZvz8UOMZftxpI0rp+y40pbJ/4SGho5fD1HvX0VLYAMrApup97fh0fx526RQKBSLgSst2oJ3c87zMqPZTgAsN8m56Eu0he4maFQvih1D6bMMpc/hzkFUXxG8k7BZl/e1s06CS8mDpJxxAHQMGgPbKfM0Tj/HlTbD6fP0po4ykD7FRLabpDOG7WbQ0DC1AEGzmgpPK/W+zdQHtlBuNhdEmJ/CkRZjmS76UscZTJ9mPHuJhD2C5aYAian5COiVlHtbqfGupd6/hWrvanTNUzAbFMsbJRIoioqUDtHUa/SM/1cydgcAAg8+cyUR330EPZvRtQrAIWv353bE029jucOASzJ7jJ7x/4xR+UcEzM2z6oAdmWA4/g0sZwjbHUMTQQKejUR89+M3VqFpIVyZIm2dYzz1IsnsqcmdeUkie5z+2JdpLf9DDL38/V9X+i0GYl+eFggMrZKa4KcoDzyOqdehCQ+uzJJ1+hlPPs9Q4lvTz9WEjzLfw4S8t+PRGzH1anzmqmuu4zVaqPA/hpQzPQdS9gXS1gWmxA6v0YbfXIvgxrsAmubHa7Tc9P274gwGY/9AInsYiYup1xH23knYuxtTb0AIA9sZJp45wHj6FSxnEJC4Ms1w4juEvDupCj49h+uVNq50yLppsm5q1udYbvbmT3ofTOGhObCeg6PPk3Ampo+3J44ylh3A789PJEg7CS7EDxO/Svho9K8hZJTPqg0pJQlngsNjL/He2AuMZQemd7Cu+3xcHOniSJvu1Fn60h2ciu5lT/VHWB3agUebXyjLlB0HR3/OkfGXb2pHzpbcf0gXBxvLzhCNjXA+dpCIWcM9NR9ld+VT87JHoVAoFhvLTRPxNNEWuoeJsd7p3AT96ZP0JA+xLvLYothxMbGPAyNfxZGZWZ/zwab/WBCRIO1M8N7o1xhKnwFAoPNA3e8SmSyxOGH1cnL8x3TE3yZq9V53nEi7UWJ2P/2p45yNvkSFp5X1kcdYG3mEgFHBfHMzTXkvjGW7ODXxHBcT+4hm+3Cv2aSBjBsjbg8xmDnDOV4mYtbTFNjB5vIPU+ldif4+4acKBSiRQFFEJJKMfYm+6F+QnhQINOGnMvBh6iNfxKu3IIQnF/cuARwqgx8mln6Xnon/m5R1lqmF+2DsH2gp/4P3XbhfxiGRPQZIDK2CuvCvUhX8BKZehcBkagdc+h+mMvBBeib+O2PJn00KBQ4TqVdJBT9NSNt9Q+8FVyYZTnznCi8FjdrwL1Ef/k004ZtxnkdvJGCuB6EzEPsKUmZwpYXXWEF16FPoIgSI614r4ruHsHf3Ncf7on9Bv/XXSHIDbJnvPhrL/gWaeP9dTTGnXAEu8ex7gEvQs4PGsn9OyLsbXQRgWoxwqQg8RVn6IbrH/wtp+/zk+5NgNPkjKgJPqPwEC4gQgkb/Gqq9zSSSl0WCpB2lPX6YRv/qebctpWQk00tv6vyM44bwsC5843vj6jZi9iivDX6D4xNvkrkqLGI2ONLiUvI0z/X9NffXfJLt5Q9jzGOnJOXEeH3wWxwZf2VedlyJi0vSiVJu1ubVjkKhUCwmtptGQ2NN+AEuxF5jwuoGch4GZ6Mv0ha6B891vBqXMxKHCasHW2YYz3azd/jLdCfeu+7C/Ho4MsNw5hwTIz2MW93srvrleed3cF2LjsQ7vDfyVUaznbhydjZMvYboRD8DqZPsqPoMq0P3K68CxfuiRAJF0ZBumpHkD0lkD5NTAXQq/E/QXP5vMfVKZiitAsDAEBHK/Y8CDp2jf4g96VEwnnqJCv8TlAceneXVXTQRoi78a9SFv4B+zaAnEHjxmatpKv83pKwLpKyTANjuCPHsIULeHXCD2sFpq4PkFSUI/eYaqgIfQb+O67EQAl2EqAl+ionUy6SsM4DDeOrn1IQ+hWFGbvgqNOEBcW0nnzvOtGe0ECaaCF7ndeaLi89YS0v57xPy7rqOJ4eOLoKU+x/BdsfpGv3308JFMnuGtNU+q9CN5UClt5FH6z5PzB4l5cRJOwnSTpy0myDlxBnPDpB0YjdvaI4E9TJWhW6jO3UWZ9LjxJZZ2uNHuL3icQLG/EI+HGlzMXmKqDWzikaTfy21vhWzaiNhj/Pq4Nc5Mv4KzhWTHYGGXw9R6WmgzreCgFGGLgwyTpLRbB+D6S5i9hi2nPK0kEStYV4d/Aam8LC57L455QSwXYsj469yaOxFrCt2rgQCnx6iwlNHjbeFsFGJqXmR0iXtJonbY4xmeonao2TdFJabnd5Vavavp953rfePQqFQLFVsmUbiUu5ZwcrwvRwe/SZTE4nB1GkuJfazKnRfQd3mr4cp/AT0CiyZQkoHF3fGz5t5eRWascxFhtLn2D/yd/Qmj1xxfYEuPBjCRAg9V+UJG8fNXBMqYblJTk/8DFP42Fn1S3jnEO6XS+yd5dTEcxwa/Tpxe/Ca5+jCgy48aGiTgXEOtsziXuFpKnEYybbz9uBfkHUSrC97AlPzzectUdwCKJFAUTSyzgBjyeemY9lNvZaa8OeuFQiuQgiNkPdOIr49jCZ/BIDtTjCeepEy/0OIWSbWCXq2UR38+E0Xzl69iTLf/dMiAUAqewopnRtWC0haZ3DcxPTfAc9WTP39Y/kMvYqAuXlSJICs00/absdnrpzV6ykGmvBTHfwoQe+Om0wadMLeO/Cba0laxwFwZJS0deGWEQmCehlby+/HlS4uDlK6kxOe3M/XB7/JvtGfFvy6QgjWhHZwYPRnxOzR6eNDmUsMpDtoC26dV9K/jJvifOzgjHwBujBYHdpB0LixsDWF5WY5OPZzTky8NUMg8Gg+1oRuZ0fFozT4V2MKz2SyLJELNXAtovYox8Zf59jEa0xcUcM7bo/xxvB3qfI20RxYP+vXErWHOTL+8gyBQEOnNbiROyo/SEtgI6aWs0OQ+55LXFzpYLlZYvYIl5Jn6EmepS/dTswaYV14F4FZvA8KhUKxVLAnS0DrwmRV6D7OR1+eXpCm3RjnY6/QGNiOXy9bUDvWRh6h3r+ZtBsl4yTIujEyTpyMGydhD3MpsX86Z8BiMJK5wOHRb8wQCAJ6JbX+jdT61lNuNuPRQ7jSJmmPMJw5T2/yKGPZi8grxAJHZjk98TyNge20he6e9fUlDh3xt3hv9J9I2DOFeb9eQa1vA7W+dZR5WvBqQSSStBNlLNtJf+okw5lzk7kKciSdEQ6OfhW/Uc7q8P2o0tSK66FEAkXRiGXeIWNfmv474tuD31zLbDorQysj7Lub0eSzgAM4JK1TWM4gHqNhFlcXVAY+cNOF+9RzQ97tcMUmb9bpf18l23aGca+oZODR62/u6o85w3YpbTJ29yzsKx6mXk9F4Cm0m8S2CSEw9Rp85qppkcB101jO8Puet5yYynicW/DOfL+klAuq5ld6GmgLbuHYxOvTx+L2GB2JYzQH1mPOI+SjP93OQKZzxrGIUcXq0Hb0m2RRltLlYvIkB0efn+Ha79UC3FvzMXZVPnXjpIqaD78Rpqr2F2jwr+LFgX9gLNs//fBIpoe9I89S52vDnGV+gkuJU4xnZ+7MNPrX8OHG36bS0/C+IopPDxI2K2jwr8apeJzRbC+j2X7qfSvRVSZwhUJRQjhuZjpDf5V3JW2huzkx/pPJha7kYmI/A6lTrAjeuaDVifxGOf4b5LWJW4NErT5SqfEFu/7VxOwBYvYAkBOQGwLbuK3iUzQGtmFq/muS5rrSYTTTwbHx73M2+sK0Fx/k8hWcnnielsAu9Fl4vEkpGUqfvUYguGzHJ2kMbJsMA5lph0SStEfoiL/N4dFvErX6mPIMSdjDHBr9OpWeNso9rbdUtSnF7FhYfyGF4gZI6RDPHMKdzsqvEfRsm4y/nwVCw6M3oGuXXaUtZ4Ss0zur002tanIHe3Y6maHNFBNyXgI3FglcmQZ5+fFcicb3v91yedKvtEdek5BwqeE31+IxGm/+RHJeB7p2efdBYuPIxPucoSgUXj3A6tAOjCtCUySS9vgREnZ0zu250uF87BBp58rPT1DnW0mdr+2m56ecBIfHXiZqj0wf04XBbeUPsbPiiVlVXTA0k/XhO9hZ8QSeKwQWiaQzcZyLyVNIeeOKIVcynO3FkpdFvVxM7u03FQiuRCAwNJMabyvrw3dQZtbM6jyFQqFYKuQWs7l+0xA+VocfJGhUTT9uuUnOxV7CnkNCweWFoDm4k/tr/yWtwTvwaIHrVtXRhE6VdzW7qj5PS3D3tAdaDslI5jxjk9UjboblJjkx/hPGMl0z7GgJ7uL+ut+lNXgnHi3I9TbYBIKAUcXGsqe4s/oL11SnGM5c4Gz0xekElQrFlShPAkVRsN0JMvZFmHTD0kQAQ4vkFo2zm9cDEk14px25HBnHnqX7mWk0YGhVs1oACCEmk+tdDvKfiqu/EboWmoxPy/1tu1EkWQQ33i2WODPLMQoNQyu/qX3FJFcxYXbdiBD6VR4H7mQySMVCowmd5sA6qr1N9Kc7po8PZi7Sl75AuWduC9oJa5iLyZMzwgR0YbAhcuescgH0ps/THj8841iVp4ndlR+Yk4u+oZlsLb+fU9G36Umdmz4et0c5FztAa2DjrLwkMk4SKa+MHxWEjYp57ayo3RjFUsLNvI6TfhHmIThrnjvQ/B+6YVidYvnhSns6hEwIQZ1vI82B2zkd/dn0c3oShxhInaQpsOOW6+/KzEZ2VX2eCu/N8+4IIQibdWwuf5qB1ClSzuX5XdIeZShznirvmvd9D6V06U+foDPxzowcB+VmEzurfokKT+vN7UCgC5OVoXsYyXTw3ujXmJrLutLmXOwl1kUendVrUtxaKJFAURRsdxR7stwf5KoBXBr/j/RM/I9ZtyFlGssZueLvLO5NFu9TGFo5uhac9bWuufZNHveZq9FEAFfmYsBS2dPYbhSPfmORwHHjJK1T039rwofXbJu3jYuBqdejYtlKgwpPA82B9QymL05PNiw3w7nYAdaHd0+GQdyc3KSlg6HMpRnHKz31tMwiD4ArHc5FD5By4tPHNHRWh7ZT5Z1NqNBMAnqYlcHbZogEEsnF5GmSdpSyWQggHs2Xy6kx6f0jkYxke3Gli7bACboUioXEtc7gJr8NsxwbZ6Kh+T9QaJMUS5irk+3pwsPayCN0xN8k4+b67JQzxrnYS9T61uPR5z+PKjU0dNZGHqHau2ZO59V611PhWUEqdVkksGSaqNWHxH3f0tSWTNMZf5v0FRtgGjqrIw/N2Q5deGkL3c3Z6M+J25dz+cSsfvrTJ5VIoLgGNftRFAXHjePKK8uMuVjOABm7Y9b/sk4fzChBI5Fydhlvc2UIF253JOjZgte4rPAmsoeIpd9BSndGojfIxZtJ6TCRfpVU9vTlNsyZbSxF8hFaFIuLLnTWh+/Aq19O1Clx6U6emRHTfzOybob2+GGyVyRBAlgTup2wWXWDsy4Tt8foSZ2fMRk1NJNVodtmLVRciSFMGvwrr3H5HEpfJOHMLpSi0tNwVSiGy5noPi4lT+NK533OVCgUiuWDlHLGHEUIQY1vPa3BOy8/B5eu+LuMZNpnHdK1HAiZtawI3oUxy1w3Uxiaj2rv1eWGJSl77KZu/kl7hEuJgzOOBY1qWgN3zNkOIQRlZhOV3plVdySSnuShW+qzVMwOJRIoioLEQl5T31XL858+6z1tgfG+6m2+GFoFVcGPIETOc8CVaXon/gcjyR+QtbsnRZIMjhsn63QznPgefdE/x5E5pV7XyqgOfRxTm18t3cVCQ9XYLSXqfauuyRkwZg3SlTyFO0uBLWaP0pE4OuNYUC9jZXDrrFz7R7P9TFgzkwQG9AiVnrl7EeQQBPUyPFeVF7VkZkblg/ejObCe0FVJskaz/fyk939yePxlotawEgsUCsUtiVcLsTbyMH69fPpY0hnlfOzVWyqWPWI2UOmde7UpTegEriOgW27ypuPKUPrsjDAFgJBZR6W3bc52AHj1MGGzjqs9QMcyF68oKaxQ5FDhBooiMbOD0rUyqgIfwWs0z79FYeCfUzm9hXOTF8KkMvBB4pn3GEs+i8QmbV+gc+TfEfBsxmeuQhN+XJkibbWTtE4iJxMBCbxUBz9Fuf+xyYSHSxkValBK+PUQ68K76EwcZypoxnLTtMcPszF8J34j/L7nSynpTBwjao3OOF7tbaI5sOGm8alSSqLWMAl7YsbxiFmNqXln7Ql0NbpmYmreGZUSAOJX2XkjKjx1bCq7hzeHvjO9iyZxGcpc4tnev6QlsIGNkbtYH949mZBQ3HKxuAqF4tZECEFzYCe1vg10Jd6dPt6VeIcNZU9Q7V277PtDgU6Fp21eVYgEAvM61a0cab9vlSwpJYPps9ju5VAhgUbErMc7i+S+10MTOn69Al0YMyouZN0EKXsE0zO7RNSKW4OlvgJRLFM0PIgr3Hs1vFQEniDi21NEqwqLoVXRXP6v0bUQo8lncdxxJFkS2UMksoeueb7AwGM0UR38BWpCn0TX5jcIKBQ3QhcGrYGNlJs1jF+xm9+ZOM64NXhTkcBy01yIH8Zy09PHdGGwOrRjVhUJHGkTtUauiXvtT3fw1c7/bV7hBjm7MiSvU6Uhc4Wd74chPOwof4T+VDsX4odn2OdIi87EMXqS5zgw+jNWBrexPnwHNb4Wgka5KnOoUCiWPbrwsL7sSbqT7017D8TtIc5GX6Sium1GuNZyRBM6ZXksoK8/tr2/e7+LTdTqxZ0RVisQaAymz8zblowT4+oNHkdapN0Ys08brLgVUCKBoijoWhhdXI5nd2USx517KbaljBACj95EQ+RLZO1uJtJvAG4uBEE6SBw04cPQyvEabYS8t1Puf5SgZytCLTwUC4AQghpvK43+tYxbQ0xNUpJ2lAvxIzT4r46bnMlg5iJ9qfYZMasBPcya8M5Z7SS50rnGiwAg66YYzFyc24uZBe41IU3XRwhBpbeBJxq+wOtD3+bExFszdlkgl0BqKHOJocwl3ht7gWb/OtaEb2ddeBfV3uZ5CxwKhUKx1BFC0OjfSqN/G5eSB4Bc/9oZf5t1kceonpGlf/l5FQg0AvrNc+4UkqwTn1zQX0bicDr6sxnVJgpBrrrWrVrWUnEjFk0kkDKDdHpgScS8aIAAkYtlz9UvNUCYuX+YIDyAuexdqIqFqVdh6FVMVcBzZIKMfQkprWVUbkliOX30jP9XYpl9CDTCvnupD38BXSsHJAIDTXjRtQiGXolQ3znFAuPRfawJ7eBC/NC0e76Lw4X4e+yufHJGYsMrsV2LS8nTRK+K828LbqXCrJ3VtV0cMlclPFxIrk4SejOqPE08Uf8FVgQ2897YCwymu7CuUw/cllk6k8e5lDrD4bGXaAtt47byB6n1rsCrX+tWqlAoFKWOTy9nbeQRBtKnyU5WOohavXTG36LCs2KGN8FC5nwqFqa2uH171k1hLdJ4mUtXOb9wP8XyZfFEArsLe/x3kfaFxbrkDRCTQoBxxU8PQoRBK0NoZZM/KxFaHeh1CK0WodeDVl0CMeKlgSbC+M01xNJvI7EBSTx7iCr3E5h6RbHNKwiOm2Ig9neMJn+KJEPQs4MVFf/ndMWChRcDlNiguBaBYGVoK2Vm9Yzd++FMD92ps6wObb/ueWk3wbnYQdwrJhKm8LI6tAPvLMtgSeQ1O/RLCSEEAT3CjopHWRPawcno25yMvkNv6hzOdbwSHGkxnO1hZLSXM9G9bC67l12VT1DpaVSlExUKxbJCExorQndzauI5+lK55LUSyYXYa6yJPEyFZ2pucyP3+tJFINAWef7vyOx1xx2FYrFYxG+8BGkxvXVcTKa8Ga7YZJJcc4icgBACLYwQEYReizA3I8wtCGM1QqsAEZl0DVcLsrkghCDiu5eRxA+w3VxysVh6HynrNKZ+F8vh/czYlxhLvYCcrE9d7n8En7k4dWiF8CIQ099nV2ZAqcSKSUJGBWtCt88QCeL2OO3xI6wIbMLQro0vHUx30Z/umHGsyttES2DDrBfEuWjKa5/bEtjApsiegse1NgXWzfkcIQQCQZmnhjurPszGyN10J89wMvoO3akzJOyJa4QOiSRmj7Jv5FkuJk5yT83HWB++A0NbLl5RCoVCAX69jHWRRxhMn5ruB6NWHxeir3J71WcnxQGBvmw8Qi+z2F6eOU+4a+dtXi08rwSK74ffqFyWn5kiP9S2+PtigxwHZxwJSPskZN4ADNAq0MxtCO+duZ/GeoQWYDksbheLoOc2gp7bmEi/AoDtjjIY+wf85jrMRY79WggcGcVyrqw/Lyf/Lfx3RNciM9z9snYfrkyjo5IhKnKJ+laFtvPe2Auk3QSQy+bfHj/C7sqnKPfMDB+QUnIudpD0FdUDNHSa/euo8NTP+roCcd3azhGjim3lD+DX3z9x4lwRed5rmtAoM2uIlFWzNryLocwlzsUO0JE4Sl/qAtZV4XMuDr3p8/y8/28RCNZH7kBX3mcKhWIZ0RLcTZV3NYPp0wDYMkNH/C3WRB6i3NOCQKAv80SGi4GGhrhKgNeFyZbyZ1gVvq+w1xIGYXP2Y7ni1kDNXuaEBOzcP7cPN9MHmZdw9Ho0YxWa91GE9wGEXgN4l01suUTiyhTO5GJi9gg04b1hEj5DK6cm9BkS2aPY7gjgMpF+lZ6J/5v68G/gNZpvGN4hkSBdHJnEdoZJWReI+O5aUhUBNOFH18pwnVxM2XDi2wgMQr5dmFoVXBWzl/u+6GjCiyb8aCIw7++Qz1iJJvw4Mhc3mMgeJmmdIqLdc82go7j1EEJQ51tBo38N7Ykj08cHJr0FrhYJovYIF5OnZiQC9OoB1kfumJNbvSYMAvq1+ZPTbgIp5ZJ0UZ3yLPDqfpoD62j0r2aH9SjdqTOcmHiTrsRJkk6MK/3QJqwhXh38OpXeBup9c6+rrVAoFEuVoFHD2vAjjGY6sCdztoxk2rmY2De50FQiQSHQNc9130ePHqTGN3cvOYViriiRIG9scLpxnR7c7H5E8hto/ifRvA+DsW5Z5DBw3CgDsb/H0CrndJ6uhakOfhSfueq6jwuhEfHdQ3XwEwzE/x4p07gyxXD8O6SsC1QFnibg2Yip16AJHyBxZRbHjWG5w2TsbpLZo8QzBxEYBD1/s6REAq/eRMR7FyPJHwMOGfsiPdH/jha9vnAihIkuQniMRvzmRiK+PYS8OzG0uRel8Zur8RqtWNlckjnbHaNv4v+BiCTo2YahlwEgpZsTgGQC101i6tXoWmF3cxVLk5BRzorgZi4mT2FP7oi72JyN7Wd9+I5pgUpKSX+qndFs34zz63xtc14A68IgbFZOhsJcuagevmZXfqmiCZ1yTy0Rs4pVwe1ciB/iwOhzXEyenpH4aTjTw/HxN6irb8vbo0GhUCiWCho6baG7ORP9OcOZc0Bu7DgXfYWVoXvwauFlXxJxMfBowWuSJUopSTvXVghSKBaC0l/BLhkkyBTSPokTO4Ob+iGa7xk0/9MIvTHn+l2ingWuTDCa/NGczzO1GiLeO28oEoBA14LURX4NV6YZTnwLV6aQZIln9pLIvIep12HqlQjhBSRSWjhuHNsdx3bHYbKeuddom3Mm84VG18qpC/8aljtMNP0mkKvy4ZC5YXlci0HSdjvR9JuMJL5Luf9RGiK/hddYMScPAF0rpyr0MZJjJ3FlCpDEMvtJj/4ePmM1hl4BCKTM4so0rptECJOmsn9F2Hdn/i9eseQRQmNteBeHxl5k3BqcPn4peZoJa2jam8CSWS4mT5G6ohSTQGNdePecwwM0oVFu1uDTQzPai1mjTFhDVHjq8nxVi4cmdAJGmC1l91LvW8nz/V/hQvzwtFDg4tCROErKjhEwVPXpQiKdAdz0z5GTnlLXQzM2Ibx3I9RiRaEoKEIIImYjq8L3MZrtxJ3MTTCaaacj/jbrI0+gXyesTDE3PFqQgF5JLkQ1N2l0cRjPXsKVzpL0vFMsL5RIsCA4SPsCTuLPcTOvoQc/j+Z9MFdBQXENplZDQ9lvY2hlDCe+S9bpAUBikXW6yTrdN21DF8HJUpZLAyltktYZJtKvYjsj82rDdkcZSXwfV6ZoqfhDPPrsyswBCAwq/E+QzJ6YbiNXknEQyxm87jmGVokjk9d9TLE8qfI00uRfN0MkiFojdCVOUGbWIIQg5cToSpyYcV6ZWUNLYMO84u0rPHWUmdUzRAJ7UohYEdxccrvuQmhUe5u5s+pD9KXaSTjj048l7Rjj1pASCQqMmz2IHf8zcKM3flLgU+ieXZPljBUKRSERQrAydC9noy8yns0lwLVkivbYG7QEd2MIJRLkiyZ0Kjyt6MLEmfa0k8SsQZL2CKFZlh5WKOaLEgkWEplCWgexJy6g+Z/BCP4K6M03jNFfKggMDK1yMiP+/DH0SsQssqUKIfDotTSU/TZh312MJn7MRPpNbHcUKbPTJRJzaAh0hDAQwoNXbyLsu5My38OTu+PXRxNeTL0Kx81lhNW1CHNJICiEgalVT+8SGlrFdc+XUuLKNCPJ7zEY+wdS1llAw9TrCXl24DNXoongTK8AKZE4ODKB5QyRzJ4gY3dNelVYjCV/Tsi7m7rw5+dgr8DUq2kq+1d4jTZG4t8m4/Te4P00EMJA18rQbjKh1rUIhnY5qWRul27276MuQhha9eT1NTQRmPW5isJjal42RO7kVOwdXJnzysm4SToSx9kQuROvHmAofYmhK6ogCASN/jXU+VbMK2dGuVlLvW8VA+mu6fvJkTbnYwfZUf4oIaO85PK5CCFo8K8mbFbMEAlsaZFx5prLRfF+SJlFWkfAHeb9K7ZY3NBlS6FQ5E2Z2cja8MMcGPlH5KRX52D6ND2J91TC1gJR79+CRwuQci6H48WsfgbSpwgaNSU3VipKC3UXLwZyHDf5dSynEyP4W+DZuaSFAp+5mjU1f8WUK//80SYT9M3y2cJL2HsXAc8Wau0+ktmjJK2zWM7A5E54LjzB0CrxGi34zbV4jZUYWhma8L+vO365/2FC3h1MTRpziQH9N3z+1fjM1Wys/9703wLzBuc7jKdeoGf8v2O7Q4BGme8BGsu+hM9YjRC+STuv7NhzNknpILGwnTEG419lMPb3SCwkGSZSr1AT+gzaHEvUGFo1deHPU+5/lETmEEnrJJYzhCuTgI6uhTD1Wrx6M37PBgLmxhu2JTBpKf99msp+94r251aFoi78q1SHPjn9tz6PfAuKwiEQNPhXUeNpYSDTOX28O3WamD2GR/PTkTiK5V6eoHg0H2tCOzDnuVOkaybrwrs4E9s3w5tgIN3Fqeg73F7xGEYJlmK6Os8C5MQD5RJaYNwxXOsUqqSrQlFcdOGhLXQ356IvMW5dAsCWac7HXiViNhTXuGVChXcFFZ4VpFLj08cybozO+Ns0BW7HV+CKQArFlSiRYNHIIjOvYzt9GJH/D3juntUuezHQhAev0ViUawuhYYgIhidCwLO+YO3qWhBdC877/Nx70nLT51nOMIOxv58UCMBnrKap/PcIejbd/CKTuoGhlVET+jTR9OuTngiQdXqxnWE8xtwG3lxmdh9+cxV+cxXw8Tmdf3Vbpl497/MBDL0Cgxt7fCgWFyEE5WYtbaEtDGUu4k4uvEYyvQxlLhHQI1xKnsa9QjDMPX9rXjsYK4KbWRHYzOnYu9PHMm6Sd0d+SJW3kZXBbXOqmnAlUrq4uLPeyZp6voY+79ckpWQ4003CnplQyqP5CBnq+14opJRIdzBXjlihUBQVIQRV3lW0hu4gOtaHS676zUD6BMl5hlkqZuLTI6wOP0B/6sT0+wvQGX+H5uAu1oUfURWrFAuG+mYtKhJpn8OO/hFu5hXkFeXEFMuDpHWatN05/XfEtwef0TbndnStDPOKHARSWjhSuS0rCo+umawO7ZiRhFDicjFxkv50B+PZmTksVoW2EzLK87qmXw+zs/JxwsbMiimj2X5e6P87Tkf3knbmlh/DdrOMZQc4E9vPwdGfz/q8CWuY90ZfoCtxnIQ9jivntkMtpSRqj7B/9DmS9swY+QqznjKzZk7tKd4PibTOgTtWbEMUCgW5srZrwg8TuKIvd6TFePbmuaQUN0fDoCW4m1rfzE2zjBvj8Og36UkdxpnnWkJKScaJk3beJ7eL4pZGeRIsOjmhwIn+R0RZGDx3LOnQA8XcyNoXcWV6+m+v0TxZvnFuSGnjXlkSTuhL1vOklHClw4XYITJzXIBejS5M1oRvp8bbfNPnSilh2hF96v9y6sHpI1M5AWaci4vtZplyM5na6b6c3G/qNzHvXXCBoCWwgWpvM4nk5Z3wS8nT+PUQcfvygsyvh1gd2j7vUIMpNKGxMriVXZVP8tbw98m6qenH+tMd/KT3f7I+cgcbw3fR4F+NXw8x/Ron3zOJS9pJMm4NMJi+SF/qAn3pdgbSnTT4V3FH1QdmZUvKifPuyI9IOjGa/eto9K+lObCeel8bfj2EENqM9/vKzzDrprmYOMmhsRc5Fz84w+PCEB42l+3B0NR9Wzgc3Ox+VK4BhWLpUOltY2XoXo6Nf++Ko+oeLQRCCMrMJrZUPMP4YPeM8ocjmQu81v8n7Kj8DKvC9+PRAgi0684FLs9DJK60idtD9CWPcil5kObA7Wwq/+AivipFqVA6IoFWU4DqAHIyUZYL0gGyIDO5fyxujW7pdGHH/gSj7H9HmLNwRVeUCIIr8w3kBAOXuTjtSOmSsTvIWB3TxwxRhqnl5+qvyJUPOhs7wPn4e3m149UCRMyqWYkEcXuc7uRp0m6CjJMi46bIusncz+m/Uwxneq4590xsP6PZfjyaD6/mx6P58eq5nx7Nj1fz4dUD1HpXUOtrzeP1+FkX2U1X8nIVg5FsD6djzoyFb71vFXW+toIkSzI0D7sqnyDpxHhv9OdYVyRKTTpRDo+9zNnofgJGhDKzBr8extS82DKL5aZJ2FGS9gRZN03GTZJx0+QzMU05Mc7FD9KeOIJPD+HXQ0SMKqq8TYSMcrxaAEMzsaVN2okznh1kKHOR8ewgSSc6Ix+BNlkicnVoRz5vkeJqZBxpHS+2FQqF4gpM4WdV+D464m8St69fPWm2ONLGlRautHGlnfsbZ/pvVzok7CEs91qhf8LqZihdiSZ0NAw0YeR+F5O/Y6ALA12YJeWiL4RgRfBuxsoucmTs29hXjJUTVg/vDP0F52Ov0Bq8k1rfOrx6GE2YCASuzL13lkwRt4YYz15kIH2KiWw3KWecrJukyruyiK9OsZQpGZFAD34B3fcIc8mkfg3SyWVglRaQBTeGlDFwo0h3AOn0Iu1upHMe3HEWVgmVSOsQTvzPEJH/A6FVgspSWvKYeh2aMHEnvzqxzH6q3U9jajfPQptTeiHr9DEY/yrWZF4D0Ah6t+eVU0FxmdyEI7+knLrMImfplt6bOssPev6UzBW75bMlYY+TsMff9zkCjT3VH+Gx+l+ec/tXtrEyuJWQUTHtOZBy4qRS56efYwgPbZPPKRRBo5wHaj6FIUwOjP6MzBUTP4lLwpkg4UwwlLlUsGveDEfa0+/7cKab9sSROZ0vELQGN/FQ7S+ofAQFRlpnkNP9okKhWAoIIaj1baAxcBvnoi9NV62ZD+2x1+lOvoflJrHcNLZMY7tpLJnBdqd+T2NdZzx9Z+ivMDUfhvBhaD5M4cWY/tuLIXwEjAo2lD1Vcgtjrx5iW8UnyLhxTk88N0MoyLhxupMH6U4eRBcefHrZtFeBMymqZ9zYFWUUFYrZUTIigdBrEcZq8hIJbnT2ZAk6ZApkAulGkXYH0jqIm92PdHrAHaXw2ZRd3MxruKnvowV/CYGqK1vqBDyb8RiN2NncQiuW2Ud/9M+pDX0ej16Ppl1bEUFKF1emsd0RktmTDMb+gVhm//TjXr2JysCHFu01KG49hBBUeOpZGdzKsYnXr/uckFHO2vDtBS+5FDAi3FfzCWp9rewd+QmD6YvY857MCPx6iApP3azPMISZCyu4TnWCuRLUy9kQuYM7q56m2tusylMVECklrnUEXBU/q1AsNUzNx7rIY3QnDpJ0RufdTl/qKKcnfjZdUnEuODKL42SBG/cRfr2CpsCOkhMJAPxGGburfpmAXsnx8R9Ovs8zxyxHZknYQ6gMVopCUDIiwYIiBAIDRBgII/R6MNeB/wmkG8XNHsbNvIybeRWcizdrbW7IJE7yHxGeXQjP9sK2rVh0TL2G6uAnuZQ9jySDlGkGYn/PRPpNIt49+MxcyUaBicTGlSksZ4Ss3UPSOkEyexp5ReiLrpVRH/lNAp4blyZUKAqBTw+yOrSDs7H91/V6aA6sp8rTtGDX3lb+ICsCmzkRfYsz0X30pS7MCEF4PwzhocbbTKN/LWtCO1gR3DLra1d46nm47nOcju6jK3mckUwPtrTmYL0gYlbSFtzGpsge1oR2qDwEC4FMIK0TQPqmT1UoFItPnW8jzYHbORt7sdimLFv8Rjk7qn6BWv96jo19n+7kQZw5jVeXMYSPev9man1qfqm4PkokuAlCi6D77kfz7EIGPo2b/ilu6lmkcwnmoXReD+l054QCcwNiHknuFEsHgUlV4Bmydg/Die9iT3qgpK1zpK1zCDxowksuR4E7KRRkuNpLRWDgNdqoC/8qVcGPTp6jmAsho4Knm/75jKR4hUJDn/VudWtgM59v+z+mywsWGoEoiFu7QLAhcie1vtbrZksOG5V4tIX7HgoEZZ4a7qp6mi1l9zGa6aMvfYGhzCWi2WHSbgJH2ujCxKN58esRyj01VHoaqPa2UGZWEdTL8OjXeuu8H4ZmsjK4jZbABmLWKDF7lKHMJUazfcSsEZJOjIyTwpZZJBJTePBofgJGhEpPA7W+Vqq9LZSbNXi1gPIeWCCkO4C0zxbbDIVi2aALkzJPC1f62JZ5GtHmuTTwaAHWlT3OuNWD7c4U8yJmA7rw3LSNoFFNlXdl3iGBN8KnR/Bogfd9jiZMyswmHPfyho2p+TDnPT8XePUwlZ6Z3gthsw4xjyJzujBpCeymyruawfQp2mNvMpg+RdqJYbtpHGlN5hKSCLTJvAwmpvBhaj7CZgP1/s00+m+jwtuKX1dhcYrrI+RUIPQC41pnsMf+OdK5MK/zjfL/G93/EfINN8iH3FtlI62TOIm/wU2/SMF2NbRajPL/gu69l2K+RkX+SClxZYLR5HMMJ75DMnsUV85uoSow8ZlriPj2UBX8GAFznapqoLjlmBqW5OR/ILlyqJpZ5UHk/ivA4vzyNeQV14arh8krrz81yVPiwMIhpURmXsca+01gdt4leuAz6OHfR2ihhTVuiWPH/xon9ifM9n27Es3/GYyyf49QIvWyREqJiz3TY10INPR59mdysk3n2pReIlfO72btutLJ5TRYqJWJYPL13Xhxfvk1yDmd937tSSTyKuFDCIGY93s9WSVJgotNyh5nNNtJzOojaY9jyzRSuuiaB1Pz4dfLCRm1hM16QkYNmjBuWAlBoZhCeRLMgdzNZCI82xD6H+KY23ASfwPuQP6Nu8O4qZ+gmdsRWr5VHBTFRAiBLkJUBz9GxHcPaesciewR0lY7WacXx03gyixCaGjCh6GVY+p1+MxV+M11+Iw2PHojmqa8ShS3JteWemRRtNPLEyYx83JqHlVkLFzrKPNZ6CoUiusjhEDHLGD/Jibb1ObdpiZ0QC9qn5t7DUbBbMiJAQIKXFEh1ybomITMGkJmTUHbVyiUSDAvBGjV6MHPIbQq7Ph/A6c7zzZd3MxLSPsXEZ7bCmKlorgIoePRG/DoDYR9ey5X15gp25MbWDVAn1SVS6c0j0KhUCw4Motr5Ve2VKFQKBQKxexRIsE8ye04+dD8H8IQBnb0j8DNrz4s7ihu5nU0JRIsGy7viJqgwgYUCoVizki3F2m3F9sMhUKhUChuGdSWZZ4IDDTfo+ih35ysjpAfbvYtpEze/IkKhUKhUNwCyOxxcCeKbYZCoVAoFLcMSiTIFyEQwo/u/ySa73HyDWKSdhcye6wwtikUCoVCUcJIaSOtIyDjxTZFoVAoFIpbBiUSFAoRQA98DvTm/NpxR3Gtw0i5MOXSFAqFQqEoGdwRXPs8V5eJVSgUCoVCsXAokaBACCEQ5gZ0/8eAm9eCvTFWrha0TBTKNIVCoVAoSg4pJdLpRtrni22KQqFQKBS3FEokKCBCeNB8T4DelFc70r6g4i8VCoVCcYvj5BIWusPFNkShUCgUilsKJRIUFIFmrEPz7CKf3ATSbke6o0gpb/5khUKhUCiWIzKDmz3IzLKxCoVCoVAoFholEhQaoaF5HwDyKHcn40h3oGAmKRQKhUJRcsg40jpebCsUCoVCobjlMIptwHJEmBtBrwPn0rzbkE4fud2T/KolLBdyXhUu4IDMIt0hcPqQ7iDSnQA3CjINWCAdEDpgguZDiDCICEKvBq0GodeBCJLTyHL/hLiV3mdJzkll6v20wB1GOn1IdwTcUaRM5PJiyOzkcwBhgPCCCCK0CGjVCK0WoTeCFib3XuqAuMXez9mR+w47IJNI+zzSvoB0+ieztrsgPJPf03qE3oYwVoIIADq5t7Ow7+lle1JIuyNnj9sHbgywAQ8IH0KvAq0RzWgDvZ6cAHpr3TMz+x87d7+4fUhnePJ+iYNM3uB+CSC0MhCVCL0GoTeAVk7uXrkV+5+bICWS3Pst7dNIt7/YFinyYOa9YyHdQXD6cz/dcaQbA5kCrMnn6eT6nsn+R6tAaFWgVSL0etDKJp+jIxCg7p2bcvVncHm8HwZ3bLL/SuQew5k86+rxvnJyvG+Y8Rmo8V6xHMjdI5NzItzJdcYwOAO5NYaMIt1obpzHmrxXbJBycr1hgDBBeBEiBCIEWhihlSO0atCqcn3ajHUHLPU1nhIJFgAhImjGetw8RAKcAYrtYimdAaTTPXs7RAhhrEGIAn2tpERigzuEdPpwreNI61hugeWOgcxMCgP2FYPb1I0uJv/puck65uSkw4sQAYRWD+ZqNGM9wliN1GpyExERXLYDnpRy0ktlCJweXOsk0j6VWyC6E7n3UmaBbE5owSY3sZj6/CffT/TJztAD5N5P9AY0cwPC3IowVoFWB1oFQujFebHzQMo00joHZG7yTIHQahBG69zati/gpl/GzbyOdHomJ2WT318kuffWAOHLLSz1ejTPnWi+h8BYl5uoFWhAkW4K6bTjpl/Fzb6BtC9dZY/LtOgzNVkXIYS+AuHdg+a9C/RVy/p+QUqkTE32P7249imkdXJSTBnPLWym7xeb6cnFje4XpiYQftBrEMZaNHMLwliXE1+0KoTIJ+lt6SJlFtw4UuYEX+n05O6X7Js5AXg+bTpDSOswUvgKbO08ESGEsRoh8vAyLCFyn+kQ0u5B2qdwraOToZRjk2NNhsuT7avH7qmJ9JVjjWdyrKmfvHc2IIwNOdFfq5ycdyzTvmg+SImUycv9l3USaZ+c/AzGrxrvZ9N/Tc2ffKDXIox1V/RfdZP9V+l+t6W0kHYXyPF5nG0gjFaEVllosxYMKR2kcxHckXmcLXJzAb264HYtJrk5cWpS9B+e3Cw5nbtHnP5J8SxzhSAw1VdN3SdX91mTP4VBbi6XW3sI4QXhz22s6c0IYxXCWInQ6nIbCFplbs4nlp5zvxIJFgItjDDXQubFeTchnX6KLRK4qZ9gx/4TuUXDzRHmNsyKL0NeHcfULncWaR3DzbyGm92HtE7NsU721M3rTt7Yqem3M/fIOci+kSuqJQK5nVtzI5q5GWHuzH1+eHOvq4QXQdM7CM5F3My7uNkDSPsY0u5ktp/rFa1NnmNPdpyXj+JcwMm+CQjQqtHMrQjP7WieexDmBqYqfizl91I6fVjjXwKn5ybP1ND8H8Us+8833cWSUoI7gJP8Ok7qh+BcfJ9nO7l/MgNyAun24ViHcFLfRPM+hB74bE6EEbndm/kgpQtOD07yazjpn97E28ll+v6RCSQjSKcLsm/gJGrRfI+g+z8J5laWy27S9G6CO4SbfRc3sw9pHcklk72peHRNa8y4XyYP5e6XDmR232T/E57se7YjPHejeXaACANL+36ZC9fm18kind5cP+R0Ie2LuSoGzqVJAW0uff31cTMv4uYxBhcaYe7ArPhz0GuLbcrsmYvIK+XkkJBCZg/jZl7HzR5E2qcmd99m3RDTfSHW5GL28iM4F5DZt3L3jlaJZmxEeHagee9DmLeRm5Qvj/tmrlzuv/pxM3txs3snN1YuANm5tsb79197J/uvCMLchGZuR/PuQZjbJz01S6z/ciewY3+MzLwy93NFOUbZ/w/d/4HC27VQyAxO/P/FTX1/HicLjLI/Rg98quBmLSSXxyEH6XQhswdwrSPI7DGk08n8q8pN9VlTf2YvH778Azgzc1UnyhB6K8JcgzDWoBkbcp7oWi1Tc7xi30NKJFgABCZo9eTe3rkuxHJIOUGxRYI5I1NIOYFgfiJBbkE1hmvtx039EDd7aFLlnN97OPsLJycV9pO4qWdBr0TorWjee9E894CxFqEFFtaGAiOlC+4ornUUN/08Mrs/5945p8navK6cW2BlXobMGzj619CMzWj+D6F5diK1upLyLrg+bm5BI9O5XeEbIKWNzB7Aif9P3Ox+5r7InLrcGG7qB7jZg+iBz+QGZlE258FDyjRu+lWcxF9Pxnlb87OHnPDhJr+JzLyNFviFXOnXEt5VmPaysc/ipl+Y9PboBTm/Xey5XTyGzO7DyR6A1PcQehua7yk0731gtJaod4FETopLuDGkjOV2lJ1zSOs80umY3M1MgBtn3veGYkHJ9W8372dy480gbnYfbur7uNZJcEeZMXFeCNxR3OxbkN2Lk/w2mrkFzfdBNO+e3K7dEtyZWwhy/VcMaZ3GzbyAm3lzsv+KLcLFo8jsuzjZ/Tip7yL0lWj+D6B57wG9pUT7L8VyQ0o7N2+xjuOmfpYT/92hPISBQhg1MblpdwwwcbQIQqtEGOvRPHchPNtAa5j0yi1OX6ZEgoVAiEnX9cD8J5kyVVibFoGca9v4PM+1kNm9OMmv4aZfBdKFNG0OpMHpRTq9ONl3cfTvYJb/CcKzvUj2zBWJdOO4mZdxUz/Czb4z6UJeDCxwenGdXtzMKwhzB7r/I2i+x3Nx7qWMO4Z0+xHayus+LKWFm3kdJ/pHOYU6/wuC04UT++9Ipwcj9M9Br5n12VImcZPfwo7/2TzdC6+Hg3Q6cWJ/grTbMcK/m4sZLjGkzCKzB3FSP8BNvzBPd9NC4E67Pf7/2XvvMDmu6077Pbeq4+QBZpBzDgQJ5iQmiZIoKtDKsuQgB3lty2uvw+56vcGb/O3a2vWuvc6WJSflRImkKDEnMIIgSOScBxhMns5dde/3RzVAADMDzFT3THfP3NfPiH4wU9W3u6tO3fu75/yOX9yKn1mGk/ggKvEBlDv6dVZLGJMLMuD8YxjveLBT4x0L/uufqO5kzBIOaeBKIoHRGXT+KfzM1zCFl5h0YWBUSguA/Bl0/jlU9EZU8lOo+N1Bevw0Johfr5Ti1xNgqtU+2w9KG/RZ/OKraHcFKvEhVPz9KHdJlcZksQSZ2Tr3GH72QUzxTSZ94zEURdC9GN2L8fajcw+BtKCi15cyDG9EImumvKTHigSThKimwPQlbDKAyVGXmQR6Yg+o8+nP2a/jZ74DuvpeDBciqhFxFlZ7GFck2ElIBzs5ma+iC69VcbIwGh6m+CqetxvJPYyT/HSQmqhaqj2wUBg9CH4XjLJ4M8ZH55/BG/oDqIhAcCE5dPZbeHi4Tb+FSNuVSx50Bj/9JfzMl0q7e5WmgM5+D48ibuNvIu6CSXiNymNMAVPch5/9Bjr3OOhughKLWsCAfyjIQsk9hpP8CCr+3qD+usbqro3x0bnH8dN/ExjRmeGS+WW1xElLxbiMSGCMh/H24af/oSSu9U/t2MakgC48j/Z2o/L34DT8XMkrqd4z2C4miF+78TNfQ+efLsWvWpk7GYx3AH/4/6FzP8ZJfBwVvxdxOqi1+GWZrhiM3/e2gOntmYJM2gpjBtH5J0pZuXNR7jpU4j5UZHPgC0J00o1brUgwacQo6+M1dZh+abIwAZHAGA9T3I43/H8whVcIn/48WSjE3RC4ktY4xj8UZGFkv1fK5qiVycIlmBSmsAWv+CYq8UHchs8izjKot7RQPTh6BxJjMN4u/OH/NQkCwbnXyKKz38NXc3AafiEw8xrrT00enf02fvqLk7xDXkBnf4AnTbhN/7rmy3OMHsDP/gCd/vtSpketiAOXUsB4O/GG9qHyL+I0fg6JXF05c9iKYIJsgeLr1R6IpcKIGl0kMKYQCEOp/4fx9lGT94/uRWe/hfH24DR+HhW7c9qkvhu/Dz/3PXT6HzH+cWry8wcgjym+hVfchyq8gNPwiyVfnVqKX5bphjE+prgTP/13gYBJ/WVmX0wh8BXzj6PzTyPuStym34DYncgkL+PtnTpZSGRipj8jOOf2W0eYHMYMYIy5Qr20CRYvuUfxU3+J8fZTm+/VRcVuqbpxyOUwOo3OP1eqM3+L2kyjGgWTQme+QbGwHafxc6jYPaUJab2QK/kSeBelfxl9Cn/4/5au6UnEZPEz/4y4K3Hi942qJhuj0bmn8VJ/OUUp9F5Q4hJZi0p8pCadrs/vfqb+Kth9m4qa3YpQROefQHt7cRo+i5N4AJFm2/7NMrlIkgtFgnO1737mK/jpfwTdVb2xjQsTLFIH/yNu4+dRiQ8hqrHagwpNsLGyGz/9V+j8M3VUwpNH536MLu7GbfiF4HuQBhu/LBXGYHQWnXsUL/3n4B2hdgW0MBggH3j64CNM/uaaFQlqlvAO5tUjMB4MMgLGVuyNyaEz38JL/XmpvKBGUbMRd321RzEmRg+UJmt/D7qH2hRaLodX2iX9rzjJwzgNnxlX+nytYPyjQfqalEomjMbPfBedf44peTDpHvzMP6Kim4Pe1SPGdwQ//dcwlX3mzQB++u8u6BBSOxjjofNPB7ufxR3U3+Qh6FLiD/8xeEdxGj8Hak5Ni5iWOufScgMzhJ/+O/z0l+tIYAP0GbzU/8ExWZzkp+pMkA4I4tfj+MN/ivH2Up/x6yje8Bdw/GM4DT8PqsPGL0uFMBg9hJ/+R/zMlyeptLI2EHdD0IltCtaIdZbjW0eYIkGv+ZDUaVqc0T1vt/8Y+VuMyeCn/wEv9ae1LRBAafFVi6UGBuMdwxv+Q/zUn4M+S/0JBBege/DTf4U39D/R/vHAp6IOCHoqBzVuxhh0cRt+9ttMXdmMwRTewM/+IOhJfuFv9CA6/eVSdsnUXhvGO4jOfg9TTvyrMEan0Nlv4g39l5JxUX1cY6NihvAzX8Eb+u8Y/1Dd3C+WekMQSQbTUGMwehg/9df1JxCcQ/cGHh/ZBzFVM/OdOObcZ5/5Ct7gfwtaStZ1/BrET/893vD/B3X0vLfUMgajB/FTf4Gf/stpLRBAPOh8pOZOyYaaFQkmjSJlufyOw1W4JvH7xhQJggyCb+Cn/7a0813LuKV+v03VHsjFGIPxTuAN/xE68536M2IZC5NFZ7+PP/TfwT9SFxMH4x/H6FK6pxnGz3wD/ONTPIp8MOn1T108tsIr+NkfUJ3yE4PO/TjItKgBjMniZ76GN/QF8E9UezgVooDO/Rh/6A+CnuV1cL9Y6o1oqWxSMOTxM9/Ez3ylPgWCc5gBvPRfBdledXPPZPEz/4Q//L9Bn7ryn9cFBXT2hyVz36MX9K+3WCaO0Wn89BfxM1+dPnPiMRCno9S1ZWqMWK1IMEkYk7rMjvqVEdVcwdFMHUb3AiPftzFFdPb7eKm/qGALtklEdaCitWWwY4xB+4fwhn4fnfsRo33O9U0enX8i2CH19tX+wkcPge4KdnqKb5W+k6kfs/EOBPWppYwBo/vx0v9U1e4Wxj+Bzj0R9Cau1hjMufTDLwcZNzXjvl4piqUuGv8jMF+0E21LJZE4ELmge8Xf1ljHnJD4J/BTf4b29tf04jSIX4P4qS/ip/6K0O20a5YCOv843vAfBuJtDX8XltolMFH9QeCRUs8C5jiR6M2Iu3zKXq92VkDTDT1QnqKl2qnLTAI9MpMgaAm3BS/1V6XU+NpHnAWIW1s11egz+MP/B51/lsnrRe0E2ROqCZEYUDLgNBrwwBQwJh0skJmMDhwanX8eUDjN/w6cpTVcs6jR3mGc6C342QevPImThsDnQpKACow+9dnSg62cCVIRnXsck/goSDxYnBe3j/PYKKj2kigZBbygvaM+S3lZCHl0/jmcxAfBmVPGecrBC7pATOoEOw6qsWTCVepoI06p1MzHmDyYFOgUk9MSUAe7oqkWpOnflsqjavV+sdQVEgdxglZ2qb+pUHmgBHFQmoI4KG6QrWAgeL4USxssqUk05TOY4k505ms4Tb9Ze9mC58njZ75VEmcmafEj8dJ30VAqcb0wfnlBGdtkx6/c03iqDbfptwNPIhu/LBPAFN/CT/3dJD7jncDAVRpA4qUOKS6ggnT/0r0SxK5MsO4zGSZlji5xVPxdBN3zpgYrEkwCxvhBbX4ZO72iaq8f9ngwuhdj8hf6IWOKu/CHv1BGSzghSH2MBjepagPViah2kARIDJEoBg0mDzqFMf3gd5c8EvIl4aLI+HZ6XVR0E6JaQ463shhjQPfgDf/fUjuXSgUfBZJA1CzEXRu0JnIXBp+vNJcmEBGCMKEDnw0KweerB0B3o729mOIOjH+iNJGoRD1+MXCeH47jNv9bcOZTm/eCxhT3YIpvogsvjvE3ccRdgYrfg0Q2ImouqCTggMli/NOYwsvo3KPBZxgyE8F4BzDFNxB3BX72O1d4YLqIMx+J3YaK3oQ48wPzRQlEAnQ/xjuIn3s0aE1qwrUPMsU3gvekOqdY6DGByVfuYbzUn1Vw8hAFlUScZaX7ZWXwOUozSGPpfnEJTGd9MB5wLh4FLTONtw9T2Bm0LTNpKnO/FNDZh/HVbJzGX0ZUSwXOOREUKrIRk/yZip/ZFHdhitsII1iJuxqJXg/URpcNcRYGz6t6QWKg+/GzD2G8XUxcyJTSPdESxMDIxmAHTM0KrlFJEojQ576fQITGpDB6EOOfwhT3luLIydL9Uqlnn4+fewiJXo+Kv6/GhGhTyrx8MKivrphAEHs7fkXWIe5KxJkXxC/V+LbIOSJ+DWPM0AXfx84grpsMlYlf+VJL346gpa+qVdHGUlMYgzH9+Okvl9oYV4IYqAbEWYi4axB3aekZ31K6R+LB30hJJEAIYlIpdukMmHTpfjkd3CfecbR/uNQevhCsR0LO8yRyTRBHp7BluBUJJgOTwXjl1SaLs4DaXBhdAZO/KCXR+H346b8sme1MEGlAnEWIu7w0KV+DuMsC1ZvIBRNy4e3PSgc/xgOKGD2M8Y9hvL2Y4r6gn7ffVSp5GGPCIVEkehO18/nn8DNfQ2cfpDIlBk4Q+CKbULG7UdHNoFpLk7bo+CZMxmDwUSYbBEXvMDr/DLrwStD+r+xdIB+dfxI/NRun6V/VaPmNRheex/iHwO8e+Ws1Byf5idJu+jwgPuKzNe5aiN6Eit+Ll/p/mLCdEXQvurgN0f2YwmX61UsLKv5unORPBhN2aRj1gWMi16Bid+BnvxsYlYXxEDEpTGFb4O3B1NTPQSlNt/Aq/vCfViZzSZoQdxUqdisqeiviLj2/qwDuBO4XD0wuuF+Ke9GF59H5LRjvEOVn5eTxs99CnAWo5KemtExKEIhejxvZVPFz+5l/xPd2lOL5BMcV2YTb+Gslf58aQBymcgeobHQ/XuovS0afE1mcS5AxFdmAit2Oit6CqI7Sblx8fBPc0vMFkwUzhC7uROceQxdeBv8kFTFj1f342e+hYreCtJV/vgphjMYUXqpcaaY0l+LX7ajYrYiz+Px3MfH4FTzvdXEPJv8cuvBSKX6VOS8xOfzMV4P4lfhwTZV5WmoTg0bnXyqVWpYpHkorElmHit4SbJy4i0sbkEHJVXCLjH89EJQxFUuiZz545vvH0cW9GG8nxjuM8U+X5lXjfbbFULHbQXVO+O2Vg70TJwOTKrNPuhvsOtTMInUiaIx/ttRPOYuf+Qd07mnGv/CJgNOBit4ZPNAi6xBnceiHhjhzIbIKeGfgtq67gwVtcTem8Aq6+OYFbRtN6ZgFKHdNqNerNEE96GP4mX+k/HQ/BaoDJ3E/Kv5+JLK2VFIQ4joTQXBLqZpNiDMXFb0Zo0+h81vws98K2syF3IUGgusn+23EXYxKfhKpxV04/0QpA+BixF2O0/TbqNjdpc94dEQkmLBFrsVt/o+B+34oocBDZx8iWIyPMWFTnbiNvxxMwq6wWyPigjMv2NkhgZf64yDtdILowsuohp9mqkQCYwz4x/FSf4rxD5d3Mkkikc04yY9csNAJqeCLIOd3TUv3S+wd6GRJXMt8A+MdpqydOd2Hl/4ykcgGiFwzdbsNIsi5TK+KEyXsc1AkEohgqrGyQ5opmGHMmBlSoyEgzaj4PTjxDyHRzSCN4XbpL3m+OM4CVOwuTHE7fuY76NyjFfBH0JjCq+j8FlT8vVNmBHY5jDEY7xDe8J+Cf6y8k0kDEr0eJ/ETqOjNiJpdofjVjOPMg9gdaO8wOv8UfvabpZ70ZZSo6R789BeRyDpwN9ZYdoel5jDDwcZZiHnJeSQZCAPJj6Ii11esm1lw7Z57JjYCs4J5bOw2MBqjz2K8I0EmbmEbuvh6IBhcLsvAmYuKvXPK45QVCSYBo3sx3pHwJ3DmgWqr0yBpSqUWoAtb8NP/DIxnoeiAswQn/h5U4j7EWYJII5Vs8SHigDMPceYi0Rsg8QBGn0bnX0DnXwh6D+seJFLaWa8ywYRhd1BTXe6OgiSQ2DtwG34OcddPzsRZpLQT8BOo6C34uUcCN2z/OKF3fkwKL/0lXGcZTvxO6kI4U504jf+qFNDHl+osIuAswW38V3j+6VIf7IlxWWFSzcJp/GVU8hOXFS1GjiuKSnwQ5e1BZ7/NRMUL4x8NRLip8iUww3jpL2IK28o4iULcZTjJz6Di7y35SEzCg1kUyl2OOIuC+yXzFXT2B+WVR/hH8dNfwm3+91X0grDMPCJI5Gqchp9DxW5CpLWiz24IYhGR63CbV6OjV+Onv1TmZgxBlkLu0drJJjCD+OkvlrI3wqIQd2Upfr07KO+YlPjloCIrEHcRKnYLfuaf0dlHyiqPMN5B/PSXcZt+F5zZFRysZbphim+hi2+EP4Gag9Pw2SDTU3VOoaiuEGdO8BO9DhIfxOg+THEHOv9sUGJ3vhzxguFGbwiyGKcYKxJMArrwelkTPeUur0JdaaUwoLtBd+Gn/hrMOPqVSisqcT9O8pNBHdCkp5pJsHhzZiHOLJS7HpP8SUzxDXR+S1DHKjWw+2SGg3qrMKUaF6Jm4zT8DE7iE8gUPHhFXHAXBhPGyFX46b8qmRGGdP73T+Kn/xoVWQlqQW2LZ5LASf4kKj5+geD8oaKQ6Cac5CeD1lAT3lUeS4hxcBIfwUl8DJH4BM8J4rTjJD+GLmwppfpOYER6EOPtR6ZgwWqMh84/ic5+j/DprxFU7A6cxl9DIuunKBZFg4yppn+Ddlfjpf4SdFfI82l07kn80oJtKmsXLTMUacBJ/AROw88j7pLJfSlRQclU4qOIsxRv6L+Vno/hyw+CErkjSLS6IoExRXTux+jcw4TPKIqi4nfjNH4+KNGc9F1HQSQW+O00/S6+uyqY9+lRyu/GhQ4+g8jVqORnbPyyjIoxGj//fGAQHwY1F7fpt1GJ95eMCKuDiBuUOqhWcJej4veDfxxdWovo/AtByaS4OPH7CDLrphYrElQYYwqY/POEr5ERxF0NdSsSaExxB37qz8ehhjuIuwan8XOo2J2luvMqLABFgqyF6G040esJHnzVfTgFZQaPonNPlXciZyFu4+dRiQ+EWiCWg4gL0ZtwnE44b7oYpvbaYAqv46e/jtP4yyXvhNpE3PU4yY+X9Vmr2D1I5AeY4mW8BSYypsjVOMmPl2GaJkhkIypyDdrvYkJij0lhvIMQuz3ka0/gpfyj+Om/D59+KHFU/EO4jf+iVLc7tbFIVCMq+VFc1Yw3/Efgh+2JnkVnHwxiamQldZF9Y6lPVDtO8qdwGn42MMCbIoJnyw24zb8XlGiFyLw6jx5E559CRa6Z8nv+QoJd9H8I7+cjCVTiI7gNnws8raY8fjXjJD6JSDPe8P8GfTrciUwaP/tdVOwd4C7Fxi/LCHQfpriLcGJaItjAir+3qgLBaIg44C5FOUtQsXswfhc6/zzGP1natJj6MVmZroKc75de3BX+JNKERDbU3MU7fgw6/0yQZn7Z3TxBxe7EbfkDnMQHSpkT1X0YiAgi8QmlY08G5+qq/cxXKKu3u5qH2/S7qMRPlOr5p/7zFVEodwVu879DJd5fxhgKJZ+DbdRuP2VBJT9SvrGMM7fU5qYCGq404iR+AimzlaRIPKinm+i9YXIY/2TgBzKJGJML6vqLYbNuIqj4B3GbfyfYDa3SYkEkgYrfj9v4G6DC72waby8690jQgtFimQykCafhczgNv1jqVjDFi1JxkOgNOI2/UmapQAFdeBVTtsdBeIL49bUyyieiOImP4Db9JuIurF78UklU4kO4Tb8KEn6jyxR34ud+HLRgtFguwfingpT8EEj0OpzEBxFVw5tNIohqRkXW4Db+PJGW/4A4nVRjDm9FgoqSReceKaufsKiOoCZ+WhNFxe/Haf49JLKRaosDtUcBP/dISSkNiZoVmNSFSHufFNScIAUydjehTez0WfzMP2Emq2d0mYi7ChW9kXKvZ5FIcB5nbgXGtBwVf2d4w6oLzxW5JkQZjglcfE2m7Ncf8xWMxhTfxM8+TLgyAwcVvxe38VeDtqpVRsRFxe/DSX6G8O37PHT2exjvQCWHZrEESBIn+amgS0oVJ9siLip2D07iA5TT6tL4J0su/VNP0M1gK37uR4TbGXVQiffhNP6LmmjbLBJBxT+Ak/wU5cWv75Tn7WWZnhgDui9cxyVpwIm/C1S9+V1c2MFtarEiQYUIsgj24GcfoZx2HBJZj3IXVm5gNYiK34vb/Lsod1nV0/prEeMdQWe/S3in4AhO8pOlVkK1kZEiIih3CW7TbyOhO0eca3nz9KTvTIdBotcjal5FPBOCrh6Lyj6Pir0LVIUce1U74i6b8HFGd5fnQHzFF8jiZ74LOlx6vrirAg+CGoq7ohoCj5boDaHPYfyT6OwPKzgqiyVAxe7GafyFmugcIaoB1fCZ8ky9/DMYbz/GhPTNKQeTws9+J/TmkrjrcRp/FXHmVXhg4RHVHAhIkWtCn8N4R4MuFhbLBRh0aU4RYuNBmpDojXbdMQHsJ1UpTAY//Y9lZREEO1rvZvrurCskehNO4+dBWeft0TDGQ+cewngj2+qND4VEbyzVBtZey0BxV+E0/Hx4Y0gzWJpQhVCRJxNpQEWurpjvg0gCFdlAWSUH0oSK3lDeOS46XwJxl0/8ON2PmcxMguJ2dP7ZcAer9qDNo1uDtftqDk7DT5ex6+GhCy9gvImZTVoslyOI4T8HUv2sm3OIsxgVv4/w93AxKFUqp2VvSEzx9ZKxbwhUB07j5xBnKTUXv5z5OA2fgdDZWYVSPXZYE1fL9MTHhDQsFNWKlFsOOsOwIkEFMKaAzn4XnS/PZE7c1ajI1RUaVe0hzkLcxl9H3NVWyRsD4x9F554knMEfpU4GnwVnflVNmMZGoeL3oBL3E7bswBReRRdeq+ywykW1Bv2dK9myM7KB0KUZELhbu4sq1w1CYqGyG4wenLTJtzE5/NzDgQNwCFTsjlJJTvV7pF+KiEJFb0dFrw99DuMdRBderM4OqWX6IUlU4mNIZFONPcMjqNg9ZfnBaO/wpJZFjYYxOfzsQ0H6dAhU7J7AoLRW41fsjsAQMiTG24suvGbjl+UCdPj7VJqgBu+VWqaWonxdErTdehYv9Rfl9bcmGijhznRVuaJBS5votbXdwq6KGFPE5F8po45YUPF7g36qNfoZnzNkcRKfAmdBuJOYHH72QYye+l2fsRBpQ5yJp+Jf9pzu8okbBb59NBJZXbFSg4AIouYyYeFCD4HJVdxw0hiD8faj8y8SqjRHzcNJfCyYONQqEsdJPACEzFAxaXT+GaiiKZtl+iCRq3AS99XcolREEHcJKnpt+JP4R6ZUJAhKVHehC68SqkTVWYiT/GhNd/tBGlGJB4CQzzGTCrLEatSHyFINDIQ2tKy9MtVax4oEZWCMh8lvwR/+Qhl9rQPEXYKTeA9ShvlO7SJI7FacxPspx1xo2mOG0fkfE7pHspqDE39/+FT+KUOQyIZg5ycUBlPcgSm+UclBlUWwY1/ZyZpIKxJ2kS8JlLsKqWBfXREB1RSilWIOo9NldDIfiyI6/wr4x0Icq1Cxm2twR/RiBEHc9aWsknDowusYv8bKcyx1SBwn8eHaLRWU5lINfDhBzeh+zJSWsRXQhRfBD1MO5KBityPuuhqPXwqJXIVEwvoQgSm8hgmZaWGZjgiENeM2g2UIDDOT2o0uNY3B6GF07iG8od8vo23NOSKo+P2Is6JGU8TLRLUHvePVnJrd4a4FTHEvurgz5NGlSUPkqjr5jBVO4oOgOsIdrrtLBoa5yg4rJOIsr/y9K7HwHQ6kEXFXVXxMIk0gDRM/0KSg0jKBHkDnHwdCpKKqNpz4+xAV4r1MJSLgzEHFbiZ8V5AeTPHNig7LMvOQyHpU9GZEKuRxUmFEBBW5ClRzyDP4U1v/rnvRuScIF79m4cTvq+k2bgCIIM68UslUyPJC3Y0pvlXZcVnqGBVuDgIYPVS1Lib1ihUJJogxGuMdx0/9Jd7QH2D8I5Q7+ZXI2qCFTw0rwuWgIptR0dumpwBSKYxB558LUrPDIE2o2N01aVY4GkF66DJU9JaQZ9CB2VON7JCKW34ngpEnjSIhRRSRZEW6I4w8cTz4mSgmQ6VFAuPtCy3QirsCiV5T0fFMFiJuUNerwvYd99CFlype7mGZSUQDocqZX+2BXBZxVyJhRQKjQfdWdkCXQRd3h16wKHcVUif+VSKRoK132LIuU0DnX7bxy1LCDZ9hqYfRhZdqsjtWrTI9V6WTgDEFjH8anfkaxYHfwk9/sTIO66oNJ/mzMBkT+prADWrSQip/MwWje9HFNwjX5x0ksipQ6+tIiBFpRsXvAQk3qTPefrS3p8KjCsmkTJ4joNrCHarawJmEXsCSQEL4JBiTppIigTE6qFXV4WpVVezO2vYiuIigPEfCXgsYTHGvTdm1hEe1o2LvqjkvghGoJlAhs6/QU1aWcz5+hfJAECR2V217EVzEufjVGvJ4H+PtwZiBCo7JUq8EvlazQ64pcuj8kxj/MMaKTuPCigRXwOgMurgbP/MVigO/hTf8PzDF1wm7mLsYBxV7Fyp+b82m8JWLuGtLrdzqZ/FaDYx3COMdCX28it5WRppllRAJTBZD93f2SqZ11SaGhG7zdBnERVS4hWzwmVZ+Qi8SJZSviMlS0UwC018qzQnh3yEtJcftOvJHUR1IWKNPwJh+jH+0ggOyzCTEXYm4S6s9jHGgysjq0hjTX9HRjP1SfZjiLkIZrkoLKnoNkxHfJwtx5pQnpOs+jB+2LbRleiHgzA7dytAUd6Mz3y6VQFquxPRcmU4UYzAYwAtMLUwe4x9HF7ZiitswxT0Y/xihAvqYCBLdjNPw84iqdaO5sDio2DvAmVcndfLVwRgP4+0F3R3uBNKIim6GCprUTRWi5iKR9RhvH2EWkaa4FaOHQy+mK4JqDZeCf0Wc0LtFgUgwGfdcBMIImqaSsdOUJaqJuxychXUWk1TgWcOz4Q7XAxjvMEQ211W2kaU2ULFb6mTnWkKXaAWu6VPR3cBgvL0Y/3iooyWyCqm7OZWLuMsxhS2hjja6D+MdA3ejjV8WxJkP7mLwD4c42sPPfL2Uxf1pkGSd3UtTywwQCQwYjUET9Nf0gVwgBJh88FDQw0EQ8k+U6lz3YfwzgdJU6R2wEuIswm34FcRdUfFz1wyqBYluRsI6kc4UTKa0KxquF7C4y8BZVJ+BTgQVvRmd/T5h2tMY/yzG24+U0/qqTES1TlJXEoWEFR9UJ5MiEohLuMeGT6XiaOALcwj02RBHB14YMhmlGJNNOTu5JoPxj2LwkZnw2LdUDmlARTZSH5k3UlZZzlQ4nxuj0d7BkP4HEhjSTkbm2qSiEHdJ+MNNCuMfs/HLEiAtKHcDfv5FQmV1mwH89N8ABZzER8MbRM8A6uZu8zPfCNpdhTs6+DE+QbZABmOyJYFgKKjVnAz37bFQHTiNv4rE3lH7NX5lIGoWKrIJW2pwBUwaE7qrQSkVtI6DnEQ2BvXhYWoOdX/QDjGyuXoiibSAVD6LI3g/4SbmwSJ4Mj4PRbgqtQpmEphsSVQLc85YYFpYJwafF1JOuUGwe3kseOaF9ACxzEzEWVBH2YBSXgvgqWiPdv55H8I8TeIod2V48bhqSLD7G5pz8StbR14ylslCRKHid+Bnvw36TLiT6F784T/HFN7CafjZwAhUEnUS56aOuhEJTOFlDC9XexjlI+24jb+Cir9vWgsEECxeUXW4YzfFGL+njNZLMcRdjjBxM7laQVQr4i7DFLeFODqH9g6iyBO2P3a5BOVCkxFKhWBBLkxUwBRpYXJEAgmX7llJN2GTCcpzwiAJxFlaubFMIcEO6cSvhXMY3QMmB1iRwDJ+xFkU3k28GoTOXDSYMB4nE36ZdBnxKwnO4sqOZ0oQRMqLX+ge2+Pech5x16Cim9G5R8s4Sw6dfwJd3IlKvAcn/kGIrK7LTYTJwhoXTiVqNk7T51HJj9d+f+4KIO5aZJq2dawkxjsA5MIdrBqC9MN6Vj+lMXgPITHeQdCDFRzQBJGGMiamVzr3OZFgQgeBap6c/B2REOOBynY2GMR4IU34JFEnBmwXIyIgifK6xOgeMPnKDcoyA1CIs7gkOtYL5cTicCV/E8Ho/mBXPAySRNVt/EqW5Wth9FnAxi9LCWlEJT5UgcwSDfoUOv0ligOfxxv6n+jCaxiTxZjJjwe1jl3BTQmCOEtxm/41TuJjM0alKmfhN5Mw/uHwxm6SRNW7r4UkA1+FkOHI+McweqiyY5oIkqS2nKbjQLS+haPLYLyjoQ3GRBKhXZGrjxMIBSExujfw4bFYxovEwV1QEistlSCIX+E2BUSSENqYscqIW1788nswNpPAUkLEQUVuQMXuoGLzL/8kOvMViv3/Em/g99D5ZzD+mRktFtRNuUE9I5HrcZt+HRW9CaZ5icHbxMpoRTRzMMaUdkXDiQQiTfU7aSgh4gQtkiQBJj3xE/hnwAxijKlKPZlIvLbua4mF60BQL3hHw4tqTtskdaKYAkQhRMLnZOiB0IsTy0wlhqiwLWoto2H8I4TyI4DAsFDqtbRQUdaSwwzYTCjLRYjTjtPwM5jiW6UOdJXAA30anfseOvcoEr0OFb8HJ3Y3OIsAFeRSTtNNmEuZxjPJGkBaUfF34jR8LuhiMJPUeGdWoHpbrkA2qBUO29nAmct0uI1FdQSp1GFEAooY/xQSuZaqmGRKnJrKJJAYNTWeCmP88KIauBhvN6YOPTyMPlXq0hMWH5uua5kQEivTcM5yKcGmQEiRQBxMcRemDuN7sIgro+zM+FYksIxAIptQDZ/FH/5CyPnj5chhCi/gF7aina8gsRtx4u8FdxWo2SVfuektFtT/6qImUYi7DqfhZ1Hx984I/4FLEWmfFMf3aYc/ADoV+nBxFtTWLnZY1GxEGjF0hzrc+KeYsu4klyJRpJYqtyTKtBUJjMb4pwkrEpjCSxR7P17ZMdUTdpJtmQgSRZz6zlSrKYwGv4uwmwIm/zzF/POVHVPdYAjt3WSZtohEcRIPYLxD6MzXCdUS8YrkMP5BTOYgOvNdJLoJFbsTFb0NiaxFpvFax4oEFcUFZw5O/P7AnNBZjEzntN/LodqgDnfrphpjBstTP1Un08FaRFRbWfWK+KepmkhAhNr6Dtxpm7VkTLq6/hP1jhUJLBNAJFaeWablIowZxpjhag+jfrHxyzIKoppxG38Zz2TR2R8wuRlzOUzhFfzCG/jOV1GR9ajY3ajo9aDmINIwrUoRZugKttIIOAtQsXfjJD6IRNYCkRndb1NU4/Sui64UehhjsqEPFzVZre6mGNVYVq1lULJRDZFASoZMVXjpsQjVEaFO0EOhTQstWONCy8SQJuw0sYLoQSjjeT+zMTZ+WcZAQM3BbfptfGnEz35jCuYJBfBPoP2T6NyTpTXgbajo7ajotYhTrwbJF2Ojf2gckGbEXRSoSPF3Bf3qZ0jngitTa7urNYpJU5bqqVqZDp+zEC/Tub2/gqOZCOfMmGpnUS5M3zo5Y1KAnWSHZwr6wFumDdNGhK4RjBm25qFlEdaLxjLdERFwOnGafgPcpej0FzH+SSa/rakBPPCPojPH0NmHEXc5KnYrKvbOoOWyNNdtO3grEkwUSSDOMiS6GRW9rZRi0oLgTqsUk7KRKNNh8TrZGJODctr6SDPTYhInClFNGIRQGQF6iKnocT0SqS0/AiAY0zTFpO1uksUyVUjCzmsqiU7ZNn4Wy2QiTTjJT6LcNfjpv0Xnn2NyfApGwwSdtorb8Itv4We+gYreiorfg4reVDLorq94akWCMXEC13KJIdKEuKuR6DWoyAZwFiLOgpJZRX194VOG2EyC8ZEHE3Z3TyESr7eYMzaShLAiAYXgc5zy9lBSg/X/wrSNS+WKahaLZfxIhGkbS6pAUFpos3kslskiKPOOIrGbEHcJOvcj/MzXMN5hpk4sgKCV4ll07kF0/knEXY2Kv7OUXbAQiNdFSboVCXADYx7VgEhjkBaiZiHOPHAXo5xlQbrI+f60M9trYELYj+nKmALltHObXvXnkfCHGr+UxtlYsdGMn+ny+dc+pqz7xWKxTAw7RawseTA2flksU4GoOajkTyLRG9CZb+PnfgS6iyn3rzLDmOJW/OIOdObbqMR9qNg9EFlf850R6uYJoOL3Iu7akEcLoEqqeKT0pURAJUAaEUkGu5iSLBnutQbeAlYMsEw2xid0mrw4TKtsjbJ2rQzV2aGZxrv2NUnBTrItlinDZhJUFCtyWixThwhCBImsR5qXo+Lvwc99PzAa1D1M/b2Yx/gH8VN/jp/9ASp2F07iA8HaVhI1uQFdPyJB7J2oxAco74Ell/yooHq3Br8Yy0zAEAgEYVVNl2klEpSTSYApCS6WaU05oprFYpkgdm5UWXyq16rXYpm5iMQhej1uZD0m/j783A/Q+efB72Lq5xS6ZHT4FXT+KZz4/ajE/eCuRmqsK1xtjeZySCT4ku1Dy2KZppRzbxvs5GsmYL9ni8VSp5hyNgUsFks5iKggezx2KxK9FlPcic49iZ97tCQWTHXnkSL4x/DTf4XOP4FKPICT+CCoOYg4UzyW0akfkcBimZaUszCebrsS5aR+San8wmKxWCwWi8ViGR2ROESuxXHXoRIfROefQOeewnj7wAxP8Wg0xtuHn/ozdH4LTsNnUbGbglL4KmNFAoulasgFvgIh0p2mXep1OZ4CAliRYPpTrlFnhBl7nYi9RyyWqiIONn6FRKLM2Pc+KZhSZsvMRURKXnRrUO4qTOLD6MKr6PyT6PwW0P1MqW+BSWMKz+N5e3ESH8Vp+ClQnUEGRJWwIoHFUlXOPfTDBGt/egV54xE6M0JUaRJhmdaUadapkh9DRa5lppatSXRTtYdgscxgyotfTvJTSGQTMzJ+iUIiG6o9immEJshGtQDB9eXMRcXvR8XegfEOo3OPowsvYrxDYIambiz6LH76SxhvH07j54N7vkreeVYksFiqicQCV38TZhfdA4oYY2rSFXXCmBxlmThKvJKjsdQkERA39GWiIhtRiQ/VTL2fxWKZQZS5Gy7RTaj4A1XdWbRMFzS208ZIAt+CViS6GRXdjPFPowuvo/PPoQsvgH+aqfnccuj8Exh9Brfp3yDRmxCcKRcLrEhgsVQTiQNRIBPqcKNTCIb631kwGDNM+EyCBDYVcfoj5++XcBiTZXr5eFgslnpBJF7aFAh5Ap2t6HgsMxltO0KNA3Hm4sTvC7IL/C5M4SV0/ml0cQ/os0x2NoYp7sQb/H3c5t+D2B1BR74pxIoEFksVEWkIhIKwkwYzyHRY9BjjgUmHPl5UC/UvlFiuiCQQiYa/4k2G6XC/WCyWOkSSZZXFGRu/LJXC+BgK1R5FfSCCSBOimiCyGpX8GKbwJjr/PDr/JMbbz+RlFxiMfxBv+I9w1SyIbJzSzGGbs2SxVBPVWNodDYfRg0wL80KTBlPGA0u1Y0WCGYBqLKusxOgB7CTbYrFUBWlGiIU/Xg9UbCiWmU6hJJpbJopIAhW9Eafp80Ta/gK39X+hYu8CNZfJymg13l684S+Afwxjpm4OYzMJLJZqIi0gDeGP171Mh0WP0UMlT4JwiOqo4GgstYpIU6m0JCR+N9NCVLNYLHWHqOYyRc4zTIfnvaX6GFMAbUWC0IgEgp+7GMddjIq/B1Pcjs7+KPAS8I9W+AU1pvA8fuarOE3/CsoRGyeAFQkslioiqi3YHQ2J8buYFose3Yspp9zAmYvNJJgBqBZEmsJX5+juoCOIvVQsFstUo1pBhd8UMH43ViSwVASTL2vOZbkYkSgSvQGJbER5Hw18C7IPBZ0RCL8BdjEGP/sDJHoTTuyuKTExtOUGFks1kQakjFR545+aHuYzugd0GQ8sZz42nE1/hCio2YT+rnVvWRkrFovFEhYhhqjZhFYpdQ+YfEXHZJmhmByY4WqPYtohkkDcNTgNv0ik7S9wmn4NcddSsZ0JfRqd/QbG9FfmfFfAzqotlioiIoizhLBJPUb31n2gN8Zg/LNgUuFOIElEzbGbwzMBEcRdRPj7JYXxj1d2TBaLxTIeRBBnMWHrlo1JYfwTlR2TZcZhjAEzZD0uJgkRQcRB3EU4Db+I2/rHOI2/Cs4iyl92G3R+C7rwBsZMfhaxFQkslioj7rKgLVIYTBbj1fuip1Ca+BRDHS1qLqimKe8fa6kOwf0SslLOZDH+4coOyGKxWMaJuMsIbW6m0xj/SCWHY5mR6FLpyjTIQq1xRFzEXY3T+HkiLX+AxO4AQs73z2GG0fnHpiQr0ooEFkuVEXcVoU1ITLrUfqWO0SmMdyD88e4SRJorNx5LTSPOCsLfLxmMd2hKFHiLxWK5FHFXlrEpkMZ4h6fU3XxmUc5GQz09U3yMf7Lag5gxBJkFUSR6C5GW/47T8GmQprLOqfOvYPTpCo1wbKxIYLFUGXE6S8Z7ITAZjH8QU8++BCaF8Q6GPlw5S0FZkWCmIM5sxJkf8uhiIEiFLW2xWCyWMhDVEf55TwFT3Be0DLZUGCH8kkgDXgXHMskYv2SoZ5lKRBTizMVp+FWc5KfK69SkezGFNyo2trGwIoHFUm2kEYlsCHmwDoJ9HdeWGf9UqUtDCCSJRFYjYXdmLPWHNCCR9aEP18V9pevN7sZZLJYpRjUh7rrQhxtvt22FOBmIKmMeocEUKjqcScXkysvetJSBIE47TsMvouLvIXSTQZNGF3dMelakFQkslmojSVRkI2FvR+Ptx+hT1OukQRe3AiEfsNJaWedYS+0jSVRkA6Hrev0TGP+ITdm1WCxTjzSUNgXCPu+PYvzjNn5VHAGJhjvU+HWV3WH0CYyeGnd8y2gIotpxGn6u5FESBh/845OeFWlFAoulygTGJmtAdYQ63vinMcW9dVlnbUwBXXiFsPV84sxFIqsqOyhLTfP2/TI75BkK6PzzthWixWKZckQiqMh6ULNCniGPyT1HWKNfy1goIKRIQAGjB6AehBtjMMUddd8Vq+4RQdxVqMRPEFow1L2gBys7rkuwIoHFUgOIuxxxl4Y8WqMLL9flosd4+zHesdDHq+hmpJy6LktdUt79Aib/Uill12KxWKYWcVchzsLQx+vCFtBnKzgiCziIJEMe62N0H6YOfAkMBXThTTCZag/FQhQVvQmceeEO10MYm0lgsUx/RM1GRa4hrJKtC69i/PCL7WpgjIfOPwd+WIdWFxW7HVtqMPMI7pfNhL1fjD6NyT9dl9k3MwmRkCUlBPGlXkuwLNMbUZ2oyNWErUc2/kl0/jkbvyqJREC1hT/eP1MHu/MG/NMYbzf11Y1heiIiiLMYcZaGOt6QB5Ov7KAuwYoEFkstIIKKvSO8S78+i84/U0eTBgO6B51/hrB+BOKuLrXDs8w4RAKBKOz9YjL4ucdhCloIWcpAooSeppg8ViSw1CQiqNgdII3hjjdp/OyPbDZBRXER1UbYTQfjn8JMcup3uRhj0N7+srpJWSqMakXClk6aIpPdVcOKBBZLjSCRtSVDthCYLDr/NOjTdWFoZAzo4ptltHBRwSLRCefjYKl/gvtlY8ijDaawDZ1/obTjbKlNYoTOFDKDQB23hrVMaySyHomE7XJgMMVX0YWX67v9cQ0hokC1gMRDHW/8I+B31/b8y2TR+SfrymRxuiPigEoQbjmuQh43sVewWCy1gDSh4u8GwrXhMYU3A0O2OqiLw2TQmW8CIVOlVAcqdgcS2mjIUvdIEyp+L+HNpnL42W8GDsGW2kQShO1iYfwesAKQpVZRraj4uwj7vMdk8TPfAB2yfbBlBKJmgzSFO9hk0N5OalmYNP4xdP7Fag/DciHGlDICJi4uiUQJHT/GiRUJLJYaQSSCRG9C3LBu/Tn8zLdqPgXRGIPOP4cubA15BkFF1iPRzSDWj2CmEtwvNyPu6tDnMIU38TNfx5gCNjW99hDVBhKyblufDRzHLZYaRCSKit6OuMtDn8MUXsfPfNPGr0rhzCmVHIQj6JozuTXiYTGmiM4+CL4VlWoJY/Kghwl1/0osfNvOcWJFAoulhhBnMSp+D0Ga7cQx3s4LJg21hzEG/GP4mX8opQOHQOKoxAdtVwML4iwq3S/hUkShgJ99EJ1/yqbt1iJOB2HN3TA5jLenosOxWCqJuMtQsbspKxsq821M/vk68iOqXUTNKcu80BT3YIq7KjiiymCMwRR3onOPEdYDyjJJ6B5M2I09aUFUyMyXcWJFAoulhhBxUfEPIO6icCcwWfzsN9GFrTU6afDws9/GFF4m7M6HRK5BRW+u7LAsdYmIGwhGZbRDRJ/BH/6ToHe0paYQaUVUQ7iDTQZdeB1qMg5aLOfi14cQJ+TzHkCfwkv9Scmx3lIOohoRZzFhS5zQPfi5hzG11o7aDONnv47xD1d7JJaLMBj/KMY7EupocWaV15FjHFiRwGKpMcRdjEr8BKF30Pwu/NRfgFdbDwRjiujcj4KSiLCpkdKMk/gIhHWDtUw7xFmISnyEcmrzjLcXb/h/o4v7alRcm6FIFHGWhDzYwxS3Y/yTFR2SxVJJxF2CSn6YsuJXcSfe8B+jvYM2fpWJil5bRgq3F2SlFXfWzPcQlBn8AJ39UbWHYrkEo7NBG3AzEOJoF1HzkdBZlOPDigQWS80RxYnfh4TtdIDBFF7GS/0Zxu+t6MjCYozGFLbhD/+fMtrOCSp6LSp+T+BEbLEAEMGJvxeJXlvGOTSmsAVv6L9jvL0VG1lVMAajh2q+Hde4kGgZHi1gvH3owiu2g4WlhonhxO9HIleVcQ4fk38Gf+j/w3gHKjayqmAMRg9i9HBVXl4im0BCttYF8I/jZ74CpjrjvxBjfHThFbz0F0MuRGsLYwoYv3falAYabzd+7lHC+REkg5gxyb5cdqZtsdQYIgLOIpzkT4KETSUqonOP4qf+BOOfquj4JooxHqbwGt7wH2L8Q+FPpGahkp9BVCuh26JZph3B/TIPJ/lToDrLOJPGFF7AG/xP6PxztZcyejmMwegUungAP/0liv2/hi68VO1RVYAIEllN6KmKyeBnvwU2m8BSowTxayFOw6dBzSrjTBqdfwZv6PfR+RcDQ7R64Xz82oeX/ttS/AprbFweojrCt6IuoXNP4Ge+UdXvIJh3vYI//D/AP1K1cVQU3Y83/D/fvsb9nroUDIwxGL8LP/XXoZ9NotpQ0asrPLKRhMxntlgsk4mIg4q/G1V4CZ39bsiz5EoPqgxu428gzvwp7wYQPKhexBv6n2WaiLk4iQ+iojdUbGyW6YOIQsXuwolvxc98mfBO3xpT3Epx8PdwGj6Lk3igtkUpozH6FLq4A51/KTAw808APiQ+UO3RVQCFOMtBzQnd6s0UtuNnvo7T9GvW7NRSkwTx612o+OvozFcIH7/8IItwsAun4edQiQ8gqoWajl/+SXTxLXThxVL8OgUYSH68OmNSzUjsdsg/S+h20mYIP/1lxOlExe8rtaqbOowpoPMv4A//r2lm3upjvIOY4pvo7MOo6PWo2N1I9FrEXY7I5LYDrBj6DH7qz9H5ZwjbMlOiV4PqqOy4RsGKBBZLrSLNOMnPBo653h7CTRzy6OwPKPpduI2/hERvQIhNulhgjAbdj5/9HjrzlTINcwSJXI2T/DQijRUbo2WaIQlUw2fQ3u6yjDHBgH8Cf/h/o/PP4yQ/jYpeB9JU9TIXY3wwadAD6OKuYGJdfAPjHQUzdMFfTo8kQREBdyESWYPJh23dlcPPfh1x5qMSDyDKxhBLDSKNOMmfLjnkv0458cv4R/GGv4DKP49KfqpUZ99YI/ErVYpfO9GFLZjim6X4dWF6fkjjwAogEkFFb0A7i8vLfNRdeMP/G9fkUPH3B+nhUzLv6sPPfi/oIOWfmNTXqw4G8MEMoPOPo/PPIc4iJLIBFbsLFd0cmPlJQ9Wv90sxpoDxDuCn/gKde4LQnSYkgYq9B6ZA9LYigcVSo4gIRNbiNPwC3vAfgA7rL1DAFF6kOHgMJ/EJVOI+lLuMydpdMCYX+A9kv4XO/ThY1JSD6sRp+Cw4S6Y8E8JSPwRpu0twG3+Z4mAX+EfLO6FJY/JP4xXfQsXuQMXvRUWuRdTsKbwOTVBPr7sx3nGMdxhdfB1T2IbR3WByhN7tqhekDRW5Bj//IhAyfVf346X+BMdkcZIfq+3dVcuMJBDEVuA0/hLe0H8pf4FnhtH5J9DFN1CxOy+IX+1THL+K4J/B+Ccw3qEL4lcPmCxhd1InE3FXINHNmOxRyhqffxxv+As4/kmcxEfBXcSkzbt0BlN8DT/zFXT+hfLnXXVDHuMfwPiH0PnHETUXid6Ail6PRNYgzpJSh5zqxftAvDmDn3scnfkaxttHOdeVRDaholcjU7AZYEUCi6WGCVokvRfHP4qf+kvC97gt7Y6m/i86/2NU/L2o2DsRZ15JcRXKCaLGFMEMY4q78XOPoHNPlwwKw+6GlJAkTsNPo+J315wqbKk9RBREb8Ft/GW8of9RAbMmA7oHnf0OOvcEElkTTLRjN6PcVSBJkDgQCXl9GowxgAemCBTB5DG6F+MdxXgHMN6+YILtd5WEwtqbVE8mIgoVfxd+9jvgHwt/It2Dn/pTTHEnTvInkcj60u7e5MSV4Hv1Cb5TDyRWSoe14oRldIKygztwGz6HN/yFS7KDwqBBn0Vnv4XOPY5E1l4Qv1aANIDEgGjIXe5z8at0jZ+LX34Pxj9Sil/7Mf5xjH8adB/1EL9E4jiJB9D550GfKe9kuhc/9dfowss4iY+iYreDaif8Zx4QfO550MPo4htBB4PCqxMYrxAsAT3KnqfVBDoQ9v2DmOxBdPY74CwIuoW5a4OFdWQdqGYgXorHikmJx8Zg8ErjOY3OP3W+60UgjJWBtOAkHghK8KZA7LMigcVS88Rxkp/E+MfR2YeAYhnn8jDFt/CL+/Ez30DFbkVFb0acxYizAFQrIuMIC8ZgKIDfjfFPYry96Pyz6OJboAeozO5mBBV/H07iYzDJbV4s0wkHFb8Px+/GT/91kN5aCcxgYARVeAMyX0OceYi7ComsDu4f1QrSWFp4RgAXpJQ2a3zAx+AHYoDJgskF5ohmEOOfwfhnQHcFGQP6LJh88EOB6TGJC484S1GxW9CZMkQCAJNC5x5GF7cGqamxO1HuSnDmhirDCibqhdL3mcHodLCDZ1IYPYzRvaDPYPxunOSHkeiN5Y3fMgOIoBIfxNFn8NNfrtyOsBnAFF7CL7wOma8izvwL4teiILtmXPGrEGQwmRzGZC+KX8bvAv9YcN3XefySyFWo+N3ozNcqcLZCYN5c3IO4a1Dxd6Iim8BZDM5sRGLjOosx+oLPuwtT3I7Ov4DxDoEZBCbQdlHNQcXfic49Aro/3NuqaQrgH8b4h4MsNIkH81tnKSqyOsgWcRaAakOkFVQLIkkILfYXQQ9gdF+QOeMdRBdfQxfeBNNXyvorHxW9ERW/F5GpKcmxIoHFUuMEadRzcZt+E08PofNPMaGHwajkwD+KzhxFZ74FzpzSRKEDceYizhyQlmCXQWLB65k8mCxG94PfFTyo9OnAKE33UdmJgIOK34PT+KuIM7uC57VMd0QEpAmn4WfBZPHTf0foNPVRKYApYLwBjLcbcgCqtCvXVKp5j4C4BI/YczvKfjDZNoVgck22tLjMU4+T6ClF4jjxD5UylMrc2cMH/yQ688/o7IOIuxRxFgbxz5kb7PJJgou+O1N8O/6ZTKmuehhjhoPdIpOGkkBgdCqorzZpLtw1VbGbyxy3ZSYQxK9mnIafB1PAT/8DkxO/+jHezgviVyOoJkQa4JxIcLn4dT6G1VEXmIkgjTiJj2DyL2LKLV0DwJSyLV/DL76Gr2aVNmfmBfFHdQSxR8WBKFwgyBg9BPosRp/F+N2BmOyfDi8gSQKn4TM4yZ+iWNyD0dXpJDF1BNc8/hDGP4ZfeBaQ0vO6PRAKVOvb/5XWC0SzSOl+iBDcC955od+U/IGM7gPdW/pvTyD4V2pz4gLEWYLT8HMgrRU/91hYkcBiqRfUfJym38SYFKbwGpVL2yuCfyJIaQaCBc65SYIEyqqBQJjQBEGyUMHXvxQHid6M0/gvEWfRJL2GZdojDYGXBV6pb/Vk1mjq0sJwGFOufmcZgYiCyFWo+LvRma9SMR8Gk8IUd2CKO7g47jmlrAJzQewzpf/6BF9yaeFkBR7LZCAtJaHAw89+HUxmEl9MB6UN/pC9mkucjznJj+Gn/rzyn7/uDcrKitu4OPZcmAJ/bs5VEiorUhqgULG7cRIfBokj7lJMcbqLBKNhwAxh/CHwj5Q+VSEwzTyXReOU/k3ezjIzhrefBbpUZuMx6WU0pXgg0c1TWnprRQKLpU4QEcRdS6T5P+MN/Td04UUmJzAVSw+kElM6a1BI7Dbcpn8d1I9ZLCEJMnBm4zR+HiQZZBRc5KBtqSdENeAkPx2Ynnk7JuEVqhn3LJaLCeJXJ07Tr4NKlEoPJlMosFyKSBQn8VFMcSc69yiTFxQuiT2ThiCRq3AaP4+oORg04q6cgtetF0qZAngjv+qqPg9iOMmfRCU+POXtNK0TmMVST4gg7iqc5t9Fxe4kSEubLkRQsbtxm/4t4q6t9mAs0wRRQemB0/SvwJlf7eFYykDcFTiNvxCUQlksMwFpwmn4BZzGXwc1t9qjmXmo2TiN/wKJbKLel0zirsBp+g3EXVXaGRdkEjtdWSqAJFANPxmUT05By8NLqe8r3mKZiYigImtxW/4LKvEA08PUL4pKfBi3+T+hImttJwNLRRHVgpP8DG7zf0QiG7GPvvpExEHF3lmqy2yo9nAslklHRBDVitPwWdzmf18S0G38mipEFMrdiNv0O6UFdZ3iLMZp+h1U9NbzpnciUupw1VzlwVlGRRI4yZ/GbfyXiNNRVjeMsNhIY7HUJYI483GbfhOn6fOlHYY6VYPVfJymX8Nt+i1wFlR7NJZpioiLit2D2/I/UYkP2olRnSKqIcgMSX6C6SGQWixXRsRFxd+N2/qHqPj7QJqqPaSZgwgSvQGn6XcRdw31tXQSxF2D2/RvUbG7Sp0rLvidNAcu/5bawlmI0/TbQRaLql7mnPUksFjqGHE6cRp+EXFX4qf+ClN8g/oppnWQyCacxl8uPbxsOLJMLiIuElmHNP8+OnI9fubLQfuosruF1BqT1P+5RhDViNP4q4CDn/nqpDhJWyy1RhC/NiIt/wU/+310+u8x/hHq55k/XkpmcTWESAQndheimvCG/kfJcLDWcZDI1bjN/waJXDt62zzVhLgLMd6uqR+eZRQcJHodbsMvBSXFVc6qtbNyi6XOEYmgYu9E3FXozFfxs4+A7qJ2Jw4K1BycxAM4yU+CM3/Ker5aLACimlHJjyHRa9HZb+Fnf1S6Z+pZLBCQFiSyChV/Nyp2R7UHNImUUrAbfw2c+fipv50G35/FMj5EteIkP4WKXofOfAM/93ipNWg9X/8StJ6LrMaJvwcVrcGWoaKQyHW4LX+An/47dO7HYAarParRkWZU4n2BI76zdOw5ljTVTxcpSSLuWox/fBLablcbB3EWoBIfwkl+PMgOroGyWysSWCzTABEHcZchTb+Dit2Nn/lndP6ZSW77FgJpRsXfhZP8JBK5xmYPWKqGSASJrEXcf4uKvxc/+1107jHQPdUe2gRR4CxARW9Bxe5AxW5HVBO1thNXeSTIKEh+GhVZh5/6a3T+WSrWHtFiqWGC+LUBaf4PqPj7gviVf7y0eKonFOIsQmK3oKJ3omK3IqqRWo1fIgqJrEFa/jM6eg1++u8x3gFqSaARdyNOw8+g4u9F1OW9W0QiJZEgDuSmZHxhEdWK2/LvMfm7g0yawhbQ/dUeVvmoTlT83TiJjyKR9TU1L66dkVgslrIRiSDRmxF3Naa4DT/zbXTxjdLCZ5L7uI5JBJxOVPQmnMQDSOSqqtZYWSwXIuJC5Dpcdy0m8RF07sfo/NMY/1SNprELSCOiZiGR1UEWUeRqxJkP0lAVc6NqIuIi0RuQlkXo3JP42W9jvP21J5BaLJOAiAvRG3Ej6zHeufj1DMbvqtF7QILda9WORNahYvcgkU2l+JWsm/glEkMlPoqK3oiffQg/+xD4J6neQjuGuItR8ftRifsRZ8n4F5vuElANoGtbJAAQSSKxdyHR6zHeIXT+WXT+WYx/AvQgdSMSSwPiLERit+PE34u4a0riWG1hRQKLZbohgqh2iN2DG70VU3wDnXscXXippHhPURCVJBLZgIreVFrIrAFidTMJsMwcRIKFN5HNOJFNOMnPoAvPo/MvoovbwT9O1VMbpTXIFoqsR0WuRkWvBWchwWNcZvh9JaDmopKfQsXvQecex88/iSlsBzNQxXG54MwLJuzOwiqOwzKdCeJXE0Sux4lsDuJX/gV04Vz8OknV45dqQ5xlwZwgcg0qek3JqLhe45cEJoDOcpzGX0HF34/OPx4sWItvgMlO0ThiSOQqVOxOnPh7gwU/zoQ+T+UsRqQBQ+/kDbOSiCDSBpFrcSLX4CR/BlPcji5uwxR3oIt7SuU3tVaO4AZZM5FNqOgNgeeA0xn8e41e/1MmEohEEXcRob80qT2FZdqjWhB3OZiJLypFdVBfDrDTDBEECRbqsVuR6LU4/im0tw+d34IpbMPonmCn1GQpP1UuCpIE1YRyFiHRG1DR64KWQarzEkfd2iRIu1sMxCZwUBTUJLrkSzPirgAz/iwQcRbBpH3eTrDj4yyf0FGiZlGr6aMXEjyoXXAX4jifQMXvx/gnMd5+dGErpvgWxj8T7NCZLFCo8AgiILGgH7I0IM4clLs2yL5xlwVx1ZmNFdtGIqW+3zjzUMlPo+LvxfiH0fmXMIXX0P5h0CkwGaBYwVd2QeKlnwSiWs8vhsRdhThzA9FWtVGNe0DOP8fzEz/W6aAe7tsLEdWITDA+lY5E1LyKj2cqeTt+LcFxFqMS92P8U6X49VopfnUH90DF7wMI4le8FL+SiDMP5a5BoptKQlkHqA5EJvCMrXVEECJIZAXiLsVJfKj0eb+OLryC8Y+V4k4lnheq9Nk2Is4cJHo9Knoryl0DzpzwaerOfCSylnEvCUVN7rxnnATXuwNOO+LchcTuAN2P0WeC6764B+PtxniHMefmuiZfioWTuVnmlJ7j8dJ3tRAVWR+YR7rLS20nG+viGS7GmCmRWozxS19MyMWIxEo3QO1/qNMFYwpgQgY1cbET2VrDENzuRdBpjH8QU9yD9g6D34XRvWAGMHro7WCKR3DPKoLAF317AaNaENUWPPSdhUHwc9eUAmCMWlZHR8MYXXqQTzAkSmzSRBBjiiEm9wokjkyC6U1w/eQmJFoAJdEiWlfXw3mMwVC6b0we4x/HeIeCH78LdA9GD4AZwujUJfeOT3A9OcGPOAQT6WSwoJQkqEZEWsFpQ9RsxJkfTKjdxSCtpVjqAqo+P78qElyvXul7O4XxdgUTRv9kabE0CHoYY4bB5EqC+IUxL/L25y8RRBpANZXSpc/9tzPIEnAXBnFQtQdxEodaiIEz6TkefN9+8F2GQRxEEhUdU9UxBoMmuA9ypfh1sHQfXBC/9BDmnPg5rviVLMWvhmBX12lFVMcl8atlRsavt+POuc97f+nzPo7xe0pxZ6gUd0qftTn3eZcWvhIrfcZNwYadmh0IoO7yoEOPuyL4HoiU/aw3xkx8s2gS5z3lY96OBefj/xnwT5Ri/+nSM3sQo4ehFP+NyZWeA3mgUJrn6At+4O17wQUioEr3gTScL6PB6UDUPMRdgnJXgZpVmgPVX9bMlIkElplLoeCRyuTpG0hz7EQfJ7oG6OlPMTScI18o4vuaSMQhFo0Qj7k0JGN0zGpiTkczc2Y30daSJJmIkohHcJyZ86CZKoLFcbq0yEmXdhkKBLsMPhgDIrw9aY6WFqHJIMNHNZUeFvZ7scwkDMZ4QTaOTmNMprQ4KYApEkxODGBKLsWlH3EJMm9ipYlWvDTBSNaUYdF0JZjyFEAPgUljTLa0MCrFO3wwuvSdXbg4cs9neYgkSmJpAsEtxUeLpZ44F7+Gx4hf/mXiV6w0D4iV7oVz8ct2KRobgzF50KmSGJMZI+6cm2tFz2/KvC1ONtrPuCKYtzeFSj+GkphqigQbAufEYg2Y0ncD5zfMzt0LEiMQUksZNKoRiE+bdYoVCSyTgjGGQsFj/5GzbNtxjNffOs6hYz3kcgU8T+Nrg9bn1L4AEUEElBIcpXAchesqZrU1snp5J6uXdbJs8WyWL5lNW2sDaprchBaLxWKxWCwWi8VSK1iRwFJRjDF4nubg0bP84LE3eeWNI3T3DKN1ZS6z1pYESxbM4ur1C7nj5lWsXt45bRQ7i8VisVgsFovFYqk2NrfRUlFyuSJPvLCHr39/KydO9eP5le0dOzCYZWDwBAeOdBONOqxe3lnR8wP4vubIiV6GU0FdY0MyxpKF7UQj9nax1AapTJ4jx3vxPB8RoXN2E/M6bVtJi8VisVgsFkv52FWPpSIYY0il83zr4df51kOvM5Sa3H6ryUSUzRsXT0oWwVAqx5988UmOHA/awaxZMZd//SvvZna77bBhqT7GGHbuOcUf/sWP8TwfpRQfed9mPvORm6o9NIvFYrFYLBbLNMCKBJaKUCz6/PCpnXz9+1tJZ8Z2Y1ciNDTEaG6ME49HcEtGhJ7vUyz65PJFhoZz5HLFy3rMr1s5l2WLZlX+jQCHj/Vw9EQffQMZAAaHsxUrl7BYyqVY9Nm1r4vunmEg8PDIZCvdyspisVgsFovFMlOxIoGlbIwxbN91gm8+NLpAIBKk7G9cM59rr1rM4gXttLcmaUjGiEYcRAnFok++4JHO5OnrT3O2N8WRE33sOdDFydMD5AsenheULriO4h03ryKZiE7Ke9m1r4tUeuI9pS2WqSBX8Hhrz8lqD8NisVgsFovFMk2xIoGlbIbTeR5+YgfdZ4dH/E5E2LRuAR+9/1quWreA5qY4EffyLVyMCTof5PJFhtN5Tp8ZZNvO42zbcZyjJ/qY1dbAupVzUarypQbZXJH9h7vJF7yKn9tiqQRne4c5dqq/2sOwWCwWi8VisUxTrEhgKQtjDIeOnmXrm0fRlzTKEIHrrlrEr//CO1mysH3c/gEiguMIDckYDckYczuauXrDQj56/7Xs2t+F72vmz2mtuB+BMdDdO8zRE70VPa/FUimMgd37ukilJ9fzw2KxWCwWi8Uyc5mRIoExBq/oM1r3R8d1UEpsW71x4nma3ftPMzCUHfG7ObOb+ZmP38LiBeMXCMZCRGhqjHPjNUsxBN4GlcfQdWaQk6cHJ+HcFkv5aK3ZfeA02Zz1ILBYLBaLxWKxTA4zUiQo5Ip8809/xMDZoRG/e8cHr2PTbWugBjQC3/N57Ymd9F8yTgE23baauUs7qi5mFIoe+w91j/q7q9bO5+r1Cys6RhGZtK+m6PnsO9RNLm8XYJbapHcgzZHjvdZI02KxWCwWi8UyacxIkaBY8Hjqmy9z8uCZEb9bsHwOV926mslbio4fUcKj//gcbzy7By7y+hd+6t9+kA/8wt1EotX9Cn1fc7pnpNgCsKnCAsFkk8977LCGcJYaxRhD1+lBTp4eqPZQLJbQaKMp6Dx5naOoC3jGQxsfbTQGDUjwfyI4ODji4ioXVyJEVYyIiqJEVfttWCwWi8UyrZmRIkG9oJSioTlBLpPHXLJzeODNY+Qz+aqLBNqYMTsBdM5umuLRlEdvf5rDx60fgaU20dpw5EQvfQPpag/FYpkQvvHpK5zlVPYop3Mn6c1301/oYdgbIuOnyPs5PFPENz4gOKJwxCWq4sSdOEmngUa3maZIK62Rdtqis5kdnUNnfB6NbrMVDSwWi8ViqTBWJKhx2ue2opTC1/5F/350zyly2QKNrQ1VGlkJQ+CmNgqT0X2gUhhjKBR8srkCmWyB4XSeZ17cx9DwSG+FfN7j6IlehlMTN4tLxCN0zm7CvUJHh7HIFzxOdw+eb/8I4LqKeZ0tREcRiIwxFIs+vf1pjp3qY+/BM5zo6qd/IBPUsUswpraWJPM6W1i6aBaLF7TT1pKkuTGO46iKZn/4vmZoOEd37xAHj/Rw6HgP3WeHGU5lyRd9XEeRTESZ3d7IkoXtrFzWyYI5rbQ2J0Z9f5OF1obhdI6evhSHjvZw6FgPp7sHGRzOks97KCUk4lHa2xpYNK+Nlcs6WDS/nfaWJPF4ZFLG5GtNPu+RyRbI5gp0dQ/xwmsHR73dBoYyHDxydsKvIQKtLUnaKxhHzl2DA0NZunuGOXy8h+On+jnbm2IoFXye2hiiEYdEPEoyHmF2eyNz57SwYE4LnbObaW6K09QQJxIJd99Yqk9RFxgo9nEwtZvdQ9s5lT1Oyhsi62dKGQNjYfCMxjMeeZ1j+JJGM4IQUVGSTgNJp5HZsTksbVjF0oZVtEc7aHSbccWtqyw2i8VisVhqDSsS1DhtHU0oJfiX/Htv1wDpwSyz57VVZVznECVjLpIGh2rLgT2dyXOmZ5gzZ4c43T3EyTMDnOwa4MSpfs70DJEveKPWeh86epZ//d+/E6oE5eoNC/m9f3kfs9sbQ435+Mk+/v0fff+i9pKtLQn+6N9/hBVLOy76W2OCneZnXtzPsy/t5+jJPjwvMOi8dGEpUvJ3EKG5Mc7q5Z3ctHkZ7717A02N8VBjvXQsZ3tTvPDqQV56/RBv7TlFJltAazOqYei58UQjDiuWdnLT5qXccfMqli6cheNM3i6hMYbB4Swvv36ELa8d5I2dxxkczmFK47x0pOfG6ToOC+e3ctPmZdxx8yrWrJhzxdaeV8LXmoHBbHB9nh3idHdQWnD8VD8nTw/QP5jB8y6NBIHA8fATb/HoUzsn/Jquq/jJn7iRn/34LWWN/RxFz2f/oW62vHaQV7cf5fCxHgoFD2MY9fOE0meKBP9VQltzkpXLOlizYi7rVs1jw+p5NDfF7aKvTtBG05vvZmv/Ft4cfIXTuROlDIHKYDAUdJ6CzjNQ7ONU7hg7BrcSUVHmJxazqnE9KxrXsaRhJXGVsNeNxWKxWCwhsCJBjdMyuwkZZUe+mC9y+lgPS9bOr8Ko3sZRasxdyL2HzvDuO9dVfZJmjOHx5/bwnUe2MZTKMZTKkUrnLtqdv+zxMO6/vZTRFnUTwZTOUbzgPH0DGTK5AsaY859tKpPn+VcO8K2HXufQ0Z6L/n7U85YWbWDoH8zw8rYjDA7neNc71pY3XmNIZwo898oBHnrszXEbQZ4bTy7vsXPvKfYeOM3TW/Zx753reO9dG2hva6hoR4tzr7V953G++fDr7Nx7inSmMO5xFrTHoaM9HDney1Nb9nLPbWt54D1XM6ejCaUmLmpobfjjv36C3ftPM5zOMZzKkc4URhVUxjpe64lfawaD1uGu7QvxtabrzCDf/9F2nn5pP2fODo3bXNGYYBwYQBvO9qU425fipdcP09KcZMmCdu66dTX33b2BhmSs7LFaJgdjDFk/zRsDL7Ol90m6ssfwjHflAyuARpPXOQ6n93EkvZ+Xep9mReNafmLhT9ESaZ+SMVgsltrE0x59he6L4pErEWbFOnDELoMslrGwd0eN09zeOKpI4Hs+Z0/0VWFEF+O6ikXzR89meHPXCXr706F30SvJia5+duw9Ve1hVATf1wxe0HIyncnznUe28Y3vb2VwlHKJ8bJh9TwSiWhZY+vuGeYbP9jKD5/aGao84xyerzl0rIcvf/1FDh3t4ac+chPLFs8ua2wXkkrn+d6PtvOth7bSP5gZq2LmimhtON09xDcf2sq+g6f5+U/dzoY18yYsjBlj2LWvi/2HR+8UUstobdiz/zR/9U/PsWPPqSsKVOPFGBgYzDA4lKFzdhPvvWt9Rc5rmRx6C9082f0wr/e/QNbPVG0cBsOQN4BnPFwpL55ZLJb650z+JH9/+E8YKL49Z+6MzeMXV/wOLZHqZuNaLLWMFQlqnMaW5KgLDt/X9HeP3lVgKolGHNaunIvrKDz/4h3Joyd6efiJt/jEB68nFrU1opWkpy+FMZDK5Pj2w9v42oOvjmsnfCxcR7Fp/UKiIWvAtTF0nRnkr//pOZ5/5QCF4tgLRddROI5CKUEbg+/pEdfOOfIFjyef38PAYIZf+Zk7Wb6koyyvC2MMfQMZ/uk7L/PIEzvIZMf+zBxH4ZbGaYzB9zXFMTJKikWf1948RirzJL/803dw9fqFEy6TGG/WQC1hjGH/4W7+7MtP89aey4twrqNw3bc9L7Q2eL7GH+O7P0dDMsaNm5faLIIaRRvNmdxJHur6OruHtuNPUfbA5XDFZWPLdcSdRLWHYrFYqojBcCR9gMFiP3n99sZFQefr8plrsUwlViSocRINsVHTl7WvGeodHuWIqUVEWLZ4Ngvnt3Hkks4AubzHdx7ZxrzOFu65bU1o875KsGh+G7dev/yyf3O6e4ijJ3rxL0mTbmyIsWbFHGIhjPSWL5kdeuF9OfoG0vi+5snn9/LNh7aOEAgaklHmdDQzu62RhmQU13XwfU0uX2RgMEt37zB9A+nzKeHz5rSweEFbaCGnrz/Nl762hWdf3j9qaYbrKBbOb2Pxgnbmz2mhuSlBPBYhny8yOJzl5OkBjp7o40RX/4g0dV8btr51jL/7+hY+/9m7mD+nNdQYATLZAt96aCvf//GbFAojFzMiwoK5LSxe0M6CuW20NidIJCIUiz5DqRxd3YMcO9HHsZN9owohew+e5q//6Tl+61/cy8qlHeP+PEWEqzcsvGxHEM/THDp2lp6+kd0NFs5rZfGCiadVO45i0fzw6djDqRzf+P5r7Np/etTfJxNRli6cxfy5LXTMaqKlKUEs5mK0IZsrMJTK09M3TE9fmu6eIbp7UyNEgwVzWrl+0xIrMtYovYVuHu76BrsGt6Eva0g4dXTG5rM0uRKF7XpgscxkfO1zInPoIoHAYrGMDysS1DhOxB21zaHWhtRg+NTySiEiLJzbys3XLuNk18CIVOO+gQx/9U/P0d0zzLvvXM+s9gacEDXb5Y7xjptWcfO1lxcJHn7iLb741ReCLgAXsHBeG7/+C/fQ0T7xlo6OI8SilXe/P9ub4o2dx/nqg68yNJwrvZZiXmczt16/guuvXsK8zhZaWxIk4yWRQGvyBY+h4Sx9/WmOnOjjjZ3HeXP3SdatmsvcjpZQC7F8weNbD73OU1v2jhAIXEexfMls3nfPRq7ZuIh5nS0k4pGLXscYQzZX5ERXP6+8cYRHHt/BidP9F5UAaG14cesh5nY080ufeQex2MQ/06Ln8+jTu0YVCESC7/k9d23gps1LWTC3lcaG2Ihx5gsep88O8caO4/zgsTc5eOTsRaKSMbBzXxf//J2X+Y1ffCetzclxjU0EPvfpd1y2jj+VzvP/vvQUz7y0/6J/V0q4/caV/MzHwpkPhs4e0YYde0+xZeuhEQt711Vcs34RH3zPJtasmENHe9NFWQTnON8JYThLb1+K46f62bmvizd3neD02SEy2QK33rCctpbxfY6WqSXnZ3nyzEPsHKdAIAhRFSPuJGiNzKI92kFzpJWE00BERVAofONTNAWyfoaUN8RAoY/BYh95naWoixR14bKvpcRhReNaZsfmWmHJYpnhDHn9dOVOMLptrsViuRxWJKhxRIE7yiTeGEOxcGVDuKkgEnG59471vPrGUQ4eHdmGrbtnmL//5ou8teck77tnI1dvWETLFLuVR6PuFVvqjVUSoZTQkIjR2FA76c57Dpymq3uQU6cHgaCt4W03rOBj77+OpYtmjViIAyjlEHEdGpMx5s9pZd2qedx1y2pOdw9S9DUNyYnX72qtefWNI/z4mV0jdtZdV3HLdcv56Y/ezIolHaMuEiEQcZKJKKuWdbJ04SxWLu3ki199gT0HLt6d9jzNU1v2cf3VS7j52uUTKjswxrD/UDff/WFgXnkhSgkbVs/j53/ydjaunk806ow5zngswpIF7SyY28ralXP526+8wMvbDo/421e2HeHpLfv4wLs3jUsUO/cZXOk9uM7oC/qI60759VkoemzbcZxUOj/id5s3Lua3Pvcu5s5pRpW6aIyGiBCNunTOaqJzVhOrV8zh9htXMpTK8eauE2zbcZw7blpV0+1UZyra+OwY3Mr2gVfQI/rvXIrQGmljacNqVjdtYGlyFc2RVhxxccRBiTrfPSawUzUYo/GNjzY+eZ2jr3CWrtxxTmaO0p0/TW/hDEPFgRGT/6TTwPqWzbjKTm8slpmMMYb+Qi9n813VHorFUpfYp2i9YqA4Srp0NRAJ0uo/+cD1/L+/e3pU87xc3mPLa4d4c/dJNq1fyB03reT6q5fQ1pwkEhl9UWYZmwNH3hZjEvEIH//AdXzk/msntOPqOIrGhhgrl3WGHkdvf5pvP7KNs32pi/5dKeH6TUv4tc/ezdzO5nF9v+cWjDdcswRHCV/4y8c4dWbwor/p6Uvx8BM7WLdq3oTeazpb4AePvcnRUcw+Vy+fw2/90r0sXzJ73OOMuA5rVszhc5+5nf6BNPsuMRwcTuf54VM7ueGapcyfEy5Do9YpFH32HToz4t8dJXzkfdewYF7rhM/pKEUyESWZiDL3zvW88/a151t1WmqLgWI/z/c8Rtq/fNlbTMW5quV6bpl1N4uSy4k5E2+x2kgzs2KdrGragDaalDdEd76LU9lj7B/eydHMAdJeCs8UWZhYyuLkirBvy2KxTBM0Pqeyx0h51S/NtVjqESsS1Di+p8mPYa5WSxNnRwUp/Wd7h/n6g2O77KfSeV587SBv7jzB4oXt3HLdcq69ajGLF7TR0mR7Wk+UiOtw7x3r+cj919LaPPUmXa+/dZy3dp8c8e9zOpr5yZ+4cdwCwYU4SnHNhkXcc/tavvH910ZkKLz+1jEOHj3L9ZuWjPucew+cHnXHPxGP8KkHbmDZ4vEJBBciIixf0sED913Dn3356RG+EPsPdbNjz0nmdjTjONPvuta+pm9gpIt9Y0O8LN+IC5mo+aNl6jiU2svxzMh76kISTgN3ddzHLbPvodltrUh8V6JojrTS5LawrGEV17bdSn/hLLuGtrNveAeb224hYQ0LLZYZT1EXOZo+UO1hWCx1ixUJapyB7iG84mgGaxANUZc9WZxLl/7o/deRTMT45++8Qk/f8Kit5QJX/jy79nWxa18X33v0DdasmMv1Vy/mhmuWMq+zhajNLhgXK5d18MkHrq9KzXa+UOTx53aTv7S+H7j71tWsWxm+JjgScbjntjU8/txuTl/SxSOTLfDCqwe57qrF4zp/sejz1JZ9oy5ob9y8lOs2LQ6dzu46infcuJIHf7SdvQcv3lUvej4vvHqQ229cOaOc+bXWaOsaPa3RRvPm4Ct4ZuySt4hEuGXW3dzdeX+o7IErISI4uDS6TTS6TSxMLOO22e8iIhGUVM8k12Kx1AZZP82xzKFqD8NiqVusSFDjHNxxHH8Ut3hRioYq7BxfiXjM5f3vuooFc1v46ndf5a29pyheph0eBCnrW147yLYdx/jeo9u54eol3H7jSlYv76SpcWq9C+oJpYT33LmeeZ0tVXn9fYe6OXysZ8S/z2pr4OZrlxGLlRde5nQ0s27VvBEigdaG3fu7SGXyNDVcefHR1T3Irn1dI8z1GhtivOPGleM6x+VoaU6waf3CESIBBJ9R30B6WooESgktTSNjUCpTYPe+LpYv7sDeutOT/kIPZ3KXb3m5ILmUW2fdMykCwWiICI3uxM1lLRbL9ORk9hgpr/qtwi2WesXmctYwuXSe7c/uwRtlke04irbO5iqM6vKICLGoy02bl/Hvfv0+PvuJW1k0vw1nHDu12VyRYyf7+PYj2/hPX/gBf/gXj/Hsy/vJ5goYY2xP20tYMLeVzVctHtdnW2m0Nuzcc4regZHt+JYsnMXiBbPKFnfiUZdVSztG/V1ff5rjJ/uveA5jDEdP9HL81EgvgtltjWxYM78ipnhrls8Z9d+H0zkOHR0ppEwHIhGHZYtnjfh3YwzfefQN9h06g6+1vW+nIWdyp0hfps5XUGxuvZm26Oj3r8VisUwmxhiOpPeT19XvAmax1CtWJKhRfM9n61M72fv64VEn2U7EYe6S2p2AiQhzZjfziQ9cx3/9nQ/y6Q/fxMqlHcTHWSIxlMrxzIv7+MJfPs4f/MmjbNtxfERa+0xn9fI5dM5qqkqmRSabZ9/h7hEtD5USFi9sp62l/CyXSMRh/tzWUXejU+k8Xd2DI39xCYWiz/7D3eTyI6+duZ3NFcvCWDivdVSxIZ/3OH7qymJGPRKNulyzYRGxUbqGHDxylv/xZ4/y46d30dufRusrt8ez1A8DxV7y/th9x5vcZhYkluLYtH+LxVIFcjrDqewxPGPnjRZLWGy5QY1xThA4tOMEX/vjH9LfPXqqVDQWYfGaeVM5tFBEoy4rlnawfEkH73vnRl7ZdoSXXg+6HIzWOu1SBgYzPP3iPt7ac5IP3LuJn7jvGtpakjO+BMFxFIsXtIdqW1gJUuk8x06O3J2PRlzmdbagxtH270qICIl4hEjEpXCJQJTNF+kbSGOMuey1kC94HD7WO+LflQjz57ZWxBhPRIjFIsSiLtncxTXaRc/nbF/qiuOsRxyluGrtAjasmc/rbx276HdaGw4cPssX/uoxrl6/kLtvXcPN1y5jdnsjUFumq5aJYYwh46comtENdQGaIq20RNrs92yxWKYcYwx9+R7b+tBiKRMrEtQQvucz0DPMzpcO8M0//REHth8d828XrOikY0H7FI6uPESC9PgPvWcTd926mpOnB3hx6yFee+MIx7sGSKVzo5ocnqO3P81Xv/cqR4738nOfvJUlC2fN6N7p8ZjL3I7qZBEYA5lska4zI3fylRIKRY89B05X5LVOdw+NWk7heZpUOo8xXLbuvVj0OdE1yk5+6ZhKjfPUmUFc1wEuFgm0NqRSObQxONNwwTS7vZGPvf9aus4MjprZUSj4vPrGUXbu7eI7j2zj5muXcfN1y1k0P+hmYrsX1CdFXcQwdsCOqihRNf18OCaCNj45P0de5yjqAp4poo3GYBAEJQpXIkRUlLgTJ6YSKKnf+8EYg2eK5PwcRVOgqAv4xsMYjS5dK0oUCnXRe4+oKFEVRYmDUJ8x0hhNXufJ6xx5P4dvPHzjn/+uHXFwxC3dF3FiTgxHamf6bYyhUBp/Qecp6iLa+GiCDDAlCkdcIhIl5sSIqwSOuDUpAp67Drtyx+grTM9SP4tlqqidKBUSr+hxZPepMdsEjkY2naeQG/3vTx/rYdcrB5EpWoAarcllCgz3pzl58Aw7XjrAzhf3U7xCav01d6yjsXXqHe3LRSlFW0uStpYkG1bP4+Pvv47X3jzKi1sP8cq2I/QPjnSgP0e+4PHsy/sZTuX47V++lwVzK9NSqx6JuA7NVTOuNKSzBYbTI9ONM9kCf/uVF/jbr7ww6aMoFDy0MajLTCxz+SKDQyNrErU2fOeRbXznkW2TOUQgyCbwfY1TgeyKWkMp4eZrlzEwlOVvv/I8vf0jPSoguC4OHDnLgSNn+c4P32DTugVct2kJN1yzhKULZ1mxoK4wlxUIAASZsbF5qNjPscwhTmaPcjp3kv5CD0PFATJ+urRw9nHEIaIiJJ1GmiOttEc7mBtfyILEEpY0rKDBqY4APFHOZZWcyBzhTP4UZ/Nd9ObPMuwNkPKGyPpZPFPE1x4gRFSkJA5ESDgNNEdaaHbbaI60MivWSWdsPnPjC2hwmyZVMOnKHuetwddGvY6XJFeyqmn9uBbxBZ2nK3uCw+l9dOWO05s/Q3+hl6yfoaDzeMbDFZeIipJwkjRH2miLtDM7Noe5iUXMiy+kIzaPiKpOp6qCznMic4ST2aOcyh6jt9DNYLGPlDccjF8XQYSIRIipBM2RFlqjs+iMzWd+YiFLkiuZHZtbdXEr7+fpL/bQmz9Db+EsPfnTHErvvWz3lZQ/zDNnf0i8gu1Sr265kTnxBXVx71os46HuRYL0YJa/+Q/f4NShs+M+xhhD/xj1zE987UW2PPQ6TJGibYzB93wKuSLZVA6tr2zyNWteK9fcsZZovHZaIIZBRGhpTnDPbWu4cfNSjh7v45mX9vHcKwc40z2E54+sY9ba8MbO43zlu6/wL37qDppHcVefCSiliEWqd/sODmUum/kxFfi+xmgDlyl7HhrOjXodTSVam3Hd1/WK4yjuvWMds9sa+NqDr7Fz36lRPSDOkckWeOn1w7z+1jG+/+PtrFs1j3tuW8OaFXNoa01OSzFleiG4EiF4Ro5+XRd1gYK+cjnZdMAYQ17nOJU9xvaBVziY2k1/sZeMlzq/E3spntF4fpGsn6G30M3h9D4Uiga3kbbobNY0XcWm1huZE5tPVMVqatGhjU/KG+ZU9hhvDW7lWOYgA4VeMn76sosygLz2yZMDHwaKfXTljp//XUSiJN1GGpxGZsfmsKJxHSsa19AamUXSbUShKvY5nMwe45Gub2FG+X5unnU3SxpWknBGf74aYxj2BjiU3survc9xKnecoeLAmO+9aAoU/QIZPxV81wQiWtxJ0OA00RGfx+rGDWxqvYFZ0c5J/649XaSv0MOuoTfYNbSN7twpUt4QxbG+OwN545PXOYa8fk5kjwBbiasELZE2FiaXcW3brSxJrpg0cSfIDvDOZ2pk/TQ9+TOcyZ3kdO4kvYVuMn6arJ8mVxKmrkTaG+bJ7ocqOs7O2Dw64/PrNiPGYrmUuhcJfK3pOz3I2VHqo8OQGsyQusxudrVxHMXmO9ex+tqlNTVxKAcRoakhzoY181i7cg7vvnM9Dz/+Fk88v4eBUXaBfW145qX9bN64mHvvWFeFEVcfESpS9x+WS2vvq8F4lt3ZXKHqC3Rz/n+mJ+c6mtx47TJWLOvksWd389gzuzhw5PLCbaHoc/xUPye6+nn2pf1ctXY+77x9LTdft5xZbQ1TNHrLRBEREk4SV9wxJ+NpP0XaG6YjNneKRze1GGM4mjnIK73P8Obgq6S8oStmWYyFRjPsDTHsDXE8c4RX+p7jurbbuKn9jprZnUx5w+wa2sbWvi0cTu+joHOh3++lFE2BwWIfg8U+TuWOsWNwK0m3gSXJldzdeT8rGtdNyeIrVRzC096o4rOnPQ6n9/J09yPsS+0MLYQZDFk/Q9bP0FM4w76ht3BVhNtmvxNnkqblBsNQcYCtfS/wat9znMmdxOfy7akvR05nyeWznMmfYsfgVlY3beDW2e9iVeN6IqqyXklZP80rfc9yMLWHnvwZ+gpnKehCKafJmuJaLJNF3YsEM41Fq+fx/p+/m0SZvd1rERHBdR1WLu3gc595BzduXsqXvr6FPQdG9p8fTuV44vk93HDNElqb66/sot4peuEnF1OJ5/kVm8RaLo8SoaO9kY9/4DpuvW45L71+iCdf2Muxk/1kMvkxvwVjgrKQV7cfZee+Ln78zC4+8O5N3HjN0hmbKVTrNEdaiaoYnj+6SDBUHKA718Xi5IqqpyJPBsFu8iBb+1/gxZ4nOZPvopJKoEEzWOzjmbOPsG/4Le7qfB8bW64j4VTnWZf3cxxM7ebZnh9zJL2PrD/5GykaTcob5kBqN7d3vHvKdmdT3hD+JeLXuWyRF3uf5LmzP6K30EMlv+8Gt4l58YWoy6XFlUFRF9mf2sGTZx7mSHr/ZU1Hw5DXOd4a3MrxzBE2t93MHR3voTUyq2L3fsbP8Hr/ixzNHKjI+SwWy/iwIkEd0drRzMd//b2suGpRtYcyqYgIyUSUm69dTjIR5Y/+4rERTvrGBKZzR0/00bIuURO7LDOJsT5ux1F0zm6aklKI9tbkZU0Lgct6i3TObiIZn/zuEJ2zmpiG66QxcR3FkoXtLJzXyj23reWVN47w4tZD7Nx7akzPgnNksgW27TjO3oNneNcd6/jUAzcwf06Lvb9rjFnRThJOkoyfGvX3nimyZ3g7G1uuJek2TvHoJheDobfQzWNnHmRr3/Njp2lXAN/4nMge4Xsn/4mz+S7u7LiPBrdp0l7vUgyGVHGIF3oeZ0vvEwwVB6ZcdF2cXMH8+OIpe72UPzSibV7GT/NU90M83/M4Wf/yMSwMs2NzgjT1Csc5gyHv53i17zmeOPN9+osjO/1UkoFiL8+e/RE9+dO8Z+5HWJRcNqmvZ7FYJpe6FwkSyRg33HsVylEM9AyRGc5RvEw9bD0iAnOWdPCJ33gvt33gWiKj9CWfjiglbFyzgE984Dr+/B+eJZ25OLWvbyDNkeO9bFgzH9exi4ipJBYd3Q+jqTHGL33mHSxfPHvSx9A8Dnf8aMRFjTLxch3Fpx64geuumvzJZzIRJeLOjHv2HOeygjpnN3H/O6/iHTet5NiJPra+dYyXXz/MsZN9pDL5UUtBDJDOFnj48bc4fqqfX/mZO1m9fPJrdS3jpyM2l5ZIG72F7jH/Zu/wDg6kdnNVy/XT5rszxnAqd4wfnPoq+4Z34JupyahKeUM81f0IWT/Lu+Z8kJZI26S/pjGG7vwpfnT6u7w58GrFd5/HQ0SirG3eRHNk6oTCtDdMUQfv9dwi+/Ez3+f5nh9Pis+GIw4LEktpclsqel6DIetleLL7IZ7v+fGUZH8A+MZjx+A20l6KDy74NEumaTaRxTITqPuZa7whxk//7of48K/cy6GdJ9jz2iEO7TjOyYPdnDnWQ6EGaqfLIRJzWX/DCj78+XdzzR1riU3Bzmct4bqK225cyYM/3s6+QxdPSI2B46f6KRZ9XOuOPqU0Noze3kyJ0NaSZNkUiATjoTEZG71VpkBTY7xmxjmdEYGWpgQb185nzco5vP/eq3hz1wm2vHaIN3aeoLtnGDOKC6bna7btOM7ff/NFfvNz72J2+/Taka5noirG0oZVHE7vG3NnOe0F7uHz4ouYHZszLYSCM/mTPHTq6+wZemvctdBRFaPJbSHhNBBREQRBG5+8zpP2hhn2hsZ1roLO83Lv0zg4vGfehye19MAYw9n8aR48+RX2DL+Jb8JvvAQtAIOppm+8CWUiNEfaWN98DUomJw1/NIq6SKaULVDUBZ7veYwXe58ct0CgUDjioNHjEpGiKsbyxjUVX0jn/CxPn32E53seG7dAoHBoijSTdBqJqThKFAZDURfI+GmGi4PjEosMmsPpfTx08qt8eOHPsCC5pKz3oko+KOPOojGGgilSvMx3JigSTgKp4OfuSsRaFlqmFXUvEogI8YYY8YYYs+e3ccO7NpIeynL2RB+nDndzYPsxdr16kJP7T5MezpHPFtBVdju/HKKEaCxCojHOkrXzuOOBG7j+nRvpXNg+ZW0Za4321mDRuf9w9whH/d7+FL7vA/Xd6aHeaGlKEI26FC5p1Vn0NP0DtWP82dQYJxmP0sfFYzIGevtGT5W2TA4iQjTiMrutkbtvXcMt1y3nwJGzvPDqQZ56YS9neobxL4nNxhhe2XaER57cwaceuIGIO3WLBcvYiAgbmjfzYu9TY6ZfGwyH0/v4QddXed+8j9MZm1e3O4rGGAaKvTzS9S32DL152UW9ICSdRhYnl7OqaT3z4otpjDQTVwncC0SCgi6Q9VP0FXo4mNrDvtROBgo9I1LdLySoi3+Klmgbt81+F1E1ulhbLr2Fbr5/6p/ZPfTGmB0aLsUVl7iToD3aWWrtN5fmSBsJJ3mRSJDXOYa9IXryp+nJn6Enf4aMn6ag8yPEiBWNa+iMzav4+7sc5wz+tNHsGNzKk2ceGvUaVzgknCSt0XYWJJbQGZtPa7SduEqURAKDpwukvWHOFs7QnTvFmdwp0v4weT+PLpkGNrutLE4ur+h7KOgCr/Q+wzPdPySnR5o/X0hMxZkVncOa5o0sSa6gNTKLhJMkoqIocTCl95Hzswx6A5zMHGHP8Jt0ZY9f9twGw8H0Xh49/W0+svBnaYm0hRYKm9wW3j//k+T8y7+Xc/jG442Bl3mx98kx/6Y10s4DCz5T0fKduYmFXNgZzRgNuh/D+DNQAu8NBTggLkgMiFVUzLBYxkvdiwSXIiI0tiRpbEmyZN0Crn/nRrLpPD2n+tnz2iH2bTvCge1HObqnC38U87VZc1tpnjV1O1YignKESNQl0RintaOZxavnsfaG5SxdO5/GliROxJkWuzBhERE6ZjUhyIhdiHzeYxp3l6tJznlGdLQ3cvL0wEW/KxQ9us6O3l60GkQjDnM6mjlxyTi1Npw6UzvjnGmICIl4lI1r5rNqaSe3Xb+Cbz3yOs+/cnCE8JQveDy9ZR9337qGRfMnP83aMj7mJhayumkD2wdeGfNvfOOzY/B1cn6We+d8iKUNq6vWE74cCjrPlp4n2Dn4+vnF3WhEVYzVTRu5uf0uljasOr9Avtzze6nRbGy5jr7CWV7ufYbX+19kyOsf8+9zOsOzZ3/E/MRi1jRdVdb7Go28n+Op7ofZNbR9XAKBKy7z4otY3bSRtc1XMycetG10JYIjDoKcf//GlPzojY9nPDzjkfVSnMwe5XD6AKdyRzmdPcGwN4gjDle1XHdeYJgqzrU4PJM7xRNnHiLtD4/4m9nROaxsWs9VLdexILGUuJMY8/1qNJ4u4hmPtDfMscxBDqX3cjR9gO58YO5ZyYWqMYb9wzt55uyjl13EKxRz4wu5adadbGy5jia3pSQMjL0YNcawtukqbpp1J7uG3uCl3qc4njk8ZnaIQbN7aDsv9T3FPZ3vJyrhRK2Iik7I38DTRU5kD1/2b6IqytKGVbRG20ONaVyYIYrD/xU//9I4DxBEXJA4Iq2I04k4S5HIKpS7Mvj/lc2os0wd004kuBClhFgiSiwRpXV2Eys3Lcb3fHa8uJ8//KUv0nvJwgHgXZ+6hXs+fvOodcyVR4JWdo4iEnNJNsZJNMZRNnV+BNGIM2pbbqVsR9pq0NgQY8mC9pEiQcHj8LFeCgWPaA14Z0SjLssWz2brW8cu+ndjDIeP95DNFUjMsBKeWkJEiMcjbFw7nwXzWmluiPPIkzsoFC9eiB061sORE70smNs6evmIZcppcJq4uf1ujqQPMFgcuwWxbzz2Dr9Fd76L69pu5ab2u2iPzsatE7HAGM2uoTd4sfepy/Zfb4m0cVfH+7ix/Q4a3KZxC/tKFHEnwfzEYt4//xOsaFzLD7u+xancsTGP6S/08FT3I8yPL6YpUrladl97vN6/ha39W65YYiAIHbG53DTrLq5uvZFZ0Y4rlgWICIKgROGWsv8a3SY64vO4uvUm0v4wp3MnOJTax2Cxn8XJFVO+QWIwnMgc5Wj6IKeyRy/6XdJp4KqW67ll9j0sTCy7ouAlIjg4OI5DDGhwG+mMz2Nz2y305rs5ljlEe3R2xTJCjDH0FM7wxJnvX9YvxBWXzW23cE/n+5kbXzjuDB8RISJR2qKzuXXWO1nasIonznyfNwZeGfN6KZoCL5x9nKXJVaxt3hTqfdUvGqP7QY/s0DUW5sL/ng83LuIsREWuwkm8HxW9CZHmsR2kLRXDmCzGOw5okCTizEOkPp5dlaD6s/gpxnEdlq5bQHN7w6giQevsZhatnGsX6jXGcCo3otQAoCEZtYuGKtCYjLFiWQcvbTt8kfmcMXD0RC9neoZrYtc3FnVZvbwTx1EjUtm7e4Y5dLSHDWvmV2l0lnNIycvikw/cwK79XSP8R3xfc+RYD7dcuwylbMlBLSAirGpazzWtN/F8z2NXXFT2F3p4uvuH7B7azg1t72BdyzXMjs05v/taixgM/cVeXuh5nJQ3NObfNbrN3Df3o1zXfltZC76IirKh5VoccfnOib+npzD64sJgOJzay86h17mh/Q6cCtTsG2M4k+/i6bM/vKKDv8JhVdN63j33J1icXEFUlS+0igiNbjMrGtaxJLkSz3jE1NS3ejZo3hh4CW38izIpmt1W7pnzfm5ofwcNzvhFoNFwxKEzPo/ZsTmAQajMfNMzRV7v28KRzP4x/8aVCNe338575n6Ytsis0O9DRJgfX8z98z5BQRfZObh1zMyTYW+Ql3qfZlnDamLO9GvfPfl4GP8Ivn8Mv/AiTvzduA0/H2QW2DKESUUXXqU4+HtgPCR6DZHm/4Q4c6s9rCljRl5dsUSU+SvmVHsYlnHieT5HT/SNam7WObsZt0J1ymM9LH1fj/raM5lIxOGqtQtoGaWP/ZHjveza3zViUV4NHEexfEkH8zqbR/yupy/FK28coVicGofyshHGbKUY+HLUNyLCnNlNXLNh9Bav/YMZtL0Pa4qIinJnx3tZ27RpXAt9zxQ5mT3K9099lb8//Cc8cuqbHE0fJOdn0ab68eJSfO3x1uBWDqX3jplSHVNx7u68v2yB4ByOOKxp2sjdnfcTVyPj6zlyOsvLvc8wVBwo+zUhEB5e63uO07kTl/07hWJT6/V8ZOHPsrJxXUUEggsRESIqSsJJVs3DIq9zF7W2bIm08YEFn+L22ffS6DZXLLtBiUJJ5cpJu3IneKXvucsaJq5p2sh9cz9Ce3R22a8rIsyKdfLuuQ8wJ75gzL8zGPandrI/tdPOpQBwCHy0Lv1xS78b67rXoHvwM1+nOPjvMJ79PCcXg86/hPFPYfRp0L0wTo+W6cKMyyQAcFzFolUzRwmqZ4wx7D9yluOnRtZonuvHXikzs2jEGbXMJJ0p4HkzKzCMhw2r57N4QTv9gxebAuYLHo8/u5vNGxbROXvqenqPxeL5baxbNY9TpwcvWmR6nuapLfu465bVddHl4Jzx36UYA8PpyrfmqgYiQkvz6Asjrc2IciNL9WmLzua+eR8lr7McTO0Zl3u9xudU7hjd+VO83v8CyxrXclXLtSxKLKM1OotIhReeYRks9vN63wuXzZJY1bSBW2fdU1ETQVdFuKbtJnYMbS0ZJY7+mZ7IHuFo5gBt0Vllv+bp3AneHHztsn8jCMsb1/LeuR+hMzYz5lARiXJXx/vY3HpzzVyXo+HpIItgoNgz5t+0RNq4u/N+WiKVrcOfH1/EzbPu4genvjZmSU7aG2bH4FZWNq4n7owtfs0EVPQWVPRauEhYNWA8MGmM7i8tTLsxfhcX1B2U8IMd7uE/JtLy3xFnas09ZwrGFNDF7cw0YeBCZmQmgeM6LFo9Mx5wk40xZtKUTGMM6UyeR554i+7ekeZB8+a0sHhBe8XKDZqb4jijlJmc7RtmKDU+V92ZRHNTnLtuXT1q+8k3dh7n0ad3Uih6VVe6E4kod96ymqamkWmOh4/18L1H3yCXL1Z9nFfCUYrmUd6DMYaTpwfqJyPiMmhj6Bmj60RTY3zGdnipZZQoFiWX8cCCn2Jt89WoCUwrPOPRX+zl9f4X+Kejf8GXj/wJD578Z3YMbiXlDeMbv2r3pTEmcHG/zM56TMW5ffa9JN3Km4k1us1c23rrZcWHoi6wvf+VsrMwAoPJrfQVzl7271oj7bx7zgPMSyyaEWnOgrCx5VpunHVHTQsE51pW7h7ePmZ3DIVic9stLGlYWXGfB1dFWN+8mblXyCbYNbSdgUJvRV+7HnFidxBp/HUiTb9xwc+/ItL8O0Rafp9o2/8h2v53RFv/FLfpNxF3HSOXaxqd34Kf+SrG5KrxNqY9xjuE8U9WexhVZfpH+VEQJXQunEVijF7vlvFz6GgPh4/3kskWKj6Zy+WK/PCpnfz4md0jUteVEjaumV/Ruvc5Hc1EoyOzEvJ5j61vHqv5RWQ1uPX6FaxfPVLFzuU9vvvDN3j82T3k8mObfU0EYwzDqRxDw9kJfxfXbFjIjdcsHfV3jz23h28+9DqpdL5i33EmW6h4enzEVcztGFk2AXDq9AB7D56Z0mt0cDhLOpMf1SskLN1nh3hz98iHsggsmt+GY0WCmmVBYgkfWfAz3DTrLpLOxBfNvvE4kT3C8z2P89Vjf83fHPojnjjzA45mDpL10lMef/M6x+6h7RQu02t9ZeN6FiXG77o+UZY3rqE92jHm7w2GrtyxKy7ur8RgsZ/dQ9svmzGhUNzQfgdLG1aV9Vr1RGukndtnv5sGp/oZcZdDozmSPsDZ/Okx/6Yl0hZkQ8jkiB2zYp0sSa5EMXZm51CxnxPZI5Py+tMLQVQTKroJt+HniLb+L1T8fcCl310eP/sgxhvb5NQSEmPQxV0YPbNFrZkpEojQ3N7I7BowVqt3HvzRdv79/3yQP/3SU/z4mV10dQ+er+Gf6KTu3DFaBzujX/rGFv7ua1vIZAsj/ra9tYF337m+os70He1NzJk9+iLsx8/u5vCxnknNnKhH5nQ08dH3X0vrKFfiVBQAAQAASURBVCniPX0p/vIfn+XrD75G/2B6wp/d29eDprtnmEef2skf/80TPPXiPvwJ9r1saozzwHuvYd6ckU7gw6kc//DNl/i7r2/h9Nmh0OM0xtA/mOHpLXv5f196iu88sg1vlDarYXEcxaL5bTQkR4qb3b3DfP+x7RUVOq7EY8/u5s///hmefnEvfQPpiz6HiWKMoW8gzT9++2WOnRjplN/R3sTSReFNtiyTjxJFR3wuDyz4DB+Y/0nmxOaHMiQ0aFLeEEfS+3m46+v87aEv8K0TX2bbwEtkvInHkTAYY+jKneBk9uiYqf4RibKueRMNk5BFcI4Gt5ElyRWX/ZvB4gAnMkdCfybGGHrypzmWOXTZv+uIzeWatptmlPHcisZ1LG9cU/NxJ+9n2TN8eZFnXmIRi5LLJ+29OOKwrHH1ZT0qAm+CXXYONQFEoqjIOiJNv4OK3Tri98Y/hi6M3YbWEg5DHl3cAWb0zMaZwoz0JABoamugc9Esju8fW3m1XBltNCdPD3D8VD9Pv7CPttYkSxbOYv3qeaxZPoeOWY0kE1HisQjRqIPrOjhKIRLUUmutKXo+ubxHOpOnu3eYV984wouvHeLYyX6KoyyyIq7D++7ZyIY1la3DiscjXHf1YnbsPTXid0dP9PLHf/MEP/vxW1mzcg4NieioD9tgAgvFoke+4OE4ikQiOkUtNaceRyluvW45e995Fd9+ZNuIrIH+wQz//N1XeO3No9x921qu2bCQlqYEyUSUaDS4Fowx+Nrg+5pi0SebK5LLF+kfTLPvYDdv7j7JkeO9nO0bJp0psHh+GxPdvlYirFs1l0988Dq+/PUXGRi6uHwkly/y4I+2s33XCe65dQ3XX72EWW0NpXG6QRlK6Xr1fI3naXL5ItlckeFUjv2Hu3lr90kOHD3L2Z5hhtM57r1jXUVr6EWERQvaWbZ4Fjv2XHyNam148oW9NCZjfPh9m+mc3UTEHd0Q69znXSh4FIoeiXiUWIh2lT29KR59aidPb9nHnI5mNq6dz+aNi1m6sJ2mxjiNyRjRaNAjfrTL3xhDPu8xOJxl3+FuHnrsTV5789iIe14p4abNS1kwt7XmJ+sWiDsJbmy/kyXJlbzU9zRvDrzKYLFvXF4FozHsDfJa//PsGtrGvMRirmu7lXVNV9MSba+Iq/9oGDRd2WMMFMZu7dgcaWVJw6pJTbuPqhjzEqMbeZ4j62c4kz+FwYQSZTSaQ+m9l23vGHQz2Mic2Njp5NMNhcPVrTdVzTxxIgx7Q1cUeVY3bZy0++Uc8+OLiKoYOT12eWZX9gSe8YjMoDZylUCchbjJn6JQ2A7mYo8uXXgJkp+2LREriNH9mOKb1R5G1Zm5IkFrAx0LK2veMtNJZfKkMnmOn+rn+VcOICK0NieY29nM7PZGWpuTwcIh5uIoQZcWKsPpPL39KU6eHuDU6cFRhYFzOI7iluuX88B911S8v3004nDztct55IkdnO29WD3U2vDGzhP85z9+iBuvWcqaFXOY1dZILOqijaFY8Mjmi6QzBVLpHINDWfoHM1y1bgEfuHcT8dj0fSDGYhE++aHrGRjO8qOnd44weczlPbbvOsn2XSdpa02yfPFs5nW20NKcIBp10b4mX/DI5YsMp/J09wzT3TtMb3+qooaREdfh/ndexeBQln/+/9n7zyg5rvRMF312mLSV5b1HAQVT8N4Rjp7NZjfZnuxuqTUtaYzGz52Zc2bONedqrdGdOzq6MzIjr5HaSO2b7G56D4IgvPeF8t5nVVb6iNj3R1aBKKB8Zvl4uLAAZkbu2BkZZu93f9/7/fwssdjYVZd43KS2vpva+m6+//MzVFXkUlKQSWaGB6dTA8m9fgZDUXr6hunuDdDTFyA2T34ABbnp7NleSW19N9EH+h+NGvz0tYucv9rM7m2VVJbm4EtzoY2Uf4zGDMKRGMPBKEPDiXM0GIryhc9sn7CiwFRIKRkajjA0IpS8/MYlsjK8rCrLobQ4i/xcH1kZI9e9riJFwjAyPJKO0d41SG19N3ebeh76PUYpKczkuSe3jBtBYbM40RSNEk8Fz7u/zrbMPZzp+4hrQ+cYNh72lpkuITNI3fBNGoZvU+KpZF/OUbZl7iNNS30oeNSK0hSqw2Li6zpdz5w0BzsVqEIjU89BFw7i8uGIOkgIGj3RDqJWBLfqmfE+LGlSP3x70m3cqocN6VvRlJUzZMx1FlA8hUCzWGgJ1RMyJi5bqaBS4Vkz5/1I0zPwaGkMGf4JtwkaQwzEesh32aWHZ4IQCoq+BUXfjBU7PuY9y2hAyhBCeGfVtpRRpNmGNJqQVk/CPFGGQYIQTlB8CCUPoZYitPLEa/OORFpBLOMO0mwGqw8po4CKEF6EmodQyxFaJUK4IImyulJaSKMRy7iVst4vVVbOHf8BNIdKUWUeulMjHp28vrPN7BgNv37Q/X62OHSVg7vX8JsvHSQ3a3Y3w8kQQrCmMo+njtTw41cvEB3nvBjwh3jzgxu89/FtXE4dVRFIwDITK8xxwxwzsU33ubGs5e+MmpHu5jdfPIimKLxz4ibB0PgD2gF/iPP+hcufczo0vvTsTkDw8huXJjw3h4NRrtxo48qNxWVaoyiCJw/XcOFqC5eutTz0vmXJhE9Ic28iekdXEYpAWolSnnHTJB43E5UCAJdT49FH1qWsf1JCvz9Ivz/I+avNKELgcKjounbPT8CyJIZpEY3Gp0wbycrw8I0v7qW6yi5ZuxRRhUaVdz3F7gr2ho9w2X+Gm4FLDMT6Js31nwwLi5ZQPd2Rdi4PnOFQ3pOs9W3EqbhTFmkSNSO0h5smfF8gyHMWprSiwUS4VQ9O1UXcGP+eCuCP9RO3orMSCYaNAAOxiR3xIZHPXuaZO++FxUipp3JW3hrzjUTSGm6cUEQCyHRkk6aNn0qZSlShkq5l0MnEZp8xK4o/3m+LBLNByULoayD2MdwvYMow0upDKNMbF0sZA6sPy7iLFT2JFT+PNPuQcghkCGQcGB3/qiAcIDwI4UOoJSjOR1BdjyLUCkQSHhfSGiQ++J+wzA4gMa3X0/93FMfu+/pqIs12zMgbWNF3kWYL0gqADI8cAwHoif6NiBmKYy+q54soWtVkB2FECBlGymGk2YM067Did5HGXaTZkjgW92HFbxDr/+3E8ZgGQslAT/sdFMeuCboQxQz/HCP0Y+4PO1Udu9HS/hlCeTg9dqaY0TMYwT9JHLPRfqn56L7/iKJNfU9fsSKBEILiqnzcXqctEiwBMnwunnl0E195bie52WlzFnbsdGh84TPbae8a5P2TtyeMao/HzWXhJp8qhBDkZHn5rW88QmF+Oj997QK9/ROvbCwUQgh8aU6+/sJu8nLS+Pufn6W14+HymouZwvx0fv3L++jtC9Da4R93GykhHEmkQywklpREogaRWdxjiwoy+EdfPcCxA2ttw8IljBACt+phlXctFd7VPBJ7khuDF7kduEpjsJagObvogqgV4c7wNVrDjezJPsThvKfJduSl5NkQNoMMTOLCLhDkOudHuHIozimd9QPGIHFrdtd6T7STiDl59Z4STyUuZeWUrRMI8p1FuJaA/4JpGfRFuyb1I8hy5M6Ll4SCgmsKoSouYwSMoTnvy3JECBWh5IPQQd4//oxPK3deShNp3MWMvo8VeRsrfgOIMXmJP2OkNGMISS/SbMCKfYIZ/ima59dR3c9PW5x4uEPxhDmg2Zj4XxJREfdEAmlhRT8kHvxTZOwSnwoXYxoBoiCjSHMg4dFgNqA4NsMkIoGUYYzQ97CiHyKNxhGDQmO0FxN8KIg0rk//6ynZSGtwki0cCKUYadSD9N971TBbUV2fRTg2T3tf4+5fxrCiH2JFx4pKQjmGUCY2xL2fFSsSAJSvK2LD7tUMdH96w8rKT08mSmXFUVmaQ3FBBr39w7OaCEzGaM30mjWFfP6prWzbVIbHPbdliIQQ5Gan8dvfOITX4+T46VoGh+zyh9NBCEGGz82XP7uT9WsK+eXbV7hwtZmhQCRpl39NVchMd7O6Mo8tNaUoyuzzRIUQOJ06Tx/byNqqAl558zInz9XhHwzN2BDxQRRFkJ7morIsh/07q8YtqZksqqKwraaUf/vbj/N3Pz7FzdqOeUt3uJ/y0myKCjLo7B5K2f6FSETfbNlQwpef28nmdcVo2tzm0drMD0IIVDTynAUcynuSndkH6I60c2f4BjcHL9IT7SJkBpEzrEkdMof5qPctOiItPFX4RSq91UnnXvfFuolbE6/MgkBK6IrMfaSRP94/pdFb2AxOWPpuKvpjPVNGdRS5Suc8n30xoSsOMvVslCXwnYeNwJSTbk3oDMR6iZipieqciIgZntTbAsCwDCKTpEbYTI4QbniogoSE6ZRBlcPEh/8QK/I2kMwCgok0aokHfh9p9aN5v4VQUpP2Jc3uxN8yihl+DWP4fyDNiaO6xkMoOQh9yxRbRbCiJ7BiJ2fZ0+QRQqDoG1H0rVixDz99w+rHjL6Pom9KwmdCIs2uke93//hMRXU9BWJ6ou+KFgnK1hTyv//Vb495AOsjRls20+O5JxOT97OXmrh1t5Om1n46ewYnDDefDm6XTllxFutWF7J/ZxXbN5XicTvnzZNFCEFxQQb/7FtH2LKhhHc+usWN2g4Cw9OvRasIQVamh/xcX1IT2qWI06mxY3M561YXcPF6Cx+fqeP6nXbaOv0z8hhQFUFejo+K0mxWV+axZ9sq1q3Ox+1ypORc0DWVtVX5/PPfOMpjj6znw1N3uHarnaa2/gnz4yciJ8tLeUk2VRW57NpSwab1JaR5nShztAKuaSo7tpRTXJDBa+9f59T5euqbe2d0fB26SnFBJj7v7FaYHn9kPWsq8zh5tp7rd9ppbOmjt38Yw5x5eo2mKhQVZLChupCDu9ewe1sFXvfcHT+bhUURCmlaOl6vj3LPGg7mPEZ98DY3Bi9SF7xFb7RrRkaHpjS5E7hOID7I8yXfpNpXk9QEzx/vx5pErLAwebvrZd7r/uWs9zFdJHIKwQIMKz5jcWWUQHxwSoEhx5G/skQC4cA7B14Xc0HIDBKeYvJfG7jO/wzemZf+TBXRIrGITyEk2ExMIg//wWtdhen4BAgXir4RK/L6BO/7EGrhSJj7yCRSDifSAazuh/cr/RjBv0Foq9Dcn53ZF5kIKyESWNEPMQL/DWl1PNBHd6KfwgNYSGsI5NCYvinaWoRSOMWOBAgVmMgvzIKHPGkECYFmeuMSgc6URQSVbFTnIaz42fvSG8xEhIPnGwh1dt55UkqkUTsSLXJfn9QKFH371P0aYUWLBIqq4PLaZljJ4HRorKnMZ3VFHqFwjN7+Yfr9Ibr7AnR0DdLTF8A/GGZoOEI4EiMSNe6VSFRVBV1XSfM4yUx3U5CXTmlRFuUlWeTnppOf68Ohawti2CqEIM3j5MkjNezZXkljSx+1Dd3UN/XS2TPEYCBMNBpHCIGuKXjcTjLS3eRkeSnKz6C0KJO8HB9FBRk49NlfZsUFGfznf/kZojGDeNygfyCEaVnomorHpdPW4UdTFbKyPLPej2GY9PYPY5qfDsodDpWsTC/aLFfCFUXgS3NxaM8adm+toKNriLZOP3VNPbS099PTN0xgOJIw3xPgcui4nDppXieFeekUFqRTUpBJYV46ebk+MtLdqHMgtggh8Lgd7NxSzqb1xXT1JPrZ0NxLU2s/3X0BBofCRGMGUkocDg23U8frcZCf66MwP4PigkyKCtLJz0mY9KmqMi9Co6oolBRl8a2v7OfpozU0tPRxu66L5tZ+egeGGQ5GiRsmqqLgcKikeV1kZXjIz0mjuDCT4vwM8nJ8FBfOLu/N4dBYW1XAmsp8BgPheyaObZ1+OroG6RsIMhgIEwrHiETjI9d9QhBwuXTS01zk5fgoKcxkVXnOyHHMwO3SbaF2hSCEQBMaPiWDrZl7WJ++ld5IJ3eGr3HFf46OSDMRMzwtwUAiaY+08MuOf+CL6reo9FTP+jwKxAex5OTRMYaMT7lqOl8Y0sCazkriA0gpGTaGJhUJHIoTj5a2opzTVUXDqSz+VAOAiBkiak6+gGFhErUWR3qkJeWso15WOlJKsPpHPAPuQzgRynRKujtQnUcxQz9DmvUgvAglH0XfiuLci1ArE+0oXgSOkX1GwOrHip/HCL2MNG4yJuxf+jFDf4/qPDjNPkzxHa0urPh14sN/NCIQCBAZKI7tKI4DKPo6hPCNiCJWwlfA7MKKX8GMnUUajSjOQ1NXnRFp6L5/h/R+e9y3rdhFjOE/GPsRbS1a2j9FKDnT/DY6ilY9eTeEQHEdQ4R/iDRqP92/UY8Z+wTV9ZlZPscMzOh7JNJJRlFQnAcQatm021zRIoFN6hBC4PU48XqclJdkY8lESTvTTNS5t6zRGuqj9hwj5ZpEYtVdUQSqqqCpyrxNsqaDogiyM71kZXjYvKEEwzAxzE+/DyTKuwkhUBWBotz/HUj6e3g9TrZvSjgs19Z38b++/zG9D1ReSPe5+Pf//Cm2bCyd1f66ewP8p9/9Of3+T0MA160p4N//i6fJz01uNUUIgdvlYFV5DpVlOezdUYlhWJj3zomEJjt6rIQQ945fqo7hdHE6NMpLsikrzmLXlgoM08Q0P+2nHOmnMtJPVR09Z9V57eeD6JpKWXE2JYVZ7N2+CsNIGBNalrxXFm20f4qioKoipdeZogiyMjxkprtZW5WPYVoj1/6D133iyh/tz2hfVFVB09SR82BxXPc2C4NTcVLsLqfAVcKOrAPcGrrCZf9p6oZvTVpW7X7aQk282/ULvlz2bTL02Q1aQ+Zw0ilS88lsowhMaRK1wkxWq9WpuHAojlmVV1yqKAjUJVLJIWpFZm0CujBI5CwELRtGVvUbeTA3X4hsUDKn/LgQArTVqO5nseK3UJ2HUJyPJPLThRMhHl4lT/xfKULfgOLYS3zov2DFTnP/Krtl3MGKXUB1PZbc9wOs+F2M4T9Fxm8m9q9vQfN+C9VxCJR04IFobymRukRxPYZmDWHFL6FMmWoAQugIfdO470kpQT58TQklHcWxG0VNremmUAtRnYcx7hMJkINY0eOoziMgZmGgavVgxc6OfU3JRHUeBjF9AXRp3AVtlhRCCFQhEiu/y6TyXyJiQEVfwPxo07QIBCIPeSQMDoV59/gtqlcXzMqzwbLkvZJ4owwHo8gk8/PvJyEAgEPRcCzyc0IIga6r6PrSCq9VFIHToeF0LMxtffTBvdDXic3SZjS6IEPJYk/2YWrSt3F3+CZn+j+kbvgWUWuqVVOLW0NXuTjwCQdzn0BXZn7DiZkxJps4LxcszClXdXXFgSpW1lBRjPy3FDClMalpoc3yIBE+3nBv8nw/imMLYprXqBBONO+3AGUG7vkCIRwIvQbN92+I+/9twv1/FGsAK34VxXlk2v2YCGk2YJrNgERxHERP/48IbePEkQFi9Fp1gepCVZ9Mav8LgwvFeQzCP09EigAgMaMfopm/gVDWz6g1KSVm9GOkOTZVQ1FXozh2z2gxZmUlS9vYLFNOn2+goWnyMlY2NjY2SwkhBD49g62Zu/lq2W/xTNGXKHBOvYoTlzHO9Z/AH5+4QsFkGDI+I0+EpYolLcwp0ipUoaJMFbq7LFkqIoE5qX+GzTJBhjGjb46dnAPgQHHsn1FTQsmaZXk9gaKtR3EceuB1C2k2j5QlTBYJGAi1Cs33ryYXCJYJQigo2joUfevYN6zukcoEM0QGsWKfPFTxQnEdAzGz6ODlfeRtbFYIvX0B3v7gRiLH38bGxmYZoQiVTEc2R/Ke4Svlv0l1Wg3KFMOXrmg7NwYvTVkZYDxmk9+/FJHTCv1eOqvqKxEp5Yo5X1ciiXS9CGbkFYzQT3jQPFBx7EbRN85fh4R7pETh2HuCNHtBTt/ce4qdoHq+gqLvWPYCwShCyUF1HgVxfzlJiRl5G2lNXd7y3iekRJpNWLFzjImGU/JRnY8w02n/yoohs7FZphimxdmLjTzd1Mu6NQV2breNjc2yQxEKVd51PF/yTX7U8tc0he5OuG3MilI7fJ19OUdnXCNeVaZKlxEUOIvQlbktyTtddMUxq74oKFNWgbCkaU9CFzGKGPkNJzHRTNcySdcz569Tk6AIBd8i6ctiR8o40mjCjL6NEfzOPef/eyhZaJ6vwLSN9JJHoCDUXMAJ3CcKyDAPVwOY5T7U8kTu/EpaxxYCxXkYEfo+0vi0Eoll1mHFzqG6jjC96CYTK34ZabaPeVV17J2RYeEotkhgY7NMaOsY4MSpWirLc3A5F3niv42Njc0sUIRCibuCxws+x/eb/nRSQ8PuaAd9sW6K3eUz2ocuEkZ9E6UcaELls8UvUjLDducOMSuTRkUoU/oNGNKYMiXBZuFQhYY6xWrr1sw9HMl/Zsrom/nCo3qn3mgZI2UEKQMg75+wSZBxpAwgrR6k0YAVv44Vu4A0bvOgWSHoqK7Po7geHzEcnCeEAOFImN+NiRwwSZWPi+LYgVCLV9xil1CLUJ1HMe4TCbD6MaPvoTj2IBTP1I3IMGbkXcZEnAgfivMoQsw8xcQWCWxsljBOh3YvxUBKOP5JLY8eWk9VZd4C98zGxsZm7qhKW8+69C1c9p+ecJuh+AD+WB9F7rIZhcw7VVdigDrJmNeteshx5s+ky4sORahTRiBEzQiGjE26jc3CoSs6mph8UUBTdLL0HLRZmHjapB4j9LeY4Z+P844FmEgZS6zMyxDjr847Ud1Po3m/jRDTmDimHMHceXZoCG3NA2H3KwUHivMohH4E0j/ymoUVPYH0tIKYuqyvNGqR8VtjXhNqKarzwKzK2NoigY3NEmbPzlWcPt9AbEQo6Oj0895Ht6gsz0FRFseqgY2NjU0qEULgVdNY79vMzaFLE5aAC5shhoxBpJQzWpXyaRkoKJgThM9KIGgGZtP1RYUqVLxqGgrKhOZ3UStMxAzP+BjazA8uxYNTcRNgcMJtwkYQQxpoy6Xc1FLH6kfSP/V24yF8qO4voqf9E4RakGRHEuWJR8UJZARpdiKtHrD8SBlMvCZjQAxkDGQUabaOCBhzgHAjlKIV40VwP0IIFH0dimMXVvSde69LsxErfg5VW8Nk4oyUFmb0ONIaa9irOg8g1MJZ9ckWCWxsljBbakoYHAxx5UYbALG4yalz9TxxtIby0mx7UGdjY7MsEUJQ5C7Dq/omrRMfNIawpDkjh/4MPWvSPG8pJYOxWQ7yFxlpWjqaok94DCWSgVgvFhYqdmnTxYZb8+BS3ZNuM2T4iVvxKbezWcSIDBS9BtXzIqrzEELJTKo5KS2w+rHMRqzYRaz4RaTRAHIYKaMj9z4z8UdaJISE+//MFRpCSZvD9hc5IhPVeRQrduq+6gQSM/ImqutzICY5NlYPVuwscN+9XHhQnI/Puju2SGBjs4Rxux08emg9t+923Us7aGjq5fT5BooLM9H1+RvU3e8iHgzF6OgapK19gAF/kGA4RjRmIACnU8fndZKX66O0OIvC/Aw0LTGAn4moMbq/0d2OflQIgZSSWMzkxp127tztIhSOke5zsXZ1IWvXFODQ1TH7klJiWZLmtn6uXm+l3x/E6dApyE9n0/picnN8iVS8JEQXKRMZzsFglIamXto6/PT7g0SjiYmIx+0gO8tLeUk2FWU5uFz6jI+Jjc1KIkPLwqk6YWLPNqJWFGuGubLZjvxJDf0kFr3RLiRyyTv/Zzqy0YWDGBMLLV2RdkxpoM5n7rPNtEjT0vFqk0+qBmK9xKwIkD4/nbJJAQJwIrQqFH0rqvMgimM/Qs1OqlUpJcgQZvRdzPAvEpNKOZSaLqcCoSX8DlYoQigorqOI0HdHvCgSWPFbWPEriXNgnDGhlBLLuIsVvz7mdUXfiaKtnnV/VqxIIKXENCxUVUEoS/shb7NyicUM9u6s4q0PbnDjdgeQqHTwzvGbHNy7hpKizHnpRyQap6c3QG19N+cvN3G7tpOh4QihUIxYzMAwLSwroT4rioKuq7icGh63k5KiTA7sXs3uHZUUFWaiqdNb8RscCvP7f/wWHd2JMMu9O1fxza/sw+V00Nrh54c/O8PJs3UMDUUwTAtdV8lMd7NreyVf/9JeigszUZSEoBAYjvDya5d4491r9PUHicUMFFXgdukU5mfw7JNbePJYDR63Y1aT9kg0TmNzH8c/ucP5S0309g/fOzbmyHFRVQWnQ8frcZCf5+PA7tWJ37A4C01VZ5NOZmOzrNEVJ8oUq9sJMXFmIkGmI4t0PZOwGRy/TSSdkTZMaaJNYfy32MlzFuFUXZOmT7SGG4lZMRyKcx57ZjMdXIqbHEf+pCkjfdEegmaAHJa2h8ZyQXHsQdE38XDoeGKCLJQMhFKIUEtAyUYoWQnvgSQHAVJaSOM2xvCfYUaP35f3Ph5OEE4QOqAhUEGogJpIObA6SZVR4cOsvFSD+xFK/oiB4aciAVbfiIHhThKVJR4kihU9CfL+tCMXqusoKLMXlpb20y0JoqEYH758DjNusG7HKsrWFeGwHeFtlhjhSJzC/HQO71/L3Yaee94Ejc29fHz6Ll95ftec7j8WN7h1p5OPTtVy8kwdbR3+KeuSm6aFaVpEInH8g2HaO/2cvdjI2tUFfPWFXRzavxanY+pbk2FYNLX00dyWCPv1ehwEAhHC4Th/+Z3jfPRJLZb1aV9iMYPu3gCvv3MNvz/Ev/2dJ8jL8REMxfjuj07xymuX7kVjAFiGJDAcJTDczZ//7YdEYwYvfGYbzhncJ6SU9PuDvPLaZV5/9yrdPRMPxA3DwjCiBENRunsDXL/VzuvvXudLn9vJE0c34PXYA3Qbm/uxMCesQDCKruiIGQ46nYqLIlcpXZG2CbcZiPfRE+mgyF02o7YXG9mOXLyaj/5Yz4Tb9Ea76Il2kKb55rFnNtNBCEGxuwxNcYxECzxMTEZpCTVQ7pn9iqJN6lCdj6N5vw3znHcvjRvEh34XK3ZmnHcVhFqE0DaiaJUItSghUAhfwidAuBIr/MKFFb9C3P8fGVMC0SaFaCiuxyH0g/sm/eaIgeFLCK3q4Y9Y/oTwcx9CLUJxHEqq+sWKFAmklHS39vOzP3mLruZeMvMzKK7MY9P+ajYdqKawIpf07DScs1w1tLGZLyKROFLCI/vW8M6HN7nbkKijG40aHP/kDkcOrqUgb+5CDHv7hvmff/MBt+92jpmQz4Y7dV388V+9TzAU4+nHNk1LKLifru4hevuDXL7WzKmz9RP2R0rJ2UuNvPHONV768l4+PHmHX75xeYxA8CDhSJyf/+oC69cUsm3z9CYFUkruNvTwdz84yZnzDZO2P/7noaWtn7/67kc0Nvfy9S/vJTc7zb4n2diMEDKGiU9SHx7ApXpm5EcA4FTcVHiquew/M6EIMRQfoDFYS6GrZEmbbOlCp9yzmpZQ/YTbhM0gt4auUOFZM+NjaTP3VHircavuCUUCgNuBa+zLOWanjKxIJNLsJh74I6zY+Qfe0xDaBjTPl1EcexFqLoh0xCQRUtJsS0Q1zFUgwQpHCIGiVqE492NF3rj3ujTqsGIXEGrFQxN/K3YuYSj5aSuJUpLaqqT6smJFgqbb7bTe7cQ0LDobe+hs7OHS8Zs4XA7K1xfx7LeO8NhX96PNY063jc1MiUTjSCQFeek8engdDc29mGYi5LC2vptzFxt5+rFNqNMM4Z8pGelu1q7O51Ztx0PvCZF4Pz83HZ/PhcuhYY2E9rd3DjLgDz0UdTDgD/EPPz1DWUk2O7bMrAZ5b/8wN+908No714jFDfJzfVSU5WCaFncbuhkKfDqAisdNPjx5h53bKvjF65cIR+KoqkJZScIjIRiMUtvQTSTy6QSkp2+Y90/cYsvGUpQpUpSklLS09fMnf/0+l6+1PCRY6JpKYUE6eTk+XC4dy0ocl7YOP4NDIe4/LIHhCL988zKWlHz764+QkW6bT9nYAPTFuomYE7tsa0IjXcuccX14VaiUeSrxaZkMGQPjbhO1ItwMXGFL5p4pc8IXM4pQWJO2gZO970woiMRlnDuBa+zNOUq2I3eee2gzFdmOPIpd5QzGxz9XAVpC9XSEWyj1VM5fxxaUKZ7RyAnTM5YbUpqY0eNY0eOMLamooLgeQ/f9R4RaPiJ22osQiwIlC9V5DCv6EcjRtDcDK/IWquuZMSUipYxhRj8CeX+kqhPV9eSkYs90WJEigREzuXH6LqYx9gZhWZJIKMrdS00YccPOAbZZ9ESjBkjQdZX9u1bzzoe3qG9MhI1GInHeOX6T3TtWkZ87N2GiHreDwwfWcvJMHX39QXw+FwV56WypKWVzTQmFBRn40pw4nTqaqiAlRGNxBgfDnL/SxOvvXKO1fWDMJLqrZ4jX3r7KujUFMwqxNwyLH758loGBII8eWs8Xn9tJYX46lpRcu9nOX3//BC2tnzqSt3f6+dP/9SGNzX14vU6++vldHHlkHek+F7GYwYcf3+G7PzpFYDghLpimxZ26Lvr6h8mb4nj29A3zN3//MVeut475bhnpbnZtq+DRwxsoKcokzetE11SklESjBv6hEBevtPDm+9dpbunDHPmsYVi888EN8rLT+NoX9syrIaWNzWLEsAyagnWEjOEJt0nT0vHpGTOOvklUTiin2F3OUGDiidftwFVaQvWsT98yo/YXF4JiVxm5zkJ6og+LvaO0hBq4OXSJvdlH0ZQVOXRctLgUNxvSt3E7cHXCie9gvJ8LAyfJdxWtAG8JMaVXiClNouYKCZeXAczImzyYHiC09ehp/wplJqvNUiYqH8hYavtoMwYhBKrzCIZagTRu3Hvdil/DMm6gOnaPvCKRZhNW/DL3C0BCr0HoG5Pux4q808djBncvN034fkFFLhv2rEGZo9VXG5tUEYsbSJm4oVSU5bB3xypa2vqJxxM3i5u3O7h0tZknjyV/sxgPIQSbNpRwaH814XCc/btXs7mmhDSvE01LVBAYb3xekJdOVWUeW2pK+cO/eJfbd7vuvWdZkms322hp62d9ddGM+tPVPcT66kJ+/WsHxpSAPLhnNT19Af7sbz64N/EOhmJcvdGGqio899QWvvi5HXg9znufefLYRm7cbueDj+/ca7+3b5iOrsFJRQLLkrz9/g1Onq67F9UBkJ/r49e/doAjB9fe28+Dx6YgP501q/LZua2CP/+745y/1HQv2iIYivHaO1fZtrmMTRtKpjXxicUMrl9PHMvFTGVFLhvWF9vih820kFLij/dyY+jipKuBWY5cchyzM2vzqmnUpG+jPnhrwvKAETPEyb73qPCuwa16ZrWfhUYIQZYjl3W+TfRGOyeJJohxsvc9VnnXUuyeWZSXzdyiCpXVaevJdRbSHW0fdxtTmlwY+IRNGTtZ5V27rNPWFCFwKpM75BsyTtBYRK7+c4i0+rHiNx94VUV1fwYxQ+d7iRwpzWdOua1Nkih5qM7DGPeJBNLqw4p8gKJvRwgNKS2s+A2k0XjfB1VU5xGEknzU14oUCXo7BuhunXjQvGH3agrLc5b1TdRmeZAQAxKDOlVVeOzIej46VUtre2L1KxKN8/YHN9i3q4p039yEqbucOr/+tQM4HRput2NanxFCoOsqG9cX882v7Of3/vvrBEOfDsS7e4Zobu1n7eoCFGX6Yp3TofHIvmpKS7LGXL+6rrJjczlFhZn3jg0kJhsFeT4+8+Rm0rxjBxXpPhc7tlbw4cnaexP1oUCE3v5hpJQTlqG529DNm+9fH+NBkJHu5ptf3cdTj26cdCIshEDTVNauLuA3v/EIff3DNDT13nu/o2uQdz68SVVFHl7v1KtB0WicN966wtvvXJ9y24Xkuc9uZ3VVvi0S2EwLUxqc7T9BW7h5wm0UVErcFaTrGbPahxCCmoxtnBv4iOZJ8vVvDV3hk773eST3cXSxNH2MHKqTzRm7uOI/y5Dhn3C7jkgz73b9ks+XfB2fNvMIDZu5QQhBgauEDelb6OvtxpTj+98MxHt5r/tXfKnsN8jQspbt7ydQ8GhpKKhYE0xmw2aIzkgbq9M2LNvjMIo0O0CGx76oZKBoGxBiemO2T4ljGQ0p69viZTGcE+I+A0P/yGsxrNhppNmJ0EpBhhIpCfeVsBVqIYrzIEIkHzG0IpfKu5p6iYTGD5Vxehys3V6BO23l1um0WToYxtgK4KXFWTyyb829FWop4XZtFxevNCdtLDgZmRmeaQsE9yOEYOP6YjbXFI953bQkbR1+4sbMcga9Xic164pQHxAWhBDk5qSNWxKyoiyHirKch15XFEF+ro8076ffKxKNMxQIM1EBh1jc5MR9Is0oB/as5ujBdTOaBK9ZlcdTxzaiaZ9+Fynh9PkGOrsHJ/mkjc3cIKUkEB9kKD51FZO5wrDiXB08zyd97yMniSJwax5q0rejJGHUlqXnsDv7MLqYuKJJ1ArzftevuOI/N685znLkv1QgEKxOW8/qtA2TbmdKkyuDZ3m/+7VJSybazD+aorEr+9CUkTO3hq7wducrBI3AvF3DqTxXp4MQAq+ahkfzTrhNzIrSELwzqafJskGG4IF7kxAeUGYhoMowVvxSSrq1uBnnuSGtxJ95QghQtCoU574xr1vGbaRRlyhpafVixS7c/ymEtgFFr0lJH1akSNDdOkA8Or4jsi/Ly/qdVcteWbRZHpjW2BuWy6lzeP9aCvM/vfkPBsK8c/wmg0PhBz++KEj3ucZNK+gfCD7kGzIVbpdOWXHWuO/50lzkZD08aFi3pvAhUQESA400rwuPe6waOxyMPnTcR+nrH+bE6btj0gwyM9w8emj9Q5EKU6HrGju2lj9UnWLAH+Ty9dYJPmVjM7fcClzhbxv/kDc7f0ZTsI6gEcCwjDmfcEgpCRlBTvV9yMtt32MwPnkKzZq0DVR4kyv5pik6WzJ2JVYbJ1lZGjL8vNrxQ071vU/IGJ6zY2FJi4gZpjPcysc979AwXJuytjWhcyD3MdK0yavhxKwoJ3rf4lftP6Q70oEp5ybsePS7hoxhrHkcmC9VBIIiVxl7c45Mmo8flzFO933Aqx0/ojfWNWfHVkpJ3Irhj/VzZeAMp/s+mJP9TES6nkWmPnl9+JtDl2kK1S2Y4DlvCCcPr4xLZlyeQEqs2CWs+LUUdWwRozxsRitliPtX7OceASID1fk4iPtSXOUwVuwUiaiC80jrvvK1woXqehwhUhM5vCLTDfw9g8QnKEeWluGheHXBPPfIxmaWPHCfF0KwelUeO7dW8Pq71+5NVi9cbub23U727RqnvuoCo6oKOVleNE3BuE8UiETjWDN8eKeluSYMw1cUQVqaC1UR93wJgHGjC0ZxOjUcjrGKcjRqTBiV0djcN8YcEaCiNIdV5blTVkQYj5KiLPJyfLR1+O+9Foub3KpNlJycTZs2NskQMUPUDd+kOVjHyb53KfNUsTZtIyWeCnIdBfj0zJSXWYuaEVrDjZzt/4gr/rNTrmKnaensyT6MR02+6kCGnsWR/GfoiXbSF+uecLv+WA+/av8BnZFW9mQfpshVnjKDv6gZoT/WS2ekhdrADWqHrxMyg7xQ8k2qWJuSfQBUeFazL/soH/S8jjFJacmYFeVM/3F6o50cyH2cdb5NeNTky7NKKYnLGH3RbjojrdwJXMeteniy8AVcql3VZSo0obEz6wD1w7e5MXRpwkibuIyN/H5dHM57itVpGyZddZ8JpjQZjA/QE+mkIXib24GrdEbaWOfbzL6cYynZx3TIdGST5yyiNdzERJPhoBng/e5XyXUWkOPIX76LgyIThDrmMEhrGMweEi9O53tLpNWHGf4RWH1z089FgoDEJFt4RqIwEkizE2n2ItX5W0gWQkF1HsDQKpD3iTNW7CxYAazYuTGpJEItQXHsSdn+V6RIEB6OTLhCWVCWgydtuTu/2ixnXE6dJ47VcPpCAz29icF0MBTljXevsX1zOU7n4rrshRA4nTq6po4RCRICx8xEgsx097hRAZ/uR0MoAu6b5OdmTzyRUFXlofYMw5xw5eHKjdYx30FRBOWl2WSPE8EwHbweB7k5icH36D4tS9LVPUQoFCXNTouyWSDiMsZgPMbg4HmuDV7Ap6WT5ywk31VEkauMEncFOY58XKobRaioQkURKmL0vwcGWVImQpItaWJKE0MaDMX9NIVquT10lYZgLQPx3gl68ym6cLA7+xDVaRtRRPLBkkIoVKdt5Eje07zW8WMi1sQRWSEzyEc9b3Nr6Arr07eyMX07xe5yHIoTTWiffv/7vvvo977/u5vSIGyG6Yy00h5uojXcSHekg95oF/ERV3GH4kxpCLcQAqfq4nD+U7RHmrk5dHnS9k1pUDt8g9ZwI6u866hJ30a1r4Z0LQtN0VCFhoIywe9sYUoLa+R3jpghuiLttIQbaAs30hVppzfahSHjbM/cv/xXelOEEIJMRw5PFHwef7yPtvDEBt2GjHNn+BrtkSaqvOvZnLGTVWnrSNPS0YSGKlTEA79fwrSORPFAaY2cqyZxK0pfrJe2cCNt4SY6wi30RDvHiHnzXW7QoTip9tVwc+jSpNds7fB1ftzy1zxZ+AVK3ZWJyg+CSSOHgE+fxyTOY4lEE3pK7jmpRqj5CCUfef/kXg5hxk6jOB9BKJNXa5JSgtWHEfxrzMj7LHvTQiFApCPUVUjjPj8nOYAV+xBF3zSmBOGcd0ctRHUcwYjfYDRtxDJbMGNnkEYtn/4eAsV5DKGkbqF7cc0W5oloOI6cIFw4ryR7+aqJNiuGNavy2bWtgtffSSiPUsK1m21cvdnKzq0Vi+4cVxQxvpg9w7Gh1+OcVBTXlLGDHkUReDwTeykoikiICvd3aYIoPcuSNDT1jol+0DWVgvwM1FlWSkmkPDhRFIFpftpuKBxjaDhiiwQ2iwRJwBgkYAzSELyDQ3HiUJw4FRfZzjyyHblk6jmkaxm4tTSciisxCREKIEdWkOOEzSCB+CD9sR66o+30RrsJGUGiVnhaE2KBYK1vE4dyn8Sppu7a0ITG7uxD+ON9nOh9Z8JqB4kjYdEd7aCvt4cLAyfJceRR5C6nwFlMhiMbt+pBJVH5xZIWFiNh9eYwQ3E//lgfvbFuBmK9RM0IMSt6TxiYD9K1LJ4s/AKDcT9t4cYptw+bIW4MXaRu+CZezUehq5RiVxnZzjx8Wga64hjxhZBY0iJuxQiZQYbiAwzE+uiNddIf7SVihYia8/tdlyMCQbm3iqcKv8DPW7/DQHzyVd9hI8DVwXPUDl/Hp2VQ7C6nwFVKjiMXr+a7N/GVUmLx6e83bAzhj/XRH+ulN9pF2AwStSLErdi8CwITsc63mVxnAa2TnMemNLkduE5PtIuNGdtZ69tMlp6DS3WjCW3kOpX3BC1DxolbMWJWlKgZIWAMMhgfwJQmB3MfI8uRvKN8qhHCh+LYjmncX+FAYkZeQ3HsQHU9NaHJnZQxpHEXI/hdzMhrPFhGcbkilEwUfROmcYP7B3xG6GWEWoXqehohvIxbvuseo59LdrwtUFyPQvgfwBqJVJVhrOh7WOZ91UyUbFTHfkhRqgGsUJEg8XsJxhvpezOWZhkjmwRSSkzTuvcnHI7TPxCkv38Yvz/E8HCEYChGOBwjHjfvbacIgaYraJqKrqm4XDo+nwufz43P5yIzw0NOThpOp46qChRVQVUVlEU22R7F43bw2OENfHK2Dv9gQkXv7R/mnQ9vsr66iLRpOOPPhsQqUWK13TAsgsEoPX0B+gdCBIYjhCMxojGDWMwgHjeJxU3icZPG5l5iseTVaZdTn1wAeeAtXVPRtJmGRk8QuhiK0tc/tma7aVqcOldPZ9fsjQav325/KL0hFjOIRsdPmbKxWUgkkqgVIWpFCDBIb6zroW0E4l5kgRyZPE7kyD5dFBSq0tbz2eKvku3IS6qtBxFC4NHSeDT/c1jS4uPed6eczJrSYNgYYtgYoilUN6af6r3JR+J7z6ep21QIIajwrOaFkm/ws9bv0BFpmVb/olaEaCxCf6yHG0MX770++jsjSURKLPdVyEWAKjQ2pm/HKDF4tf2Hk6bJQOKaDZshwmaI7mgHcBp44DqVFubIqvlSIVPPYW/OETrbWjEmub9ILPpi3RzveZOTve+RoWfj1dISAhcCCwvTMonLUXEgSsQKE7ei966NTD2H7Zn7FqVIgPCgOp/AjLw5NlXA6iE+9HvI+FUU5zEUbXVigikNpPQjjVqs2BnM6EdIo47EKraGom9GyuGRVezliRBeVNfjmNF3wbovgs3qID70e1ixUyiOPQi1DCFcSEyQYaQVAOlHmv2Aheb5CkItTLo/ilaF6jiIGfll4gUZwox+CNbgfdusQ3FsS+ki4IoUCVxuJ4oqMI2HH3wuj2MKZchmsWFZFkNDEQb8QXp7AzQ199Hc3Edb2wA9vQGi0TjxuIlhmJiGhWlZmGZi9SrxJ9GOooh7tesVRUHTEkKApqlomoLb5SA3N43CwkxKSrKoKM8hLy+dzAw3GRkedF1dNCv0iiJYt6aQ7ZvL+eDjO/e+5ydn6nj2yS1s3lAyZvtUdNs0LXr6AjQ293H1Zht37nbS3jlIZOT4jwoylpRISyb+lhLLImXhpJquzEizVVUlZZf74FD4oYm7YVpcu9nGtZttqdnJCKYlMczFsVpjYzNTJDIxaE9SGBhFFSobfNv4TNGXKXSVztl9OE3z8XjB59EVJyf73iVozNzhPxGeHJtxlNR8ooiE4PJC6Td5tf1HNIfqZr06PBqSbjO/JEw3d6MJjdc6fkRXpH3GYlSqr9P5RhUqWzJ2cztwjRuDF6d1DhsyTl+si75xxM2lihDKSMTAM5ihHwH3CZxWJ0bw7yD8SqLigXCM/N5xpAyCFQBGf38VxbEb3fcfMMI/xrwnHCxDhEBx7Ed1HsUM/5wxKRayHzP8c8zIWyBcJCohyMQ20gTiIOMItSgRcZACkQCRjuI6hhn9AGQgsa8x3hBOFOfBhP9EClmRIoHb50RRlXF9CYz40rwZrhQSc8lEtEBgOMLt253cvNXO3btdtLT209U1SDw+uwFJYrV29CFqERtnoai5pQ9I5PkpSqKsXlFRFmVl2VSvKaCmpoTioiwcDvWe6LBQpPtcPHZ4AxevNt+LJvAPhXn7gxtsXFd8z/ROCCbM458OlpT09Q3z3ke3OP5JLbX1XQu2yj1jI78U/jzBUJS4MV+DYWnn6drYAB41jd3Zhzia/xmy9Jw5vecKIfDpGTxZ+Dy5znze6folvdHORRUJkCpUobImrYavlf8Wb3W9wlX/WTsVYImhKzqbM3aSqefwZufPuDl0adGkAswHox4NTxV+gWFjiMbg8l35ngqhpKN5/wlYfszIG3w68QeIg9UzxV3MgeI8iO77jwitGsW4hSl+OTJhXZ4IxYuW9s+QZjdW7CRjj5mV+O6Tfv/UXWsJoWc/QqtCxi8//L6ai+o8mvLn34oUCXKLsnA4deLjTGRCQxGwB9+LEsuy6O8P0tjUx7lz9Vy63Ex3zxDDw5ExZnHz1x9Jd0+A7p4AV64243Y5SM9wU1yUxfbt5WzdXE5JSRYZGW6UJCbhybB1Uymb1pdw4vTde6+dvdhIbX0X69Yk1E0hBJo2u/7FDZOr19v43o9PceN2O+HI+I7YQoDToeN0aonIjJF0DVUVqKrCcDBKb9/wuJ+dCVOZDc0l8biJNYHXiY3NcsGhuNCFY8EnjE7FRZlnFQdzn2BD+lZcinveRFldONiVdYgiVxkf9rzBraHLBM3k71/TRRUaOY78KcsVJosiFApdpTxf8nUqPWs41fc+XdH2pFNDZsK97FCbWaEIlXJPFV8q+xZn+o5zfuAkPdHOCSsfpBqBwKdlkOvIn5f9jUepu5LPF3+dVzt+SEPwzoqNbBFqEVr6/wZqMVbkDaTZxtQmhDpCLUZ1PYvq+RpCLUlMWPXNCOFDLmORAECoFegZv4sR/Gus6HtIs4NpGzcKPVFVIlV9UfJRnYcw4tcZK1iA4jiAUEtTtq9RVqRIUFSZh9PtIDhO3fi+Tr+tESwiRldL29v9nDp9l09O3eXGzXYiE0xGFwopE2ZyoXCMzs5BLlxsxOdzsbGmhG3bKtizu4qy0ux5jy5I8zp54lgNZy813lvd7+oe4v2PblNZlovTqaEIga7P/EYmpeT8pSb+8C/eHVOibxRNVSgryaZ6dT5lJdnkZHlJ97nxuB0jpQUTf5wOjfdP3OKvv3diQcSeucShq2zZWEZ+7uTuwTMlO8tLRvrU5jSaplJZmUfNhmKCwSjDwSjBYJRodO7r2tssT9b6NvFc8de4MXSJxmDtpM7hc4EuHFR6q9metY+tGXtI0+d2ojweQgg0oVHuWc1Xy36Tm0OXONt/gtrh60StuTP2cihOyjxVbPBtZUP6VordZXO2r1GEEGToWRzOe4p1vk1c8J/k4sApeqNdc7oqrY4c300ZO9GFPmf7WQkIIch25PFU4ReoydjO2f6PuOo/iz/eP2dRMAoKec5C1vo2UZO+jaq09XOyn2n1RSisSlvL18p/m+M9b3C2/yPCZmjqD86AcUd1wo3q/tJDJekUx+6JPjGnCKEg1BJ03/8Ny/U0VvR9rPgVpFGHtAZHyv1pIDwINR9Fq0To21CdBxHaBoT4dMootNVovn+OHDHSE0ohiBmOcxQPmvc3kdJ/Xx+9CLU8Bd82NQihILRy9PT/hBV/Div6IVb8BtKoR1r+kWNmgXAghA+UHIRahFDLUfSNCCV14liiHOLjGKEfgtVz3xseFOcREMmX/H2QFSkSlKzOJz0njf5xzMQ6GnuIReNos5g02aSWWMygpbWfD4/f4sTHd+jo8C8ps7ZAIMKp03VcuNjEL35xgZ07Kjl2dAOVq/LISJ+fVS8hFDatL2HrxjLOXGgAEt4BH568w2NHNrBmVR5CETj0md0KpJQ0t/bzt/9w8iGBwOnQ2L6lnKce3cj66sIRYUCfNJoizeta0CiAVODQtYe+o3OkHOXhfdUp3ZdQEsd5KpxOneee3cZjj9ZgGBZG3MQwTSKROMPDUYaGwgQCEYYCib8DgTBDQxECwxGikThxI+HlYcSte/8e9fdYboKOzdQIIchy5HAo7ym2Z+1nINZLffA2DcN36I52EDaDhM0QMSuWspVKh+LEo6aRrmdS5V3H+vQtFLvL8WkZC15ubLRs4NbMvaxOq6Ej0swV/1kagnfwx/sJm6FZr7orQsWtuHFrXnIc+VR517HGV0OuowCfnn6vnOJ8IYSgwFXCEwXPszPrEeqGb3Jt8Dzd0Q4C8aFpV6AYt23EyO/sJV3PZJV3LevTt1LkKsWnZ6KmcDVuJSOEoMy9ioKiYvblHOXW0BVuDl2iN9pN0AxMWrVj0nbv+/3S9AwqPKupTttIiaeCdC0Th+pc8Oe7QJDrKODZoq+yOWM3Z/uPUz98m4AxOGthTxUqTsWNR/VS6C59qKKKEG4093Op6H5KEUJHdWxD0TeCNZSIBpAxEivkgoRQ4EIoaSB8CKHyoKghhAvN82KS/fCgeb+eVBvzhRBOVMcuFH0LWIEHjpkElETkAE6EcIPiHfl3is974QbGVuRStLUo+paRakGpZUWKBGmZXmr2rKbxxsNmYoO9AdrruliztWIBemYDiQloZ+cgb71zjbfevkbHOKvUS4lYzKC9w0/7q5d4573r7NyxiscerWH3rirc7inc+JNECMjJ9nLskXVcv9VOMJQYBLR3+vnokztUVeSiCIFjhqJYLGbwxrvXuFM31tzH6dB47umtfPMr+8hI98zAFFAu+bxer9fxUESGZVnE4+akZRbnEkURpKW5ZlwqUUpJNGoQHIk8uD8KIRiMfPp6KEZHh58LFxuXlIBnkxyKUEjXM0nXM6nwruFo3mcYNoboiXbSE+1kINbLYHyAgDFI0AgQNkNEzIQbeFzGMKR5r7a4QEEVCcd/p+rGrXrwqj4y9CyyHDnkOQtHyrKV4FYXZ/WhhFdBOj59E9VpGwmaAZqDdXREWumKtDEQ72UonjgWMSuKYcUxMe9VOnCoTlyKG6+Whk/LIEPPJseZT76ziEJXKTnOPFSx8MM1IQS6cFDgKqbAlZho9kQ7aQk10BVppyfayWB8gGFjkJA5TMyKYUoDUya+qyJUdMWBc0T48Wqjv3Muec5CCl0lFLoenmylmiJ3KU8WPj9hNJVb9ZDlyJnTPiwUo8JWibuCEncFh/KeoiPcQms48Rv2RjsZMgYJxAeJmGEMGb8ndKn3fj83HtVDmpZBup5JtiOPXGcBha5S8l1Fi/o6dalu1vo2siZtPT3RLhqCt2kNNdEb7cQf72PYCBC1IhhWHIlEESqa0NAVJx7Vg0dNw6dnkKlnk+XIHfneJeQ48tGUpRTxIhDCAWougkVYkWGRkjhmOQgW5v5gxU6OjSJAR3HsRlFLJvxMMiz8U2cB0B0aO47V8M4PPiH2QNj6UH+Q66fvUrW5fOYmaDZJIaXE7w/x8claXn3tEvUNPbM2IVyshMNxTnx8hytXW9i8qZSnn9rCtq3leDyOORMLhBDs313FG+9d4/K11nuvH/+klieO1uBxO9CnsSo9ipSS3v5hTp6tw3zAYX/39kpe/MJuMmdQSlRKSSxmYppLWyTITPfgdo0dJMTjJr19AaSUi6byxXQQQuBy6bhcOjk544ewSSkxDIur11q4c6fDFglWMKOGfj49g6q0dUgp75ULi1txDBnHsAwsaWJhYklrjCgoUFCEgipUNKHfm0g6VTcKypK7dtK0dGoytrMhfdtIOcgwMStKzIpjSePe9xck0s9UNFRFQxc6DsWJU034Piz2760IlQJXCfnOYiQWETNR+jIhBsUxpYm891uLeyX1VKGiKTq6cOBUXTgVZ6JM4jwxOkG2AYfioMK7mnJPFaY0RiKBogkx6965mnjO3y/oaUriXHUoTpyK6965vFRInLvF5DuL2JkVJ2yGRs7d2L3vzcg1qghlRCxI3JscI0KJNlLK1MZmPpCWHzPyNmOqUyhZKM7HEuGlc8CKFAmEIli/s4qaPau5dPzWmPcioSgXPrjJkS/sITPFecQ2E2OaFrdvd/Czl8/x8cnaZT/hGBoK8/HJWq5ea+U//W/PsWvnqjmtvJmR7uaJozVcu9GGaSUG520dfj44cYenH984rdD1++nuDdDc2j/mNV1TeeJoDdlZ3hm1ZVmSYDC65HPkPR4H+Xnp3L77aXRFLG7S0jZAPG7imOExXuyIES8Lp3Nuo2Fslh5CCBwiMYFYyYyuXLrUqf1DljJCCAQqHs2Lh5nd/20WBwmfDR2fkrHQXZlXRqNjdGVhov1sbKaFlFixs1jxsXNW1bEdRV83Z7td2IS+BUIIQXZBBo9+ZR++cSY0Vz++w/VTtVh2HfI5R0rJ4GCIV1+7xH/9b6/ywYe3lr1AcD8FBekUFWbMqUAAiXN+59YK1lUX3XstFjP48JM7dHYNzXgC29U9NFIy8lPyctMoKc6ccSWHcDhGW6d/Rp9ZjAghWF9d+FAEUkt7P129AdsQ1cbGxsbGxsbGZkZI6ccMvwpy4NMXhRvV9czMDSNnwIoUCQAUVeHAs9vZ/cTmh94LBcK89rfH6VsGE5fFjJSSzq5B/tfffcRf/fWHtLT2PzTxXM7ousqeXVUUFWXO+UqsEIKCvHSOPbIOp/NTQaCuoZsLV5rQ1JlP7B8kzevC5Zx5Tt5gIDJm9X0ps6Wm9KGUg6aWPm7XdtrlEW1sbGxsbGxsbGaEFTuDGX0f7kvTU/RNCMdOxBxO5VesSADgTXfz5X/5FBv3rUE8sPp39eQdfv6n7xDwB5d8GPRixDAsrt9o43/84Vu89vplhoOzc9VdyuTn+Th8eD2aNj+5mKqqcOTgWspLsu+9ZlmSdz68yXBwZu6+znHEAMuyZrxaniij2Ehbx8DUGy8BSkuy2FwztlZtNGrw9gc36BsILlCvbGxsbGxsbGxslhJSWljxOxjDfwly6NM3RDqq6/MIpZi5DEVe0SKBEIKKdcX8xv/9C1RtHDuwj0XivPHdj3j1bz4kODi/daCXO4ZhcuFCA3/4x29z7nzDii2ltmvnKsrLsqfeMIXk5fo4cnDtmNfa2ge4erN9Ru1kZDycYzvgDzEcjExbVJMy4Yvw+rvXlo1BZYbPzZEDa/E+UM3g8vUWXnv7KpFofIJP2tjY2NjY2NjY2ICUBlb8AvHA72HFL495T3HsQHU9MSdlD8fsZ05bXwIoqsLGfWv4rd/9MtXbKlDuC7sOBSL8+I/e4O/+y8u01XVhGMtjIrOQxOMmHx6/xZ/86bvcvdu1otIL7icj3c3hw+vn3cxOAI/sq6asJOvea6Ylx00fmIyC3HQy0scKBQP+EJevt05rwi+lpK1jgL/8zkfcWSapBpCI1ji4dw3bN5ePSSEJh+P87FcX+NkvL9A/EJzReS+lJBY36B8IcuZCA82tfXPRdRsbGxsbGxsbm3nCMpowgt/FCL+CGXkXM3IcM/I2RvC7xAf/M3H/v8eKfgB86tUm1BI077dBmfvSlcvLbjsJNh9Yy+/8t5f43n/9JRc/uIE5srodHAzzxnc+oulWG09+/RG2HV5PdkHGjM3ZbBJGeR+duM3f/O1HdHT4F7o7C4YQsHVrOVWr8ubdFV4IQXFhJkcOrOUHPz87qygOIQTZWV7WrSngzIXGe69bUvL621epqshj59bycdMopJREoga373byg5+d4ezFRoxlZhCa7nPxpc/tpLGll9Z2/73XB4fCfP8np6lv6uHJYxupqsglK8uLOs69xLQsgsEoA/4QHV2D1DX2cP5SE3WNPfyrf/wY5aXLs4a3jY2NjY2Njc1KQJotxIf/CGSExLq9IOE7YIy89sCim0hH9fwaimPXnEcRgC0SAIlJj6qprN9Zxe/8f1/iF3/5Hu/9+BSDvcMAxGMGV07cofZiE9XbKth8cB1bHllH6ZoCXB4HqqaiqMqIq/n8TPqESERBLJXSY4Zh8tGJO/zV3xynq2twXvYpBOi6hsOh4vE4yc9PJy/XR1aWF1+aC5dbRx+ZyMbjJrGYQTgco38gSP9AkN7eAH5/iFjMIB43UxYS70tzc+TwetLTF6YsltOh8ejhDXx4spaWtv6pPzAOGelujh5cx43bHWP8JJrb+vnvf/Y2xw6tZ+fWCkqLstAdKvG4iX8wxN36bi5da+Xi1WZ6+xKO/06nxq6tFdQ2dNPdE0jV11wwhBBs2lDCt148yF985/iY7zQcjPL2Bzc5e7GJ8tJsykqyyMlKI82bKBUXjRmEQjH6BoIM+BPnYWf3IMHQp5Ee5jITVWxsbGxsbGxsVh4WyDDI4ak3Felo3t9A87yIEK657xq2SPAQBeU5fOVfPUNWfgY/+aM3Ger/9IcLB6Nc+fgOt8438NrffkhGro/SNQXklWSTkevD5XGi6epDJohzgdPl4MCz2/D4Fn/9ZcOwOHe+ke9878S8CAQul05RYQalpdmsW1vEmjUFlBRnJUQBXUVTVVRVoCjKPb8PKROr3KZlYRgWhpEQBfwDQZpb+mlo7KGuvpuuzkF6egOEQjMLz7+fyspcdmyvXFCBp7Ishz07KmltH5iVMedoWP2ZCw18ePLOPcNCKaG9c5Afv3yO196+isOhoakKpmkRNywikTjhSOxeuL2mKRzev5Zvf+MR/n9/+vayEAkgUbniyIG1xOIGf/+TM7S2jzVm9A+G8A+GuHazDU1V7qU5SStxDprmzE0gbWxsbGxsbGxslhM6QluH5vkqqvtzINLmbc8rUiSQliTgDzLYG8DfG8DfE8DfO4S/J8Bgb+DeexNNnmKROLFInIHuIRpvtM1z7xNk5PrYtL960YsEUkpu3W7nL//qA1paZrdqPR1UVSEjw8POHRXs3LGKdWsLKS7OQteTqxyQn5fO2rVFSAnRWJz2dj8tLX1cv97GxctNtLcPEI0a084xF0Lw6LEafL75UQEnQlUVnjhaw4cn79DbNw0FcxwyMzx868UDDAejXLraMiZtIBY3iflDk37e63Hy2OH1fPOr+8nLSWN9dSHnLzUtm/QDh0PjyWMbKczL4Ps/Pc31m21EosaYbSxLErNMmEaUihACh0NF0+xUJxsbGxsbGxubpYxQilBdzyCNBqTVg5RhII7ADUomir4WRd+O4jyIUFfNS4rB/axIkSAcjPD/+a2/pPVuF0bcwIgZxGMmRszAiJt2ycMUIaWkvcPP337nIxqbeuZkH4oiKCrKZO+e1Rw7uoHysmy8XtdI6kfqEAJcTp2qVXmsqsxlz+4qvjC4kzu1nZw6Xce16210dQ1OmZKwqjKXbdvK57JiybQpL83m4N41/PKNy7M2kKwoy+Hf/NMn+NHL5zh1rp6evsCUbTmdGuUl2Tzz+CaePLaRNK8TIQQb1hWh6eqyEQkAdE1l+5YySoozOX6ylg8+vk1LWz9DgemXnPS4HWRneamqzGP/7ip2bKmYwx7b2NjY2NjY2NjMNUJbhZ7+n0BGkTJGwoNAAgpC6CA8INIQQmW+0tnvZ0WKBJYl6Wruo7vFdgmfK6SUDA6F+e53P+by5ZY5CZ3OyHBz9MgGnnxiE2urC1HV+VHYhBC43Q7cbgeFhZkc2F9NY1MvFy828dGJ29Te7SL6wIoxJELrHzm4lqLCzFmlGuTnpfOtlw6OqURQXJg5rkHgdPC4nXzhsztYVZ77UJ57dpYXX5pzyjYURaG0OIvf+fYxHju8nnOXmrh9t5O2Dj+B4QixmIGqKni9TnKz06goy6FmXRE7tpRTVJA5RszZuK6Y3/lHR4mNCC1lJVk4nBPforxeB9/4yj4Cw59OuFevypv0PNizYxXpPvd96Q4qOVkTh25lZ3l56Yt7GQp8WgZ17eqCGa3mK4pCYX4GX/78To4dWsfN2x3cvNNJQ3MvnV1+/ENhIpE4iIRfhMvpICvTQ0F+OsWFGVRV5LGqPJey0myc81wNw8bGxsbGxsbGJvUIoYHITPx7YbsyLvaI02ZOME2LN968ygfHb6XcaE3XVWpqSvjiC7vYvq0Cj8exoPn9mqayuiqfyopcDh9ax8VLTbzz7nVq73YRuG/FOD8/g0ceWTvrFIjsTC/PPrE5Vd1GiIQ3QWVZ8k75TqfGlo1lbFhbxHAwSjgSxzBNLEsihEBTFRwODY/bgcetj1sdJN3n5nPPbJv2Pt0uB089unFG/axZV0zNuuJpb5/hc/PksZoZ7WMihBDk5fjI3Z/G3l1VhEJRIlGDeNzAHBEtVCXhleHQVZxOHZdLx6GrS8ag1MbGxsbGxsbGZuljiwQ2KUdKyZWrLfzs5+eIxR5eUU8Gt9vBk09s4mtf2Ut+fvqimTwJIdA0lYKCDJ5+agsHDlRz9mw9r71+hWvXW4nHTbZvLWd1Vf5Cd3XOECKRh59tr3ZPihACp0OzowJsbGxsbGxsbGwWJfYo1SaljPoQfP8fPqGvL7VO9bk5abz00n4eO7aRtDTXosjrn4h0n5tjRzewdUs5p87U8e67N3jiiU2LRtSwsbGxsbGxsbGxsbEZD1sksEkppmnx+uuXuXixKaXtFhdl8tu/fYwD+9bMOgd/vlEUhdxcH88+s41jRzbgnCS/3sbGxsbGxsbGxsbGZjGwImctmq6y58nN9HeWL3RXZo0n3Y3L41joboxBSsmly828+96NlLZbUpLFP/ntR9m7p2rJCAT3IwR4vVObANrY2NjY2NjY2NjY2Cw0K1IkcLod/Ob/+aU5cdyfT9RFVi99wB/i5VfO090zlLI2C/LT+af/+FH27FmNmuKyhjY2NjY2NjY2NjY2NjZjWZEigRACdQmuSC9mTNPi1Km7nL/QmDLxxedz8eu/9gh796yet/KGNjY2NjY2NjY2NjY2Kxl75mWTEnp7A7zx5hWi0dRUM3C5dF54fieHD623BQIbGxsbGxsbGxsbG5t5wp592SSNaVq898FN7tZ1p6Q9RREc2F/NF57fhWeR+S7Y2NjY2NjY2NjY2NgsZ2yRwCYppISODj/Hj98iEomnpM2K8ly+8qU9+HyulLRnY2NjY2NjY2NjY2NjMz1skcAmKQzD5My5eurqUxNF4PO5+PKXdlNVlYcQtlGhjY2NjY2NjY2NjY3NfGKLBDZJ4fcH+eCDmxiGlXRbiiLYvauKRw6uXZKlDm1sbGxsbGxsbGxsbJY6tkhgM2uklJw730BDY29K2svPT+f5z+8gLc1OM7CxsbGxsbGxsbGxsVkIVmQJRJvUMDwc5ZNTdYRC0aTbUlWFx47VsLoqPwU9s1msSCmxLEkoFCMSiROJxIhE40SjBoZhYVkWpmlhWRIpQYhEhImqKKiagqapOHQVh0PD5dJxuXQ8HieaptjpKTY200RKiWGY912HcaLRONGYgWlamKbEMi1MSyIECEAoCqoq0DQVXVPRHSrOe9ehA4/HgaII+zq0sbGxsbFZBtgigc2skFJSV9/NjRttSJl8e2Vl2Rw7VoPbbVczWA5YlsQ0LQzDJBiM0t7hp6trkI5OP93dQ/j9IYLBKMFgjFAoSigcIx43733GNBPpK0KIhEigKugj4oDTmRAHvB4HXq8TX7qb7CwvBfkZFBdlUlKaRVamF01X0UfEA3viYrPSGBXkTNMiHjcZGgrT3uGno9NPV+cg3T1DDA1FCIaiBINRQqEokXCcuDF6HSYEOyES1+GoUKfrCXHA6dJxu3S8Xider5P0dA85OV4KCzIoKsqktDSbNK8LXVdQVRVFsa9BGxsbGxubpYItEtjMiljM4PLlZgb8waTb0nWVgwfWUlGek4Ke2SwUpmkxOBiir2+Yjs5B6ht6uHu3k9a2AYLBKNGoQSwaJxY3p93m6ETHMCyiUQMYP2pFVZURASGxspmfn86a1QWsX1dEWVk2BfnppKd77ImKzbInHjcYGAjR0xugvX2Au3Xd1NV10dk5SDgSJxY1iMbi0/aRkXL0OjSJGyaRSJzABNtqmoLTqeN0aHi8ToqKMlm3tpC11YWUlGSRl+vD63WxVDU7KSXBYJS6+u57QmYypKW5WF2Vj6ouj8xPKSU9PQFa2/pT0t6o4JQKkbe5uY++vmEks1/VyM3xUVqaveKeI4Zh0tTcx+BgKKl2CvLTKSrKWnHHz8ZmqWKLBDazYmgozOkzdSmJIsjPS+fokfXLZqC0EpAykQ4wKgzcut3BzVvt3L3bRWNjL339w1hWCk6OaWKaFuFwjHA4BkBn5yBXrrQghCA3J401awqo2VDMzp2rqKzIxeHQ7q2Q2tgsVRLXYUJE6+oavHcd1td309jYRyAQTmJKNHMMw8IwEpEJ/QNBWlv7OXu2HlVVKC7KZM2aAjZvLmPn9gqKijLv3fOX0nUYGI7wne+e4NLl5qSffyXFWfyHf/8smzaWLKljMB5SJtLI/uKv3ue9928m3V5Ghod/92+eprAwMyWi0ien7vI3f3uc+AxE6gfZubOS/+f/8fyK8k2SUtLdE+D3/+B1bt/umHU7TqfGb337KM9/fgeJBCYbG5vFji0S2MyKW7c7aGsfSLodIeDAgWqKizKT75TNnCOlJBoz6OkJ0NDQzekz9dy42Y7fH2R4OJqS1bVUIqWkpzdAT2+A8xca+NVrl1i/rphjRzewYUMxuTlpS35wbrPykFIyHIzS3T3EzVvtnD1bT119D0NDIYLBGDIV6m0KMU2LltZ+Wlr7OXX6Li/n+ti2rYIjh9ezZnU+aWmuJXEdCiEoyM/g6y8dGFkxT+4Z2NHp5+//4ST/+l89RUF+Rop6uTDE4yavv3GFU6frkm7L5dJ54fkd7NpZmbKokz27q/jVq5eSGrc01Pdw42Y7e3ZXpaZTSwApob6+m/oky1wX5GewY3slimIvBtnYLBVskcBmxliW5MLFJkKhWNJtZWZ62bunCpdLT0HPbOaC0QnH8HCES5ebuXChkStXW2lq7p3XaIFkicVMurqG6Ooa4pNTtWzZXMYTj2/i4IFq3G7Hkpik2KxM7p/0d3cPcf5CIxcvNXHtWivdPUMpieiaL8LhOM0t/TS39PP+BzfZs7uKZ57awpYtZajq4jcgVRTB1i3lfOGFXfzZX7xPLGbMui3Lkpw5W8/rr1/h1775yJINw5ZScuNGGz/+6ZmUjAt276rihc/vxOVKnUdRYWEGe/eu5mc/PzfrNvyDIT75pJZtW8txOFbG8Nk0LT755G5SERhCCDZsKKLcTim1sVlSrIy7nE1K6e0NUHu3K+lVYyFg3dpCqtcULvqB4UpkNHy0o8PP2fMNfHzyDq2tA4kQ5iU0KRmPWMzk3PlGbt3u4OOTtXzxhV2sW1eErqv2uWizqLAsSSAQpqm5jxMf3+H8hcaEv0A4+cnYQhMIRHjv/RtcudrCIwfW8txnt1FWlrPoU88URXDs6Abq67t5462r0/Z3GA8p4fU3rlBdXci+vasX/Xcfj56eAH//g1P09EzkVjF9KityeenFffh87hT07FNcLp09u6v44MOb9PfPzkvJsiSXrjTT1jZAZWXuinhWdHYNcu16a1JtOJ0ajxxct2RFMBublYotEtjMCCmhsamX1tbkjYmcTp0dOyrx+VZOft9SIRyOcelyMyc+vsOZM/X09Q8vdJfmhOHhKMc/us31G2185Ut7+MxntuL1OBe6WzY2APj9IU6fqePEx3e4dLmZYDD5crOLDSkTk8yfv3Ke6zfaePFr+ziwvxpdVxe6axMihCAjw8NLL+6nobGX6zfakmqvpzfA977/MeVlOZSWZi2pyWc4HONnL5/j8pXmpNvKyPDwzW8cZM3qghT0bCxCCDbWlLBmdQFnB+pnLXS3tPRz7XorZWXZaNriPUdTgZSS8+cb6O1NTvxZXZXP2urU/6Y2NjZziy0S2MwIwzCoq+smEAgn3VZWpoed2yuT75RNSjBNi4GBIFeutvDe+ze5ebMN/2BoyUcNTIe+vmG+872PaWnp58UX91FYkLGkBuo2y4OECaFJd3eAM2freP+DWzQ29jC8DMWB8bhT28kf/cnbtHf4efaZraSnp3Y1OdUUFGTw9Zf28/t/8PqsV6dHqb3bxU9+doZ//FvH8CwRodI0LU6druONN68mFY4O4NBVPvPMFg7sXzNn0RQej5MDB6q5crWFSCQ+qzYsS/LRiTscPrSOjAxPinu4uBgaCnPhYhPhWR4rSFQe2rt3NZmZ3hT2zMbGZj6wRQKbGREKxbh5qz0lE8cNG0rIy/Ml35BNSujtDfA//ugtLl5qGik3uLIIBqO89sZlItEY3/6NIxQULG0jMZulyZ07Xfz3P3yTpuY+DCO5iddSpL8/yPf//iSRcIyvfHkPXu/ijjTbvq2CL76wm+99/+OkJlOWJfngw1usW1vEk09uRlsCaQfNzX388MenGRpKftFg+/ZKnv/cDpzOufMnEgJ27aikuCiT+oaeWbdzt66LW7c72LtndQp7t7iQUtLWPsCNJKNk8vJ87NhWgaYt/vPZxsZmLLZIYDMjBofC1N7tTLodRRFs3VpmGxYuInRdRcKKFAhGsSzJh8dvYxiS3/r2EQoL7YgCm/nF4dSIxY0VKRCMEgrF+OnPzyGBL31h96KNKBBC4HTqPPvsVuobunn/g5tJmbkGAhF+9OMzVFbmsmF98aK990gpGRwM84MfnaauLjnXe4BVlXl88+sHyMmZ+0WD7Jw0Dh5cS0Nj76yrgAQCET4+Wcv2bRXL1sDQMCwuXW6mf2D2ETJCCKrXFLB6dcGU57JhmHx44g6/fP3SrPc3l+zbvZrPP7sNtzt1Zpo2Noud5Xl3mwNG61GbcRPDsJAL7OouBDg9znk3gmlq6iUQiCTdTm5OGlWr8pekSdNyJSPDw9HD67l8uXnWoZjLgXjc5KOPbpGV5eE3fv3QiqqJbbOwCCGoKM9h985VdHT4kzLEW+qEQjFefuU8mZkePvfZHYt6JdKX5uKrX95LY2MvdUmWimtu6ePHPznLv/znT5CVtThDtA3D4oPjt/joxO2kDYx9Phdf/MIu1q8vmpfxjNOhsXNHJW++dZXu7qFZtWGaFlevtdLa2k9VVX6Ke7g4CIWinDlTn1QbDofK/n1rcDim9m6QMlG55dKVlqT2OVeUFGVhLqFqTjY2qcAWCcbBNCyCQyEGuodouNFK8+0Oelr7GewLEIsaWKa14HWo0zI8/Ivf/zrZhZnzut87tZ1J5x4ClJZmU2Sv0i4qVFVh+7YKqqsLuXp1cT6o5wvTkrz9znUKCzN4/nM70HX7VmkzPzgcGkePbuDjT+7S1TW40N1ZUIaHo/zkp2cpLc5i585Vi1ZUFkJQWZnHN75+gD/503fo7U3O6PXMmTpefS2fL39pD07n4rr3SCm5dr2Vn/38XNJisq6rPPP0Fg4fWoeizM9vO7q6XbOhmN7ewKwjP1pb+7lytYWyspxFbbI5W27cbKe5pS+pNkqKs9i8qcwe59nYLFEW19NnEdDd2s/lj25x+s0r3D5fz/BgCCNmYhrmoqoJn5HrIzbPYeGGYdLY2Jt0GKyqKpSX55KZubxNf5Yiubk+DuxbQ+2dTiLRlRtNADA8HOGVVy6wtrqQzZvK7PJNNvPG6qp8dmyv4PU3rix0Vxacrq5B/uFHpykty6a4KGuhuzMhmqawf98a7t7t4kc/OZOUmB6OxPnVa5dYt66QnTsq520CPRVSQm/vMD/68Wna2weSaksIwZbNZXz+uR14vfNr1Ohy6RzYX83Zcw2zrhhimhYnP7nLkcPrF23Ex2yJx03OnW9IKmpUCNi9u4rsnOV1bGxsVhK2SEBCGQ8PRzj7zjVe+18fcutCA9HQ0q9BnWr6+obp6QkkbVroculUVxcsmoGPzacoiuDgwWreff8Gd+92zck+NE1B1zV0XUXXVbxeJ5kZHjIzPaSlOXE4NBy6hqapmKZFPG4QicTxD4YY8Ifo7x8mEo4TjRlEo/E5rb7Q3uHnl7+6SEVFLpnL3MnaZvHgdOocO7qBjz++w1AK0rseRAjQNHXkGtRwODR8aU4yM71kZLjxep3ouorDoaEqCoZhEosbhEMxBgZD9PcH8ftDRKNxotE4sdjc+SdICTdutPH2O9f5xksHFm00ASSiQJ57bjvNLX18fLI2qYWF7u4hfvDD0xQXZVFcnLkoVmND4Si/fPUiFy42Jb1oUlqSxUsv7qeoKDM1nZsBQgi2biljVWUe1663zrqd2rud3Lrdwf59a1LYu4VFSklnp5+rV1uTSiXJyvKyc0clrjk0orSxsZlbbJEACAUi/OIv3+PlP3+Xob7hBU8lWKz09AYYHAol3Y7brVO1Ki8FPbKZC/Jy0zn0yFrq67tTEj2jKIL0dDe5uT7y89IpLsqkqDiTkqIsCosy8HqcqKqCqiooikAoAiFAkBgUSymxLIlpWZiGRSgUo73DT31DN7dvd9DU3EdbW/+cTVTOnW/k7Nl6Hn9s46IYqNssfxQlERK9dWs5Jz6+kxIhTFUVsrO95Ob6KMhPp7g4MfksLswkPz8dl0sfex0Kce98l0ikBGlJTNPCMC2GBkO0tg1wp7aTu3e7aG7uo6t7ENNM/fMzHjd5/4Ob7N+3huo1U5ugLSS5OT6++uW9tLT209jYm1Rb12+08covL/CtXzuEx7OwhmlSSs5faOSNN64knXLo9Tr5wgu7qKkpSVHvZk5GhocD+9dw42bbrJ9zw8NRTn5Sy66dq5ZNyoGUkrt13TS3JHfurqrMo7q6cFFfqzY2NpOzokUCKSXBoTA/+59v8/M/fZvw8MqoRT0bpJR0dw8xOJh8qaOc7DS7vNwixuFQ2bd3De+8e52Wlv4Zf17XVVxOndzcNGpqSli3toiS4izy8nzk5flwOLSkBg5ZWV5KSrLYtbOSeNyko8PPzVvtnPi4lqvXWhgejqQ0uiAQCPP2O9fYtXPVsgsrtVm8pKe7OXpkA5evtMy4xJwQ4NA1XG6dkuIsampKWFtdSGFBBvn56WRne1FVJanrMDvLS2VlHgcPVBMOx2lu7uXajTY+PH6L+voewuHURuO1tvbz3vs3KCvNXtQO44oiWL++mK9+eS9/9ufvMZhEecBYzOCtt65RXV3AsSMb0LSFmYhKKWls7OWHPzxNX39yfgu6rvLosQ089mgNzgWsDKDrKjt2VFL0+mXa2maXOjFqYNjc3EdVVd6ymBCHw3FOnb6blOjudGrs3rWKjEValcTGxmZ6rGyRwJJ88volXvmL95aUQKBqKln56ajz6PZsmhbdPUMpcb0vK8vBYRvBLVpGHdZ37qictsO6ogiysryUlWazYX0xW7aUUVGRS1qaC/fICuVc9NPh0KioyKW0NJt9e9dw/kIjr79xmWvX24jFUuPZISXcqe3i5q129u1dY3sT2MwLQgh2bK9kdVU+Fy81TeszmqaQn5dOeXkOmzeVsXFjCSXFmXg8TpxOfU7OXSEEHo+DdeuKWL26gIMHqjl58i5vvHWFhoaelHn5WJbkk0/u8vRTW6isyE1Jm3OFoggO7F9DfX03L//iQlIr70OBMD/96Tkqy3Opri5MYS+nTyAQ4eVfnOdObWfSAmzNhhK++MJuvN6FrRojhKC8LIfNG0vp6PDP+jxtbx/g6rUWKipyFkzESSVdXYNcu96WVBvZWV527lyVoh59iqYplBZnLUjFoZLiTFT72W+zwlixMzUpJe0N3bz8p+8SHEw+hH6uUFQFTVdxeZ0Ur8qnems5qzaWUr6umIzcua8pPEosZtCZIqftyopcdH3x5pXaJHJrHz1Ww8mTd+nuGb9MlKIkJgdrVhewc+cqNqwvYnVVPunp7nlfUVFVhcxMD48e28CWzWW8+tolfvnqRQYGUnNtDw2F+fhkLVs2l9klEW3mDZ/PyROPb+TK1ZYJ84M1TcHnc7NpYynbtpazfn0RFeW58x6eLoRA11WKCjN54fmdbN1axsuvXOC992+krKRqe4efs2frqSjPWfSrtmlpbr7wwi4aGnu5cLExKbGkrr6bH/74DP/idx6f9/urZVm898EN3nv/ZtLlDgsLM/j6S/spKcliMfx8LpfOI4+s5dTpOvyzHAcahsWJk7UcPrSO7Oy0FPdwfpFScuZcPQMDwaTa2bmjksI5iBZN97n5jW8+wpZNpSlveyqcDg2Xy/ZXsFlZrFiRwDRMPvjpGZrvdEz7M4qq4PY6cbh0NId2b1UmFjUYGGcC7U1347jvpiJl4oFrxAwioRjWNB64ux7fxL6nt1K9tYKs/HQ8PhcujxNlns2bojGDnu5A0u0IAcXFWajq0lfclzurKvPYtbOS1x5wWHc6NUqKs9i4sYSDB9ayuiofX7oLXVMXfOAuhCAvz8eXv7SHoqJMvvO9j+ns9Kck/eDixSZ6egO2SGAzb4w6wK+tLuTmrfYx7/l8LspKs9mxvZK9e1dTWpKF1+tCm8cIs4lQFMHqqny+/RuHyclO4xe/upCSVDXTtDh1uo7PPrttUaccQOJZl5+fzte+upfOrkFaW2eeujWKaVp8cuouNTXFfPYz23DMU5i+ZUlu3urglV9cnHUVgFG8Xief/9wOtmwpW1Tmkxs2FLN6dT7nLzTOuo27d7u4c6eTfUvcwHBoKMzly81JiXpej4Ndu1bNyfWpKII0r5OsTDvtz8ZmPliRIoGUku6Wfk6/eYX4FGXeVFUhuyiTLQfWsmpTKQVlObjTxk7UG2+28Uf/7nvIB1YKnv7mIbYdXo8YDVGSiTKC0VCUwb5h2hu6qb3URP21ViKh6EOfB3B7nGw9tI7iVfkLOgGLRQ26upOPJPB4nGRne+2Q7SWA2+3gyJH1nDhZSyAQwe3W2bSxlIMHqtm2rYLSkqwFFwUmwut18vhjG3E6Nf7sL96nu3v8aIiZ4B8Mcf16G6sqbdNNm/lBCEFBQQZHDq+jvqGbeNwkI8PDrp2VHNhXzaZNpWRnexfldShEIgXpxa/tw+nU+N7fn0xJREF7xwD1Dd1srJn/1cSZIoRg86YyvvzF3fzFX75PMImqSeFwjJ/97ByrKvLYtq18Xn7z/v5h/uEHp2hqSs7ETgg4fGgdzzy1ZdGlGvrSXBw+tI5Ll5tmbboZHI7w0Yk77Nq1asmmHEgpaWjs5U5tclWNKivzWL++2B7j2dgsAxbX3XqekFLScKONxhuT5F0JyCnI5LGv7uPw87sorMjFneZCHecBoCgCXdeIPSA4lKzOZ8exmnE/Iy1JNBJj2B+i+U4HH/z0DGffuYa/e2hMdYWPf3WB4FCY3/h/vMCqjaULVjYwGjPo708uBA0SuWpp81wT2WZ2KIpgbXUhRw6vJxqNc+zoBqrXFJCR4VlUK0EToaqJuuWB4Sh/+VcfMDycXCm5WMzgytUWnn5q85IdCNosPVRV4ZGDa7l2vZWiokwOH1pPeVkOXq9zSQzEnU6Nzz67jf6BIL969WLSVUj6+4PcvNXBhvXFS6KMrqYpHD2ygdq7Xbz55lXixuy/f2fXID/48WlKSrPIy/XNqVAQixm8+tolzl9oSKodIRKr9V/8wi58vsUXhaWqCps3lVJelkPDLKtRmJbkxs22EQPD/BT3cH6IxQyuXGnG75/9OE/XVbZuLSM3Z2mnXdjY2CRYkSKBETO5+skd4pMYm5WtKeTX/48X2PvUFvQpQvsUVUFzqA+JBNFwbMIwZ6EIXB4nLo+T3OIsNu2r5vKJW/z977/KzTN1n/Y1bnLu3WtIafGP/8vXKFugkjKBQCQlq0AZGW48tkiwZMjI8PBb3z6Cy+VYFGHMM8Xp1Hn06Abu3OngzbeuTsuEcSIsS9LU3EtPb4CiwszUddLGZgqKijL59//u2UU5yZoKIRIlUL/8pT3U13dz6XJzUu3F4ya3bnUQCsWWROqPEAKfz8VXvrSH5uY+rlxtmXVbliW5dKmJX/7qEi99bd+cpVxYluTipSZ+9dplotHkDGCzs9P4+tcOsKpycbr/CyEoKclm27YKmlv6Z+270NY+wKXLzZSXL00Dw0Agwukz9Uml5qX73OzfV70kxDsbG5upWZFXciwap/Zi44TvZ+b6+LX/9Hn2Pb11SoEAEiLBeNtFw3Fgendch0tn12Ob+Jd/8A32Pr0F9YGau5eO3+Zvf/fndLf2j4k0mC/6+oZTst/0dPeC13u2mRlpaYsjz3m2eL1OXnh+J2VlOUm3NdAfpKszNQaeNjbTZXSiuZTJy/XxxS/swpsCkbipuZfhJHPk55vi4ky+/uJ+8vPTk2onHjd57fXLnD5Tl7LKEQ/S2trP9/7+JH19yZU7dDg0vvD8LnbsqFiUAsEouq7yyIFqsjI9s27DMCxOflI7awPEhebGzXZa22bvmwGwaWMJZaXZKeqRjY3NQrN0R/5JMNA9RM8EdXE1XeXRr+5jz5Nb0PTpqcGqqqCNKxJMHEkwHkIIVtWU8k/+y9fY9IABjmmYnH7jMr/66w+IJJHXOFsGBoIpGZD4fG48i9xwymb5UVaazVNPbEo6PNs/GKbrgZQgGxubqVGUhAnjvr2rk3a2b2sbYDiQXPrQfKMoCtu2VfDC87uSjgAYGAjygx+dpi3JSd14RKNxfvrzs9y40T71xpOgKIKDB6p55uktOJ2L3xV+3boi1q0rSqqNW7c7uHs3uZz+hcAwTE6drkvKnFLXVPbvX5MSEdDGxmZxsCJFgq6mXmKR8SfaOUVZHHlhN84ZPMQnjiSIMZvYrcKKXF78d8+SVzJWkTVNi3d/+MlI+sH8TlIGh8JJ71NRBL4055LIZ7dZXmiayq6dq5KOJjAMk9a2AWKTpCrZ2NiMT1qai6NHNpCe7k6qnUgkTlv7+EL/YkbXVZ56YhOHD61LWrCsq+vmRz8+w2AKV64Nw+Td92/w4fHbST/vq9cU8PWX9pORkdxvPV84nTpHDq9PKlUgEolz/KPbGEn4TiwEra0D3L7dkdRCUHlFDuvXFdnjOxubZcSK9CTobR8gNkGeXdWmUqpmWINVUcS4UQczjSQYRQjBht2refKlg/zwv7+GEf/0gTPQPcSb3zvB5v3VZOYlF7Y4EwKBcNJl5FRVwTfPNZ5tbCBxTZWWZrNlUyktLX1JDYY6OvxEo8aSWB2zsVlMCCHYtrWc0pJsBgcnMQ6eBq0TRAMudjIy3Hzly3uob+imNgknedO0ePf9G1SvLeS5Z7cl/VyVUnK3rpsf/OAUQ0PJlatMT3fz4lf3UVmxOH0IxkNRxL1yiLdvT7809v1YluT6jaVlYGiaFjdvtdPWPvuoFFVV2LSxlOLirBT2zGYlIaUkEIjQ2T1E/0CQoaEwkWiceNwEKdF0FZdTJyPDTVaml6KCDHw+15K5vwBEonF6+4bp7x9mcChMMBQjGoljmBaWZaEoCqqq4HRquF0O0tKcZGZ4yM7ykpHuXhABbkWKBIP9wxjx8UWCdTsqUdSZKcnKROkGodis1Xin28HhF3bx0S/P03xffWwpJTfP1nHjTB37ntk2b+7Ww4FI0isLmqYu+bxam6WLw6GxbWsFHxy/RSCJUOWBgWBSDuU2NisZj8fB9m0VXJ+sutA06OsNpKhH84sQgvKyHL7x0gH++H++Q0/P7L9HJBLn5y+fo2pVHjUbSpIaDwQCEX7ww1NJiy8ul84Ln9/J7t1VS6L6xihCCAry09mzaxX19Ylyo7Ohs3OQ8xcal4yB4XAwypmz9UlVHUlPd7N/3+ol8X3nA9O0OPFJLa+8egnLGt8I0+1y8KXnd7Jj2/z7dUgpqavv5q++89GEhuSKEBzYt4YXntsxJ5NTKSWhcIze3mGu3mjl6vU2mlv6GAqECYVihCNxDMMcKUsqE2ndmorbpeN2O8jIcFNWnM32reXUbCgmP9eHy6UvGtFg9Pv19Q9zp7aLq9dbaWruGxEHokQicWIxk7hhYlkWUibuQYoi0DQFXVdxOjTcbgcet4OsTA9lpdlUry6galVeolJcmguHrs7pd16RIkFwMIwZH//CLZ9FfdeJ0g3CwUhSq+9l1YXU7F5Na20n1n2Ou8HBMJeO32Tb4Q145mnSPRyMJi0SqKrA67Hz1WwWjnXri8hI9yQnEviDY6J7bGxsZsbmzaWoqjJrJ3mAvv7kTPUWElVV2LtnNfUNPXz/708mVXWlubmff/jBKf7tv36anFmWnotGDV59/TJnz9XPuh+j7Nq5is9/fgcu19KLtFJVlQP7q3nrnWt0dQ3Nqo143OTU6bs8emwDOTm+FPcw9XR2+Ll+vTWpNiorclm3Njk/h+WEogiys7y0tQ/Q1T3+eSQEFOSnU7OhGLdrfn26TNPi3KUmTp2Z+Hr3pbn4zFNb5kToi0bj3LjVwYcnbnP2QiM9PUMjq+kTzzEMw8IwLCKROAP+EO0dfm7f7uSDE7fJy0njwL41PLK/mpr1xejT9JObC6SUhCNxrt1o4+Qndzl9vp7+/uCIGDD5HEpKiWlKTNMiGjUYJgp8WpL03MVGVFXF49ZZvSqfjRuK2VhTQvXqArIyPXMiFqxIkSAajo6v7gnIyJ75Q1ZVFfRxQo+DSa6+K6rC9qMbeP8np4iGx/b36ie1BAdD8yISSCmJROIpSTeYq5JNNjbTISvTQ2lpVlIuzn5/iJgtEtjYzBJBYUEGeXk+OpOoFNI/Yqa7lFar70fXVZ79zFYaG3v46MSdWadASSk5e66eV1+7xIsv7kef4WquZUkuXW7iZz8/RzicXJnjivIcXvraPjIzZl8lYCERAior89iyuZy3u67Nup1btzu5U9vF/kUuEkgpOX22jsEk0ksURXDwYLVtWHgfQgjWVOVTs76Ynt7AuNe2lHDqbD3Pf3Y7lRW589q/YCjGJ6frJt2mpDiTbVvKUzrxjMdNGpp6eflXFzl3oZGe3qGk5hWWlMRiBm0dfn7y8jk+OnmHg3uree7ZrZSVZM9reL6Uknjc5M7dLl559SLnLzYx4A8mPW+6n4SAYBCLGZy/1MSFy01kZiQiDHbtqOTYofUpry6yIh1GjLg57uTd4dTRHTNXv1VNxel++HOBgWHkBKFG06VyQwke38PGP33tA3S3pt7ZeDwsS8469O5+VEXBvQRXF2yWD6qqUJHkAzkeMyYM0bOxsZkcIcDjdVKSZP5yJBInPkHa4FJACEFOdhovfW1/0pMEw7B47Y0rXLrUNGOxobt7iB/95EzS5Q4zMty8+LX9rFlTkFQ7C42uqxx6ZC2OaZS/nohIJM6JE3eSipSZD4aGwly61JzU+K6gIINNG0ttw8IHcLl0Du5bM+nCWFf3IBevNM9jrxLcru2kZYr5w56dq8hI0mD2fkLhGG+9d53/+gev8eY71+juSU4geBApobNriFdeu8h//YPXOXOuYV4NpkPhGG+8c43f+79e5d0PbtI/kFqBYDykhAF/iCvXWvnRz85y5nxDyvexIq9qKSWM8+MpigCFGStnqq6OWw0hPBwlNJxcmSZvupuC8ocHELGoQfOd5EoUTZdYzEjJw04oIqkHr41NsqiqQmlJckqrBLu6gY1NEnjcDgoLM5Jqw7Lkko/oEUKwZk0BX/vaPtLSkluJ7e4e4rvf+5i2tv5pRTBKKRkejvCTn57h2rXkws11XeXpp7Zw5PC6JZ+XriiCtWsLqdlQPOs2pJSJHOSm3hT2LLVIKbl1u4PGJPoohGDLplLKSrMXTS74YkEIwdbNZVRVTiwASgnHP75DKDx/Zc3jhsnps/WTRo9kZrjZtWMVmpb8FFFKSW/fMN/7wSf82V9/QF1Dz5yKZ4ZhcfN2B//XH73JL1+/THiCSnapQkrJUCDMD358hr/62+O0tftTUi5+pqSnudm2uSzl7a7IGZs2YvTw4IM0HjOxDAsp5YxueLpDG3e1PxaN0985SG7R7FdMdIdGVv7DVQxMw6S33T/rdmdCwjwk+YtaEWJc74b5JBCIcPNWO+F5vClPl5KSLFZV5tmK/ByiKILsbG9SbUjJkl7BtLFZaBwOjczM5K5Dy5LLxhtk39413K3t4uVfnE/KQO7GzXZ+8auL/KNvHZ4ytc+yJKfP1PH2u9eTWkkWArZtLedzz21fNhVfcrLT2LtnNTduts9aEO7uHuLc+QYqKnIX5TM9GjW4crUlqRKaaWlOdu1atST9J+aDjHQ3B/au4frN9gknjk3NfVy70caenavmpU/d3UNcv9k26Zi+Zn1xSoQfKcE/GOI7/3CSt9+7Ma/j7t6+Yb7/w1OYpsVzz2yds1TnWMzgtTev8tNfnCcUWrh5xa4dFRQWJCe8j8eKFAmcbieKqmA+4FBuGibDs7hhOlw6vsyHc/Bi4Ridzb2s3V45266iagrecUJ+TMOiv9M/63ZngmnJpE0LIRFJMNN8yVTT0ennD//4LdrnSWCZCS88v5Pf/EdHbN+GOUQIQZrXidOpEZ2gDOqUSJnUQN7GZqWjqgoZ6S40VcGYpQBtWVZK0uAWmtF70pe+tIem5j7OnK2bdZiqZUnefuc6a1YX8PhjGyecnEopqavr5oc/Op2UiStAWVkOv/bNRyjIT/0AdaFQVYUDB6p57fXLU4ZlT0QsZvDxJ7UcO1pDXt7i8yboHwhy5kx9UiHRJcVZbNs6/+78SwVdV9m5rYJfFWbS1j5+1RC/P8TJ03fZvLFkzg0MLcuitq6L+saJo0fcbp09O6vIzEg+1cDvD/J3f3+SN9++RnQKsU0IgdOp4fU4KCzIpCDPR3q6G4dDw7Ik4UiMgYEgbe1++v1BwuHYlIav/QNBvvuDT/C4HTz52MaURzJLKTl3sYmfTUMgECIhjrucOtnZXvJyfGRleXA5dRwODSEgFjMZHo4w4A/R3RtgcChMPG4Qi02+UJvuc7Fvz+o5mTusSJEgLdODqj8sEgD0dw3OOJJA01XSc9JQFDFGLYyEYrTXdc+4vTEIgTpOyI+0JOFgdHZtzhBpyZTk1ghAUe2Hic3ComkqTqc+a5FAkoiusbGxmT1Ol46qzV4kkJbEMJfPdZiT7eVrX9lLS0sf7R3+WbczNBTmJz89y6rKXKqrCx8ae0gJg4NhfvzTMzRMMlmYDj6fiy88v5P164qWrIHkRBQXZbJ1a/msRQKA27c7qG/oXpQiwa1b7RNOXKfLnt1VpKcwb325MVrudHNNCR2d44ehW1Jy/kIjXc9up6I8Z04Fl0jU4OyFxkmjY/JyfezckbzwE4sZvPbWVd569/qUAkFWpoea9cXs2VXFpg3FZGZ60HUVVVVQhEAyEjlmmEQicVrbBjh9rp4Ll5pobO6bdAIdCET4wU/PUFCQzq7tlSk9voODYV578wo9vZP7ufjSXKxfW8juHasS5RrzfOi6hqYpKIpAGemTJSWWmfiesbhB/0CIhqYeauu6aWzqpbNrkJ7ewEPiyOqqfNZVF87JPXhFigRZeenoukZsHCff9rpupCVn5NYghCC3KAunx0F4+NOJeywSp/l2O9FwDNcsS/9JSxIbxyRNyvFfnwusFEUSID69GGxsFgpFFUnnzc61IY2NzXJH11QUZfZh2JLldR0KIaipKeFrX93HX/31BwwlscJfV9/Nj35yln/xO4+T8UClgVjM4O13r3Pi4+SM9TRN4YnHNvLosZpFGU6fLIoiOHp4Pe+8e33WRrWxmMkHH95i966qRSWiGIbJyU/uzj6aDsjM8LBrZ2ry1pczLpfOIweq+eRsHYOD4/sAtLQNcOlqC+VlOczlELm7e4hLV1om3Wbr5jKKCjKT2o9pWpw6W89PXzk/qd+CQ1fZvrWc55/bwZZNpdMrkZ4BhQUZbN9aTktbP6+9dZU337k24bEFaGsf4B9+fIbS4mwKC9JTIhRIKbl1p4PL11omnB8JAeVlObz4pb0c2LcaX5p7Rr9vQX4GG9YlSosGhiO0tPZzt76bK9dauHKtFb8/hKIq7N65iuys5NL3JmJFXt15pVk4Jsihar7TnhAJZkh+afa4QkDz7Q76klgVMAyT4AQGI+Y8raJI5Hg+jzNGwJzeAG1spoOiKGjLcFBrY7OU0DR1UU2cFgO6rvLosQ0cObIh6XvU6TN1vPnW1TGrhlJKrl1v5ZVfXEhqgiiEYPOmMl54YdeyLn1XWZnH5iTNwK7faKW5pS9FPUoNzc191N7tTGrxZ+PGEkrLbMPC6bBxQzGrV+VPus2Jk7VzarInpeT8pSb6ByZe9XY4VA7sXYOaZMRvR+cgP/7ZWfoHghNu43E7+Nyz2/jXv/MEe3dVTU8guA9VVagoy+HXXjzAb/36YXIm8ZqSEq5ca+G94zeJpygKNBozuHazjeHhiSO6iwoy+We/dYzHj23Al+ZKav7jS3NRs76YZ5/awr/8p4/ze/+vL/Jbv3GEwwfXcnDfmjm7DlfkSLmwIg/nBCdkW103Af/MfQmKq/Lx+FwPvd58p4Omm+1YsyyFGA3F6GjsefgNAZo+P4EgihApmdwvt5Ufm6WJLVbZ2Cw89jU4Ph6Pky9/aTcbN5Ym1U4wGOVnL5/n+o22e9GAXV1D/OCHp+hIYuECoLAwg5de3E9JcdaynSQKIcjMdHNwf3VSxnzd3UOcOn130ZRDNE2Ly1da6OoanHUbbreD3btSWyJvOeNLc3Hk4NpJRdG6hm6u3WhLTdTuOAwHo5y/2Eh4nAjqUdavLWL1qrykrmnLkrzxzjWu35q4+prTofHZp7fyrW8cpKgwc9Zi8aify5OPbeQbX9s/aYUYw7B4693rSaUP3U80anDnbtek2xw9vI49O1ehaWrK7pOqqpDuc7O6Kp8vv7CL//Cvn6a8NLmKXZOxItMN0rPTKCjNpnOcyfdQ/zD111rY+ejGGbWZU5RFdmEmbXXdY16PReKcfO0iWw+tw5vxsLnhVHQ09oxbxUBRxLiixFwghECQihNcYtkqgY2NjY2NzYQUFWby0ov76O4ZSmpC3909xA9/dJqiwkx86S5+9dolLl+ZODx2Ong8Dr70xd1sSlLEWAooisLuXav45a+yqKvvnvoD4xCLmZw5U89jxzaSm+tbcHFsKBDm3PmGpMx38/N97Ny5at4FonjcpKGpd15LaXs9TspKs9H12acoqqrC5o2llJdm09g8flTJ4FCYU2fq2Lq5DFeKq4RIKWls6qW2buJzWNdUdu+oTDpsvb6xh+Mnbk9YzUEI2Lu7ii8+v5M0b2rmMA6HxhOPbuT2nU7eeOfahNt1dPr54KPbVJYnX3EkHjfp6h6a8H0hBLt3zP01MtclZ1ekSKA7NKo2l3H5xO2H3gsMBLl1vp7tRzfMKF9S1RSqt1Vw9eM7D713/t3rXDtVy54nt8zohLEsi5OvXiQ6Tk6Poqpk5T1cGnEuUJQURRJIFqR+qI2NjY2NzVJBVRV2bK/k889t52+/c2LWOfEAly438covzlNRkctrr19OynRV0xSOHFrPE49txOlcGcPHoqJMdmyvoL6hZ9biyo2bbdTVd5ObmwYpWXCZPR3tfq5da02qjW1byuek3NpUDA6F+eM/f29e97mppoT/8z9/npzstFm3IYSgtCSLbVvKaWkbGDeqxLISTvmf7xxMuYFh3DC5eqONnt7AhNtkZ3vZu6sqqUlnLGbw/vFbtE0ibObnpvPFz+8kP8Vmnl6Pg88+s5XT5+oZmCAaPBYzOXehkWee2ExRYUaSERPWpBUNnE5tWUTarMh0A01XWb+rCmUcJcmIm9w8W8/gJBfTRGw+sHbcNv19AX7yR2+OpB1M7yFjmRaXP7rN2bevYo1zQ9F0laIpcpxShaIqiCQMpkaRUtqu8DY2NjY2NlOgqgpPPL6JY0c3JLXqFYuZvPr6Zf7irz5gcBYlnu+nZkMJX/nyHtLS5ieKcbFw6NA6fElEbsZiJh+duL3g4x8pJafP1BEMzb4yltOpceBAte0nMkMcDo2D+9dMWlqwrX2Ay9daUr6YFghEOH22ftJt1lUXUrUqb9b7kFLS3RPg5KmJU2s0VWHfnio2rCtK+Qq7EILK8hx271w16XYNjb3U1XfPeepzPG4Qic6PufxcsiJFAkVVKKsuIn+CPI47FxrpaOydkWoshKBifTElqx+euEtLcvVkLX/z//4pdVebp9XunUuNfOf3XqGzafwSRQ6Xzqqakmn3Lxl0TUVNwQNBWnJZ1LW2sbGxsbGZazIzvXz1K3upXlOQVDvDw1H8/lBSA+O8PB9ff2k/ZWVzl/+6WCkvy2Hnjsqk2rh0uZm2tuRKDiZLIBDh3PnGpCahNRuKWVWZXN76SqVmXTHVqye+li1LcvzjO4QnqQgwG2rruqgfz9tsBCHg8CNrkw5dv3Wng8bmicuqpvlcHD28fs7SRdLSXGzfUo7H7Zhwm0g0zrWbbZOWgZwOqqrg9Uy8H9OU3K7tTGofi4GVES82Dvml2azdXjnuJHyof5iLH95k7bYKtBmczNkFGew8tpHWu13jVkg49+51ulv7efyr+9n52EYyc9NxunUUVcE0LOLROP7eABfev8Fb3/+YpkmMP8qqC8mbQ7OK+xmtV5oslrRFApuZkxjYynvmW5Y18kdK5Oi/LWvi9x74d1v7QMocbm1sVgr3X4fJXH+j/+7uCdjpZ1MgBJSWZPPSi/v54z95m+6emUc4pgKv18kLn9/J1i3lSZWtXKqkpbnYt28NZ87WEwzObhW+r2+Yk6fuUlaWsyAlI6WUXL3aQnvH7IUKXVfZvauKrDkqt7bccbl0jh5ax7kLjRgTrLbXN/Zy/WY7e3dXpWSfpmlx6kz9pKHxFeU5bFhblNR+pIRTZ+snFSJXr8qjsjw3qf1MxdrqAtLTXZOWXrxxq51wJJaUIamuqRQVZk7oMQHwzvs32Ld7dcrKLi4EK1Yk8Ga42XRgLWfevkpknJv+mbeu8MyvHSJ7BnlXTreDfc9s5aNXztPX6X/ofcu0aLzRxv/63Z/x8p+/y6qaEnKLE+UYI+EYA91DNF5vpbfDP26KwShCCHY+uhFf5vzcqBVFJGXaMoplyaTKLtksT+Jxk+HhCIHhCKFglGAoRjgcIxKJE43GicVM4nGDWNwkHjOIx03ihkk8ZhKPm8TiI6+Nvn7/dg++HjeIxcykVWQbm+WElJJYzCAQiDAcjBIMRgmFooTDcaKROJFo/N61FIsZxOIGRtxMXJNj/hhT/P+n12M0GscwFofj+2JGUQS7dq7iuee2893vnVyQe9cjB6r5zDNb59UwbjGhKIId2yooL8vh5iSLN5MRixmcPdfA449tJH+e/KTuJxo1OH+hkaEJSmpPh9ycNHbvrrJTDWaJogg2biihsjKXuxOYCA4N/v/Z++84ua4zPxN/bqicOucc0Mg5gzlTFClSgVQYaTQzGknj0Th7117bu+v1zxvtz6x3kidYmtFoKEpMophzAImcgQY655wrx3vP748CIIDobnRXVef78NPsRlXdU6du3XDO97zv9w1x5EQ7O7ZVZOR8GxzycrlpYMYUAEmS2Lurhrzc1D0XALy+EG0ds7v9b91Uhn2W1fdMUFqcfdUQcWZTwaEhL15fmOw05lAWi4l19YUcPdE+42uaW4f5m7/7hN//7l0UFqxMoWBtXvFJnhg779nIq3/zIb0tg7c83982zOkPGnng6wfm/MVKksTGvXVsvbOBj144MWNagZbQGRuYZGwgNUW3uCqPnfduxLRIxkGSJGG1mZCk9EoY6rpOZAHrwBosP8TV6JFwJE4kEiMYjDI05GNwaIrhYS8jIz683lByMhKNE7s6ib82mUgkNDRNN1YcDQzSQIikQBuOJMU3ny/M4OAUg0PJc3B01IfPHyESiROLJojGEkmhLXHtPNTRNH3BynMZzI7FovLoI9tobx/h8Kcti1ZOT5Jgw/oSvvbVvWnl5K8GcnIc7NtbQ2vbUMriVnPzIG1tw+TluhZ1op3MF/dx6kxXWmO4DRtKMm6qt5aQJImiQg97d1bT1T027XGk6YJzF3roG5ikujIvbXO9ppZBemYp+5eTbWfPzqq0BYnWtmG83pkFKJNJoaYqH3MGFhxnw2JRyct10jZLNZJINEFf/2RaUQ1ms8KWjWVkeWxMzfC5EwmNjw43MzkV5Ctf2s3mjaW4XdYVdf6sWZEAoLAil213NkwrElgdFoK+MLomUNS5f6Fmq4lHv3MXFz5tZjzNWsTTYTKr7H90O7Wbyxf1QHPYLUiSlNYgUdPErDVaDVYHQgj8/ggDg1P090/Q1zdJd88YfX0TjIz4iMYSvwlL1vUFN5AxMFiL6LpgYjJAf/8kAwNT9PaO090zTl/fBBOTQRJxDe3qOWiIcMsbSZLIzrLzzNP76OufpO029bkzRW6uk2ee3keVkYOOJEns31/H62+eZzTFtI9IJM5nR1rZtbN60atDNDcP0t+feo14WZY4dDD9vPW1jqrKHNxfx7sfXp6x2kBv3wSNV/qpKMtJa3+HQjFOne2atTpKZXkuGzeUpHV+CwE9fRMEZknFyfLYyclxLMp1JDtr9nLzCU2btdLDXJAkifq6AjZvLOOzY20zLwprOmfP99DaNsK+PTXcc0cDW7eU4XKuDLFgTYsEqknhjsd38dGLJwlMBTFZVPJLc9j38FYOfnEHNZvKUdT554417KziS9+/j5//lzcIByIZ668kwYY9tXzhu3dhynAd1dvhdFjTLoOoaTqhNFx1DZYnui4IhaJ4vWGaW4a41NhHR8cIY+N+JiaCaZXvMjAwmBuJhEYoFGNszM/lKwNcauyjt3eCsXE/U1Mhww9mhSNJErU1hXzjmf38yZ+9y9QMZb4yhdmk8KUndrHXCC+/TklJFnv31PL6G+dSbuP8hR56+8apm8XALtNoms6nn7WkJchXV+ezviG9vPV0cTgsPPLAZioWyY8LkhEkDrslY+1JkkRdTQGbN5Tw4eFby7DDbwwM7zq0Do979gnvbAyP+Dh3oWfG51VV5sC+2rQ/XzyeYGBwatZ7TJbHtmjRSPbbfB4toTMxGUz7fdwuG48/uo3W9mGGR2ZObxAC/IEI7314mROnO2moL+Lgvlp276giL9eJ1WpatoLBmhYJAKo3lbH7/k30tgyy+/7N3PnkbsrqCrHYzCl/aWariYd/60762oZ5/5fH0DIxOJOgtK6Ib/zLxxat9OGNOJ2Wq/sjnUgCnUBgaUUCl9PK3t01GblA3Mjg4BQdnaOLFga6HNB1nYGBKZpbBjl7tpuLl/oYGw8QiyXW1H4wMFhKotEEPb3jXL7Sz7lz3Vy+MoDfHyF2NWLHYPWgKBL799XS2jbMyy+fIrpA/gSKInHgQD0PP7h5zfoQTIfDbmHf3hoOf9qccm7/+HiA48fbqanOXzQTyO6e8bSiT2RZYs/uanLTzFtPF6vFxP49NezYVrFo7ylJUsZFMrNZ5c5DDRw+2jZjWcy2jlGaW4bYuzt1A8PT57qZnJxZTMzJdrBze2XK7V8jFI7d1lQ1HIlz/GQnV5pujdzONH23iZjRdDGrkeNckSSJrVvKefzRbfzsF8fmtCDm84U5daaTC5d6KSnKYs+uKnbtqKK+toDsrMWJtJgPa/rqL0kS7hwHv/U/Po4QgpLqwpQiB6Zr15Pr5Fv/6osAfPLyKSJprKDLikzN5nK+82+eYMuhdUvijOt229I+eBMJHX8gghBiyU6EwkIPP/zBfRnPrX3zrYv89X//KOOla5Yb16IG2ttH+OTTZi5d6qOnd4LoKqgHa2CwUtA0Ha83xOXLA3zyaTPNzYMMDk0ZRoCrHEmSsNnMPPWlnfT2jnPkaOuCpGvV1BTwW988SG6uc9kNWpcSSZLYsrmM2poCzp7rTqmNaDTBydOdPPjAZvLz3WlHaN4OTdM5daqD8fFAym3k5jjZu7tmyQUjSUoKFis95UGSJDauL6ahvpDGK9MbYfp8YT492sb2rakZGAaCEU6e6ZrV6HTPrmoKC+Zuzj4T0WiCKe/skU19/ZP82V99kPZ7ZQIhRMYEVqtF5YnHthMMxXjj7Qt45yAeCpHcZ53dY3R2j/HO+41UVeaxbUs5e3dVU1GWi91uXpK53udZ0yIBJE/W0qthX5m+GRaU5fLdf/cUuUVZfPDLYwz3zlwqYyYcbhs77tnIV3/0EHXbKpfs4piVZU97/wghCAYiJBJ6RqolpIIsSwtyozOpMqt9KBUIRGi83M+HH13hzNkupqZCxqTEwGCRGRvzc/ZcN+9/cJmm5kECgYgRMbDGyM118czX9l71ekm9pN10uF1Wnv7qPqqq0jNNW6243Tb27a2h8XLqtdZbW4dpax8mL8+14Pt4airEmbPdxNKIaK2qyqNhiVMNVhOSlKwUsW93DS2tw9OWZNY0nYuX++gfmKK6an4Ge0JAe8coXd1jM8b+Oh0Wdm2vwpGBagPRaBy/P3Op1QuNEJDIUPqdJEm4nFa++fQ+8nKdvPjKaQaHvPNaiJzyhjl3oZfLTYO88fZFNq0vYf/eWjZtKKG4OAt1CcWCNS8SQObFgevtyhI5hR6+8S8eY8c9G/joxROc+fAyU2N+4tEE2jQXBkWVMZlV7G4bG/bUcteTu9l+1wY8SxzmlZ3tyEjIlT8QIRyOYTLZMtCr5cNqHaILIYhE4jQ1DfL6G+c4c657wXNhDQwMbuaaGejJU5289fYFGi/3G14faxhZlli/voRvPHOAv/6bj267ijdXLBYTTzy+k4MH6pbFKtZyRJIk9u2t5Y03L9CTwsIPQDgc47MjrWzfVrmgJeGEEPT2jtN4uT/lNlRV4dDBemy2hS1dt9ZQVYVDB+p4671LDMxgct7bO8GFxl7Ky7LntUAYjyc4e6GH8YmZo0cqynLYurksI/OfeEIjuKL8xgR6BkOwrgkFX3psOw31Rfz69XMcOdFOMBiZV6RXLJZgdMzPR582c+R4G5UVuezcXsk9d66nsjwXm23xvQsMkWARMFtNbDmwjtot5TzxvXu5crKDjsY+RvomiIaiaJqOoshY7RZyS7KpWl9Cw65qiirycGTZl4VpkMdtz4ia5Q9EiUTiuN2rSyRY+m8o8+i6YHBwkjffvsj7H1xmdNRnrFgaGCwy8YRGR8cIv/rVaY4cayMQmN/Aw2B1oqoKd93ZwMlTHXz0cVNG2qyqzOWJJ3ZgtS6uMfJKo6DAzd69NfT2jad8Lp4/38PA4OSCGhhqms6p051p5V8X5LvYunXxPADWEpUVeWzaUDKjSJDQdI4cb+euQw23dey/kSlviFNnumYcr6mqzPatFeRkO1Lp9i3omjCMcUlekzdtKKGsNJsD+2p5852LNF4ZSElAicU1WttH6Ooe56PDzezbXcN9d69nXX0RtkU0OjREgkVCkiUcbjuOjXaqNpYByQt4PBpHi2soJgWzxYS8TNV7m82EJ8s+a4mTueDzhY0KB8scIZIX/JOnOnn+hRNcauwzxAEDg0VGiKS50nvvN/LiSyfpH5g0xAGD6wghmJwKppVr/nkCwSiDg15yc5Y2cnG5Y7Wa2Le3lg8+vMzERGomyGPjAY4cbaOmumDBFoK8vjAnT3Wm1caePTUU5Lsz1CODG1FkifvuWs9Hh5tnnGQ3tQzS0jbEvnkYGLZ1jNDROTrj806HlYP76zJ23Om6mDZlYi0iSRJZHjv33NnAjm0VnD7bzUeHmzh3oZdgKDrvsXQ8oTE84uPXb5zj06OtHDpQxxce2kpdTQGqKi+4WLA8Z6RrhGvRAw6PHavdsmwFAgCTWSUv15V2O1NTIYIZcBU1WDh8vjCvvHqWP/mzd7l4qXdVCQSKIqNmwJzUwGAhEUIwNOzlb378MT/5u8P09a8egUCSkitZRjh76gghCAQiPP/8CZqaM+cWPjg4xT88e4SheebUrjUkSWJdfREN64pTNh6MxRKcPdvNWJr12mdCCMGFC70MD3tTbsPttrFrZxU2mxFZslDU1RaycRa/h0AgypFjbXOehOu6ztHj7URmMZPesqmUstLsefd1JsSqTbhNnWtiwb13reef/9FD/Pt//TgPXy3fmaon28RkkDfevsj//v+8xku/Ps3YeGDBr9NGJIHBnDCbFfLz0l9d8PvD+H3hJa1wYDA9yZWpEM/+/ChvvnVhSSs1SFLyIpv8+Y1viCxLWCwmbFYTFosJs0XFYlExm1UsZhWzxYTFrNzw99XnLComs4rZpDAwMMUvnj++ZJ/NwGA2hBB0dY/x4598wtFjbUsq0t14/l3/TbLijtV6w3lovuE8vOW36Tfn59Ufk0nh5KkODn/asmSfbSWTSOh88NEV3nu/MaNhvrouOHmqk1d+fYbf+Z27sBjlD2fE5bJy4EAd5y/0pBzO39I6REvLEHl5roxHE0QicU6d7sQfSN1QrqIil82bMpO3bnArkiSRk+3g4IF6rrQMTWuEqWk6Fy710dc/SVVF7m2/i8EhL41X+me8b5jNKvv21OByWjPyGQAUWcZ0G8+EkuIstm8pXxbHkiTBxg0li/JesiyRneVg765qdm6roLtnnNPnujlxqpMrzQOEI/F53eM1Tae3f5K/+bvDNF4Z4Le/dYjqytwFK6dq3AEM5oTFrJJfkH7Ima4nV8g0TV/xZWxWGyOjPv7h2aO8+94lotGFqb89HSaTgsNhwWG3YLOZcbut5OW5yMl2kJVlJyvLgcdjw+mwYLWZr69CKrKMLEtXfz73t5L8+8bXXBMdzpztMkQCg2WJrgva24f5y7/5kPPnFzeKx2JRcTqt2G1m7HYzHo+d/HwXWVl2srOS56LbbcPhsGC1mFDUq+egcvM5qEx3Pt7w9zXBYWoqaIgEKSCEoLGxj5deOkV4AcwrhRC8+34jNbUF3HfPBuM+PQu7dlRRWpJNa9twStuHwzGOHm9jx45KHA5LxvolhGBwyMulS30pRyCpqsLunVV4PKvLP2q5oSgy+3ZV8/pb5+npnZj2NX39k1y81Ed56ewGhrouuNDYx9Cwb8bXlJZksXljaUYjuWRFuu3qeG11Pt//3btvKyYsFksRUaqqCrU1BVRW5HL/PRvo7Brj2Ml2zl3sZXDIS3Ae6dzxuMZnx1rx+sJ8/3fuYuP6kgURYAyRwGBOmM0qRYUeZFlKe+Da1z9JImGIBMuFa87pzz57lLfevrDgZQ0lScLjsVFXW0BFeR4lpVmUFGeRn+8mN8eJy2U1QpEN1hxCCPr6Jvjr//4xZ86kVoN9PsiyRGGhh5rqfMrLcykpTp6HuXkucnOdOOzmZbHqY/AbhBCMjPj42bNH6OuffkKRCSYngzz786NUVeZRX1doHAczkJPj5NDB+pRFAoAzZ7sYGJyivi5zBoa6LmhuHqSvP/XymB63jX37ao3vfhGorMhl6+ZyevsmphV14gmNT4+1cuehdbMaGAZDUc6c7SY0QxSookhsXF9CeWlOproOgElVsN+m+oWuC8wmdUGreawUVFUhN8dJbo6TXTsqGRn1c+5iD0ePt3PmXDe+OZaT1DTBhUt9/PVPPuFf/dNHKCnOyvj5aogEBnNCkiTy8lw4nVZ8vnBabfX2TZBIaICR57YcCIVivPTyKd59v3FBBAJJknC7rBQUuNm0qZStW8qpqsy7uippxWxWjIGIwZpGCMH4eICf/N1hzp5bGIFAUWSysuyUFGexbWsFmzeXUlKcjctlxW63LIoJkkF6BINRXvrVKS5c7F1wj4re3nGe/flR/uhHDxpGhjNgNivs3FnFm29dYHhk5tXb2ZicDHHkaCu1NZkzMIxE4hw52ppWvvL27RUUF2dlpD8GsyNJEvfc2cCHH1+Z0bOruWWI1vZh9u6qnrGd4WEvZy70zPi83W7h0P7Mlze1WEzJiJO+mV8TDMUIh2OGSPA5JEmisMDNg/du4sDeWnr7JvjocDPHT3UwMDh12zG5EIKLl/t58ZXT/O6378CZwTQSMEQCg3mQl+vE7UpfJBgYmCQYimX8YF5KVrJty2dHWnnpV6cWpO56QYGbvXtq2Le3hk0by8iaRxkfA4O1QjSa4JVXz/LZZy1oWmaFOkmCqqp8DuyvY/euatY3FBsl7lYgui44/Gkzb711ccGjvQCEgOMn2ql8NY9vfn0/FotxzHweSZKorSlg06ZSRkb9KU3KY7EEp0938oVHtpGfn745NEB3zxjNLUMpb3+teoPTsXrGaMud2qp8tmwq49jJjmmfDwSjfHq0ld07KmfMPz9zvofJyZmrbdRU5dNQX5SR/t6I1WoiO2v2cop+f5hAMEpuriE4TocsS7hdNjZtKGXj+hIee2Qr7390hXc/uMzQbcxHNU3ng4+b2L+nhr3zqIIxFwyRwGDO5Be4ycqypxXCBsnVkL7ecQoz4HFgkDpCCDo6RnjhpZMEApkrS6koMsVFHu65ewN33LGOstJs7PbM5VsaGKwmdF1w/ER7MtUngwKB2axSXZXHIw9vZceOSoqLPJhMxi1/JaLrgitX+nn+hZNpGdHNl2g0wWuvn6OutoCDB+qNNLBpsFrNHDxQz8lTnfjnGCb8eTo7R7nc1M+duQ1pRxNoms6JEx34vKGU26goz2XjhpIFK81ocCtut42D++s4d7F32gUbTdNpvNxPX/8kFeW5tzwfjsQ4fqpjxnRgWZY4uK8Wtyvzwo/dZr7teH5iMsiUN0SFyDEi1m6DJElUVeTx7a8fYP+eWp5/+SRHT7TP6hXm84d5/+MmdmyrTLl6wnQYV3yDOeNx2ygocKd9gkcicdpnqeFqsDiEQjF+/do5OjpGMtamzWbmgfs38m//zRN8+7cOUV9XaAgEBgazMDrm51evnGZiInP17nNyHHztq3v5d//2Szz+xe2Ul+UYAsEKZnw8wHO/PE5X99iiv/fkZJCfP3eM7p7xRX/vlYAkwfZtFVRW5KXcRjAU4/jxdkKh9MX6iYkg5y/2Ekux6oWqymzeXEZRUVbafTGYO7Iss3tHFaWzpHj09U9y6coAun6rmNzcOjyj8SFAYYGbrZvKFsQLTFVlyktzsM4SbeT1hRka9qIbpVXnjMmksHF9Mf/sRw/xhYe2zirS6rqgtX2YwaGpjPbBEAkM5owkSVRXF2AypXfYRKNx2ttHiMcXz0Hf4FYaL/fz8SdNGXFQlyQoKvLw/e/dww+/fx8NDcWYTIbXgIHBbMRiCT453MSVpoGM5JjLssSG9SX803/8ML/1zQOUlmRfryhgsDKJROL86pXTnDrduWR9aG0b5rlfHGNyMrjgdblXIi6XjbvuTC8K4MzZbvoH0ovSFELQ2TlKWxpGik6nlYMH6o0ogkVGkqCo0M3OHVUzTgajsQQnT3fi/1zkZzyhce58DxMzpBpIksT6dcVUVeUtyL1AkiRqqvNxOmdeENJ1QWPTANGIMe6fK9cqcnncNp756h727a5mtq9vbMxP/8BURvtgiAQG86KutgCTmt6KlBDQPzDJ+PjMuVMGC0ssluDtdy7i96fnL3GN8rJc/tEP7+cLj27D7TZKJhkYzIXRUT/vvddILJZ+rXtZltiypZx/8o8f4sD+OiOHfBWQSGgcPd7GW+9cXNSytJ9H03Q+/ayF995vJJ7iCvVqRlVltm0rT8vob3IyyLFjbWmJMNFogtNnu+ZVSu3zrFtXRHVV6lERBqkjyzJ3HqjDNYtf14VLvQx/rsSh1xvi3MWeGf1s7DYT+3ZXz7rSny411fkU5M+ecnDxUh+TXmPcnwqF+W4eeXALbtfM4+tAMMpEhoXcNRF/qGk6kWCEcCCKbzLI+MAkkyM+wsEI8WgCSZaw2Mw4PXZyS7LIKfTgcNmwOa2YrSZjFeYGystyyM5xEEwzLK6/b4KBwUkKC9NPXzCYH0IILl8Z4GIaNZRvpLg4i9//3j3s31e77HNWhRAr22XSYNUghODYiXZ6etMP45Yk2LKlnD/4wX0romSdEGLB3flXOkII2ttHeO65Y7Oakc2FkuIsLFYT3d1jKUeORSJxXn7lNGVlOezbW2usNN+AJElUlOeyY3slg4NTKe3jeFzj9JluHvvCdvLyUjMwnJwMphVxoqoyB/fX41qAvHWDuVFZkceObRV8+EnTtM/7/BFOn+uivq4ASZIQQjAwOEXTLEaV1yraLOR9wWY1sW1LOZebBmZ8zdCIj5Onuyj+QpZx/ZgnyWiQIvLyXHhnMI/XdUEwFEXXBYqSmf27qkWCRCxBX/swLWc6uXyyg/YLPYz0TRCPJtA1/epAJXkxlyQJWZaQVQW700JFQwn12yvZsLeW2s3l5BZlIRkHNU6nldqaAvr60qvR7PWF6egYYcvm8oyabBjcnnhc48TJjozkQLucVp55eh9791SvmIt+PGGshBksPcFglOO3MSOaK8VFWXz7WweprSlY9gIBJCfACeM8nBWvN8wvnj9OR5r+PQ6HhS8/tZuKilz+vz99N6179/Cwl1/88jjl5TmUlmSviGNtsTCbVQ4eqOPTz1qYmkrNNLC7e4wrTQPccWhdSvv2/IVeRlMsxQhQUpLNxo0ly17sX824nBYO7K3h2MkOwuFbyyHG4xpnz/fw1OM7r1epOXexb9bqVHt3V5O9CJWl9u2u5pXXzxKaoYxjOBzj48PNHNpfR36KQthaxu22YbtNZaJMp4OtSpEgFonT3TzA+88d5dwnTfR3DBOfx0As6A0x2j/J6Q8aceU4qGwo4eBjOzjw6HYKynNQFsD4Y6Vgs5lZv76YTw43pb0SdPZcDw8+sCVZX9VgURBCMD4R4PTpzox4Edx1VwMP3LdpxZiiCZFMtTAwWEqEELS2DdPVlb4Rnd1u5ktP7GTrlvIVM7jXdZGysdpaIByO8drr5zh2vD2tkpiyLHHvPRt44P5N2Gwmvvrl3fzV33w04yD+dgiR9LJ5/oWT/O5378TjMUraXkOSJDZuKGVdfSEnTqa2mu8PRDh+ooMd2yvnXSI6HI5x8nQHwRS/W1mW2LihhIryXEP8WUJkWWbblgqqK3K53Dw47Wt6+ibo6Bxl44aSpGhwrnvG9rKz7OzaXoXFvLBjNEmSqKrMY9f2Sg4faZ3xdZebB3j/oys8+fiOBU1/WI3EY9pt7wfWDEe/r4wRxTzwTQZ586ef8P/88Me89pOP6LrSPy+B4PP4J4JcOtrK3/8fr/Cf//DHfPbaWYIZyuNeiaiqTE11Ph53+oOD1rbh29b/XCmspFvq4OBURlyyCwvcPPrIVmy2lXShF0ua22tgAMkUuLa24YxE86xfX8I9d29YENfqhULThCHWzYAQSRO7X792dtbVwblQX1fIk0/sxOWyoqoKd9+1njsOrUNVUx/6aZrORx9f4aNPmtISMFYjDoeFOw41pCXWnTnbxXAK0QB9/RO0tgylvJLosFvYt7cW8wJPJg1uT36ei53bZy5lNz4RoLV9GF3X6e4dn9XRvr6ukOqq/EURftwuG/fctX7WMovRaIJfv3GOcxd6DBPUeTI4PDVjqgGA1aLidllnNTecL6tGJBBCMNg1yn//X17gJ//xZXqaB0hkwAzqGuFglMZjbfzpv/wHfvZ//pqxgUlEBlZiVxqSJFFRkUdJSVbabfn9YU6d6lgVF4qV9AkuX+5P23xKliXuvLNhxYQ3X0PXBV7v2hX5DJYHoVCMpubBtKN5TCaFRx7aQk6OI0M9Wxzi8UTKNeVXM0IIunvGePa5o4yN+dNqKy/XyTe+fuC6o7kkSXg8dp7+2j7W1Rel1bbfH+GFF09y6VJfRiLSVguyLLF1azmVlbfWsZ8r4+MBTp6c37gokdC4cmWAwaHUF10qK/PYtLE05e0NMocsS9xxaN2MKQLxuMbl5kGCoRiXmwaYmmFMY7Oa2LOziqxFitaVZYkDe2vZsb1y1onq4NAUf/O3hzl3oXdR0s6EEMTiiev5+ploLxSKEYslFm3+EoslOHGqk9FZ7gtZWXby8zLr87YqRAIhBOODU/z0P/2KD54/RiQNZ9fb4ZsI8PpPPubH/+FFBjozV19+JZGX66S6Oj9tY4xoNMH5Cz2rYtK2cqbJ0NKaenmka2RnOziwv27FrTroumB8Ir3Bt4FBuoRCMToycP+oqc5n/friFeMHco1YLMHUlOFy/Xl8vjDPv3CClllMyOaCqso8/PAW9uyuRpZvHuZVlOfy1a/sSTtVYGBgiud+eXzVRANmAkmSKCr0zFrG7nbE4xqnTnfOq0JBKBTj1OmulCM7JAn27a0xKhMtI0qLs9i5vXLG51vbhxkbD9DaNkIkOn3EUW6Ok907qhZ1IcduM/PEo9vJy53Zc0AIaO8c5c/+6gM++axlWu+FTCCEwB+IcKV5kBdfOc2Pf/op4Uj67xWNJvjZL47yixdPcqV5EH8gsqBGvEIILlzq4813L866wFdY4KGsNDuj772yRvjTIITAPxHk2f/8Gp++eob4IoQwxiJxPnrpJIm4xvf+t6+RX7q2DHwURWbXzio+/qSJQCA9Qaa1bZiWlkH27KlZU/twqQiFYwwOTqXdTnFxFhs3lKy470zXBWOjhkhgsLRMTgUZG0sv1UCWJTZsKKGo0LPizsNoNMHEhCES3Iim6bzz7iU++PByWmH8kiSxc0cVj39xx3VjsxtRVZl9e2t59JEhXv7V6ZTTr4QQnD7Tya9eOc3vfvcuLBZTRsNcVypms8odh9bx8cdNs676zUZX9xhNTYPs2jW3CV5//yRNzTO7yt+O/Hw322cJb18uCAG6EEuS5pKMxmHRrrUOu4WD++r49GjrtOPswcEpOrtGaZ9FbN6xrYKiIs9CdnNaNm8q5StP7uKnzx6Z0f9ECEFbxwj/9S/e4/zFXh55cAvVVXmYTcotwuZcEEKg64KEphONxuntn+BSYz8XG/tpaRtmdMzHpg2l6FpmIgla20c4daaT1948T8O6InZuq2DrlnKKCz2YTAqKIqd9rOi6SHqNnOnkpz8/Sv/A1IyvNZsVdmyrwJNhoW/FiwQI+OSVU7z/y2OLIhBcQ9d0jr55juxCD7/1PzyOK3tlhXumy/qGEgry3QQC6Tkve71hjp1oZ/PmMux2S4Z6ZzATY2N+QmmWrwRY31C8IuuwxxMaAxkQSQwM0mFoyEsizZQfu83MuvriFeVFAMkBVjAUZWQ0dRf21Yau65w/38OvXz2btmdKWWk23/j6fvJyXTMOUm02M088vpOOjlFOnOxI+b0SCZ3332+kvq6Qe+9ZWb4YC0l9XSENDcUpiwRTkyHOnu9my5ay295nhRCcPtuF35da+o4kJe/nlRXL37AwGo1z8nQXI2lUcEiV8rJcNjQUL5qQIssSG9cXU1tdwPmLvbc8H09oXGzso3eGaiVWq4l9e2qwmBd/nGY2qTz64Ga6e8Z594NGEomZRR2vN8zrb1/gxOlOtm+pYO/uasrLcvC4bTgdluvi47Vj81r53Hg8QTSWIBSOEQrF8PkjDA5O0do+TMtVv7NAMJq2r8tsCAHDoz5GRn2cOtOFx2OjpiqfLZtKqastJC/XmfwcTivqHEUDIQSRaIKJySC9veN8dLiZoyfb8c3iRQBQUpTNnQfqM34Or2iRQAhBf/swr/73D4nOw9FVliUkRUaWpJvixIUQCF2ga2JOeSbxaIJ3fvYpFeuK+cJ371r2F9hM4vHY2LmzKu3yTADHjrfz8ENbaFhXnIGeGczG+HiQaAbEtIZ16eW0LhVjo37GxtM3izMwSIfRUT96mvGJdruZmpr8DPVocRkYmEo7Cm21IIRgaMjL3/79p/QPTKbVltms8tSTu9iyuey2KSgF+W6+/vQ+enrG00oZmJwK8ezPj1JelkNDQ/GaGgfNhMVi4p6713P0WFtKq966EJw82cHjj22nqChr1tcGAhEuXOhN+b5ut1vYs7t63tUUloJAMMovXzq5JO/92MNbqanOX9Roi9wcJ3t3VdPUMniLeKhpOp981kpghrSU+toC6moKliQVTZLA47bznW8cJBCI8Nmxtlm9ABIJncEhL4NDF3nng0YK8lwUF3nIzXHiclmxWk2oqoLQk6Vzr4kDgWAU71SIiakQY+P+JTOlFiSjdEPhGINDXj471obZrFJc6KG4yENBvpu8PCe5OU7cLisOuyUZMaHISb+EmEYoFGXKG2Z0zM/A0BTdveN0dY8TnSGV5EasVhOPf2Eb5WU5Gf9sK1okiEXivPvzI/S3zSHHWgJProuSmgLqt1dStaGU/NJsHG4bsiITi8TxTwQZ7h2ns7GPzsv9DHeP4b9N3mQ4GOX1n3zM5gP1VKyhG6TVamLnjirefudi2gZUY2MBPvjwCrU1BcZKxALj94czYlpYVLj4IWyZoLNrdMHy3wwM5orXF0rbQMlqM6/YWtOtc7lnrxEikTgvvHiSy5f702pHUWTuvWcD99y9YU7jEFmW2LixlKee2sVP//6zeeXAf56e3gl+/otj/NN//DDZayyqcjokKVl1pL6+kKam6cvY3Y7evgla20ZmFQmEEHR2jdHdk3q1osICNzt3VKW8vcHCIUlJI8A337lI3+cERCGSVQ6mw2RS2L6lYsnvD4UFbr7/O3cjyRJHj7fPaeypaTqDw14GbxAuZTlpvIoQ6IIVYXYeiyXo7h2nu3ccAFVVsJgVVFVBVeXrZrKQjCTTNJ14PCmAzBZ58XlMJoV77mzg/ns2LIiAtWJFAiEEQ91jfPrqmduGbZqtJnbdt4mHvnmIzQfq55QaMDHk5eLRFj745THOfHR51jKK3U39vPvzI3z7Xz+BxWae92dZiUiSRH19IbU1BZw735NWW4mExtGjrdx/30bq6wrXjNCyFIRCsXldgKbD6bTiWAGrDp9H03SamgdTrhFuYJApgoFo2gOdLI992pzz5U4ioac9IV4NiKu51R993MR7HzSmLRrV1hTwzW8cIGsGR/TpMJtVHn14K62tw7z3fmPK7y2E4MTJDl559Qxff3r/ijwuM4kkSRTku9i/t5a2tuGU7rmxmMax423ccWjmEOJEInlPS8ffZM/u6hVXHWUtUVTkYc/uavp+PfcooyyPjQN7a9MqxZkJZFmivCyHP/z9+3A7rbz74eWUVvuT18blLwzMRiKhZbySgyxL3HGgnt/+5kGy0jSinfE9FqTVRUDXBecPN922wkBOkYff+fdf5o/+y2+x/9Ftc/YOyCnycNeTu/nHf/xtvvcfvkZBWc6MFvZaQufwr07R37G2qh1kZznYvbsaawZy0wcGp3jnnYvGBG6Bice1tAejNpsJdYlvPqkwPh6gpWXIqO1tsOTEMpDyY7ebV6Sg2tE5knZY/Wrh8pUBnn3uaNqpFy6nlW98fX9KztYOh4Wnv7qXutrCtPoQjSb41Stn5l2+b7WiqgoHD9STn+dOaXshBE3Ng7MaDQeCEc6e7Up5f7tcVnbvrllxVYrWEjarif17auZlSLdhXQlVaZThzDQF+S6+/zt38/u/fRdlpdlLVo1HklhZpchmweO28cQXtvPD37t7QSN7V95I/yqJWIKT711CzDLhycp3891/9xSPf+9eclJwgJYkidyiLB7/vXv4vf/wVQpKZ873GO4d5+S7F+fV/kpHliXuOLiOgoL0Q5p0XfDhR1dobOzLQM8Wn5UyJErmQafXW7NZXXEl14QQ9PZNZMRDw8AgXdL1I4Bk3vNKG/AkDfp6jfKHJEOFn/35Ufr70/UhUPjiF7ezN8UKQZIkUVOTz7e+eSBtZ2yfL8zPnj1C3wxmamuNmpoCNm0qTXn74WEvlxr7ZxQBRoZ9tLSmXi5zfUMxNdX5K1JsXCtIkkRDfREN9XPzgUqOy+uwLKNoHkmScLttPPXETv6nf/kY99+zEbt98aKuZVmivDSHA3vrMGcgJF9RZIqLPEtSDUSWJWprCvjh9+7hB797N4UFC1vdaMWKBAOdI/S2zJzrpZpVHv/ePdz5pV2oaX6RsiKz/5FtfOVHD2NzzuzAf+q9S4SD6eXnrzQKCt0cOFCfkdJHU94QL7x8ivHxgLESsUCY1PTLsqwYReQGIpE4x461EQisrfPTYHmSCe8VIcSKOheFEIyPBzh+op1YLLNhlysJIQShUJQXXzyZdqqeJMH2bZU89aVdWK2pD7plWWb/vjoefmgLipLe/aGjc5S//4cjTEwG1/x9XJLgnrvXpzyZCIViXLzUSzg8vXnZ2fPdBIOpRV9arSZ27qzCs0BhygaZw+O2sX9vDbY5pDNXVeTSsK44acy+zFAUmQ0NxfzoB/fx7//Hx7nv7g0UFrgXZLJts5koLvJwcH8d//yPHuI//s9P8ZUv7cxI1IzJpPDtrx/g3/yLL3DnwXqKCz0ZiaieCQlwOi3U1xXye799J//Lv3mCB+/dOKfjIV1WbIxRx8VeAlOhGZ/fsLuGB75+EGuGyuqZrSbu+fIezn18mWNvX5g2gmGgc4S28z1sObguI++5ErCYVQ4drOeDDy6nXO7nGkLAxYu9vP7mOZ7+6r41n9e4EJhM6UcBxDKQsrDYDA5Ocex4+1J3w8AASF430x3CZSJlYTERApqaBldstFim0HXB0WNtvPHmhbS/w8ICD994Zj+5uc60hXqzWeHJL+2iuWWQ8xduLbk2V675LNTVFvCVL+9JW3RY6dTXF7FxQ0nK+/TChV4mp4K3rLxGo3EuXuwjHk/tGMrJcbBvT+2Kiwpci0iSxL7dNbz6xnk6u2c2qZRlie1bKyhKIXJ6sZAkCbfLyv49NezcXkl7xwinz3ZxuWmQjs5RRsf9KY0vZUkiK9tOaXEWleV5rKsvZNOGEspLc1BV5aYyipn4DHm5Tu65cz2H9tfT0zvOhcY+WtuH6e2bYGDQy5Q3lLZI6nBYKC/Npq62kG2by9i5vZKsLDvyDaaHC82KFAl0TafrSj+hGVYF7S4rdz21m/zS7IweFO5cJ/d+bR+Nx9vwTdwaLumbCNJ6vpvN++uR1siFV5Ik6moL2L+/ljfevJB2vnc0muDXr56luiqfQwfXGTewDGM2qyhyegFEgUAk7QoJi0ksluC99xsZNeqyGywTLBb1aoJk6oMIny+8osS6QCDCW+9eJLaCrh2ZRghBa+sQz/3yOP40o5ocDgtf++peNmwoycg4R5IkCgpcfPtbhxgde4uBgamU20okNH716zNUVuaxZ3c1cpr3nJWKJEnkZDs4eHAdTU2DKZUpHBicpLNzlNKSm/0mensn6O2bINV5yLatFRQXL58qRYoic989G1jfsDxLYefmOLAt4cJVbo6TndsrZxUJPG4b+3bXYFnmHhPXrlcWs8rG9SWsX1eM1xdifCLI6KiPrt4Jhoe9jI378foiRKNx4nENIcTVKgEqTqcFl8tGXq6TgnwXJUVZ5GQ78HjsZHlsyXS8Bf4MkpS8l9fXFVJXW0AkEsfrC+P1hZnyhhga9jE65mdyKojPFyYYihEOx4jHNRKajtB1ZFlGNSlYLSbcLitZHjuFBW5KirMoLvKQneUgN8eB2awuifCzvI+kGYiEooz0TaDPMCHNK8lmzwNbMn5jkiSJzQfWUVpbiG+i45bn49E4XY39hENR7CvQ/T1VLBYT99+3iRMnOhgeSX8iNjER5GfPHqGoKIu62oJlq4iuRJxOS9rpN6FQNO0B7mIhhKCldYiPDzev6cmJwfLC7balfV3z+SOEI7FFze1MFV3X+fSzFi5eXNtRBJOTQX7+i2N0pumNIssSBw/U8eADmzIaqivLMtu2VfDFL2znb//ucFrXzKEhL8/+/CilJdmUZnDBZqUhyzL79tbw+uvn6LlaDm0+aJrg3Pke7jj0mwhVXRe0d46kLHybzSoH9tdhMi2fKYAsSxQWuCksSM3ocbUjhLjt4kxFeS6bNqbugbFUyLJEdpaDLI+d2up89uyqRtcFui4QQlwVwgQCkJBA4upqenJbWZavLygu1XVGkiRsNjM2m5miQg9CiOufQRcCoQsEVz/LTZ+H5Ke6GukgyRKyLKFcLfu41NfNFSnvBn1hJoa8Mz6/YXctOYULc6FxuG1su3P9jM8PdI4Q9M6cBrEakSSJdfVF3HVnQ8YO6Pb2Ef7bX35Ad894ykq5wa3k5DjTVpmFIKXBzlIwNRXitdfPMTQ0tdRdMTC4Tl6eK+0oqXA4xsAKqBIghKCnZ5zXXj+3pj1BQqEYr75+juMnOtKOAFlXX8TTX92H02nN+CBSUWQeemgLd9zRkPYx2ni5n+dfPJl29YaVjCRBWWk2O3ZUpvxdXb7STzD4m30YjsS4cmUgpXJyAPX1hdTVFhqRmiuIkVE/Zy/M7GEiSXBofx1228pN0702KVZVBbNZxWo1YbOZsdvN2O0WHHZL8m+bGavVhMViwmRSURR5WUyob0SSJBRFxmRKRj5YrSZs1mTfb/48yc9ku/aZzComVUGWM+AflgFWpEgQDkbxTcxcF7ZhVzVKBoyhpsNkMVG3rRJFnX7XjfSOE/KvvYGQxaLywP2bKC3Nykh7ui44f6GHv/27wwyPeNe8AVKmyMl2YLakv3rQ0pK6o/JiEY9rvP9BI0eOtBpCk8GyIiMiQShGR8fyr9YRCET51a/PpOXCvtLRdcGp0x28/vq5tH0IsrLsPP21vVRW5mWod7eSffU9qqry02pH1wUff9LEBx9dzniN8JWELMvccWhdylE/Y2N+Om4o9x0IRLhyZSCltlRVZsf2SvLynCltb7D4CCE4eaaTsVl8v3JznGzfWrEsJpYGq4cVKRLEwjGCvulX600WldK6QuQFquMuyxL5JdlkF0yfyzUx4iUciKy5Sa0kSVRV5fPow9sylrel64IjR1v50z97l67usRWVf7tccbmsZGc50m6nuXmQqVmMQ5eaRELn9JlOXnz5NIHg2l3FMlie5OQ4cKaZkhaOxLh8pZ9wODV384VGCEE0muDNty/w/geX1+z1WwhBR+cIP3/uGOOzLG7MBYtF5ZGHt7J/Xx3qDAsVmUCSJOrrCnn6q3txu9M7Tn2+MM+/cIJLjf1r9hgAqKnJZ9vW8pS29fnCtLQMXR9XDvRP0Z9iFFFOjpP9e2szUmHFYHHw+sKcPNNFODJ9lQuAXTsqKSnOMkQCg4yyMkWCaILwDOFrnlwXTk/6+Z6z4cyyk50/fTpDIqbNWnVhNWMyKTzwwCY2bCjJWJuJhM7xEx38+V+8T1PTQNrGiAvFSrksy7JEdXX6K1DDIz4uXOhZlmKYEILGy3387U8/ZWRk5rQkA4OlwmG3UF6Wk1YbQsCVpkH6ByaX5XmYSOh8criJF148eVOo9FpjairESy+forVtOO2Ipq1bynn8se2LUvlHkiQO7K/lgfs3py1IDA5O8cvnjzOSAc+ilYrbZWP/vrqUvrtYTKOjc/R6KcTLV/pTjkipqy2gprYgpW0NFh8hBB1do7S2Dc/4GqfDwu6d1ThWgD+NwcpiRYoEWkIjFp1eUXNlO7AscO1Iu9uGK2fm1VjvuH/Nhjfn5jj5ylf2kJXB2ruapnPmbDf/9395g3ffu0QwGF12g+Ll1ZvZWVdflHYbPl+YDz9uwusLL6vvIqHpNDb285d//SGtrekPyg0MFgK73UxNTXqh3AD9/ZMcP9G+rKqNCCGIxRJ89PEVfvJ3h2cNkV3txOMab751gY8/aU57Fb20NJtvfP0AhQvktzQdTqeNr3x5N5s3laVVYlEIOHO2i5dePkUotPzu34uBosjs3lVNeXlq4mBH5yheX4hEQudKigsmsixx5x0NmJeRYaHB7ESjCU6d6WJi8taKatcoKc5idxqeFwYGM7EiRQJdF+iJ6S+QNocF0wKX/7BYzdhmCRUNB6OsrGlj5pAk2Lalgkcf3YrZnLlwtmvmV3/9Nx/x33/yMR2do8sqqmAlXZqrq/NxOi1pt3PyZAdnz3Yvm4l4IqFx8lQHf/oX790UmmlgsNywWEzU1BRgTttEVPDe+5fp7Jq5LNZiEwrFeOudi/z4J58wPLx2I3mS4nYXr71xLu2UEIfDwuOPbWfTxtJFLScoSVBU6OFrX91L/gzRk3MlFtN49/1LHDnStqzu3YtJQYGbHdsrUVJIhx0YmMTvjzAy6mNoyJvSfbesLIcN64vTEnwMFpeJySAnTnfO+prdO6syujBnYHCNFSkSCF2f8SajmpQF8yO4hsmizhqtEI8m1qpGgCRJ2O1mvvzkbrZuSS3/bjYmp0K88usz/J//92s8/8IJhoe9JBKaMSGcI5IkkZ/vZsOG9MvkhMIxfvnCCbq6Rpd0/wsh8PvDvPHmBf7kT9+lpWVoTee+Gix/ZFliXV1RRlaF+/om+MUvjzM+HljS81DXBSOjPv7h2SP89x9/zPCIb9kIiIuNEIK+/gme/flRhmapxDQXJEnizjvW8fBDWzJa7nA+779zRyVPPrEz7TQHrzfMc788tmZFXFmWuOuOBjxu27y39fsjjAx76e4em3VVebb33rOrmsJCj7HivEIQQnDsZDv9/TP7T7hdVu44UG98pwYLwsoUCWa5t8iKjLTASruiyLOaviSWUejnUpGT4+Drz+ynqHB6g8d0ECJZIvGnP/uM/+0/vcJLL5+ms3N00Q28dD05Oe3uGaN/cApNXxmrI263ja2byzJifNXWNsxP/u4wfX0Tiz7oEyIZPdDROcpf/vVH/M2PP057QG5gsFiUleVQVZmX9uBO03SOHmvlxZdOLomZqBAQicY5c6aLP/5/3+LlV07jX4MVfm4kGIzy4ounaGoaTKsdSUqWq3vqyd24U5hYZgqzWeWhBzezd08NSppVObq7x/jFL48zMRFck0JBWVkOO3ZUprRtX/8kvb3jKZ1fHo+NPXuq045eMlg8xicCfPJZ64yGhRLJKIKy0uzF7ZjBmmEVXi2kBQ/9lmQJWZn5XYRYGZPFhUSSJLZsLue3vnWQv/qbj/D5whl/j0gkzpUrAzQ3D/LaG1ls2VzOju2VbNxQQl6+C0WWr5cZS3UgLoRAiORvXRckEhpj4wE6u0Zpbx+hq2uU3t4JBgan0i5ttVioV3Mj33jzPINpTqo1TefI0VZ0XfDb376DurqCBa9Xe+27mJwM8t4Hl3n7nYv09IyvyQGnwcrFYlE5sL+OU6c7rxuSpUo0muBXr5whFI7xza8fyEiJxdshhEDTBN3dY7zz3iU+/PAyY+PpufevBmKxBO9/cJkPP75CPM2yf1keO898bR91tQVLulIoSRI5OU6+/vQ+evsm6OxMvfSmpguOn2zntTfO8fRX92JbYA+p5YbTaeXA/jqOHW+ft6Fnx9X9nkq6RkV5Lls2lxsrziuEeFzjyLF2mlpmFhrdbhv33LkeV5qVcgwMZmIVigQLT/Iia1xob4fJpHDfvRvpH5jkpZdPEY0uzCRa1wV9fZP0909x+NMWsrLsVJTn0NBQTE11Pnl5Luw2M1arCbNZRTUpNwkIuq6jaeL671gsQTQaJxpNEInEGZ8I0Ns7TnfPOP39k3h9YYLBKKFQlMQM3hjLndraArZurWBo+GLaIcFCwPET7YyM+PjyU7vZs6eGnGxHxicp10qqDQ5NceZMNx9+dJmOzlEis5QFmg6TScHtsjHlDa3Z3Nh0+Y1ophOJxNHTPIgSCY1INI7ZrKIo8oJPcJcL27dXUlNdQOPl/rTbikTjvPnWBQYHp3jyS7vYsrkMh8OS8UmBEIJAIEpv7zhHj7Vx+LMWBgamSMxzQmy3mTFb1GVdSnW+CAGNjf08/+KJtCs6qKrMo49sY+/emmUzsautLeRrX9nLX/y39/EHUo8WicU0Xnv9HFWVedx5R8OaOd8hGfa/ZXM5VVV5NDbO77w/crQ15fc9sL9uzQkyK5mevnFeffP8jOMbCdjQUMyu7YZhocHCYYgEBguK1Wri6a/uZWIiyHvvNy7opCw5eI0QCETo65vgyNE2AFxOKzm5DrI8dpxOK3a7BbNZuW4elIhrxBMa8bhGLJbAH4jg84bx+sIEApEVKwTMhqoqPHDfRj79rCUj5cl0XdDeMcL/96fvsG1bBffcvYGdOyrJz3Ndf818bmQ3RgXoumB01Efj5X4uXurj1OlOBge9KUUOyLLEgf11PPjAJv7kz95b1SW55rN/hABN04hE4oTDccKRGJFI/Oq/k3+Hr/47Eo5d/zsaTTA84k37GLp4sZe/+usPcTisWC0qFqsJm9WE1ZoU96zX/23CelXwu/Zvi9WEIsvzMuNaLoOq3Bwn99y9nuaWwYxcZ+JxjZOnOmlqHuTA/jruvKOBbVvLcTh+Y1Sa6nmYSOj09U1wqbGPc+d7OHeum8kUJ/hWq4mnntxFbq6TP/uL91eFWCeEYHTMzz88d5TBwam02pKkZLnDJx7fgd2WvslspjCZFO66cx1NTQO88daFeQtDNzI+HuDnzx2jsjKPyorcZXNOLgb5+S727KqmpWVoXpVJQqHUUiqzsx3s2lWd0rYGi8s1EfaXL52ko2vmiB2r1cSjD2256dpuYJBpDJHAYMFxu238zm/fSTgS48iR1kWfdPsDEfyBCN2ML+r7LncaGoq55+71vPnWhYwZ/UWjCU6c6KCxsZ/8fBfrG4rZuLGUmqp8nC4rVosJk0lBUWXkq2kJuv6bKI54PEE0lozgGBycorNrlLa2YXr7JpicDF4tf5la32RZYvu2Cr7723dSVOShoiJ3VYgEQgh8V6NbElrS1FVL6MQTGuFQjFA4Ruj67yihUOyGx6PXn4tFE2ia/ps2ZvhJJHR0Xc+oKV1f/yR9N5gzSZKEqsgoqowiyyiKhKLIyZ/rj/3m3xazit1uwWYzY7cnf2w2M/ar/7bZr/1twWYzYTapv9lekbFYTWRn2VNyHU8HVZU5eLCew5+2cPFSb8b2qd8f4d33LnH8RDvFRVls3FjKpg0llJbm4HBYMJvV5Hl4NWojmVKlo+kCLaETiyeIRRMEg1H6+ido7xilvX2YgcEpvFOhGXNk54KiyDxw/yaeeXofExNB8nKdDK+C8zAYjPLCCye4eDH977GkJJtvffMgeXmuZedEb7db+MpX9tDdM8b5C71ptdXeMcxzzx3j+79/Dzk5zgz1cGVw8GA9b71zcVF8dHbvqqKwYPFKZxqkzpQ3zIuvnOaTT1tmFE8lSeLg/jq2LYA5uIHBjRgigcGCI0kSBQVufvC9e9ESOkePtRnu88sAp9PKE4/v5PyFXvr6JjLadjAYJRiM0tU1xltvX0RVZXJynOTmOnE5rdjtZlRVQZIkElejOCLROH5fmMmpEF5vKKPpKZIEtTUFfP/376WyIhddF2xcX8KpU7OXFloJaJrOy6+c5uNPmm9a5V8pHhnTIYRIRvekmdM9EyaTcj1CwWo1sa6+iD/8gwfIylrcMlKSJFFclMXjj22no3OUQBoh3J9HiKSbvNcbpql5kJdeTvog5Oe7yc5KRlVZrSZUVUGIpN9KLKYRicTwesNMTYWu12XPFIossX9fLd/5rUM4nVYSCZ26usJVIRIc/rSF19+8MK+V4ekwmxW+/GQyXWS5huGXlmTx9a8foK9vkvGJ1H0oNE3w0SdNVFXl8bWv7l10kW4pKS7OYu+eGn796tkFfR+n08LePbXGivMyR9cF/QOT/OKlk7zz3iVis1xHCvJdfOmx7SlVyTAwmA+GSGCwaBQWevjh9+9FVWWOHmsjFjOqQCw1NdX5PPHFHfzdTw8TTDGUcS4kEjojI74lWbmXJKipLuAH37+XutpCJElClmH9+mIURULTVrZgJQQMD/vo7h5b6q6sGOLxpDB1zSXcajGlFTqdLnv21HD/vRt47Y3zCxp6H40m6OubyLgoOBcURWLP7hp++IP7yM1Nrho7nRbq6wo5crR1xZZL1HVBU/MAL7x4Iu0KO4oic/ddG7j3no3LesIsyzLbt5bz+OM7+MUvj6f1uWOxBL9+7SzV1fns3lW9rD93JrFZzezbW8vHnzTh9Wbe2PkapSXZbN9mGBYuNpqmMzzqQ0vo1yO3ZFlClpMRlEIXJLSkp8/YeIDjpzo4erydnr7xWYVZi0XlkQc3s6GhxPhODRYcQyQwWDRkWaKkJJsf/uA+7HYL73/QaAgFS4yiyDz04Ga6u8d4652LqyI3+PNUVOTywx/cx9atFTetzBUVZVFY6GFgYGrpOmdgALhcVr76lT10do1lNO1guSDLEju2V/H937+XkuKs64NbRZGprs7H6bSuyLKJQggmJgL8/c8+oysDIl1tTQHfeGY/Ho9t2U8AzGaVxx/bTnv7MIc/bUmrraEhL//w7BFKSrIpL8vJUA+XN7IssWF9CXW1hZw+07Vg77FzR9WaS+VYDkQicf7kv71PW/sIuTkO3G4bFrOaTHVTZWKxBKFwjOFhH0MjXuJxbU4Rtju3VfLFR7ZhMs1cht3AIFOsOpEgHoszMZyaqdl8iIRmNuoK+sKMDUwiL6AiLskSWXkuFHVlXSgkSaIg3833fvducnIcvPHmBSYng0vdrTWNy2Xl68/sZ2TMx5kz3atGKJAkifq6Qr73e3ezfVvFTStUkiSRnWWnprrAEAkMlhxJSgqo3/n2If78L96/XupsNWAyKezZXc33f/9eykpzbpr8SpJEVWU+OTnOFSkSxOMav/r1GU6d7kpb2HG7rDzz9D4qVoiJnyRJeDx2nv7aPnp6ktV/0uFK0wDPP3+CH/7gXuz2tREa7/HY2L+/lsbL/fOu0jMXnE4rBw7UrYjjabUhgHgsweiYn9Exf9rtSRLU1xbynW8eJNcQfQwWiVUnEnQ29vNf/9lPUU0L+9GGZnEd/eD545w/3MRClkl0Zdn5p//fb5NblLVg77FQSJJEVpadbzxzgJLibJ79+VEGBidX3erZSiE5Qcnie79zN38R+4Bz53uWuktpI8sSGzeW8v3v3cOG9SXThrA6nVZqavI5crTV8MgwWHIkSWLrlnJ+73fv5s/+/D0G0nTIXw6YTAp339nAd75zB6Ul2dNOVoqKPBQWuFdcuoym6Rw73s5bb11IW1g1mxUefXQb+/bWLDujwtmQZYmGdUV89St7+Mu//igtTw1NE3x8uIna2gK+8OjaWCmVJIm9u2t47bVzaYss07FlcxllpdkZb9dg8Skpzubb3zhAQ33RsvUqMVh9rDqRIOQP07bEk5zRvglGFzjn05PnIp5BY7fFRpIk7HYzD9y/ibLSbF546SQnT3UuiJq+UljKy74kSdTWFvDDH9zHX/3NR1y40LukOdrpYDGrHDxYz7e+cYDq6vwZV1EURaa+rgiX04rXt3A5oQYGc0VVFXbvruaHP7iPn/ztYbq6R1eseOrx2Hj4wS187Wt7ycl2zHgemkwK6xuKOXO2a8WUmxVC0N4+wk9/9hkTGYiE27a1gq98ec+KXEFXVYV77t5AW9swr75+Li3B1e+P8NwvjlFZmcu2rRVrYgU8P9/NwQP19PSOZ/Rct1pU9u2tweUyzO1WMrIkUVmRy+9+5w7276k1BAKDRWVtOMQYLFtMJoVNm8r40R8+yDe/cYCyNZKPeCMWi0p9XSF1dYVLatokyzJ1tYX86A8e4K47GzCbV95KTlaWnaee2sUPv3/vrALBNepqC3C5rYvUOwOD22NSFfbtreVHf/gAGzeUrrhBoSRBSUkWv/Pdu/jWNw/OKhBcY/36EtQVlDrn84V5/sUTdHaOpN1WXp6LZ57eR26OIwM9WxrsdjNPPrmLhnXFabc1POLjuV8cZ3xibaQhWiwqu3dXk52d2e+/qCiLrVsq1owR5GrEZFLYvbOKH/3gPg7sq0NVje/SYHFZdZEEBisPWZbIvzpQ2rG9kjfeOM/xk+1MTYVWZRi4LEtYrSaysx1s3VLOnt011NYWUFToWfIQS1mWqKzM5Q9+eB+lpdm89fYFxsYCC+7xkS4mk0JtbSFPf3Uv+/bWYLOZ57RdXp6LstIc+vomF7iHBgZzx2RS2La1gn/xzx/l+RdO8MnhZoLBmX1wlgtWq4ndu6r5ypd3s2lj6Zwn/uVlOeTlOunrX97noRCCaCzBq6+d48iR9CsyOBwWnv7qXjZvKlvRq+aSJFFelsO3f+sgf/xf32Z0NL0c7LPnunn++eN8+7cO4XBYVvS+uR3XvHM2bijlsyMtGYkmkGWJzZvLKDVSDZYMCUgld0iWJWxWE+VlOdx/z0buvmMdebmuFScWG6wODJHAYNlgUhU2rC+hsiKXQ4fW8fa7F7l4sZepqdBSdy0j2O1mSkqyqa7MY/OWMrZuKScv14XNZkKSpGUzEJIkiZxsB898bR/rG4p58aWTNDb2E40tv/QWSUpO9O++az2PfWEbpSU5KMrc96MsS6xfX8Kx4+0L2EsDg/kjy8kw09//vaSvxq9fPUN7x+iyFOxkWaKqKo8H79/MffdtJDfHOa9BrdNppba2cEWIBGfPdvPr184STjM1TpIk9u+r5eGHNi+5OJwJZFlm185qHnloC88+dywtn4Z4XOPNty9QV1fE/fdtXFE+DangcFjYv6+Ws+e6MyIG2mxmDuyvM6IIlhBVldm2pRwhBF5vmEAwSjgcIxpNEE9o6LoOSKiqjNViwum0kJ3loLwsm21bytmxtZLcXAcmVV31x7/B8sUQCQyWFbIsJR1599exdUsZjZf7+fSzFk6e6mRqKkRsGU5Up0NRZMxmFbvdTGVFLhvWl7B+fTGVFXkUFnpQVXnZiALTcc0zYv++WmpqCjh2vI23375IV/fYsvCNUFUZt9vGwQP13H/fRtavL8FsUlLapxs3lKAoEpq2/CZfBmubayavj31hGxs3lPDx4WY+/PAywyM+4vGl9wwxm1WKCt3cfdcG7r6rgcrKvJQmJg6HmYaGIj453LRsPRiEEPT0jPPsz48ylgG38rraAp752r5VlTOuqjJf/OIO2tqHOXa8Iy1BKxCI8twvj1Felk1DQ/Gyvl+miyRJ7NpVRXlZDk3Ng2m3V19XSH1dYQZ6ZpAqFouJbz29nycf28GUN4Q/ECEUihGNxoldLXcoAYoqY7OZcTmt5OY4yMl2oCjLe3y4lhFCcGykm1+0n7/p8VyrnX+08SC51pWbNjYdhkhgsCyRpOTq0p7dNWzeVMbjj01y/GQ758710Ns3zsREcFmlIiTFjaQSnJ3toKIil/UNxaxbV0R2lgObzYzFoq64C3+yZKWLLzyyjT27qjlytI1jx9vp6BxZkggPh8NCaUk2W7eUc+cd66iuzk87HLWw0ENhoccohWiwbJEkierqfEpKszl0sJ6PP2ni3LluunvGCYVii94Xj8dGZUUuu3ZVc/BAHSXF2Wld3xRFprIiD5fLhm+Zmoj6/RGef/EkzS1DabeVlWXn6a/tpaoqLwM9Wz5IkkRujpOvP7Ofvv5JenvTM3Du7h7j5784zh/94QPk5jpX3P1zPmRnOTiwv47mlsG0hDJFkdm7pwaPZ/WITysVWZZwuay4XIbv0WpBAN2BSX7d3XjT4+WOLL67bg+5S9OtBWNFigSyLGGyrMiuZwyzZW2EIMmyhMNhYd26ItatK+KJL+6gs2uMlpYhrjQN0NY2zMRkkERCQ9P0BRMOJElClpM/iiKjqgrZWXaKijyUlmRTUZFLYaGHokIP+fmuVZVHKUkSJpNCSUk2X/nybh56cDNXmga4eKmPS419dHUlows0TcvYarwkJcNXr4XilZfnsHFjKRvWl7CuvoiCAndGQiklKemH8Yd/8AATE4E5baMoMrW1BWm/d6ZQFIlHHtrC5k2lS92VFYvbbcfpXN4DOUmSsFpMrKsvor6ukOERH1euDHDhYi+XL/czMDhFLJbI6HVQkiQURUJVFRwOCzU1+WzaUMqGDSXU1haSnWXPyHVOkiQ2rC/hn/zRQ4RCcwu3djgsZHnsab/3XNF1wa6dVWzcUJJ2W1lZDnbvqlpRZo1zRZYlNm8q45/86CEGh6bSbk9VU4sQW2mYTAq7dlbx2hvn0vJ0KCxws31bBaYFLgOeCYQQJIROREswGPTR7h+nP+BlIhoimIih6TqqLGNVTFhVlWyLnSKbi2K7mxKHG4dqxiTLKJKx8m5gsBBIYjkmON6G0b4JPn31zFJ3Y0mx2Mzc/eU9ONxrUy1OJDSCwRiBQISBgUk6Okfp6R1naMhLIBAhFI4RicSJxxLE4hqJRDK869rg+dqk/8bJv8mkYFIVVJOCyaRgNqtYLSZsNhNZHjvZOU4K8l0UFXkoLsrC6bRgtpiwWlQsFtP19tYCQghisQT+QITRUT8tLUN0dY3R1z+B1xsiHI4TicaJROI3CTi6LpCk3+x/VVVQVQWzScFiTe5Lu91CdraD0tKkf0NVdT452Q4cTgtWi2nN7GMDg9uh64JIJIY/EKG/b5LW9mG6usYYGprC548QiSTPwWg0TiKho+s6miYQ4jfnYVL0TAqf1655VqsJh8OSNPYsy6GmOp+K8hw8HjsOhwWzeflPQAwMVhJCCFrbhvkP//FXDA5OpdSGJEncdWcD//p/eAyLxZTZDmaYqJag3TfOZ0NdHB7qoNM/QSgeI6IliOsamtARgISEIknIkoRJVjArChZZxWO2sj6rgG25JWzKKaLKmU2O1Y4iGT4MBguHLgS/7DjH/3TizZseL3dk8bP7vkm5M2tpOrZArMg7fX5ZDk/9wQNL3Q2DJURVFTweGx6PjdLSbPbsqQEgFkvg9YWZmgrh94cJhWKEw8lBsqbpaLoOgusRAbIsX18ps1pNWCwmrFYVq9WE3WbB6bLidFgMA6DPIUkSFktyf+XlutiwPrm6FoslmJwK4fWGCPgj+AOR60JBIqGjafr1KAFFlbGYkwKLzWbG6bTgclnJzrJjt6+eSAwDg4VCliXsdgt2u4XCAg87d1YhhCASiTMxGcTvC+PzRwgEI8SiCRIJ/bpgKl0TR1UFy1Wh024343RacbtsZGXZsVqX90TDwGC1oGk6zc2DDA97U27DZjNx8EDdshUIhBAIYCjk47n2c7zafZmewBTJR2fYBkFCCBAQ0zWCV22phsJ+mr2jvNLdSLbFxtacYh4tX8+XqjZjUVbk1MbAYNlhnEkGqwqzWSU/z0V+nmupu7ImMZtVCgvcFBa4l7orBgZrEkmSsNnMlNrMUGKUQDMwWAkEg1GOHG1NK1WopCSbzZvKMtirzCKA02N9/L8XP+HMWD9RLTNG1JPRMB8PdtCQVbAsq78YGKxUDJHAwMDAwMDAwMDAYAkQAto7RmhJ0xRz/95asnOWp7u6EIKLE4P8h9PvcHly+LavvzGOcC7TfpfJwqHCKiOKwMAggxhnk4GBgYGBgYGBgcESoGkaR4624Q9EUm4jN8fJ9u0VWJahX4gQgr6gl/9y4WOaJkdued6iqJQ5PDR48lmfXUip3Y3TZMEkK4S1OIFYlKGwny7/BN3+SUYiASajYUKJ2HUBYXtuCQ1ZBUaaooFBBll+VxMDAwMDAwMDAwODNcDg0BQXLvaSSOgpt1FbV0B9XdGynCTrQvBmbxOfDnXe8lyJ3c3Xa3fweOVGyp1ZyLfpf0zTaPeNcXFiiLPj/Rwf6WE0HOBQUTX5q6xGvYHBUmOIBAYGBgYGBgYGBgaLjKbpXGkapKdnLOU2rFYTe3ZV43RaMtizzDERDfF6z5VbHi93ZPFvd97P3cW1c04TMCsKG7IL2ZBdyGMVGxgK++jwTbDBiCIwMMg4hkhgYGBgYGBgYGBgsMiEQjGOHW0jFtNSbiMv18nu3dXLdpJ8YWKQgeDNVRusisoztdu4p7gOk5xa9SiHyUyNmku1K5fl+ckNDFY2hkhgYGBgYGCwShFCENOjeOPj89rOotjwmHIWqFcGBgYAPT1jXLrcn1Ybu3ZVk5+3fCsKtXnHCMRjNz1WYHPyUFkDZkVJq21JkgyBwMBggTBEAgODJSKhJxiPDTMeGyKUCKKJBKpswqm6ybcUk2XKQ5ZSU9gNDBYKTWhMxEYYiw4S0gIk9ASqrOJQXORZiskxFxjH7TKjM9jE33f/8ZxfLyGzxbOXZyr+YAF7ZWCwttF1wdHj7Xi9oZTbcNgt7NldjdVqymDPMocQgrFokJh+c7nDXKuDcmfW0nTKwMBgThgigYHBIqMJjYFwF8fHP6Ar1IwvPklUj6ALDUVSsSl2PKY81ru2sTvnbnLNhcs2jNBg7aALjeFIH8cnPqAj2IQ3Nk5Uj6CJBIqkYpFtZJlzqXVsZF/u/RRYipEMsWBZoKMR1efunC4hERex27/QwMAgZUZHfZw/30M8nnqqQV19IfV1hcjy8hwjCCCh67eUMXSpltuaFC4FuhCEEjFGI0Fapka4MjXCQMiHLxYhoeuYFYUci51yZzabsgupc+eRbbFhlpWMjtM0oROKx/HFI/QFp2jxjtEXmGI0EiQQj5LQdUyyjE01k2OxUeLwUO/Oo9qdS47FhkM1Z6Q/vlgEbyyCLpLfoCrLFNqcqPLNESBCCIKJGMMhPxcmBmnxjjIU8hNMJO8jdtVEvtVJuTOLDVmFlDo8ZFms2BRTRvqpC0EwHmUyFqbDN06Ld4zBkI+JaIhwIo4uBGZFxaao5FrtFNrcVDizqHblkGWx4VTNWBQ15b58fjMhBP54lIGQj4sTg7R6xxgJ+wkm4gghsKtm8m0Oql05bMkppszhIctsQ0kx9WahMEQCA4NFpj3QyGuD/8BQuBedmwcHCRHHn/DiT3gZivTSH+nk8eLvkG8pNoQCgyWlO9jK60PP0htqQxO3HrcJLU4w7GMo0sNApJsvlXyHImuFcdwaGBgYfA5dFzQ1D9LVnbphodmssm1rBbm5rgz2LLNIJP0HZCRulApCiRhCfF46WFoiWpyzYwO829fMJ4MdjEQCxDSNhNCvT5IlQJZkVFnGqqhUObN5qLyBB0vXUe3OQUlTGE/oOj2BKS5MDHBypIfTY30MhwPEtAQJoaPp4qb9KCMhSxKqLGOSFQpsTu4oquaB0np25pVhU9OLMHm1+zJ/fvkzIloyEiTP4uCv7/4aFc7s66+J6xpXJof5Vdcl3utvZSIaIq7raLp+va839tOiqJQ7sri/tJ7vNuzBY7am3D8hBJPRMCdGe/hksIPjIz2MRYLEdA1N19GEQPCb706SJBRJQrn6HTpVC3WePHbmlbEzr5Td+WXYVfO8+2GSletCQURLcGa0j1e6L3F4sBNfPEJc12767iSS/TDJCg6Tme25JTxRuYk7i2vS2h+ZxhAJDAwWkfHoMO8Mv8BAuOu2r02IGM2+8ziUX/F4ybdxqMt3IGCwupmKjfPuyIt0B1uu33BnQhMa7YHLvDP8Ak+V/h4u1WMIBQYGBgY3EApFOXGyg2AwmnIbOdkODuyvXbZRBJCclHnMVkyyTFT/jbg8Hg0xFPbfNNlcKnQh6A1M8Q9tZ3i95wpDId+MdzlBcpVf03SiWoLzE4M0Tg7zes8Vvl2/iy+Ur8dpssz7npfQdZqmRni56yLHR3ro8I1fn5jP2ncEuhAkNJ2IlsAfj9LhG+et3iaerNrMd9btpsjmSvkeHNHiTEbD1/sihGA8EqLCmX09euDlzov8pPkkPYEpbo0Zmb6f3tgQHrOVb9btSKlfQggiWoIjw10813aOk6M9+OKzn0vi6na6EMTRQYNAPMZQ2M9nQ51szy3lTw49mZJIYFdNKMhMREL8fetpnms/x0jYP8txJEhc3R9hLc57/a2cHO3l4bIG/mDjwTmVA10MDJHAwGCR0IRGo+8U/aFbawXPhI5Oo+8Uu7Lvot61eQF7Z2AwPbrQaA1cnJNAcA2BTpPvHL3ZbWx071rgHhoYGBisLIaGvZw9151WG1u2lFNWuvzNRSud2dhUM9FY+PpjY5Egx4a7KXMs7WRIF4LmqRH+84WPOTrcNaeJ+edJCJ3Lk8P85/Mf0Rf08nsNe/GYrfOamAcTMX7WepqXuy4R11NPP4HkZHg4HODvW08zGQ3zL7fdQ67VkRGDR00IxiLB633+actpftJ8gvHo/Hw1JGBXfhmuFFfNJ2Nhftl+jr9vOc1wODCjODEftuQU4THbUtrWppjxxaP8svk4L3RcwH8bwWI6vLEIL3ddIpiI8a+330epw5NSXzLJshcJxNVQkYSIo4kECT1BIOFlKj5OMOEjpAUIJQJE9DCaSFz/AZAlBRkFRVIxy2Yssg2rYsOq2LGrLtxqFk7VjVm2IEsqipR8rYxsrHwZZJxQIkCL/+K8c30jWphm/3lDJDBYEiJamFb/pXnltAPERYwm/znWu3egkJ6DtYGBgcFqQdcFhz9tYXw8kHIbVquJO+9Yh822PA0Lb2RjdhHZFhtTN4gE/niUX7SfZ0deGXXu3CUZcwshuDI5zP96+h3OjvXfMtG0KSpOk4Viu5tsiw1VVgjEowyF/ExEQwQTsetpCJCMjvhx8wmEEPxgw/55TYCdJjP7Cip4s7fpFpHALCtYFBWbaqLA6iTLbMOmmojqCcYiQYZCfgLxKLHPbRdKxPl1dyM17ly+s243ViX9KV9C6IyEA0QScZ7vuMBfXjl6fUIsAWZFxSKrmGQFi6IgEEQ1jbiuEdM1YloCAXjMNrbkFGOR5zc2EEIwHg3x541H+GXHOUKJ+LSvu7bPTLKMWVZRZJmoliCh6ySu9eWG/ZVjsXN3SS32FNMzZAle6rzAc23nCGvxq/tDwq6a8JitlDo8eMxWdCGYioXpD/rwxsK3iFJxXePt3mZK7G7+5bZ7MM1z/2SaZSsS6EK/LgZMxkbpD3cyHOlnIjZy1VE7joaGLnR0kfydXOUSN6x2JUujSEhIknx18p/8fU0QUGUVm+Ikx1xAnrmQXEsh2eZ8XGoWLtWDXXUhSzJGkRWDdInoQUai8y91JNAZjPSgC91wjTdYdKJ6hKFob0rbJo9bDUUyRAIDAwMDgOERLydPdqRlWFhflzQsXAkLWkV2F3vyy+n0T9z0+IWJQf6s8TP+aPMdVLtyFj2iYDQS5E8aP+Xc+M0CgUVW2JJTzMPlDewvrCTX4sAkJxcPNV0nlIjTPDXCqz2X+XSoE2/sNwJ6OBHnF+3nKHN4+GrNNtQ5GtEpksyhomoasgo4NdqLIkkU2lxJY7vcYrbnllDtysFtsqLIMrIkIYQgruv0B72829/C271NdAembmo3oiV4qfMC95XUUefJS3ufabrOaCTAkeEuftJ84rpA4DFb2ZpTwv6CCjbnFFFid2NRTYAgGI/RF/RyeXKYi1dNDXMsduo9+fM+fkOJOM+2nZlRIHCbLGzKLmJXfhlbcoopd2ThMJmRJYmErjMVC9Ptn6TVN0rjxDDdgUkGgl7qPXlszy1J+Xxqnhrl8uTwdYHAppjYU1DOYxUb2JFbisec/N4QSaFlMhrio4F2Xu2+TNPUyE3HX0LovNXbzINl69iVX76ks89lIxIIIdDRiWgh+sOdtAUa6Q21MxIdwB+fREdPpdXrsgHiqkXctBEpSRHiGqpkJsucS44pn1xLIcXWCirsdeRaCjFJZhQpdQdMg7WJQBDTY/jjUyltH0z4iOtRLEpqoVAGBqmSEHF88cmUtg0l/ET1CCZ5/jl+BgYGBquNRELj+PF2OrtGU27DYlHZt7eWvLzUc80XE7Os8ETlJt7tb2Ey+ptoAk3ovNFzhf6gl+827OHOoupkPj8s6Oe6ls/+D21n+HiwA+2GaACXycLTNdv4bsMeiu3uGYWLCmcWB4uq+HVXI3/a+BlDYf/158ajIf6u5RTbcktYn1Uw589SYHPyeOVGNF3nnpIa9hVUsj6rANdtPA6K7C525JVyqLCK/+v8h1yeHL7p+b6gl0+GOqjNQMSGJnROjPTy2VAX/UEviiSxNaeE32nYwx1F1WRZph+jNmQVcF9JHREtQYt3FF8sSondPa/31oXgg4FWftZy+haBQJFktuUW8511u7mjsJocq33aNirJZltuCZA0z+z0T3BpYogci51sy/TbzIXJG6Jkci12vtuwh6/XbifX6pj29QU2J3WePO4sruE/nX2P4yM9N0Wl9Ie8vNvXwuac4oxEgKTKshAJEnqcsdgQ7YHLnJ86xmh0gJAWuJ42sOj9ETHGooOMRQeRAhJm2YpNsZNjzqfKsZ5qRwMFllLcphxM8vIP9TJYHuhCIy6mD426/bY6cRHDgiESGCwuutBJ6Gkct3rqxlwGBgYGq4nRUT/vf3iZaDT18W1RkYdDh+pRlJURWShJEttyS/hG7Q5+3HziphDrhNA5M9ZHl3+CfQUVPFW9hS05xeRZHQsaWXBlaoRftp8jekNfTLLC12q28cONB8mx2mddwZUkCafJwldqthLS4vzxhU+uryIDtPnGeKO3iSpXzrwqDDxVtZkHSuvJttixzKOsoixJHCis4g82HOR/Pf32TR4B4UScc2MDJOp0TEp6UX2aEJwe60UXyX1wsLCK/2H7vaz3FNy2fJ8kSdhUE1tziq//ez4Mhnw823b2Fv8Dkyxzb0kd/2zLXdS58+ZcRtCumtmUXcT6rIKbJujpYFdN/G7DXr7bsAfrbb53RZJZn1XAjzbdQV/gdXqDU9ef04Xg5Ggvk9EQxfMUUzLJkokE17wGxqNDnJr8hEu+k4xE+udsjLVYCARRPUxUDzMVH6cj2IRJMlNkLafCXke9awvVjvXYFDuS4WVgMAsSyVSXz5c9nAuyJKFIy0LTM1hjSEgpp7lIkmwctwYGBgYkx72HP2uhpWUorXYOHVhHSfHSVwWYDw6Tme827KEnMMkbPU03hVcLkqvvb/Q28clQBztyy7i3pJY7i6opd2ajXg2vzxQCeKnzIsPhmz0htuYU89vrdpNjsc05xNuiqDxRuYnDgx0cHvpNRLImBG/3NvPlqi1Uu+duLuk0WXCaLHN+/Y2ossy9JbW83FXChwNt1/ewIDnBnoiGKLSnXyUrricju9d58vhX2+5hY9b80l5SmSfFdY2PBzs4Nz5w0yxRAnbklfFvtt9PhTMrpbYVSUbJ0OF1d3Etz9Run7MwJEsS23NLuL+0nr9tOXnTcy3eUSaj4bUnEggh8CUmueg9wYnxDxiJ9pNYoqiBVIiLGL3hdvrCnZybOkq+tZiN7l3szLqDLHPuUnfPYBkiIV31v7AT1Py33+BzmGUrZnn51E41WDsokoJNsRPS5m+yZZbNRoqMgYHBmkcIQU/POO+915iWF0F+votDB+tR1ZURRXAjuRY7/3zr3VgUlbd6mwkmbjVxDsRjHB7q4PRYL3/feppdeWXcX1rPppwiCm3OjBi5dfsnODbcddNjDtXMFys2UOJwz3uimWux80DpOk6O9t4UJTEU9nN6rHdeIkG62E1mduSVcnio4/pkHpJGkb54hEIyU0rbppj4Vt0uNsxTIEgVbyzCu30tN0V+AGRbbPxew96UBYJMkmd18FT1lhlTLmbCoqgcKKzkH9rO3GRaGUrEGQz52JhdmOmuzplFFQmuRQ/0htr5cOQVLvtOp+g1sDwQ6AQ1H8Ggj75QO2W2akMkMJgRi2wlx5xPMDw/kUBCotBaZpi/GSwJJtlCrrmQ8djIvLctsJShGpEEBgYGa5xwOM7rb55Py4tAliUOHqijqjpvySdEqSBJElWuHP79zgep9+Tz05ZTDIR80742lIjT6Z+g0z/Br7sb2ZRdxL2ldTxS1nDd5DCVfSCE4NhID4Ohm8dheVYHd5fUoqQQNafIMptyCsmzOugLeq8/Hk7EOD3Wz1eqty7q91XjykWRZOI3zK9iWuKWCXY61Lpzubekds6h/enSE5jkwsTALY/fWVTDnvzyZXE+VLty2JtfPu+oF/mqSWW+1XHL+TAaTr0CSiZY1NFbVI9wfuooH468wnhsBLGCBYLPU2Gvp9BattTdMFjG2BUX5fY6+sKd80qrMckW6p1G+UODpcGm2Kmw19MauDSv41aRFNa5tiCz8la8DAwMDDKFEILTZ7p4591LaFrq497CAjcP3r8Zq2Vle2G5zVZ+e91u9uaX8/P2s3w61JmsdT9DXnhM1zg73k/j5BAvdVzgwbJ1PFm1mRp3LuZ55O1DUnw4Pz5wk38AwLqsfApszpQ/U5kjC4/ZdpNIoAlBX2AKbywy79XldHCbLbdUZNOFuMmgMV3uKK6e0ZRvITg92n+LWaFdNXF3SS3ueZSaXChUSWZrTjGuFFNF7Kpp2m2ni7ZZTBZt9BZOBPlk9HVeG/wZY7GhVSUQKJLKevcOnKpnqbtisIyxKFY2eXbP+zipc26k2rFhgXplYDA7JtnMevd2skzzK59UaV9HvXMLklG208DAYA3TPzDJz587is8Xvv2LZ2HfvlrWrStaFqum6WJRVLbnlfIfdz/KHx/4Et+s20mFI2tWL4CYrtEVmOSvm47zg8Mv8JPmk0x8zsTudkzFwrT5xm55vM6dh5pGtGaW2YpNvXXddSoWYSqW3vc+X0yywucPkeuV3jKAVVFp8BQsmuu+AK5MDRPXbk7TKbG7WZ9VsOilM6dDlWU2ZqeeemGSFSzT7M8bU0aWgkX5hgMJHx+NvMrR8XeI6pHbb7DCyDbl0eDaaoSDG9yWGscGdufczWdjbxO7zbkgIVNur+H+gi/jUDOTR2ZgkAplthr25d7Hx6OvE56DN0GJtZKHi57GbVpZ5loGBgYGmUIIwfh4gL/76ae0tg3ffoNZKCp08+ADm1dMRYO5YlYU9hZUsCm7iG/V7eDEaC8f9LdyZWqEiUiIhJh+ktQX9PInlz7l9GgvP9p8B5tziuaUKuCPR+m/YbX/GhLQ6htNKd0AQIjpJ3ShRIxgPP3VYCEECaETSSSI6QkSuo4mdDQh0K/9oKMLQW9gKmNu/dORZbZRZF+88pvBeJShkP8ms0uAfKuTUsfyWJxVJJlyZ1bK20vSwpb9TJUFFwkiWpjPxt5atQKBhES5vZZia8VSd8VgBWCSzdyT/ziKpHJi/AN8ienrz5slCw3u7dyb/wTl9tplefEwWDuosolDeQ+jSCpHxt5mMj4O06xKqJKJWudG7i94imrHeuO4NTAwWLOEw3FeeOkUH350BV1PfdJmMik8+MBmaqoLYM6++ysLh8nMOk8+9Z48vly1hYuTg3w00M4ngx20esfQphELwlqcDwbaGIsE+Z93PciOvNlTfoUQBOMxxiO3Rh/85ZWj/HXT8bQ+Q0K/1ZAyoes3mdHNByEEE9EQ7b5xOv0TDAR9DIX9TEZD+GIRwld9BmJagpiuJf++4fdCYVVNOFTzgrX/ebyxCIH4zaWUJSTybA6ci9iP2TDJCtkW+1J3I+MsqEgQ1+OcnfqMT0ffyrhAIKNgkk2okglZUlAk5aYShAJx1ShRRxPa1Z8ECT2eUgm6mVAlE1s8+5CNKAKDOeJQXdyX/wTrXdtoCzTSG2rHF58kIeJYFQfF1nLqnZupcqzHqc7fadfAYCGwKQ7uyHuEWudG2gOX6Qm14o1PENNjWGUbhdZS6p1bqHaux60uvdOwgYGBwVIghGByMshLL5/itdfPpiUQAFRX5fPII1uxWFa3CawkSUhIOExm9uVXsDO3lK/VbOPESA+vdF3iytQI/s9NFgVwcXKI/3rpU/7j7kcoc3hmvff44pFpoxM0IdBE5ifWutBvWQGf/fWCQDxK4+Qw7/e3cmasj+FwgIloKKPGg+lglpVFSzUACMSjRD7nIaFIErkW+7IZZ9gUFXUVplYu6LfcE2rlk9HXCevBjLTnUN3km4vINueTbc7HY8rBrWZhU5xYFRuqbL4qFkjoQiMhEiT0GCEtSFgLEkz48MYn8SUmCSS8eGMTTMXHiejzy2m6kWJbBeX2mox8PoO1g1mxUmlfR7m9Fk1oCJG8jVyrSa9Iasq16Q0MFgqTbKbcVkuprco4bg0MDAw+hxCC/v5JfvH8cd599xKxNModQjKK4LEvbKOocHmEVS8WkiRhVlRqXDlUOrN5oLSed/qa+UX7ea5MDd9kwqcLwZGhLl7vucLvNuzBPMMEVsAt5nfLCSEEF8YH+EX7ed7rb2EqFpk2gmKpkSVpUX0AYrpG4nOpHLIkYV8mUQSQ9CRYJnpFRlkQkUAg8Me9fDz6GmPRoZTbkZFxqG5KbVVscO+kxFaJx5SLU3Vhkm9175xT34RAEwnCWoiQ5ieQ8DEZG6Mv3EFfqJ3J+DgRLURMj9zW5ENGYaN7Fy41K8VPaLCWkSQJBRXFKBFnsIIwjlsDAwODm9F1HZ8vzJmz3bz8q9M0twySSKQ3wZNliQP767jj0Lpls2K62EiShCpJ5NucfL12BwcKq/jzy0d4tfvyTWH8CaHzWvdlvlCxgYpZcsM/P9m8hk0xoS5AOT+HyTInn4OIFued3hb+4vIRWryj084+TLKCXTVhVVQsiorLZMVlsiQfU03YFBWrYmI4HOCjgbYZ/RxWGkm/hVv3SKr+EQuDlNKcdLmzIKM8XWg0+8/SHricchUDp+qhwbWNndl3UG6rxaJYkZlfqZPpSF5wTLhkDy6ThwIhEA7B1qx9JPQ4E7FRekKt9IRaGYr0MRodmDFVwmPKoc65yRgsGxgYGBgYGBisMTRNZ3TUz5WmAT7+pImz57oJBCJkwjeuqNDDl5/aTVbW6st1TgVFlql25fDPttyFNxrmg4G2m6aO/SEvZ8f6ZhUJTDMIAd+o20G9Z34VfOaCXTXf1lxPAB/2t/N/nf+QwZDvluc9Ziubs4vYnFPExuxCKp3ZFNpcWBQV+WqKhiRx/fcngx18OtRBIo1ym8sJRZJviVwQQGIB0kMMbmZBZrfe+CTHxz8gqs+/7IciqVTa67kr/4vUOTdhVRa2tui1HCizZMEsW7CrTsrs1ezR78UbH2c40k9n8AqtgUtMxkaJaCF0dCQkyuw1lNqq16zCa2BgYGBgYGCwEhge9vLZkVYsFpXioixyc53YHRZURUaWZWRZQpYlJDm5Jnjd40oIhEhGC2iaTiymMTEZoL19hObmQVrahuntHScUylxNc4vFxOOP72DTxlJjjHkDkiRRYnfz3YY9XJocYjj8m2o7wXiMSxNDPFG5adp9JsGMhnv7Ciq4v7R+0cvpCSHo9E/wl1eO3iIQqJLM/sJKvlm3g115ZeRaHXPqn1lWVtWatllRMH3O900IgT8WnWELg0yxICJBR+Ayg5HeeW8nSwpbPft4oPDL5FuKl7S+tkk2kWcpItdcSL1rE4cSj9AbauOy7wy9oTa8iUk2undikpdPToyBgYGBgYGBgcGtTE2FePX1s4yO+lFVBVWVsdvMeDx2XC4rNpsZu82M2aKiKgqKKiFJEomETjyWIBCIMOUNMzLqw++PEI3GiUYTaBlesZVliYMH6njgvk2rruRhJpAkie25pZQ5sm4SCRJCZyQcIKHrmJTpzcTdZitmWbnF/X8yGkIIwWInlieEzlu9zTRNjdz0uCJJ3FFUzb/ZcT817px5hdbr4nbJ0isLl2rBqppuekwTOuPRELrQDR+kBSTjIkFMi3DJe/K2NeA/j3JVIHis+Jt4TLnLRjmVJAmzZMVstpJtzmOjexej0UGGIr3UuzYvdfcMDAwMDAwMDAxugxCCeEy7acV/giB9/dOXIl4qamsL+ebXD5CT41jqrixbHKZkGP+Zsb6bJsQhLU5ET0wrEkhSsnJCoc1Fb3Dqpud6AlNoQrDYdcrGIyE+GWy/RbQocXj4w02HUkqBCCRiq0okyLLYcJssNz0mgJFwgMlomFyrcZ4sFBmXX4aj/QxGem5r+vd5ymw1PFD4lWUlEEyHKpsotlWwLesADsW91N0xMDAwMDAwMDBYBeTnu/jm1/dTVZ23rMfCywHLNEKALpLlz2fCY7JO61nQNDWy6DnuQgi8sTAt3rFbntuTX05DVn5K7U5EQrPug5WGVVEpc2ahfO58GAkH6AlMLU2n1ggZFQmEEAxFevHGJ+a1nVm2cGf+YxRYVk7ulSzJK6avBgYGBgYGBgYGyxeXy8rXn97H/n11KAvgtL+aEEIwFY3cshxpU9QZSyACZFtsbMguRP5c1n6rd5TeJZhw+mIRpmK3+rdtzi7CMsvnmAkhBM3ekVVT2QCSESBbcoowyzfvj6Gwn4sTgyR0w8BwocjoVSimRxkId5EQ86tDWuvYRK1jQya7YmBgYGBgYGBgYLDssdvNfPEL23nowS2YzYsd9L7yGI+GGAh5b3pMkWTybU4s8sz7zyQr7M4vw2O23vT4WCTEhwNtM5ZIXCiiM0xwsyy2lEwUR8IBmqZG0VdRJAHA9txSsiw3f2dxXeO9/lZGI8El6tXqJ8MiQYThSP+8tjHLFja6d+JUPcbKvIGBgYGBgYGBwZrBYlb5wqPbeObpfTgcFmMsfBt0IfhsqIu+4M0igV01sSGrcNb9J0kS+woqqXHn3vR4WIvzavdlOvzjixqq71DN01YiiGmJeZfRTOg6Hw600eEbz0jflhOlDjd78ytuefz0aC9v9zavOlFkLgghiCU0IvHEjD9xTUvreM6ocWFcjzEZvzW3ZjacqocqR4NxUTQwMDAwMDAwMFgzOJ0WHn5oC994Zj8ul/X2G6wwYlqCiJbAabJkpLygEIIW7yg/az2NL3azQXqBzcnu/LLbtuE2WXiyajMXJgaI3xA50OId5cdNJ/hnW+6i0O5Kq5+6EDeV0ZwWScKmmnCaLPjjN5fza/ONk9A11HmknTR7R3mu/RzBROZKcS4XnCYLD5c38PFgx03pGWEtwc9aT1PtyuFQURXqLFEkqw1vJML/+c4nXBocnvE1j25cx+8d2I3VlNp0P6ORBFE9gj8+Na9tnKqHfEtxJrthYGBgYGBgYGBgsGxxOa0887V9/PZ37iQ727EqF8s6/RP8p7Pv8Vz7Obr9k2i6jrhqLjifFU4hBJquc3lqmP/r3Aec/lxVA4AHStdRYp+Dobgk8WDZOvYVVN70sCYEr3Q38v9eOkx/0DuvPl57rS4E3YFJftF+jhbv6KzbSyQFi9rPRTUAHBnuYjgcuO37X3vfbv8kf3zhYy5ODM6pvysNRZI5UFjFwcKqWwwMO/wT/P/Ovsdbvc3E9bmvnN/4nXljYfoCU4uebpIOmi7om/LSOjo+48+wP5BWlEVGIwnCegid+RlIZJvzUGXT7V9oYGBgYGBgYGBgsIJRFIma6gK++pU93HFoHVbr6h0DB+Ix3uxp4vWeJgpsDho8BezMK2VrbgkFVid2kwmHasaiqCiSfD3aQAhBQuiEE3EC8Sj9IR8fDbTxRk8TfZ8rXygBm7KL+FLVpjmZ/UlAntXBP9p4kMGQj/YbwvOjWoKXOy/S6h3lq9Vb2VtQQY7FjsNkRr1qWH5tYhnTNcKJOKFEjMlYmMuTw5wc7eX8+ABDIT//9/7HWOeZvUJBtsXOzrxSLkwM3jSZa/OO8ReXj/CjzYcotrtRpFvXdHUhmIqGOTXWy19dOcaF8UEEJE0ZJVZdCL7bZOF31++hzTdGi3f0pufafeP8b2fe5ZOhDp6s2kyVMweP2YpVVa/vuxuPqVAiji8WoTswyYmRHk6O9nJncQ1/sPEAqmxeio+3LMlwukF03jk0LtWTyS4YGBgYGBgYGBgYLDvsdjN3HFrH15/eT0VFLrK8sNEDmq4zFY4w6PUzEgjii0TwR2PEEgniWnJVX5FlVFnGalJxmE04LRay7VZy7HbynQ7sZlNaUQ4CCCVidPljdPknebuvGZMsU2x3U2r3UOJwk2OxY1NNWBUTsgRRTSOYiDEU8tMdmKRlapSwNr0pepHNxR9uOsQ6T/6c+ylLEvsKK/nDTYf438+8x1g0dP25mK5xZqyfc+MDVDiy2JhdSLkzC7fJiirLRDWNqBbHF48wGPIzEPTRE5gk8Pkw/znMh2yqiUfK1/NmbzODId9NfXix8wJ9wSkeLmtgU04RuRY7siQTSsQYiwRpnhrl+EgPnw13Ekok940E3FlczVDIT/PnJtIrnWSVg2L+8eY7+A+n37nFsHAsEuSFjgu83n2F9VkF1HvyKLS5sJtMSEhEtASheJSRSICBkJ8O3zjjkeD1r2lrbvG857CrnYx7EszprLgBk2TJZBcMDAzWMEIIYnqUqB4mooUJJnz4EpN445P44pMEEl5iepS4iJHQ4yT0GEICGQVFUjDJZiyyDZtiw664cKoe3KZs3KYs7IoLs2zBLFuwyFYUOaOXT4NVihACgSCihQhpAXzxScZjw4zHhpmKjRPVwsRElJgeRQiBKpuwKnYciguPOYc8cyF5lhJcqhub4sQiW+c9YJczm1m4bBFCEBcxwlqQiBbCG59gLDqENz6BLzFJWAsS1cIkRAIhdFTZjEkyY5LN2FUnWaZcsky5ZJvzcZuysSkOrLINRVJXZSi4weLhcllZ31DM41/cwZYt5bhd8z+Pb4cQgmhCYywYpHN8kjO9/TQOjjLk8xOMxQjF4sQSGjFNQ9N1dCGSK8+ShCRJqLKESVEwKQpWVb0qGpgpdDmozs1hfVE+dXk55NjteGwWLGrq50Vc1+kJTN1S534+q+AyEuXOLP7Jlju5p6R23p4HEvBIeQO6EPxZ42d0+SdumsHoQtAVmKQrMHn9/SQpmZaQSbbmlPBU1WZ+3HyCiJa4/rgmBEeGuzk7NkC2xYZNNSGR3HfhRJypWJjYDdURTLLC/aV1/NGmO3ix88KqEwkg+RnvK60nrMX588Yjt3xnkDShPDvez9nxpJH+teNitUVWLAYZHeXK04TD3A4xT1FhrTIeHeaK/yyaSNz+xVfJNxez3r0jpe9lIdFEgu5gK73h9jlvo0gqtY6NFNtudTddaMajwzT7zxMXS2MGk23KZ717G2Z59ZkaZYpwIsBApIehSC8jkQFGon2MRgcJJLxXbwzi6n8wFyFTuuo3nPwtIUsydsVJljmPXHMB+ZZici1F5JmLKLCUYFXsy24SMRkbo9l/jqgeuf2LFwC3ms0G9w6sin1J3n85kNDjDEZ66Ao20xtqpzfczmRsFF3otz0erx17EhKqrJJvKaHcXkulvZ4qRwO55gJkaW4mTas9fFIXGmPRIXrDHfSFOhgIdzMc7SOsBRFz2Ndw4/4GWVJwm7IdPOYNAABn0ElEQVQptlZQZC2n3F5Lub0Wt5q97M5zg+VNdraD7dsqOHigjj17anA5k/fxTB9H0USCiwNDfNLWxSftXXSOTRLTtDlNjHQhQAg0HaKJW1OGLw2CLHUiSxI2k4mGgjw2lxaytaSIrSVFlHhcKPMw2Ju1L4g5rTWqksyhoiq+v+EAe/LLpg3HnwsWWeXJqs0U2Jz85eWjnBjtucnMMJW+ASiShDzHfWJWFL7bsIexSJBXuhuJajeP88NanHBo9tLyJlnh8YqN/LOtd1Fsd7MxuwiLot7S1mrAqqg8UbmJQpuLP288wqnRXhJiZi8BQxxInYyKBKp0NSRpHt9HTA/f/kUGDEX7eHPwOaLz2F/bPPtpcG8jw/6UaaPpCS77TvPR6Ktz3sYiW3m85NtLIhIMRXp5e+iXBDX/or83wDrnVqocDYZIcBUhBDo6wYSfgXAXrYFL9IRamYiNEkh45yWkzfge16cUyd+60PAlJvElJukJtQLJY9KhunCpWRRZy6lyNFBur8WperApDmTkJZ1QjEWHeGf4BXzxySV5/wp7PZWOdWtOJBBCx5/w0RVs4oL3OD2hNrzxiXkfl8ljL/n/mK7RH+6kP9zJ2clPyTbnU+vcyDbPAUpslVhk28zHmgQmyYSCgjZPz6DlyrVrQCDhpTvYwiXvSfrDXUzFx1IWxW7c37rQmYiNMBEbodF3GofiJMdcQJVjHZs8eyixVmJT7EjLTIA3mB2n00pdXSFIEuFwjGg0TiyaIKFlxqxMVWWsVjMOh4Wqyly2batgy+ZyKipycS5AacNrkQOXh4Z56dxlPu3oZsQfyPhKNyQnWroQ+KNRTvX2c6q3H5fFQrHHxbbSIu6tr2FPZRkui/mmz1npyub31u/lw4E2BkN+/LEoUT21e7RJlnGbrNR58vhS1SbuKqql2O5Ka79KUlIYPFhYSY0rl7d6m3it5zId/gkCsWhSGJhLO4BdNeM2W9iUXcQDpevYk1c+537kWuz8q233UO7M4oWOCwyGfDdFCcyERVGpcGbxdM02nqjcRJ41aYBZ686l0Oa8JVJjtWCSFQ4WVlHlzObd/hZe6WqkOzCJfx7fGSTFJrfZSrnDw578CkxrqDrCXMioSGCW55864It7b/8iAwMDA66tGA7TFrjERe8JekPtxPTovA1TM0FUjxCNRZiIjdITauf05GEcqpsKey01jo1UOuopspZjkszG6uMaQCCIaVHago2cHP+A1sClZApBhqPlonrkasRMPxemjrPFs5fd2XdRaq9BmSayQEJCkVTMipWwFpymxZWFEAJ/YorLvtOcmfyU/nDnguznG96RoOYnGPYnRZqpz2hwbWebZz+1zo1YFNsCva9BpikpyeJ//FeP4fWG6R+YZGBgkpERH5OTQaa8Yfz+MKFwjEg4TjiSFBESCR1N09G0pIikKDKqqmAyKdhtZpxOKy63jewsOyUl2VSU51BbW0hRoRuzWUVRFk4sngiGeeXiZf7h1HkGvf4FEQdmwx+N4h+J0jY6zvvN7fwfTzzEXXXV3Phpcy12/tHGQ3yrbieXJ4e5ODlEp2+ckXCA8WgIXyxCMBEjqiWI6xra1dKBqixjVUy4TBZyrXaK7W5q3Xnsyitje14JbpMV5WqaRCaQJZliu4tvr9vFFyo2cHS4i1NjfXT4xhkK+ZmMhglr8etlCc2yil01kWOxk29zUmJ3sym7iG25xVS7c7ErputpHHNBkiRyrQ6+t34fdxfX8lZvExcnBukOTDIVDRPS4ui6wKTIOFULeVYHFc4stuaW8GDpOqrdOdeNFQGqXDk8U7ud/mByjpVtsZNnccx7v6zPKuCZ2u3EbxAsimwu3OalX7SSJYlSh4dv1+/i0fIN1w0IO/0TDIZ8TEXDBBOxZMUCCcyygllW8ZitZFtsFNld1Lpy2ZZbwva8UnIstttGpEhAnTuPb9btuOnx7KvmlqniNFmS3hPZhTc9vvFz/15sMioS2BQHqmQmRvT2L76KNz5GTI+mJDAYGBisfoQQaEJjIjbC2alPueQ9yWh0iMQSpX9Mh0AnIXS88XEuese57DuNx5THnpy7uSf/cUzS6g73XutoQmMk0s+nY2/R6DtFILHw4reOjj8xxdHx92gNXGRP9r3syrlz2pB4RVKxyLYVLRIIIQhrQa74z3Ji/AN6w0mBcDFJRi/4OD35Cc3+86xzbuFQ3iOU2Cp/E0lpsGyRZRmbzYzNZqaoyMOunVXJ+4smCIdjhMIxYtE4sVgi+RPX0DWBLnR0XSAEKLKEosgoqozFbMJqM2G3JaMHrNbFOQZ0XdA9OcWff3KM91raCcVmD0Vf8P4IQbHbRWVO1i2+AJIkYVYU8m1O7rY5uau4hpiu4Y1F8MejhK4KBDFNQxNJnwRJSk7azbKCTU0KBdkWOy6TZd6+A/NBkiRMkkKR3cWTVZt5rGID49EQU9EwgXiMqJ5AFzqyJGOSZSyyitNkwWO24jFbMc+hssLtsCgqm3OKWJ9VwGQ0xGgkQCAeI6YnU0dUScaqqrhNVvKsDtxm67T7xGO28gcbD6bdn0NF1Rwqqk67nYVCkiTUq9/ZE1WbeLRiPRPREJPRMMF4lIiWuC6eqbKMSVKwqyacJgtZFtu8jylJktidX87u/LlHicyFHIudH248kNE2M0FGRQKTbMahugjNIyw7kPAzGh2k1FaVya4YGBisEnyJSS57T3Ns4n2GI30kxNIOiOaCJjQmYyPYFcey8wQxyCxxPUaL/wLvj/yK/nBnRtJd5oNAZzQ6yPsjL9Ef6eD+gi9TZC2/6bhLmiHaYPmfOtOiC52BcDefXRVhQlpgqbtEIOHl3NQResLtHMh5gF05d+FQ0gt9Nlh8JElCVSVcLisu19Kvjs6FjvEJ/vP7n3K4vWtZ1HVXZZldFSWUZd2+WpkkSVgUlQKbkwKbcxF6lxpJcUOl2O6m2O5e9PdXZZl8m5P8ZbyPliMmWaHQ5qLQ5lrqrqwKMuxJYCbbnMdodGDO2wQ1H93BFkqslcbN1cDA4DpxPUZvqJ0PR39Ne6Bx0VcN0yXPUkS1YwMyRo7baiRZSSPCsYn3OTz6JlPxsSXtT1SPcGHqOJOxMR4s/ArrXFtRpOQtXpXUFekNca1ayUXfCQ6PvkF/uIv5VlBaSHR0xqKDvDX0C/ojndxX8CQFlpI5G0oaGMwHIQRD/gD/9aMjfNzWOS9DNvnqir6qyCiynAyFv6FdTQg0XSeu6SSuVj6YK9l2G/etq8WkGMe9gcFqIuOeBHnmYlq4MOdtYnqU1sAltmUdwKEayo+BwVonGVYc4tzUZ3w69haj0UEES79aMh8kZKoc68k1Fxri5yolooc4+v9v77+D48ryA8/3e65J7wAkPEECoPe+WL7LdFV3tVN7qWc0I2n1pH07q5hZjXb3xYsXOxsbE4rd2J0n7Ujz5mnmrVazI7VM++4y3WW7DFlksVj03sER3qfPvOa8PxJgs6rIBBLMBJLk+VR00+EmTiJv3rznd37n95t8nXfGXyZtJxY+YBlIJAOZa7w09F2+0OqyMbwLQzMwhIlPu/eCBBknyZHJNzk48XOSy7CFY6ksWeDUzGGmCxN8ruXbdAc3qwwipeKylsXff3Sad6/2LmoSL4CmcIjV9TFWx6KsrovRFAkS8/vwmyamruG4EstxSOYLzGRzjCZSjCSSjCZTTKQzjCaSJHL5kqG5zS2NbG5prNjzVBSlNlQ8SNDsa0dDwy3jpv5K6gwDmWtsDO9UN9SK8gCTUjJjTfL2+Iscm3qnrG4etSSgh9ga2YNXvzfSV5XFk1JiyTzvjr/MexM/J+dkVnpIHyORjOZv8OLQX+O2umyN7sXQTPz3UCaBlJKEPc1boz/hw+l3KKxQG89yONKhJ32Rnw7+X7zQ+htsDO9EExoCdU+jVMbxgSG+d/wMObv0liZT1+lqqOMLWzawb3U73fF66gL+Re+9dqUklc8zlkwzPJvk2sQUp4aGOTM4ymQmQ86ybwYpdCF4buM6Qh5VV0xR7jcVDRIIIWj2tRMyoiTsxbfdyjkZjk69xerAOgKG2n+j1BZdGJiaB+GIKlbQVqSUTBfGeXXke5xJHL3nthfcqsnXSmdw44qOQRcaHuEtO2irlGZLi4+m3+Pw5Os1FyC41URhhNdHf0DIjNDu77ynggSz1hRvjf2ED6fexqqhAqWLMZLr5+Xh7yIQbAzvQKitB0oF5G2bH506x3SmdOA87PXwpW2b+M7eHXQ21OHR9bIX3zQhiPh8RHw+1sbrebirg68WtjCVznBicJj3r/dxYWScgelZOuqi7GxvQddUMExR7jeVDRIgaPGtpsHbVFaQAOBS8jQfTr/Now3PqyrBSk1p83fy1fbfIWOnyLkZsk6GnJMh66TJOuni39nFX3NOFkc6SCRSusVfkUg5/zs1WbsdKSXj+SFeGv4uFxMnq97SUKDNre8JhIDiosjNV+uuH39b5CH8evnthiqpybeKL7f9UzJOcu58zZBz0mRvOV+L5/D8eWvfcq66nzhvi+2/HnRSSi4kTvDm6I9JVWCLQbE9oY4mdAxh4tG8xYAkAltaFNwCllvAxcWVDo50KOd1GMr18crw3/GNVb+H9x4IEkhZbDf45tiP+XDq7QoUKZ37+aLd/Bl7dR+GMOZ+xjYFN4/l5nFxcaSDO3f9XvJzQDKau8HPh/8Or+ajK7hJ3c8od0VKydnhMY4PDJc8M8NeD7/7yD7+yUO7CHkrs7IvhMDUdWJ+nZjfR3e8nq9s20TP5DQf9Q+iCcGa+k93VFEU5d5X0SABQFAPsyawgf7MtbKqPOfdLO+Nv0KdGWdrdD+6Kval1IiIGWNbdP/NyVOxTY+Di3PzpvJXv9rk3CxZO0VmLoiQddJknBRZJ81kfpT+zNV7bnWsmuZTi18d+T6XkpUPEHg0H0EjTEAP4tX8BPQQASOMR3jQNRNd6LjSwXILZJ00aSdFzknfnFhnnFRZk5WYGac7tPIFC0NGhK3RvTcn+jfP01vO2/m/c6RD3s3OnbMpsnb65u8zTprpwjh9mcv3dHbH3ZoPZL09/iIz1uRdPZYpPNR7mmj2rWJ1YB3NvnZiZhyP5p272RZI6eLikrFTzFiTjOUGGcz2MFEYZbowRn6RKfh96Sv8YvjvcXAQ1HY2VN7NcmjiVT6afveuAgRezU+dJ07c00Krf83cz7eBgB5GFzpirl5A8b3hkHUyzFpTjOYGGc71MZYbZNqauKuWkcO5AV4b/QFfa/8dmrztahKlLJkrJR/23WA8defzUROCL27bxLf3bK9YgOBOTF1nQ1Oc7ng9tuPiNdT9uqLcjyoeJBBCsDW6n2PT75bdK3rGmuSV4b8DBFsie+c+zNUHq1IbhBAI9LnK1eaSHqMnfZHv9v3ZXU8y7icZJ8Uboz/iXOLY3Erp3dHQ8Op+2n2ddAY30uhro8HTTMxsIGiEF8xUktIl62RI2rMkrCmmCuNM5EcYzPUykhsgbSdKrDYK1oa20Ohtq5lrV/G8FWhCw1jieTuY7eFv+v4t4/nhCo/u3pF10rw7/jI3MteW/BiGMFnl72ZX3aOsD20n7m1BXygd3QtrWA8UWwFOFcboTV/iQuI4l1OnyS6w5cHF4WziwyWPebm40uX0zAe8P/HqkoJRAkFAD7EhvINNkV2s9q+j3tu88M93Tgdr2RbdjytdpgvjDGSvcW72Iy4nT5N2kpSbSSNxuZY6x1tjP+Urbf9UFWZWliyRy3N2eLRku8OOuijf2rWV+oB/2cZlaBqGpgp0Ksr9quJBAoAmbxvrQ9s4MXOo7GMnCqP8bOg/k7RnbnY8UIV/FOX+5Lg2RyZfv+uVQygWTm3ytrMpvIvNkd3EPI0E9RC6MMqasAuhETBCBIwQzb52pJTY0prLKkgynO3nevo8A5nrzFgTpO3kzYBBQA+yKbwbr6YKFt5PJJLziY84OfP+Eus7COrMBg40PMueuieImvVoaEvYK6wR97bQ4GlmU2Q3/ZkrvD/xGtfTF+7pLA9XuvSkL/LO+EtzE/Ly+PUgG8I7OFD/LKv8nfj14M1sgXJpQqPB20y9p4n1oe3cyPZwaOIXXEudL7uQ6vx50+Hv5pH484sOWCjKrVL5PL2Td97CqwnBjrYW1jfFayY4rSjKva8qQYKAHmJP3eNcSZ1Zwr5NyYw1wcvD32Ugc43PNH6JZt8qBEJd/BTlPiKl5Hr6Au9Pvn7XE5w23xoeqn+ardH9xMyGil4rhBCYwoOpeYiYMVp8HeyKPUraSdCfvkpP+iKXU2cYzvbR4G1mfXibulbdR6SUJO0ZDk++QW6J3TY6/N18ofUf0R3aXJGJohCCkBFhS2QvHf61HJl8g4MTv1jSBLsWJO0Z3hr7KaP5G2Uf2+Bp4emmr7Ar9ihe3VexRQUhBEEjzMbwDlb5uzgy+Sbvjr9M2invnibrpDk0+SprghtY5e9W1walbBnLZiSRuuO/ew2DbW3NeI2q3NIrivKAqsoVRQhBV3Azm8K7OT59cEl7jAtunuPTBxnIXGN//VPsjD1cXH1RkXhFuedJKZkqjPHm2I9JWOUVOb1V2Iixt+4J9tc/RdzbumwrdcVJWpTNkT1sCO/gEfs5hrJ9MJfyrNw/HByOzxxkKNdX9rECjTWB9fxa+29VbYIYMqJ8punLRM163hj7MVOFsYp/j2pypMNH0+9xPXW+rOM0NFYF1vKF1u/QFdiIrlVvghTQQzzR+AIRs47XR39Q9s94Ij/C4cnX+VLrb6oOTkpZpJRYtkO6cOc6Rh5dY1U0uoyjUhTlQVC1T1Wf7uex+OcYyFxlND+4pMdwcRjN3+CV4b/lbOJD9tV9hu3R/QT0sIrGK8o97sOpt7maOrfk4xu9rTzf/C12xh5eseChEAJDmNR7mqj3NK3IGJTqkVIylR/j6OQvsZaQ7dLmW83X2n+HNn9n1T6zhBB4hJe9dU+iayY/G/rPpCvQeWE5SCRD2V6OTr5VdjHXjsA6vrnq92jxdVT9fmD+Z7yn7nEE8LOh/0zGufPK7idJJOdmj7E9eoDNkd3VG6hyX7IcB1feuSaGpmkEvUurN3Ovy1k2/dMzDM0mGEulyeQt8raNpgn8pknE56UtGqEjFqUpHFRzhxokAcd1mUilGU4kmUhlmM3mSBUKFGwHx3XR5+pf+EyDkNdDzO+nMRSgJRIm6veh3QOvq+O6jCZT9E/NMpZKMZPNkbdsXCRe3SDoNWkMBWmPRemIRfGZi5iiV/lpVzU3qdW3msfjL/Dy8N+Sc5feT9rFpTd9ieFsP8en32NX7FE2hXcRMeswtAfzwqgo9yopJUO5Xk7OHl7S8QLB6sB6vtj6j1gTXK+yi5Squpg8wXh+qOzjQkaUzzZ/vaoBglvpmsH26ENMFcZ5e+xnZe+fXwk5J8PhyTeYLHNlvtHbyhdav0OLv2NZaxbpQmd79AAT+RHeGX8ZSy4+cJRxUhydeovO4IYVb4+q3Ft0rfQ5LqUsWdTwfiKlZCab4/rEFO9c7eHEwDAjyRTpQp5MwcJyXBzXLQbwNQ2voRP0eoj6fKxvauCx7jU8tHoVTeEQnjt0ZXCl5M/ePszh3v5P1Ss1dI0/fPox9q1uL3vs05ks/+MrbzJaYuvIb+zdwZe3b6pqQcizQ6P8+buHmcncuUPOf//ZJ9jTUZ0CzLbrksjmmEhnuDQ6wemhEa6MTTCRzpAuFMgULAq2Q2EuOOZKiRACTQgMrdiS02cY+D0mIa+H9miE7W0t7O1oY019jPpAAENf+YKaUkpyts3gTIIPegd4v6efvqkZZnM5MgWL/FwAREqJrmmYukbA4yHk9dASCbN7VSufWdfF2ng9YZ/3U4GQ5SgcWtUggS4MdtU9xmj+Bkcm37zrwmR5N8v19AX6Mlc46nuLbdEDbI7sosXXgS7UXixFuRdYbp5jU+8ylV9aWvQqfzdfafsnrA6sV6sCSlXl3CxnZo+W3TZQFwYH6p9hQ3jnsp6jpubh4fpnuJG5xrnEsWX7vks1lO3j3OyHyDKKQQb0EM80fY3O4MYVKWrs0bw8Gn+e3sxlrqbOLvo4iaQnfYm+9BU2LvN5odzbDF3H1HUs5/Zbdx3XZTpT+0HBu5WzbD7sv8EPT57j0PU+UvnCHTMspJQUnOJEM5kvMJJIcXlsgtcuXGVtvJ6vbN/El7dvJh4MfOq9mMzlOTk4xMkbn+7mY+o6idzi2s9+ku26XBgZo3/6zp3fnt7QjSyRNVIJqXyxW8ZE6s6Lt4lc5Qvh5iybS2MTfNQ/yLH+QU4PDTOdyd0MBJQipcSREseFvO2QyhdgriPohZFx3rp8Hb9psrW1iec2rePZDWtpi65c1rmUkqvjk/zszEVevXCFG7MJnBKBPNt1sV2XrGUzmc7QNzXDh303+IePzvD42jV8becWHlqzClP/VWDLaxh49OrOfav66EII/HqAzzR+mbSd5PTskYq0OHOkzY1sD8O5AY5NvU1XcBPbYwdo93USNCIYVdybqCjK0hWzCPo4NXN4SbVKGr1tvND6HToCa9VNtlJVUkquJM8wmiu/mF6bbw3765/Cqy9vlwuBIGhEeDT+OQYy10jYS6/3UW22a3Ns6p2y0vYFGtujB9gRPbBinQKEEISN6M3tlHl38ROGlJ3gYvIkncGN+PTla1Wn3LuEEHgNnfqAj9Fk+rZfk7cdrk9MIedWXO83jutyYybBX394gl+cv8JEKl1m2LZIAgXH4cLoOD2T07x9pYfffWQfD3d1fKzo43gqzWT6/g+6VNt8hstoMsXxgSFeu3iViyPjjCSTWE5lM19cKUkXChztu8GpwRFePHOR39i7nec2rSfs9Szb+0JKSSKX57WLV/juh6e4PD5ZMjhQiisl09ksL569yLH+QT6/ZT3/aN9OVsWiaHPXBf9itiTchWWZTcfMBj7X8m0sWeBC4nhFAgVQDBZMFEaYLIxxevYIqwLdbA7vpiu4mVZfB55lvkFTFKU0F5ezs8eWNHnxaQGejH+BdaGtaEtsb6Yoi1Vw81xOniprEgtgCJM9dU/Q4Gmu0shK00SxWOL68HaOTx8sa5V+Od3IXudq6lxZWRoxTwMHGp5Z9uDLpwk6AxvoDm7hQvJ4GcdJLiZO8HDDZ2nRV1VtdMr9xW+aNIfDdwwSFByH8yNjpPIFwj7vMo+uulxXcnpohD996xDHbwzfMZuiXDnb5mjfDW7MJPj9x/bzle2bCHg8AEyk00xnlr5FWikaS6V59cIVXj57iUtj4+Qse0nBnXLlbZvTQyP0TU1zeWyS33t0Hw23yRiphsl0hv/j/WN8/+TZYrZDhQwnkvz10ZP0TE7zB08+zLbWZoQQRHw+dCFwqpR9sixBAiEEDd5mvtT6m/i0AKdmDpddpKgUiUvezXEtdZ6e1CVingZafB1sCu+iO7SFmFmPV/MtuW+yoiiVMWtNcSl5suzjBBo7YgfYEXtYBQiUqpNSMmtN0ZO+VPaxzb5VbI7sXtEVPZ/uZ1fsES4lT5Gy75zaulJs1+JC4jiz1uSij9HQ2BV7lBZfRxVHtjjzLSi3RfdzPX2hrPoPM9YkPekLtPhUkEBZnLDXS1dDHaeHRu74NedHxjg5OMxj3WvuiSJui+G4Lkd6B/jTXx7izNBoxR9fAoOzCf7krUNkCha/vmc7AY/JWDLNdIn9+sriTKYz/J+HP2I4sTKteWdzef722CmylsW/eOpRGoKBqn0vKSVDswn+/N0jvHLuMnnbrvj3sF2Xd6/2MpXO8v947kl2r2ol5vehaxpOhYJnn7Rsd9sCQYOnmRdaf4NH489XrXCPi8NUYYzzieO8OPQ3/FXP/8pLw9/l9OwHTBcmcGVtrqooyv1uPn17ujBe9rEN3mYebnhWtRdUls1YfpDx/Kf3pJYi0Nga2UfUrK/SqBZvTWADzd7yi2sth6Q9w+XkadwyshyiZgNbInswhaeKI1s8ITTWhbcSMevKOs6RNtdTF3ArlFGp3P+CXg+bWhrx6HfeYjORyvCTU+eZuk/S5F0pOT8yxp++dYizVQgQ3Go2l+P/OHyMF89eJF0ocGMm8cAUgqym9miEA50rGwwtOA4vn7vE94+fIWdVfuI+byab4y8Pf8SLZy5WJUAwz5WSM8Mj/MlbB7k8NkE04ENboLDp3VjWzftCCKJmPc81f4MmbzvvjL/EeH64SumQEkvmmSyMMjk5yonpQ7T4VtEd3My26EM0elvx6QG1KqkoyyTrpLmUPEWuzKrrhjDYEXmI9ir1mVeUT3JxuJI6U3bdjIgZY21oS0103fHqPjZH9nAtfX6lh/IxUkoGs70M5foWfYxAsCrQzaoauwbUm420+daU1f1CIhnJDTBVmCDuXZktKcq9RROCvavaaAwFGZy9fXtTCfzyynW64vX8Fw/vwW+aNfVeKdfgTII/e/swZ4YXFyDwmwYxv4/VdTE66mJE/T4MTaPg2MxkcgwlEgxMz5LIFbsgfLJQ3mQ6w384dJSQ18PV8cVnOCl3FvZ5+fzmDbx3rXfBGg+mruMzDfymQUMgQGs0TDwYIOT14jF0XCnJFizGU2n6p2cZSSZJ5QoUFrGCnsoX+Lvjp9nd0cb+NasqnmmTsyz+9tgpfnL6/KKCS6amEfJ5aYuG6ayvozEUxGsYOK5LulBgNJmib2qGyXSGdL6A9YnHlBJODo7w5+8eobO+Dq2KBXxXpMKfV/Ozt+4JmnztvD32My4nT1d0+8Ht5N0sfZkrDGZ7OD5zkO7gFrZH97M6sJ6oWX9PX0wV5V4wa00xlO0t+7ioWc+O2MMrVqhMefBYrsWNzPWyj2v0ttHiW962fHeiobM6sA6/HiTr3H4v80q5lDyFIxe/2qILg/WhbZhabWQR/IpgTXA9p8ps55qwphnNDagggbJom1oa2dzSyNBs4o77utMFi+9+eBKPrvOt3duoC9ybxTGzBYt/OH6ao/0LF401dY1trc08u2EtT6ztpCkcxGPo6EIDUZxQOa6LNdcB4vjAEO9e7eFY/yBTn+gIMTSb5M/fOUy6cHed2JQiTQj2dLSxvbWFd672fOq8NTSN1kiYNfUxNjXH2dzSxPrGOA1BP4auY2gCTWjMT89cKbEdl7xt0zs1w8FrvbxztYer41MLTs5HEyl+euYC21qbCXor9zniuC5H+27wvRNnFjxvhChmVzy1rotnNq5lXWMDftPA0LTiHFQWn6PlumQKBa6MTfLutR4OXe+nf2rmY3UHHNflnSs9HDH6yVrVO19XJEgghMAQJp2BDXxz1e9zevYIhydfZzw/XNaNw1LY0mbWmuLEzEHOJ47R7u9mS2QP26L7iJlxdGGogIGiVJgrXcbyg0yV2Q8dYEtkL43e1iqMSlFubzI/wqxVXnFNXRisDqwlaISrNKryCCGIeeI0edvpy1xe6eHclHMy9GeulnVM0AjTFdxUpRHdnXZ/FwKtrIzIjJNmojCCK12Vzagsitcw+NrOrRzpHShZEG0qk+UvDn7A1fFJfvvAHtY21n+scn+tc13Jh/03+PGp8wumhzcEA3x793a+uWsrbbHIgivE9QE/a+P1vLBlA0d6+vlPHxznxI3hj00we6dmKvE0lDlRv48vbtvIsYFBUvkCHl0n5vexa1Urj69dw+bmJjob6sruQNAUDrG3o40vb9/E946f5Ycnz5Eu3Pl9IYHDPf1cGZ9k16rK3U+OpzL81ZHjjCRKFzg2NY2n1nfxOw/vZXtbCx6j9KJXzO+jLRrh0e7VXBmf5HvHz/Di2Ysfe+/brotdqO62mBW9cgghCJkRDtQ/Q2dgA0enfsn5xEdMWxPL8v3zbo7r6fPcyF7jxMxBdsUeY3N4N42+NrVqqSgV5Eib3vTlsvYgQ7GjwdrQNjzaSlczVx4kw7kBck551a1NYdIRWFelES1NyIjQ7KutIMFwrp+kNVPWMS2+DkJGpDoDukshI0LYiJCwZxZ9jMRlPDdMwc2rVojKou3paOOZDd28dPZSyb7y6YLFy+cucW5kjK/v3MJnN65lVSyKrtV+QGomm+WHJ88zkS59/a0P+PmDJx/m17ZvJuApb2tF0GPy9IZuuhvr+bO3D/PaxSs47nLU3X8wPbRmFfs62plIZ3ikq4NnN66ls76OsM+LLsSSF2Z1TWNdvIF/9sQBIj4vf3XkeMlAwVQ6y5Hefna2t1RkMdhxXV6/eKVkQVEAj67zxa0b+WdPHrjZvnCxTF1nc3Mj//ypR+ioi/L/e/8Y05nlqzuy4uFFgcDQTNoDXXzZt4rtsQMcnz7IhcRHpO1k2ZOKpSi4+eIeyWwfx6cPsj36EHvqHqfOE0dDV5kFinKXLLewpIlKs6+ddn+neg8qy8aVLiO5fvJuedWtA0a4Jirv38qjeWnytmMKT9W39C2GlJKBzLWy20qu8nfj06tXmXqphBB4NR91nsayggRQLIyZd7MqSKAsWp3fx+88vJdLoxNcGiu9mGa7LlfHJ/mTtw7xyrlLPL95PZ/fvIGWSAiPXpv3tVJKjvbd4HBvf8mvC3k9/O4j+/jazi34zfLrvwgh0IWgu6GeP3rmcTKFAu9e7V2W9nwPongwyH/32SfwGDrt0UhFg1VCCOoCfn7rwG6GZpP86NS5O35tzrY5MzRKulAg5L27VqFSSoYTSV4+d2nBVoePr13Df/P0o7RElpZlKISgPhDgN/fvwnJc/uLgB2SrWITxViseJLiVoZmsDW6h3d/JnthjnJg5xJXUWWYKE8sSLJBIhnN9TOSHuZD4iP31T7M1uo+IUVeTF1RFuVfM2tNlrx5qaLT4VtdEpXjlwVFwc8xYk2UX1I17WvDX4ES2wduMR/NiOSsfJCi4OUZyA9hy8XsodaET97ZgiJUvBnk7huYhuIQshxlrEstd+ddEuXcIIdjYFOe/fPwh/tc33l0wxRmKwYKzw2Ncm5jiZ2cu8vT6Lp5a30V3vIE6v6+m7m2zls1rF6+SzOVLft3j3Wv49p7tSwoQfFJ7LMLvPbqf3skZ+qZn7vrxlE8zdI11jQ1V/R5hr5dv79nG+z19Jd8XQ7NJxlOZuw4SuFJyfGCIi6Olu3W1RyP87iP7aA7ffWeu4pajLVwYGePVC1eWJahVU0ECKF4E/XqQdeFtdAY3Mpjt4WLyJGdmP2QiP1zWzcVSWbLAQPY6w0P9nE8c59H486wPbcMQ93a1WEVZKeO5IfJu6Q/+TzI1L6sDa9WeXWVZ5ZwMiTLrEQA0+tpqpj3freKeFjyaj7SzMr2qb5V10kwWymtnFtBDNV1c2BDGklqzpu2kChIoZdM1jc9uXEvesvnTtw8xllxcUdKsZXN1fJKr45P84OQ59na08UjXah7rWk1bLIKp6whYsfeZlJJLY+OcHBwuuZUi5vfxj/fvIuK7u0nePE0I9na08/zm9fzVkY9U68N7lBCCDY1xHu/u5Acnz97x68ZTaabSGboaymtd+0mpfIE3L10ruaLv0XW+unML29uaK/a+agoF+fU9OzhxY5jRZHkZeUtRc0GCWxmayerAetr8neyte4JrqfOcmf2QkdwACWu67PZU5bKlzaXkSYZyfeyre5KH6p+mwVO5F1tRHhTj+SGsMoMEXs1Hu7+7SiNSlNvLLjFIEPe0YNRc9f1idxCPVpkb6ruVdTJlFy/160FCRrRKI7p7ujDwLqFmiiNtUs7t29kpSilew+CL2zZi6jp/cfADrk1OUWJe/SnTmSxvXLrG+z39/HUoxM72Fp7duJZNzY20RkLFgMEy3+farsvZoVFGZu8czBTAZ9Z3sam5saLfW9MEL2xZz0tnLzKcWPlgqrI0AY/Jno42fn7+8h1rEyRyeZL5AlLKuzrHhxJJTg+WrkXQHovwhS0bKlo4VAjB7lWt7FrVyusXr5YMqFVCTQcJoPgDMYWHuLeVuLeVPXVPcCPbw5XkGS4nTzGQvV7VjggSScKa4u2xF+nPXOH5lm+zJrBeFTZUlEVypMNkYbTsPdERM0bUvLtor6KUQ0pJzs2SLHN/uS4MImZdTWa9mJqHgBGC8mJ0FSelJO0kyg7AeDX/klbql8t8XaVySSQpa7YKI1IeBF7D4IWtG2iPRfh37x7hg96BslfBMwWL3qlpeqemefncJTY0xXmsezWfWdfNjvbmZa1dkMoXONp342Nt3j4p4vPy9PpuwhVsYTdvVSzKgc5V/OT0hYo/trI8hBCsa6wn7PPcMUiQt20yJYobLoYEjvXdYCZbum7Rno421sYrv13W7zF5al0X713tJVPF9odwDwQJPsnUPHQFN9IRWMtD9U8zkhvgXOIY11PnmbGmyLvVqfro4nAtdZ7vD/wFTzd9lV2xR2pmdUZRalnBzZG2y4/ON3hblnTzrSh3I+dkyi5a6NP8+PUAgtrLMhOImqjrIZFMFcbLri8kcZksjJK0a3NC7UpnSdc3kGWfZ4pyK0PT2L2qlX/9xc/ys7MX+NHJ8wzOzJacaN+J7bqcHxnj0tgEPztzkW1tzXxhywb2rW6nMRSsemeE2Vye8yOls4zaohH2rGqrSuAi7PWyt6OdV85dpuBUN0tZqZ7mcHjBWhV528GVEn2J55HrupwZGiVn33mBWhOCp9Z3Vy3ItmtVK/VBP5kZFSS4LUMYxDwNxDwNbAzvYNaa4lLyNBeTJ7mWOld29eTFkEjG88O8NPTX5Jw0Dzd8VgUKFGUBeSdH1lncvslbxT0t6OKevUQp9yCJXNJnh08P4NeDVRjR3RNCEDZiKz2Muay88rdx3Mj28P+99j9VYUQrS0qwVU0C5S4JIWiPRfj9R/fzaOdqfnDyLK9euMLsAsX/7sRxXUaTKUYvpXj3ai8721v40raNPL9pPfUBf9UmPdcnpkquzApgfVMDzZHqZBVpmmBtYz3xUIChElselNoW8Xkw9dIBrYLj3FXRv4lUhv7pmZKp/s3hEOurWKyxLuBnU3MjN2aqu2XtvrgDF0Ij5onzUP1TbIvuZzw/xMXkSc7PHmeyMFrx7IKMk+LN0Z8gkTza8DxmDe5DVZRaUXBzZMvsOQ8QMetUkEBZVhKXzBJWhT2aF88S9qUvD1EjbfZkzWYDrBRrGQoxKw8GXdPY0d5Cd7yeF7Zs5KWzF3m/p5/xVHrJxfgsx+FY/yAXRsZ48cxFvrlrG0+t7yIW8JfV630xLo9NYJVYwdc1je1tLRX9np+0KhqlIaiCBPeyxdTTkHe5j384kWQ8VXrha2NznGiFimvejt802dAU541L16r2PeA+CRLME0IjaIQJ6BtYHVjHgfpnuZw8VdyOkL5EbgmrmXeSdhK8M/YSdWacrdH9qkaBotxB3s2TW0KQIGiE0ai9Pd7K/au4b778G0RT89RssFhQzHRYaVJKUmW2Qb2/yarWU1IePEIIwj4vj3R1sKejjQuj47xx8SoHr/dxdXxyycGCdMHio4EhLoyM89bl6/zTh3axb3U7WgW3IPRNzWA5dx6fJkRVV2YBGoJ+GoIrf61U7k61N/1NpjNMZ0pvFeusryNYhdoZ8zyGTkddFF2IJW0vWqz7KkgwTwiBQKfOE+eh+mfYEtnHULaXEzOHuJY6x6w1Vfa+yNtJ2NO8Ovp9Yp44qwPrKjByRbn/WG6+7GweU3jxadVLbVSU25FI8k75mWeGMGuy/WGRwKetfCaBBFI10Iaxltztipai3I4QAp9psKu9ha0tjXxr9zbODI3y5uVrnBkaYSKVKbmf+k4ylsXrl65yeXyCb+/eztd2bqnIFoS8bTOaTJVM3w77vDSFqruly9B1WsIhdE3guOq9qXya47pMpNIlix+aukZbNIxHr97isSYEDYEAQa+HxBK3Fi3GfRkkuJUQgpAZYYOxg87gRoZyvXw0/R6XEieZtibu+vHHcoO8N/4K31j1f6uJ1RpFqTUuLo4srxCQp4ZXZpX7m72E1V1DmBhabX6cCsCsido5koIq1Kcoy0YIgccwWFMfo6Muymc3raVncpqD1/r4oHeAM0MjS6pd0Dc1w7979zCDMwl+/7H9tEbDdzXOZC5PKl96HPFQAN8CBekqoTEcQhcaTpVbrCuluVKStSxSuQJZyyJv2+QdB8txsB0X23GxXGfu1+KfbdchbzvMLLDKfzds12U8nSlZ08BvmjQEA1Vf5Ar7vIRUkODuCQQI8Oo+uoKbaPN3sjf2BMem3+VC4jhJewa5xDIWEsnF5EnOzB5lb90TaGrbgaJ8jCudstNqdWGo95Ky7CRySUECIbSa3hpTK60ZbVftwVeU5SaEQBcCv6axpaWJTc2NfG3nFq6MTfDu1V7eu9bL4GySbBnt1LKWzQ9OniWZz/GHTz9OWzS85ElRKl8gZ5W+7jYEAlVdmZ1XF/CjaQIVI6g+V0pylk06X2Aml6Nncoq+yRluzCYYS6ZI5YsBgoI9FxxwXWzXxXEljusW/yfnf1/81ZayqhlatuMuGITwGgZ1gepn7wU9HgJVDpw9EEGCT/JqPjqDG2nzr2FrdB/vT7zGtdS5svu4z8s6aY5O/ZL1oe3EPNXdM6Uo9xpXurhlZhJoNT7pUu5fjlt+kEBDIGpkIv5poiZq5jjSwZV3v81PUZS7owlBYyhIPBhgd0cbv753O29dvs47V3s5Mziy6N7rBcfh5+ev0BAM8gdPPkx4iYXa0oXiSnEpIa8HY4Gq9ZUQ9noqXpRR+TjbdbkxPcuFkXHODI9wanCEvqkZMgUL23VuBgJqke26JHKlgwQeXSfoqX4mrM/U8RjVncY/kEECKEZWvbqfzeHdrPJ38dH0exyc+DkJa3pJWQV96StcSZ1hf/1TlR+sotyjpJS4c/+VQxM6ogYmNsqDZylppjWfScDKv5ccaSMrUAtIUZTKEELgN026Gur5nYfr+OLWjXzYN8jL5y5yrH+IVD6/4N2w7br85PR51jc28LWdW9CXUMywYNslixYCBDwedK36k3e/aRazj5WKklKSzOe5ODrBK+cuc2pwmJ7J6bKyV2rB/DaIUgxdw78MW2M8ulH17JoHNkgwb76H9GPxz9HkbeO10e8zmO0t+3FcHM7MHmVX7FG1l1pRbrWE1K9ioK42I8nK/e1+vEGshQKgcsmb+hRFqTZNCFoiYV7YuoGHuzp492oPPzp5nlODw1gLdEWYyeb4/smz7F+zitX1sbKvoLZ0SxYthGIxuOVY4Td1jRq4XN5XLMfh3PAYPzx5jneu9jCZziy508ZKk8gFx64JgbkMWS+6JopbY6rogQ8SwFxxF+FlS3QvPj3Az4b+81ygoLxbmsFsL4PZXjqDG6oyzvuFBFx1u/hAEEIUswLQylpFLG5RuDc/RJR7m7GEDBZXlp8t86AxhIG2hACMQCBqOEtjqTSh1UTwRlFuZWgajaEgX9u5lYfWdPDDk2f5/omzTKRLtzE+NzzKu9d6+fXo9rJXNx1XLvh5r2vasgRwl5IJodyelJJELs8PTp7le8fP0jc1XdE7f00UzwghBELMfVYIKNhO1WYYUrKoIMFynEeaEFUPnKkgwS0Egs7gRj7X/C1+PPh/lt39IG0n6EtfZnVgXc0UiqpNsuw96sq9SxMautCxy5j0u9JRqcnKshMUi2aWS+IiazqotfJBWU3oZRcjFWi0+zvvyxbDQmis8net9DAU5bY0IVgVi/B7j+6nPRbh3759mPFU+o5fbzkub126xhe2bKAhWF6nr+Ld8gKTHbk8VzEh7sdcso+TN/+vukaTKf7y8DF+fOoCyQW6V9yO3zSKFfw9HvweE59RTK83dR2voeM1TXymgc/Q8RnF3zuuyz8cP8NUpvxWxoshWFy24XK0t12Oc1UFCT5BFzobI7s4kHuGN0Z/jC0Xv1/GlhYD2WvknAwBI1TFUd7bJLLsavfKvUsTOrowynovOdJW54iyAsSSggSudHFqOKhlL6EYY6UJBEaZP1tNaKwLbeVLbb9ZpVEpinInQgiCXg9f2b6ZvO3wb99+v2S7tUujE/RMTpcdJNA1bcF6A7brLsvES8r7f1uU7VY3l1dKyWw2x79/7wN+dOrcgvUmAHQh8JoGHbEoW1ubWBtvoC0apiEYIOr3EfJ6CHo8xUCBod9xpX4ilebVC1eqFyRYxFYCV0qc++RcVUGC29CFzq7YY5ybPc5A9mpZx47lBsk4aRUkKEGCyiR4gGhoZVdXL7h5Cm4Bibwv94grtUosqaaMLS1stwB6sApjujsSueTOPZVmauVVP5dSUnCr1wNaUZSFeQ2Dr+7YwuGeAd64dOd74oxlcWZwhH2r28t6fEPX0BfIvs079oJ1CyrBcu7/e9NqB1xyts0/nDjDS2cvLhgg0DVBRyzKgc4OntmwlnWN9UR8XvymiaHV3pYsIcBcYDuN47oUFujWUQnzbR+rSQUJ7iBmxtkZe5jBbA9uGdWuJwujZJ0UUjbV3MldK6R0ybulW4go9w9T8+DVfGSc1KKPsaVFzskUI0rqbaQsE4HAr5cf4LXcApZbGxPx2ynUwNgEgoAeLusYSfGzQkqpPk8VZQUFPSZf37mFt69cv+Oe7Lxtc3Viquz3q9808RilJ17pfGFZit1lLXtZMhZWUrZgVTXgcmZolL85epJ0oXT2aNDj4UvbNvLre7azsalxWVpc3i1daIS8pRcSLMcls8Bzr4SC4ywqS+Nu1P4rskJ0odMZ3EjMU1/WcXk3R9Kaqc6g7hMuTnECqDwQvJoP3xJWWNN2sqwAnaLcLSEEwSUECWxZqJnV+k+T5J3qpF6WQwhB1Kwr6xiJJOOkVH0SRakB6xobWFMfu+O/u1IykU6Tt8v73J5PIy8lkctjV3lCBJDM5ZclY2ElJasYcLEchx+ePFuyfgVAfcDPv3jqEf7w6cfY2tpcsQBB1dPvNY2Y31fyawqOs6QaDOXKWRb5KmcsqCDBHQghaPa1EzPjZR+bsKdVs6cSXOmSVUGCB4ZH8+HXy9ujCDBdGK+JvdTKg0NDEDTKW+0GyDs5cjUwEb8dCaSd5EoPA4EgUmaQACDnZGr2Z6soDwohBBGfl+546YWzbMEqexU17PPgW6Cv/EQqTd6p/v3AdCa7LPvJV9J0Jlu1FehLoxMc6x8sOQPyGjr/eN9OvrN3B3UBf0W/v+NWt8+QoWsLjjlrWUyls1XPSEkXLLJWdTMWVJCgBJ8WoMHTVHb7pZSdqNKI7g+OtEnbK3/TqiwPr+7Dv4RMgsnCqCpeqCyz4nYDrcxrftbJkHVKr5ysFCkl6Zr4TFpakCDvZMvaqqQoSnV4DYP6BSZItutiu+VlEoQ8XuoD/pI7CyfSGdL56mdrjSZTVd/nvZJcKRlNpihUofaCKyXHB4YWzCLY29HO13dtxbNA9shS5Cy7qq+foWk0hUIYJVoc5iybsVS66kvFs7kcyRKFRCtBBQlKEEIQ8zQuWFDlk4qFlu7vSOTdyDkZddP3APFoPkJGpOzjJgqjWGV0RFCUuyWEwKf7y84myLu5Ylp8Ta5ASZL27EoPAoGgzhNHo7wiphknRcKartKoFEVZLE2IBYu2gSi7foimCdpjkZK95fO2Td9Uda9jtusyPJvEcatzHS+2rCv9s6l2gCKdLzCWrM5nVaZgcWF0rOR2E1PXeGHLBprC1SnuPpXJUihzu0s5hBA0BP1ES2w5cKWkf3qGbBXrErhSMpnOkKxy4EwFCRYQ0INlZxKU0+qtmmrxdhVgxprCVSvEDwxd6DR4WzBFeVXj0/Ysk/mRKo1KUW7PpwcIG+XunXeZKYzXZOaLLW1mramVHgZCCEJGlJinoazj0naSGWuyRgMwivLgcKRLzip9jfPo2oIt4m6nO15X8jjXlVwYHSv7ccsxnkwzka7eVlhzEdX6s5ZFNS91E+kMQ7PVySzLFAoMzpR+7OZwiI3N8ZIr8XdjaDZR9aKBjeEQDcHSGTVXxydJVLEuQd626Z2cqXr9DBUkWIAhTMotr15uqupiLBx//LTq7sxZuqnCGI5qgfhAafK24Smz/VnBzTOQvV6lESnK7fm1wJLS4sfywzVZvDBlz9RE4UKAgB4i7m0p6xhLFpjIj9RkAEZRHiQ5y2YiXTqVPODxEFigvsDtbGpuxFsi/dyRkjNDI1VtLTcwM8vEAqnyd0MTYsEuDlOZbNUmflJKhmeTDExXJyMjb9tMZUp/1sSDQRpD1ckisF2XK+OTpAvV/Rxui4RpCZfONrwyPlnVcylbsLg0Ol61x5+nggQLKE5my3vDltsLejGKfebLCxM4bm1kNNxKSslIbkDd8D1gGr2teLTSFWE/yXIL3Mhcw67B81i5f3n1AFGzvK42AOP5obmtZrVlsjBGoUZazvr1II2e1rKPG8hcVcVuFWUFSSmZzea4NnHnrCRd02iOhBaxJeHTWsJhVtfFSn5N39QMF0cnyn7sxbBdl4uj41XNJNCEWLAy/o3p2aptOSg4DqcGh6uWom67ktwCQRyfaSwpiLQQCUymM5waHK766nrAY7K+qaFk5kumYHG070bVxjCWSnNBBQlWXt7Nld2pwCM8VLq5uyHKL/BR7C9d0WHctflVoVrNclCqI2LWEzPLSzOWSIZzA0wURqs0KkX5NEMYxL0tc1lkizdVGCNRg+1vx3KD5JzaCBIYwqTVv6bsrKLBXC+pGqiroCgPskujEyXTyb2Gztp4fdk1CaDY4WBvR1vJrxlLpjnc249VhaJ7iWyOD3oHqtYaEIpBgsZQ6SLOQ4kk4wtkayzVbDbHu1d7q/LYNy1izlGV7m9ScnlsgtOD1b9fFEKwb/WqBYMd71ztJVWlgMwHvTeYzVb/c10FCRYwa03hyvIuGoEltNBaiCHMsi+8WSddcyv2k/nRmtgfqywvU5h0hTaVfdxEfpgbmWtlvwcVZamEELT6VuMrs21nwc0zkLlapVEtje1ajOYHsWRtZDgIIegMbCBkRMs6LmOnuJY+r1oLK8oKSeUL/OT0+ZKrtCGPhx1t5W0nmuczTfasbifsvXPtooLj8OqFKwzNVr471sXRCT7qH6z4495K1zRW15W+9s1kcnzUP1jxGiyulLx7tZcr45MVfdxbGZqG3yy9oJm1qtO2L5Uv8MOT56q+1WDelpbGBTNfLo2Oc/Bab8UzG6bSGd6+cp18FbfezFNBghIcaTNjjeNSXtQy5mlYQgWB0ry6v+wCipZbqJHWV0XzWw1mrepdpJTapAudNYH16GVmxNjS4kLyhEo1VpZVi6+DQJltOy3Xoi9zpabqrSTtWUZz1b3xLVejr5XGMusS2NLmUvIUBac2gh2K8iDJ2zY/O3OBjwaGSn7dxuZGVi0wCb4TTQi2tjSxNl464/DCyDivX7xS0Ul0pmDx0zPnma1yOzldE3TH60vODlL5PAev9VW0tZ2UkqHZBD85fZ5UFYvpeQyd2AItMqczWSYrvKXDdhxeu3iVwz39FX3cUqJ+H4+v7Sz5Ws5mc/zg5FnGk+mKna+26/LetT7ODo8uS8hcBQlKmC6MM10ob0Lr14PFdm+VjRHg0Xz49NJvvk/KuzkmC9WtBluOgpunP3OFfI3sj1WWjxAajd5WGr3l70e+ljrHQOZKFUalKLcXMiI0etvLOkbiMpTtrZmOHFJKpgvjjOSW78ZpMTR01od2lHmUZCjbS1/msupyoDxQxlNp3rvWy3AiSc6ylv38z1kWr128yn849CHJEhNMU9d4btPakpkAC2mNhnlyXWfJAoaulHzv+FmO9t2oyN59y3F47cIV3r7SU/1K8ULQ1VBXcsuBBA719HO4t79iWx9msjn+5uhJTg4OV3ViGfSYtEVLt7seSaS4NDpRsboLtuvyQd8N/uOho8wsQ/r9PJ9h8OS6Tlqjd84cl8CR3gF+eOpsybaQiyWl5Nr4FH/z4UkSVQ5ozVNBgjuQUjKcLX/Vu97TiE8LVDyTQBc6Qb383t3j+eGKjuNuJOxprqTOrvQwlBUSNevp8K8t+72RsVOcmDlEvkb2VSv3P01orA1tLvu4ycIYA9nrNbE9xsWhP3OVrFO9CstLtTa0pewtBwlrmtMzH5B3a6NTg6Ish8l0hn/z5nv8wfde5D++f4z3e/oZSSSrVtxunpSSiVSav//oNH/y1kFGk6mSX7+1pZmHOzvuqrWdJgTPblxLR6z0RLN/ZpY/f+cwl0Yn7ipo4krJkd4B/sOhD5dlgimEoDUSZmNzY8mvm83m+E8fnODK2N09v/lik3977BQ/OnUey6nuOeM3TdbG60ueA/NbRsYrUPnfchw+6B3gT946RN/UzF0/XjmEEGxsivNwZwe6dud7Wstx+fuPzvCLC5fvanuAlJKRRIq/OHSU8yPLt/irggR3kHOzXEqeJOOUvjB+UqtvDcGq1CQwyq64XXBzDGV7sdyVb8slpeRa6hwTNbLKpiw/r+5nc2QPAb289jcuLhcTJ7mYPIFbQ6ncyv1LoNEZ2FB2YLbg5jg3e6zsz41qyDoZziWOrfQwPkUIQaO3lc3h3WUdJ5GcTRylP3NVZRMoDwwpJYlcnrPDo/x/3j3CH/7oFf7oxz/nj199m5fPXqJncppENkfOsnBcd8nvDUlx0pyzbEaTKV48e5H/54uv8advv79gDYCY38c3dm+loy62pKKFt+pqqOPru7aWrBwvpeTD/kH++LW3OdzbT86yy3rerpTMZHP87MwF/ufX3uH65PLVyaoP+HmkqwPfAnv3Tw0O87+8/i4nB4fLnlxKKSnYNpfGJvjf3nyPvzx8jNlc9YMguqaxs72FhmDpej5H+27wdx+dJpnPL+l8dV3JZDrDPxw/w//4ypucW6bU+08Kej18a/d22iKlg1qjyRT/5s2D/N2xU0yX2eJSSknetjk1OMz/9Iu3eP3i1aoW1/yk8kvmPyBGcgNcTJ4q6xhDmLT51+DVytsWsLjH9tDgbS77uBvZ68xaU2X3pq60jJPi9MwH2DVWSFFZXt2hzcS9raQz5RUeSjtJDk++QZu/c0lbFhSlHEIIYp44qwLdXCrzc+Ba6hxD2V42hMtNqa8cKSU9qYuM5UrvIV4pXs3P5shuzic+Iu0s/lqQtpMcmniVdn9XVYLxilLrZrM5jvUPcvLGMC+dvUjE56MrXsfm5kbWNTbQHA4R8/sIeb0EvR58hoHH0NE+MXmXUmI5LlnLIpUvMJ3NMppIcXpwhCN9A1yfmJqbxJUejyYEz29ax/Mb133qeyyFR9d5buM63rnSw9EFCvgdHxjif3jpTb6+cwtPr++ms6EOv2ncMVDhuC7jqTRXxid55dxl3rx0jcQnJs8+w0AIyFrVuVfVNI2n1nfzk1PnuVyiiKDjSj7su8G/eukNvrFrG0+sW0N7NFoyuODOBZT6pqY52neDF89c5Prk9Ke6QfhNE8d1KVShS8TW1mbWNdaXzDzJ2TZ//9FpXCn5+s4trK6LoS8iA8Wdy245OzzKj0+d54PegU/VkRACQh5vya0xlbS5uZFf27GZ/3Dow5JdN8ZTaf79ex9wZniUr+3YwuaWJuoC/ju+Z6SUJPMFeienOdTTx89OX6BvegbH/dX7Qdc0TE1bsO3k3VBBgk+QUpJ3cxyeeK3sKvwhI8qa4Ia7jqTejql5iHtbEYiyKjyP5PoZzPZS72lCEyuTOOJKh3OJY/RnrrCo/ijKfSugB9kefYj+zJWyK5VfT13gvfFX+ELrd/Bq/qq8zxRlXsiIsC60lWup89hy8dWYM06ao1O/ZHVgfdl1ZCpBSknGSXF85iCZMibgy0kIwfrwdtr9XVxOnV70cRLJldRZPph8k8cbXyi7laKi3C9s12U2l2c2l2dgZvZma7uwz0s8GCDm9xH1+wh6PAQ8Jl7DwNQ1BALHdcnZNlnLIpkrMJPNMpZMM55KlzVx1IXg4a7V/O6j+4j6fRV5XkIIOuqi/O4j+xiYmS2ZxeBKyY2ZWf7du0f46ZkLbG9rZkNTnI5YlIjPi6nrWI5LMp9nLJmid3KaqxNTXBwdv+2ebo+u883dW7k+McX7PQMVeT63s6Y+xpe3b+Z//+UhnBJBEEdKLo9P8r+9+R4/OnWOzS1NbGhqoDUSJur3YWgatuuSzheYSGcYmJ6lZ3Kay2MTDM0mbnuHFTBNvrNvB+eGxzjSW/nnGPJ6+LXtm/mof6jk5HUmm+MvD3/EkZ4BHl+7hj0dbayN1xP2ehGiuClVUixKOJHOcH1iinMjY5y8Mcz5kbHbvn6aEDzatZo9HW382TuHK/7cbsdnGnxz1zZODY5w6HpfySyB2Vyel85e4v3r/WxpaWJLSxNrGmI0BoN4TQNXSrIFi8l0hoGZWa7PnauDM59+LTUheGhNO6tiUV48c7FqgQIVJPgEW1ocm36HC8kTSMpL6Wj1rabd11mVcQkE9WYjAT1U1sqLLW1OzRxmQ3g7/jKrdVfKWH6YI5NvkFN7SR94Ao1NkV0cm3637IJqLg4nZg7R4G3m4frP4tUrc1OiKLejCZ3NkT18MPkWE4XFb5OSuFxJnuVi4gQ7YgfQhF7FUd7++19NneNq6lxNtwz06QH21z9FX+ZKWXUGCm6OdydeocHbwo7oQ4gVCn4rSi1K5vK3rYyvzU28ECAld12kTxOCA50d/NEzj7G6AtsMbiWE4KHOVfz2gT38+TuHSS7Qa96Vkr6pGfqnZnjDuIbXNDA0DU0IXCmLq+a2Q8627/i8DU3juU3r+Nbu7fzvv3y/Ys/ldnQh+MLWDXzQN8D71/sXfC1s1+XS2ASXxybwmQZeo/j8hBDI+efnuORtu2Qquq5pPLW+i3+yfxd/+9GpqgQJAB7tXsNn1nfx+sWrJZ+b47qcHhrh4ug4YZ+XoMckPJcBo2uCvOWQyOXIWBbZgkWqULhjXQUB7F7Vyh898ziaJvjusVMV76Jw2+8rBM2REP/V4w8xmU5zfmR8wWOmMlkOXu/jg94BfKaBqevomrj5viw4DnnLxirxWnbH6/m/P36AdL7Aaxeu1naQwJEOM4VJfLofvx5AoN1zq3xSyuKex9mj/HLsp2UXexIIdsQOYGhmVcYnhCDubaHO00g6W97q0LXUOS4lT7Mz+vCyvi5SSgpunoMTP2cgc23Zvq9Su+b3I++re5JXR76HJcurl5F10rw5+mM0NB5peA5d3Dm1UFHuVrO3nbWhLUxMlVdLJe0keGf8JVr8q2n2ti/bOSqlZKowznsTr5CtgboIpQgEG8I72BjeyenZI2Udm7Jn+cXIP+DT/awLbUO7B+455tOma32cyv3p5mStAnFDr6Hz5Lou/vCpx+iO11XlnPabJt/YtZXpTJa//vAkqQUCBVB8ajnbLnvCJIDHutfwB08+TMjrYbbKRQyFELRHI/zzzzzCaCLFlRLbDm4lKW6DWMpWCAE80tnBP3viAE3hEF0N5dU4K0c8GOC/fGw/vVPTXBqdWPDrC47DZDrD5BJrGQpg56pW/ttnn2BLaxPjyTQbmuLL1hJRE4Jdq1r5F089xh+/+kv6p2cXdZzluliLOK8/qS0a5p9/5hH2dbTTPz2DzzSYrdIpW5EQvO1aHJ16k//U+294e/wlbmSvk7FT90xxoeJkNsdH0+/yi5Hvlb3NAKDd30V3sPxq2OWIeRpo8raXXR0+7aQ4NPELxvNDy/aazG/beG/8FU5Ov1/TK1rK8tKFwa7Yo7T6Vy/p+IyT4q2xn/DO+Euk7ESFR1cZUsp75vqnlCLYGXtkSXVmBrM9/HLsp2Sc5LJc/6SUpJ0kvxz7GTcy16v+/SohoAc50PAMMTNe9rET+WF+MvhXnJs9VtZ2kOXmSJupwhgXkseZthZeZVKUWqXNVef//Uf3868+/zRdVQoQzAt5vfz2gT387iP7iFVoO8MneXSdz6zv4l8+8xidDXU4rlyWIn9CCLa3NvPfPvs4a+P1FanncCemrvP42k7+6Jbv1R6N4CvRavJuCCHY1NzIv3z6MdbFGyrdEf5jTF3nse41/A+ff5qd7cXaaxG/l41N8ap+30/SNY3Hulfz//rcU2xpaaza914br+dfPvM4T6/vxtA1Ij4vzZHyioGXo2JnSMZJ05O+SE/6IhGjjs7gRtaGttAd3EyTrw2NYsplLUXR52/iE/Y0Byd+zuGJ15eUEu/RfDxU/xR1nvJvdMqhC4O1oS2cSxwrsw2UpCd9ibfHX+QLrf+IoB6u6usgpcSSBd6feJVfjv+UvKta1ykfFzXrebThcwxn+8vOJgBI2rO8Nvp9xvNDPNP0NRq9LYBYseuLRN5cocm5GXrTl/FoHtaGtq7IeJTKEELQ4V/L1sg+js8cpJxlOBeX0zNH8OkBPtf8Lfx6sGrnp5SSnJvhvfGXOT79Xk1Pmm8lhMa60Fb21j3J2+M/xSmje4lEMj4XKJgsjHKg/pmq/owXPa65+wpbWgxl+7iUPMnF5CmmCmN8Z/V/Tb2naUXHp9xbQl4v7dEIw7PJFV1q8ZsGz25Yy2/s3cHOVa149OXZRhUL+PmdA3toi4b5j4c+5NpE5ToR+E2Dr+/cyu8/tp+WSLEQqu26t92uUQ2apvHE2k6ifh9//s5hDvcM3PU2kE/ymyZf2b6J33t0Hx11sZt/H/P7aQoHF73qXS5d03h8bSdBj4f/91sHOTU4UvHnFvR4+OqOzfzOw3vpqPtVS12vYbChKY7fY5IpLN9noakXM2zqAwH+/XsfcPB6X8lihuXQNcGu9lb+xVOPsm91+81Cjx7DoLM+xunB6nSOq0oYKWFPc3r2CBeTJwgZUVp9q1kX2srqwHqiZj1BI4whzBW9oXelS8Ka5mrqLEcm32Qw27PkG6vOwAa2Rx9elr2n60Jbqfc0Mlzmfm6QnJx5H13oPNv0NaJmQ1V+/q50mciP8P7kqxybelcFCJQ72hLZQ2/dExydehuX8i+kjnQ4PnOIG9keHq5/lq3R/UTMOjShlZ1ts1TzAbGUnWAyP8KV1FmupM4yW5hkf/1TKkhwH/DpAQ40PENP+mLZK8GWLHB08i2kdHmm6atEzbqK76F3pct0YYJ3xn/G8elDSwq6rSRdGBxoeIahXC8XEyfKzrpI2NO8PvpD+tKXeST+HGsC61eksKnt2mScJLPWFD3pS1xMHGcsP0TSnsWRNn69dFswRbmd1miYP/7y83w0MMgvL1/n8tgEk+ksqUKh6tlqQY9JYyjIvtXtfGHrRra2NBELLH8xVr/H5EtbN7K+Mc73jp/h3Ws9jCRSS550Bj0eNrc08pv7d/JY9xrC3l8VQM1aVlWq/t+Jrmnsam/lX3/xs7x87hIvnr1E/9TMXe8xD3s9bG5p4tt7tvPk2k4ivo8XeY36vbRGw1ULEkCxzsPe1e38z1/5HN8/cZZXL1xmJJG66xZ+Ya+XbW3NfGvXVp5c10XI6/nU12xoilMf8C9rkACK2Tbb2pr5118qvp4/OnWOvsmlv56mrtEWifDl7Zv4+s4ttETCH+sE4TV0OuvrKjX8T6lq4cKCm2eqMMZUYYxziWN4NR+tvtV0BNbR4uugxddBk69tWQvq2a7NSH6Aq8mznJ39kIHs1bJWLz4pYtTxmaYvETajC39xBYTNGJsje5YQJCi+Hh9MvkXCmuHppl9jdWBdxToeFLcXZDmfOM6hiV/Ql7lSkcdV7k9CCAJGiM80fZkb2R5uZJeWHu1Kh5HcAC8O/zUnZ95nR+xhNkf20OBprlo3j/nAwHhuiMFcL4PZHvrSlxnO9d+8lmjoZRc+VWqTEIKu4Ca2RvdyaOLVsiexlixwZPJNJvIjPNP0a3SHNlcsoGy7FpeSp3h34hWupy7cs+dcnRnn2aavMp4bKqtI5LyCm+Ns4kOupS+wLbqf7dH9dAe34NV9VQ0YOq7NpDXGSHaAG9nr9GeuciNznZxb/YJZyoPB0DTW1MdYUx/j17ZvZmBmlrNDo1wcHef6xBT908UOAOlCZYKDEZ+XroY6NjbF2dneyr7V7XTURRfVoq6aDF1na2sT/+qFpzlxYxNvXr7G4Z5+ro1PLWpSL4CGYIBdq1p5ekM3T63rJh76dOAuXShUfMV7wbEJQXssyu8/9hDPb1rPO1d7eL+nn7PDY0ykFr9RXxOClkiI3avaeHJdJ0+u7aQucPuAadTvozVS/TaymhB0NdTxR888xuc3r+eNS9d4v6ePK2OTZU2cDU2jPRphd0cbj3Wv5om1ncT8vjsGg9fG64kHg9yYWf4tqZoQNIaC/NZDu/nsxrW8eek6717r4czg6KK3svhNg41NjTyxbg2f27Se7nj9bd+Dpq6zpj52s0hnpS1rd4O8m6M3c5nezGU8mo+gHiJkRIl7W2j2raLJ206DtwmfFsDUPBjCxNQ8N4uTLfbDXkqJLS1s16Ig8+SdLNPWJP3py/RlrjCWHyJhTd91SqZH8/F44wt0BTfd1eOUwxQetkb2cmrmMJOF0bKPd3E5nzjOaP4Gu2OPsT36EPWepiWtvMwHBpL2LL3pS5yceZ+BzDUyCxTMEghMzYPlWvfsTa1SGXFPC881f4OfDP4V09bCBW7uxJEOvZnLDGZ7OTL5Ju3+LjaEt9Hu78Kvh/DpfkzhWVShw/kipsVrSIGCW6Dg5kna04zmbjCY7WU0N0jCniZtJ1S2zANAExoPNzxHX+YqA5mrZR/v4nA5dZrx/DDbovvZXfcYcU8LPj1QdjDLci3SdoKhXB8npg9yNXWOpD1T8hhdGAhEzW5DEELQEVjHcy3f5JXhv11SXSCArJPi2NTbXEgcp9m7iu7QJtaFthI1G/DpAbyaD0MYi8rmkFLi4uK4Fpa0sOauAyl7lvH8ECO5Gwxn+5i1p0jbSbJOWtXeUapK1zQ66+tYUxfjc5vXFzsZ5PMkcwUmMxmGZpNMpNJMZTLMZPOk8wUylkXeKla9d1wXIcDUdExDJ+gxifn91Af8tEUjrKqL0hIJUef3Uxfw4zdrrzCwPrc6vb2tme/s3cHQbJILI2P0Ts0wPJsgmS+Qsyx0oRHwmNQF/Kyuj7Eu3sCGpgaaw6E7TpwB8pbDSpYT6myoo6Muyhe3bWI8maZveppr41PcmEkwkU6TyOUp2A5SSnymQcDjoTkcoqMuyvrGBjrrYzSGQ0R93pKvnc8w+IMnH+E39u647b93V7iwoa5pbG9rZlNznG/v2cbQbJJLo+P0TE4znEgyk82RsyykBI+h4zMNoj4fLZEw7dEI65saaImEaQoFCXk9C56Xfo/JH3/5OVL5wqeuyx2xKPoynNdCCFbFovzm/p18YesGRhJJroxPcmV8ksGZBFPpDFmr2HHDbxqEfV7aohG6G+rY1NxIWzRCUziIWWJrjyYET6zt5O9/+9dxb/P5Ew8G8RpLX5RYsRaIBTdHwc0xbU0wkL1W7IgwN3mMmHVEzToiRh1hM0ZAD938gDc1L7rQ0YSONld30cXBlS6Wmyfv5sg5WdJ2gllrmllrkvHCMGk7iSvdik1KNXR2xR7hQP0zmOLTqS7VIoSg3d/Flsge3p98HUeWn8IiKW4JeHP0x3w49Q4bwttZE9hAs6+dOk8jQT2CrumfCsq40iXnZEjZCaatcSbzo9zIXqcnfYnJwijuIjMy6jyN7Kt7ko+m31tSoKPWSCSu61CQBSw3f/Nm0pJzv7rFvy+4eUZyN8qeVM5Yk5yYOUjYiGIKL6bmwdS8eDRP8ffCg0eb/3sPGnrNfbDfiRCCjeGdPN/yLV4a+i5p5+6ivpYsMJYfZCw/xKmZ9/HpARq8LTR724ia9YSMGAEjiCm8GMK4uaLrSAdH2hRuXkPSJO1ZkvYMM4VJpgvjpJ0kUrrIuf/udcVtV86vzle38LFztvhrnoJbYKIwXHbHl6Q1w8mZ94ma9XPnaPG8NbW581X86s+m5kGv8fO2ydvG041f5keDf7nkgpnT1jgHJ37OyZn3WRfaSldwEy2+Duo9TYSMyKe640gpcaRNei6NfTI/wnBugGup8wzn+ii4BRaqk6Chsyf2OAl7mkvJU0sa93LQhc726EPknDS/GPle2efbPIkkZc+Ssme5nr7A22MvUueJzy1CNBM2YgSMED7Njy4MdFG8DXKlg4uLLW0Kbo68kyXnZknZCRLWNElrmhlrkpSdwJXOfXMdUO49QghMXac+GKA+GLi57UAyH+TmY1sRbjvpFcXV9WJbxOLd3nzxvFq+DkNxzF7DYHVdjI5YlP2r2z/23OfflvNPQxNibqFx4efmSJdyas9Ug65pxIMBGgJ+NjbHkRslUvKrK8788G6+hgIhynv9hBB01EU/tpe/2oQQeAyD9miE9miEfR1tuHz6dSt+7a+OWcq5KYB1jQ0VHP3S6ZpGYyhIPBhga2sz7lxh69u+lkKgzf262Oca9fvYuaq1KmNfsSDBJ8m5GEjezTKezzKeH/rYv2toGJp5c0Vkft+xZO6NI10c6WBLa0kT53JoQmd79ADPNn2NoFH9dJ1PMjSTh+qfoSd9mRvZpbcWdHGZsSY4OvVLTkwfImRECBghvJofvx7Eo3nRhI4jbWzXKk6e3AwFJ0/GSZFxUmX/rD2alyfiL7C77jF6M5drKkggpZx7Xklsd37CmL0ZeMq7WfJO8c/F3+du/rvlFnCkfXOy+atf7Y/92Zb2ooMp88byg7wy/HcYcze0utDR5ya48ze5htDR5n5vCg9e3YdX8/3qV80/92f/Lb8v/psuTLy6j7ARXfae7lA8n3fGHiFpzfL2+M8WzERZnOIVJeOkyNyy+ivQ5rKTikFGTWhzNxducdVQ2tiuvaQaCStFSknWSZN2kjiuPXd+5u58vjo5cm6Wwtx5a9/mPL3TOVyOaWucV0e+97Fz9uO///ivHztvNf/c7/14bp6rc+ft3HlsCBOP5iVsxtCX4bzVhMamyG72Z5/m4MQvsNylFbeSSJL2DCdmDnFm9ighI0pAD+HXA/j0wNx1V8N2bSyZJ+tkKbhZsk6GtJ0sq2itQGNjZCefbf46J2YOcSV5tqbPbY/mZV/dZ8g4aQ6O/+Kug4YSdy5wOMTYzXsKgSlMDM2ca52oISi2iJO4uNKde09YKgig3BPmJxPzE/4HiRCioqvCtfSOn58g32+vqbhlwr+ym1iW1ycDHveCmgkSLMTFpeDmgeWpOnonGjpbInv5XMu3VrRKcZOvjSfin+fHg39Vkf2PliwwbU18LOX71kyCStws6cJgZ/QRdtc9TlAPEzMbEGg1s+XAlhZHJt/gvYlX5rZCzIWgpPzV75mP0N+6jlT9j5X5idriiZsR5vmq/+Lm38//XfFPhjDZEN7Jr7X/FiEjUoXRL8yjeXkk/hya0Pjl2E9JO8mqfB+JS+E+2x4gcTk+c5A3Rn+E5RZuc97OB1Lvr/NWFyadwY18Y9XvEjWr1/P5Vh7Ny+PxF5gtTHJy5vBdT7htaTFjTTBTpetui6+D55q+Qb2niQZPMx7dS86p7f3yXt3PE/EX8Agvb439pArXgmJNEcu5two8KoqiKMpyumeCBLXAo3nZU/cETzV+mbi3ZUXHoguDrdF9DOcGODz5WlX2RVdyFUUg2BDawbPNX7s5EW3ytmMIE0uubOBnnqS4IrvUVOLacmtYg9vPB+f+Lk+OtD2LK1c2WOPXAzwafx6v7uet0R/fVY2CB4mEuW1A1atSvHwWf95CjtQKnLcRI8bzLd8i46S4nDxT8ZX5Sl13454WPt/ybToC3QghiHtb8Gn+mg8SQLGjxCPx54rXgrGfMFUYp7bW+BRFURTl/qaCBIsUMep4qP5pHot/jpCxfHt4SvFqfp5s/CIpe5bj0+/h1siK/CcJNDqDG/h8y7dp8DTf/PtGbyuGZmA5tREkUFaeR/Oyt+4JQnqYN8d+wmC2t2YyTRQFiimDDZ5mXmj5DSSSK8kzNXftrTMb+XzLr7MhvPNmkb75ArX3ivlrQcSI8cbYj7mRuVZzP2dFURRFuV+pIMECTOGhPdDF041fYX14Ox7Nu/BBy0QIQdiI8rmWbyEQnJo9PLclo3Zo6GwI7+CLrd+hxbf6Y4U44t4WPMJLlqUVqFLuTx7Ny7bofhq8zRyc+AWnZ46QK2MftqJUmxCCNv8avtr22/x85O+5kDiBJVc+fV0gaPK183zzN9kW2Y+u/eojPqAHiXkaGM3fWMERlsfUPGyO7KbB28x7Ez/n5PT7qr2goiiKoiyDigUJqtmLeCUIBPWeJnbGHmZf3WeIe1tWpKjbQoQQxMw4L7T+Bj49wLHpd5ZcFbrSPJqP7dGHeLbpqzR62z5VqTOgh4h66pm1l9buSrl/CaHR6lvDF1q/Q5uvk2PT7zCU7avpomvKg0UIjbi3lS+2/mMiZj3Hp9+rUNHNpdHQWRNcz3PN36Q7uOljAYIiQZO3raY7HNyOEBpN3nY+3/LrrPJ38+HULxnIXL+nrgUCjZgZx699ui+7oiiKotSiigQJDM1kR+xh0naS6+kLS6p6Xyt0YRA2omyN7GNP3RO0+zs/1Zaq1hQzCmJ8ruXbrPJ38c74S4zmbuCs0E2Uhkadp5HH459nb92TBIzQbb/O0Dw0etvoX0LfceX+J4QgZER5NP48G8LbOTnzPsenDzJtTdT09UVDI2iECRt1Kz0UpcqEEDR4m3mh5ddp93fx3sTLxWtvmZ0g7nIUBPQQu2OP8mj8eZq87XdsndTs61jGcVVO8VoQ4UD9M6wNbeHUzGGOTb3DjDWBXaPXAg0NU/PS7GtnS2QvG8I7aPWtXulhKYqiKMqiVCRIoAud7uBmWn2rGc3d4HziOP2ZK4znh0nZs/dEGyGP5qPR28KG0A62xw7Q5G3Dq/lrvl/sPCEEPt3PrrpHafF38MHkW1xInmC6ML6s4wgbMTaEd/BIw2dp93dhap47fq0hTBq9bcs4OuVepAmNRm8bTzV9hS2RvZye/YAryTOM5AZqIsV7nql5iXua6QisY2f0AKuD61d6SMoy8ep+dsceo92/hg+m3uJC4vhcsb3qMoWH1YF1PNTwDJvDe/DrgZKfWY3e1prqKFMuIQRxTwufafwSmyO7OTVzhMvJ04zmbtTMtcCj+aj3NLLK383G8A7WBDcSNqIYwrxn7icURVEUpWLbDTRRXD3rDm2mK7iJtJNgKNvHULaXgew1BrN9JKxpXOngSGfFb1Lme3bXmXG6Q5vpDm6mI7COek+8JrcVLJYuDNr9XXyl/bfYlX6U84mPOJ84znRhHLtKfZ91YRAyomwM72BH9GG6gpvw6r4FjzOEUdzGgX5PpY4qy08IgUd4WRXopt3fxYH6Z7ievsDl5Gl605dI2QlsaS/jdUWgCx1DmMTMejqDG+kObWaVv5u4txX9Hr6GKEtjaAZt/k6+3PpP2BF9mNOzH3AxcYJZawpbWhX7PgINj+ZhVWAtu6KPsDmyh6hZv+AEdD4zJ2LGmLXu3S1eQohirSB/F22+Th6qf5qrqXNcSZ6mL3OFlJ3AkfayLE4UW3EacwHvVjqDG1kdWEebfw1xT8tttnwoiqIoyr2hKp9g8zcj60PbWRvaQs7JknXSTOZHGMndYCQ3wFRhjIyTIudkyLlZ8k6uahNFgcCjefHrQfx6iDpPnDbfGlYH1tHkW0XICN9TWQOLYQiDruAmVgW6eKj+GXrSF7maOstYfpCENU3GSd9VyrZPCxA2ojR4m+kObmZjZCf1niZ8WumVrFsJIWj0trAlsmfBwnSm5iFS5V7oGhpxbwvrQtuq+n1qUZu/C0PcGze08ynedZ5Gtkb2kbRnGchc4WrqPOP5YdJ2grSTIOdkKzZR0NDw6n78epCAHiLmaZi7hqynydeGXw/i0/w3K8kvp2L9lMYH8rxt9rXX3HYwQzPpDm6m3d/FIw2f5VLiFFdSZ5gsjJGwpskvoQinQCNohIia9bT7u9gS2UNHYB0hI4Jexvs2oIfYGtnHWH5oge8naLkHtibMt3as9zSyPfoQCWua6+mL9KQvMJkfJWUnSNmJirXZ1YUxdw0IEtDDNHib6Qh0s8rfTcxswK+H8Gje++peQlEURXkwCSnlsu8FkFJiyQIJa5qkPUvKniFlJUg7SdJ2koyTIuukyDlZCm7+5v9sWcCVbvF/uEjpIoSGLvSbmQEezXMzGBDUQwSNCDGzgYhZR9SsJ+ZpIGo2PJArfa50mbUmGcsPMV0YZyI/wow1ScqeJWUnyDppbNfGkRaOdBBCwxAGXs2HXw8SMqLEPA3Ue5qIe1tp8rYS97Ziap77rnClcu+RSLJ2milrnKn8KFOFcRLWNCl7loQ9Q9pOkHdz2NLGdgs40saVLprQ0OauIR7Ni1fz4dX8BIwQISMyt/paR9SoJ2LWUeeJEzKiaCsQEFDuPVJKbGkxkR9hJDfAeH6Y6cIEM9bEXNAgh+XmsaQFSHRhFM8/PTh3vjUS97TQ5GunxddB1KxX594CXOmSthNMFkZvfs7NWlMk7RkS1jRZJ43lFrClhe0WP+9uvQ7MXwP8egC/ESJixAgbMSJmXfE1MeNEPfX49ID67FOU+8jB6338Nz94iWT+9tuXTF3nz775RZ7ZsHaZR6Yoy29Flg7nU4fj3hbi3hageCPl4uJIG0fa2K6NizMXFHBuBgWKEQ35sRVCMf+f0NDQ5gIGxQ97QzOLewERD3x0XxPFgoJ1nsabN64FN1/8ec8FBoo/41/9fAUamtBuplR6NA+m5kUTmro5UmqKQBAwQgSMEO2+TiTy5iTAlha2tHHntjq5Ut6yNaF4Js+f65rQ0dAwNANdmJjCRBfGA3/9UJZmPj2+1b+aFl8HLg4Ft1AMDLgWLsXrrjt3PgrEzcmqKUw8mvfmNVdZHE1ohM0YYTPGmsAGXBxs18K6GRSwb7mnuPXzTtzymad/7HUwNBMNXV0HFEVRlAdCzeQXCyHQ0edW+L3w4C30L6v5G9dShQUV5V4lRPF23yO8eDTvSg9HUYD5zzkDv27g11U7vOUw/zPXdQMv/pUejqIoiqLcE9TShKIoiqIoiqIoiqIogAoSKIqiKIqiKIqiKIoyRwUJFEVRFEVRFEVRFEUBVJBAURRFURRFURRFUZQ5KkigKIqiKIqiKIqiKAqgggSKoiiKoiiKoiiKosxRQQJFURRFURRFURRFUQAVJFAURVEURVEURVEUZY6QUsqVHoSiKIqiKIqiKMpKmUxnOD04gu26t/13IQQ721toDAWXeWSKsvxUkEBRFEVRFEVRFEVRFEBtN1AURVEURVEURVEUZY4KEiiKoiiKoiiKoiiKAqgggaIoiqIoiqIoiqIoc1SQQFEURVEURVEURVEUQAUJFEVRFEVRFEVRFEWZo4IEiqIoiqIoiqIoiqIAKkigKIqiKIqiKIqiKMocFSRQFEVRFEVRFEVRFAVQQQJFURRFURRFURRFUeaoIIGiKIqiKIqiKIqiKIAKEiiKoiiKoiiKoiiKMkcFCRRFURRFURRFURRFAVSQQFEURVEURVEURVGUOSpIoCiKoiiKoiiKoigKoIIEiqIoiqIoiqIoiqLMUUECRVEURVEURVEURVEAFSRQFEVRFEVRFEVRFGWOChIoiqIoiqIoiqIoigKoIIGiKIqiKIqiKIqiKHNUkEBRFEVRFEVRFEVRFEAFCRRFURRFURRFURRFmaOCBIqiKIqiKIqiKIqiACpIoCiKoiiKoiiKoijKnP8/rE6XEcrXNzcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud, STOPWORDS\n",
    "\n",
    "stopwords=set(STOPWORDS)\n",
    "stopwords.update(['One','Two','Three','La','dtype','II'])\n",
    "text = (str(filmovi['title']))\n",
    "plt.subplots(figsize=(20,15))\n",
    "wordcloud = WordCloud(\n",
    "                          stopwords=stopwords,\n",
    "                          background_color='white',\n",
    "                          width=1500,\n",
    "                          height=1200\n",
    "                         ).generate(text)\n",
    "\n",
    "\n",
    "plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "plt.title('Наслови филмова')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud, STOPWORDS\n",
    "\n",
    "stopwords=set(STOPWORDS)\n",
    "stopwords.update(['One','Two','Three','La','th','two','ins','dtype'])\n",
    "text = (str(filmovi['description']))\n",
    "plt.subplots(figsize=(20,15))\n",
    "\n",
    "wordcloud = WordCloud(\n",
    "                          stopwords=stopwords,\n",
    "                          width=1500,\n",
    "                          height=1200\n",
    "                         ).generate(text)\n",
    "\n",
    "\n",
    "plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "plt.title('Описи филмова')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Мислим да објашњења нису потребна, једна слика говори више од хиљаду ријечи."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}