Movies-AI-Content-Based-Recommender.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "36837b9f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "pd.options.mode.chained_assignment = None  # default='warn'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d00b3ace",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading Dataset...\n",
    "movies_data = pd.read_csv('tmdb-movies-5k/tmdb_5000_movies.csv')\n",
    "credits_data = pd.read_csv('tmdb-movies-5k/tmdb_5000_credits.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7e4e49e9",
   "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>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>production_countries</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>2787965087</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>961000000</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "\n",
       "                                       homepage     id  \\\n",
       "0                   http://www.avatarmovie.com/  19995   \n",
       "1  http://disney.go.com/disneypictures/pirates/    285   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "\n",
       "                                            overview  popularity  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "\n",
       "                                production_companies  \\\n",
       "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
       "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "\n",
       "                                production_countries release_date     revenue  \\\n",
       "0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n",
       "1  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   961000000   \n",
       "\n",
       "   runtime                                   spoken_languages    status  \\\n",
       "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "\n",
       "                                      title  vote_average  vote_count  \n",
       "0                                    Avatar           7.2       11800  \n",
       "1  Pirates of the Caribbean: At World's End           6.9        4500  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Showing the movies data Structure...\n",
    "movies_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6ea55488",
   "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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Showing the credits data Structure...\n",
    "credits_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c1ca5229",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Merging the 2 csv files ('movies', 'credits')\n",
    "movies_data = movies_data.merge(credits_data, on='title')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f2f9034",
   "metadata": {},
   "source": [
    "## Data Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "19c1895e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# These are some helper functions to deal with multi-hot features\n",
    "# ----------------------------------------------------------------------------------------------------------------- #\n",
    "saving=False\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "# numbers of movies released in each decade\n",
    "def count_pie(series, filename):\n",
    "    counts=series.value_counts()\n",
    "    counts=counts/counts.sum()\n",
    "    labels=['' if num<0.01 else str(year) for (year,num) in counts.items()]\n",
    "    f, ax = plt.subplots(figsize=(8, 8))\n",
    "    explode = [0.02 if counts.iloc[i] < 100 else 0.001 for i in range(counts.size)]\n",
    "    plt.pie(counts,labels=labels,autopct=lambda x:'{:1.0f}%'.format(x) if x > 1 else '',explode=explode)\n",
    "    if saving:plt.savefig(filename,dpi=150)\n",
    "    plt.show()\n",
    "\n",
    "def count_decade_pie(df, filename):\n",
    "    count_pie(df.release_date.dropna().apply(lambda x:str(int(x[:4])//10*10)+'s'), filename)\n",
    "# ----------------------------------------------------------------------------------------------------------------- #\n",
    "\n",
    "# ----------------------------------------------------------------------------------------------------------------- #\n",
    "import seaborn as sns\n",
    "# numbers of movies of different genres and keywords\n",
    "def multi_count(series,index=\"id\"):\n",
    "    return {k:len(v) for (k,v) in group_indices(series,index).items()}\n",
    "\n",
    "def group_indices(series,index=\"id\"):\n",
    "    d={}\n",
    "    for i in range(series.size):\n",
    "        l=eval(series.iloc[i])\n",
    "        for x in l:\n",
    "            d.setdefault(x[index],[])\n",
    "            d[x[index]].append(i)\n",
    "    return d\n",
    "\n",
    "def multi_bar(series,filename):    \n",
    "    sns.set(style=\"whitegrid\")\n",
    "    count=multi_count(series,\"name\")\n",
    "    count=sorted(count.items(),key=lambda x:x[1],reverse=True)\n",
    "    count=dict(count[:30])\n",
    "    f, ax = plt.subplots(figsize=(10, 6))\n",
    "    plt.xticks(rotation=85, fontsize=15)\n",
    "    plt.bar(count.keys(),count.values(),align=\"center\")\n",
    "#     plt.pie(count.values(),labels=count.keys())\n",
    "    if saving:plt.savefig(filename,bbox_inches=\"tight\",dpi=100)\n",
    "    plt.show()\n",
    "    \n",
    "import wordcloud as wc\n",
    "# wordcloud of genres and keywords\n",
    "def multi_wordcloud(series,filename):\n",
    "    w=wc.WordCloud(background_color=\"white\",margin=20,width=800,height=600,prefer_horizontal=0.7,max_words=50,scale=2)\n",
    "    count=multi_count(series,\"name\")\n",
    "    w.generate_from_frequencies(count)\n",
    "    if saving:w.to_file(filename)\n",
    "    f, ax = plt.subplots(figsize=(16, 8))\n",
    "    plt.axis('off')\n",
    "    plt.imshow(w)\n",
    "    plt.show()\n",
    "# ----------------------------------------------------------------------------------------------------------------- #\n",
    "\n",
    "# ----------------------------------------------------------------------------------------------------------------- #\n",
    "# distribution of popularity and runtime groupby genres\n",
    "def expand_multi_feature(df,column,index=\"id\"):\n",
    "    groups=group_indices(df[column],index=index)\n",
    "    result=pd.DataFrame()\n",
    "    for name,indices in groups.items():\n",
    "        rows=df.iloc[indices].copy()\n",
    "        rows[column]=name\n",
    "        result=result.append(rows)\n",
    "    return result\n",
    "\n",
    "def plotby_box(df,x,y,filename,yscale=\"linear\"):\n",
    "    sns.set(style=\"whitegrid\")\n",
    "    df=df.replace(0,np.nan).copy()\n",
    "    f,ax=plt.subplots(figsize=(20, 10))\n",
    "    sns.boxenplot(data=expand_multi_feature(df,x,\"name\"),x=x,y=y)\n",
    "    plt.yscale(yscale)\n",
    "    plt.yticks(fontsize=20)\n",
    "    plt.xticks(rotation=55,fontsize=20)\n",
    "    plt.xlabel(x,fontsize=30)\n",
    "    plt.ylabel(y,fontsize=30)\n",
    "    if saving:plt.savefig(filename,bbox_inches=\"tight\",dpi=150)\n",
    "    plt.show()\n",
    "# ----------------------------------------------------------------------------------------------------------------- #\n",
    "\n",
    "# ----------------------------------------------------------------------------------------------------------------- #\n",
    "# average budget and revenue of each genres' movies\n",
    "def multi_groupby(df,column,index=\"id\"):\n",
    "    return expand_multi_feature(df,column,index).groupby(column)\n",
    "\n",
    "def plotby_2bar(df,x,y,filename):\n",
    "    sns.set(style=\"whitegrid\")\n",
    "    df=df.replace(0,np.nan).copy()\n",
    "    f,ax=plt.subplots(figsize=(20, 10))\n",
    "    multi_groupby(df.dropna(subset=y),x,\"name\")[y].mean().sort_values(y,ascending=False).plot(kind=\"bar\",ax=ax)\n",
    "    plt.yticks(fontsize=20)\n",
    "    plt.xticks(rotation=55,fontsize=20)\n",
    "    plt.xlabel(x,fontsize=30)\n",
    "    if saving:plt.savefig(filename,bbox_inches=\"tight\",dpi=150)\n",
    "    plt.show()\n",
    "# ----------------------------------------------------------------------------------------------------------------- #\n",
    "\n",
    "# ----------------------------------------------------------------------------------------------------------------- #\n",
    "# correlation between numeric features\n",
    "data=movies_data.dropna(subset=[\"vote_count\"]).copy()\n",
    "data[\"release_year\"]=pd.DatetimeIndex(data['release_date']).year\n",
    "data=data[data.vote_count>=100].copy()\n",
    "\n",
    "def plot_corr(df,filename):\n",
    "    plt.subplots(figsize=(12, 9))\n",
    "    sns.heatmap(df.corr(),annot=True,linewidths=.5,annot_kws={\"fontsize\":15})\n",
    "    plt.yticks(rotation=0,fontsize=15)\n",
    "    plt.xticks(rotation=0,fontsize=15)\n",
    "    if saving:plt.savefig(filename,dpi=150)\n",
    "    plt.show()\n",
    "# ----------------------------------------------------------------------------------------------------------------- #"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e946517a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "count_decade_pie(movies_data, filename=\"pie_decade.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "88496213",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "multi_wordcloud(movies_data.genres,filename=\"wordcloud_genres.png\")\n",
    "multi_bar(movies_data.genres,filename=\"bar_genres.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6fbbeff7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "multi_bar(movies_data.keywords,filename=\"bar_keywords.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "76a399e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotby_box(movies_data, \"genres\", \"popularity\", yscale=\"log\", filename=\"genres_popularity.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c9e469c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLkAAALSCAYAAAAx2ANuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdeXxU9b3/8fdkkhCWLEMSIISEBBA3qCLXBa0t0+rvKq2A1B01aOuFW7Wtl1BcWhRt1bbYRa2AAhIoihtbMd57W+9EbeUqVaqgrCEhLEnICgGyzfL7I3dGhiRkEiY5c05ez8cjD8l3vnPmczyZOWc+5/v9fG0+n88nAAAAAAAAwMSijA4AAAAAAAAAOFMkuQAAAAAAAGB6JLkAAAAAAABgeiS5AAAAAAAAYHokuQAAAAAAAGB6JLkAAAAAAABgetFGBxCqmpoa/fGPf1RBQYEOHz6sYcOGadq0aZoxY4aio7/ajTfeeEM/+9nP2tzGBRdcoNdffz2oraCgQAsXLtSuXbsUFxcnp9Op2bNnKzk5OeTYvF6vjh8/rpiYGNlstq7tIAAAAAAAAAJ8Pp+am5vVv39/RUV1PE7LFEmuY8eO6bbbbtPevXvldDp19dVX69NPP9VvfvMb/eMf/9DChQsDyaWdO3dKku655x716dMnaDtDhgwJ+n3jxo2aPXu2MjIydOutt6q0tFRr167V5s2b9dZbbykhISGk+I4fP65du3aFYU8BAAAAAABwstGjRys+Pr7DfqZIcr344ovau3evHnnkEd15552B9tmzZ2vjxo167733NHHiREktSa6kpCTl5uaedpvHjx/XE088oYyMDK1bt04DBgyQJF1xxRV65JFHtHDhQs2dOzek+GJiYiS1/E+PjY3twh4CAAAAAADgZE1NTdq1a1cg79IRUyS5Dh48qLS0NN12221B7ZMmTdLGjRu1ZcuWQJJr165dGj16dIfbfPvtt1VbW6v7778/kOCSpBtuuEFLlizRmjVrlJubK7vd3uG2/KPIYmNjW40eAwAAAAAAQNeFWhrKFIXnn3nmGRUUFATV3pKkvXv3SpJSUlIkSWVlZaqtrdXZZ5/d4TY3b94sSbr00ktbPXbJJZeotrZWu3fvPtPQAQAAAAAA0ANMkeQ6mc/nU1VVlVatWqXnnntOQ4cO1eTJkyV9VY+rublZ9957ryZMmKBx48bp+9//vj7//POg7ezfv1+SlJGR0eo1hg0bJkkqKirqzl0BAAAAAABAmJguyfWHP/xBl19+uR5//HHFx8dr6dKlSkxMlPRVkmv16tVqaGjQtGnTdMUVV2jTpk267bbb9MEHHwS2U1NTo9jYWMXFxbV6Df/0xWPHjvXAHgEAAAAAAOBMmaIm18nS09N19913a//+/Xr33Xc1ffp0LVmyROeff768Xq/S09P1k5/8JDC6S5I+/vhjzZgxQw899JDeffdd9enTR263u90i8f72xsbGTsW2bdu2ru8YAAAAAAAAusx0Sa4bb7wx8O+CggLNmjVLc+fO1Z///GfNmjVLs2bNavWcSy65RNddd53WrVunjz/+WFdeeaXi4uLU3Nzc5ms0NTVJkvr27dup2MaMGUPheQAAAAAAgDBobGzs1IAi001XPNnEiRM1YcIE7d69WyUlJafte95550mSDhw4IElKSEhQY2NjIKF1Mv80xfj4+DBHDAAAAAAAgO4Q8Ukut9utDz/8UH//+9/bfHzo0KGSWmpsffHFF4FVE0/ln3roH2mVlZUl6auk18n8bdnZ2WcUOwAAAAAAAHpGxCe5JGnWrFnKzc2Vx+Np9diOHTtks9k0bNgw3XvvvbrzzjtVXV3dqt8nn3wiqWVKoSSNHz9ektpMin300UeKj4/XyJEjw7kbAAAAAAAA6CYRn+SKjo7W1Vdfrerqai1dujTosVdeeUXbtm3TxIkTlZKSomuuuUZer1e/+93v5PP5Av3eeecdFRQU6OKLL9bo0aMlSVdddZX69++vJUuWqLa2NtD3zTffVHFxsW688UZFRUX8/x4AAAAAAABIsvlOzgZFqPLyct10000qKyvT17/+dY0ePVrbt2/Xpk2bNGzYML3yyisaPHiwjh49qltuuUWFhYW64IILNH78eBUVFamgoEApKSl69dVXlZGREdjuq6++qscee0xpaWm69tprVV5ernfeeUeZmZl67bXXlJSUFFJ8/kJoFJ4HAAAAAAAIj87mW0yR5JKkiooKPfvss3K5XKqpqdGgQYN09dVX69///d/lcDgC/Y4eParnn39ef/nLX1RRUaGkpCRNnDhRP/rRjzRo0KBW283Pz9eSJUu0Z88eJSYm6utf/7oeeOCBNvu2hyQXAAAAAABAeFk2yRXJSHIBAAAAAACEV2fzLRSdAgAAAAAAgOmR5AIAAAAAAIDpkeQCAAAAAACA6ZHkAgAAAAAAgOmR5AKATqisrDQ6hG7F/gEAYB2c9wD0NiS5ACBEW7du1fTp07Vt2zajQ+kW7B8AANbBeQ9Ab0SSCwBC4PF4tGDBAknSggUL5PF4DI4ovNg/AACsg/MegN6KJBcAhGD9+vWqra2VJNXU1GjDhg3GBhRm7B8AANbBeQ9Ab0WSCwA6UF1drby8PDU0NEiSGhoatHz5ctXU1BgcWXiwfwAAWAfnPQC9GUkuAOhAQUFBq2H+Xq9XLpfLoIjCi/0DAMA6OO8B6M1IcgFAB5xOp+x2e1BbVFSUnE6nQRGFF/sHAIB1cN4D0JuR5AKADjgcDuXk5CguLk6SFBcXpxkzZsjhcBgcWXiwfwAAWAfnPQC9GUkuAAjBlClTAheHDodDkydPNjii8GL/AACwDs57AHorklwAEAK73a7Zs2dLknJzc1tNAzA79g8AAOvgvAegt7L5fD6f0UGYXWNjo7Zt26YxY8aoT58+RocDoBtVVlYqJSXF6DC6DfsHAIB1cN4DYHadzbcwkgsAOsHqF4rsHwAA1sF5D0BvQ5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZHkgsAAAAAAACmR5ILAAAAAAAApkeSCwAAAAAAAKZnmiRXTU2NfvGLX+iqq67S1772NU2aNElLliyR2+1u1XfdunWaOnWqLrzwQn3jG9/QU089pePHj7e53YKCAt18880aN26cJkyYoIcfflhVVVXdvTsAAAAAAAAII1MkuY4dO6bbbrtNK1eu1KhRozR9+nTFx8frN7/5je677z75fL5A38WLF2vu3Lnyer26/fbbdc4552j58uX6/ve/r6ampqDtbty4UTNnzlRVVZVuvfVWXXbZZVq7dq1uueUWHT16tKd3EwAAAAAAAF0UbXQAoXjxxRe1d+9ePfLII7rzzjsD7bNnz9bGjRv13nvvaeLEiTp06JCeffZZjRs3TitXrlRMTIwk6Q9/+INeeOEFvf7667r99tslScePH9cTTzyhjIwMrVu3TgMGDJAkXXHFFXrkkUe0cOFCzZ07t+d3FgAAAAAAAJ1mipFcBw8eVFpamm677bag9kmTJkmStmzZIkl67bXX5Ha7NXPmzECCS5JmzZqlAQMG6I033gi0vf3226qtrdWMGTMCCS5JuuGGG5Sdna01a9bI4/F0524BAAAAAAAgTEyR5HrmmWdUUFCg6OjggWd79+6VJKWkpEiSNm/eLEm6+OKLg/r16dNHF154oXbs2KG6urqgvpdeemmr17vkkktUW1ur3bt3h3dHAAAAAAAA0C1MkeQ6mc/nU1VVlVatWqXnnntOQ4cO1eTJkyVJJSUlSklJCRqZ5Zeeni5JKioqkiTt379fkpSRkdGq77Bhw4L6AgAAAAAAILKZoibXyf7whz9o4cKFklpGcC1dulSJiYmSpNra2kCC6lTx8fGSWorYSy2rNcbGxiouLq5VX3+SzN8XAAAAAAAAkc10Sa709HTdfffd2r9/v959911Nnz5dS5Ys0fnnny+3263Y2Ng2n+dvb2xslKRO9Q3Vtm3bOtUfAAAAAAAA4WG6JNeNN94Y+HdBQYFmzZqluXPn6s9//rPi4uLU3Nzc5vOampokSX379pWkTvUN1ZgxY9SnT59OPQcAAAAAAACtNTY2dmpAkelqcp1s4sSJmjBhgnbv3q2SkhIlJCQECsufyt/un7aYkJCgxsbGQELrZP5piv6+AAAAAAAAiGwRn+Ryu9368MMP9fe//73Nx4cOHSqppcZWVlaWqqqq1NDQ0KrfwYMHFRUVpeHDh0uSsrKyJEkHDhxo1dfflp2dHY5dAAAAAAAAQDeL+CSXJM2aNUu5ubnyeDytHtuxY4dsNpuGDRum8ePHy+v16h//+EdQn8bGRv3zn//UqFGjAkXlx48fL0navHlzq21+9NFHio+P18iRI7thbwAAAAAAABBuEZ/kio6O1tVXX63q6motXbo06LFXXnlF27Zt08SJE5WSkqLrrrtOdrtdzz//fNA0xEWLFunYsWO6+eabA21XXXWV+vfvryVLlqi2tjbQ/uabb6q4uFg33nijoqIi/n8PAAAAAAAAJNl8Pp/P6CA6Ul5erptuukllZWX6+te/rtGjR2v79u3atGmThg0bpldeeUWDBw+WJC1YsEAvvfSSRo4cKafTqT179qigoEAXXXSR8vLyglZUfPXVV/XYY48pLS1N1157rcrLy/XOO+8oMzNTr732mpKSkkKKz18IjcLzAAAAAAAA4dHZfIspklySVFFRoWeffVYul0s1NTUaNGiQrr76av37v/+7HA5HoJ/P59Mrr7yiV155RSUlJUpNTdXVV1+t++67r81C8vn5+VqyZIn27NmjxMREff3rX9cDDzygQYMGhRwbSS4AAAAAAIDwsmySK5KR5AIAAAAAAAivzuZbKDoFAAAAAAAA0yPJBQAAAAAAANMjyQUAAAAAAADTI8kFAAAAAAAA0yPJBQAAAAAAANMjyQUAAAAAAADTI8kFAAAAAAAA0yPJBQAAAAAAANMjyQUAAAAAAADTI8kFAAAAAAAA0yPJBQAAAAAAANMjyQUAAAAAAADTI8kFAAAAAAAA0yPJBQAAAAAAANMjyQUAAAAAAADTI8kFAAAAAAAA0yPJBQAAAAAAANMjyQUAAAAAAADTI8kFAAAAAAAA0yPJBQAAAAAAANMjyQUAAAAAAADTI8kFAAAAAAAA0yPJBQAAAAAAANMjyQUACKisrDQ6BAAAAADoEpJcAABJ0tatWzV9+nRt27bN6FAAAAAAoNNIcgEA5PF4tGDBAknSggUL5PF4DI4IAAAAADqHJBcAQOvXr1dtba0kqaamRhs2bDA2IAAAAADoJJJcANDLVVdXKy8vTw0NDZKkhoYGLV++XDU1NQZHBgAAAAChI8kFAL1cQUFBq+mJXq9XLpfLoIgAAAAAoPNIcgFAL+d0OmW324PaoqKi5HQ6DYoIAAAAADqPJBcA9HIOh0M5OTmKi4uTJMXFxWnGjBlyOBwGRwYAAAAAoSPJBQDQlClTAkkth8OhyZMnGxwRAAAAAHQOSS4AgOx2u2bPni1Jys3NbTV9EQAAAAAiXbTRAQAAIsPYsWO1atUqpaSkGB0KAAAAAHQaI7kAAAEkuAAAAACYFUkuAAAAAAAAmB5JLgAAAAAAAJgeSS4AAAAAAACYHkkuAAAAAAAAmB5JLgAAAAAAAJgeSS4AAAAAAACYHkkuAAAAAAAAmB5JLgAAAAAAAJgeSS4AAAAAAACYHkkuAAAAAAAAmB5JLgAAAAAAAJgeSS4AAAAAAACYHkkuAAAAAAAAmB5JLgAAAAAAAJgeSS4AAAAAAACYHkkuAAAAAAAAmB5JLgAAAAAAAJgeSS4AAAAAAACYHkkuAAAAAAAAmB5JLgAAAAAAAJgeSS4AAAAAAACYHkkuAAAAAAAAmB5JLgBAQGVlpdEhAACAMLH6ed3q+weg80hyAQAkSVu3btX06dO1bds2o0MBAABnyOrndavvH4CuIckFAJDH49GCBQskSQsWLJDH4zE4IgAA0FVWP69bff8AdB1JLgCA1q9fr9raWklSTU2NNmzYYGxAAACgy6x+Xrf6/gHoOtMkuSoqKjRv3jx985vf1JgxY3TFFVcoNzdX+/fvD+r3xhtv6Oyzz27z56abbmq13YKCAt18880aN26cJkyYoIcfflhVVVU9tVsAYLjq6mrl5eWpoaFBktTQ0KDly5erpqbG4MgAAEBnWf28bvX9A3Bmoo0OIBQVFRW68cYbVVpaqiuuuEKTJk1SUVGRNm7cqA8++ECvvfaasrKyJEk7d+6UJN1zzz3q06dP0HaGDBkS9PvGjRs1e/ZsZWRk6NZbb1VpaanWrl2rzZs366233lJCQkKP7B8AGKmgoKDVMH+v1yuXy6Vp06YZFBUAAOgKq5/Xrb5/AM6MKZJczz33nEpLS/Xggw/qrrvuCrRv2LBBc+bM0dNPP61FixZJaklyJSUlKTc397TbPH78uJ544gllZGRo3bp1GjBggCTpiiuu0COPPKKFCxdq7ty53bdTABAhnE6n8vLy1NzcHGiLioqS0+k0MCoAANAVVj+vW33/AJwZU0xX/Otf/6qBAwcqJycnqH3y5MnKzMzU3/72N3m9XknSrl27NHr06A63+fbbb6u2tlYzZswIJLgk6YYbblB2drbWrFlDAUMAvYLD4VBOTo7i4uIkSXFxcZoxY4YcDofBkQEAgM6y+nnd6vsH4MxEfJLL4/Fo5syZuu+++xQV1Trc2NhYNTc3q7m5WWVlZaqtrdXZZ5/d4XY3b94sSbr00ktbPXbJJZeotrZWu3fvPvMdAAATmDJlSuDi0OFwaPLkyQZHBAAAusrq53Wr7x+Arov4JJfdbldOTo6mT5/e6rHCwkLt3btXmZmZ6tOnT6AeV3Nzs+69915NmDBB48aN0/e//319/vnnQc/1F6zPyMhotd1hw4ZJkoqKisK9OwAQkex2u2bPni1Jys3Nld1uNzgiADCPyspKo0MAglj9vG71/QPQdRGf5GqP1+vVE088Ia/XG1g10Z/kWr16tRoaGjRt2jRdccUV2rRpk2677TZ98MEHgefX1NQoNjY2MMz1ZP7pi8eOHeuBPQEAAIBZbd26VdOnT9e2bduMDgXoVcaOHatVq1ZpzJgxRocCIIKYovD8qXw+n+bNm6dNmzZpzJgxgVpdXq9X6enp+slPfhI0ZPXjjz/WjBkz9NBDD+ndd99Vnz595Ha7FRsb2+b2/e2NjY2diouLGwBm5fF49Nvf/laS9Mtf/lIPPPAAd0UBoAN8diJS9aa/zX379hkdAoAIYrokl9vt1s9//nOtWbNGGRkZeuGFFwJJqVmzZmnWrFmtnnPJJZfouuuu07p16/Txxx/ryiuvVFxcXNCKHCdramqSJPXt27dTsY0ZM0Z9+vTp5B4BgPHWrFmj+vp6SdKJEyd08OBBXX/99QZHBQCRjc9ORCr+NgFYRWNjY6cGFJlqumJ9fb1++MMfas2aNcrKytKKFSs0ePDgkJ573nnnSZIOHDggSUpISFBjY2MgoXUy/zTF+Pj4MEUOAJGrurpaeXl5amhokCQ1NDRo+fLlqqmpMTgyAIhcfHYiUvG3CaA3M02S68iRI8rJydF7772n8847T6+88oqGDh0a1OeLL74IrJp4Kv/UQ/9Iq6ysLElfJb1O5m/Lzs4OV/gAELEKCgrk8XiC2rxer1wul0ERAUDk47MTkYq/TQC9mSmSXI2NjZo5c6Y+++wzXXLJJVq5cqWSk5Nb9bv33nt15513qrq6utVjn3zyiSQFChOOHz9ektpMin300UeKj4/XyJEjw7kbABCRnE5nqzodUVFRcjqdBkUEAJGPz05EKv42AfRmpkhy/fa3v9WWLVs0btw4vfTSS4HVD091zTXXyOv16ne/+518Pl+g/Z133lFBQYEuvvhijR49WpJ01VVXqX///lqyZIlqa2sDfd98800VFxfrxhtvVFSUKf73AMAZcTgcysnJCaw2GxcXpxkzZsjhcBgcGQBELj47Ean42wTQm9l8J2eDIlBFRYWcTqeam5v1ve99T2lpaW32+7d/+zc1NjbqlltuUWFhoS644AKNHz9eRUVFKigoUEpKil599VVlZGQEnvPqq6/qscceU1pamq699lqVl5frnXfeUWZmpl577TUlJSWFFKO/EBqF5wGYlcfj0fe//32VlpYqLS1NS5cutewqTAAQLnx2IlLxtwnAKjqbb4n4JNdf//pX3XvvvR3227x5sxISEnT06FE9//zz+stf/qKKigolJSVp4sSJ+tGPfqRBgwa1el5+fr6WLFmiPXv2KDExUV//+tf1wAMPtNm3PSS5AFjB1q1blZubq2eeeSYwtRsAcHp8diJS8bcJwAosl+QyA5JcAKyAi2EA6JrKykqlpKQYHQbQCn+bAMyus/kWik4BAOTxeLRgwQJJ0oIFC1qtygQAaB9JBEQq/jYB9DYkuQAAWr9+fWARjpqaGm3YsMHYgABYSmVlpdEhdCur7x8AAGZBkgsAernq6mrl5eWpoaFBktTQ0KDly5erpqbG4MgAWMHWrVs1ffp0bdu2zehQuoXV9w8AADMhyQUAvVxBQUGr6Yler1cul8ugiABYhdWnQlt9/wAAMBuSXADQyzmdzlbLikdFRcnpdBoUEQCrsPpUaKvvHxDpmCoM4FQkuQCgl3M4HMrJyZHNZpMkxcXFacaMGXI4HAZHBsDMrD4V2ur7B0Q6pgoDaAtJLgCApkyZopiYGEktSa/JkycbHBEAs7P6VOiCggK53e6gNo/HY5n9AyIZU4UBtIckFwBAdrtdw4YNkyTl5ua2mr4IAJ1l9anQTqdTPp8vqM3n81lm/4BIxlRhAO0hyQUAkCQNGDBA5557rsaMGWN0KAAswD8VOi4uTpL1pkL7fL7ANG8APYepwgBOhyQXACDAP2URAMJhypQpgaSW1aZCFxQUtEpy2Ww2pisC3czqU6EBnBmSXAAAAOgWdrtds2fPlmS9qdBtTce02+1MVwS6mdWnQgM4MyS5AAAA0G3Gjh2rVatWWW4qtNWnYwKRivcegNMhyQUAAIBulZKSYnQI3cLK0zGBSMZ7D0B7SHIBAAAAXWDl6ZhAJOO9B6A90UYHAAAAAJiVfzqmVUerAZGK9x6AtjCSCwAAADgDfMkGjMF7D8CpSHIBAAAAAADA9EhyAQAAAAAAwPRIcgFAJ1RWVhodAgAAAACgDSS5ACBEW7du1fTp07Vt2zajQwEAAAAAnIIkFwCEwOPxaMGCBZKkBQsWyOPxGBwRAAAAAOBkJLkAIATr169XbW2tJKmmpkYbNmwwNiAAAAAAQBCSXADQgerqauXl5amhoUGS1NDQoOXLl6umpsbgyAAAAAAAfiS5AKADBQUFraYner1euVwugyICAAAAAJyKJBcAdMDpdMputwe1RUVFyel0GhQRAABAx1gV2tysfvysvn8wBkkuAOiAw+FQTk6O4uLiJElxcXGaMWOGHA6HwZEBAAC0jVWhzc3qx8/q+wfjkOQCgBBMmTIlkNRyOByaPHmywREBAAC0jVWhzc3qx8/q+wdjkeQCgBDY7XbNnj1bkpSbm9tq+iIAAECkYFVoc7P68bP6/sFYJLkAIERjx47VqlWrNGbMGKNDAQAAaBOrQpub1Y+f1fcPxiPJBQCdkJKSYnQIAAAA7WJVaHOz+vGz+v7BeCS5AAAAAMAiWBXa3Kx+/Ky+fzAeSS4AAAAAsAhWhTY3qx8/q+8fjEeSCwAAAAAshFWhzc3qx8/q+wdjkeQyqcrKSqNDAAAAYcJ5HUA4sSq0uVn9+Fl9/2AsklwmtHXrVk2fPl3btm0zOhQAAHCGOK8DAE5l9VW9rb5/MA5JLpPxeDxasGCBJGnBggWtVqYAAADmwXkdQHfgs8UarL6qt9X3D8YgyWUy69evV21trSSppqZGGzZsMDYgAADQZZzXAXQHPlsA9FYkuUykurpaeXl5amhokCQ1NDRo+fLlqqmpMTiy8KM2CQDA6nrTeR1Az+lNny18ZwBwKpJcJlJQUNBqqLHX65XL5TIoou5BbRIAQG/QW87rAHpWb/ls4TsDgLaQ5DIRp9PZauWJqKgoOZ1OgyIKP+oHAAB6i95wXgfQ85xOp6Kigr/m2Ww2S3228J0BQHtIcpmIw+FQTk6O4uLiJElxcXGaMWOGHA6HwZGFD/UDAAC9RW84rwPoeQ6HQxdddFFQ2/jx4y312cJ3BgDtIcllMlOmTAmcoBwOhyZPnmxwROHTm+oHAAAgWfu8DsAY1dXV2rJlS1Dbp59+aplrar4zADgdklwmY7fbNXv2bElSbm5uq2kOZtZb6gcAkaqwsFCFhYVGhwH0KlY+rwMwhtWvqa2+fwDODEkuExo7dqxWrVqlMWPGGB1KWFGbBADQG1n1vA7AGFa/prb6/gE4MyS5TColJcXoEMKO2iQAgN7Kiud1AMZwOBwaN25cUNtFF11kmWtqq+8fgDNDkgsRhdokAAAAQNdVV1fr008/DWr75JNPLFOzyur7B+DMkORCRKE2CQAAANA1+fn5+o//+A81NTUFtTc1NemPf/yjQVGFV0FBgbxeb1Cbz+ejJhcASVK00QEAp/LXJmHqBgAAABA6l8ulI0eO6tzzgmv8FRftVWVlpUFRhZfT6VReXp6am5sDbdTkAuBHkgsRiQQXAAAA0HlZ2SP06OO/CmqbP2+uou02gyIKL38d37y8PDU0NFDHF0AQpisCAAAAAEyDOr4A2kOSCwAAAABgGtTxBdAepiuaVGVlJVP6AAAAAPRK1PEF0BZGcpnQ1q1bNX36dG3bts3oUAAAAADAECS4AJyKJJfJeDweLViwQJK0YMECeTwegyMCAAAAAAAwHkkuk1m/fr1qa2slSTU1NdqwYYOxAQEAAAAAAEQAklwmUl1dHVgqV5IaGhq0fPly1dTUGBwZAAAAAACAsUhymUhBQUGr6Yler1cul8ugiAAAAAAAACJDtyS5Tpw4IZ/P1x2b7tWcTmer5XGjoqLkdDoNiggAAAAAACAyhCXJVVhYqPnz5+uaa67RmDFj9C//8i/auXOnJGnTpk2aMWOG/ud//iccL9WrORwO5eTkKC4uTpIUFxenGTNmyOFwGBwZAAAAAACAsc44yfX888/ruuuu0+rVq1VcXCy32x00iqukpET/+7//q3vvvVc/+tGP1NTUdKYv2atNmTIlkNRyOByaPHmywREBAAAAAAAY74ySXM8//7z++Mc/yuv1ymaz6eyzz27V58SJE5Ikn8+nv/zlL5ozZ06XXquiokLz5s3TN7/5TY0ZM0ZXXHGFcnNztX///lZ9161bp6lTp+rCCy/UN77xDT311FM6fvx4m9stKCjQzTffrHHjxmnChAl6+OGHVVVV1aUYe4Ldbtfs2bMlSbm5ua2mL1pFZWWl0SF0K6vvHwAAAAAAPa3LSa7CwkK98MILkqQJEybo3Xff1fr161v1u+uuu/Tqq69q5MiR8vl8+u///m998MEHnXqtiooK3XjjjXrttdc0cuRI3XHHHRo7dqw2btyoG264QcXFxYG+ixcv1ty5c+X1enX77bfrnHPO0fLly/X973+/1SiyjRs3aubMmaqqqtKtt96qyy67TGvXrtUtt9yio0ePdv5/CsJi69atmj59urZt22Z0KN3C6vsHAAAAAIARupzkWrlypbxer7KysrR48WKlpaW123fcuHF65ZVXNHToUEnSm2++2anXeu6551RaWqoHH3xQy5Yt09y5c7Vo0SL9+te/Vm1trZ5++mlJ0qFDh/Tss89q3Lhxeuutt5Sbm6sXX3xRP/zhD7Vlyxa9/vrrgW0eP35cTzzxhDIyMrRu3Tr99Kc/1e9+9zs98cQTKikp0cKFC7vwf6X7eTweLViwQJK0YMGCVqstmh37h0jHKDxz4/gBAAAA1tXlJNdHH30km82mO+64Q7GxsR32T0xM1F133SWfz6fPPvusU6/117/+VQMHDlROTk5Q++TJk5WZmam//e1v8nq9eu211+R2uzVz5kzFxMQE+s2aNUsDBgzQG2+8EWh7++23VVtbqxkzZmjAgAGB9htuuEHZ2dlas2ZNRCYg1q9fr9raWklSTU2NNmzYYGxAYcb+IZIxCs/cOH7mRoISAAAAHelykqusrEySdN5554X8nHPPPVeSOlXzyuPxaObMmbrvvvsUFdU63NjYWDU3N6u5uVmbN2+WJF188cVBffr06aMLL7xQO3bsUF1dnSQF+l566aWttnnJJZeotrZWu3fvDjnOnlBdXa28vDw1NDRIkhoaGrR8+XLV1NQYHFl4sH+IZIzCMzeOn7mRoAQAAEAoznh1xc5wu92SFNLILz+73a6cnBxNnz691WOFhYXau3evMjMz1adPH5WUlCglJSVoZJZfenq6JKmoqEiSAgXrMzIyWvUdNmxYUN9IUVBQ0OqLmdfrlcvlMiii8GL/EMkYhWduHD/zIkEJAACAUHU5yTVkyBBJ0pdffhnyc/7+978HPfdMeL1ePfHEE/J6vbrpppskSbW1tYqPj2+zv7/92LFjklq+5MTGxiouLq5VX3+SzN83UjidzlarKUZFRcnpdBoUUXixf4hUjMIzN46fuZGghBkwnRYwBu89AKeK7uoTL7vsMhUVFemVV17RTTfdpOjo02+qsLBQf/rTn2Sz2XTJJZd09WUlST6fT/PmzdOmTZs0ZsyYQK0ut9vd7igxf3tjY2On+4aqJ6ZRfOtb39Jf/vIXNTc3KyYmRt/+9re1d+/ebn/dnsL+IRL97W9/C4xE9XO73Vq5cqWuuOIKg6IKP/8ImU8++cTgSMKrtxw/K6qrq9OyZcvU3NwsqSVBuWzZMjkcjnZvagE9raioSC+99JL+7d/+TVlZWUaHg16urq5Offu1ntXif8xK53jeewDa0uUk1+23367XX39dhYWFys3N1S9/+Uv179+/zb7/+Z//qSeeeEL19fWKiorSLbfc0uWA3W63fv7zn2vNmjXKyMjQCy+8EEhKxcXFBS6ET9XU1CRJ6tu3b6f7hmrMmDHq06dPp57TWRdeeKG2bNmi0tJSpaSk6N577201OsjM2D9EohEjRuh//ud/ghIl0dHRuuOOO+RwOAyMLLz8f4vjx483OJLw6i3Hz4rWrFnTZnt1dbUmTpzYs8EAbfB4PHr22WclSX/+85+1dOlSzusw1OrVq+X2+Np8LD4+3jLneN57QO/R2NjYqQFFXZ6uOHLkSN17773y+Xz6r//6L33jG9/QXXfdFXj8T3/6k+bMmaOJEyfqgQceUFVVlWw2m3JycnT22Wd36TXr6+v1wx/+UGvWrFFWVpZWrFihwYMHBx5PSEgIFJY/lb/df+c3ISFBjY2NgYTWyfzTFCPxLrHdbtfs2bMlSbm5uZb7MGf/EIkcDodycnIC05vj4uI0Y8YMEiQmwfEzL6Z5I9IxnRYwBu89AO05o8LzP/zhD3XvvffKZrPp+PHj+t///V/ZbDZJ0ltvvaWNGzeqvLxcPl/L3YRbbrlFP/3pT7v0WkeOHFFOTo7ee+89nXfeeXrllVc0dOjQoD5ZWVmqqqoK1F052cGDBxUVFaXhw4cH+krSgQMHWvX1t2VnZ3cp1u42duxYrVq1SmPGjDE6lG7B/iESTZkyJZAUcTgcmjx5ssERhVd+fr7q6+tVX1+v/Px8o8MJO6sfP6siQYlIRr0/wBi89wCczhmvrnj//ffrzTff1He+8x0lJCTI5/MF/cTFxWnixInKy8vTo48+GkiCdUZjY6Nmzpypzz77TJdccolWrlyp5OTkVv3Gjx8vr9erf/zjH62e/89//lOjRo0KFJX3D9XdvHlzq+189NFHio+P18iRIzsda09JSUkxOoRuxf4h0lh9FJ7L5VKfPtHq0yfakit+Wv34WRkJSkQqVk0GjMF7D8DpnHGSS5LOO+88PfPMM/roo4/017/+VW+88YZWr16td955R5s3b9aiRYt06aWXdnn7v/3tb7VlyxaNGzdOL730UiBRdarrrrtOdrtdzz//fNA0xEWLFunYsWO6+eabA21XXXWV+vfvryVLlgSGukrSm2++qeLiYt14442KigrL/x4AFmH1UXjp6alKT081OgwgCAlKRCqm0wI9Lz8/X++//36rBWWam5tbJb4A9E5dLjzfnmHDhmnYsGFh215FRYVWrVolqaV48EsvvdRmv3/7t3/TiBEjdPfdd+ull17S1KlT5XQ6tWfPHhUUFOiiiy7STTfdFOiflJSkOXPm6LHHHtPUqVN17bXXqry8XO+8846ysrI0c+bMsO0DAOtgFJ45eTweLViwQJK0YMECCtSajD/BzPsPkcThcOiOO+7QkiVL5PP5ZLPZdOeddzKdFuhGLpdL+/aV6Lxzg284FhXv1ccff6wbb7zRoMgARIqwJ7nC7bPPPgusgvjWW2+12y8nJ0d9+vTR7NmzlZaWpldeeUUrVqxQamqqZsyYofvuuy+wCqPfrbfeqsTERC1ZskSrVq1SYmKipk6dqgceeEBJSUnduVsAgB7UVoHa66+/3tig0CkkuBCp/LVn/f8F0L2ys0boicd/FdT283lzDYoGQKQ54yTX5s2b9e6772rfvn06ceJESCd4m82mvLy8kLZ/1VVXaefOnSHHY7PZNH36dE2fPj2k/pMmTdKkSZNC3j4AwFzaK1A7ceJERlwA6LLq6mqtWLEiqC0vL0/f+ta3+GwBAMAgZ5Tkeuihh7Ru3bpOPcc/nBtnZteuXRo9erTRYQBAxDtdgdpp06YZFBUQrLKyktFqJlNQUBBUA1aSmpqaLPnZwt8nAMAsulxZ/dVXX9XatWsDqyjGxMQoOTlZaWlpp/0ZOnSo0tLSwrkPvc769et1//33a8OGDUaHAgARj+LQiHRbt27V9OnTtW3bNqNDQSeMGzeu1QwGn8+ncePGGRRR9+DvEwBgJl0eyeWvjxUfH6/f/OY3uvLKKyni2wOampq0ePFiSS2rRl5zzTWtao0BAL7iLw7tX7iE4tCIJCyKYF5///vf223Pzs7u4Wi6B3+f5pGfny+Xy6XCwkL5fNL8U2pUFRftlc0mzZkzR1LLDSBKtgCwoi6P5CosLJTNZtN9992niRMncsLrIU8++WRg2o3H49FTTz1lcEToisrKSqNDQBdx7MyLqfKIRG0tigBzs9JnDX+f5uFyubRr9x4NHpqlIelZamjyBv0MSc/S4KFZOlbv0a7de+RyuYwOGQC6RZdHcvlP4FYbkh3J9u7dq02bNgW1ffjhhyoqKrLMHcPeYOvWrcrNzdUzzzyjMWPGdPwERAyOnTlVV1dr5cqVQSugrVixguLQMByLIpjbd77zHb366qtyu92BtujoaMuMjuHv03yGDsvWvz/wiw77Lfzdz3ogGgAwRpdHcvmTKjU1NWELBqd36go+fqGuVAnjnTrs/9Ri2IhcHDvzKigoCPoSKrUcT+5iw2inWxQBkc/hcOiuu+4K3Pi12Wy6++67LZMA4u8TAGBGXU5yXXfddfL5fHr77bfDGQ9OIycnp1PtZmbVKWEM+zcvjp15OZ3ONotDU3geRmNRBPO7/vrrNXDgQEnSwIEDNXXqVGMDCiP+PgEAZtTlJNftt9+u888/X3/+85/18ssvhzMmtCM7O1sTJkwIarv88sstN1XRqqv4tDfsn9GQkY9jZ24+n89SNXJgHQ6HQzk5OYqLi5MkxcXFacaMGZYZCdQb2O12PfTQQ5Kkhx9+2FI1avn7BACYUZdrckVHR2vp0qWaNWuWfv3rX+uVV17RpZdeqtTU1JBO8Pfdd19XX7pXe/jhh3XddddJCr6wsgorr+JzumH/06ZNMygqhIJjZ24FBQWtklw2m43jh4gwZcoUbdiwQaWlpXI4HJo8ebLRIaGTxo4dq1WrViklJcXoUMKOv08AgNl0OckltXxxKCoqks/n04EDB3TgwIGQn0uSq2tiY2M1dOhQHTp0SLNmzVJsbKzRIYVVW1PCrr/+emODChOn06m8vDw1NzcH2hj2bw4cO3Nr6/jZ7XaOHyKC3W7X7NmzlZubq9zcXMvc2OltrJjgkvj7BICuqqystOy5IdJ1ebripk2b9PDDD+vo0aOSWqaDhPqDM5OSkqJRo0ZZ7m6a1aeEMezfvDh25sbxQ6TzjwRi1VZEIv4+AaBzrFp+xyy6PJJr6dKl8nq9kqRrrrlG//qv/6rBgwdbbmRRpOrXr5/RIYRdb5gSxrB/8+LYmRvHD5GOu72IZPx9AkBorFx+xyy6nOTavn27bDabbrvtNv385z8PZ0zopXrDlDCG/ZsXx87cOH4AAADoblYuv2MWXZ6uePz4cUnS1VdfHbZg0Lv1lilFDPs3L46duXH8AAAA0F2sXn7HLLqc5EpLS5OkwJRFIBymTJkSSGpZeUoRw/7Ni2Nnbhw/AOGUn5+vOXPmKD8/3+hQAAAGO135HfScLie5rrrqKvl8Pv3lL38JZzzo5fxTiiQxpQgA0GtUVlYaHQK6wOVy6fPPP+cLDABATqez1fdXq5XfMYMu1+S6++67tXbtWr3++uu64IILNHXq1DCGBQCRadeuXRo9erTRYYRdVVWVqqoqJEnJyQYHA/QyW7duVW5urp555hnLTqdlKXUAXZWfnx9IJBcWFsrnk34+b25Qn6LivbLZpDlz5khqSTZMmjSpx2NF7+Yvv+OfsmjV8jtSZJ/XuzySKy4uTr///e+VkJCghx56SDfccIOeeeYZrV69Wn/+85+Vn59/2h+gLaeuRnHqcE/ASOvXr9f999+vDRs2GB1K2LUUyPRJ8gWKZQLofr3hvMdS6gDOhMvl0u7de9RwwqP0tCwNG5ql5iZv0M+woVlKT8tSwwmPdu/ew+hKGKY3lN+J9PN6l0dyXXTRRYF/+3w+ffHFF/riiy9Ceq7NZiOzjjb1ltUoIjnzjbY1NTVp8eLFkqRFixbpmmuuUWxsrMFRhdeQoS0n5Iry4wZHAvQeVj/vsZQ6gHDISM/W7B//MqS+z/zhkW6OBmif1Vf0NsN5vcsjuXw+X+Dn1N9D+QFO1VtWo4j0zDfa9uSTTwZGWHg8Hj311FMGRwTA7HrDea+tJB4QSaiHByDcrLyitxnO610eycUXPIRbW6tReDweuVwuTZs2zaCowsvj8Wj+/PmSpPnz52v16tURl/lGa3v37tWmTZuC2j788EMVFRUpOzvboKjQGf56HtToQCQ53SpMVjjvtZfEmzhxoiXrk8B8ekM9PADGsOKsHbOc17uc5LLSUHpEBqfTqaVLlwa1+Xw+S61G8dZbb6murk6SdPToUa1Zs0Y33nijwVGhIytWrGizPS8vT4899ljPBoMu8a+AJokkFyKG0+lUXl6empubA21WWoXJ6kk8mJsZptwAQCQxy3m9y9MVgXDz+XxtjuSyiurqai1btiyobenSpZaalmJVOTk5nWoHgFD4V2GKi4uTJMutwsRS6ohkZphyAwCRxCzndZJcJpOfn6/CwkIVFhZabpXK/Pz8VvXafD6fZfbzrbfeanP/3nrrLYMi6h5WrG2RnZ2thIQE9evXV/369ZUkXX755UxVBHDGrLwKk9WTeL2J1c7tvaEeHgCEm1nO6x1OV/RPxbHZbHr00UdbtXfFqdtC6Fwul+T1Bv7dG6bdWGWhgqKiok61m5GVa1tkZmbK622ZUvTllzv10EMPGRwRACuw+ipMU6ZM0YYNG1RaWmq5JF5vYcVzu1mm3ABApDHDeb3DJNfq1atls9kkKSgxdXJ7V5Dk6rrsjEyjQ+gWV1xxhVauXNlmuxXcc889+uSTT1q1/+AHPzAgmvCzem2LqKgof35ZQ4cOVWxsrLEBAYAJWD2JZ3VWPbdbvR4eAHQXM5zXQ5qu2N5IGp/P16UfoC1btmxplTi12+3asmWLQRGFV3Z2ti677LKgtgkTJlhmyltvqm1hxdVSgEhntelSfqcmEaxUi9LPykupW51Vz+1mmXIDWPXcB3OL9PN6hyO53n333U61A13ldDr14osvBrXFxMRY6q7aI488oilTpsjr9SoqKkoPP/yw0SGFhVmWkwVgTlacLuXXVhLBiitYc3PAfKx+bjfDlBv0blY+98H8Ivm83uFIrvT09MBPe+1d+QFO5XA4NGTIkMDvsbGxlrurFhsbq1mzZkmS/v3f/90yU95OV9sCAM6ElUc6Ufwakczq53b/lBtJETvlBr2Xlc99QHfr8uqKmzdv1ubNm1VfXx/yc44cOaK1a9dq2bJlXX1ZWNzJGeHk5GRL3lWbMmWKnnvuOUvtm1mWkwVgPladLiVZP4kAc+sN5/ZIn3KD3svK5z6gu3U5yXXHHXcoJydH+/btC/k5+/bt00MPPUSSC+06uSaXle+qjR492ugQwspf28I/Ms2Ko/AA9Dyrj3TqDUkEmFdvqVsVyVNu0DtZ/dx3MmqOoTt0OckltV+Qvj1Hjx6V1DKiCzidc889l7tqJvPd7343MCLB4/HoO9/5jsERATA7q4906i1JBJjXlClTAn+P1K0CeobVz31+W7du1fTp07Vt2zajQ4HFdFh4fu/evcrPz2/38dWrV4d0B+TEiRN6++23JbVMQwNOJyYmxugQ0EkbN26U3W6Xx+OR3W7X22+/bcniyQB6jtPpVF5enpqbmwNtVhvpRPFr88rPz1dhYaEkqbCwUPn5+Zo0aZLBUYWXGZaKB6ymN5z7Tq05tnTpUst9vlRWVjJS1CAdJrkyMjL09ttvq7i4uNVjPp9Pr732Wqde0Gaz6dvf/nanngNYza5duyw1ZdE/rLqpqUmS1NTUZKkVmAAYwz/S6eWXX1ZTU5Mlp0KTRDAvl8slt9er4WefrbKSErlcLssluaSv6lbxZS0y5Ofntzmip7CwUB6vTwt/97MOt3HoQJHsUTbNmTMnqN3pdFryb9hsesO5z+orC7MyprE6nK4YExOjn//85/L5fEE/fqe2n+7Hbrfr6quv1n/8x390604BkWz9+vW6//77LVVAsqCgQG63O6jN4/FYblg1gJ7XG6ZCU/zavIZkZuquuQ9pSGam0aF0KxJckcPlcmnHzj2qPOIO+klMGa6Bg7LU0OTr8GfgoCwlpgwPev6OnXu4bosgVj73Wb3mGCtjGq/DkVySdPnllwfNDfb5fLrqqqtks9m0ePFijRw58rTPj4qKUmxsrBwOh6KizqgMGGBqTU1NWrx4sSRp0aJFuuaaawLF2s3M6XRqyZIlQW0+n89Sw6oBGKO3TIUmiQAgVClDsjRtxqNh3eaa5fPDuj2cGSuf+05Xc2zatGkGRRU+Vh+lZgYhZ5yGDBmi9PR0paena9iwYYH2QYMGBdrb+0lLS1NycjIJLvR6Tz75ZNBdmaeeesrgiMLj1BGeUsvJCgDORHtToa1yt/dkrDAFGGPXrl1GhwAEsfq5z8orC1t9lJpZhDSSqy07duwIZxyA5e3du1ebNm0Kavvwww9VVFSk7Oxsg6IKj/z8/FZJLa/Xq/z8fE2fPt2gqACYndXv9vpRuwMwxvr16/XCCy/o3nvvZdGHCNFWzbHCwkJ5PT4984dHQtrG/gNFirKbt+aY1c99/ppj/mSQlVYWtvqxMwuGVgE9ZMWKFW225+Xl9XAkPefU0V0A0BlWvtvrR+0OwBinlpDwj5qBsVwul3bt3KO6WnfgZ1DycA0ZlKXmJl9IP0MGZWlQ8vCgbewyUc2x3nDumzJlSiCpZaWVhXvDsTODLo/kOtnnn3+unTt36vjx43K73SF9sb3nnnvC8dKAaeTk5LQayeVvN7vvfOc7+tOf/hT03rfZbJYqkgmg51n5bq8ftTsAY7RVQuLRR8Nb5wpdkzY4Sz+4I7w1wpasNM+x7Q3nPquuLNwbjp0ZnFGS68svv9TcuXO1Z8+eTj+XJBd6m+3btyshIUFHjx4NtF1++eWmn6ootYzYioqKChqBQA0+AOEwZcoUbdiwQaWlpZa62yu1X7tj4sSJXBAD3cjKJSRgDVY+9/n5Vxa22sIrveHYRboufwutqqrSjBkztGfPnkDR6VB/gLbk5+ersLBQUsvc+/z8fIMjCi+XyyWPu1ljzjtb/fv1lSQ99NBDBkcVHgUFBa2SWlFRUaYZFg7rq6qqCvovzMN/t1eSpe72Sm3X7vB4PHx2At2sN5aQgLlY+dx3MqsluKTec+wiWZdHci1btkxHjx6VzWbTOeeco+uvv16ZmZnq16+fbDZbOGNEL+FyuSSvV2POGqWiAwflcrlMURyyM7KzMvXUow/qoflPq7q2TrGxsUaHFBZOp1N5eXlqbm4OtNntduafI2L4p4P5/wtzserdXqfTqaVLlwa1+Xw+S352VlZWWu74wbymTp3aZgkJpgojklj13NcbcOyM1eUkV0FBgWw2W+AAxsTEhDMutKOqqko11dWSJMfAgQZHE37Zw9L1y/+4X4/89jmjQ+l2VvrQ888/f/HFF+Xz+WSz2Sw3/7yqqko1NS3vPZstSvn5+ZZIwvpXMaqvr1fpoZaiu81NHs2ZM8c0qxChd7DSZ6ZfbxnhzuqRiDR79+5ts72wsFAXXHBBD0cDtM+K577egmNnnC4nuQ4ePChJuuuuu0hw9aDa2lrJd9K/gQgxZcoUvfzyy2pqalJMTIzl5p/X1tbK5/MqM2OISvaXWWakocvl0s6dXyo9IyGofefOLyXJEvsIRBJ/YlmSKioq2pyu+MADDyg1NVWSeZa8b8+pq0cuXbqUqRswnNPp1LJly4JGoMfExFhyFCUA9DZdTnLFxsaqsbFRw4YNC2c8CEH20HRJUnF5qcGRAF+x2+0aNmyY9u7dq4yMDEt+icnMGKK5uTn61QJr1ewYNGSAbssZH9T2St4nBkUDtM0q091cLpd279mjzOwsJQx0KGFg2yNeGz1ulRQVSzJ3spnVIxGJHA6H/uVf/iVoyuLFF19sqRHoANBbdTnJlZ2drc8//1ylpaUaO3ZsOGMCYFIDBgyQJPXv39/gSABYidWmu2VmZ2nu4x0vZ/+refN7IJruw+qRiFTV1dXasmVLUNunn36qmpoa/jYBwOS6vLritddeK5/Pp7feeiuc8QAAAAScOt3t1Ol9iFxtrR7p9XpZPRKG428TZvHxxx8bHQJgOl1Ock2fPl1nnXWW3n//fT377LPyer3hjAsAAKDN6W4wB6fT2WrqelRUFHWPYDj+NmEGCxcu1M9//nMtWrTI6FAAU+nydMXCwkI9+OCDmjt3rhYuXKg333xTl112mYYNG6a+fft2+Px77rmnqy8NAAB6Aaa7mZvD4dAdd9yhJUuWBFbevfPOOzl2MJx/VWj/gjmxsbGWWxUa5lZfX69169ZJktauXaucnJyQvmMDOIMk19SpU2Wz2QK/V1RU6M9//nPIzyfJBQAATud0U4qmTZtmUFQArOC73/2ulixZIqllWvR3vvMdgyMCvvLjH/846Pef/OQnWrx4sUHRAObS5emKkuTz+br0AwAA0BGmFJlbdXW1Vq5cGbj28/l8WrFihWpqagyODJA2btwY+Hyx2+16++23DY4IaLFlyxbt27cvqK24uFifffaZQREB5tLlkVwrVqwIZxwAAABB/FOK/FMW4+LimFJkIm2NxPN4PIzEg+H8U6GbmpokSU1NTUyFRsRYuHBhm+0vvPACo7mAEHQ5yXXJJZeEMw4AAIBWpkyZog0bNqi0tFQOh0OTJ082OiSEyOl0aunSpUFtPp+PkXgmVFlZqZSUFKPDCJuCggI1NzcHtTU3N5OAheHy8/NbjWD2u+iii3o4GsCczmi6IgAAQHey2+2aPXu2JCk3N7fdi39EHspUWMPWrVs1ffp0bdu2zehQwsbpdMrr9apvv/46+/wx6tuvv7xeLwlYGM7lcqm8rFxjzhsb9NO/X3/t2bPH6PAAUyDJBQAAItr+/ft17rnnqqSkxOhQ0AkFBQWtklw+n08ul8ugiNBZHo9HCxYskCQtWLCg1fRTs3I4HBoyZIgys7P10ONPKzM7W0OGDGGqIiJCdtYIPfnYr4J+srNGGB0WYBpdnq740EMPdflFbTabnnzyyS4/H0Dkyc/PV2FhoSSpsLBQ+fn5mjRpksFRAbACl8ul7du3KyYmhs8VE3E6nXrxxReD2hgtYy7r169XbW2tJKmmpkYbNmzQ9ddfb2xQYZKSkqImry/odwCA+XU5ybV27VrZbLZOP8/n85HkAizI5XLJ53Xr3NHDtW9/mVwuF19GAaAXq6mpaXMkV21tLSNmTMBfnL2hoUGS1NDQYKni7C3fY3yn/A4AMLszmq7or7UQyo8kJScn6/zzz9d5550XluABRJbhGUP0s9kzNDxjiNGhAAAM1t5K3Hl5eT0cCbqirdUxvV4v000BABGtyyO5Nm3adNrHfT6f6urqdOjQIb333nt69dVXVV9fr9mzZ+vyyy/v6ssCAADABHJyctq8XszJyTEgGnSW0+lUXl5e0CqEUVFRTDcFEDZWW7kVkaHLI7kcDsdpfwYOHKjhw4drwoQJevDBB5WXlye3260HHnhA5eXlXQ64vLxc48eP1/Lly1s99sYbb+jss89u8+emm25q1b+goEA333yzxo0bpwkTJujhhx9WVVVVl2ND1/nrOe09cECP/PY57T1wQIWFhZozZ47y8/ONDu+MBfavuEQPzX9ae4tLAnWrAHSv/Px81dfXS5Lq6+t53wE9JDs7WxMmTAhqu/zyy5WdnW1QROgMh8OhnJwcxcXFSZLi4uI0Y8YMS0xV9F+XlRTt1VPzHlRJ0V6uy4AeZsWVWxEZemx1xQsvvFC33HKLjhw5oqVLl3ZpG8ePH9f999+vY8eOtfn4zp07JUn33HOP7rvvvqCfG2+8Majvxo0bNXPmTFVVVenWW2/VZZddprVr1+qWW27R0aNHuxQfus7lcsnncSt7yCD53E3KHjJIWYOStWfXTksMi/fXq8oamipvU72yhqbK53VbYt+ASOdyuRTbJ1pZo4Yqtk807zugBz388MOBf9vt9jNauCiS+JMkZSUlevlXT6mspMRSN+f8pkyZEkhqORwOTZ482eCIwsPlcsnt9Sl1WJbqm71KHZYlt5eVP4GeYtWVWxEZujxdsSu++c1vKi8vT++9917QRU8oDh48qPvvv19ffPFFu3127typpKQk5ebmnnZbx48f1xNPPKGMjAytW7dOAwYMkCRdccUVeuSRR7Rw4ULNnTu3U/HhzGWnDdbj99wZ1DbvpbbreZhRVvpgzf/x9MDvj/5hlYHRAL3LkPQU3f2TKVr2+/VGhwL0KrGxsRo6dKgOHTqkWbNmKTY21uiQwsLlcqnZ49XA9HQ1uj1yDE2XJO3YtVuSLLPwit1u1+zZs5Wbm6vc3FzZ7XajQwqbwRlZuvOnjwd+X/HreQZGA/QuVl65FcbrsZFckgIXNmVlZZ163vLly3Xddddpx44duuyyy9rtt2vXLo0ePbrD7b399tuqra3VjBkzAgkuSbrhhhuUnZ2tNWvWkE0GIKnlbv2cOXNUX1+vkv1l+tWCPJXsL2NaA9BD/CNmJPG+M6mUlBSNGjXKMqOA/Aamp2vS/T8O+hmYnm50WGE3duxYrVq1SmPGjDE6FAAW0N7KrTU1NQZHBqvo0STXxx9/LEnq169fp563YsUKpaen609/+pOmTJnSZp+ysjLV1tbq7LPP7nB7mzdvliRdeumlrR675JJLVFtbq927d3cqRgDW5HK5tGvXdmVnpWpoWpLc7gYNTUuSx9PEtAagB7RMK/Jq+Nmj5GZlN9Pq7LUfIguFoQGECyu3orv12HTFd999Vy+99JJsNpvGjh3bqefOnz9fl19+uex2u4qLi9vs46/H1dzcrHvvvVeffvqpGhoadNFFF+nHP/6xvva1rwX67t+/X5KUkZHRajvDhg2TJBUVFemcc87pVJzdKT8/Xy6XS/X19So6dECS1NDUpDlz5sjpdFpmWDwQidKHDtT9s64Jantu0X8aFA3Q+wzJTNeMB+/X8qefMzoUAADCyv89T2oZsezzSQ8/Flw6Z2/xXtlsssR3P1ZuRXfrcpLrnnvu6bCPz+dTQ0ODDh06pNLSUvl8PtlstlZF4Dty5ZVXdtjHn+RavXq1vv71r2vatGnat2+f/ud//kcfffSRFi5cGNhOTU2NYmNjA6vFnMw/fbG94vZGcblc2rNzl87NyAxq37NzlyTr1H4AAAAAgN7C5XJpz649ykzPVsaQLEmSu9Eb1CczraV9z649ksz93c+/cqt/yqKVVm5FZOhykuuDDz6QzWYLqa/P5wv8e9KkSbr66qu7+rLt8nq9Sk9P109+8pOgmg8ff/yxZsyYoYceekjvvvuu+vTpI7fb3W7hU397Y2Njp2PozuVP6+rqlD1kiB6/8wdB7fNWLFFdXZ0++eSTbnvtnlBXV6f2JjJYZf/6tlGr1Qr75ldXV6e4mODfrbBvdXV1imrno84K+1hXV3fax8y+f9L/7aM9+Hcr7FdvUVdXJ8Xag3438/Grq6tTbL++nepv5v2VvvqcMft+nKyurk6KarsIuxWOmdXV1dVJMa3fh2Y4di3vp9A/Qzq7baP33+r715a6ujplpmfrZ/f+osO+v/jjzyJ2Pzpj2LBh6tevnxoaGtSvXz+lp6ebfp8QOc5ouuLJyat2XyA6WvHx8Tr77LM1derUdmtqnalZs2Zp1qxZrdovueQSXXfddVq3bp0+/vhjXXnllYqLiwsaHnmypqYmSVLfvp3/cB0zZoz69OnT6eeFYvXq1fIcOdrmY/Hx8Ro/fny3vG5PWb16tTx1tW0+ZpX9c5+obdVuhX3zW716tZobjgR+t8q+rV69WsePnWjzMbPu48nD4g8fPiy3u0Gv5AVfWBwuq1N0dLNWr14tSaYeGr969WodPfHVjQuzHrfeavXq1TrS+NV70CzH7+T32ckOHz4sr8+nX82b3+E2SoqKFWWzBd6HfmZ7P/rjN8NxC9Xq1atVf9xa54beZPXq1aptcLdqN8OxW716tRqPtI49HCJh/1evXq26WuvuX1tWr16tpuOhL3oWqfvRWQ8//LByc3P1yCOPsLAFTquxsbFTA4q6nOTasWNHV5/a48477zytW7dOBw601LJKSEhQY2OjmpqaWo3o8k9TjI+P7/E4AbPyr37m87r1i2eWa9/+MtmiKpWfn2+qL2K9hcvl0o6d25SS2leJDkmKk8cTnPhPTm2Zzl1ZXajKinpJ5h4aD/Q0l8ul7bt2KnHokKD2voNbCnhX1R/vcBv9h6RKkg4d++oGwpFDLStU834ErKO9pHhbCgsL1ez2ac3yjhPlnVFZVqwjlTbNmTMnpP5mS7Yj8vhXbmVhC4Rbl5NcmzZtUmZmptIjZKnkL774QidOnNDFF1/c6jH/1EP/KKusrCx9+umnOnDggEaMGBHU158Iy87O7uaIAetwuVzyepqUkTZQnuYGDRuSpP2l1XK5XFwARaiU1L66/uYRHXeUtPa1vd0cDWBNiUOH6MpZd4Z1mx8sWhHW7QEwnsvl0pc79igxObPDvnEJGYqT1Njk7bBvZ8QPbHntgxVNHfY9UlUiiWQ7zhwJLnSHLie5FixYoO3bt2vmzJn68Y9/HM6YuuTee+9VeXm5/v73v2vgwIFBj/nn9/qHQY4fP15r1qzR5s2bWyW5PvroI8XHx2vkyJE9EzhgERlpA5U789rA7wsWv2NgNAAAAOaRmJypK6Y8bHQYIfn7+ieNDgEA2hXV1SeWlJTI5/Pp3HPPDWc8XXbNNdfI6/Xqd7/7XVCtsHfeeUcFBQW6+OKLNXr0aEnSVVddpf79+2vJkiWqra0N9H3zzTdVXFysG2+8UVFRXf5fAwAAAH01nb2wsFD5+flGhwMAACyuyyO53O6WgoCRMsTwhz/8od5//329/vrr2rlzp8aPH6+ioiIVFBQoNTVVTz31VKBvUlKS5syZo8cee0xTp07Vtddeq/Lycr3zzjvKysrSzJkzDdwTAAAAa3C5XPL4vIF/M70JAAB0py4nuS666CJ9+OGHKigo0EUXXRTOmLokISFBq1ev1vPPP6+//OUvWrlypZKSknTDDTfoRz/6kQYNGhTU/9Zbb1ViYqKWLFmiVatWKTExUVOnTtUDDzygpKQkY3YCABBW/lEkbk+zlv1+vUoPVKrCfkRz5syhaC7QQ9IyO64zBMC6OltY3+P2acnKR8MaQ2l5sQ5XUVgf6A26nOSaN2+ebr31Vi1ZskR2u1233HKLBg8eHM7Y2jRt2jRNmzatzccSEhL08MMP6+GHQ5vPPmnSJD68DHTyCa+wsFA+j1vzXgouqFtUWi7b4Sq+kALoEpfLpWZPo1LTEtXsaVRKWsvKuTt2fSmJorkAcDr+azWuwXAmXC6XduzYo9SBwzvsmxTfkhRvavJ10LNzkh0tr111uLmDnlJF9T5JXCMAZtXlJNd7772nKVOmKC8vT4sWLdKiRYs0ePBgDRkyRAMGDJDNZmv3uTabTS+++GJXXxoW4XK5tGfnDmWlJmu4I0GS5GsOPvFkpbQsIrBn5w5JnGwAdF5qWqJunPn1oLY3Fv/NoGgAwDxcLpc+//xzSea/Bjv15qrb69OKX88LPF6+v1hVUV+N9CGxF16pA4frxkk/MzqMkLyR/wujQwBwBrqc5HryySeDElk+n0/l5eUqLy8PS2DoHbJSk/XoLZM77Dd/9YYeiAYAAABW5HK5tH3XHiUNzVS/wRmSpHq3N/B4QlrLCKLSY02qPVQiyfyJPQDojbqc5JIUtIphW7+353SjvPCVVtP53G7NW7EkqE9RWalslRXcdYpAbU3HfPQPqwKPFx8ol81exbEDAADoAUlDM/XtWR2PJnp3ESN5AMCsupzk2rFjRzjjQBtcLpf27NiprNRBGp7UMm3P5/YE9clKaSmo766qUXHFYUncdYoULdMxtytzcKIykvtKkrxNJwKPZw5qqQ3UVHtIJeVHJHHsAAAAAADoqjMayYXul5U6SI9977aQ+j721ivdHA06K3Nwoh6+c2KH/Z5cUdDtsQAAAAAAYGUkuQCgDf7ppoWFhfJ4mvTcov8MevzgoWrZ7ceYbgoAAAAAEYIkF4AuObXmmNfTpAWL3wk8vr+0WlGHzZsEcrlc2rXzCw0ZPEBStDzuhqDHhwzqJ0k6WrtPZeXHJDHdFAAAAACMRJILQJe0JIG+VPqgARoyMEZSjDzuxsDjQ1P7S5KO15To4GFzJoGGDB6gu6eP67DfslVbeiAaAAAAAMDpkOQC0GXpgwbovlsv6rDf869+2gPRAADQfU4dwdzk8Sj/uT8E9ak6eEB1drvmzJljuhHMAIDwqaysVEpKitFh9EpRRgcAAAAAa6qqqlLpvhKV7itRVVWV0eGcEZfLpS937VLJ0TrFpA5S/yFpavB4gn76D0lTTOogfblrVyAhBgDoXbZu3arp06dr27ZtRofSKzGSCwAAAN2itrZW3pP+bXYDhqTpX+6+p8N+/1j2Ug9EAwCINB6PR08++aQk6cknn9TKlStlt9sNjqp3YSQXAAAWUVlZaXQIQCspw9KVMizd6DAAAOh2a9euVU1NjSSpurpa69atMzagXoiRXOgRJ9ex8CssLJSvuVnzV2/o8PnFh6tkqzkaWKnvZNS8AHCyU+vmNHsa9cbivwX1qSg9otrDDZaqm7N161bl5ubqmWee0ZgxY4wOBwAAoFeprq7Wyy+/LJ/PJ0ny+XxatmyZvvWtb8nhcBgcXe9Bkgs9wuVyac+O7Ro+MDHQlhnfV1Jf+dzNHT5/+MAESVLz4UNB7fuqj0gy36p9QE9pL8Hc3Fyvta/tDWkblYfrdaSmsFWSOVKTQy6XS9t3fqGBg/tqQLJNUpzcnsagPo5BcZKk7Tu/kGT+zxCPx6MFCxZIkhYsWKClS5daYmh8fn6+CgsL5fZ6tPzp51RWckCVUXbl5+eb/pgBAABryc/Pl9vtDmpzu93Kz8/X9OnTDYqq9yHJhR4zfGCifjbpG2Hd5i/y3w/r9gCrcblc2r5jqwYmf/VxPyBBkuzyeJpC2oYj2S6pSeUV2wNt1VUtJ/BITTQMHNxX/++Oczrs998rd/RANN1v/fr1gXpHNTU12rBhg66//npjgwoDl8ulJq9bA9MHq8HTpKT0Qao+WC6XyxWxf3sAAAAn84/sQs8gyQUAFjcwOVr/Ojm8Q6T/a0NNWLeHrquurlZeXp4aGhokSQ0NDVq+fLkmTpxoiaHxA9MH69r77wz8/s5zKwyMBug9/CMppZYRwIygBM5ceyPsvR6ffvHHn3X4/H0HixRlt1HCJUJ95zvf0Z/+9KegpJbNZtN3vvMdA6PqfSg8DwCAiRUUFMjj8QS1eb3eVhfRANAZLpdLHq9PWWefK4/Xx2cKEAYul0u7d+5RfbU78DPUMVzDUrLkafR1+DMsJUtDHcODnl9f7dbunXt4j0YAn8/XqlyEFcpHmA0juQAAMDGn06m8vDw1N39V3zAqKkpOp9PAqABYwZDM4brrwZ/r5aefMDoUwDKGpWbpgRsfDes2f/fG/LBuD621NQrvVBUVFa1uPHo8Hj3wwANKTU097XMZiRc+JLkiRPurD7r12FuvhLSN4orDstVWm6Y4NADgzDkcDuXk5ASmLMbFxWnGjBmWmKoIAAAQCVwulwr3FGrE8Ox2+6QkJSslKbnNx3zN3naft3dfkaTIrXVrNiS5IoTL5dKe7Ts0fGBKoC1zQMtKhD63p72nBRnuaHlDNZdXBtr2Vbf8mzcMuqq9uxaFhYXyuBv0/KufdriNg4frZK9uvTqfRBIWCIcpU6Zow4YNKi0tlcPh0OTJk40OCQAAwFJGDM/Wrx79Zdi3O3f+I2HfZm9GkiuCDB+YonnXTA3rNh//z3Vh3R56H5fLpV07tmlIcmxQe2qCJMXI427ocBtDBsZI8uhoxa6g9rKqltX9SHIBZ8Zut2v27NnKzc1Vbm4u9R8AAADQK5HkAtChIcmx+sF308O+3SUbD4Z9m0BvNXbsWK1atUopKSkddwYAizrdCPQmj1fvLvpFh9uoPbRPJ+xRPToCvbqyVLs+ezfs2+0O1ZWlSk8dbnQYANAmklwAAFgECa7uFUrRWb/CwkI1etz6YNGKsMZQe6hM9fbKNr98t8WoKeH+/1f19fVqPnBAkuRubNKcOXOYpo5u5XK59MXO3eo7ODOo3ZY8TH0k1bt9HW6jz6CW5+6tbQxqry8vkcQIdACIZCS5AACwiMrKShJd3cjlcunzHV9KyYkdd06IkyRV1h8LbxCOAXJL+rwihJGwVUckGfOF3OVyafuuXRqYFTzaY/uuXYbFhN6j7+BMnTP9p2Hf7o5Vvw77Nv0GpqRp9AXf7rbth1NF8UdGhwAA7SLJBaBXO920Bre7QctWbelwG6Xlx1RR1bqwPqMV0JO2bt2q3NxcPfPMMxozZozR4VhXcqKiJ19pdBQhcW/4wNDXTxyapm/M/EFQ2/uLlxgUTee0t+p1g9ujfyx7qcPn15WWqrDiMAuuAADQw0hyAWfodEkSr7tRT64o6HAb+8prFVVVz8WwAVwul3bu2KrUlODC+o5ESYqWO4TC+qnJ0ZLcqq7cGWirqKSofk9o74tok7te/71yR4fPry4/oWNtJCglc733PB6PnnzySUnSk08+qZUrV1J8HjgDLpdL23buVJ/UwV81OpIVK6kxhFWvY1MHyStpd3VtUHtjRbkkzg0AAHQXklzAGXK5XNq9Y5sykvsGtacnSFIfeZvrO9xGxsA+kqSGisKg9v1VLc/lYrh7pabE6uYpaWHd5mvrS8O6PbTN5XLpyx1blZAaE2jrkyT1UbSaPU0dPj8+JVpSsw5UBSfEjlY0SzLPe2/t2rWqrq6WJFVXV2vdunX63ve+Z3BUgLn1SR2sYTdPD+s2D7y2KqzbAwAAwUhyAWGQkdxXud8dGfbtLthY2HEnoJdLSI3RhBvCW4dq05uVYd1ed6qurtayZcsCv/t8Pi1btkzf+ta35HA4DIwMAIAWFZWl+nTrX40OIyQVlaVKHpTZcUecMWqJojuQ5EKXdGaFKall+pCvqVG/yH8/rHHsq6qVra7taX5tMdP0IwAIRX5+vjye4OlTbrdbb7/9tm6//XaDogIAAGgftUTRXUhyoUtcLpf2fPmFMhMHhNQ/Iy5aiouWr7k5rHFkJvSXJDUd3Ndh35IjLStckeQC0BvYbDajQwAAQJKUmpKmi8ZeZXQYISnc/79Gh2B5Ho9HCxYskCQtWLBAS5cupZYowoYkF7osM3GAHrrya0aHEbKnPvjc6BAAIOzau/tp1ruiJ48ULiwsVJPHrXeeWxF4vPpAuY7ZqwIjeBmhC4Rffn5+yyrDXp9efvoJlZbsU0WUTfn5+bzfAJyx9evXq7KypTRERUWFNmzYoOuvv97gqGAVJLkAwGQ6M124sLBQTc1u/deGmrDGUF3l1rGjba9K2BYSEd1n3bp1bbavXbtWF1xwQc8GEwYul0tf7tqhAUOSFZOaoBhJje6vRgH3HzJQklRytELHyqokMUIXCDeXy6Vmj1cD0zPU4PbIMXSYqg/ul8vl4v0G4IxUV1fr5ZdfltvtltRSYmHZsmWaOHEitUQRFiS5AMBkXC6Xtm//XIkhXAf07S/1leTxhHeqcGKSJB3XobKOR0ge+b/8Gl+MukdOTo42bdrUZrtZDRiSrHE/mNxhvy1LNvRANEDvNDA9Q9+5/6eB399+7tcGRgPAKgoKCtTUFLwCdlNTk1wul6ZNm2ZQVOisSF40gCQXAJhQokP6xv8zOorQvP/fRkdgbdnZ2ZowYUJQouvyyy9Xdna2gVGhNzp1qmmjx6P3Fy8J6lN7qFT19sNMNwWAXmrEiBFtto8cGf6V6tE9In3RAJJc3aizU4p8Tc16/D/XhTWGfdWVsh07wpQiALCwhx9+WFOmTJHX61VUVJQeeugho0NCL+RyufTFzp3qN2SQolIGqq+kRo87qE/fwamSpKIjNTpRdlgSozwBoDeJpDILnf2+Lp9Pc+c/EvY49u7bK9lspvjOboZFA0hydaOWFQi3KzNxYId9M+IGSHGSz+3psG9nZCa0zGdqOljeYd+SI9WSuNgEALOx2+3q37+/6urqNGDAgIi72EDv0W/IIJ1/5/SQ+n6xYlU3RwMAiDSRVGah5fv6LmUmpHXYN6PPIElSc/nxsMeRETdYktR0oK7DviVHSyUZ9519/fr1qq2tlSTV1NRE5KIBJLm6WWbiQP3sSnPMKfrFB8wpAgAzWr9+vZqbW+quNTU1ReQFBwB0VWdHW9S7vdqxKvw1xE6Ul6iwKsoUoy3QMzrztym1/H16m3363RvzwxrHgcPFiqqJzJFAbf0/SkhI0NGjR4N+f+GFF3o8NknKTEjTw5fe02Ovd6ae/Oglw167urpaeXl5amhokCQ1NDRo+fLlEbdoAEkuoBfq7MWiu7lRSzYeDHscpVWNquiGFfo6u3/NzU16bX1pSP1DdbiySTVHWH0Q3c8sFxyAkbryRbSx2a0Dr4V3tFnj4XIV1lRxbugkl8ulz3fslj15WMedE4bKJqm+2Rv2OGwDh6lB0hcV9R329VQdkMQMCatzuVzatX2P0pIyQ+o/qF+GJMndGN6/zyGJLa9fV9rUQU+ptLZEUs/9bbpcLhXuKdSI4V/V4hqePlxKD+7na/a1TNvrwdjQOQUFBfJ4gmeeeb3eiFs0gCQX0Au5XC7t3P65Bid23De5r6S+kre5IexxDE6QpOOqPdTxCn3lR1r+G8pJz+Vyacf2z5Wc1HEMCf1a/utpbuy4cyckJ0rScVWUdrxvVbUt/+WEjq5o64LD4/FE3AUHYKSWJMkO2ZJDXAkqoeUE2XBKTbEzlpysE5K2VlR22NVX1dKHc0MLe/IwxU/+idFhhKxuw++NDgE9JC0pUzMnhr9OU3dZXPDLHn/NEcNH6Ol5T3fY78HHH+yBaNBVTqdTeXl5gdkDkhQVFSWn02lgVK2R5AJ6qcGJ0vSJ5vkIWFXQuS8ayUnSd79t655gwmzjuz6jQ4CJOZ1OLV26NKjN5/NF3AUHYDRbcopiv2uexG/TxjU9+nqnro7Z5PHq7ee+mvJXdXC/6uxRrIwJAL2Uw+FQTk5OYAZBXFycZsyYEXEzB8zzDRfoQZ2d7uZtrteCjYVhj2N/Vb2iumE6HxCpujalqFmb3ux4VERnHK1oVmGtOd57Pp9PPh+JUgBnxuVy6ctduxU/JF2xqWmKldTo+WpK1YAhLXOL9h89obqylhIGXHOEz5GqEv19/ZNGhxGSI1UlSk8dZXQYAAwwZcoUbdiwQaWlpXI4HJo8ebLRIbVCkgtog8vl0u4vP1d6YscjgdLiJMVJ3qYTYY8jPV6STujEwa0d9j14pOVLLhecMDOXy6Uvdnyu/h0vSitJssdL/SS5PR3XoOiMfgMl6biKD3c83fR4y8K0hr33CgoKZLMFf1bZbDamKwLotPgh6br47vs77Ld52XM9EE3v0ZmRt4WFhWp2+5QyJCusMVSWFSsm2qaRI0d22Dc9dRSjhYFeym63a/bs2crNzVVubm5EruhNkgtoR3qiTfdf0cfoMEL23N/DW1MKMEr/gdL53zE6itB98baxr++vj+B2fzWl12638wUE3aqtUZeFhYVqcLv1xYrQirWfKDuswsrqViMmGZWM3mbSpEkh/83PmTNHlUfcmjbj0bDGsGb5fKUkRus3v/lNWLcLwHrGjh2rVatWKSUlxDqXPYwkFwAAJmaW+giwFpfLpa07dyg29aQLXEeioiU1nbIQQnuiU5PllrSz+qvpxk0VFFsHACDSRWqCSyLJBQCAaflH0/h8Pnm9LbVzvF6vYmJiDI4MvUFsaooG33h9WLdZ/sbasG4PAAD0LlFGBwAAALrG5XJp957davI2KfusbJ19/tmyR9v13nvvGR0aAAAA0OMYyQUAgIllZmdq7uMPBn7/1bynDYwGAAAAMA5JLgAA0OPaKlwu+YuXN2vLkg0dbqOutEqFFUdbFS6XKF4OAJGkonqf3sj/hdFhhKSiep+SB40yOgwAXUSSCwAA9DiXy6VtO7crdlBi8AMD+ypGfdXgae5wGzGDEuSRtKvmUFB70+EjkiheDgCRoDOr/RYWFsrj9iltcFZYYygtL5Y92qaRI0d22Dd50ChWKAZMjCQXAAAwROygRA299Rth3+6hV98P+zYBAF0zadKkkG86zJkzR3W1bv3gjvlhjWHJykcVnxSt3/zmN2HdLoDIQ5ILAAAAAAB02enKEMgnPXhS/dD27N23V7KJMgQ4IyS5AMCEqquOa+cXRkcRmuoqaegQo6MAwuN4ZbWiPt9pdBgh8VZWS6npRoeBCHO6L6KNbo82L3uuw23UlR5QYYWdL6IAAlwul/bs3KOsQVlB7cMHDpckeY55OtzG8OSWvu4ad1B78eFiSZQhQGhIcgEAAAC9REs9vF3qk5oW/IBjkGIkNbg7/iIak5omr6Td1XVB7Y0VpZL4Igr0VlmDsjT/lsfCvt1HV4d/m7AuklwAYEIDk/vr7PONjiI05QeNjgAIn/4pAxX9tbONDiMk7uLDRoeACNUnNU3Db/m3sG933+oXw75NAEDXtDdyN5KFYzQwSS50WWl1jf5nZ7HRYYSstLpGw9OHGx0GAAAAAADdyuVyac+XO5WZmGp0KCEpOVIh6cxHA5PkAgAAAAAAsJjMxFQ9cvnNRocRkl9++FpYtkOSq5uVVlfpXZNUhy6trtLw9MEh908b6NC3zs7qvoDC7KPDR40OAT2osuq4Pt9udBShqaySTi2NAgA9rTPTGgoLC9XU3KzyN9aGNYamw5UqrDnSZkHztlDkvPc4Vlkm9+fvGx1GyBoqy6TUbKPDANCB0upyvbtnk9FhhKy0ulzDh8UbHUZEI8kFAICJnJyIKCwslNfn1a/mPR14vKSoRFG2qECSgCQAQuVyufT5ju2yJQ/suHPCAElSk6fjIuWdkuzQCUlbK8o77OqrqpYU+rSGY5WViv78n2cQXM9yV1ZKqSlGhwGgA+VVpfpwx7tGhxGy8qpSxadRwgXWRZKrm6UNTNa3TVIdetNhqkPDOlKS++tr59qMDiMkJYd8RocAE3G5XNqxe4dShqUqcWiSJKmu6VjgcUd6S4Kisr5KlQfCU9sAvYcteaCiv/uvRocREvfG/zI6BPSgASlDFP+1bxgdRsjqij81OgQAIUgbOFjfHjXB6DBC9lHVNqNDiHgkuYBe6nD1cW3eEWV0GCE7XO1V0lCjo0BPqK08rn1bjY4idLWVkgb17GumDEvV1P/4Xof91v32rR6IBjCHASkpiv3ahUaHEbKmkr1Gh4AIVVlWrDXL54d9mymJo8K6zd5icHKaLj/n20aHEbKtZf9rdAhAtyLJBQAAwqKzNZ0a3Y069Gr4a+w0Hq5VYXU9dZ0AWI7T6WyzvbCwUB6vT0OHdVwH7NCBItmjbBo5cmSgLSVxVLvb7mml5cVasvLRsG8zPokkHtAbmC7JVV5erkmTJun+++/XjBkzWj2+bt06LV++XMXFxUpISNC1116rH/3oR+rfv3+rvgUFBVq4cKF27dqluLg4OZ1OzZ49W8nJyT2wJ4CxBg3sr4vPMc9HwK4yt9EhoIckpfTX8LFGRxG6YyVGRxA5Wmo6fSElD+i4c0K0pGg1uJvDH8jA/jou6fOKfR33rWqZ6kmSC4AZTJo0qc3Pqzlz5uhYvUf//sAvOtzGwt/9TAP62vWb3/ymO0I8I20l2goLC+X1+JQRQgJPkvYfKFKUPTiJF58UOUk8AN3LPN9wJR0/flz333+/jh071ubjixcv1m9/+1udffbZuv3227Vr1y4tX75cn332mVasWKHY2NhA340bN2r27NnKyMjQrbfeqtLSUq1du1abN2/WW2+9pYSEhJ7aLUSosupj+mBXo9FhhKysulkj0o2OAkCvlzxA9ilfMzqKkHnWf250CMAZ6/QoymaP9q1+MexxNB4uVWHNYUZRosvaSuLNmTNHDSc8mv3jX4a0jWf+8Iji+kVmEg9A9zNNkuvgwYO6//779cUXX7T5+KFDh/Tss89q3LhxWrlypWJiYiRJf/jDH/TCCy/o9ddf1+233y6pJVn2xBNPKCMjQ+vWrdOAAS13nK+44go98sgjWrhwoebOndszOwYAAACcgZZRlDsVlTyk484JLSs2Nnq84Q8kebDqJW2rONJhV29VmSRGUQKRrLMJdJ/bp0dXPxb2OIoPF8tWbSOBjpCYIsm1fPlyPfvss2poaNBll12m//3f1sXyXnvtNbndbs2cOTOQ4JKkWbNmacWKFXrjjTcCSa63335btbW1uv/++wMJLkm64YYbtGTJEq1Zs0a5ubmy2+3dv3OIWEMGDtCVo/sYHUbI/llhnlFnAAAgvKKShyjuujuNDiNkDX9eYXQIADrgcrm0+8vdyhyQ2WHfYTHDpBjJU+cJexwZfTMkSY0lHX/fKfm/OhIkuXovUyS5VqxYofT0dM2fP1/FxcVtJrk2b94sSbr44ouD2vv06aMLL7xQf/vb31RXV6f4+PhA30svvbTVdi655BK99tpr2r17t84555xu2BsAAAAAACJf5oBMPTTePLOcnvrkV0aHAIOZIsk1f/58XX755bLb7SouLm6zT0lJiVJSUoJGZvmlp7cUKioqKtLXvvY17d+/X5KUkZHRqu+wYcMCfUlyAQCM0t4UgcLCQjV7m7Xut291uI3KAxU6ElXb5vB+hvJ3UdURuTd8YHQUoak6IqVSrBEAAPQepkhyXXnllR32qa2tDSSoThUfHy9JgYL1NTU1io2NVVxcXKu+/iRZe8XtT2fbtm1Bv9fV1ck8k91a1NXV6ZNPPgmpn9n2Terc/plxsmpn9s+MrLx/oe6bv6/ZWPnYSZ07fqHasGGDSg6VqN+Q4Js3USnR6qNo1TV1fJ7qM6ivJKnoSPAqgyfKjqmurk6DBw8OX8Cy/vEbMWJEyPtYWloqt3xKGhpCjaROqD1UpmjZlJaW1nHn9ASNGDGCzxaZc98k9u/kfib52hKkO84Np3stW3S/TvXvqdjOVF1dnWLsoe+b/zk9sX8tf5vm+1bUmfderGI77Bdp+E77VT+z7V843rvmO1u0w+12B62eeDJ/e2NjY6f7dsaYMWPUp89Xf0arV69W09ETnd6OkeLj4zV+/PgO+7XsW3UPRBRendm/E0d7IKAw68z+1Zrwergz+9fQ+Ty1oULdN6ll/w4ckN7/724OKkyO1EhDh4R+7KrqeyCoMOvM8QvV6tWr1W/IAJ17V/hXKtz+8ufdFrMarHtu6Mz/rzlz5ujQsSO6clZ4ayR9sGiFhg5I7JZVw1qOn3WvW9RgvtqVndu/jou9R5rO7Z/5Tg7d8TnbntWrV2vX7j1a+Lufddj30IEijT5rVI/FdqZWr16thhOdq/PUU//vV69erbpjTd3+OuHWmfdeY421PzubjpjvS5GVv7O3tW+NjY2tBhSdjmWSXHFxcWpubm7zsaamlg+evn37drovAHOqqpU2vuszOoyQVNVKqSEMyvBzOp0h9y0sLFRT8wkNTA7vx311lVuxMf00cuTIDvsOHdK5mAEY51hlleyft72SdaTxVFZJqeEdjQiYlf88W1hYKJ9PysoeEfR4cdFe2WzSyJEjNfqsUZyXAViWZZJcCQkJ7Q7V9rf7py0mJCSosbFRTU1NrUZ0+acp+vsCMJ/OJoGam09oUEp4h2IfrmxSTIhJoNS0zsU8adKkkGspzZkzR+UV2/Wvkx0hbz8U/7WhRoNTR3bLaBIAANA5/muDOXPmyO3x6dHHg4tvz583V9F2G+dtAJZnmSRXVlaWNm/erIaGhla1tg4ePKioqCgNHz480PfTTz/VgQMHNGJE8F2OAwcOSJKys7PDElfJkWr94gNzzCkqOVKtUencEYX5dTYJVF25UzdP6cRQqhC8tr5UA1NIAgEwlwEpyYr+2vlGhxESd8mBTvX3VVWqaeOaboom/HxVlVJqitFhRAxP1QHVbfi90WGEzFN1QEo9y+gwAKDXsUySa/z48froo4/0j3/8Q1//+tcD7Y2NjfrnP/+pUaNGBYrKjx8/XmvWrNHmzZtbJbk++ugjxcfHhzT6oiOdHU3ia2rW8IHhvZjZV10pW2xMSPszKn0wQ5cBAIDldPb6prCwUPXNbvUZFN6bf42Hy9U3Jjq068zUFK7L/k9nr6nr3V71G5wZ9jhOlJeob3RUiMfvLI4fABjAMkmu6667TosXL9bzzz+vSy65JDANcdGiRTp27JhuvvnmQN+rrrpKTz75pJYsWaJ//dd/VVJSkiTpzTffVHFxse6++25FRUWdcUydHU3SXF6peddMPePXPdnj/7lOMYNTumU0ScmRY3rqg8/Dvt3uUnLkmEaxkjoAAL1OZ67JpJbrst3VtRp28/SwxnHgtVUaOTCJUb6d1Nlr6r21jTpn+k/DHseOVb/WiKQ+HD8D7D9YpGf+8EjIfc86a1Q3RwQgUlkmyTVixAjdfffdeumllzR16lQ5nU7t2bNHBQUFuuiii3TTTTcF+iYlJWnOnDl67LHHNHXqVF177bUqLy/XO++8o6ysLM2cOdPAPTGHrtwR9TU1anhyUljj2FdVK1tsnxBHqlH8GjCD49XSF28bHUXojldLGhRa3/z8fLlcrpD6FhYWqsHdoO0vh/9mwomyYyqsLNScOXNC6u90OkP+gnm8skZRnxWfQXQ9y1tZI6UONzoM4Iwdqzysxs8/NjqMkDVXHpZSE40OAyZw8vW7v7B+dlbwbJyi4q8K65/Vw4X1S2tLtLjglz32emeqtLZE8WkkAWFdlklySdLs2bOVlpamV155RStWrFBqaqpmzJih++67r1WB+VtvvVWJiYlasmSJVq1apcTERE2dOlUPPPBAYGQX2teVO6LNhw/pZ5O+EdY4fpH/vmIGDeWOGmARXUmgNzafUEJqTFjjOFrRrD4hLhygQaHH7XK59PmOz6WUEEYL/993v7rmbljaOlk6rnp9XhnCcsyVXknq1Gc+AADhcvL3jjlz5sjj9umJUwrr/3zeXNmje76wfleuW7zNPg0blBXWOA4cLlZUjC2k65b4NFbXhLWZLsk1bdo0TZs2rc3HbDabpk+frunTQxta3tlEDXqXg0d8eu7vjUaHEbKDR3w6qxPTMcuPSKsK3N0XUJiVH5GShhodBbpbVxLoB6p2aMIN4a1nuOnNSg1L7qaFA1KiFDW1X/i320286050qn//FIfsF2R1TzDdwFN81OgQgLAYkDJIcV+7xOgwQtawb4fRIQBnrCvXLfXVbj1w46NhjeN3b8xX34HR3PgHZMIkF9ATOlvg1Ntcr4zkvmGPY39VvaJi+oZ0V+asTkzH7Oz+uZtPKC25T8jPCVVpVaOiQxwtkzSU6aYAAABATyqtKdX/7A2t1EIkKK0pVVZmltFhwEAkuYA2dLbAaUNFoXK/e+Yrcp5qwcZCxaWGfzRJZ/fvaMUu/eC74a/av2TjQSV0w/4BAAD0VsVFezV/3txWbaNGhf9a1QhFxXv181P2r6jYOvsH4MyQ5ALQ61VUNum19aVh3+bA8M6g67LqKrf+a0NN2Lc5ODWsmwQAAGfI6XSqvr5eX36xtdVjY8eONSCi8HI6nWpubtaX27fJ5/MF2m02my65xDzTdc0kzZGmb40wz2yKj2rMswAHugdJrgiyr7pSj//nurBvc9TgCPmmDUSg9qZAFhYWyu1uUNrgAR1uo7T8mKKj44KmXQ5MiYzplW3FUFhYqObmeqUMCm2KbeXhesWcMm12cGpk7B+A8PJVVcu98b+MDiMkvqpqKXVwt22/saJcB15bFfZtamBSWLcJnGzSpEn629/+1uZjO3aYvw7apEmT1NDQoJ07dwYluaKiomS32w2MDECkIMkVIdr7IuprdisrNbS16YsrDssWEx30RXTU4BS+iAKn0d7UzTlz5uho7T7dPX1ch9tYtmqLEpKGR+S0y7b2b86cOaqsLtT1N49o51nB1r62VykDmVYKWF1n6zWeaG5W7KDw3khrOlypfjExoa1smjq4265x2rsua3B7FJ+W1uHz60pLFRdtb70fA5O4LkO3y87O1ieffNKqfcSI0M77kc7pdGrx4sVBbR6Ph/cWuqTkaKme/Oglo8MIWcnRUo1SvNFhRDSSXBGivS+i7qoaPfa920LaxmNvvaLoZEfEfhHdV31Ev8h/P+zbHDWIJfeA3uxoRbM2vVkZ9m0qOaybDDheeUy2fzZ3z8a7ga+yUWJAcK/Q2XqNO6srNfjG68MaQ/kbazVyYIrh1zLtXZeVHK3Tv9x9T4fP/8eyl5SZEN+j++GtKlPDn1f02OudKW9VmZSa2C3bri8v0Y5Vv+6W7SrprLBvN9y+/e1v680332yz3QqKi4vbbC8pKZHD4ejZYLrgQEWxfvfG/LBv86yBo8K6zd6gszd35PNpxPDwJ4v37tsr2Wwh3eAZpXgSuh0gyYUe0f5ItWZlDer4m2Tx4SrZ2rizO2rQUN7kPaCsqklLNh7slu0mUNcJZ6C9z5Ymd70GDu7X4fOry08oNrqNFUyTmY6JM3fkUJk+WBTepMORQ2UaOrp7EgMwr85+Uatv9qjPoI5HpHVW4+FS9Y1pYwRbW1ITu+Vz9nRlCJo8XiUNHd7hNmoP7VOsPar1fiSdZYpzwz//+U9FRUXJ6/UG2qKiorRlyxZlZ2cbGFl4PP/88222P/fcc1qyZEkPR9M57V23eD0+DU/v+NjsO1ikKHvrZMhZA0eZ4m8z0nT25o6v2atfPfrLsMcxd/4jssVEdcuNkdLqCr27q/XIzkhUWl2h4ekDz3g7JLnQI9odqVZdoUdvmdzh8+ev3qDogamG39ntjU53sehxNyh9UMfDZQ8erpP9lJpVkpRAXSecofY+W8pr9+r/3XFOh8//75U7NDhpRI9+tvRPGaCoCztOwEUKb/EJo0MwpdN9dnp9PmVmZ3W4jZKiYkWdcmd36OjuSQzA3Dr7RW13dZ2G3/JvYY9j3+oXNXJgz45gO9XpyhCUHmvSt2f9rMNtvLvoF0obEGva606n09kq2WOz2Szz2XHhhRfqwIEDrdovuOACA6LpnPauW5qOe/Sze3/R4fN/8cefKba/3bR/m0BPIMkV4YorDuuxt14Jue+o5MgfomtF+6vqtWBjYbds9yyDRzqd7mLxeE2J7rv1og638fyrn6q/I9N0J+Sy8mNatmpLSP0Skro/nnCqrKjX2tf2htw35cxvqqC3qDomz/rPjY4idFXHpG74nD3dZ2ejx625jz/a4TZ+NW+++tijTffZCcBYJxdk97PZbAZE0j1uv/12bdy4sc12AMHSBqbq26PHGx1GSP63ck9YtkOSK4KdfLelsLBQPrdb2UOCh5YXlZXKFt1SbH5UssMyd2jM5LR3692NGj44qcNt7CuvVVR0n9ZDjxnpZBj///fCwkJ5PE1KHxqc5Tl4qFp2e6xGjhyphCRzHadTP1vc7gYNGhI8Iu9wWV1gxciUgebaP0mqLq/Xf6/seBWp6vJ6hfAWRYg6Xbjc3ag+g5LCHkfj4Vr1a+MztU18znZZU0Wlyt9YG/ZtamDkFoE7VlaqfyzruEDxsbJSKYHCwDBGQUFBq6SWzWaTy+XStGnTDIoqfBwOh+666y69/PLLgba7777bFPW4AHQ/klwR7OS7wHPmzJHnyFE9fucPgvrMW7FE9sQE7vIa6HR365tqD+nhOyd2uI0nVxQoNmkoxzGC+I/rnDlzdPxYue6fdU3Q488t+k/1HzDYlMfs1M+WmiMlui0n+A7PK3mfyJFovtF3UuskXrOnUalpwTWMKkqPKMbeR+eefT4JjjDq7JSpXTWHNPTWb4Q9jkOvvq+RDj5Tu1P7qw+61W9IaKtCnyg7rLjo4FWhNTByV4U+9bOlyeNRcvqwoD5VBw8o1m7XeaNHR+x+9Ga1h0r07qKOp4TVHipR2mjzFvF2Op3Ky8uT2+0OtNntdkv9Td5444167bXXdOLECfXr10833HCD0SEBEankSIV++eFrRocRkpIjFRpFTS6YXXFFleav3hBSv1EDqVAOoGOnJvGq6g7qxplfD+rzxuK/KTk+nSQI0EXt1ZUpOlKj8++cHtI2vlixStmJkbsq9KlO/Ww5fPyEJt3/46A++c/9QYP694v4fWqsKNW+1S92y3Y1MDJHsLUaxez1aXBGVqCtfH+xoqNaauCljTZ3EW+Hw6Fx48Zp06ZNgbaLLrrIUiOd7Ha7Hn/8ceXm5uqJJ56Q3W43OiTLKjlWoqc++ZXRYYSs5FiJzlL3rIK6d1+R5s5/pFu2O3JUCKPPOyncn2PNzc3asWNH0JRom82mc845RzExMWe8/VHpA8MSM0kuEykqK9O8FUtatY1KTDAoojPTajqmx63stMFBfYpKy2WzR2vU2eeY8mKjpPyInlxREFK/UUlDuz+gMDt4+Jief/XTkPqNNvF11cFD1Xpu0X+2ahs9enA7zzCXw2XH9EreJ63aHCzgBgCWc7oyC41uj+LThrX5+MnqSg+oT3QbqygOjNyl7U9NUtY2uHXnTx8PPL7i1/OUFGeNGnjV1dX65JPg8/o//vEP1dTUWCrRNXbsWK1atUopKZE7xTlUJQeL9Is/drwoQsnBIo3qwVGGnS1D4HP7lDUoK+xxFB8uli269aqSbTlL3bMKaijbLC4u1tGjR1u1JyQkKCsrq93njRw1slti7swI+1CsWbNGe/bsUXNzc6AtJiZG3/jGNyJqKjRJLpPw/9Fv27ZNcbGxkqSGpiaNGTMmYi8mOtJqOmZdrR6/586gPvNeWiF7fJIpLzjaSuJlDfsqKVJ8oCWBN3LkSI1KGmq643jq/nk9TcpI+2p46f7SakX9X82q0Q7z1rw5+b3Xp0+MMjOGqGR/mez2WNPu08lO3r+Y2Ja7oM1NHlN/tgAA2ne6Mgv7j57QxXff3+E2Ni97ThkJkT9irbcqKCgImqooSW632zI1uU5mhQRXq+8MPmlE1oigPnuL98pmk0b18CjDzpYhcNe4Nf+Wx8Iex6OrH1O0w9gkdCj/L4qKijRr1qxW7b/+9a+VnZ3dXaH1GP9U6JOTXFFRURH3nYEkl0n431TTpk1T1uCW4vPF5aVcXESwU5N47hO1mv/jr6ZwPPqHVYruZ84EntR6/xrqypU789rA4wsWv6O4eHPWrDrZye+9Yekpmpubo18tyFOfuMSw3hkxysn7lzq4vySpovy46Y/bySpKj+iNxX9r1ZYcn25QRPBrOnxEh159v1u2K0fkjo4tKSrWr+bND6nfWaPMVRfoRNlhfbFiVch9lWjeUSXVBw8q/7k/tGobNLp7pskgvMr3F2vFr+cF/Z50lrneb+0ZN26cvF5vUJvX69W4ceMMiginc+o1tdft05OPBU8PfPixuYqKtlnq+syKsrOzNXz4cO3bty/QlpWVZYkEl9QyFTonJ0d5eXlqaGhQXFycZsyYEXEjRElyIWIUlZZr3ksrWrWNik8yJiDgFCX7y/SrBXkq2V+ms85iLp8ZOJ1OFRYWqrK0TmnDUlR6oFLR9hidM/o84+46VXrlXXfCmNfuikqv1A03yk83ZarB3az4tOQOt1FXWqW46JjW0xcckTs69uS4OqptcdYoc9UFOnU0QqPHo6ShwatC1x4qVR/7/01zSzTvqtD+z5aaQwc1JDNTZSUlio6K0jmju2eaTE+pKzuozcueC6mfEsybzPMfv4oDxcrMHqGSor2KjrKZ+tidbMuWLbLb7fJ4PIE2u92uLVu2WObLNhCJqqurVVZWFtRWWlpqqanCU6ZM0YYNG1RaWiqHw6HJkycbHVIrJLkQEfwXG0VlhzVi2DDtPXBAtii7Ro0+2zIXHDC3pKQk1dRUa/+Bw2poaNI3v/lNo0NCCCZNmiSXy6WjJyp190+maNnv1yuhX4phd0I7W9uiwd2gfkMGhD2OE2XHFBcdF1JtC6V0z3Tj002ZKjlaoXE/6PiiacuSDcpMSDXVne2T93vNmjXavXt30LSi6OjoiKttEapTRyMcOlanb8wMXhX6/cVLNHRAvKmOWVv8ny1HGht119yH9PKvnlJinz6m3q/Wq0d6lZyeEWirOrhfsfaols+NBHMn8yZNmqR3331XzT7pocef1lPzHlSMTZYYoS19NaXo5CRXTEyMqY9Zb1JUvFcPPza3VVt3FCZHePWGqcJ2u12zZ89Wbm6ucnNzI3LRB5JcJlR06KAkyWaPMjiS8PFfLHrrT+iX/3G/Hvntc4rqa61aD8UHy/XoH1YF/T7qrCTjAgqz/aXVWrD4naDfz4q3RmF2qWWYf1ZWpiTpyy93Bs1FB0LV2doWRUf26dy7vhb2OLa//LmyE4db6jPWjJxOp5YsCV5Qxufz8UUUhjg1Sblj1+6gx22SRo4caZnPjZKSEqVlZAb9bhX+KUUvv/yympqaFBsbG5FTitCa//O/oqJCZWVl8vl8stlsGjJkCOcGE7jwwguDksuS5PF4LDdVONIXfbBOlqSXSEpKarnKsP3fv2EKTqdTtqhoFR+qUFRsXxUfqpAtKtoyJyun06koe6wOlNXKHhOnA2W1irJIYXbpq6HHxcUlKi5uuQhevny5ampqDI4svMoO1ajskLX2ya/sYKWW/X69yg5WGh0KEOD/8mJVRw6V6v3FS4J+jhwqNToshMDpdCrGHqWaQwcUF21XzaEDirFHXnHhrtq7d6+OHj2qkqIiPTXvQZUUFeno0aMqKioyOrSwmTJlipKTW6Z9JycnR+SUIrQ2adIkPfTQQ6qpqQlMZff5fKqpqdGECRMMjg4d+ec//9nqvG6z2bRlyxaDIuo+kZrgkkhymU5ycrJGZGRqREZm4MSFyDdp0iSNHDlSI7Iy9dSjD2pEVqZGjhxpmWHx/v0bnjFEP5s9Q8Mzhlhq/woKCuTz+XTiRL1OnKiXJDU2NsrlchkcWfi0JM1bMuhWS6A7nU41NbpVvOeQmhrdlvmSBvPzf7aczOfzWeKzxel06tzRo1VdvE9HS0t1tLRU1cX7dO7o0bwHTcB/Xk/LHK67Hvy50jKHW+q8vmJFSw3Y+hPHtfOLbao/cVySlJeXZ2RYYeWfUiQpYqcUoW0FBQWtRgN5vV5LnBuszul0KioqOMUSiasPWh3TFU2oaH/LSJK+/fsbHAnQO4wYMaJVm8/nC62ekUkkJyerb9+Wf/frZ60E+qRJk7RkyRIdP35cffv2tcyXNCs7VlalLUs2hNRPCak9EFH3sPK0hpNXbm3+v1Xe+vbta5mpbn5lJSV6+VdPqaykRMcteF1WVrJPLz/9hMpK9inBIisPStL111+vTZs2tdluJZE+pQht89dUO7k0hlkSJcWHi/Xo6se6ZbujHJH/GdTWCG0rj9iOVIzkMpkrrrhCx+vrdby+XpWVlaqvrzc6pLAqOnBQj/z2ORUdOGh0KOiCffvL9Itnlmvf/rKOO5vIunXr2mxfu3ZtzwYC9AJOp1PnjT5HmQmpaq44quNl1eoTHRP4OV5WreaKo8pMSNV5o88xxUV/e3rDtIakpCRFqeWC04qjRO02m/bt3KlGC16XOZ1O2aNsKt65XXYLrTwotRTW70y7mZHgMh9/TbW4uDhJUlxcnClqqjmdTo06e5SiHdFBP/uq92lf1T7ZB9g7/NlXtU/7qve12saos82x2nBBQUGb53VG4fUsRnKZTH5+ftDvP/nJT7R48WKDogkv/wqL23bvUf/+/U3xQYav+I/f9l37LHf8cnJy2rzjm5OTY0A06IqkpCQdP37ccl+yrejU4tflJ2p17f13Bh5/57kVGtwvyRIjgvyF508ezWWWu/WhSk5OVmx8ywqh8bF9DI4mvCZNmqRFixYFtVnpusy/KNDnn39uqamKUst776WXXpL3/0YZSi3T+6z03oO5TZkyRa+++qoaGhoUGxtrippqp1s12dfs09Pznu5wGw8+/qBsMTbTnuPbGoXHZ0vPI8llIlu2bNG+ffuC2oqLi/XZZ5/pggsuMCiq8LHyxVRbjh8/bnQIYTVp0iT9+c9/1t69ezVkyBBLHb/ExETZbLag2jk2m/VqVx08WCFJOussa01XlFq+aB88eNB0tQxPlB3T9pc/75btKjHsm0Un9ZZpDaX/t2pd/KizDI4kvLZs2aLGxsagNitdl1mZz+dTVFRUUJLLiu89mJfH49GxY8ckSceOHZPH46Gumgn4R+Hl5eWpoaHBNKPwrIbpiiaycOHCNttfeOGFHo4E4bB///5WtVjMzOPxaP/+/ZKst28FBQWtLizsdrulhh47nU41NrrVaPHC7CdOnDA6hJA5nU6df/b5yk4cHvTjrXSr8XC94mMHdPjTeLhe3kp3q22cf/b5lj7OZtEbpjW0TOmLkt1mrRFqUu+6LjPTZ2coesN7D+b25JNPBpKwXq9XTz31lMERIVRTpkwJJLUcDocpRuFZDSO5TOTee+/VT3/601btP/zhDw2IBl1RVFyih+Y/raLiEjU1NWnDhg2WKXK6fv16ud1uSVJzc7Ol9s0/9Ni/f5IUHR1tqS9s/uLs/n9b1Z49e7RhwwZTXHCcbth/ZX2Vpv7H9zrcxrrfvqWUvsmmHfZvdb1hWoN/lHZzc7PlPluuv/56/f73v2+z3WrM9NkZit7w3oN57d27t1WZjA8//FBFRUXKzs42KCqEyr+yaW5uLiubGoSRXCaSkZHRZntmZmYPR4KuuOSSS3SivkHbvtyp4ydaCtMuX75cNTU1Bkd25qqrq5WXlxeYzufz+Syzb1LLXZg77rgjcNfXZrPpzjvvZOixiVx55ZWBfy9atEhNTU0GRoPOqD5YrneeWxH4qT5YbnRIYWPW4sKddezYMW3fvl3btm0zOpSw+uCDD9psf//993s4ku5j1c/O3vLegzmtWLGizfa8vLwejgRd5V/ZdMyYMUaH0iuR5DKRgoICRUcHD76Ljo621NBqp9Opr33ta5a8k9ZWFr+xsdESx6+goCDobqjUMprLCvsGa/j0008D//Z4PAz7Nwmn06nYqGjVHjysOHusag8eVmyUtUZRWn1aw8lT2RcsWGCpqeztjagYMWJED0fSfaz82Wn19x7Mq72FjVjwyFxY2dQ4TFc0kd4yZWrSpEn6+OOPjQ4l7EaMGBFUuFxqGfE0cuRIgyIKnwsvvLDVFxePx6Nx48YZFFF4VVdXa+XKlUEj1VasWKFvfetblrvre+rfqBVYcdh/5YEKrfvtWyH1SzHxQgL+qW5HGk9oxoP3a/nTzymxTz9LTXuz+rSGk6ey19TUWGoq+w033KA1a9YEFS+PiorS977X8VRiM7DiZ+fJ7Ha7rr/+er3wwguaNm2a5d57MK/ExLZXhrHagkdAd2Ekl4n0lqHVCxcu1M9//vNWy3Kb3bp169psX7t2bc8G0g3++c9/Kioq+OMkKipKW7ZsMSii8CooKGiVxPN6vZYbqTZ48GCdOHHCclOKrDbs3+l06pyzzlFK32QdOVSrmoPVQcXmaw5W68ihWqX0TdY5Z51jqRshVmXVaQ2nTmVvaGiw3FT2u+++O6jt7rvvtsx1mdU+O0/l8Xi0Zs0aSdKaNWssNcoQ5vbWW23fxGqvHUAwRnKZzJQpU7RhwwaVlpZacmh1fX19IBm0du1a5eTkqG/fvsYGFSY5OTmt7oj6283O6XTq5ZdfDqrVYaVRhm0VqI2KstZKYadOKVq6dKll7mpb7b13ckH6OXPmqNHTqLmPPxh4/FfznlYfex+KzZuMFac1FBQUBI0+l1o+a1wul6ZNm2ZQVOE1bdo0vf766zp69KgSEhIss1+S9T47T7V+/XrV1tZKst4oQ5hbUVFRp9rNYO++vXrwpGuV0/UbOcr8s1xgLEZymYx/WoMkS05r+PGPfxz0+09+8hNjAukG2dnZre7uOhwOSwz5dzgcGj9+fFDbv/zLv1jmbnZvGEXZ1pQiq0hMTGxzqXiG/QPdy+l0tjlN30o3COx2u+bNmydJevTRRy11XZadna0JEyYEtV1++eWWuG7xjzJsaGiQZL1RhjC3e+65p832H/zgBz0cSXg4nU6NHDVSthibbDE2ueXW1u1bW/245dbIUSMtdY6AMUhymZBVpzVs2bJF+/btC2orLi7WZ599ZlBE4bV3795WF081NTWmvivjV11d3Wpq4qeffmqpi0UrF6i1+pSigoKCVl887Xa75aabWllZyUH9f/buOyyqo/0b+BewxjSNSX7piSmHLgKCiopYULEgGisWxN67YsESGypi7x2xF8SuWLA3LCgiKjYUBaVJX8re7x++Z7IrmCdGYAv357q8nie7C8zZc87MnHtm7lnvswix0TGaLgp7D0SUL8Csj/S1XwYA48aNE/WnkZERxo4dq+ESFY6SkoaA6aZffvkFNWrUUHutZs2aOhtgdnFxwZw5c8Q/W1vbAj9XvXp1zJkzR6/ybjLN4CAX0xrLli0r8PWlS5cWc0mKhj7ntigJnUV9nkVZ0PmTlxTpAycnpwJ3ptXnkUJ92kDAyckJpQwN8eRuFErp2TJhfRcSElLg6/pSt6jSx+WmAFCmTBn06dMHANC3b1+UKVNGwyUqHE5OTvnacX1LQ8B02/jx40W+W0NDQ4wbN07DJSp6+tR3YZrFQS4ddOvWLbi7u+tdcugBAwYU+Hr//v2LuSRFQ5+3Ay4pnUULCwssWrRI70br9X1Jkb4vN41+FI1ZE33Ev+hH0YiPj9d0sQqNi4uL2IX2119/5RFeHVJQ3SK/znSHq6srFi1apFczmPW9XWC6r0yZMujbty8AoF+/fnoTYAaAZs2aFZhGolmzZhoqEdM3HOTSMXl5efD19QXwJjm0Pu0EU7VqVfzwww9qr/3444+oWrWqhkpUuPRt6rGqihUrokuXLuK/DQwM0LVrV73rLN66dQuDBg3SuwAzEen96JmrqysqVKgAAKhQoYLePKw5OTnh559+xr2Ie7h7+y7u3r6LzIxMvHr1Sm+WmzLdVVKWK5YEf/zxh6aLUOj0tV1g+kMfA8xAwW3D27u0M/Yh+GrSMQXtBKNPvvnmm3/8b1339gwgMzMzDZWkaOjzw4w+B5hLypIifQzkubi4oG7duvle16flpkx3hYSEFDhLlK9Npi30sV1g+kUfA8whISH5glqGhobcNrBCw0EuHaLvO8E8fPgQly9fVnvt0qVLepGYHXhz/gICAtReCwgI0Ivzl5iYiI0bN4rOIhHB399fL45Nps8B5nctHdKnJUVBQUHIyMgAAKSnp+vV+atSpUqBgQR5iZ8+SEtLA/Dm3DHdYWVlVWC+v2rVqmmoRIz9TZ/bBca0WUG5Uo2MjPSq38k0i4NcOkTfk3vrc2J2QL/Pnz4fG6D/AWZ9X1Kk7+dv+/bt7/W6rsnLy8PTp08BAE+fPtWrWZT67saNGwWO1r+9Gy9jxU3f2wXGtBnnxGNFjYNcOkTfk3vrc2J2QL/Pnz4fG6D/QbyQkJACE4Dq0/Hp8/l7V16/n3/+uXgLUkSCgoLETDWlUsmzLXRISdzZlOkGfW8XGNN2rq6uIqhVsWJFvcs7xjSLg1w6RN+j3r/88gtq1qyp9lqtWrX0IjE7oN/nT5+PDdD/IF5Bx6dP08b1/fw1bNjwvV7XJfJsi9zcXABAbm4uz7bQIRUrVoSNjY3aa7a2tnrTNqjSpx1NSwJ9bxcY03ZGRkYYMWIEAGDkyJH57kfGPgQHuXSMvke9x40bJyo5IyMjjB07VsMlKlz6fP70+dj0PYgnH5+8PXWZMmX08vj09fxdv369wCClPiwJ49kWui0xMTHfdXjt2jW9C1LeunUL7u7uerfzrj7T93aBMV1gYWGBTZs25duYi7EPxUEuHaPvUe8yZcqgT58+AIC+ffuKh259oc/nT5+PDdDvIB4ANG/eXAQT8vLy0KxZMw2XqHDp8/lzcnJC6dKl1V4rXbq0XsxI4NkWuq0kBCn1eeddfafP7QJjuqJy5cqaLgLTQxzk0kH6HvV2dXXFokWL9Lazoc/nT5+PTd+DePv371ebRXngwAENl6hw6fP5k2ckyLmPSpUqpTczEvR9lqG+KwlBSn3eeVff6XO7wBhjJZkBvb3vOHtvCoUC4eHhMDc3R9myZTVdHMZYEYqPj9e7UafExER0795d7DIFvFm6sX79er0LJujj+QOA7OxstGrVCnl5eTAyMsKePXv0ZiasPh9bSbB7926xi528JMzNzU3TxSoUJanu1Gf62i4wxpi+eN94C8/kYoyx96CPHeGSsKRIpo/nD9DvmXj6fGwlgT4vCStJdac+09d2gTHGSioOcjHGWAlXEpYU6TN5B8Ls7GwAb2Y+6csOhPp8bCWFPi8J47qTMcYY0z4c5GKMsRKO8x7pNn2eTaLPx1aS6Gu+Rt6hjzHGGNM+HORijDGm97sr6jN9nk2iz8dW0ujrkjB9Xo7JGGNFLT4+XtNFYHqIg1yMMcY475EO0+fZJPp8bEw/6PNyTMYYK0q3bt2Cu7s7wsPDNV0Upmc4yMUYYyUc5z3Sffo8m0Sfj43pB31djskYY0UlLy8Pvr6+AABfX998qQkY+xAc5GKMsRKO8x7pPn2eTaLPx8b0h74ux2SMsaIQFBSE5ORkAEBSUhL27t2r2QIxvcJBLsYYK+E475F+0OfZJPp8bIwxxlhJIq8gyMrKAgBkZWXxCgJWqDjIxRhjJRznPdIf+jybRJ+PjTHGGCspeAUBK2oc5GKMMcZ5jxhjjDHGWJHjFQSsqHGQizHGGOc9YowxxhhjRY5XELCixkEuxhhjADjvEWOMMcYYK3q8goAVJQ5yMa0UHx+v6SIwViJx3iPdps91pz4fW0nA548xxpiMVxCwosRBLqZ1bt26BXd3d4SHh2u6KIwxpjP0ue7U52MrCfj8McYYexuvIGBFhYNcTKvk5eXB19cXAODr65tv5w3GGGP56XPdqc/HVhLw+WOMMfYuvIKAFQW9DHLNmzcPkiQV+G/YsGFqn92zZw9atWoFKysr1K1bFzNnzkR6erqGSs6CgoKQnJwMAEhKSsLevXs1WyDGGNMB+lx36vOxlQR8/hhjjDFWnEppugBF4e7duyhTpgx69+6d773ff/9d/P8VK1bAz88PkiShc+fOuHfvHtavX4+wsDD4+/ujTJkyxVnsEi8xMREbNmxAVlYWACArKwvr169HvXr1eLcNxhh7B32uO/X52EoCPn+MMcYYK256GeS6d+8efvvtNwwaNOidn3n+/DkWLlyIatWqYePGjShdujQAYMGCBVi6dCm2b9+Ozp07F1eRGYCQkJB8yxiUSiVOnjyJ1q1ba6hUjDGm3fS57tTnYysJ+PwxxhhjrLjp3XLFtLQ0xMTEQJKkf/zctm3bkJubiz59+ogAFwD07dsXH3/8MXbs2FHURWVvcXJyyrezhqGhIZycnDRUIsYY0376XHfq87GVBHz+GGOMMVbc9C7IFRkZCQD/M8h15coVAED16tXVXi9btiysrKwQGRmJ1NTUoikkK1DFihXRrVs3lCtXDgBQrlw5eHh48JIGxhj7B/pcd+rzsZUEfP4YY4wxVtz0Lsh19+5dAG+Sm3bv3h3Vq1dH9erVMXjwYDx8+FB8Ljo6GpUrV8bHH3+c73d89913AIBHjx4VT6GZ4OrqKjq/FStWRMuWLTVcIsYY0376XHfq87GVBHz+GGOMMVac9DbItWbNGnz88cdo27YtLC0tceTIEbRr1w537twBACQnJ+OTTz4p8HfIr6elpRVPoZlgZGSEESNGAABGjhyZb5mDvoiPj9d0ERgrkfT13tPnulOfj60k4POnH/S17mSMMaZ/9C7xvJGREb777jvMnDkT9vb24vW9e/di1KhRGDduHAIDA5Gbm/vO3RPl1xUKxXv97fDw8P9ecKZmzJgxUCgUuHr1qqaLUugePXqEVatWoXfv3vj55581XRzGSoyScO/pc92pz8dWEvD5010loe5kjDGmP/QuyDVp0qQCX2/ZsiW2b9+OK1eu4OHDhyhXrhxycnIK/Gx2djYAoHz58u/1t83NzVG2bNn3KzArUfLy8rBw4UIAwL59+7BmzRoe1WasGPC9xxhj74/rTsZYUYqPj0flypU1XQym5RQKxXtNKNK75Yr/xNTUFADw7NkzfPrpp+9MLC+//q7ljIz9V0FBQUhOTgbwJm/c3r17NVsgxkoIvvcYY+z9cd3JGCsqt27dgru7O6+GYoVOr4Jcubm5uHnzJsLCwgp8PysrC8CbHRR//vlnJCQkiNdUxcTEwNDQED/99FORlpeVLImJidiwYYO45rKysrB+/XokJSVpuGSM6Te+9xhj7P1x3ckYKyp5eXnw9fUFAPj6+iIvL0/DJWL6RK+CXEqlEp06dUKvXr3y3ShEhOvXr6NUqVIwMTGBjY0NlEolQkND1T6nUChw48YN/PbbbwXuvMjYfxUSEpLvulQqlTh58qSGSsRYycD3HmOMvT+uOxljRYVnibKipFdBrjJlysDJyQmvX7/GypUr1d5bu3Yt7t27h+bNm+PTTz9FixYtYGRkhMWLF4scXACwfPlypKWloX379sVdfKbnnJyc8uWxMDQ0hJOTk4ZKxFjJwPceY4y9P647GWNFgWeJsqKmV0Eu4M3uPV9++SXmz5+P7t27Y9asWejSpQtmz56NX3/9FV5eXgCAKlWqwNPTE9evX0erVq0wZ84c9OnTB0uXLoW1tTXatWun4SNh+qZixYro1q0bypUrBwAoV64cPDw8ULFiRQ2XjDH9xvceY4y9P647GWNFgWeJsqKmd0Gu77//Hrt27UKbNm1w//59bNy4ETExMfD09MS2bdvUGuYRI0Zg4sSJMDAwgL+/P+7fvw8PDw+sXLkSZcqU0eBRMH3l6uoqrsGKFSuiZcuWGi4RYyUD33uMMfb+uO5kjBU2niXKipoBEZGmC6Hr5C0tzc3NUbZsWU0Xh2m5W7duYeTIkZg7dy7Mzc01XRzGSgy+9xhj7P1x3ckYK2y7d+/GunXrkJ2djTJlysDT0xNubm6aLhbTUu8bb+EgVyHgIBd7X/Hx8ahcubKmi8FYicP3HmOMvT+uOxljhSk7Oxuurq5QKpUwNDREUFAQr6Ri7/S+8Ra9W67ImC7gjiJjmsH3HmOMvT+uOxljhWnv3r1QKpUA3uTj2rdvn4ZLxPQJB7kYY4wxxhhjjDFW5BITE7F27Vq119auXcu7K7JCw0EuxhhjjDHGGGOMFbmDBw/m210xNzcXBw4c0FCJmL7hIBdjjDHGGGOMMcY0xsDAQNNFYHqCg1yMMcYYY4wxxhgrcs2aNUOpUqXUXitVqhRcXFw0VCKmbzjIxRhjjDHGGGOMsSJXsWJFdO/eXczcMjAwgKenJypWrKjhkjF9wUEuxhhjjDHGGGOMFQs3NzdUqlQJAFCpUiW0atVKswVieoWDXIwxxhhjjDHGGCsWRkZGGDt2LABg3LhxMDIy0nCJmD4p9b8/whhjjDHGGGOMMVY4LCwssGnTJlSuXFnTRWF6hmdyMcYYY4wxxhhjrFhxgIsVBQ5yMcYYY4wxxhhjjDGdx0EuxhhjjDHGGGOMMabzOMjFGGOMMcYYY4wxxnQeB7kYY4wxxhhjjDHGmM7jIBdjjDHGGGOMMcYY03kc5GKMMcYYY4wxxhhjOo+DXIwxxhhjjDHGGGNM53GQizHGGGOMMcYYY4zpPA5yMcYYY4wxxhhjjDGdx0EuxhhjjDHGGGOMMabzOMjFGGOMMcYYY4wxxnQeB7kYY4wxxhhjjDHGmM7jIBdjjDHGGGOMMcYY03kc5GKMMcb0RHx8vKaLUGT0+dhKAj5/jDHGmP7Q5nadg1yMMcaYHrh16xbc3d0RHh6u6aIUOn0+tpKAzx9jjDGmP7S9XecgF2OMMabj8vLy4OvrCwDw9fVFXl6ehktUePT52EoCPn+MMcaY/tCFdp2DXIwxxpiOCwoKQnJyMgAgKSkJe/fu1WyBCpE+H1tJwOePMcYY0x+60K5zkIsxxhjTYYmJidiwYQOysrIAAFlZWVi/fj2SkpI0XLIPp8/HVhLw+WOMMcb0h6606xzkYowxxnRYSEhIvqniSqUSJ0+e1FCJCo8+H1tJwOePMcYY0x+60q5zkIsxxhjTYU5OTjAyMlJ7zdDQEE5OThoqUeHR52MrCfj8McYYY/pDV9p1DnIxxhhjOqxixYro1q0bypUrBwAoV64cPDw8ULFiRQ2X7MPp87GVBHz+GGOMMf2hK+06B7kYY4wxHefq6io6GBUrVkTLli01XKLCo8/HVhLw+WOMMcb0hy606xzkYowxxnSckZERRowYAQAYOXJkvqnkukyfj60k4PPHGGOM6Q9daNcNiIg0XQhdp1AoEB4eDnNzc5QtW1bTxWGMMVZCxcfHo3LlypouRpHQ52MrCfj8McYYY/qjONv194238EwuxhhjTE/ocxBBn4+tJODzxxhjjOkPbW7XOcjFGGOMMcYYY4wxxnQeB7kYY4wxxhhjjDHGmM7jIBdjjDHGGGOMMcYY03kc5GKMMcYYY4wxxhhjOo+DXIwxxhhjjDHGGGNM53GQizFWqOLj4zVdBMYYY4wVIm7bGWOM6QoOcjHGCs2tW7fg7u6O8PBwTReFMcYYY4WA23bGGGO6hINcjLFCkZeXB19fXwCAr68v8vLyNFwixhhjjH0IbtsZY4zpGg5yMcYKRVBQEJKTkwEASUlJ2Lt3r2YLxBhjjLEPwm07Y4wxXcNBLsbYB0tMTMSGDRuQlZUFAMjKysL69euRlJSk4ZIxxhhj7L/gtp0xxpgu4iAXY+yDhYSE5FvCoFQqcfLkSQ2ViDHGGGMfgtt2xhhjuoiDXIyxD+bk5AQjIyO11wwNDeHk5KShEjHGGGPsQ3DbzhhjTBdxkIsx9sEqVqyIbt26oVy5cgCAcuXKwcPDAxUrVtRwyRhjjDH2X3DbzhhjTBdxkIsxVihcXV1Fx7dixYpo2bKlhkvEGGOMsQ/BbTtjjDFdw0EuxlihMDIywogRIwAAI0eOzLfEgTHGGGO6hdt2xhhjusaAiEjThdB1CoUC4eHhMDc3R9myZTVdHMY0Kj4+HpUrV9Z0MRhjjDFWSLhtZ4wxpinvG2/hmVyMsULFnWDGGGNMv3DbzhhjTFdwkIsxxhhjjDHGGGOM6TwOcjHGGGOMMcYYY4wxncdBLsYYY4wxxhhjjDGm8zjIxRhjjDHGGGOMMcZ0Hge5GGOMMcYYY4wxxpjO4yAXY4wxxhhjjDHGGNN5HORijDHGGGOMMcYYYzqvxAe5cnNzsX79eri4uMDS0hINGjTAkiVLkJOTo+miMcYYY4wxxhhjjLF/qcQHuf766y/MnDkTn3/+Obp27Yqvv/4aCxcuxIgRIzRdNMYYY4wxxhhjjDH2L5XSdAE06dq1a9i2bRsaN26MBQsWwMDAAEQELy8v7NmzBydPnoSTk5Omi8kYY4wxxhhjjDHG/ocSPZNr06ZNAICBAwfCwMAAAGBgYIDhw4fDwMAAO3bs0GTxGGOMMcYYY4wxxti/VKKDXKGhoahYsSL++OMPtde//vpr/Pzzz7hy5YqGSsYYY4wxxhhjjDHG3keJDXJlZ2cjNjYWP/74Y4Hvf/fdd0hJSUFiYmIxl4wxxhhjjDHGGGOMva8SG+RKTk4GAHzyyScFvi+/npqaWlxFYowxxhhjjDHGGGP/UYlNPJ+bmwsAKFOmTIHvy68rFIp//TvDw8M/vGCMMcYYY4wxxhhj7L2V2CBXuXLlAAA5OTkFvp+dnQ0AKF++/L/+nebm5ihbtuyHF44xxhhjjDHGGGOshFMoFO81oajEBrk+/vhjGBoaIi0trcD35WWK71rOqIqIAPwdGGOMMcYYY4wxxhhjH0aOs8hxl/+lxAa5ypQpg2+//RbPnj0r8P1nz56hYsWK+Pzzz//n75Jng927d68wi8gYY4wxxhhjjDFW4uXk5IgVef+kxAa5AMDGxgZBQUF49OgRfvnlF/F6XFwcnjx5gnr16v2r31OhQgX88ccfKF26NAwMDIqotIwxxhhjjDHGGGMlBxEhJycHFSpU+FefL9FBrlatWiEoKAjz5s3D/PnzYWhoCCKCn58fiAjt27f/V7/H0NDwXy1rZIwxxhhjjDHGGGP/3r+ZwSUzoH+7sFFPDRs2DAcPHoSlpSXs7e1x/fp1hIaGonHjxliwYAHPzGKMMcYYY4wxxhjTASU+yJWTk4OVK1ciMDAQcXFx+Pbbb9GyZUv06tULZcqU0XTxGGOMMcYYY4wxxti/UOKDXIwxxhhjjDHGGGNM9xlqugCMMcYYY4wxxhhjjH0oDnIxxhhjjDHGGGOMMZ3HQS7GGGOMMcYYY4wxpvM4yMUYY4wxxhhjjDHGdB4HuRhjjDHGGGOMMcaYzuMgF2OMMcYYY4wxxhjTeRzkYowxxhhjjDGms5RKpdp/E5GGSsIY0zQOcjHG9I7cseEODvsvcnNzAQDJycm4efOmhkvDWMml+tCakJCQ7zWmPfi86B9d6kMplUoYGr55rL1w4QIAwMDAQJNFYoxpEAe5SgBdaqSKg65+HzxC9c9Uvx+5Y8MdHPZflCpVCgAwbNgwbNy4EcnJyZotEHsveXl5mi4CKyTyQ+u0adMwY8YMtdeYdpHPy44dO3D16lUNl4b9V3LfMjY2Vqf6UHJZ/fz84OnpiYMHD2q4RIwxTeKegp6RO/fZ2dlITEzEixcvdKqRKixvB4Ryc3PFKLCufh9yB/LQoUPIycnR2eMoCkQkvp+TJ09iwYIFmDNnDu7evYuMjAwNl67k0KfA6549e3DhwgV88cUX+PjjjzVdnGIhtx/R0dHYu3cvtm7diiNHjiA7O1vDJXs/RkZGAIDVq1fj6dOnGi6NZujTvZiRkYGXL1/iwIED2LZtG5RKpV4dnyrV49KlGclyGY8ePYopU6bg7NmzUCgUGi5V0ZLry2vXruHhw4cAdONc/S8GBgYICQlB06ZNxUxmbT8uIoKBgQGePXuGjRs3omXLlrCwsNB0sYpNQedH28+ZJsjPhseOHcO+ffvUXtNG+nwO5fozPT0d4eHh2LRpExYsWIBTp07h7t27hfI3ShXKb2FaIS8vD0ZGRkhPT8e0adNw48YNvHjxAi1atEDr1q1hamqKsmXLarqYRU414HHkyBEcOXIEV65cQenSpSFJEjw9PfHrr7+iUqVKGi7p+ztw4ABGjBiBJUuWoEGDBmrTs0syuYOzbt06zJs3TzyU79y5E506dYKbmxt++OGHIg0MyuciOzsbMTExePbsGT766CN89dVX+Prrr1GmTJki+9vFSfWaS0xMRFJSEkqVKoWffvoJBgYGOn1N5ubmolSpUkhISMCLFy/w22+/oVu3bihVqpROH9e/IbcfMTEx6Nu3r3hoMzQ0hKOjIwYOHAgzMzMNl/LfO3v2LHx9fWFoaAhPT08Af9cT+kK+JhMSEhAVFYVPP/0UZcuWRZUqVXT+XlT10UcfoX///rh58yYCAgLg5OSEr776Sq/Op3yu5ONJS0tDmTJlUKpUKRgaGoqHHW08XrnsRISgoCD89ttvqF+/vt73N42MjJCYmIguXbqgX79+GDhwoFaen/8iNjYWmZmZOHDgACwtLWFgYKC195tquTIzM8X198MPP+hNHfgucrtNREhPT0dsbCwyMjJgamoqZqSzvxkaGiIjIwOjRo2CJElo3ry5qLu04dp+uxzaUKaioFQqxWDkhAkTcOLECTEoUqpUKZiZmaFGjRoYMGDABz078R2gR+QLZvTo0Th+/Dh+++03fPbZZ9i5cyfOnTuHnj17olGjRvjyyy81XNKiJd88O3bswKxZs1C6dGlUr14dcXFxCAkJwcmTJzF06FD07dsXgG49+FhaWuLrr7/GokWLULVqVVSuXFnTRdI4Oah5+/Zt+Pr6wsLCAh4eHnj8+DFOnz6NZcuWISwsDL169YKVlRXKly9f6GWQgyNxcXHw9fXF0aNHRYX9+++/w97eHq6urnoxsih3GLds2YIdO3bg3r17+OWXX9CiRQu4u7ujQoUKAHTrvpLJnUIPDw8RKC1XrhwA/R5RA/5uP0aMGIGkpCR069YNpqam2LJlC06ePIlbt26hX79+cHd313BJ/53atWvDwcEBixYtgrGxMWrVqqVz1+M/keucO3fuYMKECbh9+zaMjIxgbGwMV1dX/Pnnn/joo480XcxCY2xsjMmTJ2Pw4MGYOHEiZs2ahc8++0zTxSoUqg/iQUFBOH78OO7evYuvvvoKVapUwZ9//qnVbYdc9v3796NMmTKQJEmUVxfbgfdRpkwZ1KxZEytXrkSVKlXg4uKi6SIVig4dOuDBgwfYsGEDvv32W3Tr1k1rz6NcrmnTpiEgIAAAcP/+fTRu3FivA1xEJNrthQsX4tChQ3jy5Al++OEHeHt7o27duhouoXb66KOPMHLkSEydOhWTJk3C+PHjtSIgL7fpMTExOHr0KI4ePQo7OztYWFigZs2aom+tD+T70tvbGyEhIWjVqhU8PT3x6tUr7Ny5E3v27MEvv/yCMmXKIC0t7T+vptDfu7+EOnbsGE6fPo2+ffti37592L59O7y8vFCuXDlMnz4dfn5+iIiIQE5OjqaLWiTkANfz588xY8YM2NraYsWKFVi4cCEWLlwIBwcHAEDNmjWRnJyM169fa23D/TalUokffvgBffr0QWRkJGbPni1yBen7A/i7qHagT58+jZ9++gmjR49GkyZN0LdvX4wbNw6dO3dGWFgYRo0aha1btyI2NrbQyyAHR4YMGYJTp07B1dUVvr6+GDFiBNLS0hAQEID79+8X6t/VBHl68bFjxzB16lTExMTA3t4esbGx8PPzw8iRI3Hjxg0AEDNJdAkRgYjw3Xff4cmTJ3jy5AkmTpyItLQ00ZnUtWN6HxcvXsSjR4/Qp08fjB07Fq6urti6dSuGDRuG+Ph4TJ06FaNGjdL6JYDyOfLw8EDp0qUxb948PHnyRO09XaZa5wwdOhTPnj1DkyZN4OrqiocPH2LmzJmYPHkyIiIi1H5Gl6gu1ZP/2djYwMXFBSEhITh06JDa53SZ3OGfOXMmJk6ciKtXr+LLL79EfHw8tm3bhrZt24qlNYB2HvOJEycwatQonDx5Es+ePSv0dlZbffzxx/Dw8IChoSH8/f2RlJQEQLfrGfn6atOmDb7//nusW7cOd+7cAaC9x5WXlwdTU1PUqlULZcqUwa5du3Do0CG9Tlchn6fFixfD398fX3zxBYYOHYpmzZrh22+/fefnGdCgQQPY29sjKCgIFy9eBKDZa1upVKq16bNmzcL169exZs0aTJo0CUuWLEFUVJTGylcUwsLCEBQUhD///BNDhgzBTz/9hC+//BLJyckoV64cvLy8cOHCBezcufO/p8wgpvNyc3OJiCgvL4/27NlDjRs3pgcPHqi9f+7cORoyZAiZmppSixYtaP/+/ZSUlKShEhe9+fPnk42NDQUHBxPRm+8gKCiIzMzMyMfHh4iIRo0aRd26daO0tDRNFvW9KRQKGj58OJmYmNChQ4c0XRyNUiqVREQUFRVFEydOpBYtWqi9TkSUkJBA27dvp1atWpGxsTGNGDGCrly5QtnZ2YValg0bNpCZmRlt3LhRvHb58mVq1KgRtWzZkoiIjh49Sjdv3sxXRl2Ql5dHRESpqalUo0YN6tChA124cIGIiC5evEhVq1YlSZKoQYMGtGnTJvF5XTpOucxERMHBwWRra0uSJFGHDh0oNDRUvCfXufogJyeHiIgyMjLo5cuX5OjoSPfv3ycioqysLPG5W7duUZMmTUiSJGrWrBkdOHBAI+X9N1SvufXr15MkSTR37lwNlqho+Pv7k52dHe3evZuI3ly/t27dok6dOpEkSdSyZUvavXu3Tt2Lcr2ckZGh9t8yhUJBHTp0IFtbWwoLCyv28hU2+dyEhISQJEnk7e1NCQkJREQUHR1Nzs7OZGVlRa9fv6anT59qbb/t+fPnNG7cOKpduzZJkkQTJkyg9PR0ItKN6+6/UD2uPXv2kLGxMY0fP16DJfpv3j4/cptA9KZtt7a2pl69epFCoSjuor23q1ev0tSpU8nW1pYcHBxo/fr1FBsbq+liFTr5nN2/f5+srKxo9OjR7zzOlStXqj0TlmSq1/rTp0+pYcOG1KRJE4qJidFgqf7m4+NDVatWpfnz59P169dp9+7d1LZtW5IkiTw9Peno0aOF/uxSHApqAwIDA8nY2JhCQkKIiCglJYUWLVpEkiRRYGAgERFNmjSJJEmi8+fP/6e/yzO59IBqkt1Tp06BiFClShUolUrk5OTAyMgItWrVwogRIzBo0CCkpKRg0qRJ8PX1xatXrzRc+sJF/3+kIjU1FUZGRrCxsQEAXL9+HStXrsQPP/yAMWPGIC8vDykpKbh48SISExM1WeR3entUQalUQqlUokyZMhg/fjzMzMzg7e2N0NBQDZVQ8wwMDHD27Fm0adMGERER+Oqrr8Trubm5ICJUqlQJbdu2xfjx49GqVSvs378fXl5eyMzMLLRyKBQKXLt2DV999RWcnJwAADExMdi5cyeio6Ph6+uLrKwsLFiwAPPnz4dSqdSZGYQyebbBmjVrYGRkBA8PD9SoUQMAcPPmTVSpUgVubm549uwZpk2bhlGjRuHBgwc6dZyqSxsaNmyII0eOoG7durh+/Tr69euH1atXi9mi9P9nl+g6efTQ2dkZnTp1Qm5uLlJTUwEAZcuWFfWOubk5Dh06hM6dOyMqKgrDhw/HiRMnNFl0UUfKMwzl/zYwMBCvderUCS1btsTKlSuxY8cOnT9nubm54v9/8803qFixIho0aADgTftnbm6O1atXo1+/frh37x6mTJkCHx8fREdHa+29qDozsHTp0gDeLJdq3rw5Zs+ejT179iA9PR2JiYkoU6YMhg8fjlKlSsHPz0/8rLbOMPlfDA0NkZubiy1btuCnn35Cu3btUKlSJaSkpGDfvn148uQJ/vrrLxARJkyYIJZjaROlUolvvvkG06dPx9ChQ/H7779jx44d6Ny5MyIiIsR1p+v33tvlNzAwQE5ODogIderUgYuLC3bu3ImdO3cC0I1dXkllNvyDBw8AQC2Xk5WVFTp37ozTp09jxYoVyM7O1sp7TU4PYW1tjZ49e2Lo0KGoWLEifHx8MGfOHNy6dUvnNlB5m+r1JJ+zS5cuIScnB05OTvj666/zXXMXLlzA3LlzsWbNmmItq7Z4+1qVVxgolUp899136NWrFx49eoS5c+ciLS0NQPHXU3IZc3JyEBkZCUdHR3h4eMDKygrNmzeHr68vunTpgkuXLmH69OlYtWoVYmJiirWMHyI9Pb3AvkdeXh6ISCzDPHPmDDZs2IAmTZqgVatWAN6k6AGAZ8+e/ae/zUEuPXHhwgX4+fkhJCQEr1+/RmhoKAwNDVG6dGnRKf7hhx/g4eGBCRMm4LfffsPZs2d1Mvl6QeRKSb6RsrOzkZ6ejvT0dGRnZ2PHjh2IiorCvHnzALwJDMrr1eUlf9qEVJLnBwcH48mTJ2pJaStVqoTOnTsjNTUVAQEB4hxrY+ejqH3//fcwNjbGrVu3cPbsWZF4vlSpUiLYBQC2trYYPHgwBg4ciL59++LTTz8ttDKULVsW6enpKFWqFL777jtkZ2cjODgYQUFBGDFiBH7//XdkZmaiQoUKCAsLw4sXLwrtbxe3Fy9eoEKFCqhduzaANw+oFy5cwKeffoqZM2di2bJlKF++PIKDg+Hq6oqJEyfqxHWZkpKCS5cu4fDhw7h8+TIePXqESpUqYeXKlRg3bhxSUlLg6+uLwYMHi+CdtgYN3ldMTAzMzc2RnZ2N+Ph47Nq1SwT/DQ0NYWhoKJa4T5gwAYsXL4a9vT3q16+vyWKLAIE80OPv749jx44hNzdX3PelS5dGly5d8OWXX2L9+vWIj48HoLsP3KVKlUJaWhpat26N1atXo1y5cihfvrxafpby5ctjyJAhWLt2LX744Qf4+/ujf//+WrnMdN++fWjUqBHWr1+vtrsn8Obcbdy4EV5eXmjSpAm8vLywZMkSfPPNN3Bzc8O1a9dEoFWXc+8YGBggOTkZX3zxBczNzQEA586dw7p169CkSRO0aNECSqUSMTEx2LNnD9LS0rSqTlX97tu0aQM/Pz+0aNECERER+PPPP7F27VoAurmEXZVc31+9ehV37tyBQqFA6dKlYWBggEqVKmHw4MH4/vvvsWrVKrx8+VLcj9pMPqZly5ahVatW6NGjB7Zs2YIzZ84AeNO36dWrF2rWrAl/f388ePBAK+41ua6IjIzE6tWrMW3aNCxfvhxpaWn4v//7P3To0AFjx46Fi4sLDh8+jDFjxuDw4cNaO6j9v8gJ5t8mt3VffPEFgPztWs2aNdGgQQMcPXoUL1680Nl277+Sr9Xdu3dj06ZNuHfvHgwNDcVAc7t27dC2bVscPHgQJ0+eBFC8yd7lfIwKhQIXLlxAZmYmqlSpgs8++wx5eXkoXbo0fvzxRwwZMgSzZs1CuXLlsGTJEvj6+uLUqVPFVs7/6ujRo2jQoIEIoAN/P6d+8803AICQkBA8fPgQmzZtQpkyZTBnzhzxWTnv9H8+J/9p/hfTSmfPnqXWrVuTJElUv359Onz4sHgvLy9PbYnNnTt3KDo6WhPFLHSqS4zk5QuXL18mU1NT6tmzJ82bN48kSaKVK1eq/dzUqVPJxsaGrl27VqzlfR9z5swhSZLI0tKSBg0aRCtXrhRLxIiItm7dSiYmJrRo0SINllJz5CmwCoWC1q1bR5aWliRJEo0fP57u3bsnPqc6/V71/xdWGfLy8mjs2LFkYmJCUVFRdOnSJapTpw517txZ7bPyco4nT54UahmKi1KppAEDBlC1atXEMt+9e/eSJEliynFCQgI5OzuTtbU1ubi40N69ezVZ5H8k14knTpygzp07k6mpKUmSRJIkUdOmTWnevHnisw8ePBD1q729vZhOrS8SEhJo1apV1Lx5c5IkiYYNG0aPHj1S+0xubq645zS5BCkgIIDmzJmjtnRryZIl4tw1btyYxo4dS+vWrRNLOG7cuEH16tWjPn36iGVUuur06dNkZWVF9vb2ZGtrK5blE6m3h0Rvzuvw4cOpa9euxV3Mf2XTpk1iiVu/fv3o8ePHRESUmZlJKSkpdO3aNfLz86MhQ4aQlZUVSZJE1apVox49eoj7VZuXzv4bCoWCunTpQk5OTpSenk737t2jjh07Uq1atdSWpvTs2ZMcHR0pNTVVg6X9u95MSEig8+fP04gRI2jcuHH0119/iWVRubm55O/vT46OjiRJEvXu3ZuePXumyWJ/EPmYr1y5QpIkUfXq1alFixa0atUqOnbsGL148YKI3iw7rVevHnXv3l3rl8nJfaHnz5+Tl5cXNW7cmOzs7EQ96uzsTNOnT6ejR4/SvXv3yNXVlVxcXCgqKkoryv306VOxhF7+16ZNG7WlTY8ePaIVK1ZQgwYNyMLCgsaNG6fx++d9XblyhZydnUXdSPR3PR8YGEiSJJGfn594T75W5eWl69atI0mSNH7eipv8Pdy9e5fMzc3FNdKjRw/y8fGh48ePU15eHj19+pSGDh1KDg4OdPbsWSIq/v7NmDFjyMzMjGrVqkXe3t6iDKrPK7m5uRQZGUljxowhSZJo7NixxVrG/2L+/PnUs2dPun37dr73cnNzaejQoSRJErm5uZEkSWopCF6/fk0+Pj5kaWlJV65c+U9/34CohIV19RCpTDdOTEzE4sWLsXnzZlSsWBEdOnSAu7u7iIbKuzfoo7Fjx+Lo0aNYt24dqlSpgtGjR+PEiRMoVaoUfvvtN+zZs0d89ty5c5gxYwa++OIL+Pv7a67Q/yA7OxtnzpxBWFgYrly5gmfPnonlpZIkwcrKCr/++isuX76MiIgITJ48GXXr1n3niE9JcO3aNUybNg0REREwNzeHh4cHmjdvDuDN6AGpzHYobKGhoejRowd+/fVXVKhQAeHh4QgODhb33tOnT+Hl5YWUlBRs2LBBZ2dRbtq0CfPmzcPcuXPh6OiINm3a4NNPP8W6devEZ1q3bg1ra2sMGzZMa3eEke+T6OhouLm5oVKlSnBzc4MkSbhw4YJYFrRv3z78/PPPYhnV/PnzsXz5cvj6+oprS5e9vcX66dOnxY6KP/zwA4YPH46GDRuK4wc0u2Pa69ev0aBBA6SlpaFx48bo2rUrbGxs8OjRI0RFReHkyZOIjo7GjRs3kJubiwoVKsDExAS///47EhMTERoaikGDBqFDhw46tb28fL1euHABVapUQVJSEvz8/HD69Gl8+umnmDBhAlq2bAkg/zkF3rQnH7IVd1EKDQ3F2rVrceLECVSsWBGjR4+Gm5tbvs+9evUKoaGhePDgAY4cOYK8vDw8fPgQ1tbWWLZsGT777DOd281P7oLPnz8fK1aswJAhQxAbG4tt27Zh3bp1qFmzJoA356979+5IT0/H8uXL8X//938aKa/qtTVw4ECcO3cOmZmZKF++PDIzM1GuXDl06dIF/fv3R/ny5REaGopVq1aJWQeBgYEwMTHRSNn/K/ney8zMxIwZM1ClShVcu3YNFy9eRGZmJnJzc/Hpp5+iSZMm+OOPP3DhwgVERERgyJAhYtmNtlG9T1q3bg0HBwcMGjQI9+/fR2xsLA4dOoTHjx/jzp07yMvLQ4UKFVCqVCnk5OSge/fuGDRoUL7fUxxUr7+2bdsiJiYGbdu2RcuWLTF37lycOHEC5cuXh4eHB4YMGQIAyMjIwPnz57FixQr89ttvmDlzZrGVtzBMnz4d586dw/Tp01GtWjW195KSkjBo0CCEhobCy8sLHh4eAP6u73NycjBr1iwEBQVhzZo1YvmXvpPv2aysLEyePFlsynLmzBk8evRIbETz888/w9LSEtnZ2bhx4wbq1KmDqVOnAijeazskJATz589HZGQkSpUqhVmzZqFZs2YA3ixjVO1/JSUl4ejRo2jYsCG++OILre/HxMXF4euvvwYAjBo1Cu3bt4etrS0A4Pz585g+fToePHiAL7/8Env27IGBgQEqVKiAZcuWwd/fHw0aNFCb3fVe/lNojGkVhUKRLxHyvn37xOhonz591Gb/vD3Sqw9u3rxJVatWpYkTJ9Lz58+J6E3CWm9vb5IkierWrUs+Pj60b98+Wrx4MTVo0ICsrKwoMjJSwyX/d+Lj4yk2NpYOHjxIkyZNoo4dO5KpqSlZWFiI0QldSQz6IeTrPDc3l16+fEmnTp2io0eP0p07dyguLo6IiNLT02n69OkkSRLZ2NjQ7NmzxTVRGN41wvP69WuaOnWqOB+TJk0iojejjjk5OeTj40Ompqbk7+9faGXRhOTkZAoJCaGUlBS6d+8eWVpa0ooVK8T7oaGhVL9+fZo8ebIGS/nv9e7dmxo1akSnTp0Srx05coQkSaIlS5ZQbm4uBQQEqI1EvT3DSZfdvHmTwsLC1Ea/Y2NjacGCBeTg4ECSJNG0adPE/aUN7t+/T/369ROzDbZs2SKS5Ofk5FBaWho9fvyY1q9fT1OnTiVHR0exiYAkSVSvXj26c+eOho/i35PrnOjoaJGAlujNvbhgwQJxbF5eXpSSkiJ+RtsTfqv2RZKSkmjZsmXimps8eTK9evVKvP92H0ce1Q4MDCQLCwudTPitKj09nTp06CBmp719PEFBQWRra0tTp07VUAnVjRs3jszMzMjb25tu3rxJ0dHRtHz5cmrTpo3od8ozJlNSUmjWrFn5ZjbrmoEDB5KdnZ1oKyIjIyk0NJR8fHyoY8eOVKNGDbKwsKA6deqI/sfFixc1XOp/tnr1arUNmVQlJSVRdHQ0rVixgiZOnEj16tUjMzMzMjMzK9bZk5GRkRQfH09Ef9eF69atIysrK/L39xf1yMaNG8nBwUH0iz08PNTa7ejoaK2vE99FdRbX3Llz1Z5dDh06RNWrVydJkmjkyJFqq3R27NhBDg4O1LNnz2Itr7YYPHgwSZJEmzZtIqI3GycpFAo6ceIELVq0iHr06EHW1tZkb28v+gcLFy4s8nLJ7VlOTo7apk5vP0PIz3RKpVKtDZSvY21+nn+7zT5+/DhJkkTGxsa0dOlS8fqtW7eoa9euJEkSmZiYUJ06dcjW1paMjY2pc+fOH5Ron4NcOki+cGJiYmj37t00aNAgatOmDf3111+0bds20cmNjo6mAQMGkCRJ1KhRI1q1apXOL9NQJd/c2dnZdP78eXJychJTGuUHnsTERNq6dauYMi//69ChAx05ckRjZf9fYmNjKTQ0lPbv30/Jyclq78mV3s2bN2nTpk00bdo0cnZ2JkmSaMqUKZSRkaGzDfk/UT2mhQsXUqNGjcT5tLOzI09PT7Vzevz4cWrYsCFJkkStWrUqlIda1TKcP3+edu/eTQEBAWInsIyMDJo+fbroZHXo0IE8PT3J2dmZjI2NadCgQR9chuKiOuU9Li6OkpKS8l2LMTExZGZmRkOHDiWiN51ib29vsra21omdz2JiYqhevXo0ZMgQMS380qVL5OLiQk2aNCEiolOnTpGdnR0tX76ciLS7U/FvyOf13Llz1L9/f5IkiczMzEiSJGrfvj0dP36ciN5c6wcOHKDOnTuLHRU1/cD24MED0YZlZ2fT6tWrycLCgkxMTGjs2LHvvMdTU1Pp1KlTFBgYSP369aOqVauSh4eH1i8nIlKvcyZMmEAODg504sQJtc+cOHGC2rdvT5IkUcOGDdUCltreFsgd2BcvXojdIuV63cXFRS34LN97qks4UlNTadSoUVS9enWdCFzKxxATE0PBwcG0dOlS2rx5M2VnZ1NISAh16dKFzM3NqWvXrrR9+3Y6evQozZ8/n2rVqkUNGjTQioGsa9eukYWFBU2ZMkX0N2Xh4eE0atQokiSJ+vbtq9Zm6GL/U75/bt68SaampuTn50eJiYn5PpeQkEDJycm0detWmjFjBnl6eoqAtLw8TlvuRfn+iYuLo6lTp1KrVq3EMeXl5b1zN9acnBwKDg6mZs2aUfPmzYul/oyNjSVbW1u1XatTU1OpV69e1L59e1GGZ8+e0aBBg2jYsGF0/fp1+vPPP0Wg0c/Pj8LDw4u8rEXh7UDBiRMnSJIksrKyooCAAPH61atXxXOAmZkZdevWjdzc3Mjc3JwaNWokgoQlgXz9RkdHk6OjI/n4+OTru6p+7s6dOxQcHEyLFi2ihg0bkp2dnXiWLOr+3pQpU+jw4cNqdcqhQ4fEs0vz5s3VdvbWtZ0V5bpGfibftGmTuE7d3d3FEtq8vDzasmULTZgwgTp16kR9+vShXbt2fXAdw0EuHSNXeKmpqdSuXTtR2dnY2FDVqlVJkiTq37+/2gNmQEAA2djYkCRJdObMGU0VvcgMGjSIrKysyNzcnPbv31/gZ3JycmjPnj106NAhOnHihFZ2tlTzA8nnVpIksUZcVlBHKS4ujvr37092dnZ069atYilvcZMbm0WLFpGJiQm1bt2a1q9fT4sXLxazOqpXr06rV68WncrY2Fgx+loYDwfyOQoMDFSbGeLg4KA2snny5EkaNGgQNWvWjGxtbal9+/a0fv16nckFodqwe3t7k4ODAzk5OdGIESPo9OnT4r3k5GRq1aqVWFMv53OaM2eOJor9Tu/qqMTFxZGZmZko7/Pnz8UDmpzTLSoqiqytraldu3Za85DyX8nXb3R0NNWoUYPs7OxoxIgRNG/ePOrYsSNZWlqSubk5zZ8/X/zM3bt3xejioUOHNFV0OnXqFNnb29OVK1fUzqfqA03r1q3VcsAplcoCO4VLliwhExMT2rVrV7GU/UPIx3r79m1avny5mMVFRGp12osXL+ivv/4SActp06ZpfUBWLl9aWhrVq1eP6tevTyNHjqRt27bRkCFDxKyuWbNmiRyAquTr+fz58yRJEm3evJmItCeY8Da5w3/79m1Rb8r5/+QAXWhoKE2cOJHq1q2rNjDn6empNW377t271eoDOS+l7PXr1+Tu7k7Vq1dXm/WqreflXeRjSkxMpPPnz5OrqytdvXqViP4+lwXdY/J9uXXr1gLzwWqDjIwMcnZ2piZNmpCbm9s7Z4bIr6sGWw4fPkySJImBn6J0/fp1cnBwIBsbGzEAQ0TUvHlzURfm5eXR8ePHycLCQgTDbt++LWbWSZJEy5YtK/KyFpeFCxeK/IT9+/cXs6yVSiUtWLCAOnXqRM7OzuTk5ESzZs0qMB+SvpKv17i4OFq/fj25urqK/Kl5eXn/sw56+PAh2dvbU48ePfIFGAubPEjcuHFjWrt2LT18+FC89+LFCxo2bJio/1VnPumiwYMHU0xMDBG9yY8qD7BaWVmJdpvo72BYYQ3mcJBLR/Xp04fs7Oxo8eLFlJWVRQ8ePKAzZ86Qh4eHmEGimqgtLCyMZs2apcESF42MjAwKCAgQo9jOzs50/PhxtQebwk40XhTkyvTZs2dUvXp1atSoES1fvlxtpCY5OZlSU1PzJX6W//fly5dUo0YN6tWrl9Y/3Lwv+Rjv3r1LZmZmalOy8/LySKFQ0OHDh6lmzZpUvXp1tU0XiN58N4UlJiaGqlWrRq1ataKtW7fShAkTRIfDy8tLBFDT0tIoKSmJnj59SpmZmYX294uTvNy3WbNm1KFDB5IkiWrXrk1Lly4VI09RUVFixmizZs1oxowZGi51fpMmTaKzZ8/m6+CkpqZS06ZNqUWLFhQVFUXr168v8KGkUaNG1LdvX7XE67qsa9eu5OTkREePHhWvKRQK2rNnD3Xq1EksF5PrkYyMDLp8+bKmiktERLt27VKbraVQKERHKDU1lXx8fEiSJLK2tiYfHx/RoSIq+IHUzc2NmjRpohP35qNHj9QC6qoPLaozL4iI9uzZQ40bNyZJknRm9sKUKVPIysoq3yYVZ8+epUGDBolR33cdj/wwsGHDhuIo7n+iWm/IM0U3bdpEt27dogsXLqh16mNiYujOnTu0Z88e2r59O125ckWrBkgCAgJIkiS6dOkSEakfm3yvyYGwnTt3aqSMhalv375qS5nkB7G3qX4Pcr/E3d2dnJ2dKSEhobiK+6+kpqaKwUFJkmj48OFqs30K6kPK51ahUFCdOnWoT58+Rd7XzMnJoe3bt5OpqSnVrFlTzGLt3bs3Va9eXQQG+vTpQy1bthQ/p1QqqXbt2jRw4EA6ePBgkZaxuKgGXS5duiQ2wnl7kDU2NpYyMjK07porTn5+fuLa7tSpk9pyz3f14eQ6eMGCBWRmZkbXr18v9HLJ91BsbCzt2LFDnENzc3MaNmwYXbp0SW0SRkBAANWsWVMM4mVmZupcH/TMmTMkSRKNGDFCPJunp6fT8uXLqUaNGiRJEg0aNEjtei2s53YOcumgs2fPkomJCfn4+BQ4I2nBggVkampKw4cP10Dpit7bF396ejpdvnxZ5IhwcXGh7du3/2M+D23Vp08fatSokdipTjZr1ixq0qQJ2dra5utkqe4w2KhRI3J1dRXL53RZQRX5smXLyMTEhI4dO0ZE+Tti165dIwcHB2rcuHGRTc/ev38/NWjQQG1WZHBwMLVt21YsDVZdLiTTtYbp4cOH5OjoSLNnzxadpl27dqk1SqrTqCMjI+n169daN5369OnTYtnCypUr8y2vkTtDffr0IQcHh3x5Y86fP092dnZixxtd8/Z1d+PGDbKxsaGJEyeq1R2q7zdu3JhMTU3FrAVtoFQq1ab0Dx8+nDZv3qzWMTpx4oRYxtytWze1evTtUdxWrVqRvb292BVNm8XExNDcuXPFDkTDhg2jO3fuqNV/qu1iRETEO2c1a5vk5GTq3LkzNW3aVO0hWvb48WMR6KpevTqtWLFCrT2XZ182a9ZM6+qegmzYsIHMzc1p69at4jXV6/L58+fk6empVUtp5e9bXvJz48YNkiSJhg4dqnZPquaB279/P5mbm+cbcNI1ubm5tG/fPrFiwNHRkYKCgvK1I+/i5eVFZmZmWrWLt+r1duDAATFrsHfv3mqDGe8KYMk7Knfs2LHY+jXbtm0TAYvnz5/T8ePHadKkSRQTE0ORkZEkSRKtX79elOf+/ftkZ2entsxRF6l+v3K/X74f09PT1XI4TZgwQa3u1IX6sKg8fPiQ1qxZI3bfHD9+/L+e0Sb3CQs7QK96P7Vr147s7e2pd+/e5OXlRR4eHlS1alVq0KABbdmyRS2PcGRkJLVq1Upn8ty+LSEhgYYMGUKSJNG6devU+irnzp2jLl26iFyp8rNdYeEglw6RK7utW7eSsbGxeJCWKzz5/dTUVBo4cCBJkvSft93UBVOnTqX79++L/378+DGtW7eO6tWrR1ZWVjR16lSdGckmelOR1atXj8aNGydeu3r1qlg+5eDgINYyL168mIjUG0B5FkqHDh2KvexFTT5OOYArz+J6u4OlUChowoQJJElSkYzCEL0JaDk4OOSbAfLs2TOaNGkSmZiYkCRJtGDBAp0LbKl6+vQp2dra5gsoPnjwgHr37i1mTgYEBGj1bJjU1FQKCAggV1dXEcxSzd2TnJxMgwYNEsu8goOD1ZaI9e/fn8zNzenBgweaOoT/5F0jYbdv3yZJksQsUbkjrHqtynk/5Nm/mr6O3/77165dIysrK6patSpNmTKF7t69K4735cuXYottBwcHWr58eb4RbXkmStu2bYvtGD5UWloaHThwQOT6cXd3p1OnTqkt49PVmYYdO3akBg0aUFpaWr7+DNGbpRuNGzcWI9qqG+kolUrKysoqMOeKNpo1axZVrVpVzDR8+z49evSomBWck5Oj8fMpn4/Hjx9TkyZN6NixY6RQKKhjx45kZmZGy5cvzxeQS01NpcmTJ1O1atWKrB0ubuHh4TR79myxzHvp0qX07Nmzf/yZK1euiCU5qjNLtc3jx4+pT58+Iqffhg0b1Np01YfzzMxMmj17NrVu3bpIny/kv6ka0N64cSOZm5tT79691e6NkJAQtcBxTk4OrV69mmrUqKHVuXf/F7luiI6OpqVLl5KzszO1b98+X+7Bt3M46fNz3z95u65MTEyk48ePizaza9eudPToUbVZsW//zJ07d8ja2prMzc2LbIOhOXPmUNWqVdUGOmJjY+nkyZPUoUMHMjMzo0mTJtH169cLXLaniyt1Xrx4QS4uLuTk5KQ2q47ozcZqPj4+YkWMPEO4MHCQS4u9K/+CHMyQp6cW9DAjd5Q0mUOlKAUGBpIkSWRra6tWUbx+/ZpOnz5NvXv3JmNjY+rUqRMdOnRIJzrAT58+JTs7O7Er3/nz56lZs2YkSRKNHTuWwsPDKSoqipycnOjPP//MNztt//79NGrUqHwViK65fv069enTR22kVK7UFyxYQJIkiTX2qiPH8vchL5O4ceNGoZRHdXrx0aNHafbs2eTs7Cw6GtnZ2WrnYteuXeTi4kKSJFHLli11ZladamOfnp5OoaGh1LFjRxHcUV0WpZr0u2rVqjRo0KD/2eHXBNUHiytXrtDw4cPJxMSEHBwcaPv27eLchIeH05gxY8ja2ppq1qxJHTp0oO7du5O1tXW+BK+6YtKkSXTq1Kl8nbj79++LqeNvtx2qObuqVq1Kfn5+RKT5INfbFAoFBQcHi2VEbdu2pWPHjqnVGbt27aJatWqRJEnUs2dPtY7tnTt3aOHChVp5zRL98/d99+5dmjlzJtnY2FCNGjVoxYoVWv0A/U/k+mTixIkkSZLa8lnVgJ1SqaT69evT4MGDdX7pkTzzQk64+7asrCzq2rUrNWrU6F/PFioOHTt2pLp169KePXuI6M2gnLwb5NChQ2nfvn307NkzSkhIoLlz55KVlRWNGjVKw6V+f/90771+/Zr27NkjcgD27duXrly58s7li/Hx8TRs2DDavn17URX3X1E9psTERDp16hTt3LmTzp49S3fv3hXvrV69mqpWrUomJibk5eX1zt3HFQpFkdY5Be2kSvTm+5R3zh49erRIQxEWFib6W8HBwTRv3jyytbXV6R0F3571Y2VlRXXr1qUePXoUGPh4/vy5Wg6nglYT6CvV70qhUNC9e/dEkDY3N5fu3LlDc+bMIRsbG5Fu45+ek7Zt21boM4pkycnJ1L59e2rRooUYfFO9P6OiokS+qu7du9PBgwcpKSkp3+d0hVKpFP3MkJAQsrKyovbt29PTp0+JSD1+ERgYWOiz1TjIpaW2bNlS4IglEdHFixfJwsKChgwZIt6TO4SqibElSSqyG1XT5ASLlpaWJEkSDR48WG20/v79+7RgwQKqWbMm2dnZ0ezZs7V6tgnRm53pOnbsKJJ4yzNLFi1apPaA1rFjR+rYsSOlpKTkq/S0/Rj/jVGjRpGzs3OBu/NFRUVR7dq1qV69emrvy42+QqEgb29vql69Ot28efODy6LaeMrnRv7n4eGhtiRSteMRGRlJ3bt316k8eHLdcfDgQZHjTl72pboltWoH9MaNGyLZvLYFkr29val58+ZqdeDLly9pxYoVVL9+fdFRlhvb+Ph42r59Ow0ZMoSsrKyodu3aNGjQIJ0cCT59+jSZm5vT7t2789URr1+/pubNm5O5uTnt2rUr30wgojezFS0tLbU+2WlkZCT5+flRzZo1ycbGhubPn09PnjwRx/zgwQNq27YtTZ06VcMl/fdUtxZ/8OABrVq1iubMmUNr1qyhp0+fUl5eHmVkZNDu3bupTZs2JEkSDRw4kEJDQ9/5sK3toqKiyNnZWVyzb7t16xY5OzvT2rVrxWu6OJpNRLRjxw6SJImmT5+uFsRSHbAZN24c1a5dW+NLFuXvODk5mf7880+19iwnJ4cuX75Mw4cPJysrKzIxMaHq1atTtWrVSJKkD976XdOeP39Oe/fupfnz59Nff/1FFy5cEP2w8PBw8vb2pqpVq5KTkxNt2bIl37nSpgdS+Tzu3btXrW03NjYmR0dHWrRokXjYDAsLU9up9e2B8qK+786fP09du3alY8eOUVxcXL4+7evXr8VKldWrV4vX5fyhkiSRiYkJubm56UVOqkmTJpG1tTWtW7dO5OUlerMRy7p168RMZtm6deuoa9eumiquRsj3WmBgIHl4eJCDgwM1b96cTp48KT7z8uVL2rdvH7Vu3ZpMTExo6NChFBISotZvL+x7Vg5OqcrKyiI3Nzdq06bNO3/u3Llz4lq2s7OjdevWFWq5itI/pQZSKBQiSK26aYVqoKuw6xcOcmmpffv2kY+Pj5hFoTob5PXr12J968iRI0XuKdUE5F5eXlS9enWxQ5g+Ub0hLly4IHYpcnR0pODgYPFefHw8HTlyhJydncnX11cTRX1vV69epaZNm1L16tWpS5cutG3bNrX3L168SI6OjvnyrWlTh+pDJSUlUUREhPjvLVu2iAfxzMxMsV6+Vq1a5O/vr/azgYGBVLduXerdu3ehlmny5Mlkbm5OXl5etG3bNpHY2cHBIV/ybvlc6FIHX25Ynjx5QlWrViU7Oztq27atOM6BAwfmC7jLx5mSkpJv+rymZWdn09ChQ8U5WrRokVpA8uTJk2pLLt8OZL1+/Zri4+N19kE6NTWVbt26JdqGsLAwtQ7flStXqG7dulS7dm1at26dWjsRFRUl8s9o26zQhIQEev78uVrQNSkpiYKCgkQQukePHnThwgXRZqqeQ/n/a2t9qVqu6dOnU/Xq1dUC640aNaLp06eLPEjXrl2jsWPHihmHb+dy1Db/9L3v2bNHLFcYOnQoPXjwgJ4+fUp37twRCbIvXrz4P3+PNno7MXuPHj3IwsKCFi9enO9BKCoqitq3b0/NmjXTil2gr1+/LpaTLlmyJN/7z58/p+DgYPLy8iI3Nzfq3bs37d+/X+MBuv9C7lueP39ezMY2NjYmSZLIzMyMevToIerRly9f0saNG8Ugz6hRo/IFmbWh/ZAfOsPCwsjS0pLq1atHy5YtI39/f5o9e7ZIrzBw4ECxPCstLY3mzJlT6EuH/peMjAyR81OSJHJxcSFvb28xUKUakBg4cCCZmJjQpk2bxGvHjh2jiRMnUmBg4DtnSuqSO3fuUJ06dWjSpEminnj58iXt2LFDXJeSJJG9vb2oG4kKb2c6XSDfs6dOnSIzMzMyNTUVK2DkDXRkWVlZdOPGDREQrV+/vlpOQaLCa1smT55MU6dOpdevX6u9npWVJXJMyn3qgnYwdXFxocGDB4uArjZvqiKTj+PJkyc0cOBA2rhxo5hRqPrcPmTIEDI1NVWblV1UbToHubSY6ghGo0aNaNGiReK/IyIiqGXLliRJEjVo0IB27txJUVFRFBERQaNHjyYTExOdmkXyvlRvmNTUVJoyZYqo1KZOnaqWwFYbGzu5MlMoFPTq1SuKjo4WgZy8vDwKDw9XWyaXl5dH9+7do4EDB5K5ubkYudGGTlRRCg4OJkl6s8W6akLUZcuWifPdvHlzGjFiBHXr1o3Mzc3J0dFRbKn8IeRKNzMzk3r06EHe3t5i5P3thJ+TJk0SHQt5VyVdNH36dHJxcaGzZ89SSkoKXb16lYYPH06S9GbnxICAALVOgbZv6LB3716xZG3AgAFqHcEnT57Q3LlzqUaNGmRiYkIzZ85U26xCX2RkZFD16tXJwcGB1q9fLx4+Dx48SM2bNxej3l5eXuTn50fOzs5kamqqNaOHcj145coV6tKlC1WvXp2aN29O06dPV3uQvn79Ok2ZMoWqVatG9erVozVr1uhEUnlVcn2+adMmMjExoeHDh9Pdu3fpwYMHYvdIZ2dnysnJEf2D58+f0+rVq6lVq1ZaPXNBta26d+8erVu3jiZNmkSrV6+mCxcukFKppLCwMDE7zczMTAS9qlWrRgsXLiQi3Qlw/VPbfO3aNbGLqaenJx0+fJju3LlDd+/eFUtVgoKCirG06lTL7u/vT3Z2dmJmz/nz599Z72dlZenM+XmbfMxpaWnk4OBAbm5utGvXLkpNTaW9e/dSixYtxDIwuU7Kycmhc+fOUffu3bWmvnyX1q1bk4uLC507d07t9SdPnohr0cvLS21mrxz0Kq5zGh0dTU5OTiRJEo0bN0484EuSRK1ataJFixaJQP6zZ8+oR48eZG9vT7t379b6vsh/ce3aNTIzMxPXVkJCAnl7e5OFhQU1aNCANmzYQEuWLCFJksjX11dn773/SnX3ZwcHB2rXrp24PrZs2SICuG+vDHnx4gWtXbtWLCMu7O8tISGBevXqRbNnzxZBLtVBb3mmvYeHh9qAnezOnTvk5OREK1asoLCwMKpfvz41btxYq9t3VarP45L0ZlfIuXPnUmBgIGVmZtK5c+eoSZMm1KFDB/F8XlTPshzk0jKqI3dypX3lyhWxdK179+7ipsjMzKTRo0eLC0n+jJWVlV7trCh3KJ4+far20KK61pfozQOtvHzR1dVV7YFWm8jnNTMzk2bOnEmOjo7UoEEDGjJkSL6EkXfv3qU+ffqQk5MTWVpaquUH0qcAl1KppHPnzqk1BLm5ufTq1Suxa6YkSSJHENGbkcmePXtS3bp1ydLSkuzs7GjcuHGFkuhWtfE8evQoOTs7i4cs1eDz0aNH1RJ+qu42qCvkY1UoFDRx4kTy8PAQr+Xl5VFCQgJt2LCBatWqRVZWVuTt7f3OfIHaIDAwUK3j8OjRI5FUt1GjRrR+/XoxyycnJ4f27t0rZgG1b9+erly5orOdxefPn9OjR4/ydfhXrVpFTk5OZGFhQV5eXmJDjrCwMJo6dSo5OjqqPUyoLgvTJPk8pKWlUe3atcnKyoq6dOkidgNr1aqV2uzd2NhY2rx5s9hkQNtnNhUkISGBnJycyNPTUzxkKhQKEVS/evUqxcTE0PTp08XofnZ2ts4EaBctWiQSyMszZRwcHMjT05NevnxJycnJtGPHDpo9ezYNGDCA/Pz81PLL6EK7p1rGgIAAGjFiBHXs2JF27dolBmDCw8PFjHvVWRnW1tZaM0B56NAhunz5Mh0+fJh69+5NJiYm1KFDBzp16lSBfVV9MGfOHLKyshI5b4nezPy1tramkSNHEhHRkiVL1GYhqA6qaWPbcf36dapWrZrarJa8vDy18zZ48GCSJEnsGq16HMV5TNHR0dS8eXNq1KgRvXz5kiIjI2nevHnUrl078ZzTqVMnOn78OO3YsYOcnJyoQ4cOYuD3XRuu6KLw8HAyNTWlfv360bp168QyUk9PT7WgjZOTE/Xr10+DJdWsefPmUa1atdTu2VWrVlHz5s3Jw8ND1K2qE0VUFcX1/fz5c5EzLiYmhubNm0cPHz6k3NxcysvLo9mzZ5MkSeTk5ETBwcFiGWpqaipNmzaNJEkSs0b9/PzIzMyswICYNnr16hU9fPiQDhw4QMOHD6fWrVuLc+Dk5EQzZ84UgfVp06YVaVk4yKUl5Jts7dq1ajkp5OSO4eHhIsmutbU17dixQ3zmzJkzNHfuXBo3bhyNHTtWzMLQJ2lpaWRvb08DBgygmzdvqs2UUW3UTp06RTVq1CAHBweSJEmrtm1+m5wk0tHRUSy5dHZ2pnXr1onOR0xMDA0aNIiaN29OXl5easuqtLEz9SGGDRtGXbt2FZ2VZcuWieVSO3bsEDtLvr27TGRkJD18+JAePnz4QX//yZMn+WZgyaPqTk5ONHv2bPG66udiY2PFbCdNj8D/V/IMCnd3d9GRV6VQKOjKlSvUvXt3keh7165dWvfAKc/8O3DgQL5lamvWrCFLS0uRVFd1O+mIiAiaPHky2drakiRJOplonuhNoL9Xr15itP7QoUPivggLCxPBPjc3NwoMDBTXcWpqKp09e5YiIyO1cqMEeddc+cEyNTVV7KBoZmZGc+bMEZ3E3NxcCgkJoRUrVmiyyP/ZtWvXyNbWVm3m0vbt28nMzEzkFtuwYQNJkqT1s0dkcnt24sQJMjY2pv79+9OdO3fo2bNntH37djI3NydbW1tKSkr6x2XeutLmyXXP0qVLSZIkMfgmP6DKy1Tk+27ZsmU0YsQIWrRoEYWFhWn0OOWyHzx4UG1gKTw8nGbMmEG2trZUq1YtWrVqldo297pOnoE9cOBAcnZ2FnXj7du3yd3dnWrUqEFZWVn04sULql27NjVo0EDr8lDK3r5+5MTscn2h2jbK9+bx48dJkiSaM2dOsZXzbXK5Dhw4QLa2ttS5c2d68eIF5eXlUXp6Op0/f56GDx9ODRo0EPeSvJTZ3d1dLSWBLpKPX/WZxsfHh8zNzUmSJLKxsaEBAwaoDbSGh4eTo6MjjRkzRq+Czf+GPNFh8ODB5OrqKmYhPnnyhDw9Pal///6kVCpp1apVakGWBQsWFOt39ddff5EkvdkA59y5c6RUKik5OVnssig/13Tv3l1c2yNGjBDHOGbMGKpbt67WpY+QFdReya9lZWVRSkoK3b59mxYvXkxDhw4lOzs7cZySJBXpzuUc5NIycq6tadOm0f3796lly5a0a9cuInrTIVq8eLGYOj5s2DAxkqtPoxcvX75US7RO9GZqsqenJ1WtWpWaNm1KgYGB+ZZNKZVKSklJIQcHBxo1apRW5uGSG7Ht27eL8yx3FPv160fGxsZkZmZGo0aNUltm+fY0VW0LLnwIpVJJeXl54gG8Xr165OHhQaampnT69GnxuYiICDHaaG5uni8f14c8GBw7dozq1auXL1l9ZGQkubm5icpYdV18Tk6O2gOZv78/OTk56WRH68iRI1SvXj1xnLt27SpwyWVsbCwtWrSIJEmixYsXa6Ck/yw8PJx27twpRrzi4uLUHsTCwsLEiLCbm5vagEJqaioFBARQgwYNtHYW6P8ibzhSv359mjdvHknSm0055FxxcXFxtHz5crKxsSFra2uaMWNGgTtoaUswQS7H+vXrqWHDhvlyFB08eFAkuu7SpYvaTMqCtqDXRm9/1zdv3iRJkkSQ7sKFC9SsWTNycXERn4mOjiZJkmjixInFWtYPoVAo6M8//yQ3Nzcxk1ChUIjlNvv376fk5GSaOnWq2iCGtlyL7ysiIoLMzMyoX79+dOfOHTp79ixNnDiRqlWrRg4ODrRmzRqtW/qtunvuoEGDqHPnzmppAhITE2nHjh2iTRw0aBBdu3ZNZ5fnF3Rtubu7U6NGjYjoTV7XGTNmqM1wIiIaOXIkmZmZad3urPfu3Stw84mwsDCRU0x+VpCvN/mcJyYmkpmZGc2bN4+Iiv++e/vvyQFib2/vfLPK7t+/T4cOHaJ27dqRi4uLzg9OEf19/M+ePaOVK1eKPkxCQgIdP36cZs6cSVeuXFHL8aRQKGju3LlkYmKiNqNZX6nWkao777Zv316tf7B3716SpL83XktNTSUXFxeqWbMmOTs7F/tAdFhYGE2fPp1sbGzEAIE8ESUkJIS8vb2pWbNmVLNmTWrfvj2tWLFCPFucP3+emjVrRp6ensVa5n9L9Vn0/v37tHjxYpozZw7NnTuXrl69WuDPvHr1ioKCgmjlypVFPhjJQS4tc+HCBbF0xNramszNzfMtYQsJCRFT/erVq6e2JEOXkl2/i7+/P3l5eYmlGiEhIfTy5UtKSEigVatWUf369cnCwoKmTp1K9+7dU6v4IiIiqGHDhgXuzKctkpKSqHnz5tSnTx9xjC9evCAPDw/q06ePSGTavHnzfInndbXD/29t3LhRBLEKOo9ZWVm0evVqMVNv4MCBhZJ/KyAggEaPHi0e+BUKhVpnceHChSIANH78eLVcQKod/LeDs7pCoVBQaGgoTZw4kSwsLKhhw4a0efNmMd1aVUZGRr46SZuo1oGNGjWinj17UlhYmDif6enpYqq4lZUVTZ8+nZ48eSJ+Rt5tURfFx8fTtm3bqGXLlmRsbEz29vZqiXmJ3iy3PXv2LHXo0IEk6c3umYcPH9aqB9W3cxZu3LhRrZOnWtaEhATq0aMHSdKbnYjkJQnaXFcqFIp3zjxNSEigRo0aUfv27Sk6OprGjRtHkiSpBX4eP35MVlZWNG3aNK0+TlVPnz6levXqkZeXl3jt8OHDZGdnR4MGDSKiN7PS5Xw8RLo3mKN6LoKCgsjZ2Vkt8BofH09bt24lV1dXMjY2piFDhtCNGze0blfM48ePU+fOncV5yc3NVetnXblyhby8vMjCwoKaNm1K/v7+OrV64MGDB++s7/z8/MjExISOHDlCR48eJXNzc5oyZQoR/X1+R44cSTVr1tSq5UM5OTk0f/582rBhg+ifqD5kDh8+nExMTGjz5s3iNdX7a8+ePWRubk5r1qwpvkLTm/6E6n2j2n7L/a5/ml127tw5Wr9+PXl7exdpOYvL2LFjRQD56tWr+YLfT58+pYCAAFq7di3169ePqlatqlan6quoqCi6cuVKgRM6li1bRnZ2diIg37ZtW+rRo4faZ5o0aUKjR4/W2IYYr169om3btom6f+DAgSLth3yOo6OjRVsQFxdHwcHB1K1bN7K0tKT79+9rpNz/1ooVK0Q+PVNTU/G85O3tLZ6L8vLyin1CDge5tIhqRe/q6kpmZmZkZmZGs2fPzhe8iouLo2nTpolprKrJ1nXdypUrSZIkatmyJW3evJkk6e8dMjIzM+n48eNiZ7S2bdtScHAwJSQkUEZGBs2ePZuqVq2qthOctomKiiI7OzuxU5FSqaQjR46Qg4MD7d27l4j+XiZXvXp1cnJyyjfDSN+oXrtVq1YVlWSzZs3U1tnLLl26JJbOSZKktoXyf5Gdna02A2v06NEUFBSkNoPuypUrohJv0aKFGCUiUt9VUZc9efKENmzYQPXr1ycrKyuaMmUK3bx5UyePTc5nV7VqVXJ2dqadO3eqnc+QkBCxBLZ79+5qOVZ0nZyr0cTEhJo2bUp79+5Vy9mUl5dH0dHR5OPjQ1ZWVmRlZaU1S99UrzU5X5ics0j1AeztDR7kALn8YK7NUlNT6c8//1SbieXr6ys64PLOZs7OzmRsbEzr169X+/mAgACysrLKF8DUZrGxsWRvby+WQ4eHh5O7uzvVrFlTdOzj4+PJ3t5ea0et/60LFy7Q9OnTqXbt2vlmziiVSrp8+TKNGjWKzMzMqFmzZrRp06Z8u3BpyokTJ8RAU/v27dUGblTb6RcvXtCGDRuodu3aVL16dbWE5dpKrluWL19OTZo0EYM1W7duFfX/tWvXyM7OjoyNjcnR0ZGcnZ3VfsetW7eoTZs21KFDB63qc2dlZVHbtm1JkiSaMWOGyOEn57M7e/as6L+MGTOGXr58KZ4rrl+/Tt26dSM7OzvRRhZHm3/z5k3q0aMHbdiwocA+3IsXL0Rwbu3atWr1/duzenQtIP4uFy9epAkTJpClpSXVr1+ftm7dqjaQe/r0adFvcXBwIG9vb62YBVrUjh07RqampmL59KJFi2jy5MmUk5NDUVFRdPToUUpISKDbt2+Tqamp2gyh0NBQqlOnDs2dO7fIy1nQfaNa91+5coVGjRolBvK3b9+eb/XHkSNHxLNNgwYNxGoubSMfl5wmpH379nTw4EEKCwujgIAAMWGjWbNmH5xO5r/iIJeWyc3NpZycHHJycqLmzZuL9bpdu3YtMKH2vn37xIV09uzZ4i9wEYiOjiY/Pz+qUaMGGRsbk52dnVouKqI307L9/PyoZs2aZGVlRa1btxa7TRaUU0iT5KWUsjt37qgtR0lNTaV+/fqJKfJEb3JQyRVc06ZNtWqWRVHJy8uj2NhYmjFjBu3fv58mTZokKvoZM2bk22o9OTmZfHx86M8///ygv/t2o3ThwgUyNjYmW1tb8vPzowcPHqg9qMgjbWZmZuTn56dzs7fkhiknJ4fu3btHJ06cUNsmPCUlhc6cOUN9+vQhY2Nj6tChAx04cEBr84+oUt2J79ChQ5SUlERr166lhg0bkpmZGU2aNIkiIyPF5+SNDSRJopo1a+rM7jXvIs+48PLyIm9vb5o3b16+ma+qD2bp6el04MABcnJyKtat4v+JfD/Ky2IbNmwoZmqZmJiQj4+P2hJU1brx8ePH4sFNmx96MjMzxQPpn3/+ST179iR7e3vxQJqamipycJqZmdHOnTtFID4gIIDq1q1LrVq10vBR/HtKpZJSU1Opffv2VK9ePbp37x7NnTuXJEmiU6dOic9lZmZS3bp1qV+/fvmWpuqKq1evkiRJ1LhxY2rWrJnazAHVey8mJobWrl1LderUIVNT0wJnzWpCTk4OrVixgmxsbMQAgOosQtVjyM7OpmPHjr1zWYq2CggIEJseeHt7i9xjcqBOXvYtSRL17duXXr58SYmJiXT9+nXy9PRUCx5pS4BBqVTSpUuXaMSIEWRsbEwWFhbk5uamNhv+1KlT4nnBzs6O+vTpQ56enmRjY0MWFhZikLW4jknuS8kBm6lTp1JUVJRaX+/evXvUtGlTqlWrlvjOtbluLwyxsbG0YcMGaty4MZmamtL48eMpIiJC5Ca7ceMGHThwgJ48eaKz9eT7unbtmtjhVN6B18vLSwwOyNdsZGQkWVtbi/yVCQkJNGPGDKpevbqop4ojgPvgwQPavHkzeXt705gxYygoKEjkUouNjaU1a9aIfulff/1Ft2/fpry8PMrOzqaQkBAaMWIE+fn5afWqJKI3MzGbNm1K7du3p4iICLX3oqOjafLkySRJb3ZY1MTMVw5yaaHs7Gy6ffs2paSk0OvXr0Wjam9vT+vWrctXwT99+lQtEb2+kHfzkSPE165dU5vRlpKSQgcOHKBhw4aRmZkZ1alTh8aNG6cVo2s5OTkUGBiothukXBnn5ORQkyZNyNPTkzIzM+nGjRskSRLt27dPfDYsLIysrKzo2rVrYhmANhxXUXi7wVFttI8dO0b29vbiGpATaqempoqlhYWRKFv+buPi4igiIoKOHj1KXbt2JUmSyMPDg86ePas20n7o0CGqXr26eEjVlUCX6nc9b948sezTwsKCvL291YI8UVFRtGjRIrK3t6fatWvTtGnTxEYY2kg+tpSUFDI3NydHR0d69eoVKRQKCgkJob59+5KxsTG1bt2ajh49qnY+t2zZIraT1heZmZmkVCopODiYevXqJe6h4OBgcc8kJCSQQqHQujxyCQkJ5OLiQmPHjqXo6GhKTU2l4OBgsZOph4eHWnDk7fx4ujDzMDIyUnQAjY2NqUuXLvnqMjnQJ0kS1ahRg2rUqEFmZmbUsmVLjY2Mvi/Vc3HkyBEyNTWlOnXqiA0DVO3fv5+sra3VdtHVNdnZ2bRgwQKysrISA5Sqs1RU23GFQkFHjhyh48ePa6Ko+agGN8LCwsSSZjc3N7U8Nm/vzKdrcnJyaNeuXdSgQQMyMTEhKysrOnz4sNpnrl69KnZplaQ3GwSZmZlRjRo1aPny5USknfXMy5cvRbtubW1Nvr6+ag+fr169EoOD1tbWZGNjQwMHDixwxnxRy8rKotu3b6v1RWxtbWnIkCG0adMmMbAWHR1NLVu2JAcHB7UNY3Td29ePahuWk5NDZ86coUGDBpGJiQm5ubnRgQMH8vU1tfEaLCp3796lcePGkampKZmZmZGPj0++eigmJkbMdOvXrx/9+eefIv8xUdF+X3Ldfu7cOVEGOzs7sTLFzc1N5E5TKBR08uRJGjBgAEmSRK6urjrzHKEqPDxcpP2QvT2xw9vbm4yNjfPVscXBgIgITOOICAYGBlAqlXjx4gUyMzNhZGSEX375BQCwfv16+Pj4AACcnZ0xbtw4ZGZmYs+ePWjYsCEsLCw0WfxClZubCwMDA3h6euKzzz7DRx99hCNHjsDAwAD9+/dHu3bt8Omnn4rPZ2VlISMjAzk5Ofjiiy9QqlQpDZb+bwMHDsTp06cxZ84cNG7cGIMHD0bTpk3RtGlTnDt3DmXLloWtrS18fHwQFBSETZs2oUqVKsjNzcXy5cuxceNGLF++HNWqVdP0oRSZvLw8GBkZITs7GxcuXMCxY8eQmpoKGxsbdOzYEaVKlUJaWhrGjRuHo0eP4qOPPkKXLl2Qk5ODI0eOYPr06ahRo8YHlUG+9wCgcePGqFatGnx8fHD79m3s2bMHgYGBKFeuHDw8PNCkSRN89913MDAwQFJSEvr06QNLS0tMmDChML6OIid/35s2bcLUqVPx008/oX79+jh8+DBevHiB3377DSNGjICTkxMAIDExEVevXsWyZcvw5MkTnDp1Ch9//LGGj+Kfbd68GUuXLsW4cePg4uIiXn/w4AH279+P7du3IysrC507d0abNm3w/fffw9DQUIMlLjzZ2dl49OgRvv32WwDAJ598AgC4e/cuDh48iO3btyM3Nxeenp4oW7YsNm3ahLZt26Jv376aLDYAQKlUivPw4MED9O7dG7169UKHDh3Eey9fvsTcuXMRFBSEL7/8Eu7u7ujYsSM+++wzDZf+/ch1TmJiImrVqoWPPvoIGRkZqF27Nry9vfHTTz+Jz96/fx8bNmxAUlISEhMT0bx5c9jZ2eH333/X4BH8M9U6NScnB6VLlwbwpj6ZP38+duzYASLC6NGj0a5dO6Snp+PixYtYtmwZsrKycPToUZQpU0btmtAFquW9ceMGfHx8cOPGDVhaWsLDw0PUR0qlEkQEIyMjTRY3H7n88v9mZWVh/vz5WL9+PT766CO0a9cOXbp0wXfffQfgTV9NW/pb/5bqOercuTNCQ0MBAOXLl4e3tzdat26t9tmAgACEhoYiPT0d33//PZo0aYKaNWvm+13a4saNG5g2bRosLS0RFRWFy5cvo2bNmujUqRPs7OxEXRkXFwciQnp6On799Vfx85o6ppcvX+LUqVO4du0aDh48CIVCga+++gru7u6oW7cu7ty5g7Vr1+Kjjz7ChAkTYGlpWexlLGxyPRkWFgZLS0sYGBiAiKBUKkXd8PjxY+zYsQMbNmzAxx9/jE6dOqFp06b47bffRB2r71TbkwkTJmDnzp348ssv8erVKzRt2hQDBgzAb7/9Jj5//vx5TJgwAS9evMA333yDunXrYvLkyQCK7vqWf296ejoaNWqE//u//0O3bt3QokULnD9/HvPnz0d4eDhWrlyJGjVqoEyZMgDe9HW2b9+OX375Ra2vo20yMjJQtmxZcV3K5+T27dto06YNRo4ciZ49e6r9jPy8ER4ejj///BOtWrUScYxiU+xhNZaPHP29f/++WH8u74qlmgQ5KipKjCzVqFFD5Ou4ceOGpope5FJTUyknJ0dtfW+fPn3URqa0bYmRHMFWTVbeoEEDMjc3V8sVJn/Oz8+PjI2N6eTJk0T0ZhTAzc2NunXrVtxF1xhvb2+ysLAgY2Njql69Os2YMYNSU1PVRmm2bt2qthV7ly5dCrUMK1asIGtra1qwYIF4LSEhgbZv3y52kxo8eDBdvXpVJ6eIyzNAnz59SlZWVjRgwACxDOXatWtieYqxsTH5+vqKZWDyzFJtHkGVj+3KlSs0b948cnJyErNiVJM6p6am0oEDB8jd3Z3MzMyoY8eOOruTokxuP65evSq2U2/SpAnNnTtX7ZwlJydTUFCQ2LREXv6nuhRJG8yYMYM8PT3JyclJ7Gj2ds6VnTt3kp2dHZmYmJCnp6fWHcO/kZ2dTTExMdS1a1datmyZOHfW1tYUGBhY4M/owqi9fD1GR0fTnDlzaPDgweTt7a3Wl1m8eLGYoVutWjWRlqFx48YiT5KuzFx+V9Jsojezt+Xd+WxsbGjWrFlqs7s1fYxy+5qQkEAnTpygCRMm0JAhQ8jPz09t1P3EiRPUqFEjMYtS7qvoKvl7nzVrFk2ZMkWkx5AkiYYMGZKvT1lQughtvhcfPXpESUlJ9OjRI/Lx8SFra2uqU6cOLVu2TCSwViqVpFAoRL2qLcejVCopNjaW/Pz8qGPHjmRmZkaOjo7k7e1NnTt3Jjs7O/rrr790cpOtO3fu0J49e9Rek/MZTZs2TW05l2rdkJqaSsOHDxftdtu2bQtlBYMuka/PkJAQWr9+PQUHB4vd1p2cnGjfvn2UlZUlrufMzEy6du0aPX36VPTXi2P2qZ+fH1WrVo32798vXjtz5gzZ2NjQ6NGjxWdWrlwp3peXMaoepzZJS0uj3r170+HDh/PlXnz+/DlZW1uTm5tbvuWI8rmIi4sja2trMXO7OI+RZ3JpmGrU1tXVFQkJCahTpw6+/vprfPnll+jQoQMMDQ3VIvZz587F2rVr8dVXX6FNmzYYOHCgpopfZJ4/f45vv/0W2dnZIuIdGhqKLVu24NChQ6hUqRJGjRoFpVKJVatWoWPHjujSpYuGS51feHg4Bg4ciMTERJQtWxYzZ85Ew4YNAfw9wr1nzx54eXnh22+/hSRJuH37NlJTU7F161ZIkiSi4fpGvvZ37tyJyZMno0OHDujevTvKlSuHzMxMfP/99+Kz8nf17NkzBAQE4Ntvv4Wrq+sHz+CQR6ITEhKwatUqnD9/Hps3b8bHH3+sNgMhNDQUu3btwv79+/H999/Dw8MD9erVw9dff/1Bf18TZs2ahSNHjmDy5MmoW7cucnJysHLlSpw+fRr29vbw9/dHVlYWLCwsMH78eJiZmYnvQZulpaWhQYMGeP36NQDAx8cHrVq1AvDmWgMg6trbt29j9+7d2LRpE5YuXYr69etrpMwfSq4bUlNT4erqilevXuGPP/6AUqlEZGQk6tWrhxYtWqBu3bpiBl54eDjOnz+P58+fo3bt2qI+0gbZ2dmYM2cOdu7ciczMTPz+++/w8fGBmZkZgPyzvaZNm4YLFy7gyJEjarOftB2pjEzLsrOzsXLlSmzcuBGvX79Gs2bNMH78eFSqVAlxcXFIT09HlSpVNFTif0f1uNq0aYPbt2+jVKlSop4dOXIkPDw8AAC3bt3CqVOn8PTpU7x+/RoODg6wt7fHH3/8UeD3o43k+y8pKQkHDx7ElStX8Mknn6Bv375ithMAnDhxAjNmzMCzZ8/g4OAADw8P1KlTR4MlV7+X+vbtizNnzojjycvLAwA0a9YMI0eOxDfffIP4+HjMnTsXgYGBAN6sLvjQWdTa5Ny5c1ixYgUuX76ML7/8EpMmTULDhg1BRIiIiBB1kLZRPY9ZWVnIzc1FZmYmvvzySwBvZk+eP38e69atw507d+Ds7Aw3NzfcvXsXt27dwtChQ9Vmcmma6r3/4sULvHr1Cps2bcKNGzdQqlQpPHjwAMCbfoyrq6smi/reatSogeTkZHTs2BEDBgxA5cqVceHCBYwZMwYvX75E9erV0b17d9EfycvLQ15eHsqUKYPr16+Lma/ffPMNmjdvruGjKR7/1BY8f/4cu3fvxvbt2/Hy5Ut06NABAwcORIUKFXDt2jV89913+Pnnn4ulPZHvwxEjRuDGjRvYs2cPPvnkE0RERGD69Ol4+PAhQkJCkJ6ejo4dOyI9PR2HDx/W+pURADBixAgcOHAAn332Gdzd3fHnn3+K1QIAMHnyZGzduhWenp7o1asXKlasqPbz27dvx19//YXRo0eja9euxVv4YgunsX/k5+dHVlZWtHPnTvGaatQ5Li5ObYelJ0+e6PRW92+TRy2uXbtGw4cPJ2tra+rUqRMFBATQgwcPxOdevnxJK1asoAYNGogdgIyNjbVuJF911oGcxFwehZk9e3a+z69bt45q1aolcjzJowD6nmAzNTWV2rVr9485ZmbOnEnOzs6FvvWvPJqQmppKjo6OVL9+fWrevPk7d/B58eIFrVu3jho3bkySJGn1Dp4FUd3+3NnZWcxwioqKorZt21KfPn2IiOj27dtUs2ZNcb0OGzZMY2V+H7m5uXTp0iUaOnQoSZJEtWrVos2bN6uNPKmOjr569Uprkq1/qH79+pG9vT1t2bKFiIgePnwodtJycnKixYsXU1RUlPi8Nm9kkZqaSiEhIeTu7k6SJFHnzp3p2LFjaveiXC8qFAqx86wu5AiSyygnkT9//rzatuFEb3bPkmfbOTk5UWBgII0dO5ZsbW21fhtx2aJFi8jW1paWLVtGCQkJtGzZMqpduzZJkkS9e/cWs5nk8/j2jCZtHM1+m2oZBw0aJOpLeVfkHTt2qLXfsbGxNGLECDGDUltmQ40bN44sLCxo8uTJ9OzZM4qMjKTDhw+LnDKdOnVSS368detW8vDw0GCJP1xaWhpdvHiRIiIi1HadjY+PJx8fHzFjfMaMGbR+/XpycHCgWbNmabDE/9vBgwepf//+ZGNjQ506dVJr9xQKBd24cYPGjx9PlpaWZGZmRpIkUf369TVY4ncr6P6/c+cObdu2jUaMGEEODg46N5Pr3LlzZG5uLvIzNWrUiEJCQojozUxK1Q1wFi1alG824bp166hJkyb07NkzTRRf4x4+fEi7d++mkydPUnR0tFof5ujRo+Th4UGSJFGrVq1o/PjxJEkS9erVq9jL6eHhQfXq1SOiN32Z6dOnkyRJYlY6EYnZvY8ePSr28r2v1NRU0UbIu1x36tSJLl68KGagPX36lHr27EmSJFHPnj3p2LFj9PjxYyIiOnDgALVo0YKcnJw0MnOZg1xaIDk5mbp27UpNmzYViRbf3h5X3oVErhT1idwRTElJobp165KZmRk1aNCAqlevTqampjRo0CA6ffq02hKx06dPk7e3Nw0dOlRtWqi2yc3NpX379tGlS5do7969oqP/559/5tuJIikpie7cuaOWEFsXOvvv4+2g3atXr8jZ2ZkGDBhQ4OcVCgV5eXmRJEl0+vTpQv3bsvj4ePLy8iJra2uxXEG18Xl7N6ng4GBavHjxB5WlOMnHLf/vwIEDydLSUgQNN2/eTJIkiQeZrKwsatGiBdWuXZuGDh2q9Ttnqd4jubm59OzZM1q6dClZW1tT9erVadasWWoBnreTYuq68+fPk62tLS1cuFAkLj1z5gw1a9aMxowZQ82bNyczMzMaOnSoWtJ5baZQKCgqKoqmTJlCJiYm5OTkRCtWrFBb6vV2UEvbz6lq/TNr1iyx/MvT05OI8gfUp0+fLpKXS5IkljpoM/kYfHx8yNPTUy2R7pUrV8QmOnZ2dmrtti4EKN8mn8/58+eTJEk0fPhwun//Pq1evVo8yA4bNkxtJ1AiEqkXNPGQ/vY9cuPGDTI3N6eJEyeKHe3kz8i7tEqSRGPHjlU7R7oWYCD6+xo7efKkCKCrtnuq9u3bR61btxafsbOzK/RBtsIgH9OJEyfI2tqaatSoQZ07d6YlS5aIz6j2X2JjYykwMJB69+5Nffv2FQ+iml42+08K6re9vWRKF2RmZor7ydXVVQSRZ82aJYIFQUFBIgF/v379xG6SERER1KtXL3JxcdHJVBn/lXx9Hzx4kOrVqyfux3bt2tG2bdvU+gNRUVE0a9YscnBwIBMTE3J0dBT3bFFNFlD9vfKz+/r160mSJFq7di0FBQWRubk5TZkyRe3nxo8fT3Z2dmr9Um129+5datKkCZmZmdG4ceOobt26ZGdnR2vWrBHB2PDwcBo5ciRVrVqVrKysa4yZoAAAd29JREFUqE6dOmKjIAcHB5GGoLjxckUtoFQq0bZtWxARdu/eXeDUygsXLqBPnz5o166dziS5fl9jx47FmTNnMGzYMLRs2RKhoaE4dOgQ9uzZg2+++QadO3eGk5OTWMaWkZGBjz76SMOlzq+g8yd7+PAh5syZg5MnT6JUqVIYNmwYevTogVevXuHixYuws7PTySVw/8u5c+cgSRIqV66s9npiYiJat26NSpUqwd/fH+XLl4eBgYFa4sXU1FTUrVsXLi4umD59+geVIy0tDY8fP8bTp0/xzTffwMLCAkZGRkhLS8PZs2exfPlyREZGokGDBnB3d0etWrUAIF8yUG1NDvk21XIGBwejUaNGOHToEBYtWoQxY8bA0dERTZo0wW+//YbFixeLn3N1dYWtrS3GjBkjlgtrm7fPQVJSkpgmnZGRgStXrmDRokUIDw+Hg4MDOnbsiHr16ulcouT/JTAwEJMmTUJAQAAsLS2RlpaGVatWISgoCEuWLEFeXh6GDRuGmJgY/PTTTyhVqhTWr18vlrNoknwO4+LiEBsbiwcPHsDR0RFffPEFgDfn9NSpU1iyZAmeP3+OJk2aoH379rCzs9Nwyd+ffKwLFizA6tWrYWVlBVNTUzg5OaFGjRpQKBTIzc2FQqFApUqVAAAHDx5EREQEPv74Y/Ts2VNrr92378VRo0YhMTERa9asgUKhQNmyZQEAr1+/xtq1axEQEID09HS0a9cOo0eP1oklG6rkNv7+/fvo1KkTmjRpgn79+uHbb79FREQEhg4dCgMDAzx58gTff/89vLy84OTkJNqPrKwslCtXTiNlV01/IKdKWLRoERo1aiTeU00oP2jQIAQHB8Pf3x92dnY6s5RUlXxcz549Q5s2bfD555/D3t4ev/zyC7p37y6Ws8fExOCHH34AADx69Ah79+5F6dKlYWNjA3t7e61KHSGfh4yMDDRp0gRVqlTBwIEDYWtrK97fsGEDQkND8eOPP6Jnz56oVKmSSMMg9591pS+jy+RzlZ2djVGjRuH69eto1KgRbt26hZs3b6Jq1aoYP348LC0t8eTJE8yaNQsnTpxA6dKlYWVlhYcPHyIhIQFz585Fs2bNNH04xUL+zl68eAEXFxdUrFgRTZo0QWJiIi5fvoykpCS0bNkSbm5usLS0hKGhodjACgC++uormJiYFOk9K987y5Ytw9WrV7Fo0SI8evQIPXr0QFJSEipXrowKFSrgyJEj4mfCw8MxZcoUGBkZISAgQGvb9LdFRERg0KBB+PHHH1GjRg0cOXIEERERaNiwIQYMGAATExMkJyfj1KlTCA0NxenTp1G5cmXUrl0bTk5OsLKy0ki5dePb1WNKpRLZ2dn4/PPPcenSJdy5c0ftxpRv9Jo1a+LHH3/Eo0ePNF3kQiVXEnl5ecjOzoa9vT1atGiB0qVLo2bNmqhSpQrMzMywbt06zJkzB3fu3EGbNm1QtWpVrQxwyectLS0NkZGRuHv3Ln777TfY29sDAKpUqYJly5ZhzZo1WLJkCebMmYOQkBB8/PHHOHPmDJYtW6Z3Qa6EhAT06NEDrVu3xoQJE8R5y8vLQ6VKlVC7dm3s3LkTp0+fFrtP5ebmwtDQEIaGhnj9+jXKly//QY1BdnY2/P39ERQUhPv37wMAPvvsM6xatQqWlpb4+OOP0ahRI/zyyy9Ys2YN9u7di4cPH6JDhw5o3rw5vvjiC7XOv650CuVyjh49Gvv378fatWtRr149/Pzzz/j5558RGRmJuLg4tfwO586dQ2pqKoyMjLQywEVvZiCLY1u1ahVu3LiBZ8+ewcXFBd27d8dHH32EOnXq4JdffoG/vz+2bt2Khw8f4sGDB3BxcREPMvoiOzsbSUlJAIDY2Fjs2rULzs7OIo9M/fr1sXHjRgDAr7/+qhUBLvleiouLw7hx43D16lVkZWXhs88+w/jx49GyZUtUrFgRTZs2xR9//IGVK1fiwIEDuHfvHlq3bg13d3etvD4LIl+vkZGRWL9+PVxdXTFs2DARzHvy5Anmzp2Lly9fomzZsujSpQsaNmwIFxcXNG3aVOuDCvK9uGPHDty+fRvR0dHIyclBQkICvvjiC+Tm5oKI8Nlnn2HYsGGwsLDAmjVrsH37duTk5GDmzJkaPoL3I5+PM2fOoGzZsmjSpAm+/fZbKBQKnD9/HmXLlkW/fv1w/fp1bNy4EQMHDkTHjh3xxx9/wMXFpdh3A/X19UXlypXh4eEhcm7J7Rnwd85C+bhKlSolPtOwYUMEBwfjxYsXap/RJfJD7rRp0/D5559j3LhxcHR0FLnHFixYgKtXryI1NRW1a9dG37598csvv2DIkCEF/h5NkvvM8nnYuXMnMjIy0KpVKxHgunPnDpYtW4ajR4+KHfuuXLmCFStWiAC63A/Tlb6MLjMwMIBSqUSZMmXQunVr3L59GwYGBpg0aRK2bt2KHTt2oEuXLhg6dCi6d++OpUuXYsuWLVixYgVu376NKlWqoGfPniUmwAX8Xc9s3rwZFStWxKRJk+Do6Ii0tDSEhYVh06ZN2L59O+7evQt3d3c4ODigUqVKcHR0VPs9RXnPGhoa4v79+1iyZAlsbGwQFxcHU1NTLF68GGPGjMGzZ88gSRKuX7+Ob7/9Fg8ePMDKlStx69YtrF27Vq2e1WZEhF9//RWurq4IDAxEq1atMG3aNKxZswaHDh1CREQE+vfvD1dXV/EvMzMTRKTx53QOchWjgkbADA0NUa5cObGV8eTJkzF//nx88803aj9z7949MSKqi9s2F0Tu+L948QJ79+7FrVu34OjoiDJlyoiRzq+//hqtWrVClSpVsGnTJuzduxeRkZFo164dWrdurVUPOaSyJfhff/2F4OBgZGZmAgCcnZ3FNrdGRkbo0aMHbG1t4evriytXrsDAwAAtW7bUeDLawiaf42HDhqkFJlU3FGjbti0uX76M4cOH49GjRxgwYIDa9X3mzBmkpKTg559//s/lmDRpEoKCglClShW0b98epUuXxscff4z/+7//E58xMjKCJEkYO3YsqlatimXLlsHPzw/37t1D+/btYWlpqVP3nVx33L17F2fOnEGnTp3w888/o3z58jAxMQEAVKxYEaVKlRJbpMfGxmLLli1IS0uDu7u7ho9AXWpqKj755BPRaQeAKVOmYMuWLShfvjwyMzNx9+5dHDlyBGPHjkX16tXx448/YujQoahatSqWL1+OefPmITU1FSNHjtTw0RQeOWAXGRkJR0dH7N+/HwqFAj169BCf+eijj/DTTz+pjShqEhGJe2n48OG4evUq6tevj0qVKiEwMBCjR49GSEgIZsyYgXLlysHExATjx4+HtbU1ZsyYgQcPHmhV3f+/yO3+vn37RFDkiy++QGZmJk6ePIn58+cjOjoaX3/9NeLi4pCYmAgLCwt8/fXXWh9UkDvpO3bsgLe3t9p7ffr0waxZs0Ria7neb9iwIYyNjbFhwwb06dMHwD/PgNZWGRkZSElJEUl4Y2NjsW/fPvzf//0fXFxc4OLigsePH+PMmTPYsmULTE1N0bFjx2It48OHD7F69WoAb0bjR4wYIQbS5CBrcHAwGjduDENDw3z9ywoVKgCATmw+8k/Cw8MRFhaGpk2bigfhW7duYdu2bQgMDET58uUBAGvWrMGvv/6K1q1ba7K4+Tx58gSff/65CJDK90taWhpycnJQrVo1AG9mf65cuRJRUVFo2rQp3NzccPDgQezZswcXLlwoUYESbSIHEx0dHREXF4eJEyfixx9/xNSpU2FmZoY1a9Zg1qxZuHTpEry8vNCxY0e0aNECT548wY8//ohPPvlEw0dQfORAblJSEsqWLYuvvvpK3LMff/wxHBwc8P3338PMzAybNm3CtGnT0LFjRzRu3Fj0bYujfMCb+vXTTz/FgAED8PPPPyMnJwc2NjaYP38+VqxYgeDgYJw7dw4VK1YUs7tGjhyJWrVqqT0zajMDAwOULVsWgwcPRlRUFP766y9s2rQJU6dOhYmJCbZs2QJvb2/cuHEDPXr0wPfffy/qU40rhiWRJZ5CoRBba769NjgvL4+USiUlJSXR5MmTxfp/1S3EU1JSaNKkSSRJEh05cqQ4i14s5KStcg4g2du5c6Kjo2n16tVkbGxMkyZN0kBJ/5lc1sWLF4tcK6tWrSJ3d3cyNjam2rVr086dO9XW1CsUCjpw4ABdvHhR5EXQxfwk76Ka1FU2atQosrOzU8v1tG/fPqpTpw5JkkRubm504MABOn78OPn6+pKdnR21aNHiP5dh27ZtJEkSTZ48WS3Bs2q+GKL83/v169epV69eZGJiQk2aNKGDBw/+5zIUN7meycrKoiNHjlCdOnVEomM5YadSqaS0tDS1PDn29vZkbGxM/v7+mip6gW7evEn9+/en8+fPi/KfPXuWTExMaNy4cfT8+XO6c+cOjR07liwsLMjMzIwWL14sPpuTk0MRERE0bNgwncmD8D4uXbpET548oZycHGrVqhV1795d5N56+fIl9enTh9q0aZMvma2myHXlihUryNzcnFatWiXeGzt2rEj8XLt2bZGXhOhNLqCwsDBRV+raxhxz584lKysrkUB+3rx5ZGtrS/Xq1aMVK1aQQqGgTZs2kSRJdOjQIQ2X9t9LSEigWrVqkaenJ509e5bCwsKoc+fOJEkSWVlZ0ebNm8Vns7Oz89W1utrmBQQEkCRJtHv3biIi2rRpE5mZmalthDNhwgRxHRfUHhaHc+fOUf369UXC6+DgYPHe4MGDSZIk8vHxEa/J9+fr169pypQpZGVlRTdu3Cj2chemJ0+ekLGxscinGRoaSq6uriRJEnl5edGtW7coISGBateuTe7u7lqVdywjI4NsbGxo0aJFIn+TbPv27WJDBx8fH5EPzt/fX+QkunfvHkmSRFu3biUi7c9fqE9Uv+u38zLWqFFD5Fm+ePEiDRgwQCSfl+uUkurmzZvUrFkzcnNzo+7duxPRm36cav64lJQUCg4Opi5duoiE6MXZx5k1axb17NmTHB0dRX4w1fOdlZVFISEhNHz4cBo1ahTNmDFDbJRDpN39l7fbZLmssbGx1L59e+rQoQPFxsZSXl4eHTt2jPr06SMS/x87dkxrcsdxkKsYjBgxgiwtLWno0KG0cOFCOnPmDCUmJlJKSora5xQKBc2dO1c0Uq1ataKuXbuSk5MTmZiYkLe3t4aOoOjJAT45yalqRaVaqaWmptKFCxe0tlOcmJhILVq0IC8vL9HBiIuLoxUrVojdzry8vCg6OrrACk6fOh/Xr18nMzMz8ZCal5dHGRkZNHz4cHGuFy5cKD4fERFB/fr1Ew+48u6Z3bt3/8+7kCQkJJCzszP17t1bJFn9p53lUlNTae3atRQfH09KpZJiY2Np0aJFZGxsTNeuXftPZdCkYcOGid281q5dK15XKpXiWsvMzKSpU6eSo6Mj9enTR20XV22xZs0akiSJWrZsSVu2bKHY2Fhau3YttWjRQu2BMicnh7Zt20YuLi4kSRJ17dqVIiMjxfuqQU5do1pfZGRkiA6G/LpSqSSFQkFubm7UoEEDEfTy9/cnGxsbWrZsmaaKTjk5Ofnq7JcvX5Krqyv1799f1JXR0dHk6elJQ4YMEUl6JUmimTNnUlxcnEjuSqSbdeXBgwdJkiRq27YttW/fXuwCevnyZdEpDAkJ0YkBLdXv/+nTp9SiRQs6fPiw2meWLl1KFhYWJEkSDRo06J3tuq569eoVzZkzR7RxLVu2pK5du4pAhFKppB49elD37t3VNpQpLqr1vEKhoNGjR4t7aurUqZSRkUFRUVGivnRzc6OzZ8/Sw4cPKSEhgWbNmkVWVlY0ZsyYYi/7h1KtL9PS0ig1NZWaN29OtWrVos6dO4sdrxcsWECJiYlE9Ob7cnNzo27dumnNA6hSqaTnz5/TgAED1Aba5PsnNTVV7CwnSRI1adKEtm3bpvY7AgICyMLCgvbs2VOsZS/J3h5EJVK/Jh89ekQtW7akli1bikT68fHxtHjxYpF8fsCAATqZZL8wnDx5UlzTlpaWapuuqbYdeXl5FBkZSWPHjiU/P79iK19KSorYxElu3971nFJQX0Vb+y8RERH5npHergsPHDhAlpaWNH36dPFaVFQU+fn5ickKu3btKpby/i8c5CpioaGhJEkSWVtbi5E0SZLI2dmZOnfuTEuXLqVTp06pPYjdvHmTRo8eTa1btyY7Ozvq0qUL+fv7a02jW5hUR8tCQkKoRo0aJEkStW/fXm0EX5s7xKrnJSoqihwdHWndunVEpF7ukJAQ6tWrF0mSRE2bNqXjx4//Y8BF1zk7O1OLFi0KHAHevn272F2sY8eOYmaDUqmkM2fOUFBQEC1dupQuXrz4QaPfx48fJysrq381MykvL4/8/PxIkiTat2+feD0zM1MEyLSdfD3JwZyLFy9S//79SZIkMjMzow0bNqh1mlTvv5cvXxZvYf+lGTNmkK+vL23evJnq169PVatWpTlz5tCwYcPIzc1NfE71XgoLCxMBvho1aoj7UR+sWrWKWrduTSYmJjRkyBA6fPiw2BmN6M3sIEmSqHPnzuTu7k5Vq1aldu3aaa7ARDRt2jS6ePGiWqArNjaWatWqJWaQ5Obm0oEDB8ja2pqOHj1KRCTuR/mfLs1uUiV3aJOTk0VAWd6RT3XXIYVCQYsXLyYrK6sP3k22qMnHtHv3bpo6dSqZm5vT9evXiYjURnEvX75Mbm5uJEkSOTk50YEDBzRR3EKl2q6/fv2aFAoFxcfHU5MmTdS2rQ8JCaEGDRrQxIkTNVFMQbW8hw8fFrt2tm7dmu7du0eJiYliRpc8+87MzEwMFGhz/+t/mTFjBq1YsYKIiI4ePUodO3YUO1yvXr1a7bOXLl2i+vXr04gRIzRR1ALFx8eL/y/Pzl26dCkNGTKE7t69K947cOAABQYGigEDuT0MDQ2lzp07U/369UV7r60P2Ppiy5YtNGjQIPL396eEhAS1wRlVUVFRVLt2berevbta/yskJIRcXV2pWbNmxVVkrZSQkCBmCBkbG9OqVavEtZuXl6fWn1D9jovrWfnp06e0efNmat68OZmYmJCXlxeFhYXl2/Fbpu33nfwM7uLiQuvWraPTp0+LAYC3BQQEkKmpKS1fvly8lpmZSYGBgeTp6ak1qwZ4d8Uilp6ejhEjRuD8+fNYuHAhPvvsM+zbtw93797F1atXAUAksq5ZsyZ+//13sd4YAL788kuN7cJTFOitvBtvJ9hPS0vDmDFjcPz4cZQvXx69evVCr169ULp0aZGHR1vzdsi5Yh4/fowJEybAyckJRIS8vDyR4+Lp06fYvn07AgMDER8fDy8vL3h4eGi24EXA29sb+/btw9SpU9GiRQvxumq+j4iICCxfvhxHjx5F2bJlMXr06ELLAyVfT9u2bcOkSZNw4sQJfPvtt/+Y9yU3NxcHDhzAmDFjUKVKFWzevBmfffaZ1l5vstzcXERGRiIwMBCRkZEoVaoUPvroI7i4uMDBwQHp6ek4evQoli1bBiJChw4d0Lp1a5EnJzc3F0ZGRuI4/+k7Km7BwcEYNGgQBg4ciE6dOuHu3bvYsGEDTp06BSLCl19+iQ0bNqBKlSoA1K+vtLQ0bN++HcuXL0daWhouX76sc7u4yeQcEMeOHcPAgQPx7bff4vPPP0d0dDSMjIzQtm1btGjRApIkIS4uDkuXLsXx48eRnJyMevXqYcyYMRpLtr9o0SIsWbIEPj4+aNWqlXg9JiYGDRo0QIsWLTBnzhxkZWWhb9++SElJwe7duwEA165dQ+fOnVG7dm1UqVIFXl5eGjmGDyXvaAYACoUCaWlpePHiBczNzUW7RkQICgrCvHnz8Pvvv2PNmjWaLPL/RERISUlBrVq1kJeXh08++QQDBgwQ7Vl2djZKly4tdoCbN2+e2Pzg0KFD+OWXXzRY+vcj91OuXbuG0NBQREdHo1q1amjTpo34jFKpRN++fXH69GlMmTIFBgYG2LhxI169eoWDBw+KhN+aolo37tmzBxMnTkR2drZIgN2hQwecOnUKZ86cwYMHD/DZZ5+hYcOGsLOzw1dffaXRsv9XycnJ8PDwwIMHD7BmzRpUr14dcXFxyMzMxHfffSfy+uXl5SEqKgqLFi1CSEgIAgMD8fvvv2t858GYmBg0b94c3bt3x+DBgwG8yU3ZoUMHPHjwAFZWVujcubPaxjHAm93YDx06BENDQ4SEhCAlJQVLlixBzZo1dSLRtS67ffu2Wr1QuXJlWFhYwMzMDK1bt0b58uXFLtB5eXnYtm0bFi5ciP79+6Nr167i5549e4aPPvpI4/VGcXpX39Pf3x8zZswAADRq1AhDhw4V/VfVtlUT0tLSEB4ejvXr1+PUqVOoWrUq3N3dUadOHXz++ecAtKtP/S5ZWVmoWbMmMjMzRd7bChUq4LPPPkPjxo1hb2+P3377TcQmMjIyMHHiRNy6dQu+vr6wsLAQvyslJQWffvqppg5FDQe5ipB8YT979gw9e/ZESkoKNmzYIBrP8PBw3LhxA48fP8bmzZvVfvann37Cp59+CmNjYwwePBiVK1fW+pvkfdy/fx+XL1/GzZs3UaFCBfz666+wsbGBsbExgDc7xkyePBm5ublwcnJCv379YGlpqeFSv1t2djZ8fX2xfft2ZGVl4ffff8fs2bNFEkTVQEJeXh4OHjyIgIAATJ06FX/88YeGS1+4Tpw4gf79+6Nnz57o06cPPvnkk3d2rLKysuDv748NGzYgISEBzs7OmDRpEr744otCaRiWL1+O+fPnY8uWLahWrdq/+p29e/dGaGgotm/fjl9//VXr77t58+Zh69atYhfKTz/9FHFxcQAAS0tLdOrUCVWrVsXTp0+xePFi3Lx5Ew4ODujYsSPq1auntcn009LSUL9+fZiammLChAn47bffQER48uQJDh06hMDAQERHR6NVq1bw8PAQdYdSqVRL6CnvXirvPKWrcnJy0KtXLxARxo4di++//x4XLlzAxo0bcfnyZdSqVQudO3dG3bp1oVQqkZGRgaSkJLWHueJ269YttG3bFu3atcPAgQPzPSyPHTsWKSkp8PX1xe3bt9G5c2csXrwYDRs2BADcvHkT3bp1w/z581GnTh2xE6+2P6TJZXz06BEuXbqECxcuIDMzE+bm5qhWrZraBiNr1qzBqVOnkJGRgYcPH+K7777Dhg0bdObhJjExERMmTMCJEycAAAMHDkS/fv1gZGQEpVKJ3Nxccf3t27cPL168QO/evXWi4w/8fS6fPn2KLl26IDY2Vrxna2uLKVOmiAeuwMBA/PXXX2LDmcqVK2Py5Mniei5O7/p+7969izlz5uDmzZvo2bMn/Pz8AABOTk6YMGECvvvuOwAQm//ousOHD2PkyJGoU6cOli5dqvadhIeHY8GCBcjKysKDBw+Qm5uLwYMHo3PnzhoPcAHAkSNHxA6PDg4O8PLywu+//4709HQsWLAA/v7++Pjjj9GuXTt06dIF33zzDXJycrBt2zZMmzYNpUuXhrW1Ndq0aYOWLVvqzD2ny5YvX46VK1ciIyMDVapUwffff4/r168jLS0NpUuXhpWVlQh4ffP/2rvzuJj2Nw7gnxZxk53sutZpkyhpsRTZl2TLvu/Cte9rZMu+XEmEClkS11KWQoi6hMhShGgPldI2z+8Przm/GeVe19LM5Hm/Xvd1M3Nm+p5mzjnf73Oe7/OtXh1aWlpYt24d9u/fD3d3d5iZmcl7F4qc9LGWn5+Ply9fQlNTE+rq6sLiGFFRUZg9ezYePnyIGjVqYPLkybC3twdQNEEk6TampKQgKSkJZcuWRfny5aGpqYnExET4+PjA09MTRAQHBwf06NEDDRo0+Knt+lGeP3+O7du34+rVq8jKykKPHj3w4cMHJCUl4enTp3j//j0qV66M1q1bw9raGnp6eihXrhz69u2LypUrw9XVVTFvIhdFutivTiwW0759+0gkEtGYMWNkppYQEa1bt06ouXXgwAEaNGgQdevWjUQiEVlZWcmn0T+BJOVdksIvSYs3NjYmPT09atOmjcy0spcvX9KgQYOEv4M8alr8F+np6RQUFCS0ediwYXTx4kWZdFXptH9JOmdxmoaakZFBzZs3p6FDhwoFvqVTdMPDw4WpSNJ/l+vXr9OwYcOEz/pHTWk5f/48iUQi2rRp079uK0nvd3JyIpFIRHfv3v0hbfiZDh8+TAYGBjR8+HAKDw+nly9fUlJSEgUFBdHYsWPJ0NCQjIyMyMnJiV68eEGvXr2iRYsWkb6+PtnY2JCrqyu9evVK3rtRqNGjR5OlpSVdunSpwHPv3r2jgIAA4TszevRounTpksw0KWWeYvM5yTlixIgR5OzsLDyel5dHjx8/ptWrV1PTpk2pVatWtHPnTmGhE3mztbWlnj17fvFYevXqFb148YKIiLZu3UpNmjShhw8fEtGnqTmbNm0iMzMzunXrVpG1+XtJzmsvX76krl27Cos6tGrVinR1dcnExISmT59O2dnZlJ2dTT4+PtS9e3eysLCgVatWUUREhJz34OtI14MjIqFgvqSWzJMnT4TnCpuWr2zXvREjRpCNjQ15eXlRaGioMI3GyMiIvLy8hO3CwsLI1dWVDh8+LEzfLEovX76UmYYuXZcrPT2dXFxcSCQS0YULF4iIKDIyknr27Cl8T318fIq8zT/bnj17SCQS0dq1a2Uej4yMpClTppClpSWNGzdOZsEnRZla9PTpU5nP5+DBg8Jz/v7+Qq3XkSNH0tWrV4XnHjx4QPfu3ZMpT6Ao+1ScZWdnk6+vLzk4OAiLZF26dImOHz9OmzdvJmtra9LV1SVdXV2yt7en5cuX06VLl8je3p7s7e2F69+vyNfXl8aOHUtmZmZkaGhIDg4OtGHDBplaV5Lzl0gkoqlTp35xOt2PJLmmJycn04YNG6hly5ZCG0aMGEGenp707t07oQj7wIEDSU9Pj0aPHk3nzp1T2BrSn3v9+jV5enpShw4dyMzMjNavX0/nz5+nqKgo8vDwoGHDhpGFhQWJRCIyNTWl2bNn06JFi8jAwIAWLFhQILahCDjIVYRWr15NIpGItm7dKjwmqdk1efJkevPmDRF9mtcaGxtLf//9N71+/Vpezf2hJB3atLQ0Mjc3pz59+ggrMERGRgpFeIODgyk7O1tmfrWLi4vS1NTJzs6mqKgoWrp0Kenp6QmBBMnKG0SkUKv2/Gjjxo0jc3NzunjxovCY5LN//fo1TZkyhfT19YU6E9IDnZSUFFq/fr1w8foRnj59SiYmJtSyZUthNcd/G1zNmTOHzM3N6f79+z+kDT/Ly5cvycDAgCZOnFjoioHp6enk6ekpDLSnTp0q1Oo6ceIEdezYkUQiEU2YMKHAIhjyduTIkQILE0hWopX+d2RkJK1cuZKMjY3JxsaG3NzcZAI8yjaQ/pz0KpmSouyS+jLSUlJSyM/Pj3r27EmNGzemcePGUUhISFE3V8aiRYvIyMiI/Pz8hMcknb309HSKjY2V+Xwkq4RJFj44evQotWvXjiZOnFi0Df8O0t/Pvn37Urt27YSgQXx8vLDAiuQzTElJofz8fMrKylL4mzhEBQfJkkCdRFRUFPXq1YtEIhFZW1vT0aNHheeUNeicn59P6enpwoBL8jfIzMykXbt2kaWlpXAeTUhIEF4jD/fv3ycbGxtyd3cXajNJO3nyJBkbG9O8efOISLYvsm7dOmHgNn36dKUZmH2usHo4sbGxNHDgQGrSpIlMAWuiTzXVPv9uKsJ1QywWy3wG0p/PtGnThD5lfHy8UH+yVatW5OrqqpCDzV/NkydPhEWW7O3tyc/Pj7KzsyknJ4euXLlCu3fvpu7du1OTJk1k6k6uWbPmlwpGSr7jR44cIUNDQ7K2tqa5c+fSkiVLhCLmI0eOlLnOhIaGCvWbf3btJ+nPYvjw4aSvr08DBgyg+fPn0/jx48nMzIz09fVp3rx5QjAuMjJSGO9LF2dXBpmZmXT9+nUaN24c6erqkoODg5B0kJWVRfHx8XTkyBFydHQU6ipLbvZIYhiKhINcRUBywXz06BHZ2tqSSCSigIAAys/PJxsbG7K1tRWKrCtrR/Brubi4UNOmTWVWiTl37hyZmZkJxT7XrFlDHh4eCn2il15ONTw8nI4dOyZTIDQ1NZV8fX3J1taW9PX1afr06XTz5k15NbdIHDt2jEQiEe3atUu4IEm+z9nZ2eTm5iYsbU0k25GU/jkoKOiHBgL37t1Lenp6NHjw4C9muEi+a48ePRKWLVaUJXC/xN7entq3b19oMEP673n9+nXq3bs3iUQimjhxIqWlpVFubi5FRkbSyJEjaf369UXZ7H8lCd6JRKIvLlwgfW5ITk4mX19f6tGjBxkYGNCMGTPoxo0bSr+og6Tz9/r1axo9erSQ/Wpra0u3b98uMBDLycmhu3fv0rx580gkEtHly5fl0WwiIrp06ZLQYZcEbyT7IxaLaf/+/dS+fXuZDK/Q0FChIHbr1q2FQZukIK+iDrofPXokc+4nIjp79iwZGBiQq6ur8D28desW9ejRg7p160ZEn7JLFi1apDSrZ0n+/jk5OXThwgWaO3cu9evXj6ZPn06bNm2SObdK321ftGiRUt6skz6+8vLyyMbGhjw9PYmIhNUTiYhu3LghZJS2bNmywAqTRenIkSNkbGxMJiYmNG/ePAoLCxOeu3v3Ltnb25ONjY3wWH5+vkyf88aNG2RgYEA7duwo0nZ/K+nrgKTP8KW+w9OnT6lVq1Zkb28vEwRS5H4mkeyY4Pbt20JQ1dbWVsiKJ/pU7Lx58+ZCEEyZsl+Lqw8fPpCHhwdZW1tT48aNacmSJULmssT169fp+PHjNGbMGDIwMCgWC3N8LcmxFx8fT6ampjRp0iRhMYWUlBRatGiRMKsiISGBbt68KRzfubm5Qt/wZ/YNJG3ctWsX6erq0vbt24VrekpKCoWFhdH48eNJJBLJrEKblJRE586dU9rFHl68eEHbt28nCwsLMjExobVr18rcTM/IyKCEhAS6cuUKTZ8+XWETUTjIVcSCg4OpadOmNHLkSBo3bhzp6enRvn37hOeV7UD4L/Lz82nu3LnUunVrIaMkIiKCHBwcyMrKinJycig3N5d69OhBrVq1oqSkJIUM+knaFB8fTyNHjhTuxJiZmclkLXz8+JEePHhAU6dOJZFIRN26daM9e/Yo/eC7MO/fvxdWDJs7d67MIIDo03LAlpaWNHLkSOGxz7/rP+vuaUZGBk2aNIlEIhFZWFgUOv2N6NMFS3L3RToIq4g2b95Murq65OPjI/zd/unv+fLlS+rWrRsZGRnJBMUULYOL6FPwrmXLljRy5EgSiUSkp6dH27dvL/Cdkt7f7OxsunPnDs2ZM4eMjIzI3NxcKaabfg1JlmuXLl3IxsaGdHV1adCgQXTlypVCA7GvX7+WWZm2qGVmZpKlpSUNGjRICHxIn8dDQ0OpU6dO1L59+wKvvX37Ng0dOpR69epFCxYsoNu3bxOR4ga4JJ3zAwcOENH/v5OHDx8mkUhEkZGRRPRpWuasWbNIJBIJnfgFCxbIPRj5LRYvXkyGhoZkYGBAZmZmZGpqKgy6T548KWwXGhpKHTp0EAJdykT63Ont7U3r16+nzp070/Lly4XHpa/jKSkptG7dOjIxMSGRSETnz58v0vZK5ObmUkhICI0aNYpEIhH17t2b/Pz8hOxykUgkZDRLH5PSWbKK2Of6kjlz5tDOnTtlPov+/fvTlClTaO/evcL5Q7Iq4ZEjR8jAwIDmzp1L7969U5r+tnTgTjLwl/zn5OQkBMqfPHkiXDfnz58vr+YyKWKxmP7++28aO3YsiUQi6tu3L124cKHQbLtnz54VfQMVgKenJxkYGNCJEyeEx44dO0ZGRka0dOlSIiJauHAhDR48+IsrVf4oubm5BfobKSkp1KtXL7KzsxMyZKWvEfHx8TR37lwSiURCX0CaImSGfi3pc2JaWhqdP3+eBg8eLGTUnT9/ntLT02Veo6j9MyIOchUZ6S+OZIl3AwMDmj17tjDQVKYD4VtNnz6dTExM6OPHj/T27VtasWIFiUQimUGZZKCqiCd86c9x4MCBwjSFBQsWkL6+vnAXTTIgF4vFlJiYKNRkW7Bggbya/tN5e3sLS8X36NFD+Eyjo6NpxIgR1KxZswJZHUUlPz+ftm3bJjOX39/fnx4+fEiZmZl09+5dGjduHJmYmNCSJUuKtG3/VUREhHDBka5V8KUOu+S8EhQURCKRiKZMmaKwA5mNGzeSnp4e+fr6UnZ2Nh04cEAIng4bNowePXr0j6+Pi4sjV1dXGjduXBG1+Oc6c+YMmZmZCXfJ7ty5Q87OzmRqakqWlpbk5uamcCni8+fPJ5FIRDNnziyQOfn69WuaNm0a6enpCd/d3NxcmbpBYrG4SOps/Ah37twhKysrMjExkZmiffDgQRKJRBQaGkq5ubm0d+9eEolEtHv3bmGbEydOkEgkolOnTsmj6f+J5BwiCd7NnDmT4uPjKT4+nl6+fCkMvI2NjWnv3r1C0CEvL4+WLFkiTONTlqCCxLJly2QCCp+Xm8jNzZU5l548eVLISJen+Ph42rBhA5mZmZGZmRkNHTqUDAwMaPPmzUT05UCWol4XCiOptykSicjR0ZGeP39OERERZGxsLGQ7iUQi6t+/Py1btoz8/f0pOTmZJk+eTBYWFjL1qxSN9HEi+Tk/P5+8vb1JT0+Ptm7dSsHBwULma+/evSk0NFR4jaurq5BdqmzHXHH19u1b2rRpE5mbm5OpqSlt2bKFXrx4wZ8P/b9mnuS6HxYWRt27d6eOHTsK2yxevJhEItFPz5RdsWIFhYSEyIxR0tPTqUOHDkK/srDxy99//02Ghobk6OioFOdRSeD83+IOYrGYHj16RKtWraKmTZtSmzZtyNXVVWHqvv4bDnLJwevXr4VCkpIOkzIcFP/V5wdPfn4+7dq1i0QiEfn4+Ah31VasWEFE/78Yz58/n6ysrBSyAKOkja6urmRoaEhubm7Cc/PmzSMjIyNh2oJ04E4ylUjyORfXgGZUVBTNnDmTRCIR6erq0oYNG2jNmjUyFyd5ftcjIyOFeeSSKXGSTISmTZvSsmXLFPquBBHRjh07yNDQkMzNzcnV1fWrg8Fv376lTp06UadOnRRyitSdO3dIJBLR4sWLhUEx0afOw5gxY4TP6uDBgwU6htL/zszMFO7cKxPJOUH6+Hj48CG1bdtWJpCVmppKR44cEQLKkydPptu3bytEhmhubi55eXlRz549ycDAgKZMmUKBgYHC859PWf78WJOe0qgMcnNzycfHh/T19WWyRENDQ4WbGv7+/tS6dWsaPHiwzGt9fHzIwMBAJvtJkb179446depEDg4OFB0dXeD5CxcukKmpKbVv377Qc5Kin1c/d+3aNdLX1xemfrm5uQlBhWHDhlFMTIywrfSxpyh9uezsbAoICKD+/fuTSCQiQ0NDCgwMlGmrshxnnxOLxeTu7i7sl0gkInNzcwoKCqL4+HiKi4sjHx8fmj59unCelNx8k9RJsrCwUKhs3+zsbLp48aLMtVm6nyjJjLSzsxMek8wmkPwd/vzzT5n3VLZjrrjLy8ujoKAg4ZgcN24c3bhxQyn7Kz+SpAZrQEAAxcXFCVlR0mPA06dPk56e3k/Nkt2yZQuJRKICC1CkpKSQlZUVde/eXXi8sBkUPXr0IAcHB6U4rzo7O/+nkiwpKSl04sQJoW83bdo0unz5ssKPZTnIVcQkX/7IyEhq164dWVlZ0b179+Tcqp9Dsq8eHh5CPar09HTq1asXGRkZUYsWLahr164yr5HUjejbt69CXKALS11NTEwkOzs7mjhxopC6KikKPXXqVOEELRKJaNWqVZSQkCCTYqsMJ8D/6vNir/v37ydra2sh2CW5AyKdsSEvOTk5dPbsWVqzZg05ODjQxIkTacGCBXT//n2Fr8NF9KkzfOLECerRowfp6urShAkT6Nq1a1/VUerbty/169evCFr5323ZsoVGjx4tDDykj7u0tDTavHmzUHNk+vTpSlnn57/o1KkTDRw4kNq3b19ocdWwsDCaO3cuNW7cmDp27EgeHh4K8f3Nz8+niIgImjZtGunr61Pnzp3pwIED5OvrS1ZWVv84ZVlZSTKcBg0aJHwvJdlNlpaW1KRJE5mpwS9evKCpU6eSubm50nyPo6KiqEWLFsL0EekME8nPkrqMktVsFSXg87WkO+xnzpwhOzs7evr0qfBYZGQkDR06lEQiETVr1kxmJUJFCDIXJjo6mlasWCEszrFly5avygBWBpIpvyNGjKDOnTsLgWVJFlNWVhbl5+dTWFgY7dmzh6ZOnSqsdCqpoaMogfXZs2eTvr4+bd++XebzISo8A1Z6+r4kU1QkEsnceGWK6c2bN7R06VIyNTUlfX19YVrtryoqKoqMjY1p4MCBtGHDBhKJRLR9+3Yi+v+YYePGjdS4ceMCC0f8KPfu3ROm1kvfZJVYtWqVkJgifc6QZEQ9e/aM2rVrR5MmTVLYa4GEp6enUDNVUjroa+Tk5FB4eLhw3lWGMgQc5JIDsVhMHz9+FA5mBwcHevXqlbyb9VPExcUJq4s8e/aMxGIx+fn5UefOnUlfX5+GDx9Oz58/p8jISPr7779p8ODBpKenRzdu3JB304mo8NTV+Ph4srS0pNWrVxPRp8H46dOnqVmzZkIhUMlnK/nv7Nmzcml/UZP+O0kycCSFcI8ePapwJ39Fa89/8fTpU5oxYwYZGhqSra0t7d+/v9Cpa5LOe3h4OFlZWdHMmTMVcoXP7OzsQs+D0gPPS5cuCTWqbGxsyN/fvyib+FPs2bOHPDw8ZI6d+/fvU5cuXcjMzIxEIhHt2LFDuMMvPRiLi4ujffv2kZmZGfXu3bvI2/5P3r59S25ubtSmTRsyNDQkKysratasmVCLRBG/g19L8p2U/swOHDhAhoaGNHz4cMrKyqKXL18K5z8LCwsKDg6mkJAQun//Po0dO5Z0dXUVsljr5yuYSkRHR5ORkZEwHa+wAFZiYiI1adKEZs2a9fMb+hP5+PjQnDlzyMbGRrjRJdlfsVhMW7ZsETKBZ86cqfDTazMyMsjHx4e6dOlC+vr6NHnyZLpy5YrSBSElJMddYmIijRs3jnr16kU7duwQApAdOnT44mA4NjaWrl+/TmvXrv1iDZ2ilpubK6yEbGBgQI6OjjLt/1IGrPT5R7KQjDL3aX4l2dnZdPjwYZo2bZq8m6IQ9uzZQ40bNyZdXV3q3LmzzHOBgYHUo0ePn9rHsbW1pZ49e34xu/POnTtkYWFBIpGIli9fXiBbedu2baSnpyfc+JB30PyfREZGkrW1NZmZmQk1Gv9Le9+8eUOHDh366fXRfgQOcsmZJOunsGXhiwtJMe9t27YJjwUGBsoUlpYEg6ysrMjd3V2Orf2/wlJXiT51kiSdW6JPd9SGDRtG9vb2wjZ///036enp0ZgxY2jVqlVF2Wy5kx4YfZ6BM3XqVIUL6IrFYoVPuf0Syeo9tra2QkHdO3fuFFjR5cOHD+Ti4kIGBgZKV+iaSPY7FRcXR8uXLxcGmc7Ozgo/yPySpKQkMjQ0pMWLFxfoMDx48ICWL19OlpaWZGRkRFu3bhVq2knLycmhy5cvC1mliiQvL49u3LhB48aNEwKT58+fp6SkJGEbRe4MFuZLUyyTk5Np5cqVQoZIZmYmvX79mpYsWUItWrSQuenRvHlzpVtaPCUlhbp3705WVlYUGxtLRP/P4pL8Dd68eUOmpqZKMe37S65fvy6UHOjQoYPMilLSAYTr168LU+E6duyo8EFbsVgsk2HZtWtX2rt3r8LV9Puvzp49S2ZmZrR+/XpKSUmh9evXC4sBrVu3TiiS/Pl1PiEhgfr3708dO3akuLg4eTVfIBaL6cGDB/85A1b6+JNQ1uDlr+hXCkpKvqcpKSkUFRVFV65cEZ6TLPxkZWUlZAm5uLjQypUrhQVOJAu5/Ohry6JFi8jIyEhm4TDJ70hPTxeud5GRkdSlSxdhrLp27VraunUrjRkzhvT19ZUqS/369etkYmJCPXv2/Ka+o7KMmTjIJSeSL0h4eDiJRCKhLlVxIjnI8/LyyNHRkUQiER07dkx4PiUlhfz8/GjTpk00Y8YMcnV1FU5i8vZvqatz586liRMnUmZmplB/RXqu+N27d8nY2JiCgoIKvev/K5A+CUrXIbC2ti4WGTiKQrJ6z7hx40hXV5d69uxJvr6+MoGEs2fPkomJCU2fPl2OLf0+nw9SfH19qVu3biQSiaht27aFTulTBlFRUfTkyRMi+tSh8vPzE/YzIyODDh48SHZ2diQSiWj06NH04MED4bWK3pGSePPmDW3atImaN29OZmZm5OzsLHOuV5b9uH79Og0dOpQuXLhACQkJBVb8fP/+vXCtk75xFRwcTEeOHCEnJydyc3Ojhw8fKmRQJDU1lY4fP07bt2+nmTNn0qlTp2QGYb6+vsKd9sKu1ZJsNk9Pz6Js9g93/PhxmVUjpYt6S/890tLSaObMmXT69Gl5NPObvH37lnbv3k02NjYkEomKxbVYstCDJNPpr7/+EgKQDg4OMtkZ0teRQ4cOkUgk+mlToL7Ft2bAKss5lP2aJOOfzMxMGjFihHDjx87OTmbFcz8/PxoxYoSQxa6np0fjxo0TtvnRwZVLly4JU/c+XxhLLBbT/v37ydbWlu7cuUNEn2pTrly5UrjJKilJMG/ePOEYVYaxXnp6urCwipOTE+Xk5ChEOZkfjYNcCkA6ml3cSA6Y69evU4sWLah79+4F6g1Ib6co/i119dWrV/TixQsiItq6dSs1adJEKJKYmZlJmzZtIjMzM7p161aRtVkRfb7MrpOTk1Ccf+7cub/UXayfLTU1lTZt2kSWlpbUtGlTcnZ2pmfPntGDBw9owIABZGVlVSzu8Ep3IJ4+fUqjR4+mOXPmyLFFP8748eNJJBLRypUrZc6ToaGhNGvWLNLX1ydLS0s6fPhwgQCLopMUwpZMNx0+fDidO3dOIeqIfY3MzEwyNzcXOrZdunShRYsW0YULF4hINvjh6OhIenp65OXlJa/m/mcBAQE0YMAAmezqMWPGyNzlTU1NFWqNiUQi2rBhA929e5eePHlCrq6uZGVlRT169BC2V7Tr+r+RDiAkJycLC15Ir3BK9Om6pohByq+Vl5dHV65cIScnJ3k35T+T7lNIfk5PT6f58+eTjY0NhYWFEdGnTNi5c+eSnp4eGRkZkYeHR4HPbPLkyYVm68tbccyAZYyIaMqUKaSnp0fjx4+nkSNHkrGxMenr65Ozs7OQzZ6YmEivXr2iq1ev0oMHD2TqRv3I731mZiZZWlrSoEGDhNUCpfvIoaGh1KlTJ2rfvn2B10ZFRdGFCxfo/Pnz9OLFC6GNypLhRPSpzzJq1Chq2rQpBQcHy7s5PwUHudh3K6w+QGHOnTtHBgYGBbJJFO1i/TWpq9InMh8fHxKJROTh4UFEREePHqV27drRxIkTi7bhCkz67+Xn50fm5uY0efJkObaoeJKs3jNw4EASiUQ0YMAAGjt2LIlEIpnVPpWd9DkjNzdX4c4h3yooKIi6du1KIpGIBg8eLNT4I/o06HZzc6N27doJqyoqyzLO0p49e0ZLliyhJk2aUNu2bWnNmjUKOdXycy9fvhSyX+bPny9kbIlEIurZsydt3bpVyAiJjY2lUaNGUYsWLej48eMyxdkV8bsaERFBJiYmZGVlRTt37qQbN26Qv7+/zE0a6Xbv3buXLC0tZaZgikQi6t27t7DyojIG1CX7KB2w3L17t7B/U6ZMkVlZUtlv0ihDxgHRp6mFkpuK0qTb//LlS+rYsSPZ2dkJgfPMzEzav38/derUSThnSvoiUVFR5ODgINRdU0TFJQOWMaJPx5y1tTVt2LBBeOzUqVPCLI9+/foVaWLA/PnzhdIzn/elClvs4Z+ynZTtWJScO0NCQqh58+bUrl074dyiTIG6f6NCRATGvlNeXh7U1dUBAFu3bkW1atXQqlUrlCxZEhUqVAAA5OTkwNnZGYcOHcLs2bMxdOhQqKqqQlVVVZ5NlxEYGIgJEyZg5MiRGD9+PMqWLYv8/HyoqamBiODp6YkDBw7AxcUFRkZGAICwsDCMGTMGWVlZqFq1KhISEqCtrY1jx46hSpUqwut/BUQEFRWVQp+T/jvExMSgdu3av8zfpajFxcXBzc0N/v7+SElJwYgRIzBnzhx5N+uHK47HVmpqKjZu3IgjR46gYsWK6N+/PwYMGIAqVaoAAC5fvoyDBw8iKCgIrq6uaNOmjZxb/N9lZmbi7Nmz2L59O9LS0hAYGIgyZcrIu1n/6tWrV5g4cSKys7Ph5eWF1NRUnD17Fjdu3MDdu3ehrq6OJk2aYNSoUUhNTcWOHTtQrVo1LFu2DA0bNoRYLFao652EnZ0dxGIxZs6cKfN9krRXcl6XPt5evHiBwMBAxMbG4sOHD2jZsiWMjIxQu3Zthd3Pz0n2JzU1FXfv3sWlS5eQnp6O33//HY0aNUKXLl0AAI8fP8bs2bPx+PFj6OjoYMKECejZs6d8G/+LyMzMxIABA5Cfnw9TU1N069YNFSpUQP369QtsGxERgQkTJsDU1BTz588XzplhYWHYtm0b+vTpg27dugH41B9NS0tDfn4+qlatWqT79F/k5OTg8uXLcHd3R3h4OCwsLNC/f3+0atUKmpqa8m4eY/9IekyQnp6OPn36YNmyZTA3Nxe2efz4MQ4ePAg/Pz8AwKRJk9CvXz+ULVv2p7UrLy8PPj4+OHLkCJ4+fYp27drB3t4e1tbWAIDdu3fDxcUFCxYswJAhQ5S+r/lP7d+7dy/WrFmDoUOHYv78+UXcsp+Lg1zsm124cAEeHh7YsmULKlasCOD/QSIAqFKlCmrXrg1LS0u0bdsW2traKF26NEaMGIHExETs3r0b9erVk+cuyMjKyoKtrS3q1q2LVatWoXbt2jLBu7CwMCxatAj5+fkICAiQee2dO3ewadMmZGRkQE9PD71790bTpk2V/sT4Jf8UzPq31wH4ptey/yYnJwe+vr64f/8+VqxYIe/msM/82zF06tQprFmzBsnJybCxscHQoUNhYWEBAHj+/DmePn2KDh06FFVzfzgiwr179yAWi5XiXCkJ3Jw5cwZLliyBrq4u1q1bB21tbXz8+BF3797F0aNHcffuXcTGxsLKygolS5bEpUuXYGpqis2bN6NSpUry3o0Cjh07hrVr12LSpEkYOnQoANmbVp87ePAgHj9+jKVLlwrf4W+9HsiTdCBu/PjxuHr1qvAdzM/PBwB06dIF06dPR61atQAA69atg7u7OwBg27ZtsLW1lU/jfyHz5s2Dr68vSpYsiezsbJQoUQLVqlWDrq4u+vTpA21tbejp6QEAcnNzsXfvXuzcuROLFi2Cvb298D4fPnxA6dKlAXx7/0Wenj9/jn379uHEiROoVKkSOnbsiGHDhil0gI792qSPs5iYGERGRmLFihWYOXMm7O3tkZubixIlSgD4dHyePHkS3t7eePr0KYyNjbFx40ZUr179p7VPLBYjMjIS7u7u8Pf3h46ODgYOHAgtLS24uLhAJBIJ53tlPGcAn26aSsbnEtLXOUmfa/HixfDx8cGiRYswaNAgeTT1p+AgF/smYrEYjo6OuHTpEsqVKwcnJydhwHX58mXExMTg3r17uHz5MjIyMqChoQFtbW20b98e1apVw9q1a6Gnp4eNGzeidu3act6bTxYsWIBjx46he/fumDJliky73rx5AxcXF5w7dw5nzpzB77//jry8POEEIenov3v3TshcK66kBwcxMTEICAjAx48fQUTo06cPqlSpAg0NDTm3kknk5OTw56GAJMdReHg4njx5gidPnqB9+/Zo0aKFsM3Lly+xevVqXLp0CbVr18aQIUPQu3dvYbDGisbnHdw///wTmzdvRr9+/bBs2TLhOSJCdHQ0oqKisHfvXmRkZCAxMRHp6ekK23lcvXo1jh8/Dl9fX9SsWfMfO/OpqakYO3YsIiIi8Oeff8LGxkZpsra+ZMGCBTh16hR69+6N0aNHIyMjAzExMdiwYQNevHgBExMTzJgxA82aNQMABAcHY9++fXBzc5Nzy4u/nJwcbNy4EUFBQXj+/DlatGgBfX19hIaGIj4+HsnJyahcuTLq1auHPn36QE9PDw0bNsT69euxb98+uLq6CjcGigNlzYBlvybJtcHb2xuurq7IyMjAhw8fYGlpibVr16Jy5coQi8UgImEsdfv2bezevRsPHjzA+fPni6Tv+u7dOxw9ehSenp5ISUlBuXLlkJWVhYsXL6J8+fIywThlEhERgcWLF8PAwAA9evRAxYoVC2TASvYtPDwckydPhpaWFtzd3VGjRg2lv7YDHORi3yEjIwNubm7YvXs38vPzYW9vDycnJ6irqwt3gl+9eoVnz54hIiIC58+fR1xcHN6/fy9EkdetW4fu3bvLe1e+O3VVekqjMkb7v8W2bdtw6NAhJCcnQ0NDAzk5OShTpgy6d++OUaNGoWbNmvJuImMKSXJ+vHfvHhwdHZGYmCg816NHD0ycOBG///47gE/nFk9PT2zZsgUfPnxAp06dsHLlSg50FYGsrCyUKlVKOKdLd3a3bt2K7du3Y/To0Zg5c2ahr79+/TqePn2K6OhoLF++vMja/V+MGjUKMTExuHjx4r925nNzc3Hw4EE4OzujQ4cO2LJlSxG29Me7e/cuBg8ejF69emHatGkoX768zNTMhQsXwtfXF71798aSJUv4ZoEc5Ofn4+rVq/Dw8EBISAjs7e3RuXNnaGpq4t27dzh8+DCioqIQHx8PTU1N1KtXD82aNYO/vz/q16+PxYsXQ0dHR9678cMoWwYs+zVJzqMPHjxAnz59UL16dZiamuL69etITk7G77//DicnJzRv3hyA7LU1OTkZ2dnZqFmz5j9mFf9I+fn5CA0NhYeHB4KCglCjRg3Mnz8fxsbGqFy5ssw+KQsXFxfs3r0bAKCmpobq1atDR0cHdnZ2qFmzJho3bixzTQsKCsLkyZPRsmVLbN68uVhc7zjIxb6J9IX1woUL2L59OyIjI1GjRg2sW7cOJiYmBV4juav99OlTnDt3DtnZ2diyZUuRnMC+xq+Quvq9JJ/7hQsX4OjoiHbt2mHYsGGoV68evLy88Oeff0JNTQ2hoaFQVVVFqVKlftm/FWP/pmPHjsjNzcXQoUNRpkwZ/PXXX7hx4wZq166NadOmwdbWVuhoPHjwADNmzICNjU2xrK+maO7fv4/NmzejdevWMDc3R6NGjWSej4+Px7p163D27FnMmjULgwYNEj4r6esjfVrgR+HuiIrFYojFYkyfPh0hISEIDg7+qk5tTk4OunTpArFYDF9fX5QpU0bh9u2fSF+PTpw4gblz52Lr1q1o37698LlJD6wmT56M8+fP48CBA2jevHmxuLutjN68eYNdu3bh+PHjqFKlCoYPHw4HBwdoaGjgxYsXiIuLE25SxsbGIjMzEwCwefNmdOzYUc6tZ+zXIX2OXbVqFa5fv44lS5bA1NQUL1++xO7du3H06FGIxWJMnDgRU6ZMAQBhmrg8g7ZxcXHw8fGBl5cXVFRU0LNnT9jb20NXVxeA8oz9Vq9eDQ0NDQwfPhwnT57EixcvcOPGDcTExAAANDU1UbVqVfTo0QP16tWDsbExqlatChcXF/j4+GDixIkYPny40l/vFCO6wJSOmpqaMA3K1tYWRAQnJye8efMGgwYNkjlx5eXlAQC0tLSgpaWFevXqwdbWFtnZ2QoT4AIAVVVVGBgYYPHixdDX14enpyfWrFkjpK6uX78eAJQ2dfVHUFNTQ3Z2Nnbs2IHGjRtj8uTJ0NXVBREJA6TNmzcjJycHmzdvxuDBgwstEMvYry44OBhZWVmYPn26UMTa3NwcR48exZEjRzB9+nQMHjwYY8aMQdWqVWFgYAA/Pz+ULFlSvg3/RRw8eBDBwcEIDg5G5cqV0alTJwwYMACVKlVC+fLlUa1aNYwfPx6RkZHYvXs3dHV1YWFhAbFYLNNJV1FRUchOsWTRl4YNGyIgIAAHDx7EoEGD/vGanJubCw0NDZQrVw55eXkoW7asQu7bP5EuoC/pm4jFYuE5AFBXVxe2sbW1xfnz5/HmzRsAUOoOvzKTzqxwd3eHs7Mzbt++jTFjxqBRo0bQ0dGBubk5Xrx4gaysLPj6+iIpKYkDXIwVMcl59NWrVyhdujSqVq0KU1NTAECdOnWwfPlyGBkZwc3NDTt27EBISAicnJwUYqxQvXp1TJgwAfr6+nB3d8e+ffvw5MkTpVrs4fz58/Dw8MCYMWNQsWJFDB8+XAjOXb16FfHx8QgMDERERAS2b9+OvLw8lClTBnZ2dqhVqxY0NTVx8OBB2NraCvUolRVncrFvIonuisViDBs2DHFxcQCA+vXrIzg4GPn5+dDT04OLi4tw4pLcHVWGyHBxTF39UWJiYjB48GC0bdtWmIIjKcZsYWGBLVu2wM/PD3PmzMGYMWMwY8YMObeYMcUgOQempqbi8uXLWLZsGU6dOiWzyAURCZkjoaGhMDIywtSpU2FhYaHw583iJDs7G9HR0QgICMDRo0eRnJyMMmXKwMrKCmZmZujatSvKlSuHV69ewdHRESkpKdi1axf09fXl3fT/JCwsDMOGDYNIJIKzszN0dXULvUZLrndxcXFC/aMNGzb81BWwfoS3b9/i0aNHePz4MXJyctC5c2eh3qZkoZxu3brBxcUFwP+P0c+zljds2CCstsjkKyoqCn/++Sf8/f1Ru3ZtjBs3Di1bthT6ZhKSG7FFNeWJMfbJtWvX8Mcff6BcuXKoWrUq9u7dK5SpkdwQf/ToEXbu3Ilz584BABYuXIjBgwfLs9kylHGxh4yMDLRt2xYGBgZYuHChMP4u7Jr+/PlzfPz4Ef7+/oiIiMCDBw+EDO/09HTs2LEDbdu2lcdu/DAc5GLfxcnJCcePH8ekSZMwfPhwqKurIyYmBl5eXjh69CiysrKwZMkSDBgwAMA/r9qkiIpL6uqP9Pr1a7Rr1w4jR47E7Nmzcf/+fTg7O+Ply5cICgpCiRIl8P79e3Ts2BEGBgbYvXv3L/c3YuxLPnz4gM6dO6NGjRpITU3FgQMHhE6T9PkxOjoahw4dwokTJ5Ceng4fHx8YGRnJs+m/rMTERFy+fBm3b9/GmTNnkJ2dDW1tbQwaNAitW7dGZGQk9uzZA01NTSxcuFDpPqeNGzfC1dUVBgYGWLt2bYE76tLfSy8vL2GFrFGjRsmjuV9Nkil5+fJlmWyt+fPnY8iQIQCAGTNm4PTp0xgxYoQwDVhyXU9LS8OmTZvg6+sLDw8PNGnSRG77wmRlZmbiyJEj2L9/P5KSktCvXz84ODigXr16XKOKMTm7efMm5s+fj4SEBBARli5dir59+wL4FHwuUaIEVFRUkJOTA09PT6xbtw5Tp07F+PHj5dxyWcq22MOYMWPw8OFDrFixAjY2NoVuU1gdP8kCcWfOnEFsbCxKliyJMWPGFEWTfyoOcrFv9vr1a4wcORJVq1bFjh07oKWlJdw5IyL4+vpi6dKlyMnJQdu2bbFixYoCS5kqg5ycHFy+fBnu7u4IDw+HhYWFUqWu/gx9+vRBRkYG1q5di3PnzmHPnj3YvXs3WrZsCQBISUlB79690aRJE6xfv16pApuM/UwpKSlYu3Ytzp8/j8zMTLRv3x6zZs1CnTp1AMgGFLKzs3HkyBE8f/4cixYtkmezGT4FPxITE+Ht7Y3Q0FDcu3cPlStXRuvWrfH8+XM8efIE3bp1w9y5c5VqSvvHjx+xYMECnD59Gurq6pg/fz7s7OygoaEhsx+nTp3Czp07oaamhpMnTwJQ7Bs9f/zxB86dO4c2bdrAxMQEz58/h6+vLwBg7ty5GD58OEJCQrBy5Uo8ffoU+vr6mDFjBmrUqIFy5cph9+7dOHjwIDp27IjVq1fLeW/Y54gI4eHh2LlzJy5fvgwTExMMHjwY1tbW+O233+TdPMZ+aRkZGVi/fj0OHjwIAOjfvz8WLFiAEiVKQCwWIy8vTyarS1GTB5RlsYejR49i4cKFmDRpEiZPngyg8AwuaYU9r6j79y04yMW+WUZGBrp27QpDQ0Ns375dqFUlfdCcOHECS5YsQXZ2NgDg3Llz0NHRUagT2NdSxtTVn8XV1RUbN25EzZo1kZiYCAcHByxcuFB4/uTJk3BycsLQoUOFky1jv5ovddYyMjIQHBwMV1dXREZGon379hgwYAAsLS2F10nXdipOnQ5lJv15xsXFISkpCV5eXggPD4e6ujqio6MBAGvWrIGdnZ08m/pNJJ1kADA2NoaVlRXq1q0LAAgNDcWxY8dQq1YtbN++HfXr11fozGwvLy84OTlh1KhRmD59unD8BAQEYOrUqWjRogX27NkDVVVVPHv2DGvXrkVQUBAA4LfffkNubi7y8vLQokULuLu7K+x+MuDdu3c4cOAA3N3dUaZMGfj7+/+yNyAZkwfJuO/GjRtQUVFB48aNhRWgz549i/Xr1yM2NhYNGzbEsmXL0KxZMwD/n1IsoWgBLmXx6tUrdO7cGXl5eWjUqBGcnJz+c+Zxcfzbc5CLfZP8/HxkZGSgX79+EIvF8PPzg6ampnCikwzK4uPj0a1bNzRu3Bi1atWCk5OTvJv+XZQtdfV7SU56ubm5iIuLQ2ZmJipXrozKlStj1apV2LdvHwBg1qxZ6NWrF1RUVBAYGIhdu3YhKysL58+fV6qMBsZ+hJycHCQkJKB27dpfvJOWl5eH6OhouLu74+TJk6hbty769++Pbt26oVKlSgB+7UUuFFVhHcFHjx7h3r17uHXrFkJCQhAYGKi0n1tCQgIWLFiAiIgIvHv3Tua5rl27wsHBAWZmZgpdW/PVq1fo1KkTOnTogBkzZqBWrVoyg6khQ4bg+fPn2L9/P3R0dIQA2LFjxxAZGYlnz55BS0sL7du3R4sWLaCtrS3P3WFfIT8/H4GBgShdurSwAISifj8ZK47evXsHGxsblC5dGlOnTkXr1q2FJIC4uDisWbNGqL/1xx9/KNzURGXWq1cvJCUloVGjRrh27RpUVVXh6OiIkSNHolSpUvJuntxwkIv9q3+K7np7e2P58uWwsbGBk5OTUPhTcoc3IiICjo6OWL58OaysrIpFNoKypK5+L8lnGB0djR07duDq1atIS0uDnZ0dZs6cCS0tLfj6+mLHjh1ITk5G6dKlUbp0aSQnJ6N27dpwdnaGiYmJvHeDsSI3c+ZMnD9/Hm3btkW9evXQtGlTGBgYQF1dvUBQ/O3btzhz5gz+/PNPpKWloXv37nBwcFC6uk6/osIG0h8+fBDuYCsrsViM6OhoPH36FI8fP0aNGjVQo0YNWFlZKUXgoFevXsjIyMCKFStgZmYmPC75vCZPnoz79+8LmVufZxMwxhj7b1JTU+Hj44O//voLMTExsLe3x4ABA1C/fn1hVWgvLy9s2bIF79+/R8OGDbFnzx5Urly52GUQFaVNmzZh165dcHZ2RpcuXeDj44Pdu3cjPj4e5ubmmDdvHkQikbybKRcc5GJf9E/ZCJJ/x8XFYdmyZQgKCoKBgQEcHR2FYncfPnzAxo0b4enpCQ8PD5ibm8trV9h/JP15d+/eHSkpKTAzM0OtWrXw+++/w87OTshUeP36NXx9fXHnzh3k5uaiVatWsLKyUrpVxhj7Ef7++28MGjQIpUuXRvny5fH69WsAgI6ODrS1tWFpaQlDQ0NUr14dDRo0EI61u3fv4s8//0RQUBB0dHTwxx9/oHPnznLeG8aUy9atW7Fjxw6sWLEC9vb2UFVVlZn+m5qaiu7du8PAwACdOnVCWFgYiAjZ2dkoWbIkqlatioSEBHTo0OGLhXsZY4wVlJeXh5CQEBw+fBgXL15Eo0aNMHbsWJibmws1mR89eoTFixfjyZMnuHXrFt9g+A7h4eHo378/HBwcMGnSJCHr+Pbt29i5cyeuXLmCMmXKYMaMGXBwcPjlgokc5GJf9LXZCB8/fsTixYuFQrQmJiaoUKECoqKiEBMTg169esHZ2Vleu8G+w6ZNm+Dh4YEFCxYIK6NIS0hIwIULFzBo0CBhkMDYr+zDhw+YMWMGrl+/ji1btqBcuXI4deoUHj9+jL///hsAoK6uDlVVVVhaWqJBgwYwMjKCsbEx3r59i1u3bmHVqlXw8vJC06ZN5bw3jCmPBw8eCAueLF26FHp6egBka9rNmzcPvr6+0NTURGZm5hff6+TJk2jUqFGRtJsxxpTZ53VEY2Ji8Ndff8HHxwfp6ekYMmQIevToAR0dHeEGeWxsLGrVqqXQtR0V3datW3Hv3j1MnjwZRkZGMte69PR07N27F56enkhLS0PXrl2FhVV+FRzkYoX6mmwEAwMDVK1aVUiDvHHjBvbs2YPY2FgkJCSgYcOGsLGxwdixY5ViigOTlZGRgUmTJiE1NRXe3t4oU6ZMgYy+OXPmwM/PDwcPHuQBOfvlSaZ2x8bGYvTo0UhLS8O+ffvQsGFDiMViREREIDw8HDExMfD29pZ5rY6ODipUqIBq1aph8ODBMDU1ldNeMKacjh8/jrVr1yI7Oxvdu3dHjx49ZI4jX19fzJs3Dw0aNICDg4MwwCpdujSeP3+OsmXL4vXr12jSpAksLCzkuCeMMaa4pMcCCQkJQu0t6TqimZmZCAoKwp49exAREYG2bdti4MCBMDQ0RPny5YtlofOilpOTg8TERNSqVUvmcenPJzAwEK6urggPD0eNGjUwd+5cdOjQQR7NLXIc5GKF+i/ZCObm5mjUqBFatWqF6tWrIzs7G9WrV4empiYHt5Rcp06dUKZMGRw5cgR5eXlQU1OTuSg9fvwYAwcOhI2NDVxcXLjYK2P4FOw6cOAAnJ2d0bp1a6xduxbly5cXnndxccGePXvQp08fNGrUCOfOncP79+/x9OlTVK5cGcHBwfJrPGNKKi8vD2FhYdi9ezeCg4NhaGgIBwcH9O7dGxkZGWjVqhUsLS0xY8YMNGjQQN7NZYwxpbZ48WLcuXMHM2bMgLW1NYBPmbMqKirCWODKlSuYNGkScnNzAQBOTk6FzgxhP5b0eCw+Ph5ubm44fPgw8vLyMGzYMIwfPx4VKlSQcyt/Lg5ysQK+Jxuhbt260NLSgp6eHiZPnswFBZWU5DswadIk3Lp1C+7u7kIh7M/vvnTu3Bl16tSBq6urvJrLmEJas2YN9u7dC0dHRzg6OgL4f5Zshw4dMG/ePFSvXh0fP35ESkoKEhISUK1atV8qnZyxHy0hIQHe3t44dOgQAKB///64evUq3r59izVr1gjF6CWDAMn/ObOAMca+Tk5ODubNm4fTp0+jcuXK6N+/PwYOHCjU3pKehrhw4UJhgarx48ejYcOG8mz6L4OIQERCsOvEiRNwd3fH06dPUbNmTRw5ckT4vIojTrlgBUg6eTVr1sTAgQORmpqKdevW4d27d1BVVYWRkRGGDh0qZGr169cPCxcuhKmpKdTV1XH//n1cunQJVapU4Q6jkpLEvq2trZGeno6lS5fixo0bAD59P3JycgAA0dHRyM7OhpqamvAYY786sVgMAOjZsydq166Nbdu24fz58xCLxZg1axZq166NAQMGoHr16sjLy0OpUqVQs2ZNNGvWjANcjH2nqlWrYtKkSVixYgV0dHTg6uqKhw8fwsLCArq6usJ2kv6JZADA/RXGGPs6GhoaWL9+PVavXg2xWIxt27Zh8eLFCAsLAwAhwJWTk4OYmBhoa2vD2dlZSJhgP58koy4/Px/Apz7pxo0b0apVKzRv3rxYB7gAzuRiX4GzEYq/f7qDvW7dOri7u6Nhw4bo27cvunfvjgoVKiApKQmurq7w9PTEpk2b0KlTpyJuNWOK79q1a5g8eTKaNm2KEiVK4MqVK5g7dy6GDh0K4J+PPcbY93n+/Dm8vb1x/Phx/PbbbxgyZAhsbW1Rv359AHz8McbYt8jOzgYRoVSpUoiJicHq1asRFBSEOnXqYPDgwejbty9+++03BAYGwtnZGR06dMCsWbPk3exflvS1rrDyM8URB7nYF0lS+B8/fgxHR0e8evUKW7duRbt27WBraws1NTUsX74cFhYWvDqGEpM+8UVGRuLOnTuoUaMGKlSogCZNmgAAPDw84Orqirdv36JGjRrQ19fHo0ePkJCQgJ49e8LJyUmeu8CYwpE+rjZt2oSdO3dCXV0dXbt2xcKFCwtdyIEx9uN9+PABZ86cgYeHB2JiYtCuXTv07dsXFhYW3G9hjLGvIFm578GDB7h06RJCQkKQkpKCBQsWoFWrVsjLyxNuen/8+BGNGzdGgwYNcPHiReTn5+Ps2bPQ1tbmGwtyJr0CY3HHQS72VTgbofiSDLT37NmDnTt3Ii0tDWpqavj999/Rq1cvODg4QEtLC48fP4aHhweuX7+O/Px8VKtWDXZ2dhg4cOAvc8Jk7Fu8efMGkyZNQmRkpJARyzcGGCs6RISHDx/C3d0d/v7+qFu3Lvr06YOOHTuievXq8m4eY4wpLElg5PXr1xgyZAji4+NRs2ZNlClTBhMnToStra2w7YMHD7B27VrcvHkTJUuWRN26dTFt2jS0adPmlwqwMPnjIBf7R5yNULxJPrt79+6hX79+MDY2Rps2bfDhwwccOnQIGRkZ6Nq1K0aMGAFDQ0MAwOvXr4UFBTQ0NOS8B4wpNsk59NGjR3B0dMTHjx/x559/onHjxvJuGmO/nHfv3uHYsWPw8vLCmzdvsGXLll9mOXXGGPseI0eOxOvXrzFlyhR07doVcXFxqFSpkjAWePXqFSpWrIjSpUvjxo0b0NTUhLa2Nt9IYHLBt5HZP5LOzurXrx8uX76MyMhI1K5dG2XKlOFsBCUnCU56eXmhQYMGmD9/vrCKYrdu3bBq1SqcPn0ajx49wpAhQ9C7d2/UrFkTALhwJGNfQUVFBUSEunXromvXrnB1dcXKlSvh4uKCWrVqybt5jP1Sypcvj+HDh6NRo0a4fPkyB7gYY+wr3L59G+Hh4bC3txfOm9LBq6ysLAwfPhzGxsZYv349LCwsZF7PM35YUeP0G/ZViAg1atTAqlWrUKtWLRw6dAj379/nAFcxkJOTgxo1aqBWrVpCgEssFkNXVxe7du3C5MmTERMTA2dnZ6xevRpRUVEAwNl7jH0lFRUVlCxZEtOmTYO9vT3Cw8Nx5swZeTeLsV+SmpoaWrVqhXnz5sm7KYwxphTy8/ORmZkplK3Jy8uTeT49PR01a9aEv78/oqOjC7yeA1ysqPEolX2Vz7MRkpOTsXLlSsTGxsq7aew7BAUFwdLSEidOnADwKZiZl5cnBLBKliyJSZMmYe/evWjQoAG8vLywYMECfPjwQY6tZkz5SDIf+/fvDwBISkqSZ3MY++VxbRjGGPs6kimJt27dQnZ2doEkB21tbUyaNAl5eXmFBrkYK2oc5GJfjbMRip/4+HhoaWkhIyMDERERuHXrlnDhkp6OaGZmhr1798LOzg6dO3dG6dKl5dVkxpSSJHDcpEkTuLm5YcGCBXJuEWOMMcbYv6tduzbq1q2LgIAAhISEyIwR8vPzAfz/5t3nWV6MyQMHudh/wtkIxUv//v2xYcMGmJiYIDk5GRMnToSvry+AT4Ny6YtYuXLlsGbNGgwfPlxOrWWseGjVqpW8m8AYY4wxVqjP16WrWLEiFi9ejBIlSmDevHk4duwY3r17B7FYDDU1NcTExCAwMBClSpXihXWYQuDVFdk3u3r1Kg/WlFBhq2Gmp6fDw8MDnp6eeP/+Pbp164aFCxeifPnywoWO59MzxhhjjDFWPH0+RoiLi4OWlhbEYjHKlSuHkydPYtOmTXjz5g2sra1haGiISpUq4fjx44iIiMD06dMxZsyYQscajBUlDnIx9ouQXHCICGKxGE+ePIGGhgZKliwprPIWFBQENzc3/P3336hevTqWLVuG1q1by7nljDHGGGOMsaJw4cIFBAQE4ObNm1BTU0PdunXRoUMHODg44MGDB9i/fz+uXbuG5ORkAECdOnXQo0cPODo6AuDVFJn8cZCLsV+A9B2V3bt3w9/fHw8ePICmpibKly8POzs7TJ48GQCQmJgINzc3HDp0CLm5uejTpw+WLVvGRXoZY4wxxhgrhvLz86Gmpobjx4/DyckJRIT69eujRIkSuHv3LogI1tbWWLp0KapUqYKUlBRhLFG/fn1UrFgRqqqqwvswJk8c5GLsFyAJcm3ZsgVubm6oX78+LC0tkZOTg+PHjyMzMxPdunXDunXrhDsvf/31FzZs2IB3794hNDSUL1iMMcYYY4wVM5Jxwps3b9ClSxc0bdoUf/zxB5o0aYLs7GxERUVh1apVCAsLg7GxMZYvX45GjRrJu9mMfREHuRgr5iQpww8fPkS/fv1gZ2eHqVOnQltbG/n5+Zg0aRKuXLmCgIAAZGdnIzk5GS1atAAAREVFQVVVFfXq1ZPzXjDGGGOMMcZ+FhcXF+zfvx8uLi7o0KEDANnZIKtWrcK+ffswevRozJw5U55NZewfcUU4xoo5SWZWQEAASpYsiY4dO0JbWxsfP37E/v37ERQUhD/++AO1atWCs7MzXFxckJGRAQBo0KABB7gYY4wxxhgrpiSrqb979w6lSpWCtbW18Liqqiry8vIAAI6OjmjYsCFOnDiBV69eyau5jP0rDnIxVszk5OQU+nh2djby8/Nhbm4OALh58yY8PDzQvHlzjB07FgBQq1Yt3L9/H48fPy6y9jLGGGOMMcbkQ3JDPDs7G2lpaXj8+DGISFhhXV1dHWKxGGXKlIG5uTkyMjLAk8GYIuMgF2PFyIMHD+Dq6oqUlJQCz1WtWhUfP37EzZs38fr1axw8eBDv37/Hxo0bhW1+//13qKqq8ooojDHGGGOMFUOpqamIjo5GfHw8EhIShH6/paUlAODs2bNQUVGBmpoa8vPzQUTClMXU1FSUK1dOyO5iTBGpy7sBjLEfZ/v27UhISEC3bt1QqVIlmecaN24sbFO3bl0EBQXBxcUFlStXBgDk5eXhxYsXKFu2bJG3mzHGGGOMMfbz3Lt3D+fOncOJEyeQmpqKSpUqQUVFBT179kSPHj1gZmaGNm3aYM+ePUhNTcWSJUvw22+/Ca+/du0aIiIiUL9+fS5nwhQaF55nrJgQi8V49OgR8vLyYGRkBAAIDAxEw4YNUatWLQDA7t27sWXLFuTk5MDY2BiHDh0SXv/XX39h3bp10NPTw86dO+WyD4wxxhhjjLEf68mTJ/jjjz8QExODxo0bo2zZslBTU0NQUBCATyVLhg4dCi0tLXh6euLhw4eoXLkyxo0bh/Lly+P9+/fYt28fEhMTceTIETRq1Aj5+fm8+jpTSBzkYqyYkaymePr0acyYMQO9evVCr1690LRpU2RlZWHfvn04ceIEUlJS0Lp1a1SpUgUZGRkICAhAuXLlcPToUVSsWFHeu8EYY4wxxhj7Abp164asrCyMHz8effv2RV5eHtTV1fHo0SN4e3sjICAAaWlpGDZsGDp37oxTp07hyJEj+Pjxo/Aeurq6GD16NLp168YBLqbQOMjFWDEVGhqKvXv34urVq2jYsCGGDh2K9u3bQ01NDVevXsWpU6dw6dIlYU59z5494eDggKZNm8q55YwxxhhjjLEfYfHixfDz88PChQvRt29f4XFJoCo/Px9nzpzB3r178fDhQ3Tt2hXr1q3Do0ePEBMTg9jYWNSuXRtNmzZFtWrVAPz/pjpjioiDXIwVY/Hx8Th58iQOHDiAzMxM9OnTBw4ODqhXrx6ICAkJCUhMTESFChVQu3ZteTeXMcYYY4wx9oMEBgZiwoQJGDlyJMaPH4+yZcvKBKjEYrFQVP7u3btYvnw5Hjx4gD59+mDFihWFvicHuJii4yAXY8WE9AUnISEBGhoaUFFRQZkyZRAcHIx9+/bh+vXraN68OYYNGwYzMzMuMs8YY4wxxlgxlJWVhXbt2qF+/fpYsWIFdHR0ZIJaEtJjiMTERIwdOxZxcXHw9vZG/fr1C2zDmKJT/fdNGGOKLi8vDyoqKnj27BmWLFmCrl27om3btti2bRuysrLQunVrzJ8/H2PHjkVkZCSWLl0KLy8vPHv2TN5NZ4wxxhhjjP1gy5cvR2pqKvT19VG+fHkAKBDgAiAEr/Ly8qCtrY2ePXvi/fv3uHr1aoFtGFMGHORiTMmJxWKoq6sDAGbOnImAgAA0a9YM3bt3h7a2NkqWLAkVFRU0aNAAEydOhJOTE7S1tbFjxw4sWbIEL168kPMeMMYYY4wxxn6UnJwclC9fHjVq1MDRo0exc+dOREZGQiwWf/E1kvFEu3btAIBvhjOlpS7vBjDGvo/kjszatWvx/PlzzJ8/XygqKb3ySXJyMu7evYvOnTtDR0cH7u7ueP36NXR0dOTWdsYYY4wxxtiPpaGhgZkzZ8Lc3By7du3C3r17ERERgWHDhqFFixYoU6YMABRanysjIwPq6uqoUaNGgW0YUwYc5GKsGEhOTkZoaCjq1auHTp06AUCBpX0XLFiAy5cv4+TJk9DX18fs2bOhqakpryYzxhhjjDHGfhI1NTW0adMGjRo1gpubG/z8/LBkyRIMHDgQXbt2xe+//15oAfqLFy9CQ0NDWJSKA1xM2fB0RcaKgbJlyyItLQ1ly5ZFmTJlkJubKxPgAgA7OzuoqqrC398fAFC1alXhLg5jjDHGGGOs+KlevTrmzp2LRYsWoXLlyti2bRvWrVuH69evIysrC8D/Z4bcuXMH586dQ/369dG1a1cAnzK5GFMmnMnFmJIoLFWYiJCfn4+cnBxoaGggOjoa79+/R7ly5YRMLsnrbG1toa2tjejoaDntAWOMMcYYY6yoaWhooGfPnjA0NMTOnTvh7++PJ0+eYOjQoWjbti1q1qyJ1NRUHD58GFFRUThx4gSAgjNDGFMGnMnFmJJQUVFBdnY2YmNjkZycjIyMDKioqEBdXR1aWlro378/EhMTMWfOHCQnJwsXpLy8PADA8+fPQURQV1dHfn6+PHeFMcYYY4wxVsQaNGiA5cuXY+bMmQCANWvWYMeOHQgLC8PJkydx4sQJTJs2Dbq6uhzgYkqLM7kYUwK5ubkICAiAj48PHj16hN9++w1t27bF9OnToaWlBeDTSihXr15FUFAQxo4diylTpsDa2holSpRAZmYmjh49ioSEBHTq1IkvWIwxxhhjjP2CNDU1MXToUBgZGcHV1RXHjx9HWFgYEhIS0Lx5c4wbNw7A/6cwMqZsVIgn2TKm8FasWIGjR49CS0sLNWvWxMePH2FtbY2xY8eidOnSwnYfP37EggULcPr0aQCAubk5tLW1ERkZiejoaNjb22PlypXy2g3GGGOMMcaYgnj79i08PT1x8OBBvH//HkFBQahSpQpncTGlxkEuxhTcoUOH4OTkBDs7OyxYsACampr4+PEjPn78iAoVKgjbSQrPA8DZs2fh6emJ2NhYpKamomHDhmjXrh0mTJjAd2UYY4wxxhhjAD7V3bpw4QIqVKgAMzMz5OXlQV2dJ3wx5cVBLsYUWEJCAuzt7dGsWTPMmjULOjo6Be6snD59Gvfu3UNUVBR0dHQwfPhw1KlTB+np6Xj79i3EYjFq1KgBDQ0NOe4JY4wxxhhjjDH2c3GIljEFdvHiRWRnZ6Njx47Q0dGRee7Ro0c4ffo03NzchMeuXbuGgIAAbNiwAWZmZihTpozwXGGrMzLGGGOMMcYYY8UFB7kYU0CSgFRqairEYjE6duwI4P/L+L548QIrV67E3bt3AQCDBg2CsbExoqKisH//fjg5OcHT0xPlypUT3pMDXIwxxhhjjDHGijMOcjGmgCQBqQ8fPiA3Nxf37t2Dqakp1NTUEB4ejsWLF+PJkyfQ1dVFz549MXz4cOG1qqqq+PPPP/Hy5Us0btxYTnvAGGOMMcYYY4wVLa5AzZgCs7GxAQBs3boVR48exfLlyzF//nw8efIEOjo6WLhwIfr37w8AyMzMBAC0atUKwKcAGWOMMcYYY4wx9qvgTC7GFFiTJk0wcuRIeHp64ubNmwAAdXV1tGnTBrNmzUKDBg0AfJreqKmpCQAICQlBuXLleNlfxhhjjDHGGGO/FA5yMabASpYsiZEjR6JevXp4/vw5UlNT0bZtWzRp0gQVK1aEWCyGqqqqUMMrOjoaN2/ehLa2NvT09OTdfMYYY4wxxhhjrMhwkIsxBVe+fHn07Nmz0OdUVVWF/6empsLHxwc3b97Ehg0boKWlVYStZIwxxhhjjDHG5IuDXIwpCUm2liR76+LFi1BRUYGpqSlevHiBHTt2ICQkBH379kWXLl3k3VzGGGOMMcYYY6xIqRARybsRjLH/JiEhAZ06dUJWVhbKli2LtLQ0aGpqwt7eHvPnz+d6XIwxxhhjjDHGfjkc5GJMSZ0+fRp+fn4oWbIk1NXVMWjQIOjq6vI0RcYYY4wxxhhjvyQOcjGmxHJycqChoSHvZjDGGGOMMcYYY3LHQS7GigFJnS7GGGOMMcYYY+xXxUEuxhhjjDHGGGOMMab0OPWDMcYYY4wxxhhjjCk9DnIxxhhjjDHGGGOMMaXHQS7GGGOMMcYYY4wxpvQ4yMUYY4wxxhhjjDHGlB4HuRhjjDHGGGOMMcaY0uMgF2OMMcYYY4wxxhhTehzkYowxxhhjjDHGGGNKj4NcjDHGGGOMMcYYY0zpcZCLMcYYY4wxxhhjjCk9DnIxxhhjjDHGGGOMMaXHQS7GGGOMMcYYY4wxpvTU5d0AxhhjjLHi4tGjR9i3bx9CQkKQlJSEMmXKoEmTJhgyZAisrKwwatQoBAcHw8zMDAcOHCj0PeLi4nDgwAEEBwfj9evXyM3NRZUqVWBqaor+/fujadOmhb5u69at2LZtG8qUKYOwsDAkJSVh7969CAwMRFxcHNTV1VG/fn107twZAwcOhIaGRoH3GDJkCG7duoV27dph3bp1WL16NQICAvDx40dUq1YNAwYMwPDhw2Vec/XqVRw/fhzh4eFITk5GqVKlUKdOHbRp0waDBw9GxYoVv/j3SkhIgJeXF4KDg/H8+XPk5uaifPnyEIlEaNu2LXr37o1SpUp9/QfAGGOMsV8aB7kYY4wxxn6AY8eOYdGiRcjPzxceS01NRWBgIAIDAzFy5Mh/fY8jR47AyckJ2dnZMo/HxsYiNjYWJ06cgIODAxYtWoQSJUp88X3CwsIwadIkvHv3Tubx8PBwhIeH4/jx49i/fz/Kly9f6Ovz8vIwduxYhIWFCY/FxMSgXLlywr8zMzMxe/ZsnD9/Xua1OTk5iIiIQEREBPbt24d169ahbdu2BX7HjRs34OjoiIyMDJnHk5KSkJSUhODgYLi7u8Pd3R1169b94r4yxhhjjEmoEBHJuxGMMcYYY8rM398fU6ZMAQBoaWlhxIgRMDc3R15eHi5fvowDBw4gNzcXJUqUQG5ubqGZXMePH8e8efMAANWrV8egQYNgbGyMEiVKICoqCgcPHkRERAQAwN7eHqtXr5Z5vSSTq0SJEtDU1MSHDx/Qt29ftGvXDlpaWnj48CF27tyJxMREAED//v2xbNkymfeQZHKpqqpCLBajbdu2GDp0KPLz83HhwgXMmTMHv/32G8RiMUaMGIGQkBAAQMuWLWFvb486dergw4cPuHXrFjw9PZGWlgY1NTW4u7vDwsJC+D1paWlo37493r17h4oVK2LMmDFo3LgxSpYsiTdv3uDYsWO4cuUKAMDAwADHjh2DiorKj/q4GGOMMVZMcZCLMcYYY+w7ZGZmonPnzoiPj0f58uXh7e2N+vXry2wTFhaGkSNHChlanwe5EhIS0LFjR2RlZaFZs2Zwc3ODlpaWzHvk5+dj3rx58PPzAwC4ubmhdevWwvOSIBcAqKmpYefOnTLPA8CrV6/QvXt3ZGVlQUtLCyEhITIZYZIgFwCYmJjA09MTqqoFS7h6eHhg1apVAIA5c+YUmqUWGxuLAQMGIDExEdWrV8f58+eF3+Xr64u5c+cCALy9vWFiYlLg9VOnTsW5c+cAfMqSMzQ0LLANY4wxxpg0LjzPGGOMMfYdAgICEB8fDwCYPn16gQAXAJiammL8+PFffA9vb29kZWVBRUUFa9asKRDgAj4FrhYvXixMGdy/f/8X3699+/YFAlwAULt2bVhaWgIAMjIyEBsb+8X3cHBwKDTAJRaL4eHhIezXl6Zh1qpVC7NmzQLwqc6Y9LTGpKQk4efff/+90NePHz8eAwYMwOzZs2WmSTLGGGOMfQkHuRhjjDHGvsOlS5cAACVKlED37t2/uJ2Dg8MXnwsKCgLwKTBUp06dL26npaUlZD2FhYUhNze30O1atmz5xfeQfv8PHz58cTtjY+NCH3/8+DHi4uIAQAiYfUnr1q2FaYY3btwQHq9Xr57ws6OjI+7du1fgtXp6eli6dClGjRqF2rVr/+PvYYwxxhgDuPA8Y4wxxth3efToEYBPgRtNTc0vblepUiXUqlWrQPZUXl4enjx5AuDTdEKRSPRVvzcrKwspKSmoVq1agedq1ar1xddJt1G6SP7nqlevXujjDx8+FH7esmULtmzZ8jXNxatXr4Sfra2t0ahRIzx58gS3b99G3759oa2tDSsrK1hYWMDKygqVK1f+qvdljDHGGJPgTC7GGGOMse+QnJwMAKhQocK/blupUqUCj6WlpUEsFn/T737//n2hj//2229ffI10AfcvlWYtUaIENDQ0Cn3u7du3/6GF/5eWlib8rK6ujt27d8tMqUxMTISvry9mz56Nli1bol+/fvDy8kJOTs43/T7GGGOM/Xo4k4sxxhhj7DtIpgx+a6AqLy9P+LlVq1aYMWPGV79WR0fnm37nv/mnlQyls7+WLFmCpk2bftV7lixZUubfVatWhZubG548eQJ/f38EBQXh4cOHEIvFICLcvXsXd+/exeHDh+Hh4YGKFSt+284wxhhj7JfBQS7GGGOMse9QoUIFJCQkfFWG07t37wo8Vr58eeHnjIwM6Onp/cDW/XjSReDV1dW/u72NGjVCo0aNMHnyZLx//x43b97ElStXcO7cOaSnp+Px48dwcXGBs7Pz9zadMcYYY8UcT1dkjDHGGPsOkiBPTEwMMjMzv7hdWlqaTF0qCQ0NDSEjKyIiAhkZGf/4+44cOQIvLy8EBQXJZIEVlYYNGwo/37x58x+3TUtLw9atW+Hr6yvULgOAnJwcPH36FBERETLblytXDh06dMCKFSvg5+eHsmXLAvh/YX7GGGOMsX/CQS7GGGOMse9gY2MD4NO0xbNnz35xOz8/vy9OaZSshpibm4uDBw9+8T3i4uKwdOlSLF++HE5OTlBXL/qk/MaNGwvZZwEBAcJKi4U5ePAgtm3bhrlz5+LChQvC4127dkW3bt0wefLkL762Zs2aaNCgAQAgOzv7xzSeMcYYY8UaB7kYY4wxxr5D9+7dhXpR69evx8uXLwts8/jxY2zevPmL7zFkyBCoqakBALZu3YrQ0NAC2+Tk5GDWrFlC9taQIUN+RPP/Mw0NDQwaNEho0x9//IH09PQC20VERGDnzp0APtXj6tevn/CctbU1AODNmzfYu3dvob8nOjpaWMmxcePGP3IXGGOMMVZMcU0uxhhjjLHvULp0aSxcuBDTp09HSkoK+vTpgxEjRsDMzAxEhGvXrsHDw+MfpzLWrVsX06ZNg4uLC7KzszFixAj07dsXbdu2RenSpREdHY19+/bh6dOnAAAjIyMh0CQP48aNQ1BQEB48eIDw8HD06NEDw4cPR+PGjZGVlYVbt25h//79wj7PnDkT2trawutHjRoFX19fpKenY82aNbh9+zY6d+6MGjVqID09Hffv38f+/fvx8eNHqKqqYsKECfLaVcYYY4wpEQ5yMcYYY4x9p65duyIpKQlr167F+/fvsWnTJpnnVVRUMGPGDGzZsgW5ubnQ0NAo8B5jxoyBiooKNm7ciNzcXHh7e8Pb27vAdqampti2bRtKlCjxs3bnX5UsWRLu7u74448/EBISgjdv3hRaGF5NTQ1TpkzB0KFDZR6vVq0atm7diilTpiAtLQ0BAQEICAgo8PrffvsNS5YsQYsWLX7avjDGGGOs+OAgF2OMMcbYDzB8+HCYmZlh//79uHnzJpKTk1G6dGk0a9YMo0aNQrNmzbBhwwYAn7K/CjN69Gh07NgRXl5euH79Ot68eYOsrCyUL18eBgYG6NGjB7p06QJVVflXnKhQoQL27duHS5cu4eTJk7h79y5SUlIAANWrV0eLFi0waNAgiESiQl9vYWGBs2fPwtvbG9euXcPz58/x4cMHaGlpoWbNmmjVqhX69++P6tWrF+VuMcYYY0yJqRARybsRjDHGGGPF3bt374SMpCFDhmDhwoVybhFjjDHGWPHCmVyMMcYYY9/h5MmTuHDhAurUqYNx48ahTJkyhW4XEhIi/Pyl7CbGGGOMMfbtOMjFGGOMMfYdSpUqBX9/fwBAxYoVMXLkyALbpKamCnW6NDQ0hNUFGWOMMcbYj8NBLsYYY4yx79CqVStUq1YN8fHxcHFxwZMnT2Bra4sqVaogPT0dDx8+hLe3N+Li4gAA06ZNQ5UqVeTcasYYY4yx4odrcjHGGGOMfaf79+9jwoQJSEpK+uI2ampqmDhxIiZNmgQVFZUibB1jjDHG2K+Bg1yMMcYYYz9ARkYGDh8+jMDAQDx9+hQZGRnQ0tJC1apVYWlpid69e6Nhw4bybiZjjDHGWLHFQS7GGGOMMcYYY4wxpvRU5d0AxhhjjDHGGGOMMca+Fwe5GGOMMcYYY4wxxpjS4yAXY4wxxhhjjDHGGFN6HORijDHGGGOMMcYYY0qPg1yMMcYYY4wxxhhjTOlxkIsxxhhjjDHGGGOMKb3/AYdA+q67ftqVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotby_box(movies_data, \"genres\", \"runtime\", yscale=\"linear\", filename=\"genres_runtime.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f05b664a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotby_2bar(movies_data,\"genres\", [\"revenue\",\"budget\"], filename=\"genres_budget_revenue.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8e47058e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_corr(data[[\"vote_average\", \"budget\", \"popularity\", \"revenue\", \"runtime\", \"release_year\"]], filename=\"corr.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7e2ceb3",
   "metadata": {},
   "source": [
    "# Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9956524a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4809, 23)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The Shape of the merged 2 csv files\n",
    "# Should be 4809 samples and 23 features\n",
    "movies_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "32afb7d8",
   "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>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>...</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>movie_id</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>...</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                      homepage     id  \\\n",
       "0  http://www.avatarmovie.com/  19995   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "\n",
       "  original_title                                           overview  \\\n",
       "0         Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
       "\n",
       "   popularity                               production_companies  ... runtime  \\\n",
       "0  150.437577  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...  ...   162.0   \n",
       "\n",
       "                                    spoken_languages    status  \\\n",
       "0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "\n",
       "                       tagline   title vote_average vote_count movie_id  \\\n",
       "0  Enter the World of Pandora.  Avatar          7.2      11800    19995   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "\n",
       "[1 rows x 23 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Structure of the merged dataframe\n",
    "movies_data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6467b868",
   "metadata": {},
   "outputs": [],
   "source": [
    "# We are not interested in the 23 features, otherwise in:\n",
    "# [movie_id - title - overview - genres - keywords - cast - crew]\n",
    "movies_data = movies_data[['movie_id', 'title', 'overview', 'genres', 'keywords', 'cast', 'crew']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fd2b48e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 4809 entries, 0 to 4808\n",
      "Data columns (total 7 columns):\n",
      " #   Column    Non-Null Count  Dtype \n",
      "---  ------    --------------  ----- \n",
      " 0   movie_id  4809 non-null   int64 \n",
      " 1   title     4809 non-null   object\n",
      " 2   overview  4806 non-null   object\n",
      " 3   genres    4809 non-null   object\n",
      " 4   keywords  4809 non-null   object\n",
      " 5   cast      4809 non-null   object\n",
      " 6   crew      4809 non-null   object\n",
      "dtypes: int64(1), object(6)\n",
      "memory usage: 300.6+ KB\n"
     ]
    }
   ],
   "source": [
    "movies_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "30df7b51",
   "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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "\n",
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "\n",
       "                                              genres  \\\n",
       "0  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "2  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1395572d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "movie_id    0\n",
       "title       0\n",
       "overview    3\n",
       "genres      0\n",
       "keywords    0\n",
       "cast        0\n",
       "crew        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3856ab4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dropping the 3 samples of overview = null\n",
    "movies_data = movies_data.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "24fcbb47",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Exploring if there any data duplications\n",
    "movies_data.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ad82cf3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 878, \"name\": \"Science Fiction\"}]'"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Displaying genres sample\n",
    "movies_data.iloc[0].genres"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94ebddc7",
   "metadata": {},
   "source": [
    "#### Extracting Genres Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1faaf496",
   "metadata": {},
   "outputs": [],
   "source": [
    "import ast  # to overcome \"string indices must be integers\" error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "4920b190",
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_names(obj):\n",
    "    names = []\n",
    "    for name in ast.literal_eval(obj):\n",
    "        names.append(name['name'])\n",
    "    return names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "236cabd9",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_data['genres'] = movies_data['genres'].apply(extract_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c7ea5380",
   "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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "\n",
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "\n",
       "                                          genres  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
       "1                   [Adventure, Fantasy, Action]   \n",
       "2                     [Action, Adventure, Crime]   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d6d1e0f",
   "metadata": {},
   "source": [
    "#### Extracting Keywords Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c2ef1ee8",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_data['keywords'] = movies_data['keywords'].apply(extract_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "ce99deca",
   "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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>[culture clash, future, space war, space colon...</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "\n",
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "\n",
       "                                          genres  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
       "1                   [Adventure, Fantasy, Action]   \n",
       "2                     [Action, Adventure, Crime]   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [culture clash, future, space war, space colon...   \n",
       "1  [ocean, drug abuse, exotic island, east india ...   \n",
       "2  [spy, based on novel, secret agent, sequel, mi...   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3eae865d",
   "metadata": {},
   "source": [
    "### Extracting Credits Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "e0a1bd90",
   "metadata": {},
   "outputs": [],
   "source": [
    "# movies_data['cast'][0]\n",
    "# movies_data['crew'][0]\n",
    "\n",
    "# in the credits.csv file the 2 features (cast and crew)\n",
    "# are objects in the shape of list of dictionary list, containing \n",
    "# much more data that we may need such as ('Editing', 'Production', 'Sound', 'Costume Design', etc..)\n",
    "# in the cast feature we are gonna use only the actor name attribute\n",
    "# in the crew feature we are gonna use only the director attribute\n",
    "\n",
    "# [N.B] Uncomment any of the first 2 lines to get the point :)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac6a3b00",
   "metadata": {},
   "source": [
    "#### Extracting Cast Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c4695f5e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract only the first 3 actors\n",
    "def extract_actors_names(obj):\n",
    "    names = []\n",
    "    n_actors = 0\n",
    "    for name in ast.literal_eval(obj):\n",
    "        if n_actors < 3:\n",
    "            names.append(name['name'])\n",
    "            n_actors = n_actors + 1\n",
    "        else:\n",
    "            break\n",
    "    return names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ac33f741",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_data['cast'] = movies_data['cast'].apply(extract_actors_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b186d494",
   "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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>[culture clash, future, space war, space colon...</td>\n",
       "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
       "      <td>[Johnny Depp, Orlando Bloom, Keira Knightley]</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
       "      <td>[Daniel Craig, Christoph Waltz, Léa Seydoux]</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "\n",
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "\n",
       "                                          genres  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
       "1                   [Adventure, Fantasy, Action]   \n",
       "2                     [Action, Adventure, Crime]   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [culture clash, future, space war, space colon...   \n",
       "1  [ocean, drug abuse, exotic island, east india ...   \n",
       "2  [spy, based on novel, secret agent, sequel, mi...   \n",
       "\n",
       "                                               cast  \\\n",
       "0  [Sam Worthington, Zoe Saldana, Sigourney Weaver]   \n",
       "1     [Johnny Depp, Orlando Bloom, Keira Knightley]   \n",
       "2      [Daniel Craig, Christoph Waltz, Léa Seydoux]   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79339049",
   "metadata": {},
   "source": [
    "#### Extracting Crew Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "50ba8148",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract only the directors names\n",
    "def extract_directors_names(obj):\n",
    "    names = []\n",
    "    for job in ast.literal_eval(obj):\n",
    "        if job['job'] == 'Director':\n",
    "            names.append(job['name'])\n",
    "    return names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "3e228cc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_data['crew'] = movies_data['crew'].apply(extract_directors_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8e7166ab",
   "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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>[culture clash, future, space war, space colon...</td>\n",
       "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
       "      <td>[James Cameron]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
       "      <td>[Johnny Depp, Orlando Bloom, Keira Knightley]</td>\n",
       "      <td>[Gore Verbinski]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
       "      <td>[Daniel Craig, Christoph Waltz, Léa Seydoux]</td>\n",
       "      <td>[Sam Mendes]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "\n",
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "\n",
       "                                          genres  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
       "1                   [Adventure, Fantasy, Action]   \n",
       "2                     [Action, Adventure, Crime]   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [culture clash, future, space war, space colon...   \n",
       "1  [ocean, drug abuse, exotic island, east india ...   \n",
       "2  [spy, based on novel, secret agent, sequel, mi...   \n",
       "\n",
       "                                               cast              crew  \n",
       "0  [Sam Worthington, Zoe Saldana, Sigourney Weaver]   [James Cameron]  \n",
       "1     [Johnny Depp, Orlando Bloom, Keira Knightley]  [Gore Verbinski]  \n",
       "2      [Daniel Craig, Christoph Waltz, Léa Seydoux]      [Sam Mendes]  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c7da7dd",
   "metadata": {},
   "source": [
    "#### Preprocess Overview Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "5e0ed5e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Converting Overview Column from string to list object\n",
    "# to help us append to it in the upcoming fields...\n",
    "movies_data['overview'] = movies_data['overview'].apply(lambda i:i.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "e293cc8b",
   "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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>[culture clash, future, space war, space colon...</td>\n",
       "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
       "      <td>[James Cameron]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
       "      <td>[Johnny Depp, Orlando Bloom, Keira Knightley]</td>\n",
       "      <td>[Gore Verbinski]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
       "      <td>[Daniel Craig, Christoph Waltz, Léa Seydoux]</td>\n",
       "      <td>[Sam Mendes]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "\n",
       "                                            overview  \\\n",
       "0  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
       "1  [Captain, Barbossa,, long, believed, to, be, d...   \n",
       "2  [A, cryptic, message, from, Bond’s, past, send...   \n",
       "\n",
       "                                          genres  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
       "1                   [Adventure, Fantasy, Action]   \n",
       "2                     [Action, Adventure, Crime]   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [culture clash, future, space war, space colon...   \n",
       "1  [ocean, drug abuse, exotic island, east india ...   \n",
       "2  [spy, based on novel, secret agent, sequel, mi...   \n",
       "\n",
       "                                               cast              crew  \n",
       "0  [Sam Worthington, Zoe Saldana, Sigourney Weaver]   [James Cameron]  \n",
       "1     [Johnny Depp, Orlando Bloom, Keira Knightley]  [Gore Verbinski]  \n",
       "2      [Daniel Craig, Christoph Waltz, Léa Seydoux]      [Sam Mendes]  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cea2525",
   "metadata": {},
   "source": [
    "#### Preprocess [Genres, Keywords, Cast, Crew] Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "af5544e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removing all the white spaces to handle \n",
    "# future issues when comparing two strigns.\n",
    "movies_data['genres'] = movies_data['genres'].apply(lambda i:[j.replace(\" \", \"\") for j in i])\n",
    "movies_data['keywords'] = movies_data['keywords'].apply(lambda i:[j.replace(\" \", \"\") for j in i])\n",
    "movies_data['cast'] = movies_data['cast'].apply(lambda i:[j.replace(\" \", \"\") for j in i])\n",
    "movies_data['crew'] = movies_data['crew'].apply(lambda i:[j.replace(\" \", \"\") for j in i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "904ace60",
   "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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
       "      <td>[Action, Adventure, Fantasy, ScienceFiction]</td>\n",
       "      <td>[cultureclash, future, spacewar, spacecolony, ...</td>\n",
       "      <td>[SamWorthington, ZoeSaldana, SigourneyWeaver]</td>\n",
       "      <td>[JamesCameron]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>[ocean, drugabuse, exoticisland, eastindiatrad...</td>\n",
       "      <td>[JohnnyDepp, OrlandoBloom, KeiraKnightley]</td>\n",
       "      <td>[GoreVerbinski]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>[spy, basedonnovel, secretagent, sequel, mi6, ...</td>\n",
       "      <td>[DanielCraig, ChristophWaltz, LéaSeydoux]</td>\n",
       "      <td>[SamMendes]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "\n",
       "                                            overview  \\\n",
       "0  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
       "1  [Captain, Barbossa,, long, believed, to, be, d...   \n",
       "2  [A, cryptic, message, from, Bond’s, past, send...   \n",
       "\n",
       "                                         genres  \\\n",
       "0  [Action, Adventure, Fantasy, ScienceFiction]   \n",
       "1                  [Adventure, Fantasy, Action]   \n",
       "2                    [Action, Adventure, Crime]   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [cultureclash, future, spacewar, spacecolony, ...   \n",
       "1  [ocean, drugabuse, exoticisland, eastindiatrad...   \n",
       "2  [spy, basedonnovel, secretagent, sequel, mi6, ...   \n",
       "\n",
       "                                            cast             crew  \n",
       "0  [SamWorthington, ZoeSaldana, SigourneyWeaver]   [JamesCameron]  \n",
       "1     [JohnnyDepp, OrlandoBloom, KeiraKnightley]  [GoreVerbinski]  \n",
       "2      [DanielCraig, ChristophWaltz, LéaSeydoux]      [SamMendes]  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8b8e9ac",
   "metadata": {},
   "source": [
    "## New DataFrame Creation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "7240a78f",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_data['tags'] = movies_data['overview'] + movies_data['genres'] + movies_data['keywords'] + movies_data['cast'] + movies_data['crew'] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "09ca215e",
   "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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
       "      <td>[Action, Adventure, Fantasy, ScienceFiction]</td>\n",
       "      <td>[cultureclash, future, spacewar, spacecolony, ...</td>\n",
       "      <td>[SamWorthington, ZoeSaldana, SigourneyWeaver]</td>\n",
       "      <td>[JamesCameron]</td>\n",
       "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>[ocean, drugabuse, exoticisland, eastindiatrad...</td>\n",
       "      <td>[JohnnyDepp, OrlandoBloom, KeiraKnightley]</td>\n",
       "      <td>[GoreVerbinski]</td>\n",
       "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "\n",
       "                                            overview  \\\n",
       "0  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
       "1  [Captain, Barbossa,, long, believed, to, be, d...   \n",
       "\n",
       "                                         genres  \\\n",
       "0  [Action, Adventure, Fantasy, ScienceFiction]   \n",
       "1                  [Adventure, Fantasy, Action]   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [cultureclash, future, spacewar, spacecolony, ...   \n",
       "1  [ocean, drugabuse, exoticisland, eastindiatrad...   \n",
       "\n",
       "                                            cast             crew  \\\n",
       "0  [SamWorthington, ZoeSaldana, SigourneyWeaver]   [JamesCameron]   \n",
       "1     [JohnnyDepp, OrlandoBloom, KeiraKnightley]  [GoreVerbinski]   \n",
       "\n",
       "                                                tags  \n",
       "0  [In, the, 22nd, century,, a, paraplegic, Marin...  \n",
       "1  [Captain, Barbossa,, long, believed, to, be, d...  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "9441d628",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = movies_data[['movie_id', 'title', 'tags']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "ebb57930",
   "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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>[Following, the, death, of, District, Attorney...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4804</th>\n",
       "      <td>9367</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>[El, Mariachi, just, wants, to, play, his, gui...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4805</th>\n",
       "      <td>72766</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>[A, newlywed, couple's, honeymoon, is, upended...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4806</th>\n",
       "      <td>231617</td>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>[\"Signed,, Sealed,, Delivered\", introduces, a,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4807</th>\n",
       "      <td>126186</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>[When, ambitious, New, York, attorney, Sam, is...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4808</th>\n",
       "      <td>25975</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>[Ever, since, the, second, grade, when, he, fi...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4806 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      movie_id                                     title  \\\n",
       "0        19995                                    Avatar   \n",
       "1          285  Pirates of the Caribbean: At World's End   \n",
       "2       206647                                   Spectre   \n",
       "3        49026                     The Dark Knight Rises   \n",
       "4        49529                               John Carter   \n",
       "...        ...                                       ...   \n",
       "4804      9367                               El Mariachi   \n",
       "4805     72766                                 Newlyweds   \n",
       "4806    231617                 Signed, Sealed, Delivered   \n",
       "4807    126186                          Shanghai Calling   \n",
       "4808     25975                         My Date with Drew   \n",
       "\n",
       "                                                   tags  \n",
       "0     [In, the, 22nd, century,, a, paraplegic, Marin...  \n",
       "1     [Captain, Barbossa,, long, believed, to, be, d...  \n",
       "2     [A, cryptic, message, from, Bond’s, past, send...  \n",
       "3     [Following, the, death, of, District, Attorney...  \n",
       "4     [John, Carter, is, a, war-weary,, former, mili...  \n",
       "...                                                 ...  \n",
       "4804  [El, Mariachi, just, wants, to, play, his, gui...  \n",
       "4805  [A, newlywed, couple's, honeymoon, is, upended...  \n",
       "4806  [\"Signed,, Sealed,, Delivered\", introduces, a,...  \n",
       "4807  [When, ambitious, New, York, attorney, Sam, is...  \n",
       "4808  [Ever, since, the, second, grade, when, he, fi...  \n",
       "\n",
       "[4806 rows x 3 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Now 'df' contains the feature 'tags' which holds the previous 5 features\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "3bd14af8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Converting tags from List object back to string\n",
    "df['tags'] = df['tags'].apply(lambda i:\" \".join(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "1f52c1ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['tags'] = df['tags'].apply(lambda i:i.lower())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "e38c3e0f",
   "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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>in the 22nd century, a paraplegic marine is di...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>captain barbossa, long believed to be dead, ha...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "\n",
       "                                                tags  \n",
       "0  in the 22nd century, a paraplegic marine is di...  \n",
       "1  captain barbossa, long believed to be dead, ha...  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "92899c41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'in the 22nd century, a paraplegic marine is dispatched to the moon pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization. action adventure fantasy sciencefiction cultureclash future spacewar spacecolony society spacetravel futuristic romance space alien tribe alienplanet cgi marine soldier battle loveaffair antiwar powerrelations mindandsoul 3d samworthington zoesaldana sigourneyweaver jamescameron'"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# All the 5 features in one string. (lower case)\n",
    "df['tags'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "20476ca6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('tmdb-movies-5k/cleaned_merged_movies.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b95bef89",
   "metadata": {},
   "source": [
    "# Applying NLP Techniques"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "10716d72",
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk.stem.porter import PorterStemmer\n",
    "stemmer = PorterStemmer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "e1534696",
   "metadata": {},
   "outputs": [],
   "source": [
    "def stem_text(text):\n",
    "    bag = []\n",
    "    for word in text.split():\n",
    "        bag.append(stemmer.stem(word))\n",
    "    return \" \".join(bag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "b9b26c71",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['tags'] = df['tags'].apply(stem_text)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d3bea6f",
   "metadata": {},
   "source": [
    "### Feature Extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "7dfe5bc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "vectorizer = CountVectorizer(stop_words='english', max_features=5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "8faf2776",
   "metadata": {},
   "outputs": [],
   "source": [
    "vectors = vectorizer.fit_transform(df['tags']).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "32859f84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=int64)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vectors  # 4806 x 5000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "a57a43c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# vectorizer.get_feature_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "aa29c5bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics.pairwise import cosine_similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "35f918e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "sim = cosine_similarity(vectors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "e1c50a69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.0860309 , 0.06063391, 1.        , ..., 0.02451452, 0.        ,\n",
       "       0.        ])"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim[2]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a6b1ab9",
   "metadata": {},
   "source": [
    "# NLP Model Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "670c7945",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_recommendations(movie_name, top_n=10):\n",
    "    movie_idx = df[df['title'] == movie_name].index[0]\n",
    "    distances = sim[movie_idx]\n",
    "    movies_recommended_info_list = sorted(list(enumerate(distances)), reverse=True, key = lambda i:i[1])[1:1+top_n]\n",
    "    recommended_movies = []\n",
    "    for movie in movies_recommended_info_list:\n",
    "        recommended_movies.append((df.iloc[movie[0]].movie_id, df.iloc[movie[0]].title, movie[1]))  # id, title, similarity\n",
    "    return recommended_movies"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9dcc9280",
   "metadata": {},
   "source": [
    "### Performance Evaluation on the Train Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "c7fdc2ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for each movie in the database\n",
    "# calculate the number of movies which has \n",
    "# distance value greater than THRESHOLD value (relevant movies).\n",
    "def evaluate_performance(sim_thresh=0.1, n_retrieval=10, data=df):\n",
    "    db_movies = data['title']\n",
    "    thresh = sim_thresh\n",
    "    percision_acc = 0\n",
    "    recall_acc = 0\n",
    "    it = 0\n",
    "    \n",
    "    for movie in db_movies:\n",
    "        if data[data['title'] == movie].index[0] == len(db_movies):\n",
    "            break\n",
    "        mv_rec = get_recommendations(movie, top_n=n_retrieval)\n",
    "        strong_relevant = 0\n",
    "        weak_relevant = 0\n",
    "        it += 1\n",
    "        \n",
    "        for rec in mv_rec:\n",
    "            if rec[2] > thresh:\n",
    "                strong_relevant+=1\n",
    "            elif rec[2] > 0:\n",
    "                weak_relevant+=1\n",
    "            else:\n",
    "                break\n",
    "                \n",
    "        percision_acc += strong_relevant / n_retrieval\n",
    "        recall_acc += strong_relevant / (strong_relevant + weak_relevant)\n",
    "    return percision_acc/it, recall_acc/it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "a1c07c3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from prettytable import PrettyTable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "df8b1147",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------+--------------------+--------------------+\n",
      "| Average Percision  |   Average Recall   |      F1-Score      |\n",
      "+--------------------+--------------------+--------------------+\n",
      "| 0.9920674578388506 | 0.9920674578388506 | 0.9920674578388506 |\n",
      "+--------------------+--------------------+--------------------+\n"
     ]
    }
   ],
   "source": [
    "avg_percision, avg_recall = evaluate_performance(sim_thresh=0.15, n_retrieval=10)\n",
    "f1_score = 2 * (avg_percision * avg_recall) / (avg_percision + avg_recall)\n",
    "tbl = PrettyTable(['Average Percision', 'Average Recall', 'F1-Score'])\n",
    "tbl.add_row([avg_percision, avg_recall, f1_score])\n",
    "print(tbl)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2979bb1",
   "metadata": {},
   "source": [
    "### Performance Evaluation on the Test Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "3c92c33d",
   "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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>354912</td>\n",
       "      <td>Coco</td>\n",
       "      <td>despite his family’s baffling generations-old ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>696806</td>\n",
       "      <td>The Adam Project</td>\n",
       "      <td>after accidentally crash-landing in 2022, time...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>568124</td>\n",
       "      <td>Encanto</td>\n",
       "      <td>the tale of an extraordinary family, the madri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>646380</td>\n",
       "      <td>Don't Look Up</td>\n",
       "      <td>two low-level astronomers must go on a giant m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>508943</td>\n",
       "      <td>Luca</td>\n",
       "      <td>luca and his best friend alberto experience an...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>639933</td>\n",
       "      <td>The Northman</td>\n",
       "      <td>prince amleth is on the verge of becoming a ma...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id             title  \\\n",
       "0    354912              Coco   \n",
       "1    696806  The Adam Project   \n",
       "2    568124           Encanto   \n",
       "3    646380     Don't Look Up   \n",
       "4    508943              Luca   \n",
       "5    639933      The Northman   \n",
       "\n",
       "                                                tags  \n",
       "0  despite his family’s baffling generations-old ...  \n",
       "1  after accidentally crash-landing in 2022, time...  \n",
       "2  the tale of an extraordinary family, the madri...  \n",
       "3  two low-level astronomers must go on a giant m...  \n",
       "4  luca and his best friend alberto experience an...  \n",
       "5  prince amleth is on the verge of becoming a ma...  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reading TEST Data...\n",
    "test_data = pd.read_csv('tmdb-movies-5k/cleaned_merged_test.csv')\n",
    "test_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "4d59a13c",
   "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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>in the 22nd century, a parapleg marin is dispa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>captain barbossa, long believ to be dead, ha c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>a cryptic messag from bond’ past send him on a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>follow the death of district attorney harvey d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>john carter is a war-weary, former militari ca...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>696806</td>\n",
       "      <td>The Adam Project</td>\n",
       "      <td>after accidentally crash-landing in 2022, time...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>568124</td>\n",
       "      <td>Encanto</td>\n",
       "      <td>the tale of an extraordinary family, the madri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>646380</td>\n",
       "      <td>Don't Look Up</td>\n",
       "      <td>two low-level astronomers must go on a giant m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>508943</td>\n",
       "      <td>Luca</td>\n",
       "      <td>luca and his best friend alberto experience an...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>639933</td>\n",
       "      <td>The Northman</td>\n",
       "      <td>prince amleth is on the verge of becoming a ma...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4812 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    movie_id                                     title  \\\n",
       "0      19995                                    Avatar   \n",
       "1        285  Pirates of the Caribbean: At World's End   \n",
       "2     206647                                   Spectre   \n",
       "3      49026                     The Dark Knight Rises   \n",
       "4      49529                               John Carter   \n",
       "..       ...                                       ...   \n",
       "1     696806                          The Adam Project   \n",
       "2     568124                                   Encanto   \n",
       "3     646380                             Don't Look Up   \n",
       "4     508943                                      Luca   \n",
       "5     639933                              The Northman   \n",
       "\n",
       "                                                 tags  \n",
       "0   in the 22nd century, a parapleg marin is dispa...  \n",
       "1   captain barbossa, long believ to be dead, ha c...  \n",
       "2   a cryptic messag from bond’ past send him on a...  \n",
       "3   follow the death of district attorney harvey d...  \n",
       "4   john carter is a war-weary, former militari ca...  \n",
       "..                                                ...  \n",
       "1   after accidentally crash-landing in 2022, time...  \n",
       "2   the tale of an extraordinary family, the madri...  \n",
       "3   two low-level astronomers must go on a giant m...  \n",
       "4   luca and his best friend alberto experience an...  \n",
       "5   prince amleth is on the verge of becoming a ma...  \n",
       "\n",
       "[4812 rows x 3 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merging train and test data in one dataframe\n",
    "org_df = df.copy()\n",
    "org_sim = cosine_similarity(vectors)\n",
    "df = df.append(test_data)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "ff0fbc05",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['tags'] = df['tags'].apply(stem_text)\n",
    "vectorizer = CountVectorizer(stop_words='english', max_features=5000)\n",
    "vectors = vectorizer.fit_transform(df['tags']).toarray()\n",
    "sim = cosine_similarity(vectors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "be38f77c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------+--------------------+--------------------+\n",
      "| Average Percision  |   Average Recall   |      F1-Score      |\n",
      "+--------------------+--------------------+--------------------+\n",
      "| 0.9166666666666666 | 0.9166666666666666 | 0.9166666666666666 |\n",
      "+--------------------+--------------------+--------------------+\n"
     ]
    }
   ],
   "source": [
    "avg_percision, avg_recall = evaluate_performance(sim_thresh=0.20, n_retrieval=10, data=test_data)\n",
    "f1_score = 2 * (avg_percision * avg_recall) / (avg_percision + avg_recall)\n",
    "tbl = PrettyTable(['Average Percision', 'Average Recall', 'F1-Score'])\n",
    "tbl.add_row([avg_percision, avg_recall, f1_score])\n",
    "print(tbl)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa2605c2",
   "metadata": {},
   "source": [
    "### Recommend For a Single Movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "220a7a1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "recommendations = get_recommendations('Superman')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "23c7c01b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+----------------------------------+---------------------+\n",
      "| Movie ID |           Movie Title            |      Similarity     |\n",
      "+----------+----------------------------------+---------------------+\n",
      "|   1452   |         Superman Returns         |  0.3839908587347318 |\n",
      "|   8536   |           Superman II            |  0.3750814067088717 |\n",
      "|  10138   |            Iron Man 2            | 0.32923769125601826 |\n",
      "|   9531   |           Superman III           |  0.323047869190461  |\n",
      "|  11411   | Superman IV: The Quest for Peace | 0.31094670840846167 |\n",
      "|  102899  |             Ant-Man              |  0.309294787065871  |\n",
      "|   2661   |              Batman              |  0.2777919497518579 |\n",
      "|   558    |           Spider-Man 2           | 0.27472112789737807 |\n",
      "|  76170   |          The Wolverine           | 0.26949777665251384 |\n",
      "|   268    |              Batman              | 0.26190476190476186 |\n",
      "+----------+----------------------------------+---------------------+\n"
     ]
    }
   ],
   "source": [
    "# Printing movies in a tabluar form\n",
    "tbl = PrettyTable(['Movie ID', 'Movie Title', 'Similarity'])\n",
    "for movie in recommendations:\n",
    "    tbl.add_row([movie[0], movie[1], movie[2]])\n",
    "print(tbl)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d17396d",
   "metadata": {},
   "source": [
    "# Data Saving"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "b8a2f115",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "351dec93",
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(org_df.to_dict(), open('movies_dict.pkl', 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "75351754",
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(org_sim, open('nlp_model.pkl', 'wb'))"
   ]
  }
 ],
 "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}