Data Visualization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Visualization\n",
    "\n",
    "In this notebook, we demonstrate various examples of data visualization using [`matplotlib`](https://matplotlib.org), [`seaborn`](https://seaborn.pydata.org), and [`altair`](https://altair-viz.github.io/). The data is obtained by querying a DuckDB database and performing most of the computation on the database side.\n",
    "\n",
    "Copyright Marcel Maltry, Joris Nix & Jens Dittrich, [Big Data Analytics Group](https://bigdata.uni-saarland.de/), [CC-BY-SA](https://creativecommons.org/licenses/by-sa/4.0/legalcode)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup\n",
    "\n",
    "Again, we use the IMDb data provided by https://relational.fit.cvut.cz/dataset/IMDb. This time, we use the full dataset, so we start by importing it from .csv files into our local DuckDB database."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import duckdb\n",
    "\n",
    "data_path = 'data/IMDb_full/'\n",
    "\n",
    "# start a in-memory database\n",
    "conn = duckdb.connect(database=':memory:')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create schemas\n",
    "conn.execute(\"\"\"\n",
    "CREATE TABLE actors\n",
    "(\n",
    "    id int PRIMARY KEY,\n",
    "    first_name varchar,\n",
    "    last_name varchar,\n",
    "    gender char\n",
    ");\"\"\")\n",
    "\n",
    "conn.execute(\"\"\"\n",
    "CREATE TABLE movies\n",
    "(\n",
    "    id int PRIMARY KEY,\n",
    "    name varchar,\n",
    "    year int,\n",
    "    rank float\n",
    ");\"\"\")\n",
    "\n",
    "conn.execute(\"\"\"\n",
    "CREATE TABLE roles\n",
    "(\n",
    "    actor_id int REFERENCES actors(id),\n",
    "    movie_id int REFERENCES movies(id),\n",
    "    role varchar\n",
    ");\"\"\")\n",
    "\n",
    "conn.execute(\"\"\"\n",
    "CREATE TABLE movies_genres\n",
    "(\n",
    "    movie_id int REFERENCES movies(id),\n",
    "    genre varchar\n",
    ");\"\"\")\n",
    "\n",
    "conn.execute(\"\"\"\n",
    "CREATE TABLE fav_actors\n",
    "(\n",
    "    actor_id int REFERENCES actors(id)\n",
    ");\"\"\")\n",
    "\n",
    "conn.execute(\"\"\"\n",
    "CREATE TABLE directors\n",
    "(\n",
    "    id int PRIMARY KEY,\n",
    "    first_name varchar,\n",
    "    last_name varchar\n",
    ");\"\"\")\n",
    "\n",
    "conn.execute(\"\"\"\n",
    "CREATE TABLE movies_directors\n",
    "(\n",
    "    director_id int REFERENCES directors(id),\n",
    "    movie_id int REFERENCES movies(id)\n",
    ");\"\"\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note:** Reading the data takes a few seconds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1efe82b539ee46109d696e3041e9ba49",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "FloatProgress(value=0.0, layout=Layout(width='100%'), style=ProgressStyle(bar_color='black'))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 10.8 s, sys: 290 ms, total: 11.1 s\n",
      "Wall time: 7.22 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "# Data source: https://relational.fit.cvut.cz/dataset/IMDb\n",
    "# Information courtesy of IMDb (http://www.imdb.com). Used with permission.\n",
    "#\n",
    "# Notice: The data can only be used for personal and non-commercial use and must not\n",
    "# be altered/republished/resold/repurposed to create any kind of online/offline\n",
    "# database of movie information (except for individual personal use).\n",
    "\n",
    "conn.execute(f\"COPY actors FROM '{data_path}actors.csv' (FORMAT CSV, HEADER, DELIMITER '\\t');\")\n",
    "conn.execute(f\"COPY movies FROM '{data_path}movies.csv' (FORMAT CSV, HEADER, DELIMITER '\\t', NULL 'NULL');\")\n",
    "conn.execute(f\"COPY roles FROM '{data_path}roles.csv' (FORMAT CSV, HEADER, DELIMITER '\\t');\")\n",
    "conn.execute(f\"COPY movies_genres FROM '{data_path}movies_genres.csv' (FORMAT CSV, HEADER, DELIMITER '\\t');\")\n",
    "conn.execute(f\"COPY fav_actors FROM '{data_path}fav_actors.csv' (FORMAT CSV, HEADER, DELIMITER '\\t');\");\n",
    "conn.execute(f\"COPY directors FROM '{data_path}directors.csv' (FORMAT CSV, HEADER, DELIMITER '\\t');\");\n",
    "conn.execute(f\"COPY movies_directors FROM '{data_path}movies_directors.csv' (FORMAT CSV, HEADER, DELIMITER '\\t');\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Barplot\n",
    "\n",
    "We first want to visualize the amount of movies produced per year since 1960. We can simply query this information by performing a `GROUP BY` on year and counting the members per group as follows:\n",
    "```SQL\n",
    "SELECT year, COUNT(*)\n",
    "FROM\n",
    "    movies m\n",
    "WHERE year >= 1960\n",
    "GROUP BY year\n",
    "ORDER BY year\n",
    "```\n",
    "From the query result, we extract the years and counts into two separate lists."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Query number of movies by year\n",
    "movies_query = \"\"\"\n",
    "SELECT year, COUNT(*)\n",
    "FROM\n",
    "    movies m\n",
    "WHERE year >= 1960\n",
    "GROUP BY year\n",
    "ORDER BY year\n",
    "\"\"\"\n",
    "conn.execute(movies_query)\n",
    "movies_result = conn.fetchall()\n",
    "\n",
    "years = [tup[0] for tup in movies_result]\n",
    "counts = [tup[1] for tup in movies_result]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With `matplotlib`, we can visualize the query result as a so called bar plot. This type of plot shows one bar for each year. On the x-axis, we have all the years from 1960 to 2008 and on the y-axis it shows the amount of movies produced in this year.\n",
    "\n",
    "To achieve better control over the size of the plot, we define a subplot and then plot the bar plot on the axis returned by `plt.subplot()`. `bar()` takes as argument `x`, the number of bars on the x-axis, and `y` the values for each of the bars. We also specify the labels for the ticks on the x-axis and rotate them for better readability.\n",
    "\n",
    "Note that the data seems to be from around 2003 which is why there seem to be less movies in the following years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# Define subplots and size\n",
    "fig, ax = plt.subplots(1,1, figsize=(12,5))\n",
    "\n",
    "# Plot barplot\n",
    "x = range(len(years))\n",
    "y = counts\n",
    "ax.bar(x, y, tick_label=years)\n",
    "\n",
    "# Adjustments\n",
    "ax.set_xlabel('year')\n",
    "ax.set_ylabel('number of movies produced')\n",
    "for tick in ax.get_xticklabels():\n",
    "    tick.set_rotation(45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Heatmap\n",
    "\n",
    "Next, we are interested in the genres of movies our favorite actors played in. For each of our favorite actors and each movie genre, we want to count the amount of movies of that genre the actor played in. We can achieve this by finding all the movies our favorite actors played in and then by grouping on both the actor and the genres as follows:\n",
    "```SQL\n",
    "SELECT\n",
    "    concat(a.first_name,' ',a.last_name) AS name,\n",
    "    mg.genre as genre,\n",
    "    COUNT(*) AS cnt\n",
    "FROM\n",
    "    movies m,\n",
    "    movies_genres mg,\n",
    "    roles r,\n",
    "    actors a,\n",
    "    fav_actors fa\n",
    "WHERE\n",
    "    a.id = r.actor_id AND\n",
    "    r.movie_id = m.id AND\n",
    "    m.id = mg.movie_id AND\n",
    "    fa.actor_id = a.id\n",
    "GROUP BY a.id, mg.genre\n",
    "ORDER BY name, genre;\n",
    "```\n",
    "Note that we insert all resulting tuples into a dictionary mapping a tuple of actor and genre to the number of movies of that genre the actor played a role in. We also query and extract the names of the actors and all the genres."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Query number of movies by favorite actor and genre\n",
    "group_query = \"\"\"\n",
    "SELECT\n",
    "    concat(a.first_name,' ',a.last_name) AS name,\n",
    "    mg.genre as genre,\n",
    "    COUNT(*) AS cnt\n",
    "FROM\n",
    "    movies m,\n",
    "    movies_genres mg,\n",
    "    roles r,\n",
    "    actors a,\n",
    "    fav_actors fa\n",
    "WHERE\n",
    "    a.id = r.actor_id AND\n",
    "    r.movie_id = m.id AND\n",
    "    m.id = mg.movie_id AND\n",
    "    fa.actor_id = a.id\n",
    "GROUP BY a.id, a.first_name, a.last_name, mg.genre\n",
    "ORDER BY name, genre;\n",
    "\"\"\"\n",
    "conn.execute(group_query)\n",
    "group_result = conn.fetchall()\n",
    "\n",
    "# Insert result into dictionary\n",
    "cnt_dict = dict()\n",
    "for tup in group_result:\n",
    "    cnt_dict[(tup[0], tup[1])] = tup[2]\n",
    "\n",
    "# Query names of favorite actors\n",
    "actors_query = \"\"\"\n",
    "SELECT\n",
    "    concat(a.first_name,' ',a.last_name) AS name\n",
    "FROM\n",
    "    actors a,\n",
    "    fav_actors fa\n",
    "WHERE\n",
    "    fa.actor_id = a.id\n",
    "ORDER BY name;\n",
    "\"\"\"\n",
    "conn.execute(actors_query)\n",
    "actors = [tup[0] for tup in conn.fetchall()]\n",
    "\n",
    "# Query all genres\n",
    "genres_query = \"SELECT DISTINCT genre from movies_genres ORDER BY genre;\"\n",
    "conn.execute(genres_query)\n",
    "genres = [tup[0] for tup in conn.fetchall()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having gathered all the data, we decided to visualize the result as a heat map. You can think of a heatmap as a color coded pivot table where lower numbers and higher numbers share similar colors, respectively.\n",
    "\n",
    "Before being able to visualize the query results as a heatmap, we have to transform our query result into a pivot table. We start by initializing an pivot table with zero in each cell. We then enter all the numbers from the dictionary into the pivot table. Note that if a combination of actor and genre does not exist, we enter 0 into the pivot table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "# Build heat map\n",
    "pivottable = np.zeros(shape=(len(actors), len(genres)))\n",
    "\n",
    "for i, actor in enumerate(actors):\n",
    "    for j, genre in enumerate(genres):\n",
    "        pivottable[i][j] = cnt_dict.get((actor, genre), 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now visualize the pivot table as a heatmap using `seaborn`. The function `heatmap()` takes as arguments `data` in form of a two dimensional array (our pivot table) along with some parameters that let us specify some visual components such as the tick lablels and the scholor scheme. We again call `subplots()` to be able to set a size for the plot. This time, we define two subplots to be able to showcase different coloring schemes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "fig, ax = plt.subplots(2, 1, figsize=(10,18))\n",
    "\n",
    "# Plot heatmap\n",
    "sns.heatmap(pivottable, ax=ax[0], annot=True,\n",
    "            xticklabels=genres, yticklabels=actors, cbar=False)#, cmap=\"YlGnBu\", cbar=False)\n",
    "\n",
    "# Plot heatmap with other color scheme\n",
    "sns.heatmap(pivottable, ax=ax[1], annot=True,\n",
    "            xticklabels=genres, yticklabels=actors, cbar=False, cmap=\"YlGnBu\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Wordcloud\n",
    "\n",
    "Now, we want to visualize the most common words in movie titles using a wordcloud. For this, we use the [WorldCloud](http://amueller.github.io/word_cloud/) Python package. \n",
    "\n",
    "In this visualization, we can arbitrarily limit the set of movies. By default, we simply use all movies.\n",
    "\n",
    "```SQL\n",
    "SELECT name\n",
    "FROM movies;\n",
    "```\n",
    "\n",
    "Note that we extract all movie titles as a Pandas DataFrame. Afterwards, we construct one large string by concatenating all movie titles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Query all movie titles\n",
    "movie_titles_q = \"\"\"\n",
    "SELECT name\n",
    "FROM movies;\n",
    "\"\"\"\n",
    "conn.execute(movie_titles_q)\n",
    "movie_titles = conn.fetchdf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud, STOPWORDS\n",
    "\n",
    "# concatenate all movie titles\n",
    "text = movie_titles['name'].str.cat(sep=' ', na_rep=' ')\n",
    "\n",
    "# optinally update the stopwords\n",
    "# STOPWORDS.update(['de', 'La', 'Le', 'II', 'e', 'O'])\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,8))\n",
    "wordcloud = WordCloud(stopwords=STOPWORDS,\n",
    "                      background_color='white',\n",
    "                      width=1500,\n",
    "                      height=1200\n",
    "                     ).generate(text)\n",
    "ax.imshow(wordcloud)\n",
    "ax.set_title('WordCloud Movie Titles')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pie Chart\n",
    "\n",
    "We will use this type of visualization to show the top 10 directors according to the number of movies they directed. For this, we use the `movies_directors` table and group by the `director_id`.\n",
    "\n",
    "```SQL\n",
    "SELECT\n",
    "    d.first_name, d.last_name, SUM(md.movie_id)\n",
    "FROM\n",
    "    directors AS d,\n",
    "    movie_directors AS md\n",
    "WHERE\n",
    "    d.id = md.director_id\n",
    "GROUP BY\n",
    "    md.director_id, d.first_name, d.last_name\n",
    "ORDER BY\n",
    "    SUM(md.movie_id)\n",
    "LIMIT 10;\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Query top 10 directors according to the number of movies they directed\n",
    "director_movie_count_q = \"\"\"\n",
    "SELECT\n",
    "    d.first_name, d.last_name, COUNT(md.movie_id)\n",
    "FROM\n",
    "    directors AS d,\n",
    "    movies_directors AS md\n",
    "WHERE\n",
    "    d.id = md.director_id\n",
    "GROUP BY\n",
    "    md.director_id, d.first_name, d.last_name\n",
    "ORDER BY\n",
    "    COUNT(md.movie_id) DESC\n",
    "LIMIT 10;\n",
    "\n",
    "\"\"\"\n",
    "conn.execute(director_movie_count_q)\n",
    "director_movie_count = conn.fetchall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA38AAAJ8CAYAAABOVBiVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hUZdoG8Puc6Zn0EFIg1BASQJpUG126gqirYsG+u6Kfu2JbXcvaXV3L2lbZBXtDBaQLAtJLIAUIkJ6Q3pPJTKae7w8kEpOQNpMz5f5dVy7NzCnPUMLc85ZHkCRJAhEREREREXk1Ue4CiIiIiIiIyPUY/oiIiIiIiHwAwx8REREREZEPYPgjIiIiIiLyAQx/REREREREPoDhj4iIiIiIyAcw/BEREREREfkAhj8iIiIiIiIfwPBHRERERETkAxj+iIiIiIiIfADDHxERERERkQ9g+CMiIiIiIvIBDH9EREREREQ+gOGPiIiIiIjIBzD8ERERERER+QCGPyIiIiIiIh/A8EdEREREROQDGP6IiIiIiIh8AMMfERERERGRD2D4IyIiIiIi8gEMf0RERERERD6A4Y+IiIiIiMgHMPwRERERERH5AIY/IiIiIiIiH8DwR0RERERE5AMY/oiIiIiIiHwAwx8REREREZEPYPgjIiIiIiLyAQx/REREREREPoDhj4iIiIiIyAcw/BEREREREfkAhj8iIiIiIiIfwPBHRERERETkAxj+iIiIiIiIfADDHxERERERkQ9g+CMiIiIiIvIBDH9EREREREQ+gOGPiIiIiIjIBzD8ERERERER+QCGPyIiIiIiIh/A8EdEREREROQDGP6IiIiIiIh8AMMfERGRl8vJyYEgCEhKSurSdXbs2AFBEFBdXe2UuoiIqHsx/BERUbcrKyvDn/70J/Tp0wcajQaRkZGYOXMm9uzZI3dp3aqlMFVYWIiLLroIV1xxBWpqapxyn5iYGBQVFWHYsGGt3peIiLyfUu4CiIjI9yxatAgWiwUff/wxBgwYgJKSEmzbtg0VFRVyl+YSFosFarW6zeMyMzMxY8YMDBkyBN9++y10Op1T7q9QKBAZGemUaxERkefiyB8REXWr6upq7Nq1C6+88gqmTJmCvn37Yty4cXj88cdx1VVXNTnurrvuQnh4OAIDAzF16lQkJycDODuNURRFHD58uMm133zzTfTt2xcOh6NxdGvz5s0YNWoUdDodpk6ditLSUmzcuBEJCQkIDAzETTfdBKPR2HgNs9mMBx54AD179oRWq8Vll12GQ4cONT6/cuVKBAcHN7nv6tWrIQhC4/fPPPMMRo4cieXLl6N///7QarVt/rqkpKTgsssuw8SJE7F69erG4Hfufps3b0ZCQgL8/f0xa9YsFBUVNTl/+fLlSEhIgFarRXx8PN57773G586f9pmTk4MpU6YAAEJCQiAIApYsWQIAcDgceOmll9C/f3/odDqMGDECq1atarN2IiLyDAx/RETUrfz9/eHv74/Vq1fDbDa3etx1113XGNQSExMxevRoTJs2DZWVlejXrx+mT5+OFStWNDlnxYoVWLJkCUTxt3/ennnmGbzzzjvYu3cv8vPzcf311+PNN9/EF198gfXr12PLli3497//3Xj8I488gu+++w4ff/wxjhw5gtjYWMycOROVlZUdep0ZGRn47rvv8P3337e51m7v3r2YNGkSFi1ahM8++wxKZdOJOUajEa+99ho+/fRT/PLLL8jLy8OyZcsan//888/x1FNP4YUXXkBaWhpefPFF/P3vf8fHH3/c7F4xMTH47rvvAACnTp1CUVER3nrrLQDASy+9hE8++QQffPABjh8/jr/85S+4+eabsXPnzg69diIiclMSERFRN1u1apUUEhIiabVa6ZJLLpEef/xxKTk5ufH5Xbt2SYGBgVJDQ0OT8wYOHCj95z//kSRJkr7++mspJCSk8ZjExERJEAQpOztbkiRJ2r59uwRA2rp1a+P5L730kgRAyszMbHzs3nvvlWbOnClJkiQZDAZJpVJJn3/+eePzFotFio6Oll599VVJkiRpxYoVUlBQUJO6fvjhB+n8f1KffvppSaVSSaWlpRf8dThXo1qtlm655ZYWj1mxYoUEQMrIyGh87N1335UiIiKa/Lp88cUXTc577rnnpIkTJ0qSJEnZ2dkSAOno0aNN7ltVVdV4fENDg+Tn5yft3bu3yXXuvPNO6cYbb2z1PCIi8hwc+SMiom63aNEiFBYWYu3atZg1axZ27NiB0aNHY+XKlQCA5ORkGAwGhIWFNY4U+vv7Izs7G5mZmQCABQsWQKFQ4IcffgBwdnrklClT0K9fvyb3Gj58eOP/R0REwM/PDwMGDGjyWGlpKYCza+6sVisuvfTSxudVKhXGjRuHtLS0Dr3Gvn37Ijw8vF3HXn311fjhhx+wa9euFp/38/PDwIEDG7+PiopqrLm+vh6ZmZm48847m/xaPf/8842/Vu2RkZEBo9GIGTNmNLnOJ5980qHrEBGR++KGL0REJAutVosZM2ZgxowZ+Pvf/4677roLTz/9NJYsWQKDwYCoqCjs2LGj2Xnn1tup1WrceuutWLFiBa655hp88cUXjdMXz6dSqRr/XxCEJt+fe8zhcLS7blEUIUlSk8esVmuz4/R6fbuv+Z///AePPPIIZs+ejQ0bNuCKK65o8nxLNZ+rwWAwAAA++ugjjB8/vslxCoWi3TWcu8769evRq1evJs9pNJp2X4eIiNwXwx8REbmFIUOGYPXq1QCA0aNHo7i4GEqlstlI3vnuuusuDBs2DO+99x5sNhuuueaaLtUwcOBAqNVq7NmzB3379gVwNtgdOnQIDz74IAAgPDwcdXV1qK+vbwx4Xe2fJwgCPvzwQ4iiiDlz5mD9+vWYNGlSu86NiIhAdHQ0srKysHjx4nadc27nUbvd3vjYkCFDoNFokJeX1+57ExGRZ2H4IyKiblVRUYHrrrsOd9xxB4YPH46AgAAcPnwYr776Kq6++moAwPTp0zFx4kQsWLAAr776KuLi4lBYWIj169dj4cKFGDNmDAAgISEBEyZMwKOPPoo77rijy60R9Ho9/vSnP+Hhhx9GaGgo+vTpg1dffRVGoxF33nknAGD8+PHw8/PD3/72NzzwwAM4cOBA43TVrhAEAR988AEUCkVjAJw8eXK7zn322WfxwAMPICgoCLNmzYLZbMbhw4dRVVWFv/71r82O79u3LwRBwLp16zBnzhzodDoEBARg2bJl+Mtf/gKHw4HLLrsMNTU12LNnDwIDA3Hbbbd1+TUSEZG8GP6IiKhb+fv7Y/z48XjjjTca19jFxMTg7rvvxt/+9jcAZ4PQhg0b8MQTT+D2229HWVkZIiMjccUVVyAiIqLJ9e68807s3bsXd9xxh1Pqe/nll+FwOHDLLbegrq4OY8aMwebNmxESEgIACA0NxWeffYaHH34YH330EaZNm4ZnnnkG99xzT5fvLQgC3n33XYiiiLlz52LdunXtOu+uu+6Cn58f/vnPf+Lhhx+GXq/HRRdd1Dha+Xu9evXCs88+i8ceewy33347br31VqxcuRLPPfccwsPD8dJLLyErKwvBwcEYPXp04+8LERF5NkH6/cIFIiIiD/Lcc8/h22+/RUpKitylEBERuTXu9klERB7JYDDg2LFjeOedd3D//ffLXQ4REZHbY/gjIiKPtHTpUlx88cWYPHmy06Z8EhEReTNO+yQiIiIiIvIBHPkjchFBEBq3rXcHK1eubOyPRkRERES+h+GPqB2WLFkCQRCafWVkZLR6TlFREWbPnt2p++3YsaPF+z355JOdfQlERERE5OPY6oGonWbNmoUVK1Y0eSw8PLzZcRaLBWq1GpGRkV2+56lTpxAYGNj4vb+/f7Nj7HY7BEGAKPKzHCIiIiJqHd8tErWTRqNBZGRkky+FQoHJkydj6dKlePDBB9GjRw/MnDkTQNNpn88880yLI3ltNYbu2bNnk/v5+/s3Tt9cu3YthgwZAo1Gg7y8PJjNZixbtgy9evWCXq/H+PHjsWPHjgtef82aNRg9ejS0Wi0GDBiAZ599FjabrfF5QRCwfPlyLFy4EH5+fhg0aBDWrl3b5Bpr167FoEGDoNVqMWXKFHz88ccQBAHV1dUd/SUmIiIiIhdi+CNygo8//hhqtRp79uzBBx980Oz5ZcuWoaioqPHrtddeg5+fH8aMGdOp+xmNRrzyyitYvnw5jh8/jp49e2Lp0qXYt28fvvrqK6SkpOC6667DrFmzkJ6e3uI1du3ahVtvvRX/93//hxMnTuA///kPVq5ciRdeeKHJcc8++yyuv/56pKSkYM6cOVi8eDEqKysBANnZ2bj22muxYMECJCcn495778UTTzzRqddERERERC4mEVGbbrvtNkmhUEh6vb7x69prr5UkSZImTZokjRo1qtk5AKQffvih2eP79u2TtFqt9PXXX7d6v+3bt0sAmtxPr9dL5eXl0ooVKyQAUlJSUuPxubm5kkKhkAoKCppcZ9q0adLjjz8uSZIkrVixQgoKCmry3Isvvtjk+E8//VSKiopq8hqefPLJxu8NBoMEQNq4caMkSZL06KOPSsOGDWtyjSeeeEICIFVVVbX6+oiIiIio+3HNH1E7TZkyBe+//37j93q9vvH/L7744nZdIy8vDwsWLMCyZctw/fXXt3n8rl27EBAQ0Ph9SEgIAECtVmP48OGNj6empsJutyMuLq7J+WazGWFhYS1eOzk5GXv27Gky0me329HQ0ACj0Qg/Pz8AaHIfvV6PwMBAlJaWAji7JnHs2LFNrjtu3Lg2XxcRERERdT+GP6J20uv1iI2NbfW5ttTX1+Oqq67CxIkT8Y9//KNd9+zfv3+L7Rl0Oh0EQWj83mAwQKFQIDExEQqFosmxLW0Sc+6cZ599Ftdcc02z57RabeP/q1SqJs8JggCHw9Gu+omIiIjIfTD8EXUDSZJw8803w+Fw4NNPP20S3Jxh1KhRsNvtKC0txeWXX96uc0aPHo1Tp061GmjbY/DgwdiwYUOTxw4dOtTp6xERERGR6zD8EXWDZ555Blu3bsWWLVtgMBhgMBgAAEFBQdDpdF2+flxcHBYvXoxbb70Vr7/+OkaNGoWysjJs27YNw4cPx9y5c5ud89RTT2HevHno06cPrr32WoiiiOTkZBw7dgzPP/98u+5777334l//+hceffRR3HnnnUhKSmrcwdTZAZeIiIiIuoa7fRJ1g507d8JgMOCSSy5BVFRU49fXX3/ttHusWLECt956Kx566CEMHjwYCxYswKFDh9CnT58Wj585cybWrVuHLVu2YOzYsZgwYQLeeOMN9O3bt9337N+/P1atWoXvv/8ew4cPx/vvv9+426dGo3HK6yIiIiIi5xAkSZLkLoKIvMcLL7yADz74APn5+XKXQkRERETn4bRPIuqS9957D2PHjkVYWBj27NmDf/7zn1i6dKncZRERERHR7zD8EVGXpKen4/nnn0dlZSX69OmDhx56CI8//rjcZXkth8UOyWyHw3z2v5LZBkeDHZLFDsnqAAQAggBBFM5O7D/3/78+DvG870UBwq//hShA1Cgg+qkg+ikhKLgqgIiIyNtw2icRkQwkqwP2WjPsNZaz/621wF5rgcNkOxvozOeFvIZf/2uxAd3UZUPQKCD6KRvDoOingkKvavZY43/9VRDVirYvTERERLJh+CMicgGj0YiqqipUV1c3ftXW1GJKSRwcdRY4jDa5S3Q6Ua+CIkQDZagWyhAtFOf+G6KBMkQLQcnRRCIiIjlx2icRURfU1NSgpKSk8ausrAxVVVWwWCwtHj9WEQ2t0TtDkKPeCke9FdYzhuZPioAiWAtlDx1UPXRQhuug7HH2SxGsYWsQIiKibsDwR0TUDhaLBaWlpU2CXklJCRoaGjp0HZO/Hdp67wx/F+QA7JUNsFc2wHy6qslTgkqEKlIPVW9/qHsFQN3bH8qefmfXJhIREZHTMPwREf1OZWVls5BXVVUFZ8ySN2ptCIHKCVV6D8nqgCW/Dpb8OtSjCAAgqEWoovyh7u0PVe8AqHv5Qxmu4wghERFRFzD8EZFPkyQJpaWlyMnJQW5uLnJzc1FfX++y+9WrLAB0Lru+t5AsDlhya2HJrW18TNAooO7l33SEMIy/lkRERO3FDV+IyKc4HA4UFxcjNzcXOTk5yMvLg8lk6rb7DwkdgEsK+3fb/bydoFNC0zcQmkHB0A4Kgaqnn9wlERERuS2GPyLyana7HYWFhY2jenl5eTCbzbLV42dR4SbHFbLd39spgtTQxIZAOygYmthgKPzVcpdERETkNhj+iMjrFBUVIT09HTk5OcjPz4fVapW7pEZ+ogY3GS+TuwzfIACqSD00g34Ng/2CIKh8cLMdIiKiXzH8EZHHczgcyM3NxcmTJ3Hq1ClUV1fLXVKrlIICS0yT5S7DNylFaPoHQhsbAs2gYKii9NxAhoiIfArDHxF5JIvFgszMTJw8eRKnT5/u1nV7XXVbwySouN+W7ER/FbSDQ+E3IhyagcEQFAyCRETk3Rj+iMhj1NfX4/Tp0zh58iQyMzNhs9nkLqlTrrKOQU97kNxl0HlEvRK6oT2gG94DmgHB7DFIREReieGPiNxaVVUVTp48iZMnTyIvL88pvfbkdoVjCOIsUXKXQa0Q/VXQDesBv+HhUPcLZBAkIiKvwfBHRG7HYDAgNTUVycnJKC4ulrscpxuJ/hjTMEDuMqgdxEA1/C7qAd3wcKj7BHCNIBEReTSGPyJyCzabDadOnUJSUhIyMzPhcDjkLsllBoqRmGIcKncZ1EGKYA10w3vA76JwqGMC5C6HiIiowxj+iEhW+fn5SE5OxrFjx9DQ0CB3Od0iUgzBPONoucugLlCEaqG/OAL6sRFQBGrkLoeIiKhdGP6IqNsZjUYkJyfjyJEjKCsrk7ucbhck6nGdcYLcZZAziIB2cCj046OgjQvh+kAiInJr3GuciLqFJEnIyclBYmIi0tLSYLfb5S5JNg2wyF0COYsDaEirRENaJRTBGujHREA/NhKKII4GEhGR++HIHxG5lNFoxJEjR3DkyBFUVlbKXY5bECHgjoapcpdBLiIEqpCo/hkjZ81Fn2Ej5C6HiIioEUf+iMglqqqqsG/fPhw9ehRWq1XuctyKAxKMghl+EkeHvFGVvgzpe/ci/dBehPXug5Ez52HoFVOh0mrlLo2IiHwcR/6IyKkKCgqwZ88epKWleUVPPleZZRuF3rZQucsgZxMFbK36DBWVZ5o8rPHTY+ikaRg5ax5CIqNlKo6IiHwdwx8RdZkkSTh9+jT27t2L3NxcucvxCBOkwRhm7i13GeRktmjguz2vtH6AIGDAqDEYv/APiI6L777CiIiIwGmfRNQFNpsNKSkp2Ldvn0/u2tkVdaJJ7hLIBU5VHrzwAZKErCOHkHXkEPpcNBITF92A3gnDuqc4IiLyeQx/RNRhJpMJhw8fxoEDB2AwGOQuxyPVCb7R09CXCMEqHEva0e7j81KTkJeahN5DhmHiohu5OYwLPfPMM1i9ejWSkpLkLoWISFai3AUQkeeorq7Gxo0b8cYbb2Dbtm0Mfl1ghFnuEsjJStVngE6spDhz4hi+fe4JfPn3h5GdlOiCytzPkiVLIAgC/vjHPzZ77r777oMgCFiyZEn3F3ae5ORkXHXVVejZsye0Wi369euHP/zhDygtLZW1rpZMnjwZDz74YJPHduzYAUEQUF1dLUtNROSeOPJHRG2qra3Fzp07cfToUTgcDrnL8Qrs9eddJAVw8PiPXbpG4ek0fP/S04gcOAgTFt2AgRePd1J17ikmJgZfffUV3njjDeh0OgBAQ0MDvvjiC/Tp00fW2srKyjBt2jTMmzcPmzdvRnBwMHJycrB27VrU19fLWhsRUVdw5I+IWmUymfDTTz/h7bffRmJiIoOfE5kltr/wJqcMJ2EwVDjlWsWZ6Vj96nP49NH/Q/qBvV67a+7o0aMRExOD77//vvGx77//Hn369MGoUaOaHLtp0yZcdtllCA4ORlhYGObNm4fMzMwmx5w5cwY33ngjQkNDodfrMWbMGBw4cKDFe2dmZmLAgAFYunRpi7++e/bsQU1NDZYvX45Ro0ahf//+mDJlCt544w3079+/8bhjx45h9uzZ8Pf3R0REBG655RaUl5c3Pj958mQ88MADeOSRRxAaGorIyEg888wzTe4lCAKWL1+OhQsXws/PD4MGDcLatWubHHOh+yxZsgQ7d+7EW2+9BUEQIAgCcnJyMGXKFABASEiIW4ykEpF7YPgjomasVit2796Nt956C3v27IHNZpO7JK9jlWxwgGHaW+TXpzj9mqU5mVj7rxfxySP34+TeXyB54Ycvd9xxB1asWNH4/f/+9z/cfvvtzY6rr6/HX//6Vxw+fBjbtm2DKIpYuHBh4wdSBoMBkyZNQkFBAdauXYvk5GQ88sgjLX5glZKSgssuuww33XQT3nnnHQiC0OyYyMhI2Gw2/PDDD62G7+rqakydOhWjRo3C4cOHsWnTJpSUlOD6669vctzHH38MvV6PAwcO4NVXX8U//vEP/PTTT02OefbZZ3H99dcjJSUFc+bMweLFi1FZWdmu+7z11luYOHEi7r77bhQVFaGoqAgxMTH47rvvAACnTp1CUVER3nrrrVZ/H4jId7DVAxE1stvtOHr0KHbu3Im6ujq5y/F6iywTEOLQy10GdVGVUIMtWR+4/D6hvWJw+Y23IXbsBJffy9WWLFmC6upqfPTRR4iJicGpU6cAAPHx8cjPz8ddd92F4OBgrFy5ssXzy8vLER4ejtTUVAwbNgwffvghli1bhpycHISGNu+feW7Dl/feew/z5s3DE088gYceeuiCNT7xxBN49dVXERgYiHHjxmHq1Km49dZbERERAQB4/vnnsWvXLmzevLnxnDNnzjS+nri4OEyePBl2ux27du1qPObctV5++WUAZ0f+nnzySTz33HMAzgZdf39/bNy4EbNmzWr3fUaOHIk333yz8ZgdO3ZgypQpqKqqQnBw8AVfKxH5Do78EREkScKxY8fw3nvvYd26dQx+3aRKwbVD3iDTeKxb7lNZkI81rz2Pb59/EuV5Od1yT1cLDw/H3LlzsXLlSqxYsQJz585Fjx49mh2Xnp6OG2+8EQMGDEBgYCD69esHAMjLywMAJCUlYdSoUS0Gv3Py8vIwY8YMPPXUU20GPwB44YUXUFxcjA8++ABDhw7FBx98gPj4eKSmpgI4uyHM9u3b4e/v3/gVH3+2d+P5U1KHDx/e5LpRUVHNNo05/xi9Xo/AwMDGY9p7HyKi9uCGL0Q+LjMzE9u2bUNhYaHcpficGoUJ4NI/j2YRbMgpa6O3n5PlpSbhk0cfwPBps3DJ9YvhFxjUrfd3tjvuuANLly4FALz77rstHjN//nz07dsXH330EaKjo+FwODBs2DBYLGc3Tjq3YcyFhIeHIzo6Gl9++SXuuOMOBAYGtnlOWFgYrrvuOlx33XV48cUXMWrUKLz22mv4+OOPYTAYMH/+fLzyyivNzouKimr8f5VK1eQ5QRCaTUe90DHtvQ8RUXsw/BH5qIKCAmzduhXZ2dlyl+Kz6gSj3CVQF+Xas2G3d//OrZLDgeSfNuDk3p2YuOhGjJw5DwqlZ/6TPmvWLFgsFgiCgJkzZzZ7vqKiAqdOncJHH32Eyy+/HACwe/fuJscMHz4cy5cvR2VlZaujfzqdDuvWrcOcOXMwc+ZMbNmyBQEBAe2uU61WY+DAgY27fY4ePRrfffcd+vXrB6ULf+3bcx+1Wg273d7sMQDNHici38Zpn0Q+pq6uDqtWrcJHH33E4Cczg8Bef54uo3yfrPc319djxyfL8fHDS5F15JCstXSWQqFAWloaTpw4AYVC0ez5kJAQhIWF4cMPP0RGRgZ+/vln/PWvf21yzI033ojIyEgsWLAAe/bsQVZWFr777jvs29f090ev12P9+vVQKpWYPXt2q71K161bh5tvvhnr1q3D6dOncerUKbz22mvYsGEDrr76agBn+xFWVlbixhtvxKFDh5CZmYnNmzfj9ttvd2rgas99+vXrhwMHDiAnJwfl5eVwOBzo27cvBEHAunXrUFZWxr6sRASA4Y/IZzgcDhw4cADvvPMOjh3rnjVKdGEm9vrzaKVCOWrri+QuAwBQVXgGP7zyLL578SlUnMmXu5wOCwwMbHUapiiK+Oqrr5CYmIhhw4bhL3/5C/75z382OUatVmPLli3o2bMn5syZg4suuggvv/xyi2Hy3GYqkiRh7ty5LfbtGzJkCPz8/PDQQw9h5MiRmDBhAr755hssX74ct9xyCwAgOjoae/bsgd1ux5VXXomLLroIDz74IIKDgyGKznt71Z77LFu2DAqFAkOGDEF4eDjy8vLQq1cvPPvss3jssccQERHROLWWiHwbd/sk8gGFhYX48ccfUVTkHm9U6SydqMFi42Vyl0GdtLd+G/JLD8tdRjOiQoERM+Zg4nU3Qeff/mmNRETk/Rj+iLxYQ0MDfv75Zxw6dMhrG0V7MoUg4nbTFLnLoE4wCWb8mP02JMl9e+9p/QMw8dqbMPLKORBbGAEjIiLfw/BH5KVSU1OxefNmrvNwc7c0XAENVG0fSG7lhP0YUvPWy11Gu4T17oMZ99yPXoMT5C6FiIhkxvBH5GUqKiqwYcMG9n/yEPOsYxBp9+yt+n2NAw6sK1wOk7lK7lLaTRBEjJ4zH5fecCtUao3c5RARkUwY/oi8hM1mw+7du7F7927YbDa5y6F2uswxBPEW9uryJAUowu7sT+Quo1NCoqJx5R//D73jh8pdChERyYDhj8gLZGVlYf369aioqJC7FOqg4eiHcQ0D5S6DOmBn7ToUVxyXu4xOEwQRo2bNw2U33gqVRit3OURE1I08syMsEQEATCYTNm7ciJSUFLlLoU6qExvkLoE6wCAYPTr4AYAkOXBk41pkHTmEmX/8P/QeMkzukoiIqJtw5I/IQ2VmZmLNmjWora2VuxTqgp5iMK4yXix3GdROydZEnDyzVe4ynEcQMPLKubjipiVQaTkKSETk7TjyR+RhrFYrfvrpJxw8eFDuUsgJGtjo3WPYYEdWyX65y3AuSULS5nXITjqMmfc+gJihw+WuiIiIXIgjf0QepKCgAN9//z3X9nkRjajCLcYr5C6D2iEHuTiQ/ZXcZbiOIGDEjDm4YvESqLU6uashIiIX4MgfkQdwOGw4eHAntmzZA4fDfZtKU8dZHNyZ1VNkVB6SuwTXkiQkb1mPnKTDuPLeB9Bn2Ai5KyIiIicT5S6AiC7MZDqDI0dugMX6NhwOu9zlkJNJkGAQuOmLu6sSa1FR4xu9M2tKS/Dt809i+8oPYbdZ5S6HiIiciOGPyI0Vl/yIAwfnoab2KKzWY+gZkSR3SeQClQqD3CVQGzKNqXKX0L0kCUc2rsWXf38E1SXFcldDREROwvBH5IZstnqcOPEwjh9/EHZ7XePjgwadQGBgtXyFkUtUK0xyl0AXYBFsyCn1zQ2WSrLS8emjD+DUvt1yl0JERE7A8EfkZmprU3Hw0FUoKv6+2XOi6MDg+N0QRa4T8yZ1IsOfO8uzZ8Nu991dWS0mI9a9+TK2Ln8PNiungRIReTKGPyI3cubMZziceB1MppxWj9FqqzAojk3dvQnX/Lm39PIDcpfgFpJ/2oAvnnwIVUUFcpdCRESdxPBH5AYcDjNOnHgMp04/DUlq+5P1nj2PIzyc63C8hRFmuUugVpQKFaitZ9g5pywnC589/iBOH9gjdylERNQJDH9EMjObS3Do8A0oKv62Q+cNjN0DlZqhwRuw0bv7yjQkyV2C27GYTPjxXy9h52f/4w7EREQehuGPSEbVNYnYt38eDIaOT+NUqYxISPDNTSi8jbkdo73U/UyCGfllR+Quw20d/vF7rHruSdRXV8ldChERtRPDH5FM8vM/R2LiTbDbKzt9jaCgHPSOyXJiVSQHm2SHDQ65y6DfybFlQJL4+3Ih+SdS8dlj/4eCU2lyl0JERO3A8EfUzRwOC5JTluF0+lMAur5rZ9++B6DX17V9ILm1GkW93CXQeRyQkF66T+4yPIKhqhLfPPs4jmxcK3cpRETUBoY/om5kNpdi776FKC//wWnXFEUb4hP2QBA4QuHJqkSj3CXQeYqFEpgaKuQuw2M47DZsX/khtnz4bzjsXAdIROSuGP6IuklVVSL27J0Ns/mk06/t51eGgQOPO/261H1qFQx/7iSjJlHuEjxS6rbN+OHVf8DSwN6VRETuiOGPqBvk5n2GxCM3QpKqXXaPyKhkhISUu+z65Fp1Inv9uQuDYERRxTG5y/BYOUmJ+OrpR2Go5MgpEZG7YfgjciFJsiM55WFkZDwNQXDtVChBkBA3eDeUSu4c6YkMYPhzF5kWbl7SVWU5WfjiyWUoy8uRuxQiIjoPwx+Ri9jtDdh/4GaUl3/fbfdUq+swOJ7T1TyRSWCvP3dghx1ZJfvlLsMr1FWU4aunHkFOylG5SyEiol8x/BG5gNlcjV27F8Bo7P4+fKGh6YiMyu/2+1LXNEgMf+7gDApgsRrkLsNrWExG/PDyszi2/Se5SyEiIjD8ETldbW0eftk1G3Z7umw1DBiwD1odNxDxJBap620/qOvSK7v/Axtv57DbsPmDt7Dnm8/kLoWIyOcx/PmQlStXIjg4uFPn5uTkQBAEJCUlOfVYb1NUdBj79l8FUSyVtQ6FwoyEhH0AJFnroPZzSA6YBK7XlFO1UIuKmky5y/Ba+7/7ChvfeR12Gz/oICKSC8Ofm1myZAkEQWj8CgsLw6xZs5CSktIt9z//3ue+LrvsMsTExKCoqAjDhg3rljo80cmTa5GSeiuUSvdouO7vX4h+/U/JXQZ1QLWC0w3llGniDp+udmLXdnz34lNoqOefdSIiOTD8uaFZs2ahqKgIRUVF2LZtG5RKJebNm9dt91+xYkXj/YuKirB27VooFApERkZCqVR2Wx2/Z7G455ooSZKwf/+7yMtfBqXSLHc5TfTqdQSBgdVyl0HtVM1ef7KxCjZklx6QuwyfkH88BV899Qhqy+SdIUFE5IsY/tyQRqNBZGQkIiMjMXLkSDz22GPIz89HWVkZAGDHjh0QBAHV1dWN5yQlJUEQBOTk5DQ+tnLlSvTp0wd+fn5YuHAhKira13MpODi48f6RkZEIDQ1tNpWzqqoKixcvRnh4OHQ6HQYNGoQVK1Y0uU5WVhamTJkCPz8/jBgxAvv27Wvy/O7du3H55ZdDp9MhJiYGDzzwAOrr6xuf79evH5577jnceuutCAwMxD333NOBX8XuYbPZ8PPPT6HO8AYUCte2cugMUbRjcPxuiCKnWXmCWpGNseWSa8+B3e6eHzB5o4ozefjiyYdQlpstdylERD6F4c/NGQwGfPbZZ4iNjUVYWFi7zztw4ADuvPNOLF26FElJSZgyZQqef/55p9X197//HSdOnMDGjRuRlpaG999/Hz169GhyzBNPPIFly5YhKSkJcXFxuPHGG2H7da1HZmYmZs2ahUWLFiElJQVff/01du/ejaVLlza5xmuvvYYRI0bg6NGj+Pvf/+60+p3BYjHjp63/BwlfQBTdd22dVluFuLjumTZMXVMnsNefXNIr2N6hu9VXV+Hb555AaU6W3KUQEfkM+ebwUavWrVsHf39/AEB9fT2ioqKwbt06iGL7s/pbb72FWbNm4ZFHHgEAxMXFYe/evdi0aVOb5954441QKBSN33/22WcYOXJkk2Py8vIwatQojBkzBsDZUbrfW7ZsGebOnQsAePbZZzF06FBkZGQgPj4eL730EhYvXowHH3wQADBo0CC8/fbbmDRpEt5//31otVoAwNSpU/HQQw+1+3V3F5OpHtt+vhs6nWdMEwvveRwVFdEoK4uUuxS6AKPgXtOGfUWZUIFaQ4HcZfgkU10tvn3+SVz35PPo2W+A3OUQEXk9jvy5oSlTpiApKQlJSUk4ePAgZs6cidmzZyM3N7fd10hLS8P48eObPDZx4sR2nfvGG2803j8pKQkzZsxodsyf/vQnfPXVVxg5ciQeeeQR7N27t9kxw4cPb/z/qKgoAEBp6dk1HsnJyVi5ciX8/f0bv2bOnAmHw4Hs7N+mAZ0Ll+6kpqYcW7fd4DHB75yBsXugUjNcuDOTxN8fOWTUc2RcTg11tfj2uSdQks2dVomIXI3hzw3p9XrExsYiNjYWY8eOxfLly1FfX4+PPvoIABpHACXpt6mGVqvztoiPjIxsvH9sbCz0en2zY86F0b/85S8oLCzEtGnTsGzZsibHqFSqxv8XBAEA4HA4AJydznrvvfc2CZnJyclIT0/HwIEDG89r6d5yqqgowo6dN8HP74TcpXSYSmVEQoJnBVZfYwbXZna3BsGM/NJEucvweQ2GOqx67gmUZGXIXQoRkVdj+PMAgiBAFEWYTGc3gwgPDwcAFBUVNR7z+556CQkJOHCg6Rv9/fudu6YlPDwct912Gz777DO8+eab+PDDD9t97ujRo3HixIkmIfPcl1qtdmqdzlJYmIsdO2+Dv7/nfjodFJSL3jFcX+OurA6Gv+6WbcuAJLnfZk2+qKHegFXPP4nizHS5SyEi8loMf27IbDajuLgYxcXFSEtLw/333w+DwYD58+cDAGJjYxETE4NnnnkG6enpWL9+PV5//fUm13jggQewadMmvPbaa0hPT8c777zTrvV+7fXUU09hzZo1yMjIwPHjx7Fu3TokJCS0+/xHH30Ue/fubdyQJj09HWvWrGm24Yu7yMk5hd2770JwsOcGv3P69j0Avd49ehFSUxIk1Ihs99BdHJCQXrav7QOp2zTUG7DqhSdRnHFa7lKIiLwSw58b2rRpE6KiohAVFYXx48fj0KFD+PbbbzF58mQAZ6dTfvnllzh58iSGDx+OV155pdlOnhMmTMBHH32Et956CyNGjMCWLVvw5JNPOq1GtVqNxx9/HMOHD8cVV1wBhUKBr776qt3nDx8+HDt37sTp06dx+eWXY9SoUXjqqacQHR3ttBqd5dSpo9i77z6E9fCOETNRtCE+YQ8EwSF3KdSCKvb66zbFQglMpva1wKHuY66vx6oX/o6ijFNyl0JE5HUE6fyFY0TUSJIkJCXtQeqxp9GrV47c5ThdUdFIZKRfJHcZ9DtjMQgjGvrIXYZP+KVuA4rKU+Uug1qh1vlh0d/+gei4eLlLISLyGhz5I2qBJEnYv38LkpKe8srgBwCRkckICSmXuwz6nTqBjd67g0EwMvi5OYvJiO9efAqFp9PkLoWIyGsw/BH9jsPhwI4da3Ds+Cvo07f97TU8jSBIiBu8G0ql83aKpa4zsNF7t8iynJS7BGqHcwGw4BQDIBGRMzD8EZ1HkiTs3r0Bp9P/jQEDvDf4naNW12FwPLe5dyds9O56dtiRWcqNXjyFxWQ6GwBPel6LHSIid8PwR/QrSZKwZ+8mnEh7G7GxOXKX021CQ9MRFZUvdxn0qwaJI7GudgaFsFgMcpdBHWBtMOGHV59Feb73fyhHRORKDH9EOBv8DhzYipSUtxAb6/ntHDqq/4B90Oq4y6Q7sDD8uVxG5UG5S6BOMNfX4/uXnoGhkju0EhF1FsMf+TxJknDo8HYcOfIG4uLSIQhyV9T9FAozEhL2AeDmv3KzSXbYwKbjrlIt1KG8JkPuMqiT6irK8P1LT8Ns5IdVRESdwfBHPu/o0V3Yt+/fGBR32ieD3zn+/oXo1599tdxBlaJe7hK8VqbpmNwlUBeV5eVg7esvwG6zyV0KEZHHYfgjn5aUtAc7dryPhITjEEWOevXqlYjAwGq5y/B5bPTuGlbBhuzSA3KXQU6QdywZmz94C2xVTETUMQx/5LNSUw9gy08fImFIEhQKTrMDAFF0YHD8bogiP1GXU63I8OcKuY4c2O3cTdVbpO3ajt1ffix3GUREHoXhj3zS8ROHsX7DR4iPPwK12iJ3OW5Fq61CXFyK3GX4tDqRvf5cIaN8v9wlkJMdXLMKSVs2yF0GEZHHYPgjn3Py5FGsXftfDBp0FHo9R1haEt7zOMLDi+Uuw2fVg6NTzlYuVKLGUCB3GeQCP//vA2QcYrAnImoPhj/yKenpKVi95n/o1zcJwcHVcpfj1mJjd0Ot5giUHEwMf06XXp8sdwnkIpLkwPq3/4nC0yflLoWIyO0x/JHPyM09jR9W/xc9ehxHz4hSuctxe0qVCfEJ7Icmhwaw158zNQgW5Jcmyl0GuZDNYsbqV/+BqiKO7hIRXQjDH/mE0tICrFnzP2g0p9GvX67c5XiMoKBc9I7JkrsMn2N1MPw5U44tA5LETZ28namuFt+99DSMNdVyl0JE5LYY/sjr1dRWYs2a/8FQfxxDhmT6dC+/zujb9wD0+jq5y/ApDkgwCpz66QwSJKSX7ZO7DOomNSXF+P7lZ2Ft4JR1IqKWMPyRV2toMOLHHz/GmTNHcfHF2RBFfvrfUaJoQ3zCHgiCQ+5SfEolG707RbFQAqOpXO4yqBuVZKVj8wdvyV0GEZFbYvgjr2WzWbFx4xc4cWIfxo3PhVJpkrskj+XnV4aBscflLsOn1LDRu1Nk1B6VuwSSwal9u3D4x+/lLoOIyO0w/JFXkiQJP29fjYOHfsaYMSXQaqvlLsnjRUYmIySUIyjdpVbkhxVdZRBMKCxnz0pf9csXK5F3jL//RETnY/gjr3To8Hbs+mUd4gfXIyjojNzleAVBkBAXtxtKJTcj6Q4GgWuWuirLwq3/fZnkcGDdW6+gtrxM7lKIiNwGwx95ndOnk7FlyzfoEW5Br94n5C7Hq6jVdRgczy3zu4ORvf66xA4HMku50YuvM9XWYO3rL8JmschdChGRW2D4I69SVJSHdes+hcNRh8GDT3CTEhcIDU1HVFS+3GV4PRNc82bV7rDjn78sxyUfXI/Y16fj0v/cgDf3fAxJki543r68o5i98k4MfG0aLvvPjfgmdWOT5384vgXj3luEYW/OwbPb3mnyXH5NEa748CbUmbtvE5sCFMBi4S61dHYDmK3/fU/uMoiI3ALDH3mNmtpKrP1xBcrKCzFyZAFUKoPcJXmt/gP2QqvjhiSuZJZcM732vQNf4NOkNXhuxl+w/a5P8bdJf8QHB7/AisTvWj0nr7oQt616FBP7jMKmJf/FXWOuxSMbX8WOrIMAgEpjNR7e9CqenPJnfPaH1/HDiS3YmrG38fwntvwLj0+6FwEavUteU0vSqw51273I/dWUNuDEbi4BICJSyl0AkTOYzQ1Yv+5TZGelYdQoO/R6jky5kkJhQULCPhw9MhUAGye6glWywQEHRCd/RpdYcAxXxl6KaQMnAgBigqKwJm0rkorSWj3ns6Q1iAmKwlNTlwIABvXoh4NnUrH88DeYPGAccqsLEajxx1UJ0wAAE/uMQkZFLqbHXoLVJ7ZCKSoxe/Akp76OC6kR61Bend5t9yP3pVSrERW/AGX5vfHL1xno2S8IPXoHyF0WEZFsOPJHHs/hcGDrtlVISd2PQYMCEdaDW7t3B3//QvTrf0ruMrxajQt2/Ly41zDsyT2CrMqzH5CcKM3AoTOpmDJgfKvnJBYcx+V9L27y2KT+43Ck4Gz7j/6hMTBZG3Cs5DSqTLVIKTqJ+PCBqG6ow2u7/ovnZzzo9NdxIZlGtiUhILBHBEL7LkFZfm8AgN3qwKYPj8HSYJO5MiIi+XDkjzze0aO7sG/fFkRF9kDvmB0QhAuvXSLn6dUrEZUVkaitDZa7FK9UpahHiMO5UyXvm7AYBnM9Jn90MxSiCLvDgUeuuBsLh17Z6jll9ZXooQ9t8li4PgR1lnqYrGYEawPwr7l/w4PrXkCDzYJFw2Zi8oBxWLbhZSwZvRB5NUW447u/weqw4a+X3o658ZOd+prOZ4UN2aUHXHZ98gyRg0bCaLgCteVN3+bUlJqw/dOTmHn3MJkqIyKSF8MfebT8M5n4aesqaDVaDBiYDKWS69C6kyg6MDh+NxIPz4LDwR8nzlarMAFOXvr3Y9p2/HDiJ/x7/lOIC++HEyUZeGbbvxHhH4brLprd6evOjrsCs+OuaPx+X14S0sqy8NyMB3HZhzfinflPo6c+FPM/uRfjY0aghz7EGS+nmTwpFzY722T4KkEUETNsNkry4yC0MiU9I7EUUbFnMHxK726ujohIfpz2SR6rvr4WGzZ8htqaSgyOr4SfX4HcJfkkrbYKcXHJcpfhlWoF50/7fGHHe/jzhMW4esg0JIQPxKJhM3HX2Ovw7v7PWz0nXB+K8vrKJo+V1VchQK2HTqVpdrzZZsGTW/6Fl2c+hJyqAtgddkzsMxIDw/qgf2gMjha5rgVLegVH/XyWUoWIQTejNH9wq8HvnD3fpaM0t7abCiMich8Mf+SR7HY7tvz0LbKz0jB4sD9CQpLkLsmnhfc8gfDwYrnL8Dr1Lmj0brKaIQpNf/QrBAUcUuttUS7uNRS7c5v2d9yVcxijew1t8fi3936CSQPG4aLIwbBLdtgc9sbnbA4b7A7XtGApFypRU8fNnnySLgiC9jpUl/Zo1+EOm4TNHx2D2eiaXXWJiNwV52mRR0pM3IHDh3egd+8IREZt4zo/NxAbuxs1NfNgsWhlq+HNN99ETU1Ns8fHjBmDuXPnNnvcbrdj9+7dSE5ORm1tLXr06IHp06cjNja28ZiUlBRs27YNFosFI0eOxMyZMxufq66uxqeffop77rkHGk3zEbCuMrqg19/02Evw772foldgBOJ69MOxknR8dOhr/GH4nMZjXt75HxTXlePNeU8AAG4eeTVWHvkBL2x/H38YPgd7co9g3cntWHntK82uf7o8Bz+e/BmblvwXADAwtC9EQcRXyesQ7h+GzIo8jIiKd/rrAoCM+hSXXJfcmxg0EArMhkJUd+i82vIG7Po6HdNvH+KiyoiI3A/DH3mc3NzT2Lrte/jp9OjXLxFKpfOnxlHHKVUmxCccREryFW0f7CJ33313k2blpaWl+PTTTzF0aMsjVD///DNSU1Mxf/589OjRAxkZGfj6669xxx13ICoqCkajET/++COuvvpqhISE4IsvvkD//v0RFxcHAFi/fj2mT5/ukuAHAA0uCH/PTX8Qr+1ajie2/AvlxipE+PfA4pFX4cFLlzQeU2KoQEFtSeP3fYKj8fG1r+DZbe/gf4mrEBkQjldnP4LJA8Y1ubYkSXhs0z/x1NSl8FPrAAA6lQb/mvM4nvzpDVjsVjw340FEBYQ7/XU1CBbklx52+nXJjYkKiIEToBZa36m2LacOFGPg6HD0H+H8P5NERO5IkM5/p0Tk5urqqvH5528i/0wGhl8koUf4frlLot/Jyb4E+fkD5S4DALBp0yacPn0a999/PwSh+Rqg119/HZdffjnGjfstxHzzzTdQKpW45pprUFBQgC+//BLLli0DAKxatQpRUVG49NJLkZqaiuPHj+OGG25wWf0KQcTtpikuu743OWlPQ3LeWrnLoG4iaPwgaGZDrejb5Wv5Bapx49PjodWrnFAZEZF745o/8hh2ux1btnyD7Jw09O8XidAwfsrvjvr0PQi9vk7uMmC325GSkoJRo0a1GPzOHaNUNp0AoVQqkZeXBwAIDQ2F1WpFUVERTCYTCgoKEBERAZPJhO3bt2P27M7vjtmu1yA5YAF7krVFgoT0sr1yl0HdRAiIhkJ7s1OCHwAYay345avTTrkWEZG747RP8hgHD23DkSO/IDqqHyKj9kAU+abYHYmiDfEJe3Ak8UpIknyfL508eRINDQ0YOXJkq8cMHDgQ+/fvR9++fREaGoqsrCykpaU1Th3V6XRYsGABVq9eDavVihEjRiA2NhZr1qzBuHHjUF1dja+++gp2ux2TJ0/GkCHOXztUpahHhD3I6df1JsVCKYymcrnLIFcTBIhBI6AWpjr90umHShA7uicGjOL0TyLybgx/5BGys9Pw888/wN8/CJGRhdDpiuQuiS7Az68MA2OPIyP9ItlqOHr0KAYNGoSAgIBWj5k1axZ+/PFHvPvuuwDOjvSNHDkSSUlJjcckJCQgISGh8fucnByUlpZizpw5ePvtt7Fo0SL4+/tj+fLl6Nu3L/R65zZlr1YYGf7akFF7VO4SyNVUaoj66VALrtksCAB2fHESUYOCoPPv2MYxRESehOGP3F5NbSU2bPwCRqMBsQN7ITRsm9wlUTtERiajoiIKVZXt23rdmaqrq5GVlYXrr7/+gsfp9XrccMMNsNlsMBqNCAgIwNatWxES0nIDcpvNhg0bNmDhwoWorKyEw+FAv379AABhYWE4c+YMBg8e7NTXUisanXo9b1MvmFBYzj6T3kzQh0JUzodKCHPpfUx1Vvzy1WnMvGuYS+9DRCQnrvkjt2az2bB501fIyzuNPjGxCA/fA1FkXyZPIAgS4uJ2Q6ns/t+vpKQk6PX6xl0526JUKhEYGAiHw4G0tLRWA9wvv/yCgQMHIioqCg6HA47z+tXZ7Xa4Yv+sOtH5vf68SZbllNwlkAuJQXFQKhdDJbo2+J2TcbgUGYml3XIvIiI5MPyRWzty9BckJe9Fr+gBCA7OgM6vUO6SqAPU6joMjk9s+0AnkiQJSUlJGDFiBESx6Y+4H374AVu3bm38/syZM0hLS0NVVRVyc3Px+eefQ5IkXHrppc2uW1ZWhuPHj2PKlLO7b/bo0QOCIODIkSM4ffo0ysvLER0d7fTXUw+z06/pLexwILN0n9xlkCuICojBk6AW50Ehdu8unL98dQqmOue3WSEicgec9kluq7SsEDt2rIGfTo+AACA07JDcJVEnhIamIyqqF4qKYrrlfllZWaipqcGoUaOaPVdTU9Nk50+bzYaff/4ZVVVVUKvVGDRoEBYuXAittmmjekmS8OOPP2LmzJlQq8+uB1KpVFiwYAE2bNgAm82GOXPmIDAw0Omvx8Tw16oCFMBsqZW7DHIyQesPUTMHKqG3LPc31Vmx88tTmHWPfGuWiYhchX3+yC3ZbDZ88+17SEnZh4EDhiIqajNH/TyY3a7GkSPz0WDyk7sUj6MRVbjFeIXcZbiln6t+QFk1t+j3JmJAbyjEeVCI8v+suPKuoRg0JkLuMoiInIrTPsktHU3ahWPHDqJXdH8EBp5m8PNwCoUFCQn7APCzpo6yONjSpCU1Qh2DnzcRBIjBY6BWXu8WwQ8AfvnyNIy1nP5JRN6F4Y/cTmlZIbZvXw2dTg9/fwmhYQflLomcwN+/EP36c3OOjpIgwSBw05ffy2w4IXcJ5CwqDcTAuVAL7jXC3VBvxY7PT8pdBhGRUzH8kVux2WzYtvU7VFaUIKJnb/Tg7p5epVevRAQGVstdhsepVNTLXYJbscKG7JL9cpdBTiDqe0ChuwlqsX0783a37ORynD5YLHcZREROw/BHbiUpaTeOHTuAXr36IyAgB35+BXKXRE4kig4Mjt8NUeRUxo6oUbDX3/nypDzY7BwN9XRicMLZNg6Klvtquos9qzJgaeDPLCLyDgx/5DbKyoqwfcdqaLV+8PPTcndPL6XVViEujk25O6JONMldglvJqDggdwnUFQolxOBpUAuzIYoKuatpk7HWgsSNOXKXQUTkFAx/5BZsNhu2bVuFiooSRETEICg4BUolp7p5q/CeJxAeXiR3GR6Da/5+UyFUobouT+4yqJMEbSAU+uugFkbIXUqHJG87g5oyjsATkedj+CO3kJS0G6mpB9Aruh9UKiOCglLlLolcLDZ2D9Rqhpr2YKP336TXp8hdAnWSGNgXSs3NUCmi5C6lw+w2B/asypC7DCKiLmP4I9mVlxdhx4410Gr9oNP5IzTsEETRLndZ5GJKlQnxCdzJtT0awO3mAcAsWJBfyungHkcQIQaPh1qxCApRK3c1nZadXI78k5Vyl0FE1CUMfyQru92Ordu+Q3l5ESIiYqDVFsPfP1vusqibBAXlIiYmU+4y3J5F4o63AJBjy4RD4gdDnkRQ6yAGzodauFTuUpxi9zfpcDjYr5SIPJdS7gLItyUn70Fq6gFER/eHKAoIDeP27b6mT9+DqKrqCYMhQO5S3JZVssMGB5Q+/HmdBAnpZftccm2HQ8KW46eRmFeAugYzgrRajOnXG9OHxEIQhBbPyS6rxPqUkyitM8BityPET4eJA/rgisEDGo85kluA9SknYbHZMLZ/DK4aOaTxucp6Iz7ceRAPzrgUWpXKJa9LboJ/TyjE+VCKQXKX4jSVhfU4/ksBLprcW+5SiIg6heGPZFNXV41fdq2HWqWBn58/AgJOQqPhlBpfI4o2DI7fgyOJV0KSfDfctKVGNCLM4S93GbIpEcpQbypzybW3n8zE3sxc3DBuBCKDApBfWYNvDiVDq1Li8rj+LZ6jVipw6aC+iAoKhFqpQHZ5JVYdPga1UokJA/ug3mzBN4dTcMPYEQj198N/dx1CbM8wDImOAAB8n3gMc4cP9trgJwYNgxLTIYre93f64I/ZGDQ2Alq9d/7eEZF3876fyuQxDhzYhqKiXERG9oEgWBASekTukkgmfn5lGBh7XO4y3Fq1jzd6z6g96rJr51RUYVivCAyJjkCo3g8jYqIQFxGO/MrqVs/pFRKEUX16ITIoAKF6P1zctzcGR/ZAVvnZD7AqDEboVCqM7BONPqHBiO0ZhpJaAwDgaF4BFKKIi3p73sYnbVKqIAZfCbV4pVcGPwBoqLfi0DouTyAiz+SdP5nJ7RUV5eLgwW0IDekJhUKBkJCjUCi486Mvi4xMRmhoudxluC1fbvReL5hQUJ7ksuv3CwtBekkFyurOhrPC6lpkl1ciPqpnu69RUFWD3IpqDAwPBQD0CNDDYrOjoKoGRrMF+ZXViA4OhNFixaZjp7Fw9FCXvBY5CX5BUOj/ALUwTO5SXO7YzgJUFvn2BzJE5Jk47ZO6ncPhwK5d61FbV4WBA4ZCpapGYFCa3GWRzARBwqC43Ug8PBc2G6dT/V6dD/f6y7Kccun1pyQMRIPNhlc37oQgCJAkCbMuGozRfXu1ee5zP26DwWyBQ3LgyiFxGD+gDwDAT63CDeNG4MuDybDa7b+ODIbjm0PJuDS2Hyrqjfjf7sOwOxy4cmgcRsR49iigGDQACsyBQlTLXUq3cDgk7Pk2HfMfGCl3KUREHcLwR93u9OlkpB47iKjIPhAEAaFhByAIDrnLIjegVtdhcHwijh+bIHcpbqde8M1ef3Y4kFnqmo1ezknOL8KR3ALcNGEUIgP9UVhdizVJJxCo02Jsvwtv7PHnKRNhsdmQW1GNDakn0SPAD6P6nA2NF/WOxEW9IxuPzSytQGF1HRaMGoaXN2zH4gmjEKDV4O1tezAgPBQBWo1LX6dLiCLEwAlQC773dzbvRCVyUsvR76IecpdCRNRuDH/UrczmBuz8ZS0gOaDXB0Kny4efX4HcZZEbCQ1NR1RULxQVxchdilsx+mij90IUwmypdek91iWnYWr8QIzqEw0AiAoORJXRhJ/TMtoMf2H+fo3nGMxmbDme3hj+zmez2/H9kWO4cfxIlBvqYZckDOwZBgDo4a9HXmU1hv66GYynEDR+ELSzoRb6yl2KbPasykDMkFAoFFxFQ0SegT+tqFsdPboLOTmnEBXdD4CE0DA2bKbm+g/YC53Od9e4taQBvtnrL736sMvvYbXbm7V0ODv9s2PXcUiAzd7yLIatJzIwODIcvUOCIEkSHOdd3CFJkDp6M5kJ/lFQaG+GWvTd4AcA1SVGpG4/I3cZRETtxvBH3aa6uhy792yA3i8QapUGev9MqNXVcpdFbkihsCA+YR8Az3pD7EpWH2z0XiMYUFbl2vV+ADAkOgLb0jJworAElfVGpJ4pxi+nszGs128jcRtSTuLLA0mN3+9Jz8HxwhKU1dWjrK4eB7LysPNUVovrBItr6pCUX4SZw+IAAD0D/CEAOJCVhxOFJSitNSAmJNjFr9JJBAFi8EhoVDdCKfpu65HzHVqfA7PR9/5+EpFn4rRP6haSJGHP3s0oKyvCwAFDATgQEpIkd1nkxvz9C9Gv/ynkZMfLXYpbsEsOmAUrNJLvbIaT2dA97T8WjBqKzcdO4fsjx2Ewn23yPmFAH8wYMqjxmNoGM6qMpsbvJUjYkHISlfUmKEQBYXo/zB0ejwkD+zS5tiRJWJWYiqtGJkCjPPtPrkqpwA3jRuD7I8dhdziwcPRQBPlpu+W1dolSDVE/DWohQe5K3IrFZEPyz2cwbl7LPSGJiNyJIHnaXBPySHl56fj4k39Cp9UjOLgH/ANOIzx8t9xlkZtzOESkpsxBbW2I3KW4hbm2ixFlC5a7jG5hhR1r896Bze67u5y6E8EvFKJqHlQiNzdpicZPiVtfvARqLT9TJyL3xmmf5HJ2ux2/7FoHk7EeQUFhABwIDk6SuyzyAKLowOD43RBFm9yluIVq0Xf6iuVLuQx+bkIMGgSlajGD3wWYjTak7uDaPyJyfwx/5HLHTxzCyZNHERXVF4IgICDgFFQqg9xlkYfQaqsRNzhZ7jLcQq3C1PZBXiK94oDcJZCogBh8BdTifChE35lu3FlJW/NhNdvlLoOI6IIY/silTKZ67PplHRSiAjqdHoAdwSF8I08dEx5+AuHhRXKXITtfafReIVShui5P7jJ8mqD1hxhwDdTCGLlL8RgNBiuO/cLWRUTk3hj+yKWSk/ci/0wmoqLObge+P3AAnne8hFSL7zUEpq6Jjd0Dtdo3wk9rjD7S6D3DmCJ3CT5NDOgNheZmqEX22uyopJ/yYLNy9I+I3BfDH7lMfX0d9u//CXq/ACiVKtggYFfwQKRreuNlzcN4xvIWQyC1m1JlQnzCQbnLkJVJsshdgsuZBSvySlzf249aIAgQgy+GWnk9lKKf3NV4JGOtBSd2F8pdhksJgoDVq1fLXUaLcnJyIAgCkpKSAAA7duyAIAiorq4GAKxcuRLBwcFdvk+/fv3w5ptvdvk6RHJg+COXSU7eg+KSfISHn+17dTSgN2pUusbnm4RA8yVylUkeJCgoFzExmXKXIRuzDzR6z7FnwiFxg59up9JADJwLtTBJ7ko83tEtebDbHLLce8mSJViwYIFL71FUVITZs2d36txnnnkGgiA0+9q6datTaouJiUFRURGGDRvmlOsReSPuSUwuYTDUYP/+rfDXB0KpVMIOAb+EDGzx2HRNb7yMhxDbcAOuxVe4SLO3m6slT9Kn70FUVfWEwRAgdyndzurw7lAkQUJG2T65y/A5or4HBMV8qES2VHEGQ5UZaXuLMOyKXnKX4hKRkZFdOn/o0KHNwl5oaGiXrnmOQqHocn1E3o4jf+QSR4/uRmlpQeOoX4p/NKpU+guek6HthZe1D+Fp89tI4UggtUIUbRgcvweCIM8n63KSIKFWNMpdhsuUCGUwGEvlLsOniMHxUCoXQ6Vg8HOmI5tz4bC738+onTt3Yty4cdBoNIiKisJjjz0Gm+23D5Vams44cuRIPPPMM43fnz/t02KxYOnSpYiKioJWq0Xfvn3x0ksvXbAGpVKJyMjIJl9qtRoAsHv3blx++eXQ6XSIiYnBAw88gPr631rctDTlNDg4GCtXrgTQfNpnWzIzM3H11VcjIiIC/v7+GDt2bLNgWlpaivnz50On06F///74/PPPm12nuroad911F8LDwxEYGIipU6ciOZmb25F7Yvgjp6uprcSBg1sREBgMhUIBB4CdIbHtPj9D2wuvMATSBfj5lSE29rjcZciiSuG94S+jLknuEnyHQgkxeArUwhyIokLuarxOXUUDTh0olruMJgoKCjBnzhyMHTsWycnJeP/99/Hf//4Xzz//fKev+fbbb2Pt2rX45ptvcOrUKXz++efo169fp66VmZmJWbNmYdGiRUhJScHXX3+N3bt3Y+nSpZ2ury0GgwFz5szBtm3bcPToUcyaNQvz589HXt5vuw0vWbIE+fn52L59O1atWoX33nsPpaVNP6S67rrrUFpaio0bNyIxMRGjR4/GtGnTUFlZ6bLaiTqL0z7J6b7ftA7bk09j9KD+AIAT+kiUq/07fJ0MbS+8gocw0HwjrpW+xHBOB6XzREQmo6IiCpWVvtV4ukZhhDcu/TMKDSgoOyp3GT5B0AZAVM+DSoiSuxSvlrgxF4MnREEUBblLAQC89957iImJwTvvvANBEBAfH4/CwkI8+uijeOqppyCKHR8PyMvLw6BBg3DZZZdBEAT07du3zXNSU1Ph7//be4IhQ4bg4MGDeOmll7B48WI8+OCDAIBBgwbh7bffxqRJk/D+++9Dq9V2uL62jBgxAiNGjGj8/rnnnsMPP/yAtWvXYunSpTh9+jQ2btyIgwcPYuzYsQCA//73v0hISGg8Z/fu3Th48CBKS0uh0WgAAK+99hpWr16NVatW4Z577nF63URdwfBHTlVVW4cD6fkotwVgU3IOIjLzkb/wz126ZqYmujEELpK+xgjNbidVS55MECQMituNxMNzYbP5TgPqWsE7G71nWU7JXYJPEAP7QCHMg0J0/htpaqqmzIT0QyUYPN491qClpaVh4sSJEITfwuill14Kg8GAM2fOoE+fPh2+5pIlSzBjxgwMHjwYs2bNwrx583DllVde8JzBgwdj7dq1jd+fC0zJyclISUlpMq1SkiQ4HA5kZ2c3CVzOYjAY8Mwzz2D9+vUoKiqCzWaDyWRqHPlLS0uDUqnExRdf3HhOfHx8kx1Dk5OTYTAYEBYW1uTaJpMJmZm+u0EZuS+GP3KqPckpqKozYfakacgrPIOU6hqUBEY45dqZmmi8ir9goPkPDIEdsPimPJSUNN8o5KqrAvHA/7U8avbddzX4cW0tSkttCAoScfkVetx1VyjU6rOfDG/bWoflyythMkmYOTMAf/rzb//oFRdb8egjxXjv/V7Q6107s1ytrsPg+MM4fmyiS+/jTgxe2OjdAQc3enE1QYAYNA5q4VK5K/EpiRtzEDc2AoKbjP61RRRFSJLU5DGrtfWpBqNHj0Z2djY2btyIrVu34vrrr8f06dOxatWqVs9Rq9WIjW2+FMRgMODee+/FAw880Oy5c8FUEIQO1deWZcuW4aeffsJrr72G2NhY6HQ6XHvttbBY2t9Wx2AwICoqCjt27Gj2nDPaShA5G8MfOU2NwYCfDx1GUIA/FAol+sf0Q9Zo5zcJPj8EXiN9jZEMgRf07nu94HD89o9ldrYFjz5SjCsmtbwBz7ZtBiz/qBLLHg7H0KEanDljxT9fLYMAAX/6cxhqaux4/fVyPPxIOKKilHjyiWKMGqXFhIlnr/f2W+W46+5Qlwe/c0JDMxAV1QtFRR3/1NoTeWOj9wIUwWyukbsMryWotRB0M6EWWt5xmVynqtiIrKQyDBzdU+5SkJCQgO+++w6SJDWO/u3ZswcBAQHo3bs3ACA8PBxFRUWN59TW1iI7O/uC1w0MDMQf/vAH/OEPf8C1116LWbNmobKyssM7eI4ePRonTpxoMRie8/v60tPTYTR2fh30nj17sGTJEixcuBDA2SCXk5PT+Hx8fDxsNhsSExMbp32eOnWqsW/gubqLi4uhVCo7vd6RqDtxwxdymn0px3CmrAxRPc6OJplEJdL9nbN9c0syNdH4p/YveMrybySZL3PZfTxdcLACoaHKxq8D+42IjlZixIiWp32dON6AYcM0mDbNH5GRKowZ44cpU/xx8tTZEaeiIiv0ehFTpvgjPl6LESN1yM07+8nrzz8boFAKuPzyC+/s6mz9B+yDTue9G6Gcr0HyvgV/6dVs6u4qgj4cCu1iqEUGP7mkbD/TrferqalBUlJSk6/8/Hz8+c9/Rn5+Pu6//36cPHkSa9aswdNPP42//vWvjev9pk6dik8//RS7du1CamoqbrvtNigUrW8I9K9//QtffvklTp48idOnT+Pbb79FZGRkp0a8Hn30UezduxdLly5FUlIS0tPTsWbNmiYbvkydOhXvvPMOjh49isOHD+OPf/wjVKrOT/sfNGgQvv/+eyQlJSE5ORk33XQTHI7fdmk9N5313nvvxYEDB5CYmIi77roLOt1vPYunT5+OiRMnYsGCBdiyZQtycnKwd+9ePPHEEzh8mD/byP0w/JFT1NUbse3gIQTp9VD++g/F8cAw2DuxgLyjzoXAv1veYQhsg9UqYetWA2bNCmiy7uN8Q4Zqcfq0BSdPng17hYVWHDxoxPhxfgCAXr1UMJsdSE83o7bWjlOnzBgwQI26OjtWrqjE/fd3/wYsCoUF8Qn7AEhtHuvpLF4W/moFA8qqTspdhlcSg4dCpVwMpSJI7lJ8WmF6NSoKDN12vx07dmDUqFFNvp599ln06tULGzZswMGDBzFixAj88Y9/xJ133oknn3yy8dzHH38ckyZNwrx58zB37lwsWLAAAwe2/sFBQEAAXn31VYwZMwZjx45FTk4ONmzY0KnNY4YPH46dO3fi9OnTuPzyyzFq1Cg89dRTiI6Objzm9ddfR0xMDC6//HLcdNNNWLZsGfz8/Dp8r3P+9a9/ISQkBJdccgnmz5+PmTNnYvTo0U2OWbFiBaKjozFp0iRcc801uOeee9Cz528juYIgYMOGDbjiiitw++23Iy4uDjfccANyc3MREeGcZS9EziRIv588TdQJP+0/iP+u/RGD+/SBUqmEA8AnfYeiXqnu9loGmItwjfQ1Rml2dfu93d2OHQa8+EIpvviyD3r0aH3W9w/f1+A//6mAJAF2OzBvfgAefDC88fndu+uxcmUlLGYJ06b747bbQvHaP8vQf4Aagwap8e67FbDbJNx6awiumNTxnV4768yZscjOiu+2+8llScNkKOEd2/MfNR/E6cLtcpfhXRQqiP6ToBaHy10J/WroFb0w+abBcpdBRMQ1f9R1DWYzfj6cCD+tFkrl2T9SmfpgWYIfAGRpovAaHsSAX9cEMgT+ZuPGOowb53fB4JeUZMIXX1TjgQd6ID5Bi8JCK959txyffVqFm2852wj6ssv0uOyy36Z2JiebkJVtwdL7w3Dbrfn42xM9ERqqwH33FeCi4TqEhHRPUImOTkRFeQRqa727YXWVwohwe4DcZXSZDXZkle6XuwyvIuiCzrZxEDni4E5OHyjGJQsHQq3j2y4ikhenfVKXJadnILeoGNE9fpvulxoUfoEzukeWJgqvaR/E3y3v4Kj5crnLkV1JiRVHj5gwe86FQ8PKFVWYPsMfc+YGYsAANS67TI877wjFl19WN9k45hyLRcLbb5XjLw/2QGGBFXa7hBEjdIiJUaN3bzVOpnXf7pSi6MDg+N0Qxea7m3qTakW93CU4RZ6UB5vNO1tXyEEM6g+l+hYGPzdkNduRtq+o7QOJiFyM4Y+6RJIk7DqaDEEUoFGfHekrU+tQpOu+qX5tYQg8a9OmOgQHKzBhwoXXR5jNDvx+V3JRcfaBliaJf/55FcaO9cOgOA3sjrPTRM+x2ySct3a+W2i11YgbnNy9N+1mNaJ3BKb0So76OYUoQgy+BGpxIRSiPDMuqG3HdhY0a1NARNTdGP6oSzLPFOBEdjaiw34b9Utxg1G/lpwfAo+YJ8ldTrdyOCRs3mTAjCv9oVA0TXYvv1yK5csrG7+fMNEPP/5Yi+0/G1BUZEXiYSNWrqjEhIl+zc7NzbFgx/Z63Lbk7DTLPn1UEARg44Za7N9vRF6eFYMHa1z/An8nPPwEwsO991P2Oi8IfxVCFapr8+Quw+MJaj+IAVdDLUyQuxRqQ3WJEWfSquQug4h8HCefU5fsS01FvcmEflFRAM61d3Dv9VZZmii8jgcwwHwdFkrfYrRmp9wludyRIyaUltowe1bzKZ+lpbYmI3033xwCQRCwYkUlysvtCAoWMXGCHnfc2fT3VZIk/OuNMvzpT6HQ6c5+jqTRiHjkkXC8/XYFrFYJ998fhh7h8vyYiY3dg5qaebBYWm5p4cmM8PxefxnGVLlL8HiCfyQUivlQip6//tNXHPulADFDXNcCiYioLdztkzqtvLoaT/9nOQQIiAg7+4/Z4eAIHAiLbuNM99LfXIxrpG98IgT6mpqavkhJvkLuMpwuSNTjOqPnjvSYBSvWZr8Nh+TdazNdSQweAbUwTe4yqINEhYDbXroUfoGcnktE8uC0T+q0wydOoryqGuEhwQDOdlg7HtT9Pd66KlsTide1D+BJy7s+Nx3U2wUF5SImJlPuMpzODM/u9Zdjz2Tw6yylGmLQTAY/D+WwSzjJjV+ISEYMf9QpDWYzdhw5An+9X2Mz1zO6ABhkau/gDOeHwMSGyXKXQ07Sp+9B+PvXyV2GU1k8ODhJkJBRxo1eOkPwC4FCfwPU4lC5S6EuOLG7kBu/EJFsGP6oU5LTM5BXVIKo89o7nArwjnUM2ZpI/Et3P0OglxBFGwbH74EgdPO2oy7kkBwwCZ657q9UKIfBWCJ3GR5HDIqFSnUzVKLnza6gpmrKTCg4XS13GUTkoxj+qMOatHdQqQAAVkFAlj5I5sqciyHQe/j5lSE29rjcZThVpYf2+kuvOyp3CZ5FVEAIvhxq8SqIokruashJTuwulLsEIvJRDH/UYZlnCnA8K6tJe4csfTCsokLGqlznXAh8wvIeDjdMkbsc6qSIyGSEhpbLXYbT1Cg8r92DUWhAYVmS3GV4DEGjhyLgGmiEsXKXQk6WdbQMDQbPXrtLRJ6J4Y86bF9qKowNDQjQ/9Ys/LSXTPm8kBxNBN7QLWUI9FCCIGFQ3C4old7xhqtGNMpdQodlWU9DAtc6tYcY0AsK7c1QiTFyl0IuYLc5cOpAsdxlEJEPYvijDimvrsa+lGMIDz7bCw4A6hVK5Ot8p8/UuRD4N8t7OGyeKnc51AFqtQGD4w/LXYZTGIQGuUvoEAccyCjdK3cZ7k8QIAaPglr5ByhFvdzVkAsx/BGRHBj+qEOOnkpHRU1NY3sHAEj3D4EkCK2f5KVyNRF4Q3sfQ6CHCQ3NQFRUntxldJmnNXovRBHM5hq5y3BvKg3EoNlQC5xZ4AvK8upQW+5507eJyLMx/FG7ORwOHEg9Bq1a09jeAfCNKZ8XwhDoefoP2AedzvOmTZ7PBIvcJXRIek2i3CW4NVEfBoXuRqiFeLlLoW6UcaRU7hKIyMcw/FG7ZRcWIauwED1DQxofq1RpUabxu8BZvuO3EPg+DprZgNmdKRQWxCfsBTx4/ZlZ8py1i7WiAaWVaXKX4bbEoMFQKhdDpfDtD9J8UeaRMrlLICIfw/BH7ZaakQmD0YgAv9/C3qmAkAuc4ZtyNT3xlvbPDIFuzt+/CP0HnJK7jE6zSjY44Bm9CzMbGPxapFBCDJ4MtTgXoqiUuxqSQWlOLeoqPWv9LhF5NoY/aheL1Yr9qccQ5O/fuNGLBOC0Pz+pbs25EPi45X0cNE+XuxxqQXR0IgIDq+Quo9NqRfd/02iDHdkl++Quw+0I2gCI/ougFkbLXQrJLJNTP4moGzH8Ubucys1DQWkZwkN+G+kr1PrDoFLLWJVnyNP0xFvaPzEEuiFRdGBw/G6Iok3uUjqlygMavedLebDauKnF+cTAGCg1t0At9pK7FHIDDH9E1J0Y/qhdkk6fhtVug06jaXyMUz47hiHQPWm11YgbnCx3GZ1So3D/TWvSKw/KXYL7EASIwWOhVlwHhaiVuxpyE8XZtTBUedbuvUTkuRj+qE0GoxGHj6chNDCw8TEJQLY+WLaaPNn5IfAAQ6BbCA8/gfCeRXKX0WF1gnuPqFUK1aiqzZG7DPeg1kIMnA+1cLnclZC7kYDMoxz9I6LuwfBHbTqWmYXS6mr0CA5ufKxYq0eDghsUdEWepifeZgh0G7Gxe6BWu/8auvO5e6P3DGOq3CW4BdE/HErtYqjFWLlLITfFqZ9E1F0Y/qhNiWknIQBQKX8Lezl+ga2fQB1yLgQ+Zv0AB8xXyl2Oz1IqTYhPOCB3GR1idONefxbBitzSQ3KXITsxaAiUipugVATJXQq5seLMGtTXcOonEbkewx9dUGllFVIzs5ps9AIAOX58I+Ns+epwvK29lyFQRkFBeYiJyZS7jHZrcOPwl2PPgsPhOb0InU6hhBg0HWpxFkRRIXc15OYkCcg6yp5/ROR6DH90QamZmaiqrW2y3q9WqUalRidjVd6NIVBeffoehL9/ndxltIvFTRu9S5CQUbZf7jJkI+iCoNBfD7U4XO5SyINkJHLqJxG5HsMftUqSJBw8fgIatRqi+NsfFU757B7nh8D9DIHdRhRtiI/fA0Gwy11Km+ySA1a4X5uKUqEcdcZiucuQhRjYD0r1YqgUkXKXQh6mKKMaxlr3Hc0nIu/A8EetyisuQUb+GUSENG3knqvnlM/ulK8Ox78ZAruVzq8MsbHH5S6jXdyx11+GIUnuErqfKEIMngi14hq2caBOkSQgK4lTP4nItRj+qFWn8/JhMBoRoPdrfMwiiCjQ+stYle86PwTua5gpdzleLyIyBaGh5XKX0aYqN+v1ZxQaUFB6VO4yupWg1kEMuBpqYaLcpZCH466fRORqLgl/giBg9erVrrh0o379+uHNN9/s8Hm33HILXnzxxVafnzBhAr777rsuVOY9ktPToVapIQhC42Nn/AJgF/mZgZzy1eF4R3cPHrX+hyHQhQRBwqC4XVAq3XNd3Tm1onuFv2zraUiQ5C6j2wj+EVDoboZa7C93KeQFCtOrYTW7/5RzIvJcHX4XX1xcjPvvvx8DBgyARqNBTEwM5s+fj23btrmiPqdKTk7Ghg0b8MADDzQ+NnnyZDz44ION3z/55JN47LHH4HA4Lnit7gi4cqqoqUFm/hmEBTVd38ddPt3HGXUPhkAXU6sNiI8/LHcZF1Qnuk+vPwccyCj1nY1exODhUCluhFIMkLsU8hIOu4SijGq5yyAiL9ah8JeTk4OLL74YP//8M/75z38iNTUVmzZtwpQpU3Dfffe5qkan+fe//43rrrsO/v6tT1ucPXs26urqsHHjxm6szP2k5+Wjus6A4IDf3tRIAHK52YvbaRoCZ8ldjtcJCc1AVFSe3GW0qh7u0xusEMVoMFfJXYbrKVUQg2dCLUxvshkWkTMUnPaBv0NEJJsO/av15z//GYIg4ODBg1i0aBHi4uIwdOhQ/PWvf8X+/U0/7S0vL8fChQvh5+eHQYMGYe3atY3PrVy5EsHBwU2OX716dZPphQDw448/YuzYsdBqtejRowcWLlzYam3Lly9HcHBwqyOQdrsdq1atwvz58y/4GhUKBebMmYOvvvrqgsf9XmpqKqZOnQqdToewsDDcc889MBgMjc8vWbIECxYswGuvvYaoqCiEhYXhvvvug9X625Qys9mMZcuWoVevXtDr9Rg/fjx27NjR+Hxubi7mz5+PkJAQ6PV6DB06FBs2bOhQne2VlpMLCIDivDc2pRo/GJUql9yPuu5sCLwbjzAEOl3/Afug07nX9MpzTG7U6y+jJlHuElxO8AuBQv8HqIWhcpdCXurMSYY/InKddoe/yspKbNq0Cffddx/0en2z538f5p599llcf/31SElJwZw5c7B48WJUVla2u7D169dj4cKFmDNnDo4ePYpt27Zh3LhxLR776quv4rHHHsOWLVswbdq0Fo9JSUlBTU0NxowZ0+a9x40bh127drW71vr6esycORMhISE4dOgQvv32W2zduhVLly5tctz27duRmZmJ7du34+OPP8bKlSuxcuXKxueXLl2Kffv24auvvkJKSgquu+46zJo1C+np6QCA++67D2azGb/88gtSU1PxyiuvXHAUs7MazGakpGcg2L/pVCa2ePAMBeeFwD0MgU6hUFgQn7AXcMO1bGY3CX91Qj1KKk/IXYZLiUEDoVQthkrsKXcp5MXK8g2wmNyvhQsReQdlew/MyMiAJEmIj49v1/FLlizBjTfeCAB48cUX8fbbb+PgwYOYNat9b0ZfeOEF3HDDDXj22WcbHxsxYkSz4x599FF8+umn2LlzJ4YObf2T2NzcXCgUCvTs2fY/2tHR0cjPz4fD4WjXlJ4vvvgCDQ0N+OSTTxqD8TvvvIP58+fjlVdeQUREBAAgJCQE77zzDhQKBeLj4zF37lxs27YNd999N/Ly8rBixQrk5eUhOjoaALBs2TJs2rQJK1aswIsvvoi8vDwsWrQIF110EQBgwIABbdbWGVkFhSivrkafyKZ9qnK53s+jFKh74D3cjTWWa3C1/Xtcqt0kd0kezd+/CP0HnEJ2Vvt+BnYXq8M93iRmmr04+IkKiIEToRZa/gCSyJkkh4TC9Gr0G95D7lKIyAu1O/xJUsc+8R4+fHjj/+v1egQGBqK0tP1bGCclJeHuu+++4DGvv/466uvrcfjw4TaDkMlkgkajaTa1tCU6nQ4OhwNmsxk6na7N49PS0jBixIgmI6KXXnopHA4HTp061Rj+hg4dCoVC0XhMVFQUUlNTAZydNmq32xEXF9fk2mazGWFhYQCABx54AH/605+wZcsWTJ8+HYsWLWry6+wsp/PyYbXZoFWrf6tDVKBc0/avBbmfAnUYQ6CTREcnoqI8ArW1IXKX0sgBCfVCA/SSfL3lbLAjq2SfbPd3JUGjh6CdDbXQR+5SyIecOVXF8EdELtHu8Ddo0CAIgoCTJ0+263iVqunaMEEQGnfQFEWxWZg8f+0bgHaFrssvvxzr16/HN998g8cee+yCx/bo0QNGoxEWiwXq80JNSyorK6HX69tVQ0dc6NfEYDBAoVAgMTGxSUAE0Di186677sLMmTOxfv16bNmyBS+99BJef/113H///U6r0eFw4Oip09Brm772Iq0eUjuCM7mvpiFwNS7Vuma9qDcTRQcGx+9G4uHZcDja/ePT5aoURuht8oW/fOTDajPJdn9XEQOiIYrzoRSbL3VwJw6HHRsSP8Gh9K2oNVYiSB+G8XEzMWv0za1+4Pnp9ldw4PSWZo9HhvTFk9f/DwBwKH0r1hxYDrPVhAmDZ2LRJX9uPK6irhjvrH8Ej1zzPnRq9/718UTc9IWIXKXda/5CQ0Mxc+ZMvPvuu6ivr2/2fHV1dbtvGh4ejrq6uibXSUpKanLM8OHD22wfMW7cOGzcuBEvvvgiXnvttQseO3LkSADAiRNtT006duwYRo0a1eZx5yQkJCA5ObnJ69mzZw9EUcTgwYPbdY1Ro0bBbrejtLQUsbGxTb4iz5t+GRMTgz/+8Y/4/vvv8dBDD+Gjjz5qd53tcaa0DGdKSxH6uxYPBTo2dvcWBeowvKe7E49YP8Sehjlyl+NxtNpqxA1OlruMJqoVzX8md6f0igOy3t/pBAFi8CiolTe4ffADgJ+SvsKuE2tx3aX348k/rMDV4+/G1uSvsfPYD62ec+0l9+HFW75t/Hpu8Vfw0wRg1IBJAACDqQZf7HwdCyfci6VzX8Gh9G1Izf1tdPfrXW/h6nF3M/i5SPkZAxrq3bvHKBF5pg7t9vnuu+/Cbrdj3Lhx+O6775Ceno60tDS8/fbbmDhxYruvM378ePj5+eFvf/sbMjMz8cUXXzTZ+AQAnn76aXz55Zd4+umnkZaW1rjBye9dcskl2LBhA5599tkLNn0PDw/H6NGjsXv37jbr27VrF6688sp2v57FixdDq9Xitttuw7Fjx7B9+3bcf//9uOWWWxqnfLYlLi4Oixcvxq233orvv/8e2dnZOHjwIF566SWsX78eAPDggw9i8+bNyM7OxpEjR7B9+3YkJCS0u872SM/Ph8FoQoCfX5PHC7UMf97mXAh82PohdjMEdkh4+AmE9yySu4xGtTL2+qsUalBVmyPb/Z1OpYEYNBtqYYrclbRbVslxDO97CYb1nYCwgEiMGjAJ8b3HILe09Zk6Oo0/Av1CG7/yyk7BZDZg4uCz6/LL64qgVetxcewU9O0Zj7jokSipOtvy5HDGz1CISowccHm3vD6fJHH0j4hco0Phb8CAAThy5AimTJmChx56CMOGDcOMGTOwbds2vP/+++2+TmhoKD777DNs2LABF110Eb788ks888wzTY6ZPHkyvv32W6xduxYjR47E1KlTcfDgwRavd9lll2H9+vV48skn8e9//7vV+9511134/PPPL1hbQUEB9u7di9tvv73VY85N1VQqz0778vPzw+bNm1FZWYmxY8fi2muvxbRp0/DOO+9c8F6/t2LFCtx666146KGHMHjwYCxYsACHDh1Cnz5n15rY7Xbcd999SEhIwKxZsxAXF4f33nuvQ/doy7GMLKiVyiZThSyCiHKN3wXOIk9WqA7D++eFQPfbz9I9xcbugVrtHg3WDYJ8Uy4zjamy3dvZRH0oFH43QC2416Y+bRkQMRSnCo6ipDofAHCmIhNZxakY0qf9G9TsO7kRg3uPRmjA2Q8sewb1gtVmRn55OuobapFbdgrRYQNgNNdh3aEVuP4y5y03oJYVnKqWuwQi8kKC1NGdXDyYyWTC4MGD8fXXX7c6Uvnoo4+iqqoKH374YavXKS4uRlRUFA4dOtSu1hGeorquDn979wMoFUqEhwQ3Pp6nC8CP0bHyFUbdKtpSiavtP+BS7QZwleeF1db0QXLyJLnLQA8xEAuMY7v9vhbBirW578Bud492E10hBsVBiVkQRfdZy9leDsmBHw/+F1uTvoYgipAcDswbdwdmjrqpXedX15fjqc9vxJJpT2D0wMmNjydn78a6wythtZkxdtB0zB1zGz7f8U9Ehw5ATI9BWLX3XdgdNswZc2vjdFFynpAoPW56erzcZRCRl/G8f+W6QKfT4ZNPPkF5eXmrx/Ts2RN//etfW3xOkiTk5ubitddeQ0REBIYNG+aqUmWReaYA1XV1GNSn6a52hVzv51MK1aF4H3dijWUhrravxiWa9RCZAlsUGJSHmD6ZyM8bKGsdJsizNijHnuX5wU9UQAy8DGrhYrkr6bQjmTtwKH0bbpv2N0SF9ENBRSZW7X0XQX5hmDB4ZpvnHzi9BTqNP4b3u7TJ4yP6X4YR/S9r/D69MBkFldm47tL78cxXt+L2aU8g0C8U//zhPsRGDUeAzn12wfUGVUX1MNZa4Bd44U3qiIg6wqfCH3B2OumFPPTQQ60+V1NTg8GDByMhIQFfffUVtFr5dtdzhZyiIjgcEpS/2220SMsF/b7obAi8A2ssCxgCL6BPn4OoquwJgyFAthosUveHPwkSMsr2d/t9nUnQ+kPQzIVa6CV3KV2yev+HmDHyBoyJnQoA6BU2AJWGEvyU9GWb4U+SJOw/uQnjBs2AUqFq9Tir3YKvd7+F26Y8hrLaAjgcdgyKPtt7t2dQb+SUpOGifpc470URgLPr/gaNad/eAURE7dGhNX++Ljg4GGazGUlJSW2GSE8jSRJOZOVA97tA6wBQyvV+Pq1QHYr3dXfgEdtH2NUwDw6fmSjePqJoQ3z8HgiCXbYarJINDji69Z6lQgXqjMXdek9nEgN7Q6m5GWrRs4MfAFhsDRCFpv+cC4IIh9T2n4n0omSU1RZgYvzsCx63+cjnGBIzFjHhcXBIDjik3/682x22dt2LOu7MKW76QkTOxfBHAIDK2loUlJUh2L/pFM9yjQ42UdHKWeRLitSh+EB3O0NgC3R+ZYiNPS5rDdWisVvvl2FI6tb7OY0gQAweC7XieihE7/hg66K+E7H56Oc4lrsfFXXFSM7eje0pqzCi329TNtccWI5Pfn652bn7Tm5Ev54JiA7t3+r1i6pykJi5HXPHLAEARAT3gSAI2HtyA47l7kdJdR769mxfWyPqmAKGPyJyMp+b9kktyysuQa3BgIg+oU0eL9Zwyic1VaQOxQe4HWssV+Nq+xpcqlnH6aAAIiJTUFERhcrKcFnuX60wItTRPetzTYIZBaVHuuVeTqXSQvS7EmrBuzawuu7S+7Hu0Ap8vfstGEzVCNKH4dKEeZh98S2Nx9QaK1BpKG1ynslsQFL2Llx7yX2tXluSJHz5yxu4ZuKfoFHpAABqpQY3T34E3+x+Gza7Fddfej+C9fL8ufd2NaUmrvsjIqfyqd0+qXWrd/yCr7b8hKEDBjR5fEvPfkgP4CJ+al2UpRJX2dfiMs2PPh8CLRZ/JB6eB5ut9bVTrjIaAzG6oV+33Ou4LRXH8jd0y72cRdSHQ1RcBaUiSO5SiDrkqgdGImZIaNsHEhG1A6d90q/r/bKhVWuaPcfNXqgtRepQ/Ee3BI/YPsIvDfN9ejqoWm1AfPxhWe5d1029/hxwIKN0X7fcy1nE4CFQKm9i8COPVH7GIHcJRORFGP4INQYDzpSWIsi/adCrVyhhUHGqCbXPuRD4sG05fmm4ymdDYEhoBqKi87r9vvWCuVvuU4RiNJg9ZB2SQgkxeBrUwiyIXLtMHqq8oE7uEojIizD8Ec6UlqK2vh6B+qbhr0Ktk6ki8mTF6hD8R3ebT4fA/v33Qafr3g1YjOie8JdR4xlr/QRdIBT666EWRshdClGXVHDkj4iciOGPUFBaBpvNDrWq6Tolhj/qCl8OgQqFBfEJewF034s2d0Oj9zqhHsWV8u5q2h5iYF8o1TdDpYiUuxSiLqsqNsJuYysNInIOhj9C5pkCKBTNp0RVqr2riT3J4/wQuNOHQqC/fxH6DzjVbffrjkbvmeY0l9+jSwQRYvB4qBWLoBD584u8g8MuobKoXu4yiMhLMPz5OIvVivT8Mwj0b76xS4WGI3/kPMXqEHzoYyEwOjoRgUHdsz7OLjlgFlwXAG2wI6tkv8uu31WCWgcx8GqohUvlLoXI6Tj1k4icheHPxxWWl6O6rq7Zej8HgEoVPzkn5zs/BO5ouNqrQ6AoOhAfvxuiaOuW+1WKrhsdyEc+rDb3HH0Q/COg0C6GWmy9UTmRJ+OOn0TkLAx/Pu5MSSlMZjP02qZBr0algV3kHw9ynWJ1CD7S3er1IVCjqUbc4ORuuVeNwnWbzGRUHnLZtbtCDL4IKsWNUCoC5S6FyGXKz3DHTyJyDr6793GFZeUAAEFo2p2bm71QdzkXApfZ/ovtDQtgl7zvx1J4+An07Fnk8vvUiK7p9Vcl1KCyJssl1+40pQpi8JVQCzMg8oMq8nIc+SMiZ+G/mD4up6gIWnXzXn4V3OyFulmJOhjLdbfgYdtHXhkCB8bugVrd4NJ7GETXXD/DeMwl1+0sQRcMhf4PUAvD5C6FqFuY620wVLn25wcR+QbvendFHWKxWlFYWga9rvkoXyVH/kgm3hoClUoTEhIOuPQe9XD+m0OLYEVu2UGnX7ezxKCBZ9s4iD3lLoWoW3H0j4icwTveVVGnlFVXw2AywU/bfJSPI3/OU3bjHJRMHdXsq/atl9o8t+HnTSiZOgrVf/9Lk8frv/4EpddMRek1U1H/zSdNnrOmpaLi3psg2btnkxFXORcCl9k+wvaGhV4RAgOD8hDTJ9Nl1zfB4vRr5tpzYLc7/7odJiogBl8KtXg1FGLz2QpE3o7hj4icQSl3ASSfssoq1Dc0oHdERJPHrYKAWpVGpqq8T9j7n0Fy/Nag15adgeqH/wTtpBkXPM9eXIi6D96A6qJRTR63Zp6GYeX7CHnhLUiQUP23/4N6zESoBgyCZLeh9o0XEPjXv0NQeMdf71J1MJbjZqy1zMNV9nW4QrMGCsFzGx736XMQVZU9YTAEOP3azm70LkFCevk+p16zMwSNHwTNbKiFvnKXQiQbtnsgImfw/I/SqdNKq6ogSRIUv9ssoVKtg/S7DWCo88TgUChCezR+WfbtgiI6BqoRF7d6jmS3o+aFv8F/yR+hiO7d5Dl7fg5UAwZBPXocNKPHQzlgEOx5OQAA49cfQzV8NFTxQ135kmRRqg7Gct3NWGZfjp89eCRQFG2Ij98DQbA7/dpWh3NHe8uECtTVu36jmgsRAqKg0N4MtYLBj3wbR/6IyBk8890TOUVReUWzXT4BTvl0JclqhWnrBuhmX93ir/059Z9+CDE4FLo5C5s9p+wfC9uZXNhLimAvLoT9TC6U/QfCVpAP06a18L/jPle+BNmVqoLwXw8PgTq/MsTGHnf6dSVIqHXijp8Zhu5pUdEiQYAYNBIa5Y1Qiv7y1UHkJmpKjbBZnP+hERH5Fu+YF0adkl1Q2OJ6vyqGP5cx79kOyVAH7cz5rR5jST0K04bVCPvoqxafV/YdAP87l6Lq4T8BAPzvuh/KvgNQtexe+N/zICyH9sLw8X8gKJUIuO9hqC8wwujJSlVB+K/qZvxonY/5th8xycOmg0ZEpqCiIgqVleFOvW61oh6Bjq5v2GQSzDhTdsQJFXWCUg1RPw1qMUGe+xO5IUkCaspNCIvmhyFE1HkMfz6q3mRCeXV1s+buAFCn5GYKrmLasBrqcZdC0aPlnQodxnrUvPQkAh/6O8SgkFav43fVdfC76rrfrrt5LQSdHqohw1Fx2wKEvv8ZHGWlqHn+MfT4fD2EFtp5eIumIXAdJmlWe0QIFAQJg+J2I/HwPNhsKqddt1phRB8nLP3LtqVDkrr/11HQh0JUzodKDOv2exO5u7qKBoY/IuoShj8fVVpVjXpTAyJ7NH+DxfDnGvbiQliOHEDQs6+1fkzhGTiKC1H9xIO/PfjrG/CS6WMQ9vEPUPaKaXKOo6YK9Z98iJA3/wtrWioUvftC2bsv0LsvJJsNtjO5UA0Y5IqX5FbOhsDFWGudh6s8JASq1QbExx/GsWMTnXbNWqHr0z4dcCCjZK8TqukYMWgQFJgFhei8MEzkTeoq2OuPiLqG4c9HlVZWwmQxQ6dpvqungeHPJUyb1kIMDoVmwuWtHqPs0w9h//22yWOG/70LyWhEwNKHoegZ2eycundfh9+ixVCER8B68jhwfosHux1wuHcAcray80LgfOt6TNb+4NYhMCQ0A1HRvVBU2Mcp16sXzF2+RhFKYDJXOaGadhIVEAMvhVoY0333JPJAtQx/RNRFDH8+qqyqGgCabTpihwCjl7QIcCeSwwHTpjXQXjmvWQuGmpeehNijJwLufgCCWgNl/9gmzwv+Z1sC/P5xADAf3g/bmVwEPvYPAIAqfihseTkwH9gNe1kJICqgjPHNXRLLVEH4n+om/Gid6/YhsH//faiu6gGTya/L1zI6Ifxl1CZ2+RrtJWj9IWrmQCX0bvtgIh9XV+68DZ2IyDfxXb6Pyi8pgUJUNHvcoFQBbPPgdJbEA3CUFkM3e0Gz5+ylxYDY8R0rJXMD6t5+GUFPvQLh1/MV4REIuP8R1L76DKBSIeixf0DQ+PYGPp4QAhUKC+IT9uLokano6ibMJqlrDdnrhHoUVzh/J9KWiAG9IYrzoBS7HnqJfAFH/oioqwRJkiS5i6DuJUkSHn/3fVTV1KF3RNONR85o/bGml/evDyPfFW6twTzbBkzR/ACFC3rtdUXBmTHIyuraDpdKQYElpsmdPj/ZchgnC7Z1qYY2CQLEoNFQC5Ncex8iL6PVq3Dn660vHSAiaovnNciiLqutr0dNnaHFNg9c70ferkwVhBW6G/GQ/SNsbbgWdqn5CLhcoqKPIDCoa2vtbJIdNnQu1NpgR2bJ/i7dv00qDcTAuQx+RJ3QUG+FpcHW9oFERK3gtE8fVGOoR4PFgqBf15Kdz6DkLnvkG8pUQVihuvHsdFDbBkzRfC/7SKAoOhAfvxuHD82Cw9H5v4vVCiN62Jv//W7LGZyB1Vbf6fu2RdT3gKiYD6XYehsTIl8mQYIEM3qEaRGgsUPrMEDTUAVNXQlUFflQFmVBKugLDBwod6lE5KEY/nxQbb0BFqsVGnXzN5d1Ko78kW8pVwViheoG/Gid4xYhUKOpRtzgZJxM6/zOl9WK+k6Fv/TKQ52+Z1vEoAQocSXEFtYaE/kM0QZRaIBSMkJlrYXGXA0/Uzn8DCUIqCmEvqoYSunCI3u2khJoGP6IqJMY/nxQjaEedocDSkVLG74w/JFvcqcQGB6ehsqKXigtjerU+TVix3cErBJrUVmT2an7XZBCCTHgCqiFkc6/NpE7EewQRMvZYGevg8ZcDa2pAn71ZfCvLUJAdQHUlq7v1mktLXVCsUTkqxj+fFCtoR4CWt7Rs47TPsnHnR8C59k2YKpMIXBg7B5UV8+DxdLx3VrrOhH+Mo2pHT6nLYI2EKJ6LlRC50IskftwQFBYoYAJSrsBGksNtA1ng52+rhgBVQXQmWq6pRJbaVm33IeIvBPDnw+qrquDhJY3eeXIH9FZ5apArFTdgHUyhUCl0oSEhANITu74xij16FivP4tgQ07pwQ7f50LEwL5QCHOhEH271Qh5AglQWKFAA5SOeqittdA0VMHPeDbY+VcXQl9X6jY75Nk48kdEXcDw54NKq6qgVjUf4WsQFbByPQ5RE+eHwLm2jZim+a7bQmBgUB5i+mQgPy+2Q+cZOxj+cu3ZsNu71h+wkSBCDBoLtXCpc65H1FVtrbOrLobS4Tk7aDL8EVFXMPz5oNKqamhb2NilnlM+iVpVrgrEx6o/NI4EdlcI7NPnEKoqI2AwtH8DFzOsHbpHRvm+jpbVIkGtg6C7EmqBm1FQN+mmdXbuxFZSIncJROTBGP58jNliQW29ARp18/DXIPKPA1FbKlQB3RoCRdGG+ITdSDx8JaR29iS0tLFb4PlKhXLU1hd1trxGgn9PKMT5UIpBXb4W0Vm/X2dXDW1DpSzr7NyJtYwjf0TUeXy372Nq640wW6wI1OubPWcR3WVFA5H7Oz8EzrVtxHTNKpeFQJ2uHLGDjiP99PB2He+QHDAJFuikttfwZhiSu1oexOChUEozIPJnCLWbZ62zcyf2snK5SyAiD8bw52Nq6w0wWyzQBAc3e87C9X5EHVahCsAnquux3jr71zWBq6B0QQiMiEhBRXkUKivD23V8laIeOtuFw59JMONM2ZHOF6VUQfSfArUwDK1sIEy+ysvW2bkTyWqFo6EBopabKRFRxzH8+ZgaQz3MVmuLG76YGf6IOq1pCNyEaZpvnRoCBUHCoLjdSDw8DzZb2+tzqxVGRNtCLnhMti0dkuToXD26IIjq+VAJPTt1PnkwH1xn524cJhPDHxF1CsOfj6kx1ANAi9OzOPJH1HVnQ+B1WG+d5fQQqFYbEB9/GMeOTWzz2No2ev05ICGjdH+n6hCD+kOBuVCIbA3jfbjOzhNIRiMQcuEPd4iIWsLw52Nq6w1obX4Wwx+R87gqBIaEZiA6OhqFhX0veJxBuHD4K0YJTA0VHbu5KEIMnAC1MKFj55GbkADRCoVw/jq7yl/X2ZVwnZ0HcZg4skpEncPw52OqausgCgx/RN3lXAhcZ52FubbNmK75psshsF///SguDoTD0fon//W4cN++9NrEDt1T0PhB0M6GWrhw6CQZcZ2dz2D4I6LOYvjzMQajCQpFyyGP4Y/IdSpVAfhUdS3WW2d2OQQqFBbExe1CWtpcCELLf28bLtDo3SAYUVxxrN33E/wjoVBcBaXo3+FayUm4zo7O4zDy95qIOofhz8fUN5igbCX8mblNO5HLNQmB1s2Yru1cCAzvWYOSogOoqrmkxefNUuuN3jMtae2+jxg8AmphWofrow4QHBBEy9m2B1xnR+3gMBnlLoGIPBTDn4+pNzVAqWg55HHkj6j7/BYCZ2GudVOnQmDCsEykpQ5BVW1ws+eskg0OOCD+bgWXHXZklbRjoxelGqJ+GtRCQodqot/jOjtyPonTPomokxj+fIgkSTA2NLQ+7bOVx4nIdSpV/k1C4DTN11CJ7Wu/oFAAsXG/4MiRObA7mv44lwDUwIgQNJ2qeQYFsFgNF7yu4BcCUTUfKrFHh16LT+I6O5IBp30SUWcx/PkQu90Oi9UKZSsjfBz5I5LPuRC4zjoTl5R8iesifmpXCNT61SBhcCqOpY1q9lyJrQohyqbhL73y4AWvJwYNggKzoBDb7iXo9bjOjtyUo4F/7oiocxj+fEiDxQK7wwGVsuXfdjZ5J5JflSoA66Pvwc91C3ClaQsWhq2DSmx9/R4AhIQfQ1RFNIpKI5o8XmqtRLwy5rdrC7WoqMls+SKiAmLgpVALY7r8GjwC19mRB+O0TyLqLIY/H2K2WmGz26FVN2/MLAGwClx1QuQuTAE9sSbgZmxvuBpz7dsxU/vFBUNg/9hdqKqejwaLpvGxKkfT6Z2ZppZ3+BQ0egjaOVALMS0+73m4zo68G6d9ElFnMfz5kAaLBTa7vcU1f3ZBAFrp/0dE8qnVBuBLXIWNlumY3bC11RCoUJowJOEgjiRf3viYUflbrz+rYENO6YFm54kBvSCK86EU/VzzAlyB6+zIx7HPHxF1FsOfDzFbrLDb7S22epBkqIeI2q9a7Ycv1RcOgfqgHPTv0xvZef0BAA4/Afh1A9Fcezbs9vMavwsCxKDRUAuTuusltE8r6+z0hjLo67jOjghgqwci6jyGPx9i/nXkr+Xwx1E/Ik9wLgRusE7H5aWrcU34GmgUv41yRffZj4LCAFhsPeBQC8CvOSm94rxRP5UGot8MqIW47i2e6+yInIJr/oiosxj+fMi58KdooZm7xOxH5FFqVH5YF3UTttbOwiJhL2b4fQaVaIUo2jAodieOn7wa1l//YpcJFag1FAAARH0YBMVVUIkhTq6I6+yIugvX/BFRZzH8+RCz9ewUMbGl8MeRPyKP1BAYis8xDxus0zDH9DOmaz9BaE8jBppTkJk9GhbYkGFIBgCIwfFQSldCFDvxo5/r7IjcBtf8EVFnMfz5kAaLBUIrIY9r/og8W5VKh89Vc/FD7SWYWrcei3qtR3VNLxSXVCK/MgVi8BSohVFo8UcA19kReRTJeuH2L0RErWH48yEWi7XlN34AJO70SeQVjIEhWBd4M3ZZrsGM3r9AV3IKgm4GbAYl7NYkhKolBDrquM6OyIMJLbRsIiJqD4Y/H2J3OFp9zs9uw32ZR7uxGiI6X2V1JY6dTkNVVRkClDYM6xuBIf36QqX87ce01WbBzp1bYLdpcckl8yGKCmxZtwnDBiZg6JCh2L9zN2rqqzBh2kSIogidrR4Z1o3onWnBtGIbVBLH+Im8AcMfEXUW1977EEmSAL75I3JLocGhuGLcpbh8/BVQBkRhX2YFvvnlEJIzMmG1nV1Lp1KqMXLkONjsNTh+4iBEUYRKrYLRZEJ9nQHVlZWI6B0BURTR0GDGqKJPMURZjveXSHj4j/44MjIGdiU/8yPydIJaJXcJROShGP58iAQJrc77JCK30CQE+kc2hsCk9LMhsEdYT/TrNwBlZRkoLs6DSq2GyWRC1ukM2GFHzIAYlJWWQX3sa4wKrsIiVQ1UkgqFwSa8PLsI//dHDQ5d3Bs2Fd88EnkqUa2RuwQi8lD8CNiHSJLE7EfkIc6FwLPTQU9if1YpjueVYGifnhgSNxTl5aVIS9sLlbIXjA1GWKoNCAoPRE5WLqpzUvHIhLOtHXSCA4PMQTihLQcAlAaY8c8ri9HjUg1u2ReJMcklUFksFyqFiNwMp30SUWcx/PkQzvgk8jxnQ+AlqKyuwvH0tF9DYCkG9IxGnSEdNbX5EBsC4A81TNX1yCs4gzcmlsFPaW+8xgSTDSe0Ta9brjfjjelFCBgn4pqtgZiSXg8/hx1E5P4Y/oioszjt04c4HA4GQCIPFRocgsvHXoLLx0+CKjAayYUmFDmCYJBMqDNVoKa+BrUGE267SECCf3mTc6dXZLZ63bpABz6+xoil94nYOCwAJq4JJHJ7DH9E1Fn8V96HCIIAm92GE9nZcpdCRF0Q1iMKWr9AVFaVo8LkgNVWjPB6G4ZGB+Ca8OPNjr9IUY9AQyRq/VvvDWbwl7BivgnfzlDglgM9cMmRKmgazK58GUTUSYKG4Y+IOofhz4dcMXokdFouEifyFg6HA1vXfo6tmwrhp7Jg2UWnoVG03NJlgsMPW9B2Pz+D1o73J5Vj5QQRNx+KwOWJNdAaG5xdOhF1AUf+iKizGP58SJC/P6aPGyt3GUTkJCn7dyCsvgx9YwIxL6oa8aGtj9RNMdZgS2D7r23SOPDRZRX4ZLyAmw5HYPKhWujqTU6omoi6SmT4I6JO4po/IiIPVFFSiL2bv4Naq8P46ADc0rPsgsdPMxVA5VB0+D5mlYQVEytw159tWDstAsYAfWdLJiIn4cgfEXUWwx8RkYex22zYtf5rVJUVo2dUL9zRMwvqNn6a62BHrMmv0/e0KiV8Nq4Cd/3JjB+u7AlDIEMgkVwE9vkjok7itE8P9Om+HNQ22OQug4icaFpCT8RHtm9eZsr+7TiVfAARMQMwwnwAPYXqdp2XUFCMtLiuhTabAvjy4kp8PQq4JrknZu83IaC6rkvXJKKO4cjf/7N333FN3/kfwF/f7B0gkIS9ZQko4t7Wva2rraPWcbbas+O67nrXaudd192v16vX69Du2mWH1q24t+IWFUUFQdmQvb6/P6ipVCFhhCTwfj4etJC8v9/vOwgh73zGmxDSXFT8+aH3d17ClQqDt9MghLSSRLUM8/vHuhV7o+gy9mxaDbFUjnB+DVJrDrh9nSk8A75H64zYOTjAt10r8G0mi4kn1Riz1wRlRU2rnJsQ0jgq/gghzUXTPv0Ql8N4OwVCSCvhcRi8Na0LhDzX6/GsFgu2r/kKNRVlCNFo0Uu/Hhy437wznTEiwCZuSbq34zD4IaMCCxbo8cm4EFQGK1v3/ISQ21CrB0JIc1Hx54eo9iOk/Vg0OAHpEe4VTLm7N+HCycPQRsWjq3E3lPaKJl+vi9VDLxo5DNZ0rsTCBXp8ODEY5eoAz1yHEEK7fRJCmo2KPz/EYaj6I6Q96ByuwB+HJLgVW3wlH/s2/wiZMgiR3DIkmQ4365pD9K57/bXUhpQqPDRPh/9OVqFUG+jx6xHS0dC0T0JIc1Hx54do2ich/k/A4+DNqV3A57p+GraYTdj+81fQ11RDHaJCL90GNPdZYERtEXhs01s+NMfWTtVY/EAt3pkWhJLwoDa5JiEdATeIfp8IIc1DG774IJZlkX/5KqzWO+/oabFY2jgjQkhre2xoJyRp5W7FHtq+DhfP5CIsJhFZhh2QOZo/eieBHbFWOc4Lqpp9jqbaEV+DHfFAr4JATN/FQfjV8ja7NiHtES8kxNspEEL8FBV/Puj0+Yt4Z8WX0BmMd7z/hjAD4MjaOCtCSGvJigrAwgFxbsUW5p/FwW1roQwKQTRTgkTz8RZfv7fRivNemDW2L6YW+2KA7KuBuHcnFxGXy5o9gklIR8Xw+eAG0nRqQkjzUPHng0xmC6pqapEUH3PH+/MqedBZ2zYnQkjrEPO5eGtaF3DcmL5tMuixfe0qmAx6xMaGoGfNj62Sw1hdMT5RutdT0BMORdbi0H1A5rUAzNjJR/SlMjCs+7uWkqbTO+x4u6wMm2trUWG3I0Uowp/VaqSL77z7a6nNhtdu3MBJkxFXrFbMDAzEn9WaejF79Hq8eL0EZXY7hshkeFEbCsGva9Jr7XZMu1yADyKjEM7ne/zxdSTckGAwtPafENJMtObPB918UcjlcsHj8W77ENK/GiF+65lRyYgJdt1rj2VZHNi6BlfOnYQ2Kh7dDdsgcehaJYcUSxUC7a3T768ljoXp8NT0SrxwvwL5CSFg6QWtx/ytpAR79Hr8IzQMP8TEoo9UgnmFV3Hdeud3Ei2sA4FcLh5UBSNJKLztfgfL4snia5geEIgvoqJxymTCN1VVzvvfKi3F9IBAKvw8gKZ8EkJagsoIH8SAafRdPQHH0YbZEEJaS98EFWb3jnYr9vK5kzi8cwMCgjWIZS8j1nKmVXPJtPjOxI9ToXr8eWolnpsnx7lOajioCGxVJocDm2pr8USIGtkSCaIFAjwcHIIoPh9f3VKw3SqcL8BfNBpMUCoh59z+UqHSbkel3Y57AwKQKBRisEyGixYzAOCo0YCTJhNm0dREj+Cr1d5OgRDix6j480EMU1f8sQ1MgxIwND2KEH8jF/Lw2pRMt6ZrGXS12LH2a1jNJqgDZeih39Tq+bRFy4emygsx4K+TK/DsfBnOpKjhuEPRQZrODhZ2wDkl8yYRh4MjRkOzzhnE5SKEy8Nugx5GhwOHDUZ0EgphZVm8cP06lmq14FIR7xE08kcIaQn6y+qDbk77bGgJDI38EeJ//jY2FeEBd15fdSuWZbFv8w8ozD8DbVQ8eug3QcTeefOnlmjLlg9NlR9sxPMTK/D0AglOpWmoCGwhKYeLLiIx/ltehhs2K+wsi5+qq5FrNKLUZm/WORmGwVthYfhveTnGF1xCikiIu5UB+KC8HD0kEggYBjMuX8boixfxeWVlKz+ijo1HI3+EkBbwnXk/xIlhmF93wKORP0Lag7uS1ZjWPdKt2IunjyJ392YEacKR4DiPSMsFj+TkjZYPTXU5yIRl402IGCDG/btk6Hy6DFx784qVju7voaH4a0kxBuXngwsgVSTCaLkCp82mZp+zm0SCr6NjnF8XWCz4saYa38XEYvaVy5gVGIT+UikmFFxCtliMJJGo5Q+E0MgfIaRFqPjzQQzDAAzTQOkHCGnkjxC/ESDm49XJ6W7F6mqqsHPt17Db7dAoBMiu3urR3LzV8qGpCgPMeHmsGdoBQszZLUfGyXLwbHfug0ruLEogwCdR0TA4HNA7HAjh8fD4tSJEtOKGLEtLSvCUWg2WZXHGbMYIuRxiDgfZYgkOGg1U/LUSGvkjhLQEzaXxQXweD1wOB/YG3uHmU/FHiN94cWJnqOWuX/SyLIvd67/DtcsXoI2KQ0/9RghYs0dzG6sr9uj5W1uJwoK/jyrHkof4ONBNCxvtJNlkEg4HITwequ127NbrMUQmb5XzfldVBSWXgyEyOW7+5bL9unbBBhYOmrDSaqj4I4S0BBV/PkgkFIDH48Juv3ORJ6Rpn4T4hTEZoRiXGeZW7LnjB3Bi3zYEh0Wik/U0wqwFnk0OvtPyoanKZFa8MbwMixdxsbe7FlaBHwxfetkuvQ479ToUWizYo9djztUriBUIMEmpBAC8VXoDzxRfq3fMGZMJZ0wmGBwsKmx2nDGZcMF8+xsS5TYb/ltRjmc1dX0AlVwu4gQCfFJZiVyjEfv0BnRtoJ8gaTqa9kkIaQma9umDhEIBuFwubA2M/NGGL4T4vhC5EC9N6OxWbE1FGXb+8g3A4UAj5SCrKsezyd0iw8LDdj99XV4pseGfQ8ug7MvD7H1a9DxaCcEdihMC1Nod+FdZKUpsNig5HAyXy/FIcAj4v+7IWWazofh3Pf8mXy5wfn7KbMLa2hqE8XjYHJ9QL+7VG9cxJzAIat5vI7GvaEPxl5JifFZZgblBQQ02kydNxOeDSy00CCEtwLAN9RMgXlNdq8OfX/0/iERCBAUob7u/ysrDt6U07YMQX/bB7GwMTdW4jHM4HFj/1f+Qu3szohJSMUz/HTS2wjbIsM738mg8H9w+/gzITFzM2h+IPkcqITRREUjaH15oKBK3eXYtMCGkfaNpnz5IJKib9kkjf4T4pyndItwq/ADg7JE9OHlwJ0LCo5FiPdamhR8AjKwt9NmWD02lE9mxfGAZ/rCIxab+GpgktMEIaV94aprySQhpGSr+fJBAwAefx29wzR8Vf4T4rvAAMZ4fl+pWbGXZdexa9y14fD5CJTZkGnZ5OLvb3Wz50J4YhQ68368cCxbZsW6QBkYpTTkk7QOfNnshhLQQFX8+iGEYSMRC2BrYypzHANwGG0EQQryFYYDXpmRALnK9C6XdbseuX75G2fUiaMKi0Eu3Hjx4p31Bb6PVdZAfMvNZrOhdjvmLbPh5iAYGuf9tbkPIrWizF0JIS1Hx56MkYnGD0z4BavdAiC+a1SsafROC3Yo9eWAHTh/eA01EDDqbDyHYVuLh7Brmby0fmsrKY/Fpz3LMf8iM1cPU0CmoCCT+iR/m3u7BhBDSECr+fJRUKoHd1nDxJ6HijxCfEqOS4M+jUtyKLb9ehD0bv4dQLEGo0IjOxn0ezq5x/tryoalsXODL7ArMf8iMb0aqURvQvqa7kvZPEBfv7RQIIX6Oij8fJZc0PvIn4zZ8HyGkbXEY4M1pmRALXG+cYrNasX3NKlSVlkCtDUNv3Xpw4f3f5wxLx+n84+AA33StwLyFBnwxRo3qIIW3UyLELcL4OG+nQAjxc1T8+SipRAKHo+HRPRnPO2uDCCG3W9A/Dt2ig9yKPb5vG84d2w9NVBwyzfsQaC/1cHbuGaKv8XYKbY/D4IeMCixYoMcn40JQGXx7ax1CfAUjEIAfEeHtNAghfo6KPx8lFAoavZ9G/gjxDZ00Mjw+vJNbsTeKLmPvph8gkSkQzqtBivGgh7NzX3tq+dBkHAZrOldi4QI9PpwYjHJ1gLczIuQ2gpgYMNwO+jtKCGk1VPz5KJGL4k9OxR8hXsfjMHhrWhcIea5fkFktFmxf8xVqKsug1mjQS7cOHB/atbeu5YPM22l43YaUKjw0T4f/TlahVBvo7XQIcRLQlE9CSCug4s9HuSr+aOSPEO97eEgCOoe7N1Xw6K6NuHDyMLRR8ehi3A2lo9LD2TVdLxNNJ79pa6dqLH6gFu9MC0JJuHtTegnxJKGPbfbCMAx++OEHAEBBQQEYhkFubi4AICcnBwzDoKqqymv5EWDOnDmYOHGiV669cuVKBAQEOL9eunQpunTp4vzam7k1x60/7/6Oij8fJRIKGx0ToOKPEO9KD1fi4cEJbsVeu3wB+7b8BLkyCJHcMiSZjng4u+YZU9u+Wz40x474GiyZXYO37g3EtUiVt9MhHVhbbfZSUlKCRx55BAkJCRCJRNBoNOjbty+WL18Og8HgjCsuLsaoUaPaJKdb/b7QdBXH5XJRVFRU777i4mLweDwwDIOCggK3r71y5UoMGjTI+fXSpUvBMIzzQ6lUon///ti+fXsTHpH/iYmJcT5mLpeLsLAwzJs3D5WVv72pOX36dJw7d67Vrvn7731jRowYAS6Xi4MHfWdphS+h4s9HSSVicDmcBnf8FHMd4DHU7oEQbxDwOHhrWiZ4XNdPoWaTETvWrIKhthohISr00q0H0wY5NkdaB2n50Bz7Ymrx6MxqvDYjEFejg31owi7pKATxnh/5u3jxIrp27YqNGzfilVdewdGjR7F371489dRTWLNmDTZv3uyM1Wq1EAqFHs/pVhaLpcnHhIeH45NPPql328cff4zw8PBWySktLQ3FxcUoLi7G3r17kZiYiLFjx6K6urrBY6xWa6tc25teeOEFFBcX48qVK/j888+xY8cOLFmyxHm/WCyGWq1u87yuXLmCPXv24OGHH8ZHH33U5tdvSHN+dj2Fij8fFaCQQygQwGQ2NxgjpdE/QrziT8M6IVHjXo+4w9vX49KZXGij4tHNsB0yh2/vqtmRWj40x6GoWvzpviq8OisABbFUBJI2wudDGBvr8cssWrQIPB4Phw4dwrRp05CSkoK4uDhMmDABa9euxbhx45yx7kyD2717NzIyMiASidCrVy+cPHmy3v27du1C//79IRaLERkZiSVLlkCv1zvvj4mJwYsvvojZs2dDoVDgD3/4A2J//T507doVDMO4HA26//77sWLFinq3rVixAvfff78b3xHXeDwetFottFotUlNT8cILL0Cn09Ub9WIYBsuXL8f48eMhlUrx8ssvAwCWL1+O+Ph4CAQCJCUl4dNPP613boZh8MEHH2DSpEmQSCRITEzETz/9VC/m1KlTGDt2LBQKBeRyOfr374/8/Px6MW+88QZCQ0OhUqmwePHiesVnZWUlZs+ejcDAQEgkEowaNQrnz593+bjlcjm0Wi3Cw8MxePBg3H///Thy5LdZLb+f9tmYTz75BCqVCubfveadOHEiZs2a5dY5blqxYgXGjh2Lhx56CF9++SWMRmO9+wcNGoQlS5bgqaeeQlBQELRaLZYuXVov5vz58xgwYABEIhFSU1OxadOm265z9epVTJs2DQEBAQgKCsKECRPqjSLfnNb68ssvIywsDElJSQCAd999F4mJic5R9SlTpjiPMZvNWLJkCdRqNUQiEfr161dv9PLmdOotW7YgOzsbEokEffr0QV5eXpO+R1T8+SiFTAqRUACzueF3h2jTF0LaXnZ0IBb0d2/61dX8MziYsxYKVQiimWIkmE94OLuW65AtH5ohN0KHp+6pwgtzlMhPCAHL+Op4LmkPhLGxYASN7wXQUuXl5di4cSMWL14MqfTOMwCYJv6cP/nkk3jzzTdx8OBBhISEYNy4cc7CIz8/HyNHjsTkyZNx/PhxrFq1Crt27cLDDz9c7xxvvPEGMjMzcfToUfztb3/DgQMHAACbN29GcXExvv/++0ZzGD9+PCorK7Fr1y4AdQVnZWVlvUK2tZjNZqxYsQIBAQHOF/s3LV26FJMmTcKJEycwd+5crF69Go888gj+9Kc/4eTJk1i4cCEeeOABbNu2rd5xy5Ytw7Rp03D8+HGMHj0aM2bMQEVFBQCgqKgIAwYMgFAoxNatW3H48GHMnTsXNttv67e3bduG/Px8bNu2DR9//DFWrlyJlStXOu+fM2cODh06hJ9++gl79+4Fy7IYPXp0k0Yni4qK8PPPP6Nnz57N+K4BU6dOhd1ur1fY3rhxA2vXrsXcuXPdPg/LslixYgVmzpyJ5ORkJCQk4Ntvv70t7uOPP4ZUKsX+/fvx2muv4YUXXnAWeA6HA3fffTcEAgH279+P//73v3j66afrHW+1WjFixAjI5XLs3LkTu3fvhkwmw8iRI+uN8G3ZsgV5eXnYtGkT1qxZg0OHDmHJkiV44YUXkJeXh/Xr12PAgAHO+KeeegrfffcdPv74Yxw5cgQJCQkYMWKE89/7pmeffRZvvvkmDh06BB6P16TvEUDFn8+Sy6SQSES3vQtyK1r3R0jbkgi4eHNaJjgc1y+ATAY9dqxZBaNBB3WgEj11G9sgw5br0C0fmuFUqB5/nlqJ5+bJca6TGg4qAokHCJOTXAe10IULF8Cy7G1FS3BwMGQyGWQy2W0vgl15/vnnMWzYMKSnp+Pjjz/G9evXsXr1agDAq6++ihkzZuDRRx9FYmIi+vTpg7fffhuffPIJTCaT8xxDhgzBn/70J8THxyM+Ph4hISEAAJVKBa1Wi6Cgxjdk4vP5mDlzpnMK4EcffYSZM2eCz+c36bEAdYVSTk5OvdtOnDjh/P6IxWK88cYb+PLLL6FQKOrF3XfffXjggQcQFxeHqKgovPHGG5gzZw4WLVqETp064fHHH8fdd9+NN95447Zr3nvvvUhISMArr7wCnU7nLID/85//QKlU4quvvkJ2djY6deqEBx54oN6/YWBgIN555x0kJydj7NixGDNmDLZs2QKgboTrp59+wgcffID+/fsjMzMTn3/+OYqKilyO6j799NPOxxwREQGGYfDWW281+XsK1E0Rve++++qN0H722WeIiopyjuze6Xv/e5s3b4bBYMCIESMAADNnzsSHH354W1xGRgaef/55JCYmYvbs2cjOznZ+TzZv3oyzZ8/ik08+QWZmJgYMGIBXXnml3vGrVq2Cw+HABx98gPT0dKSkpGDFihW4cuVKvRylUik++OADpKWlIS0tDVeuXIFUKsXYsWMRHR2Nrl27OqfK6vV6LF++HK+//jpGjRqF1NRUvP/++xCLxbc9hpdffhkDBw5EamoqnnnmGezZs6fe74wrVPz5KIZhEBIUBFMjc4Sp+COkbT0zKhnRKtdr4liWxf6tP+PyuZMIjUpAd8NWSFhdG2TYctTyoXnyQgz46+QKPDtfhjMpajg49OeVtB5RcorXrn3gwAHk5uYiLS2t0Tek76R3797Oz4OCgpCUlIQzZ84AAI4dO4aVK1c6CyeZTIYRI0bA4XDg0qVLzuOys7Nb/Bjmzp2Lb775BiUlJfjmm2+aPFLSmKSkJOTm5iI3NxeHDx/GQw89hKlTp+LQoUP14n7/OM6cOYO+ffvWu61v377O789NGRkZzs+lUikUCgVu3LgBAMjNzUX//v0bLWTT0tLAvaU/ZGhoqPP4M2fOgMfj1RuxU6lU9f6dGvLkk08iNzcXx48fdxZOY8aMgb2BvSpcWbBgATZu3OjcnGflypWYM2dOk0abP/roI0yfPh08Xt3yhXvvvRe7d+++bRrsrd9T4PbvSWRkJMLCwpz33/pzDNT97F64cAFyudz5sxsUFASTyVTvWunp6RDcMmI/bNgwREdHIy4uDrNmzcLnn3/u3EQpPz8fVqu13s8En89Hjx49Gv2ZCA0NBQBn/u6gxR0+TBMchGOnG57HS8UfIW2nX0IwZvWKdiv28rmTOLJjAwLVoYhjCxBjOevh7FpXL5MN5z07w6zdyg824vmJRkRXSDBnlxQpZ0rBcdDmXKRlRG0w8peQkACGYW5bPxQXVzfNXSwWt+r1dDodFi5cWG+TkJuioqKcnzc0BbUp0tPTkZycjHvvvRcpKSno3Lmzy91C3SUQCJCQ8NvOz127dsUPP/yAf/3rX/jss8+ctzf3cfy+sGMYBo5fn1Pc+Tdp7PiWCA4Odj7uxMRE/Otf/0Lv3r2xbds2DB06tMnn69q1KzIzM/HJJ59g+PDhOHXqFNauXev28RUVFVi9ejWsViuWL1/uvN1ut+Ojjz5yrrMEWv490el06NatGz7//PPb7rs5Mg3c/m8ul8tx5MgR5OTkYOPGjXjuueewdOnSJu9Kemv+N4vjpuRPb036sKBAJVi24e0E5DzqyUVIW5CLeHhtSoZb70AadDXYseYrWC1mqAOk6K7f7PIYX0MtH1rucpAJy8aX44mFYhxL18DOpam0pPmEyckev4ZKpcKwYcPwzjvv1Nt0pSX27dvn/LyyshLnzp1DSkrdKGZWVhZOnz6NhISE2z4EjaxvvHlfU0eY5s6di5ycnFYd9WsIl8u9baOR30tJScHu3bvr3bZ7926kpqa6fZ2MjAzs3Lmz2buHpqSkwGazYf/+/c7bysvLkZeX16Q8ADhHF1097sbMnz8fK1euxIoVKzB06FBERka6feznn3+OiIgIHDt2zDkSm5ubizfffBMrV650++clJSUFV69eRXHxb38Hb/05Bup+ds+fPw+1Wn3bz65S2XjvXx6Ph6FDh+K1117D8ePHUVBQgK1btzo3/rn1Z8JqteLgwYNN/rdwhYo/HxYgb3w3QRr5I6RtPDc2FWEBrt9hZVkWezf9iMKLedBGx6OHfhNEbPP/EHpLmqUKAXaJt9NoFwoDzHh5bDkee1CII100sPNowg1pGl5ICHgu1rW1lnfffRc2mw3Z2dlYtWoVzpw5g7y8PHz22Wc4e/ZsvemD7njhhRewZcsWnDx5EnPmzEFwcLCzsffTTz/t3JI/NzcX58+fx48//njbhi+/p1arIRaLsX79ely/fr3Rlgq3WrBgAUpLSzF//vwGY5KTk51rEt1ls9lQUlKCkpISnD9/Hi+99BJOnz6NCRMmNHrck08+iZUrV2L58uU4f/483nrrLXz//fd44okn3L72ww8/jJqaGtxzzz04dOgQzp8/j08//dTt3R8TExMxYcIELFiwALt27cKxY8cwc+ZMhIeHu8y/trYWJSUlKC4uxoEDB/Dkk08iJCQEffr0cTv/37vvvvtQWFiI999/v8lF+ocffogpU6agc+fO9T7mzZuHsrIyrF+/3q3zDB06FJ06dcL999+PY8eOYefOnXj22WfrxcyYMQPBwcGYMGECdu7ciUuXLiEnJwdLlixBYWFhg+des2YN3n77beTm5uLy5cv45JNP4HA4kJSUBKlUioceeghPPvkk1q9fj9OnT2PBggUwGAyYN29ek74XrlDx58OUChkYhoHdfuehXAnHAT71+iPEo4amaDA12713H/NPHUHu7s1QacORYD+PSMsFD2fnORmWpm+GQBpWorDg76PK8ceH+DiQpYGtGZtNkI5JmOL5Ub+b4uPjcfToUQwdOhR//vOfkZmZiezsbPz73//GE088gRdffLFJ5/v73/+ORx55BN26dUNJSQl+/vln58hdRkYGtm/fjnPnzqF///7o2rUrnnvuuXprre6Ex+Ph7bffxnvvvYewsDCXRcqtxwUHBzvXg91JXl6e28XkTadOnUJoaChCQ0PRpUsXfP3111i+fDlmz57d6HETJ07E//3f/+GNN95AWloa3nvvPaxYscLtRuZA3Wjt1q1bodPpMHDgQHTr1g3vv/9+kzazWbFiBbp164axY8eid+/eYFkWv/zyi8tzPPfccwgNDUVYWBjGjh0LqVSKjRs3QqVSuX3t31MqlZg8eTJkMpnzTQJ3HD58GMeOHcPkyZPveM677rrrjhu/3AmHw8Hq1athNBrRo0cPzJ8/v96UUQCQSCTYsWMHoqKicPfddyMlJQXz5s2DyWS6baOfWwUEBOD777/HkCFDkJKSgv/+97/48ssvkZaWBqDu92Xy5MmYNWsWsrKycOHCBWzYsAGBgYFufy/cwbCNzSskXnW58BqW/fM9aNXBkIhFd4z5uUyF65a2bbJKSEcRKOFj42MDESJ3/Tumq67EN+/9HWUlRUiICsWY6o8hYJu2OYIv+U4ejaXB9OfBU4IMfNy/R4nsYxXg+1DzX+J7VAsXQv3Yo95Og5A2cddddyEtLQ1vv/22t1Npt2jkz4cpFXKIhI03elfRuj9CPOalieluFX4sy2L3hu9RfDkf2qg49NJv8OvCDwBG1RaCSy0fPKZCYsU/h5Zh0SIOdvbSwiKkN/HInUlaYbdLQnxdZWUlVq9ejZycHCxevNjb6bRrtPjAhylkUojFIphMDb+IDOI3b5EvIaRxYzNCMSYj1K3YvGP7cWLfNgSHRSHJegqh1ssezs7zJLAjzirDeUHTpkCRpqkW2/DvwWVY0ZuLWfu16HOkEsJGnvNJB8PjQZLV1dtZEOJxXbt2RWVlJf7xj3/c1muStC4q/nwYh8OBKkCJ/CsNLx5VUfFHSKtTy4V4aWJnt2JrKsqw65dvwHA40EiBrlXbPZxd26GWD21HJ7Jj+cAyrOzFwcyDGvQ/XA2Rwf2mvaR9EqWmgtMKrQ4I8XUFBQXeTqHDoGmfPk4booLZ3PB6kEC+FQxoXQ4hrenvk9MRIHFd9TgcDuxc9w1uFF2GJjwGvXQbwEf7eUOGWj60PaPQgff7lWPBIjvWDdLAKG3d3mrEv0i605RPQkjrouLPx6mCAhvc7RMAeAygpHV/hLSaadkRGJKscSv2zJE9OHVwJ9QRMUi15kJja3iU3h9RywfvMfNZrOhdjvmLbPh5iAYGOY3+dESS7t29nQIhpJ2h4s/HBQcqAbCNNnundX+EtI7wADGeG5fmVmxlaQl2r/sWPIEQWpEVGYbdrg/yQ9TywbusPBaf9izH/IfMWD1MDZ2CisAOg8OBpFs3b2dBCGlnqPjzcZoQFYRCAUyNTP2kHT8JaTmGAV6fkgGZ0PVSaLvdjp1rv0ZZSRE0YZHorVsPHtrn7+EQfY23UyAAbFzgy+wKzH/IjG9GqlEbIPd2SsTDRMnJ4Mrp35kQ0rqo+PNxmmAVZBIJ9AZDgzE08kdIy83uFY0+CcFuxZ48sANnc/dCExmLdPNBqOwlHs7Oe6jlg29xcIBvulZg3kIDvhyjRnVQww2FiX+T9Ojh7RQIIe0QFX8+TiaVQBUYAL3B2GAM7fhJSMvEBkvxzKgUt2LLSgqxe8N3EIgkCBUakGbc5+HsvEsCO2KtMm+nQX6Pw2B1RgUWLNDjk3EhqAxWejsj0sokPWi9HyGk9VHx5+MYhkF8dAQMxoa3/JZwHRBx7G2YFSHtB5fD4I2pmRALXI9u2axW7Fj7NarLbkATGo7eunXgouENmdqLXqb2OaW1XeAwWNO5EgsX6PHRxGCUqwO8nRFpDbTejxDiIVT8+YEwTUijG74AQBCt+yOkWRb0j0O36EC3Yo/t3Ypzx/ZDGxWHDONeBNrLPJydbxhLLR/8wvqUKjw0T4f/TlahVOvezzTxTcJOncBV0mguIaT1UfHnB9TBQeAwDGy2hgs8mvpJSNMlaeR4fFgnt2KvFxZg76bVkMiUCONVIcV00MPZ+Q5q+eBftnaqxuIHavHOtCCUhAd5Ox3SDNTigRDiKVT8+QFNiApSqYTW/RHSivhcBm9Oy4SA5/pp0GoxY8ear1BbVQG1Ro3euvXgoPHR+PaGWj74nx3xNVgyuwZv3RuIa5Eqb6dDmoCauxNCPIWKPz8QHBgAhVzaaPGnETTcCoIQcruHByeic7h706qO7NyIC6eOIDQqHl2Nu6BwVHo4O99DLR/8176YWjw6sxqvzQjE1ejgDva2hR9iGBr5I4R4DBV/foDL5SI6LBS6Roo/Oc8OGZfW/RHijowIJRYPjncr9trlC9i/9WfIlUGI4Jaik+moh7PzTdTywf8diqrFn+6rwquzAnA5lopAXyVMSAAvkNZsEkI8g4o/PxEVEdbomj8ACKXRP0JcEvI4eHNqJnhc109/ZpMRO37+CobaGoSEqNBLtwFMG+Toi6jlQ/uRG6HDk/dU4YU5SlxMCAHLdNSfat9Eo36EEE+i4s9PaIODwAKN7voZKjS3XUKE+KknhichUSN3K/ZQzjpcPHsModHx6GbIgczRsac+UsuH9uVUqB7PTK3Ecw/Icb6TGg4qAn2CpGdPb6dACGnHqPjzE+pgFcRCIQymhvv90cgfIY3rEROEef1i3Yq9mn8GB3PWIkClRjSKkGA+6eHsfN/Y2hJvp0A8IE9jwLOTK/DsfBnOpKjh4NBLA29hRCLI+vfzdhqEkHaMnuH9hCYkCDKpuNFNX2jdHyENkwi4eGNqJjgc16MbJoMe23/+CmajASGBcvTQbWyDDH1fmqUSAQ5q+dBe5Qcb8fzECjy9QIJTaRoqAr1A2q8vOBL6HSOEeA49s/sJsUiEUHUIdHpDo3E0+kfInf15dAqiVK5fVLEsi31bfsLl86cQGh2P7oZtkLD6NsjQP6SbBd5OgXjY5SATlo0vxxMLxTiWroGdSxv9tBXF8OHeToEQ0s5R8edHkhNiYDQ2vq5PS+v+CLlN/8RgzOoV7VZsQd4JHN25EUHqUMQ6LiHGctbD2fmXIfpqb6dA2khhgBkvjy3HYw8KcaSLBnYez9sptW98PmSDB3s7C0JIO0fFnx+JjggDl8PAZrc3GEMjf4TUJxfx8NqUDLdiDboa7Fy7CjaLBZoACbrrt3g4O/8zmlo+dDglCgv+Pqocf3yIjwNZGtj4fG+n1C5Je/UCV+7eZlSEENJcVPz5kejwMMjlMtTU6hqMUfDskNK6P0Kcnh+XhlCl2GUcy7LYu/EHFF7MgyY6Dt11myBiG15j21FRy4eOq0xmxRsjyvHwIh72dtfCKqApwK1JPnyYt1MghHQAVPz5kaAABcK1alTXNFz8ATT6R8hNw1I1mNItwq3Y/FNHkLtnM1TaCCTaziHSmu/h7PwXtXzo2CokVvxzaBkWLeJgZy8trEIqAluMy4V86FBvZ0EI6QBoAr8fYRgGaZ3icCqv8RelWoEFF4y0W5gnmK6eRM3+72C5ng+7rgIhk56FpFNv5/1la/8J/cn6UwVFsVnQTHuhwXNW7foc1bu/rHcbLygC4Qv+6/y6Ysv70J/cAoYvQsDA+yFL+21diP7sLuhPboF6yvMtfXjtSpBUgFfvTncrVlddiR1rvwbLOqCW89GtepuHs/NvY2tL8JmCpqd1dNViG/49uAwrenMxe78GvY9UQWiidefNIcnOBi8w0NtpEEI6ACr+/ExUeBg4v6774zWwAxs1e/cc1mICXx0HWcYwlK5+5Y4xothuCB796G838Fyvj+EHR0Ez/eXfbrhli3XDhf3Qn9kO9bQXYau8hvJ1/wdxbBa4EiUcZj2qdnwCzT0vNfchtVsvT+yMYJnQZRzLsti9/jsUX76AqE5p6KX/AQKWfocaU9fyQYMqTuO7D5OOQSey492B5VjRi4NZBzXod7gaIkPDPWnJ7eTDaMonIaRt0LRPPxMdHgqFTNrouj8lzw4Jp+FNYUjzieOzEThgFiSd+jQYw/D44MoCf/sQubE+isOtf4xE6bzLWn4Vosh0CEMTIU0dCEYgga36OgCgctsKyLuOBk+hbvFja0/GZ4ZhVHqoW7F5uftwfH8OQsKjkWQ9iVDrZQ9n1z5Qywfye0ahA//rV44Fi+xYP1ADo9T1WlsCgGGo+COEtBkq/vyMKlCJMDfW/UXQ6J/XmK6cwNV/z0DR+wtRvuE/sBtrXB5jq7yGwv/MRtF/56H059dhq7nhvE8QEgtLyQXYTTqYSy6AtZnBCwyDqfAULNfzIe82zpMPx++o5UK8OKGzW7HVFaXYte5bcDgcaKVAV/0OD2fXfgzRu/65Jh2Tmc/ioz7lmL/Ihp+HaGCQS72dkk8TZ2aCr6E38AghbYOKPz9Tt+4vHkZT41NqokU05cYbxLFZCB7zODT3vIzAgXNgvnoSN755Hqyj4ZFYYWgSVKMfg3rqMgQNXwR71XWUfP40HOa6KXXiuG6Qpg1CycePoXztPxE85jFw+EJUbHgXQSMWo/boLyh6fyFKPnsSllIatfrH5AwoJa6n2jocDuxa9y2uF12GJjwGvXTrwYe1DTJsH0bqqOUDaZyVx+LTnuWY/5AZq4epoVNQEXgncmrsTghpQ7Tmzw9FhYeCAWC328FtYN1fuMgEHuOAjaX6vi1JUwc6PxeExICvjsW19+bDdOUExDFd7niMOD77ty/UsRCGJaFw+Vzoz+6CPLPuRUFAvxkI6DfDGVa16wuIYrqA4XBRvXcVwub+B8YLB1C+9i2Ezvk/jzw2fzA9OxKDk917B/304d04dXAnNBExSLUehdpW5OHs2hcZa0OsTYYLfGr6Thpn4wJfZldgVRYw+ZgaI/cZIa+q9XZaPoNaPBBC2hJVBn4oOjwUCrkMNTp9gzE8BginqZ9exw/QgiNWwFZV7PYxHJEM/KBw2Kqu3fF+a/lV6E9vQ0D/mTBdOQFRRGdwJUpIkvvDcj3fOWLY0UQEivG3caluxVaWlmD3+m/BFwqhFVmRadjt4ezap55GavlA3OfgAN90rcC8hQZ8OUaN6iCFt1PyOmFqCgQR7rWjIYSQ1kDFnx8KDgqAVh2CqprG3zmNoamfXmerKYPDWAuuNMjtYxwWI2xVxXc8hmVZlG/4DwKHzAdHIAZYB1jHry/Ab/6fdbRG6n6FYYDXp2RCJnQ9mcFus2Hn2q9RXnIN6tBI9NatAxe0QVJzjKst8XYKxB9xGKzOqMCCBXp8Mi4ElcFK18e0Uwqa8kkIaWM07dMPMQyDzknxOJt/sdG4KJEJDFiwYNoos/bPYTHCVvnbKJ6t+jos1y+CI5aBI5KjeveXkHTqA64sENbKYlTlrAAvMBTi2CznMde/+gvEib2h+HWjlsqtH0Kc0AM8pRq22gpU7/ocYDj1ppDepDu2AVyxApKEngAAYXgKqnZ9AXPRWRgvHgZfFQWOO7uLtjP3945B73iVW7EnD+7Amdy90ETGIt18ECr7dQ9n135RywfSIhwGazpXYk1nYOSZYEzYY4PqRpW3s2pTtN6PENLWqPjzU9ERYeAwnEbX/Qk5LEIFFlyzuO51RtxjKTmP61/+xfl15dYPAADSznchaPgiWG5cgu7kFjhMenBlQRDHdkVA/5lgbun1Z60sgfCWHUBttWUo+/l12I014IqVEEakQjvrzXrtHgDArq9E9d6voZ35uvM2YVgSFD0m4ca3y8CRKBE85jFPPXSfFRcsxTOjkt2KLSspxO4N30EoliJMqEda9T4PZ9f+pZsF2Cmm4o+0zPqUKqxPAe7KU+HuPQ6ElFR6OyWPE6amQBgX5+00CCEdDMOyLOvtJEjTlVdW42+vvwOBQIDgoIAG407ppNhb03Gn1JD2jcth8M2DvZEVFegy1ma14qeP/w9nc/cjNjEZo2q+QIC9rA2ybN++lcdgWXDHm2pMPGtAvgJTdgPaogpvp+Ix2qVLEXjPdG+nQQjpYGjNn59SBSrRKS4aFVWN77QXLTa2UUaEtL0/DIhzq/ADgGN7t+Lc8YMIjYpHpnEvFX6thFo+EE/YEV+DJbNr8Na9gbgW6d6Ubn/CkUqhHDfW22kQQjogKv78WGZqEqxWKxobvJVxHQjmW9owK0LaRrJWjseGdnIrtuTqJezduBoSuRLhvCokmw55OLuO42bLB0I8YV9MLR6dWY3XZgTianQw2stUJcXYseBIqe8hIaTtUfHnx5LiY6CQSVFdo2s0jhq+k/aGz2Xw5rRMCHiun8KsFjN2rl2F2uoKqNVq9NKtB6fdvIT0DdTygXjaoaha/Om+Krw6KwCXY/2/CKTpnoQQb6Hiz4+FqoMRHRGG8sqqRuOo5QNpb5YMSURamHtrWQ/v3IALpw4jNCoeXY07oXC0/40k2toYHbV8IG0jN0KHJ++pwgtzlLiYEAKW8b/drEUZGRClpHg7DUJIB0XFnx9jGAZZ6Skwms2NTv0M5Nug4NI786R9yIwMwKLBCW7FXis4jwNbfoY8IBiR3FJ0MuV6NrkOKt1cCaVD4u00SAdyKlSPZ6ZW4rkH5DjfSQ2HHxWBgdOneTsFQkgHRsWfn0uKi4FULILe0PjGLjT1k7QHQh4Hb07NBJfj+oWe2WTEjjWrYNDVICQ4EL1066njpQdlmAXeToF0QHkaA56dXIFn58twNlkNB8e3X9Zw5HIoRo/2dhqEkA7Mt58liUtR4VqEadQoczH1M5Z2/STtwJMjkpCgdm9zkYM5v+Di2WMIjU5AtiEHUketh7Pr2Abra1wHEeIh+cFGPDepAk8vkOBUmsZni0Dl+PHgiMXeToMQ0oH55rMjcRuXy0W39BTo9Y03WVYLrAjgWdsoK0JaX4/YIMztG+tW7JULp3Eo5xcEqNSIRiHizac8nB0ZRS0fiA+4HGTCsvHleGKhGMfTNbBzfetnkjZ6IYR4GxV/7UByQiwEAgGMpsandnaSNF4gEuKrpAIu3piSCY4b0z2Neh12rFkFs9GAkEA5euo2tUGGhFo+EF9SGGDGS2PL8diDQhzpooGdx/N2ShBnZUGYmOjtNAghHRwVf+1AXFQENMFBKK9svOF7gtgIxu83yCYd0V/GpCBK5XpDEZZlsX/rz7hy/hRCo+PRw7AVYlbfBhkSgFo+EN9TorDg76PK8ceH+DiQpYGNz/daLrTRCyHEF1Dx1w4IBHxkdU5GTW3j/f4kXAciheY2yoqQ1jGgUwhm9Ix2K7Yg7ziO7NyAIE0Y4hyXEG3J83B25FbU8oH4qjKZFW+MKMfDi3jY210Lq6BtNyjiKpWQjxzZptckhJA7oeKvnUhOiAOHw4HF0vi6Ppr6SfyJQsTDa5Mz3IrV11Zjx9qvYbdaoVaKka3f7OHsyO9Rywfi6yokVvxzaBkWLeJgZy8trMK2KQKVEyeCIxS2ybUIIaQxVPy1E4mxUQgOCkBFVeNTP6NEJog49jbKipCWWTo+DVqlyGUcy7LYu/EHFF3MgyYqDj10GyFiqb2JN1DLB+IPqsU2/HtwGRYuYpDTRwOzyLOFWcB02uiFEOIbqPhrJ6QSMbqkJrss/jhM3do/QnzdiDQN7s6KcCv2wsnDOLZnC1TaCHSy5SHCetHD2ZGGUMsH4k90IjveHViOPyxisbm/BiaJ6zebmkrSoweEce7tVEwIIZ5GxV87kpWeDC6XC5O58XV9STT1k/g4lVSAlyeluxVbW1WBnb98DRYsNHIesgzbPJwdaQy1fCD+yCh04H/9yrFgkR3rB2pglLZeL77A++5rtXMRQkhLUfHXjiTHxyIqXIvrpeWNxgXybQjhW9ooK0Ka7qWJnREscz0Ny+FwYM+G71F85SI0EbHopd8AAUs/294kY22IoZYPxE+Z+Sw+6lOO+Yts+HmIBga5tEXnE8TEQD58WCtlRwghLUfFXzsiEPDRu1smanUGsGzjLR1o4xfiqyZ2CcOo9FC3Ys8d24/j+3OgDotCsu0EtNYrHs6OuKMXtXwgfs7KY/Fpz3LMf8iMH4ZpoFM0rwhULZgPhkMvtQghvoOekdqZLqlJUMilqKqpbTQuXmwEl3G0UVaEuEerEGHZhM5uxVZXlGLXum/B4XChkbLoot/p4eyIu6jlA2kvbFzgi+xyzH/QjG9GqlEbIHf7WF5oKJTjx3swO0IIaToq/tqZcK0aKQlxuFFW0WicgMMiRkS7IRLf8vfJ6VCKXTdhttvt2PnLN7hedBma8Gj00q0HH423OSFth1o+kPbGwQW+6VqBeQsN+HKMGtVBCpfHqB6YA8aLTeUJIeROqPhrZxiGQa+sdNgddlhtjU+9oo1fiC+5t0ckBiWp3Yo9c3g3Th/aBU1EDNKsR6G2XfNwdqSpqOUDaZc4DFZnVGDBAj0+GReCymDlHcO4gYEImDq1jZMjhBDXqPhrhzonJUATrEJpeWWjcaECCxRcWptDvC8ySIy/jkl1K7biRjF2r/8WfKEQoSILMgy7PZwdaQ5q+UDaNQ6DNZ0rsXCBHh9OCEaxon6LiKDZs8ARt96OoYQQ0loY1tXOIMQvffXjOvy4cTvSkuIbjTutl2BPdUDbJEXIHTAM8OWCXugVp3IZa7fZ8POn7+D0od2ITkzBqNovEWS/0QZZkqbSMTz0i46EnbF7OxW36fP0KPulDMbLRtiqbIj6YxQU3X6b3nd99XVU76+GtcIKhsdAHCOGZrIGkviGp7iWby1HxdYKWMvqpiULw4VQT1BDnvHb2rHiL4tRtasKjJCBdooWAX0CnPdVH6hG1e4qRD8W3foPmLSqu8vjMXU/wL9QiIRtW8FVuJ4aSgghbY1G/tqprp1TIBIKoDM0PrWzk9gIIcd/XpyR9mdOnxi3Cj8AOHFgO/Jy90EbFYsM8wEq/HyYP7Z8cJgdEEWJEDYr7I73C7VChM0KQ+JLiYh7Ng6CYAEK3iiArabhGRT8QD60U7WIXxqP+KXxkKXIcOX/rsBUVLfmuuZoDar3ViPmiRhop2lRtKIIttq689kNdlz/7jpCZ7u3+y3xru9V+bh3dD5O/WsBFX6EEJ9FxV87lRATidiocNwobXzjFx6HRQqt/SNeEhcixdMjk92KLS2+ij0bvodIIkOoQI80434PZ0daqqfRv95YkmfIoZmsqTfad6uA3gGQpckgUAsgChdBe68WDqMDpsKGN89SdFVAnimHUCuEUCuEZooGHBEHhgt1z7vmYjOkyVKIY8UI6BUAjpgDS2ldr8qSr0sQNCQIAhWtn/QXEp4Eg7tP83YahBDSICr+2ikul4ve3TJhMJrgcDTe0iFNqgcXNPuXtC0uh8Fb07pAxOe6jLVZrdi5dhWqy29ArQ1Fb906cECtSnxde2754LA5UJlTCY6YA1GkyPUBAFgHi6p9VXCYHZAk1E0VFUWKYCwwwq63w1hgBGthIdQIoT+nh+myCaph7o2KE99wT/I9CBQFejsNQghpEM/bCRDPyUzthMAABSqqqhEc1PAfIzHXgQSJAXmG5jWxJaQ5HhwYhy6RAW7FHtuzBeeOH4Q2Kh6Zxj0IsJd7NjnSKjLMFVA61KjmtJ/ZBTW5NShcXgiHxQGekoeYJ2PAkzf+p9R01YSLL12Ew+oAR8hB1B+jIAqvKxjl6XIYehuQvywfjIBBxIIIMEIG1z65hoj5EajYWoHyzeXgyXgIeyDMeRzxPRKeBHPS5ng7DUIIaRSN/LVjalUQuqR2crnrJwCky3QAjf6RNpISqsAjd3VyK7bk6iXs3bQaUnkAwnmVSDYd9nB2pDWlm9tXnzNZigzxL8Qj7tk4yNJluPru1UbX/AGAIFSA+BfiEf9cPIKGBKHwg0Lnmj8A0EzSoNNrnZD4UiIU3RQoW1MGWaoMDJdB6U+liPtLHAIHBqLwf4WefnikBWjUjxDiD6j4a+e6d+kMDocDo8ncaFwAz44oYeMxhLQGAZfBm1MzIeC5fvqxWszYseYr1FZXIkQdgt669eDQmxR+ZYi+1tsptCqOkAOhRghJggQR8yLAcBlU7mj8DTYOr+4YcYwY2qlaiCJFKN9059Fr8zUzqvZWQX23GvqzekiSJOApeFD2UMJ02QS7n62j7Cho1I8Q4i+o+Gvn0pMSER8TiWslrndFrBv9I8SzltyViNQw93bCO7xzA/JPH0VodAKyDDsgd1R5NjnS6kbpCsFlXa/r9Fesg4XD2sT1pyzAWm9/E4NlWRR9XATtPVpwRVywDhasvS6Otf0aT0tdfdKs1Fk06kcI8QtU/LVzfD4PQ/p0h8ligdXW+NSkUKEFIXxLG2VGOqLMyAA8NCjBrdiiS+dwYMvPkAeoEMlcR6L5mIezI57gTy0f7CY7jJeNMF42AgAsZRYYLxthKbfAYXag5NsSGC4Y6m4vMKLww0LYKm1Q9lA6z3HpH5dQvvm3Ub2Sb0qgz9PDUmqB6aqp7uuzegT0Drjt+pXbK8GT86DoWvfmiCRRAv0ZPQwXDCjbWAZhmBBcafstpP1VsDgYczvP9XYahBDiFtrwpQPolp6KyFANiq+XISpc22hsukyHrZVBbZQZ6UhEfA7empYJLodxGWs2GrB9zVcw6GoRGx+HXtWfwPVRxFf1NNqR7wdL/4yXjCj4R4Hz65Iv63YrDegbgLD7w2AptuDKriuw6+zgyrgQx4oR+5fYepuwWG5YnH36AMBWY0Ph/wphq7Y5dwaN+VMMZJ3rF8S2ahtKfy5F3F/jnLdJ4iQIHhmMy/+8DJ6Ch/AF4R565KQlFndZDAlf4u00CCHELQzLsrSApgP4ZesufPLtT0jtFA8Op+EBXwcLfHNDjVo7vS9AWtffxqZiXr9Yt2J3rf8OO9Z8hfDYTuhn2YZ48ykPZ0c86bgwCDPC/GP0j5CmSAhIwLfjvgWXQyOyhBD/QNM+O4ieXdOhDg7CjbLGm75zmLq+f4S0pl5xQZjbN8at2CvnT+FQzi8IUKkRg0Iq/NqBupYPNDJC2p8/Zf+JCj9CiF+h4q+DUAUq0Te7C8oqKuFqsDdJYoCQoV0FSOuQCrh4fUomGMb1xE2jXocda1bBbDQgJFCOHrpNbZAhaQvpZoG3UyCkVfUJ64N+4f28nQYhhDQJFX8dSJ/sLlAq5Kioqmk0js9hkUY7f5JW8uyYVEQGuR71YVkW+7f8hCsXTiM0Oh49DFsgZmkUur0YpG/8eYcQf8JhOHi82+PeToMQQpqMir8OJCJUg27pqSgpLXMZ21mqh5BD/aRIywzsFIL7eka5FXvp7DEc2bURQZowxDsuItpyzsPZkbY0WlcILkt/ckj7MCF+ApKCkrydBiGENBn9Je5AGIZB/x5dIRIKUKtrfERFwGGRQWv/SAsoxXy8NiXDrVh9bTV2rF0Fu9UKtVKMbP0WD2dH2pqctSHaJvd2GoS0mJgnxsNdH/Z2GoQQ0ixU/HUwSfExSEuMd6vpe5pUDzGN/pFmWjY+DRqFyGUcy7LYs2E1rl06D21UPHrqNkLImtogQ9LWehnp+YT4vzlpc6CWqL2dBiGENAsVfx0Mh8PBwN7ZYAGYzOZGY3kcFpm09o80w6jOWkzs6l5PsgsnDuHY3i1QhUYg0XYG4daLHs6OeMsYXYm3UyCkRULEIZiTNsfbaRBCSLNR8dcBZaZ0Qnx0JIrcGP1Lkeoh5dpcxhFyU7BMgJcmdnYrtraqAjt++QYAoJHxkGXI8WBmxNuo5QPxd0uyllBDd0KIX6PirwMSCPgY3Kc7zGYLrLbGCzsuA3Sl0T/SBC9NTIdKJnQZ53A4sHvDdyi5ehGaiFj00m2AgLW0QYbEm6jlA/FX2ZpsTEyY6O00CCGkRaj466C6Z6YhKjwUhcXXXcZ2khig5FnbICvi7yZ1DcfIzlq3YvNy9+HEvu1Qh0UhxXocWtsVD2dHfAG1fCD+SMAR4Lnez3k7DUIIaTEq/jooqUSMEQP7wGA0wWJtvLDjMEC2vLaNMiP+SqsQYen4NLdiq8pvYNcv34DD40IrZdHFsNPD2RFfQS0fiD+alz4PscpYb6dBCCEtRn+BO7BeWemIj45A4TXXo3+xYhPUfJqSRxr2jykZUIr5LuPsdjt2rfsWpcVXoQ2PRi/dOvBA60o7Cmr5QPxNjCIG89PnezsNQghpFVT8dWBikQgjBvSB2WKB2eK6sOuhoOla5M7u6xmFgZ1C3Io9c3g3Th/aBU1ELFItRxBiK/ZwdsTX9DRSsU/8x3O9n4OAS2tVCSHtQ4ct/nJycsAwDKqqqtw+JiYmBv/617+8cm1P6dGlMxJjo3ClyPUW7FqhBVEiYxtkRfxJVJAEz45OcSu24kYxdq//FnyhCFqRGRmGPR7OjviiMTrXsw0I8QUTEyaiu7a7t9MghJBW0+zib86cOWAYBgzDgM/nQ6PRYNiwYfjoo4/gcDhaM8dmKSgocOZ368fMmTObfc6DBw/iD3/4Qytm6X1CoQAjBvaB3WaD0dR43z8A6C6vBQO2DTIj/oDDAK9PyYBUyHMZa7fZsGPtKpTfKIY6NBy9devABTX97ogyzRVQUMsH4uOCREF4IvsJb6dBCCGtqkUjfyNHjkRxcTEKCgqwbt06DB48GI888gjGjh0Lm4sWAm1l8+bNKC4udn785z//afa5QkJCIJH47gsWq4uNWxrSLT0VyYmxuHLN9fS7QL4NSRJDs65D2p8H+saiZ5zKrdjj+3NwNncftJGxyDAfQJDddZ9J0n5Rywfi657IfgJKodLbaRBCSKtqUfEnFAqh1WoRHh6OrKws/OUvf8GPP/6IdevWYeXKlc64t956C+np6ZBKpYiMjMSiRYug09X1jqupqYFYLMa6devqnXv16tWQy+UwGOoKjatXr2LatGkICAhAUFAQJkyYgIKCApc5qlQqaLVa54dS2fAT+a5du9C/f3+IxWJERkZiyZIl0Ov1zvtvnfbJsiyWLl2KqKgoCIVChIWFYcmSJc5Ys9mMp59+GpGRkRAKhUhISMCHH35Y73qHDx9GdnY2JBIJ+vTpg7y8vHr3//jjj8jKyoJIJEJcXByWLVtWr6hmGAbLly/H+PHjIZVK8fLLL7v8ftyJQMDHiIF9wYCBzuC6sMtW1EDEoRGbji4+RIonRyS5FVtafBV7N66GWCJDmECHNOMBD2dHfN1gavlAfFjP0J4YFz/O22kQQkira/U1f0OGDEFmZia+//773y7C4eDtt9/GqVOn8PHHH2Pr1q146qmnAAAKhQJjx47FF198Ue88n3/+OSZOnAiJRAKr1YoRI0ZALpdj586d2L17N2QyGUaOHAmLGxuVuCM/Px8jR47E5MmTcfz4caxatQq7du3Cww8/fMf47777Dv/85z/x3nvv4fz58/jhhx+Qnp7uvH/27Nn48ssv8fbbb+PMmTN47733IJPJ6p3j2WefxZtvvolDhw6Bx+Nh7ty5zvt27tyJ2bNn45FHHsHp06fx3nvvYeXKlbcVeEuXLsWkSZNw4sSJesc3VVbnZGSmdsJVN9b+iTgsutPmLx0al8PgrWldIOJzXcZaLRbsWPMVqitKodaGopduPTjw/tRw4l3U8oH4KiFXiOd6UU8/Qkj75HqhTjMkJyfj+PHjzq8fffRR5+cxMTF46aWX8OCDD+Ldd98FAMyYMQOzZs2CwWCARCJBTU0N1q5di9WrVwMAVq1aBYfDgQ8++AAMwwAAVqxYgYCAAOTk5GD48OEN5tKnTx9wOL+9wNi5cye6du16W9yrr76KGTNmOHNNTEzE22+/jYEDB2L58uUQiUT14q9cuQKtVouhQ4eCz+cjKioKPXr0AACcO3cOX3/9NTZt2oShQ4cCAOLi4m675ssvv4yBAwcCAJ555hmMGTMGJpMJIpEIy5YtwzPPPIP777/fefyLL76Ip556Cs8//7zzHPfddx8eeOCBBh+/u7hcLkYN7ofT5/JRVV2LAGXjW7F3EhtxziDBdYuwxdcm/uehgfHIjAxwKzZ3z2acP3EQ2sg4dDHuRoC93LPJEb9ws+XDRX61t1MhpJ6HMh9ClCLK22kQQohHeORtV5ZlnUUaULfu7q677kJ4eDjkcjlmzZqF8vJy55TO0aNHg8/n46effgJQN6qmUCichdOxY8dw4cIFyOVyyGQyyGQyBAUFwWQyIT8/v9FcVq1ahdzcXOdHamrqHeOOHTuGlStXOs8vk8kwYsQIOBwOXLp06bb4qVOnwmg0Ii4uDgsWLMDq1audUzJzc3PB5XKdhV1DMjIynJ+HhoYCAG7cuOHM54UXXqiXz4IFC1BcXOz8vgFAdnZ2o9doipSEWPTo0hmFxdfBso1v6sIwQF9lNW3+0gGlhirwyNBEt2JLrl7Evs0/QqoIRASvAkmmIx7OjvgTavlAfE03TTc80Lnlb6gSQoiv8sjI35kzZxAbGwugbtfNsWPH4qGHHsLLL7+MoKAg7Nq1C/PmzYPFYoFEIoFAIMCUKVPwxRdf4J577sEXX3yB6dOng8erS0+n06Fbt274/PPPb7tWSEjjvcUiIyORkJDgMmedToeFCxfWW7d3U1TU7e8ARkZGIi8vD5s3b8amTZuwaNEivP7669i+fTvEYrHL6wEAn/9bQ+ybxfLNnVJ1Oh2WLVuGu++++7bjbh2FlEqlbl3LHQzDYOSgvjh6Kg9lFVUIUQU2Gh/EtyFNqsdJvazRONJ+CLgM3pqeCT7X9ftGFrMJO9Z8BV11FWITEtGr+lNw6M0Ccosxuuv4UkHPH8Q3yPgyvNLvFXAYmo5MCGm/Wr3427p1K06cOIHHHnsMQN2mJg6HA2+++aZz+uXXX39923EzZszAsGHDcOrUKWzduhUvvfSS876srCysWrUKarUaCoWitVN2XuP06dNuFYo3icVijBs3DuPGjcPixYuRnJyMEydOID09HQ6HA9u3b3eOXjYnn7y8vCbl0xqiI8IwoGcWftqYA1Wgst6U2TvJktfiolEMg8P12i/i/x4Z2gnJWvd+B4/s3ID807kIjU5AlmEH5I4qzyZH/E5dywc1aji0gzDxvr/0/AvCZGHeToMQQjyqRW9vmc1mlJSUoKioCEeOHMErr7yCCRMmYOzYsZg9ezYAICEhAVarFf/+979x8eJFfPrpp/jvf/9727kGDBgArVaLGTNmIDY2Fj179nTeN2PGDAQHB2PChAnYuXMnLl26hJycHCxZsgSFhYUteQhOTz/9NPbs2YOHH34Yubm5OH/+PH788ccGN3xZuXIlPvzwQ5w8eRIXL17EZ599BrFYjOjoaMTExOD+++/H3Llz8cMPPzjzvVPR25DnnnsOn3zyCZYtW4ZTp07hzJkz+Oqrr/DXv/61VR5vY4b27wWtOhhFJa634hdwWPRS0pqdjqBrVAAeHBjvVmzhxTzs3/IzFIEqRDElSDQf83B2bWfHZRvGfWlA2Ju1YJbV4Iez9VusLM0xIfkdHaSv1CDwHzUY+oke+wsbn95Ya2bx6HoTov9VC/HLNejzoR4Hi+rvqPvGHjPUr9dC/Xot3txTvyfn/kIbuv1PB5vD/0ZWqeUD8QUjY0bS7p6EkA6hRcXf+vXrERoaipiYGIwcORLbtm3D22+/jR9//BFcbt1IUGZmJt566y384x//QOfOnfH555/j1Vdfve1cDMPg3nvvxbFjxzBjxox690kkEuzYsQNRUVG4++67kZKSgnnz5sFkMrXaSGBGRga2b9+Oc+fOoX///ujatSuee+45hIXd+V3AgIAAvP/+++jbty8yMjKwefNm/Pzzz1Cp6nqeLV++HFOmTMGiRYuQnJyMBQsW1Gsb4cqIESOwZs0abNy4Ed27d0evXr3wz3/+E9HR0a3yeBujVgVhzF0DUKPTw2R2vZtqnNiECKHJ43kR7xHxOXhzaia4HMZlrNlowI61q2DU6xASFIie+g1wfZT/0FtYZGo4+M9o0R3v76Ti4p3RIpx4SIZdD0gRE8DB8M8MKNU3vMPp/J+N2HTRhk8niXHiIRmGx3Mx9FM9imrqjjl+3Y7ntpnx1RQxvpwsxl+3mXHiel1xaHOweHCtCf8dIwbPjX8fXzPYQDsHE+/SSDT4ay/Pv7FKCCG+gGFd7exBOiSz2YI3//cJTp+/iOSEWJfx1TYuvr+hhr1dvcwnNz03NhVz+7n+OQCAXeu+xY41XyE8Lgn9LVsRZz7t4ey8h1lWg9XTxZiYzG8wpsbMQvn3WmyeJcFdcbfPtDdaWchfrcWP94gxptNv5+n2Px1GJfDw0hARvj5lxVt7Ldg3v26Nb88PdHiitxBT0/h4dacZJToW/zfqzsWor6tleOgfHQE7Q+0/SNtjwOD94e+jZ2hP18GEENIO0KpmckdCoQATRw6BSChAeaXraZ1Knh0ZMl0bZEbaWq+4IDzQN8at2MvnTuJQzi8ICNEiBlfbdeHnDoudxf8OW6AUApnaOz/d2hyAnQVEvPpvnIh5DHZdqRvdS1dzcK7cjivVDlyucuBcuQOd1RzkVziwIteKl4b4b8uVmy0fCPGGmakzqfAjhHQoVPyRBqUkxGJgr2wUl9yA3e76XflMeS0UXNq6vT2RCXl4fUpmvdYtDTHqddixdhUsJiM0gTL00G1qgwx905pzVsheqYHopVr8c58Fm2ZJESy589OtXMigdwQXL+4w41qtA3YHi8+OW7C30I5iXd3EjJQQLl65S4Rhnxow/DMDXr1LhJQQLhauMeK1YUJsyLeh87s6dH1Phx2X/e93kFo+EG9IDEjEo1mPejsNQghpU1T8kQYxDIPRQ/ojIkyDq9dKXMbzGKA3bf7Srvx1TAoigyQu41iWxb5NP+DqhTPQRiegu34LxGzH3cFxcAwPuQ/KsGeeBCPjeZj2rQE3Glnz9+kkMVgA4W/pIHypFm/vt+DeznzcuoTvwWwB8h6WIe9hGR7MFuDjXIuzcJz/kxGrp4vx1nAR7vnWCLPNv2bzj9Fd93YKpIMRcAT4+4C/Q8ClDYcIIR0LFX+kUapAJcYNGwijyQSD0fWmLpEiM+LFHfdFf3syOCkE9/S4vcflnVw8k4ujuzcjSBOGeMcFRFnOeTg73yYVMEgI4qBXBA8fTqjbiOXDI9YG4+ODONg+Rwrdn+W4+pgMBxbIYHWwiAu881N0mcGBZdvN+PcoEfYX2dFJxUGiiovBsTxYHcC5cv9aP1fX8sH1mwyEtJYlWUvQKbCTt9MghJA2R8UfcalPty7ompaMgqtFcGd/oD7Kakhp+qdfCxDz8Y/JGW7F6mqqsPOXr2G3WaFWipCt3+rh7PyPg2Vhtrv+3ZEKGITKOag0sthwwYYJSXduxfrYBjMe6yVEhIIDuwOw3lLr2Rws3LiUz6GWD6StDIkcgtmps72dBiGEeAUVf8QlPp+HiSMHQy6VoLSi0mW8kMNiYEAVAD98BUoAAMsmpEGtcL17JMuy2LPhe1y7dB7aqHj01G2EkG3fbT90Fha5JXbkltRtxnKp0oHckrrNWPQWFn/ZYsK+QhsuVzlw+Jodc380oqiGxdTU33byvOsTPd458FsblQ0XbFh/wYZLlQ5syrdh8Md6JAdz8UCX23cR3ZRvw7lyOxb3qLuvezgXZ8scWHfeiv8dtoDLMEhS+d9TO7V8IG0hWh6Nl/u97NY6ZkIIaY/u/LYyIb+TEBOFu/r1xPfrtiAoQAner30cGxImtKCzVI+TelkbZUhay+h0LSZ0CXcr9vyJgzi+bxuCQyPRyXYa4dZLHs7O+w5ds2Pwx79NbX58oxmAGfdn8vHfsSKcLXPg42NGlBlYqMQMuodzsfMBKdLUv/3O5Fc4UGb4bbiu2sziz1tMKKxhESRmMDmFh5eHiMDn1n+BarSyeHidCaumiMH59cVrhIKDf48S4YEfTRDygI8niiDm+98L29G1hXg1iFo+EM8RcUX41+B/QSagv0uEkI6L+vwRt1XX6vD3/3yEktIyxEdHuoy3scCPpSGotDXcA434lmCZABsfG4ggqespeDWV5fjmvb+jquw64iPUGFP9MfisxeVxhDRkQkQ6LvJp0yjiGa8PeB0jY0d6Ow1CCPEq/5sbRLxGKZdh/LCBsNns0Oldb+rCY4BBgZXg0PRPv/HKpHS3Cj+Hw4HdG77D9auXoA6PQS/deir8SIv1oJYPxENmpcyiwo8QQkDFH2miHl06o3tmGi4XXnNr8xcV34Zu8to2yIy01N1Z4RiepnUr9uzRvTi5fztCwqORYj0Ore2qh7MjHcEY3Q1vp0DaoS7BXfB49uPeToMQQnwCFX+kSbhcLiaNHILgoEAUFrvXmytDpoNWYPZwZqQlQpUiLB2f5lZsVfkN7Fr3Lbg8PrQSO7oYdno4O9JRdDGXU8sH0qoCBYH455B/gsehLQ4IIQSg4o80Q2SYFpNGDoHeYHRr+ifDAAMDqsCnjRx81mtTMqAQuV6babfbseuXr1FWfBWa8Cj00q0HDzRVj7QeavlAWgsXXLx919sIFgd7OxVCCPEZVPyRZhnQMwu9u2Wi4GoRHA7XRZ2cZ0dvJW3k4Itm9IxC/8QQt2JPH9qFU4d2QxMRizTLYYTYij2cHeloqOUDaS1PZD+BLuou3k6DEEJ8ChV/pFl4PB6mjh2GyLBQFFy95tYxnSRGxIiMHs6MNEVUkATPjklxK7b8+jXsXv8tBCIxtCIT0g17PZwd6YhG1xaCy9KfJtIywyOHY2baTG+nQQghPof+wpJmU6uCMGXMUNgdDlRWu/dufT9lNcQcu4czI+7gMMAbUzMhEbheC2O32bBz7SpU3CiGOjQcvXXrwAX9O5LWJ2dtiLbJvZ0G8WNJiiS8MvAVb6dBCCE+iYo/0iI9unTG4N7dUVR8HVab67VfIq4DAwOqAGr/4HXz+sWiR2yQW7HH9+fgbO4+aKPikWk+gCB7qYezIx0ZtXwgzaUWqPH+qPch5Aq9nQohhPgkKv5IizAMg0mjhiAxNhoXLxe6dUyEyIwsav/gVYlqGZ4YkeRWbOm1K9iz8XuIZQqECWqRajzg4exIR0ctH0hziBkxPhz9IQJFgd5OhRBCfBYVf6TFlHIZpo8fAZFQgBvlFW4d01WmQ5TQ5OHMyJ3wOAzenJYJIY/rMtZqsWDH2lWoLi+FWqNFb906cEC7thLPqmv5IPZ2GsSPcFku/n3XvxGjjPF2KoQQ4tOo+COtIq1TPEYO6osbpRUwWywu4xkGGBRYCSWXpne1tUWD4pEREeBWbO7uTTh/4iBCoxPQxbgbSrt7xT0hLdXZTNP2iJtY4K/Zf0XP8J7ezoQQQnweFX+kVTAMg9FD+iEztRPyC66CZV2v6RNwWAwNqqD+f20oLUyBP96V6FZs8ZV87NvyE6SKQERwy5FkOuLh7Aj5zSADTQ0n7pkZOxNTOk/xdhqEEOIXqPgjrUYsEmH6uBEIUCpw7bp7G4IE8m0YEFDl2cQIAEDAZfDWtC7gc13/2lvMJmz/+Svoq6ugDglGL916cGiTHtKGRuuo5QNxra+yL54e+LS30yCEEL9Bf1lJq4qLjsCE4YNQXVsLvcG9nn6xYhMyZPQuv6c9OqwTkrTubaF/aPs6XDyTC210PLIMOyB3VHs4O0LqUzqs1PKBNCqeF4+3x7zt7TQIIcSvUPFHWt2QPj3Qs0s6Ll4phM3uXi+4bHktwgRmD2fWcWVFBWDhgHi3Ygsv5uHgtrVQBoUgiilBovm4h7Mj5M6o5QNpSAhCsGLiCgj4Am+nQgghfoWKP9Lq+HweZkwag8SYKFy4dMWt9X8cBhgSVAEZbQDT6sR8Lt6c1gVcDuMy1mw0YMfaVTAZ9AgJUqKnfkMbZEjInVHLB3InUocUH4z+AIFSaulACCFNRcUf8YjgoADMvHsMFDIpCouvu3WMiMNiaGAluLS2rFU9PTIJscFSl3Esy2L/1jUoOHsc2qh4dDfkQOrQtUGGhNwZtXwgvyeyi7B8yHLEhcR5OxVCCPFLVPwRj0lOiMXUscNhMJpQWV3j1jHBAiv60QYwraZPvAr394lxK/bK+VM4vGM9AkO0iMVlxFpOezY5QtxALR/ITQK7AG/2fhNdo7t6OxVCCPFbVPwRjxrYqxtGDOyDwuLrMJndW9OXKDEiVaL3cGbtn1zIw2tTMsAwrqd7GnS12L5mFaxmE9SBMnTXbW6DDAlxjVo+EADg2/lYlrkMA1IGeDsVQgjxa1T8EY/icDiYPPoudM9Iw4VLV2G3u9fTr5eymjaAaaG/jk1BRKDEZRzLsti/+UcU5p+pm+6p3wwxa2iDDAlxbbSuEBxq+dChce1cPB73OMZ2G+vtVAghxO/RX1TicWKRCDMnj0VMZBjyL7u/AczQoAqoeNY2yLD9GZKsxvTuUW7FXjyTi6O7NyFIE44ExwVEWc57ODtC3EctHzo2jp2D+er5mDFwhrdTIYSQdoGKP9ImtCEqzJg0GmKRCMVuNoAXcFiMUJXTDqBNFCDm4+93p7sVq6upws61X8Nut0OjFKKbfquHsyOk6Xqa3GsZQ9oXjp2DafJpeHDkg25NXyeEEOIaFX+kzaQnJ2Ly6KGo0elRXeveLpISrgOjVOUQcujFn7temNgZaoXIZRzLstiz4XtcKzgPbVQceuo2Qsia2iBDQppmdK17OwaT9oNxMBjNHY3Hxz0OHo/n7XQIIaTdoOKPtKm7+vbAkL49cKWoGGaLxa1jlDw7RgRVgMe4t16wIxuTEYrxmWFuxZ47fgDH921DcGgkOllPI8x6ycPZEdI8XanlQ4fCOBgMZYfimbufgVhE/+6EENKaqPgjbYrL5WLa2OHokpqECwVX4HC4V9CpBVYMDqwEQz0AGxQsE+KlCZ3diq2pLMeuX74FwzDQyDjIMmz3cHaEtAy1fOgYGAeDgfaB+Ovkv0IpV3o7HUIIaXeo+CNtTiaVYNbksQjXqHHxSqFbG8AAQLTIjL7Kag9n57/+fnc6AqUCl3EOhwO71n2DksKLUIfHoJduA/ise6OwhHgLtXxo/xgHgwHWAVg6eSmClEHeTocQQtolKv6IV0SEajDz7rEQCQQoLHZ/PU+y1IAsuXsN4zuSyVkRGJqqcSv27JE9OHlwJ9ThMUi1HoPGdtXD2RHSctTyoX3j2DkYZBqE56c8D1WgytvpEEJIu0V/SYnXdElLwr0TR8FiseJ6abnbx2XJdUimJvBOYUoRnh+f6lZsZdl17Fr3LXh8PrQSOzINuzycHSGtg1o+tF88Kw+DjYPxlyl/QUhQiLfTIYSQdo2KP+JVA3p2w+TRd6GqugYVVe5P6eyjrEa0yOjBzPwDwwCvTcmEQsR3GWu327F73Tcou14ETVgUeuvWgwdqo0H8B7V8aH/4Fj4GGwbjqalPQRui9XY6hBDS7lHxR7yKYRiMHtIfo4b0Q/GNMtTq3BvR4zDA4MBKqPkde63azJ7R6JcY7FbsqYM7cerQbmgiYpBmPoxgW7GHsyOkdVHLh/ZFaBJikH4QHpv6GMLU7u1STAghpGWo+CNex+FwMGX0MAzu3R2XC6/BaHKv1xyPAYaryhHEs3o4Q98Uo5Lgz6OT3Yotv16E3Ru+g1AsQajQhHTjXg9nR0jr62ouh5xaPrQLEqMEA3QDsGTqEkSGRno7HUII6TCo+CM+QSDgY+bdY9CjazryC67CYnWvoBNxWIwOLutwBSCHAd6YmgmJwHXzY5vVih1rv0ZVaQlCtGHorVsHLmj6HPFPnS3U8sHfyXQy9K3ti8VTFyMmPMbb6RBCSIdCxR/xGRKxCA9Mm4DOyYk4l38Zdrt7BcrNAlDVgaaAzu8fh+wY97ZCP7E/B3m5+6CJjEOmeT8C7aUezo4Qzxmsp5YP/kxRo0A/Yz88NO0hxEfFezsdQgjpcKj4Iz4lUKnAvHsmISEmEnn5BW43gRdxWIxWlXeIAjBRLcOfhndyK/ZG0WXs2bgaEpkC4fwapBoPeDg7QjyLWj74r8CKQAx2DMbD9z2MxOhEb6dDCCEdEv0FJT4nVB2MefdMQqg6GBcKrrrdBF74awEY3I4LQB6HwVvTukDI47qMtVos2L7mK9RUlkGt0aCXbh04cO97SYivopYP/klTosEI4Qg8fN/DiA6L9nY6hBDSYVHxR3xSbFQ4Hpg+ETKpBAWF19w+7mYBGNJOC8DFgxOQHqF0KzZ39yZcOHkY2qh4dDHuhtJR6eHsCGkb1PLBf3BYDiIuR2C4ajgevPdBaudACCFeRsUf8VmdkxIwe/JYMGBwreSG28cJOCxGqcrbXRuIzuEK/HFIgluxxVfysW/zj5ApgxDJLUOS6YiHsyOk7VDLB/8gcAgQkx+DEVEjsHD6QqgCVd5OiRBCOjwq/ohP69k1HdPHj4DBZELxdfc3KhFwWIxsRwWggMfBW9O6gMd1/StrMZuw/eevoK+thjpEhV66DWDaIEdC2gq1fPB9UpsUsediMSp1FBZMXwCl3L0ZC4QQQjyLij/i0xiGwdB+PXHvhFEwGE3NGgHUCMwezLBtPD6sEzpp3FvndChnHS6eyYU2Kh5Zhh2QOao9nB0hbY9aPvgulVmF2LOxGNt9LObcPQdSsdTbKRFCCPkVFX/E5zEMg+EDeuO+SaNhNJtR1IQCkM9hMTKoAlo/LgC7RQfiD/3j3IotzD+LgzlroQwKQTRTjETzcQ9nR4h3UMsH3xSli0Lk+UhMGDgBM8bNgEgo8nZKhBBCbkHFH/ELN0cAZ0wcDbPZ0uQCcERQBUL9sAAU87l4c2omOBzXEzdNBj22r/kKRr0O6iAleuo2tkGGhHgHtXzwLRyWg6SyJKivqjF5xGRMHTUVfD7f22kRQgj5HfrLSfwGwzC4q19PzLx7DCwWCwqL3d/0gc9hMUJVjhiR0YMZtr5nRiUjJtj1lCmWZXFg6xpcPncSodEJyDZsg4TVtUGGhHiH0mFFFLV88AkiVoSkK0kIqQ7BrImzMOGuCeByXbejIYQQ0vao+CN+hWEYDO7THTPvHgur1Yar10rcPpbHAHcFVqKz1D+Kor4JKszu7V4/rMvnTuLwjvUIVIcilr2MWMsZD2dHiPf1oJYPXhdsD0bc2ThECiLxh3v+gCG9hoBhaIspQgjxVVT8Eb/DMAwG9c7GrMljYbfbm1QAMgzQS1mDXopqMD7c8Fwu5OH1KZluvYgy6GqxY+0qWC1mqAOk6KHf1AYZEuJ9Y6jlg/ewQCdTJ2hPapESloKHZz6MrqldvZ0VIYQQF6j4I36JYRgM7NUNs6eMg8PhwJUi9wtAAOgs0+OuwEpwGYeHMmyZv41LRViA663sWZbFvs0/oDD/LLTR8eih3wQR619TWwlprixq+eAVQlaI7jXdITwnRHbnbDw882HERsR6Oy1CCCFuoOKP+C2GYTCgZzfMnjwOLOvA5aLiJh0fIzZhjKocIo5vTR0bmqLGtOxIt2Ivnj6Ko7s2I0gTjgT7eURaLng4O0J8C7V8aFvB9mB0K+4G21UbhvYeigfvfRDBQcHeTosQQoibqPgjfq9/zyzcP2U8GBa4XHitSceqBVaMCy6DgmvzUHZNEyjh45W7092K1dVUYcfaVXA47NAoBMjWb/VwdoT4Hmr50EZYINmajLj8OLB6FtPHTMf9k+6nHn6EEOJnqPgj7UK/Hl0xZ9p4cBgGl64UgmXdX8+n5NkxPrgMar7Fgxm654UJnaGWu+6LxbIsdq//DsWX86GNikNP/UYIWP9rZUFIS1HLB88TsAL0M/aD6KwISqkSC6YvwOiBo2lHT0II8UP0F5O0G32yu2DevXdDIhbhXH4BHA731/OJuA6MDi7zaiuIMRmhGJcZ5lbsueMHcGLfNgSHRSLJegph1gLPJkeIj6KWD54VbA/GwOqBqD5XjfjoeDw862F0T+9OO3oSQoifouKPtCs9unTG4vvvQagmBGcvXILV5v50zputINK80AoiRC7ESxM6uxVbU1GGnb98A3A40Eg56Krf7uHsCPFt1PLBA36d5pl2LQ03rt5A32598cdZf0RcZJy3MyOEENICVPyRdic5IRZL5t6HpPgYnL1wCUaT+9MhGQbo7YVWEH+/Ox2BUoHLOIfDgV3rv8WNwgJow2PQS7cefFjbIENCfBe1fGhdUocUg4yDIL0ghc1iw71j78Ufpv8BqgCVt1Pzazk5OWAYBlVVVc7bfvjhByQkJIDL5eLRRx+9420rV65EQECAy/MzDIMffvjBI7kTQtoPKv5IuxQRqsHDc+5Fjy6dcaHgCmp1+iYd31mmx8g22gl0arcI3JWicSv2zJE9OHlwJ0LCo5FiPQaNrdDD2RHi+6jlQythgQRbAgZWDUT5+XKEqcOweMZijBk0Bnw+v83TmTNnDhiGAcMw4PP50Gg0GDZsGD766KNGp/WvX78eDMOgpKR+C6DQ0FDExMTUu62goAAMw2DLli1u5VRSUoJHHnkECQkJEIlE0Gg06Nu3L5YvXw6DwdDosX369EFxcTGUSqXztoULF2LKlCm4evUqXnzxxTveNn36dJw7d855zNKlS9GlSxe38iWEkN+j4o+0W6pAJR6cORV39e2JK9dKUF5Z3aTjw4UWTAop9ehGMOEBYjw3LtWt2Mqy69i97lvw+HwESfnINOzyWF6E+Btq+dAyEocEgy2DEVUchaKiIvTJ6oPH5zyO9CT3dh/2lJEjR6K4uBgFBQVYt24dBg8ejEceeQRjx46FrYFp/f369QOPx0NOTo7ztjNnzsBoNKKyshIFBQXO27dt2wahUIi+ffu6zOXixYvo2rUrNm7ciFdeeQVHjx7F3r178dRTT2HNmjXYvHlzg8darVYIBAJotVrnekmdTocbN25gxIgRCAsLg1wuv+NtYrEYarXavW8YIYS4QMUfadekEjEemDYBk0YMRllFJa5dL23a8VwHxgaXIdUD6wAZBnhtSgbkItfvqNvtduxc+zXKSgqhDo+BmSNBjmISdByly2MJ6QgGUcuHZou3xWOEYQRqL9bCbDHjnjH3YOH0hT7Rv08oFEKr1SI8PBxZWVn4y1/+gh9//BHr1q3DypUr73iMTCZD9+7d6xV/OTk56NevH/r27Xvb7b169YJI5HqX5UWLFoHH4+HQoUOYNm0aUlJSEBcXhwkTJmDt2rUYN26cM5ZhGCxfvhzjx4+HVCrFyy+/XG/aZ05ODuTyuo2KhgwZAoZhGrzt1mmfK1euxLJly3Ds2DHnqOit34eysjJMmjQJEokEiYmJ+Omnn9z7RhNCOgwq/ki7x+fzMGXMMMy8ewwsFmuTW0FwGKCPsgaDAyvAY9zfQdSVWb2i0TfBvRdXJw/swJkje6CJjAWHU/dre4MfhV8CZuOcMLMNVycS4pvGUMuHJpM4JBhoHojONZ1xIf8CQtWhWDxjMcYOHuuVaZ7uGjJkCDIzM/H99983GDN48GBs27bN+fW2bdswaNAgDBw4sN7tOTk5GDx4sMtrlpeXY+PGjVi8eDGk0jv3Nvz9DqhLly7FpEmTcOLECcydO7fefX369EFeXh4A4LvvvkNxcXGDt91q+vTp+NOf/oS0tDQUFxejuLgY06dPd96/bNkyTJs2DcePH8fo0aMxY8YMVFRUuHx8hJCOg/5Skg6Bw+FgxMA+WHDf3RA3oxUEAMSLTZgQXAYlr+UbrMSoJPjzqBS3YsuvF2HPhu8gFEsgltbf0t7GCHBINhRbFFOh4yhanBch/opaPjRNrC0Wo8yjwC3loqCwAL279vaJaZ7uSk5Orjd98/cGDx6Mc+fOobi4GACwfft2DBw4EAMGDMD27XU7JF+8eBFXrlxxq/i7cOECWJZFUlJSvduDg4Mhk8kgk8nw9NNP17vvvvvuwwMPPIC4uDhERUXVu08gEDincgYFBUGr1TZ4263EYjFkMhl4PB60Wi20Wi3E4t/Wu86ZMwf33nsvEhIS8Morr0Cn0+HAgQMuHx8hpOPgeTsBQtpSz67pUMikWPH1jzhz/hI6xUeDz3P/1yCQb8PE4DLsqArAJVPzNpjgMMCb0zIhFrhukGyzWrF9zSpUld1AVKe0BuPqRgHvR6ZhFxJNueDQWCDpgHqY7Cjw3QErnyBmxehu6Q61WY1LhZcgEoowfcx0jOg/AgK+6x2HfQXLso32GuzTpw8EAgFycnKQmZkJo9GIrKwsOBwOlJaW4tKlS8jJyYFYLEavXr2anceBAwfgcDgwY8YMmM31d5bOzs5u9nmbKyMjw/m5VCqFQqHAjRs32jwPQojvouKPdDgpiXFYMvc+fPDVapw5dxGx0eGQSSRuH8/nsLgrqBIndRYcqFHAgaY1O14wIA7dooPcij2+bxvOHdsPTVSsy6bKNkaAw9IhuChMQ7Z+C0JsxU3KixB/N6b2Or6W33lKXkfHsAwS7YlIt6ajtqoWeTfykBSbhMkjJqNzJ/d6jPqSM2fOIDY2tsH7JRIJevTogW3btqGiogL9+vUDl8sFl8tFnz59sG3bNmzbtg19+/a9bXTtThISEsAwjHNa5k1xcXV9D28dfbupoemhnvT76boMwzR5lgshpH2jaZ+kQ4oI1WDJA/eif88sXCksxvXS8iafo7NMjzHBZZA0oR1EkkaOx4d1civ2emEB9m5aDYlMCZHY/RcRlTwNNinuxT7pcJgY2v6edBzU8uHOQuwhGGEegQxjBi4XXEaNrgbjh4zH43Mf98vCb+vWrThx4gQmT57caNzgwYORk5ODnJwcDBo0yHn7gAEDkJOTg+3bt7s15RMAVCoVhg0bhnfeeQd6fdNaB7U2gUAAu93zbYgIIe0TFX+kwwoKUGLhjCmYPm4EjCYTLhRcafI7pBqBFZNCShEmcN1Ins9l8Oa0TAh5rqd7AkD+6aMoKy6EVN6MHT0ZBhdF6fg5YC7OCzObPDpJiL+ilg+/EbEi9LL0wlDLULBVLPIu5iEqNAp/nPVHTB8zHXKp76+RNJvNKCkpQVFREY4cOYJXXnkFEyZMwNixYzF79mxn3OzZs/HnP/+53rGDBw/G+fPnsWHDBgwcONB5+8CBA/HDDz/g6tWrzuLvwIEDSE5ORlFRUYO5vPvuu7DZbMjOzsaqVatw5swZ5OXl4bPPPsPZs2fB5br33N5SMTExuHTpEnJzc1FWVnbbdFNCCGkMTfskHRqfz8P44YMQGa7FF6vX4fT5i0iIiYRI6P4LSDHXgVGqchzTyXCkVt5gobV4cAI6h7tfyKV264vykkKcObIX/CohQsKinTt9usvKEeGgbCguiNLRXb8ZwbYS1wcR4scG6nXY63rX/nbt1imeHBsHF4ougMPhYOygsRg7ZCwUMv/ZHGr9+vUIDQ0Fj8dDYGAgMjMz8fbbb+P++++v93x45cqV254fe/fuDaFQCJZl0a1bN+ftPXv2hNVqdbaEAACDwYC8vDxYrQ1v6BUfH4+jR4/ilVdewZ///GcUFhZCKBQiNTUVTzzxBBYtWtTKj/7OJk+ejO+//x6DBw9GVVUVVqxYgTlz5rTJtQkh/o9hm7LnPSHt2LXrpfjs+7U4fOI0wrVqBAU0fcSt3MpDTmUgKm31112khyuxelEf8LhNK97sdjvOHN6N3eu/Rfn1YmgiY27b8dNtLIt48wlkGnZCxJqadw5CfFw1R4ABUWFwtGJbFn8SYg9BN2s3BLKBqKyuRNH1IiREJeDuEXcjMznT5dphQggh7RsVf4TcwmA04ft1W7Bxx14IhQJEhWmb/GLJxgIHquU4rZcBDAMBj4O1f+yHRE3zp1hVlpZg17pv6kYBhc0bBbxJ4DCii2En4s0naDIoaZfGRaSjgF/t7TTalIgVoYu1C2LtsbDZbSgoKgADBoN6DMK4u8YhQB7g7RQJIYT4ACr+CPkdlmWx68BRfL1mAyqqapAQEwU+v2kzpPMvXwWrDMcZbjzm9Y/FHwbEtzgv5yjghu9QXlIElTYC8gD3dg29E5W1GF0NOVDbrrU4N0J8yYvBqfharvN2Gm2Cw3KcUzz54KO8qhzFN4oRFxmHScMnISs1i0b7CCGEOFHxR0gD8i9fxaffrcHZC5cQHREGucy9HTcrq2tQXlGFRfdPR3JyEmQCHjic1nvxVV1Riv1bfsbJgztgNZuhiYyFQNj8RU5hlnxkGnYj0F7aajkS4k2HhSrMCWvfLR8YlkG0PRoZtgxIWSmMJiMuF12GWCRG/+z+GDN4DAIVgd5OkxBCiI+h4o+QRlTV1GLVT+uxY/8RBCgV0IaoGn0X3Waz4eyFSxg5qB/unzrOY++4syyLK+dPYe/GH1Bw7jhEUgWCtRHNngoKlkWM5SzSDbshd3Ss6XKkfeoTnYRajtHbaXhEuD0cmdZMKFkl7HY7CksKYTQZ0TmpMyYMmYBOsZ1otI8QQsgdUfFHiAs2mw2bduzD6g1bYTSZER8dAR7vztNAz128jKgwLZ548H4EKDy/jbrVYsbJAzuwf8tPqLhRjODQSMiUzX+3n2HtSDAfR2fDfohZ7/ayIqQl/hCagb2iKm+n0arUdjUyrZkIZoPBsiwqqipQXFqMCG0Exgwagz5d+9zW5JsQQgi5FRV/hLjpZN4FrPppA85dvIzIMC0ClPWLu/LKKlTX6PDHufeia1pym+ZWVX4D+7f8jFMHd8BmsUATFQe+oPn9zrisFUnGI0g1HYSApR5SxP98rojD31U2b6fRKgIdgci0ZiLUEQoAMJqMKCgqgFQsxYDsARgxYARUASovZ0kIIcQfUPFHSBNU1+qwet1WbNtzAFwuFzGRYeBwOLBabTibfwnjhw3EfRNHe2XKFcuyKMg7gb2bfsDlcychkSuh0oQ3fyoo6nYGTTUeQCdTLnhoHy+kScfQHlo+yB1ypNvSEWWPAgMGdrsdV0uuwmgyIiMpA+OHjKcpnoQQQpqEij9CmohlWRzIPYlv1mxCYXEJYiLDUVR8HXHRkXhi4Wy3N4bxFIvZhBP7t+PA1p9RWVrS4qmgACC216KzcR/izCfBhf++mCYdi7+2fJA4JEizpSHOHgcOODTFkxBCSKuh4o+QZrpRXoFv1mzCnkO5kIhFeHT+TKR1anlLh9ZSWVqC/Vt/xunDu2ExGRESGgWxrGXrEMX2WiSbDiPBfAJ81tJKmRLiGf7W8kHpUCLFloJoezQ4qBuxr66tRlFJEWRSGQZ2H4jh/YfTFE9CCCHNRsUfIS1gs9mw9/Bx8Hhc9MrK8LnpVyzLouhiHg5uX4f8k4dht9uhDo+GUCxp0Xn5DjMSzblIMh6ljWGIzzosDMacsJb9rLeFEHsIUm2pCHOEOW/TG/S4WnwVAoEA3dK6YVjfYYiPive55xhCCCH+hYo/QjoAh8OBgrzjOJTzCwryToLhcKAOj27RpjAAwGFtiDWfRorxEBSOylbKlpDW0zs6CTpfbPnAAhGOCKRYUxDMBjtvNplNuHLtChiGQUZSBkb0H4GU+BQq+gghhLQKKv4I6UDsNhvOnzyEQznrUHjxLPhCEUJCo8Br6dohlkWE5QJSTQcRbCtunWQJaQULQjOwz4daPnBYDmLsMUixpUDBKpy3W6wWXLl2BTabDakJqRjebzgykzPB5XK9mC0hhJD2hoo/Qjogq8WMs0f34dD2X1By9RLEUjlU2ohWeaGptl5FivEgwqyXQGMVxNt8peUDj+UhwZaAJFsSJPhtKqrNZkNhSSEMRgMSYhIwsv9IdEvrRpu5EEII8Qgq/gjpwEwGPU4d2oXDO9ajrPgq5AEqBKpDW9Qe4ialrQxJpiOINp8FH9ZWyJaQpvN2ywelQ4kEWwJi7DEQQOC83W63o7i0GNW11YgOi8bwfsPRM7MnxCKxV/IkhBDSMVDxRwiBrqYKJ/bn4OjuzagqLYFMGYRAtRZcLq/F5+axFkSbzyLBdBwq+/VWyJaQpmnrlg9clotIeyQS7AkIcYTUu89qs6L4RjFqdDUIU4dhaN+h6JvVF3Jpy3biJYQQQtxBxR8hxKm6ohSnD+/G8X3bUHH9GoQSGVSacPAFAtcHuyHQdh0JphOItpyBgFpFkDbSVi0fFA4F4m3xiLXHQoj6mymZzCZcu34NJosJEdoIDOo5CD0zeyJQ0bIenIQQQkhTUPFHCLmNvrYaebn7cWzvFtwougwujweVJqLFLSJu4rLWutFA83EE20pa5ZyENMSTLR84LMc5yqd2qG+7X2/Uo+h6EVgHi7jIOAzqOQjZ6dmQiqUeyYcQQghpDBV/hJAGmU1GXDh5GMf2bkXhxTywDgdU2nBIZArXB7spwFaKBNNxxFjOQMCaW+28hNyqtVs+yB1yxNvjEWeLu22UD6hrzl58oxg8Lg9JcUkY1HMQuqZ2hYDfOqPohBBCSHNQ8UcIcclus+HS2WM4tncrCvJOwmI2IkgdCpkyqNX6j3FZK6Is5xBtzoPGehlceGeDDtI+tUbLB4lDgih7FKLsUVCxqtvuZ1kWFdUVKCktgVQsRXpSOgb2GIi0hDRq2UAIIcQnUPFHCHGbw+FA4cWzOLF/O86fOARDbQ2UqhAog0LAacUXt3yHCZGW84iynIPWegUcKgRJCzW35YOQFSLKHoVoezSCHcFg7tDAxGaz4UbFDVRWVUKpUKJb524YkD0ACdEJ1JydEEKIT6HijxDSZCzL4kbRZZw6tBNnjuxBTUUZ+CIxgkJCIZK07lomgcPoLAQ11qtUCJJmqeQIMSgq1K2WDwJWgAh7BKLt0VA71ODg9tYnLMtCZ9ChpLQEVpsV2mAtemT0QO+uvREZGumJh0AIIYS0GBV/hJAWqa2qQP7pozh1cCeKr+TDajFDERjc6qOBACB0GBBhuYBoSx7U1qvggJ6+iPsaa/nAY3kIt4cj2h6NUEfoHQs+ALDZbSitKEVFVQUkYgkSYxLRp0sfZKZkUrsGQgghPo+KP0JIq7Db7Si6lIdzxw4i79j+utFAoRCBIaEQS2Wtfj2hw4BIy3lEWs4jxFoEHpo+pY90LC8Ep+KbW1o+SBwShDnCEGYPg8ahAQ8N97XU6XUoLi2G1WaFWqVGz4yeyOqchfjIeHA4dy4UCSGEEF9DxR8hpNXpqivrRgMP7UJxwQVYzCbIA1VQqtQe2fiCy1qhthYi1HoZWmsBAuzlrX4N4v8Oi0LwhDrSWfAFso332LPb7SitKEV5VTnEIjESoxPRJ6sPMpIyoJQr2yhrQgghpPVQ8UcI8Ri73Y5rBedw/sQhnM3dj+ryG+DxBQgI1kAiU3hsMwyxvRah1gKEWgugtV6BkDV55DrE91Vz5LgojMUlYSwKBDEwcUSNxjscDlTVVqGssgw2mw0hgSHokdED2enZiI+iUT5CCCH+jYo/Qkib0NVU4eLpXJw+vAvFVy7CqK+BUCSBIijEo4UgWBYqWwm01ssItRYg2FZMm8a0Y3qWj2JRJC4JYnFRGIty3u0tGX6PZVlU11ajtKIUFqsFAfIAdIrthKy0LKQnpSNAHuD5xAkhhJA2QMUfIaRNsSyL0mtXcOXCaeQdO4AbhQUwGmohFEmhVIVALJV7dHt8nsMMta0QwbZiBFuLobKXgM9aPHY94lk1nECU8sNQxgvDZ4fPoUCkRu9eQ1wex7IsavW1KK0ohclsgkKqQHx0PLI7ZyMlPgVqlZraNBBCCGl3qPgjhHiNw+FwFoLnjh3AjaLLMBl0EIglUAZ5vhAEALAslPZyBNuuQWUrRrCtGAp7Be0k6oNs4KGCp0EpLwxlvxZ8Zo7Eef+uo3twsqIUI4bfDYZz+8/NzfYMZRVl0Bv1kEvliA2PRXZGNlITUhEaEkoFHyGEkHaNij9CiE+4tRDMy92PG9fqCkGRWAZlUAhEUlmbvTDnOcxQ2UsQbK0rBlW2YohYY5tcm9RxgIGOE4BKXgjKeHWFXgVPDZZpeMOgy9eu4Jdj+9Cjz11QBWvqzuNwoEZfg8qqSuhNekjFUkSHRtcVfPGpiAyNpIKPEEJIh0HFHyHE5zgcDtwouoyrF07jbO5+lBVfhcmgA5fHh1QZAJkiCHyBoE1zktqrEWAvhdJejgBbGZT2cijsFeDC3qZ5tDcsAD1HiSquCtXcYFTzglHFVaGGGwQH03DrhTux2Wz4ZMsPCIqMRWhEDKqqq2C32yGXyhERGoGuKV2RHJ+MmPAY2riFEEJIh0TFHyHEp90sBEuuXsTVC2dwNf8MdNWVsNtsEIolkAUEQiJTeuXFPMM6IHdUQmGrpW0cOwAADzxJREFUgMJRAbm9Egp7BRT2Stph9A70HFldgcdVoerXQq+aq4Kd4bfovCzLwqCrga66EvvPn0S1RIqk5EykxKcgNTEVCVEJ0IZoaYSPEEJIh0fFHyHErxj1OpRcvYjiK/m4dOYYykoKYdTXAOBAKldCpgyEQCT2+gt9gcMIhb0CUkcNxA4dJA5dvf+LHTpw29Guo1ZGAD1HDsMtH3qOAgbuzc/lTR7JawjLsrCaTdBVV0JfUwWHwwGxVIYgTRjC4lMg0YYjvXM3yKXyVrkeIYQQ0l5Q8UcI8Vssy6Kq7DqKr+Sj6NJ5FOQdR01lGcwmI/gCASQyBcQyBYQiideLwduwLISsERJH7W3FochhAI+1gP/rB4+11n0Na5uk5gADKyOElRHCwgh+/b8QVo7Q+bmRI3MWdQaOAlaO0HP5OBwwGXQw6Gpg1NXAYbeDLxBCHqhCVGIaIuOSoY2KQ5A6jKZzEkIIIY2g4o8Q0m5YLRaUXruM4isXcfXCaZQUXoKhthpmkxEMw0AolkIik0MsVYDHb9lUQ69gWWcRyHMWhhbwfy0OGbDAr/8FABbMLV8zv93G3LwPcID7W3HHCGDlCGFj2nY95e/ZrFYYdNUw6GpgNhrAABBJZJAFBCEyLhmayFgEayOgDo+GQNh403ZCCCGE/IaKP0JIu2W1mFF+vQjl16+h9NoVFF48i8qy6zDoauCw28Dh8iCRKSCRKiCUSGnUyAtYloXZaIBBVwODrhp2qxUcHg9SmQJB6jBEJaYiODQSIaGRCAjWgstteLdPQgghhDSOij9CSIfBsiz0NVUoKylEeUkRSq5exLWC89DVVsNs0IEFwBcIIRRLIRJLIBRL/XOE0AfdXKdnMuphMhpgNujhcNTtlCoUSSBVKBEalYCwmAQEayMQEhYFiUzhe9N1CSGEED9GxR8hpEOz22yoKC1GeUkhykqKUHrtCkqLr8Co18FsNMButwEA+EIRhCIJhCIxhGIJeHwBFSZ3wLIsrBYzzEY9zEYDTEY97La676FAIIJQIoFcGQR1RAyCNeFQqkKgDFIjSB3W5u07CCGEkI6Gij9CCPkdu92O2qpyVJffQHVFGarKr6P02hVUXL8Go0EHi8kIq9UCMAw4DAO+UAy+QAC+QAge/7f/t8fi8GZxZ7WYYTWbYLVanP//NQB8vgBCiRRSeQA04dFQaSMQoAqBUqWGMkgNsVTWLr83hBBCiK+j4o8QQtxkt9uhr6lCTWUZaqvKUVtVgcrSElSUlkBXXQ6L6ddiyGKG3WoFft2ABQzA4wvAEwjrikS+EDyBAFwuDxwOFxwu12vFEMuyYB0O2O12OOw22H/9cNhszsditZjBOlgwYJ1TY29+SGQKKIPqCjuZIgAyRUBdkadSQypXUpFHCCGE+BAq/gghpBWwLAuTQQ+jvrauJYG+FkZ9XXsCfW01aipKUVNVDkNtNaxWC2wWS12x5bDDYa9b+1ZXKN18SmbAsiw4HA44XO6vRSIPDFN3+++ujt9uYp3/Y52fs3UFnd0OlmXrXYdlAYbhgMvjgcutu8bNz4UiibOwkwcEQSJTQiKTQyJXQiJTQCpXgi/wXIsHQgghhLQuKv4IIaQN2axWGPW1MBl0sFrMsN0cXfu1ILRaLc7bbFYLzEZD3YfJCIvJALvdXle8MQwYMGA4de0c6m6D8zbm5m0AOFwuRGIphBIZRGJJ3aidUASBUPTrdFUR+AJh3dfCWz4XCGnkjhBCCGlHqPgjhBBCCCGEkA6AmloRQgghhBBCSAdAxR8hhBBCCCGEdABU/BFCCCGEEEJIB0DFHyGEEEIIIYR0AFT8EUIIIYQQQkgHQMUfIaRdWLlyJdatW9ekY06cOIHXXnsN9l/77BFCCCGEtGdU/BFC/N53332H1157Db169XLeVlBQAIZhkJubCwDIyckBwzCoqqpyxqSlpWHv3r3429/+1sYZE0IIIYS0PSr+CPFBJSUleOSRR5CQkACRSASNRoO+ffti+fLlMBgM3k7PI5YuXQqGYTBy5Mjb7nv99dfBMAwGDRp0230XLlzAX//6V6xbtw6BgYENnr9Pnz4oLi6GUql03sbhcPDFF19g586dWLt2bas8DkIIIYQQX8XzdgKEkPouXryIvn37IiAgAK+88grS09MhFApx4sQJ/O9//0N4eDjGjx/vsetbrVbw+XyPnb8xoaGh2LZtGwoLCxEREeG8/aOPPkJUVNQdj0lISMCZM2dcnlsgEECr1d52u1gsxs6dO5ufNCGEEEKIn6CRP0J8zKJFi8Dj8XDo0CFMmzYNKSkpiIuLw4QJE7B27VqMGzfOGVtVVYX58+cjJCQECoUCQ4YMwbFjx+qdb/ny5YiPj4dAIEBSUhI+/fTTevczDIPly5dj/PjxkEqlePnllwEAL730EtRqNeRyOebPn49nnnkGXbp0qXfsBx98gJSUFIhEIiQnJ+Pdd9913mexWPDwww8jNDQUIpEI0dHRePXVVxt97Gq1GsOHD8fHH3/svG3Pnj0oKyvDmDFjbotv7Pq/d6dpn7t27UL//v0hFosRERGBxYsXo7a21nn/u+++i8TEROfo65QpUxrNnxBCCCHEl1HxR4gPKS8vx8aNG7F48WJIpdI7xjAM4/x86tSpuHHjBtatW4fDhw8jKysLd911FyoqKgAAq1evxiOPPII//elPOHnyJBYuXIgHHngA27Ztq3fOpUuXYtKkSThx4gTmzp2Lzz//HC+//DL+8Y9/4PDhw4iKisLy5cvrHfP555/jueeew8svv4wzZ87glVdewd/+9jdn4fb222/jp59+wtdff428vDx8/vnniImJcfk9mDt3LlauXOn8+qOPPsKMGTMgEAiadH1X8vPzMWrUKEydOhUnTpzAN998gwMHDmDhwoUAgEOHDmHJkiV44YUXkJeXh/Xr12PAgAFunZsQQgghxCexhBCfsW/fPhYA+/3339e7XaVSsVKplJVKpexTTz3FsizL7ty5k1UoFKzJZKoXGx8fz7733nssy7Jsnz592AULFtS7f+rUqezo0aOdXwNgH3300XoxPXv2ZBcvXlzvtr59+7KZmZn1rvPFF1/Ui3nxxRfZ3r17syzLsn/84x/ZIUOGsA6Hw63H/vzzz7OZmZmsxWJh1Wo1u337dlan07FyuZw9duwY+8gjj7ADBw50+/qXLl1iAbBHjx5lWZZlt23bxgJgKysrWZZl2Xnz5rEPPfRQveN3797NMgzD6nQ69rvvvmMVCgVbU1PjVv6EEEIIIb6ORv4I8QMHDhxAbm4u0tLSYDabAQDHjh2DTqeDSqWCTCZzfly6dAn5+fkAgDNnzqBv3771ztW3b9/b1shlZ2fX+zovLw89evSod9utX+v1euTn52PevHn1rv3SSy85rz1nzhzk5uYiKSkJS5YswcaNG916rHw+HzNnzsSKFSvwzTffoFOnTsjIyKgX4871XTl27BiWL18OhmGcH3379gXLsrh06RKGDRuG6OhoxMXFYdasWfj888/b7WY7hBBCCOkYaMMXQnxIQkICGIZBXl5evdvj4uIA1G1OcpNOp0NoaChycnJuO09AQECTrtvQFNOG6HQ6AMD777+Pnj171ruPy+UCALKysnDp0iWsW7cOmzdvxrRp0zB06FB8++23Ls8/d+5c9OzZEydPnsTcuXObdX13HsNzzz2HZcuWNRhz5MgR5OTkYOPGjXjuueewdOlSHDx4sMnfX0IIIYQQX0Ajf4T4EJVKhWHDhuGdd96BXq9vNDYrKwslJSXg8f6/vbsHqbpt4Dj+ezQIeiUIPLWJ1SEPCdYJegEno5bAGhRqKaigoBdCibDBlgaLoCUCh0aRyKV0SYQGlwwEKQgCaYiWhrYygnyGG+IOn0flXvLm+nzgDOec6/+/rvXL9T/nWpMdO3b89tq6dWuSZPfu3ZmamvrtuqmpqbS2ti5572q1munp6d8++/v7pqambN++PXNzc4vmbm5u/jVu06ZN6enpydDQUEZGRvL06dNfv0dcSq1WS61Wy5s3b3Lq1KlF3690/qXs3bs3k5OTS45Zs2ZNOjs7Mzg4mNnZ2Xz48GHZawAAVis7f7DKPHz4MIcPH069Xs/AwEDa2trS0NCQ6enpvHv3Lvv27UuSdHZ25uDBg+nq6srg4GB27dqVT58+ZWxsLCdOnEi9Xk9fX1+6u7vT3t6ezs7OPHv2LKOjo5mYmFhyDZcvX8758+dTr9dz6NChjIyMZHZ29tcOZJLcvn07V65cyebNm3Ps2LF8//49r1+/zpcvX3L9+vXcv38/27ZtS3t7exoaGvLkyZNUKpUV75pNTk7mx48f/3f8cvMv58aNGzlw4EAuXLiQixcvZsOGDXn79m3GxsYyNDSU58+fZ25uLh0dHdmyZUvGx8fz8+fPVKvVFa0fAGC1EX+wyrS0tGRmZiZ37tzJzZs38/Hjx6xduzatra3p7e3NpUuXkvz1r5/j4+Pp7+/P2bNn8/nz51QqlXR0dKSpqSlJ0tXVlQcPHuTevXu5evVqmpub8/jx4/95WPrfnT59OnNzc+nt7c38/Hy6u7tz5syZvHr16teYc+fOZd26dbl79276+vqyfv367NmzJ9euXUuSbNy4MYODg3n//n0aGxuzf//+jI+Pp6FhZQ8cLPco6nLzL6etrS0vX75Mf39/Ojo6srCwkJaWlvT09CT569HZ0dHRDAwMZH5+Pjt37szw8HBqtdqK7g8AsNr8Z2FhYeFPLwJY/Y4cOZJKpbLonEAAAP4d7PwBi3z9+jWPHj3K0aNH09jYmOHh4UxMTOTFixd/emkAAPxDdv6ARb59+5bjx49nZmYm8/PzqVaruXXrVk6ePPmnlwYAwD8k/gAAAArgqAcAAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIACiD8AAIAC/BdNzpHRFRLNFwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "names = [f'{tup[0]} {tup[1]}' for tup in director_movie_count]\n",
    "counts = [tup[2] for tup in director_movie_count]\n",
    "\n",
    "explode = [0]*len(names)\n",
    "explode[0] = 0.1\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8,8))\n",
    "ax.pie(counts, labels=names, autopct='%1.1f%%', explode=explode, shadow=True, startangle=180)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Violin Plot\n",
    "\n",
    "A violin plot is a combination of boxplot and kernel density estimate, highlighting the underlying distribution.\n",
    "\n",
    "In the following plot, want want to visualize for different genres the ranks of their respective movies. \n",
    "The `movies_genres` table contains a mapping of each movie to the corresponding genre. By joining this table with the `movies`, we get access to the rank.\n",
    "\n",
    "```sql\n",
    "SELECT\n",
    "    mg.genre, m.rank\n",
    "FROM\n",
    "    movies AS m,\n",
    "    movies_genres AS mg\n",
    "WHERE\n",
    "    m.id = mg.movie_id AND\n",
    "    mg.genre in ('Documentary', 'Comedy', 'Action', 'Thriller', 'Horror');\n",
    "```\n",
    "In this query, we also restrict the genre to be one of the following five: `Documentary`, `Comedy`, `Action`, `Thriller`, and `Horror`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "q = \"\"\"\n",
    "SELECT\n",
    "    mg.genre, m.rank\n",
    "FROM\n",
    "    movies AS m,\n",
    "    movies_genres AS mg\n",
    "WHERE\n",
    "    m.id = mg.movie_id AND\n",
    "    mg.genre in ('Documentary', 'Comedy', 'Action', 'Thriller', 'Horror');\n",
    "\"\"\"\n",
    "conn.execute(q)\n",
    "genre_movie_rank = conn.fetchdf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,4))\n",
    "sns.violinplot(data=genre_movie_rank, x='genre', y='rank', ax=ax)\n",
    "\n",
    "for tick in ax.get_xticklabels():\n",
    "    tick.set_rotation(45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stacked Bar Chart\n",
    "\n",
    "Next, we want to visualize the number of movies per year for each of our favorite actors since 1980. We will display this data as a stacked bar chart. In contrast to the previous visualizations, we now use [altair](https://altair-viz.github.io/), a declarative visualization library for Python.\n",
    "\n",
    "To obtain the relevant data, we need join the required relations and group by the actor and year. In the `SELECT` clause, we concatenate the first and last name und compute the number of movies using `COUNT()`.\n",
    "\n",
    "```sql\n",
    "SELECT\n",
    "    a.id, concat(a.first_name, ' ', a.last_name) AS name, m.year, COUNT(m.id) AS num_movies\n",
    "FROM\n",
    "    actors AS a,\n",
    "    fav_actors AS fa,\n",
    "    movies AS m,\n",
    "    roles AS r\n",
    "WHERE\n",
    "    a.id = fa.actor_id AND\n",
    "    a.id = r.actor_id AND\n",
    "    r.movie_id = m.id AND\n",
    "    m.year > 1980\n",
    "GROUP BY\n",
    "    a.id, a.first_name, a.last_name, m.year\n",
    "ORDER BY\n",
    "    m.year\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "q = \"\"\"\n",
    "SELECT\n",
    "    a.id, CONCAT(a.first_name, ' ', a.last_name) AS name, m.year, COUNT(m.id) AS num_movies\n",
    "FROM\n",
    "    actors AS a,\n",
    "    fav_actors AS fa,\n",
    "    movies AS m,\n",
    "    roles AS r\n",
    "WHERE\n",
    "    a.id = fa.actor_id AND\n",
    "    a.id = r.actor_id AND\n",
    "    r.movie_id = m.id AND\n",
    "    m.year > 1980\n",
    "GROUP BY\n",
    "    a.id, a.first_name, a.last_name, m.year\n",
    "ORDER BY\n",
    "    m.year\n",
    "\"\"\"\n",
    "conn.execute(q)\n",
    "actor_movie_count = conn.fetchdf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-c475a79f4bf643d0bc191d6180b1d715\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-c475a79f4bf643d0bc191d6180b1d715\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-c475a79f4bf643d0bc191d6180b1d715\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-35c3bcd0a6aba113bb6164a72c29c677\"}, \"mark\": \"bar\", \"encoding\": {\"color\": {\"field\": \"name\", \"type\": \"nominal\"}, \"x\": {\"field\": \"year\", \"type\": \"nominal\"}, \"y\": {\"field\": \"num_movies\", \"type\": \"quantitative\"}}, \"height\": 400, \"width\": 800, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.17.0.json\", \"datasets\": {\"data-35c3bcd0a6aba113bb6164a72c29c677\": [{\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1981, \"num_movies\": 4}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1981, \"num_movies\": 3}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1981, \"num_movies\": 2}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1982, \"num_movies\": 3}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1982, \"num_movies\": 1}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 1982, \"num_movies\": 1}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1982, \"num_movies\": 1}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1982, \"num_movies\": 2}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1982, \"num_movies\": 1}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1983, \"num_movies\": 3}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1983, \"num_movies\": 2}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1983, \"num_movies\": 1}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1983, \"num_movies\": 1}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1984, \"num_movies\": 3}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1984, \"num_movies\": 2}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1984, \"num_movies\": 2}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1984, \"num_movies\": 2}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1984, \"num_movies\": 3}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 1984, \"num_movies\": 1}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 1984, \"num_movies\": 1}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1985, \"num_movies\": 2}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1985, \"num_movies\": 2}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1985, \"num_movies\": 2}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1985, \"num_movies\": 1}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 1985, \"num_movies\": 1}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 1985, \"num_movies\": 1}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1986, \"num_movies\": 1}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1986, \"num_movies\": 2}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 1986, \"num_movies\": 1}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1986, \"num_movies\": 3}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1986, \"num_movies\": 1}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1986, \"num_movies\": 1}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 1986, \"num_movies\": 2}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1987, \"num_movies\": 3}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1987, \"num_movies\": 3}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1987, \"num_movies\": 1}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1987, \"num_movies\": 2}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1987, \"num_movies\": 3}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 1987, \"num_movies\": 1}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1988, \"num_movies\": 3}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1988, \"num_movies\": 1}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 1988, \"num_movies\": 1}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1988, \"num_movies\": 2}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1988, \"num_movies\": 2}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1988, \"num_movies\": 1}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1989, \"num_movies\": 2}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1989, \"num_movies\": 1}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1989, \"num_movies\": 4}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1989, \"num_movies\": 2}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1989, \"num_movies\": 2}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1990, \"num_movies\": 2}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1990, \"num_movies\": 2}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1990, \"num_movies\": 2}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1990, \"num_movies\": 2}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1990, \"num_movies\": 4}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 1990, \"num_movies\": 2}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 1990, \"num_movies\": 1}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1991, \"num_movies\": 3}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1991, \"num_movies\": 4}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1991, \"num_movies\": 5}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 1991, \"num_movies\": 2}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 1991, \"num_movies\": 1}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1992, \"num_movies\": 2}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1992, \"num_movies\": 3}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1992, \"num_movies\": 3}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1992, \"num_movies\": 3}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1992, \"num_movies\": 3}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 1992, \"num_movies\": 1}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1993, \"num_movies\": 1}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1993, \"num_movies\": 2}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 1993, \"num_movies\": 3}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1993, \"num_movies\": 3}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1993, \"num_movies\": 2}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1993, \"num_movies\": 6}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 1993, \"num_movies\": 2}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 1993, \"num_movies\": 1}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1994, \"num_movies\": 3}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1994, \"num_movies\": 2}, {\"id\": 666662, \"name\": \"Scarlett Johansson\", \"year\": 1994, \"num_movies\": 1}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1994, \"num_movies\": 5}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1994, \"num_movies\": 5}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1994, \"num_movies\": 2}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 1994, \"num_movies\": 1}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 1994, \"num_movies\": 1}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1995, \"num_movies\": 2}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1995, \"num_movies\": 3}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 1995, \"num_movies\": 2}, {\"id\": 666662, \"name\": \"Scarlett Johansson\", \"year\": 1995, \"num_movies\": 1}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1995, \"num_movies\": 6}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1995, \"num_movies\": 5}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 1995, \"num_movies\": 5}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 1995, \"num_movies\": 5}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1996, \"num_movies\": 2}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1996, \"num_movies\": 4}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 1996, \"num_movies\": 3}, {\"id\": 666662, \"name\": \"Scarlett Johansson\", \"year\": 1996, \"num_movies\": 2}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1996, \"num_movies\": 3}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1996, \"num_movies\": 1}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1996, \"num_movies\": 5}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 1996, \"num_movies\": 1}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 1996, \"num_movies\": 3}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1997, \"num_movies\": 2}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1997, \"num_movies\": 3}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 1997, \"num_movies\": 3}, {\"id\": 666662, \"name\": \"Scarlett Johansson\", \"year\": 1997, \"num_movies\": 2}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1997, \"num_movies\": 3}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1997, \"num_movies\": 4}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1997, \"num_movies\": 4}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 1997, \"num_movies\": 3}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 1997, \"num_movies\": 2}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1998, \"num_movies\": 4}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1998, \"num_movies\": 2}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 1998, \"num_movies\": 3}, {\"id\": 666662, \"name\": \"Scarlett Johansson\", \"year\": 1998, \"num_movies\": 1}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1998, \"num_movies\": 9}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1998, \"num_movies\": 7}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1998, \"num_movies\": 5}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 1998, \"num_movies\": 3}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 1998, \"num_movies\": 6}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 1999, \"num_movies\": 3}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 1999, \"num_movies\": 2}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 1999, \"num_movies\": 5}, {\"id\": 666662, \"name\": \"Scarlett Johansson\", \"year\": 1999, \"num_movies\": 1}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 1999, \"num_movies\": 6}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 1999, \"num_movies\": 4}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 1999, \"num_movies\": 5}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 1999, \"num_movies\": 4}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 1999, \"num_movies\": 2}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 2000, \"num_movies\": 2}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 2000, \"num_movies\": 3}, {\"id\": 666662, \"name\": \"Scarlett Johansson\", \"year\": 2000, \"num_movies\": 1}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 2000, \"num_movies\": 3}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 2000, \"num_movies\": 7}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 2000, \"num_movies\": 1}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 2000, \"num_movies\": 6}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 2000, \"num_movies\": 6}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 2000, \"num_movies\": 2}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 2001, \"num_movies\": 6}, {\"id\": 830864, \"name\": \"Emma (II) Watson\", \"year\": 2001, \"num_movies\": 2}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 2001, \"num_movies\": 4}, {\"id\": 666662, \"name\": \"Scarlett Johansson\", \"year\": 2001, \"num_movies\": 2}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 2001, \"num_movies\": 4}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 2001, \"num_movies\": 9}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 2001, \"num_movies\": 3}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 2001, \"num_movies\": 7}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 2001, \"num_movies\": 5}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 2001, \"num_movies\": 3}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 2002, \"num_movies\": 4}, {\"id\": 830864, \"name\": \"Emma (II) Watson\", \"year\": 2002, \"num_movies\": 2}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 2002, \"num_movies\": 3}, {\"id\": 666662, \"name\": \"Scarlett Johansson\", \"year\": 2002, \"num_movies\": 2}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 2002, \"num_movies\": 3}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 2002, \"num_movies\": 7}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 2002, \"num_movies\": 6}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 2002, \"num_movies\": 5}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 2002, \"num_movies\": 2}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 2002, \"num_movies\": 4}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 2003, \"num_movies\": 7}, {\"id\": 830864, \"name\": \"Emma (II) Watson\", \"year\": 2003, \"num_movies\": 1}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 2003, \"num_movies\": 7}, {\"id\": 666662, \"name\": \"Scarlett Johansson\", \"year\": 2003, \"num_movies\": 2}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 2003, \"num_movies\": 3}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 2003, \"num_movies\": 8}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 2003, \"num_movies\": 3}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 2003, \"num_movies\": 9}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 2003, \"num_movies\": 4}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 2004, \"num_movies\": 5}, {\"id\": 830864, \"name\": \"Emma (II) Watson\", \"year\": 2004, \"num_movies\": 1}, {\"id\": 344454, \"name\": \"Jack Nicholson\", \"year\": 2004, \"num_movies\": 3}, {\"id\": 666662, \"name\": \"Scarlett Johansson\", \"year\": 2004, \"num_movies\": 10}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 2004, \"num_movies\": 10}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 2004, \"num_movies\": 7}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 2004, \"num_movies\": 5}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 2004, \"num_movies\": 7}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 2004, \"num_movies\": 15}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 2004, \"num_movies\": 3}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 2005, \"num_movies\": 5}, {\"id\": 830864, \"name\": \"Emma (II) Watson\", \"year\": 2005, \"num_movies\": 1}, {\"id\": 666662, \"name\": \"Scarlett Johansson\", \"year\": 2005, \"num_movies\": 2}, {\"id\": 667561, \"name\": \"Angelina Jolie\", \"year\": 2005, \"num_movies\": 1}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 2005, \"num_movies\": 1}, {\"id\": 623033, \"name\": \"Jodie Foster\", \"year\": 2005, \"num_movies\": 1}, {\"id\": 113561, \"name\": \"Robert De Niro\", \"year\": 2005, \"num_movies\": 2}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 2005, \"num_movies\": 3}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 2005, \"num_movies\": 1}, {\"id\": 803350, \"name\": \"Meryl Streep\", \"year\": 2006, \"num_movies\": 2}, {\"id\": 666662, \"name\": \"Scarlett Johansson\", \"year\": 2006, \"num_movies\": 2}, {\"id\": 195428, \"name\": \"Tom Hanks\", \"year\": 2006, \"num_movies\": 1}, {\"id\": 119017, \"name\": \"Johnny Depp\", \"year\": 2006, \"num_movies\": 2}, {\"id\": 121758, \"name\": \"Leonardo DiCaprio\", \"year\": 2006, \"num_movies\": 2}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import altair as alt\n",
    "from vega_datasets import data\n",
    "\n",
    "alt.Chart(actor_movie_count).mark_bar().encode(\n",
    "    alt.X('year:N'),\n",
    "    alt.Y('num_movies:Q'),\n",
    "    alt.Color('name')\n",
    ").properties(\n",
    "    width=800,\n",
    "    height=400\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stacked Area Chart\n",
    "\n",
    "The stacked area chart is a variant of the stacked bar plot. Here, we want to visualize the number of movies per year for each genre since 1960. The query groups the movies according to their year of release and the genre. Note, that a movie can have multiple different genres.\n",
    "\n",
    "```sql\n",
    "SELECT\n",
    "    mg.genre, m.year, COUNT(m.id) AS num_movies\n",
    "FROM\n",
    "    movies AS m,\n",
    "    movies_genres AS mg\n",
    "WHERE\n",
    "    m.id = mg.movie_id AND\n",
    "    m.year > 1960\n",
    "GROUP BY\n",
    "    mg.genre, m.year\n",
    "ORDER BY\n",
    "    m.year\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "q = \"\"\"\n",
    "SELECT\n",
    "    mg.genre, m.year, COUNT(m.id) AS num_movies\n",
    "FROM\n",
    "    movies AS m,\n",
    "    movies_genres AS mg\n",
    "WHERE\n",
    "    m.id = mg.movie_id AND\n",
    "    m.year > 1960\n",
    "GROUP BY\n",
    "    mg.genre, m.year\n",
    "ORDER BY\n",
    "    m.year\n",
    "\"\"\"\n",
    "conn.execute(q)\n",
    "genre_movie_count = conn.fetchdf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-706a1488ddee483d850236b36bfe879f\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-706a1488ddee483d850236b36bfe879f\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-706a1488ddee483d850236b36bfe879f\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}, \"range\": {\"category\": {\"scheme\": \"category20\"}}}, \"data\": {\"name\": \"data-94656fe9720707dca6142cad392b67e1\"}, \"mark\": \"area\", \"encoding\": {\"color\": {\"field\": \"genre\", \"type\": \"nominal\"}, \"x\": {\"field\": \"year\", \"type\": \"nominal\"}, \"y\": {\"field\": \"num_movies\", \"type\": \"quantitative\"}}, \"height\": 400, \"width\": 800, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.17.0.json\", \"datasets\": {\"data-94656fe9720707dca6142cad392b67e1\": [{\"genre\": \"Comedy\", \"year\": 1961, \"num_movies\": 417}, {\"genre\": \"Short\", \"year\": 1961, \"num_movies\": 490}, {\"genre\": \"Drama\", \"year\": 1961, \"num_movies\": 657}, {\"genre\": \"Crime\", \"year\": 1961, \"num_movies\": 112}, {\"genre\": \"Documentary\", \"year\": 1961, \"num_movies\": 396}, {\"genre\": \"Family\", \"year\": 1961, \"num_movies\": 126}, {\"genre\": \"Romance\", \"year\": 1961, \"num_movies\": 150}, {\"genre\": \"Western\", \"year\": 1961, \"num_movies\": 56}, {\"genre\": \"War\", \"year\": 1961, \"num_movies\": 56}, {\"genre\": \"Animation\", \"year\": 1961, \"num_movies\": 121}, {\"genre\": \"Sci-Fi\", \"year\": 1961, \"num_movies\": 33}, {\"genre\": \"Action\", \"year\": 1961, \"num_movies\": 83}, {\"genre\": \"Music\", \"year\": 1961, \"num_movies\": 18}, {\"genre\": \"Musical\", \"year\": 1961, \"num_movies\": 93}, {\"genre\": \"Fantasy\", \"year\": 1961, \"num_movies\": 38}, {\"genre\": \"Thriller\", \"year\": 1961, \"num_movies\": 47}, {\"genre\": \"Adventure\", \"year\": 1961, \"num_movies\": 121}, {\"genre\": \"Mystery\", \"year\": 1961, \"num_movies\": 33}, {\"genre\": \"Horror\", \"year\": 1961, \"num_movies\": 41}, {\"genre\": \"Adult\", \"year\": 1961, \"num_movies\": 1}, {\"genre\": \"Drama\", \"year\": 1962, \"num_movies\": 685}, {\"genre\": \"Documentary\", \"year\": 1962, \"num_movies\": 380}, {\"genre\": \"Comedy\", \"year\": 1962, \"num_movies\": 423}, {\"genre\": \"Family\", \"year\": 1962, \"num_movies\": 129}, {\"genre\": \"Action\", \"year\": 1962, \"num_movies\": 89}, {\"genre\": \"Adventure\", \"year\": 1962, \"num_movies\": 152}, {\"genre\": \"Musical\", \"year\": 1962, \"num_movies\": 88}, {\"genre\": \"Mystery\", \"year\": 1962, \"num_movies\": 38}, {\"genre\": \"Thriller\", \"year\": 1962, \"num_movies\": 47}, {\"genre\": \"Romance\", \"year\": 1962, \"num_movies\": 148}, {\"genre\": \"Animation\", \"year\": 1962, \"num_movies\": 194}, {\"genre\": \"Sci-Fi\", \"year\": 1962, \"num_movies\": 42}, {\"genre\": \"Western\", \"year\": 1962, \"num_movies\": 51}, {\"genre\": \"Fantasy\", \"year\": 1962, \"num_movies\": 36}, {\"genre\": \"Music\", \"year\": 1962, \"num_movies\": 22}, {\"genre\": \"Horror\", \"year\": 1962, \"num_movies\": 62}, {\"genre\": \"Crime\", \"year\": 1962, \"num_movies\": 112}, {\"genre\": \"Short\", \"year\": 1962, \"num_movies\": 593}, {\"genre\": \"War\", \"year\": 1962, \"num_movies\": 73}, {\"genre\": \"Adult\", \"year\": 1962, \"num_movies\": 1}, {\"genre\": \"Musical\", \"year\": 1963, \"num_movies\": 86}, {\"genre\": \"Short\", \"year\": 1963, \"num_movies\": 571}, {\"genre\": \"Family\", \"year\": 1963, \"num_movies\": 107}, {\"genre\": \"Comedy\", \"year\": 1963, \"num_movies\": 432}, {\"genre\": \"Drama\", \"year\": 1963, \"num_movies\": 630}, {\"genre\": \"Documentary\", \"year\": 1963, \"num_movies\": 450}, {\"genre\": \"War\", \"year\": 1963, \"num_movies\": 62}, {\"genre\": \"Western\", \"year\": 1963, \"num_movies\": 37}, {\"genre\": \"Action\", \"year\": 1963, \"num_movies\": 86}, {\"genre\": \"Adventure\", \"year\": 1963, \"num_movies\": 125}, {\"genre\": \"Animation\", \"year\": 1963, \"num_movies\": 181}, {\"genre\": \"Fantasy\", \"year\": 1963, \"num_movies\": 28}, {\"genre\": \"Crime\", \"year\": 1963, \"num_movies\": 123}, {\"genre\": \"Thriller\", \"year\": 1963, \"num_movies\": 52}, {\"genre\": \"Sci-Fi\", \"year\": 1963, \"num_movies\": 29}, {\"genre\": \"Romance\", \"year\": 1963, \"num_movies\": 135}, {\"genre\": \"Music\", \"year\": 1963, \"num_movies\": 18}, {\"genre\": \"Horror\", \"year\": 1963, \"num_movies\": 55}, {\"genre\": \"Mystery\", \"year\": 1963, \"num_movies\": 39}, {\"genre\": \"Adult\", \"year\": 1963, \"num_movies\": 1}, {\"genre\": \"Comedy\", \"year\": 1964, \"num_movies\": 411}, {\"genre\": \"Drama\", \"year\": 1964, \"num_movies\": 657}, {\"genre\": \"Short\", \"year\": 1964, \"num_movies\": 619}, {\"genre\": \"Documentary\", \"year\": 1964, \"num_movies\": 451}, {\"genre\": \"Crime\", \"year\": 1964, \"num_movies\": 108}, {\"genre\": \"Action\", \"year\": 1964, \"num_movies\": 126}, {\"genre\": \"Adventure\", \"year\": 1964, \"num_movies\": 144}, {\"genre\": \"Musical\", \"year\": 1964, \"num_movies\": 99}, {\"genre\": \"Romance\", \"year\": 1964, \"num_movies\": 143}, {\"genre\": \"Animation\", \"year\": 1964, \"num_movies\": 127}, {\"genre\": \"War\", \"year\": 1964, \"num_movies\": 73}, {\"genre\": \"Thriller\", \"year\": 1964, \"num_movies\": 65}, {\"genre\": \"Music\", \"year\": 1964, \"num_movies\": 23}, {\"genre\": \"Fantasy\", \"year\": 1964, \"num_movies\": 43}, {\"genre\": \"Western\", \"year\": 1964, \"num_movies\": 71}, {\"genre\": \"Mystery\", \"year\": 1964, \"num_movies\": 35}, {\"genre\": \"Horror\", \"year\": 1964, \"num_movies\": 63}, {\"genre\": \"Family\", \"year\": 1964, \"num_movies\": 112}, {\"genre\": \"Adult\", \"year\": 1964, \"num_movies\": 6}, {\"genre\": \"Sci-Fi\", \"year\": 1964, \"num_movies\": 32}, {\"genre\": \"Comedy\", \"year\": 1965, \"num_movies\": 441}, {\"genre\": \"Documentary\", \"year\": 1965, \"num_movies\": 444}, {\"genre\": \"Short\", \"year\": 1965, \"num_movies\": 656}, {\"genre\": \"Drama\", \"year\": 1965, \"num_movies\": 713}, {\"genre\": \"Animation\", \"year\": 1965, \"num_movies\": 200}, {\"genre\": \"Musical\", \"year\": 1965, \"num_movies\": 103}, {\"genre\": \"Adventure\", \"year\": 1965, \"num_movies\": 148}, {\"genre\": \"Sci-Fi\", \"year\": 1965, \"num_movies\": 61}, {\"genre\": \"Western\", \"year\": 1965, \"num_movies\": 100}, {\"genre\": \"War\", \"year\": 1965, \"num_movies\": 79}, {\"genre\": \"Action\", \"year\": 1965, \"num_movies\": 111}, {\"genre\": \"Family\", \"year\": 1965, \"num_movies\": 117}, {\"genre\": \"Crime\", \"year\": 1965, \"num_movies\": 108}, {\"genre\": \"Mystery\", \"year\": 1965, \"num_movies\": 37}, {\"genre\": \"Romance\", \"year\": 1965, \"num_movies\": 151}, {\"genre\": \"Fantasy\", \"year\": 1965, \"num_movies\": 40}, {\"genre\": \"Horror\", \"year\": 1965, \"num_movies\": 61}, {\"genre\": \"Thriller\", \"year\": 1965, \"num_movies\": 74}, {\"genre\": \"Adult\", \"year\": 1965, \"num_movies\": 18}, {\"genre\": \"Music\", \"year\": 1965, \"num_movies\": 27}, {\"genre\": \"Action\", \"year\": 1966, \"num_movies\": 143}, {\"genre\": \"Drama\", \"year\": 1966, \"num_movies\": 751}, {\"genre\": \"Musical\", \"year\": 1966, \"num_movies\": 117}, {\"genre\": \"Comedy\", \"year\": 1966, \"num_movies\": 452}, {\"genre\": \"Short\", \"year\": 1966, \"num_movies\": 740}, {\"genre\": \"Adventure\", \"year\": 1966, \"num_movies\": 200}, {\"genre\": \"Thriller\", \"year\": 1966, \"num_movies\": 77}, {\"genre\": \"Documentary\", \"year\": 1966, \"num_movies\": 385}, {\"genre\": \"Romance\", \"year\": 1966, \"num_movies\": 167}, {\"genre\": \"Crime\", \"year\": 1966, \"num_movies\": 120}, {\"genre\": \"Animation\", \"year\": 1966, \"num_movies\": 188}, {\"genre\": \"War\", \"year\": 1966, \"num_movies\": 68}, {\"genre\": \"Fantasy\", \"year\": 1966, \"num_movies\": 45}, {\"genre\": \"Western\", \"year\": 1966, \"num_movies\": 99}, {\"genre\": \"Horror\", \"year\": 1966, \"num_movies\": 71}, {\"genre\": \"Mystery\", \"year\": 1966, \"num_movies\": 45}, {\"genre\": \"Family\", \"year\": 1966, \"num_movies\": 129}, {\"genre\": \"Sci-Fi\", \"year\": 1966, \"num_movies\": 73}, {\"genre\": \"Adult\", \"year\": 1966, \"num_movies\": 16}, {\"genre\": \"Music\", \"year\": 1966, \"num_movies\": 32}, {\"genre\": \"Drama\", \"year\": 1967, \"num_movies\": 714}, {\"genre\": \"War\", \"year\": 1967, \"num_movies\": 69}, {\"genre\": \"Documentary\", \"year\": 1967, \"num_movies\": 469}, {\"genre\": \"Short\", \"year\": 1967, \"num_movies\": 817}, {\"genre\": \"Comedy\", \"year\": 1967, \"num_movies\": 458}, {\"genre\": \"Thriller\", \"year\": 1967, \"num_movies\": 97}, {\"genre\": \"Animation\", \"year\": 1967, \"num_movies\": 258}, {\"genre\": \"Family\", \"year\": 1967, \"num_movies\": 127}, {\"genre\": \"Crime\", \"year\": 1967, \"num_movies\": 135}, {\"genre\": \"Action\", \"year\": 1967, \"num_movies\": 120}, {\"genre\": \"Adventure\", \"year\": 1967, \"num_movies\": 107}, {\"genre\": \"Musical\", \"year\": 1967, \"num_movies\": 112}, {\"genre\": \"Western\", \"year\": 1967, \"num_movies\": 97}, {\"genre\": \"Horror\", \"year\": 1967, \"num_movies\": 53}, {\"genre\": \"Sci-Fi\", \"year\": 1967, \"num_movies\": 53}, {\"genre\": \"Mystery\", \"year\": 1967, \"num_movies\": 33}, {\"genre\": \"Fantasy\", \"year\": 1967, \"num_movies\": 33}, {\"genre\": \"Romance\", \"year\": 1967, \"num_movies\": 123}, {\"genre\": \"Music\", \"year\": 1967, \"num_movies\": 31}, {\"genre\": \"Adult\", \"year\": 1967, \"num_movies\": 12}, {\"genre\": \"Documentary\", \"year\": 1968, \"num_movies\": 472}, {\"genre\": \"Short\", \"year\": 1968, \"num_movies\": 695}, {\"genre\": \"Comedy\", \"year\": 1968, \"num_movies\": 472}, {\"genre\": \"Drama\", \"year\": 1968, \"num_movies\": 875}, {\"genre\": \"Romance\", \"year\": 1968, \"num_movies\": 126}, {\"genre\": \"Musical\", \"year\": 1968, \"num_movies\": 98}, {\"genre\": \"Family\", \"year\": 1968, \"num_movies\": 113}, {\"genre\": \"Crime\", \"year\": 1968, \"num_movies\": 148}, {\"genre\": \"Music\", \"year\": 1968, \"num_movies\": 38}, {\"genre\": \"War\", \"year\": 1968, \"num_movies\": 89}, {\"genre\": \"Western\", \"year\": 1968, \"num_movies\": 116}, {\"genre\": \"Animation\", \"year\": 1968, \"num_movies\": 146}, {\"genre\": \"Mystery\", \"year\": 1968, \"num_movies\": 52}, {\"genre\": \"Thriller\", \"year\": 1968, \"num_movies\": 99}, {\"genre\": \"Action\", \"year\": 1968, \"num_movies\": 156}, {\"genre\": \"Sci-Fi\", \"year\": 1968, \"num_movies\": 49}, {\"genre\": \"Adult\", \"year\": 1968, \"num_movies\": 24}, {\"genre\": \"Adventure\", \"year\": 1968, \"num_movies\": 118}, {\"genre\": \"Horror\", \"year\": 1968, \"num_movies\": 78}, {\"genre\": \"Fantasy\", \"year\": 1968, \"num_movies\": 39}, {\"genre\": \"Short\", \"year\": 1969, \"num_movies\": 705}, {\"genre\": \"Drama\", \"year\": 1969, \"num_movies\": 887}, {\"genre\": \"Animation\", \"year\": 1969, \"num_movies\": 141}, {\"genre\": \"Family\", \"year\": 1969, \"num_movies\": 113}, {\"genre\": \"Comedy\", \"year\": 1969, \"num_movies\": 436}, {\"genre\": \"Musical\", \"year\": 1969, \"num_movies\": 89}, {\"genre\": \"Documentary\", \"year\": 1969, \"num_movies\": 469}, {\"genre\": \"Romance\", \"year\": 1969, \"num_movies\": 138}, {\"genre\": \"Adventure\", \"year\": 1969, \"num_movies\": 97}, {\"genre\": \"War\", \"year\": 1969, \"num_movies\": 66}, {\"genre\": \"Crime\", \"year\": 1969, \"num_movies\": 157}, {\"genre\": \"Western\", \"year\": 1969, \"num_movies\": 87}, {\"genre\": \"Action\", \"year\": 1969, \"num_movies\": 150}, {\"genre\": \"Thriller\", \"year\": 1969, \"num_movies\": 78}, {\"genre\": \"Mystery\", \"year\": 1969, \"num_movies\": 42}, {\"genre\": \"Fantasy\", \"year\": 1969, \"num_movies\": 34}, {\"genre\": \"Music\", \"year\": 1969, \"num_movies\": 27}, {\"genre\": \"Adult\", \"year\": 1969, \"num_movies\": 6}, {\"genre\": \"Sci-Fi\", \"year\": 1969, \"num_movies\": 51}, {\"genre\": \"Horror\", \"year\": 1969, \"num_movies\": 53}, {\"genre\": \"Crime\", \"year\": 1970, \"num_movies\": 125}, {\"genre\": \"Drama\", \"year\": 1970, \"num_movies\": 853}, {\"genre\": \"Action\", \"year\": 1970, \"num_movies\": 145}, {\"genre\": \"Documentary\", \"year\": 1970, \"num_movies\": 535}, {\"genre\": \"Short\", \"year\": 1970, \"num_movies\": 649}, {\"genre\": \"Adventure\", \"year\": 1970, \"num_movies\": 89}, {\"genre\": \"Romance\", \"year\": 1970, \"num_movies\": 118}, {\"genre\": \"Comedy\", \"year\": 1970, \"num_movies\": 459}, {\"genre\": \"Adult\", \"year\": 1970, \"num_movies\": 61}, {\"genre\": \"Musical\", \"year\": 1970, \"num_movies\": 80}, {\"genre\": \"Sci-Fi\", \"year\": 1970, \"num_movies\": 40}, {\"genre\": \"War\", \"year\": 1970, \"num_movies\": 69}, {\"genre\": \"Thriller\", \"year\": 1970, \"num_movies\": 80}, {\"genre\": \"Western\", \"year\": 1970, \"num_movies\": 83}, {\"genre\": \"Animation\", \"year\": 1970, \"num_movies\": 144}, {\"genre\": \"Music\", \"year\": 1970, \"num_movies\": 41}, {\"genre\": \"Fantasy\", \"year\": 1970, \"num_movies\": 43}, {\"genre\": \"Horror\", \"year\": 1970, \"num_movies\": 88}, {\"genre\": \"Family\", \"year\": 1970, \"num_movies\": 122}, {\"genre\": \"Mystery\", \"year\": 1970, \"num_movies\": 32}, {\"genre\": \"Family\", \"year\": 1971, \"num_movies\": 118}, {\"genre\": \"Action\", \"year\": 1971, \"num_movies\": 144}, {\"genre\": \"Documentary\", \"year\": 1971, \"num_movies\": 548}, {\"genre\": \"Comedy\", \"year\": 1971, \"num_movies\": 438}, {\"genre\": \"Fantasy\", \"year\": 1971, \"num_movies\": 37}, {\"genre\": \"Short\", \"year\": 1971, \"num_movies\": 716}, {\"genre\": \"Horror\", \"year\": 1971, \"num_movies\": 112}, {\"genre\": \"War\", \"year\": 1971, \"num_movies\": 49}, {\"genre\": \"Crime\", \"year\": 1971, \"num_movies\": 155}, {\"genre\": \"Animation\", \"year\": 1971, \"num_movies\": 150}, {\"genre\": \"Adventure\", \"year\": 1971, \"num_movies\": 107}, {\"genre\": \"Musical\", \"year\": 1971, \"num_movies\": 84}, {\"genre\": \"Thriller\", \"year\": 1971, \"num_movies\": 102}, {\"genre\": \"Adult\", \"year\": 1971, \"num_movies\": 31}, {\"genre\": \"Music\", \"year\": 1971, \"num_movies\": 32}, {\"genre\": \"Mystery\", \"year\": 1971, \"num_movies\": 47}, {\"genre\": \"Western\", \"year\": 1971, \"num_movies\": 102}, {\"genre\": \"Romance\", \"year\": 1971, \"num_movies\": 124}, {\"genre\": \"Drama\", \"year\": 1971, \"num_movies\": 807}, {\"genre\": \"Sci-Fi\", \"year\": 1971, \"num_movies\": 44}, {\"genre\": \"Crime\", \"year\": 1972, \"num_movies\": 189}, {\"genre\": \"Drama\", \"year\": 1972, \"num_movies\": 839}, {\"genre\": \"Comedy\", \"year\": 1972, \"num_movies\": 420}, {\"genre\": \"Documentary\", \"year\": 1972, \"num_movies\": 457}, {\"genre\": \"Short\", \"year\": 1972, \"num_movies\": 572}, {\"genre\": \"Mystery\", \"year\": 1972, \"num_movies\": 49}, {\"genre\": \"Thriller\", \"year\": 1972, \"num_movies\": 115}, {\"genre\": \"Musical\", \"year\": 1972, \"num_movies\": 101}, {\"genre\": \"Animation\", \"year\": 1972, \"num_movies\": 105}, {\"genre\": \"Family\", \"year\": 1972, \"num_movies\": 134}, {\"genre\": \"Horror\", \"year\": 1972, \"num_movies\": 146}, {\"genre\": \"Western\", \"year\": 1972, \"num_movies\": 94}, {\"genre\": \"War\", \"year\": 1972, \"num_movies\": 34}, {\"genre\": \"Adventure\", \"year\": 1972, \"num_movies\": 92}, {\"genre\": \"Romance\", \"year\": 1972, \"num_movies\": 101}, {\"genre\": \"Adult\", \"year\": 1972, \"num_movies\": 54}, {\"genre\": \"Music\", \"year\": 1972, \"num_movies\": 33}, {\"genre\": \"Action\", \"year\": 1972, \"num_movies\": 153}, {\"genre\": \"Fantasy\", \"year\": 1972, \"num_movies\": 43}, {\"genre\": \"Sci-Fi\", \"year\": 1972, \"num_movies\": 42}, {\"genre\": \"Animation\", \"year\": 1973, \"num_movies\": 91}, {\"genre\": \"Short\", \"year\": 1973, \"num_movies\": 529}, {\"genre\": \"Documentary\", \"year\": 1973, \"num_movies\": 435}, {\"genre\": \"Thriller\", \"year\": 1973, \"num_movies\": 132}, {\"genre\": \"Adult\", \"year\": 1973, \"num_movies\": 70}, {\"genre\": \"Musical\", \"year\": 1973, \"num_movies\": 76}, {\"genre\": \"Comedy\", \"year\": 1973, \"num_movies\": 418}, {\"genre\": \"Drama\", \"year\": 1973, \"num_movies\": 816}, {\"genre\": \"Horror\", \"year\": 1973, \"num_movies\": 142}, {\"genre\": \"War\", \"year\": 1973, \"num_movies\": 39}, {\"genre\": \"Romance\", \"year\": 1973, \"num_movies\": 111}, {\"genre\": \"Adventure\", \"year\": 1973, \"num_movies\": 84}, {\"genre\": \"Family\", \"year\": 1973, \"num_movies\": 113}, {\"genre\": \"Music\", \"year\": 1973, \"num_movies\": 49}, {\"genre\": \"Western\", \"year\": 1973, \"num_movies\": 56}, {\"genre\": \"Fantasy\", \"year\": 1973, \"num_movies\": 42}, {\"genre\": \"Mystery\", \"year\": 1973, \"num_movies\": 55}, {\"genre\": \"Crime\", \"year\": 1973, \"num_movies\": 197}, {\"genre\": \"Sci-Fi\", \"year\": 1973, \"num_movies\": 51}, {\"genre\": \"Action\", \"year\": 1973, \"num_movies\": 183}, {\"genre\": \"Crime\", \"year\": 1974, \"num_movies\": 189}, {\"genre\": \"Drama\", \"year\": 1974, \"num_movies\": 878}, {\"genre\": \"Comedy\", \"year\": 1974, \"num_movies\": 427}, {\"genre\": \"Musical\", \"year\": 1974, \"num_movies\": 78}, {\"genre\": \"Romance\", \"year\": 1974, \"num_movies\": 129}, {\"genre\": \"Short\", \"year\": 1974, \"num_movies\": 547}, {\"genre\": \"Action\", \"year\": 1974, \"num_movies\": 205}, {\"genre\": \"Western\", \"year\": 1974, \"num_movies\": 42}, {\"genre\": \"Documentary\", \"year\": 1974, \"num_movies\": 461}, {\"genre\": \"Thriller\", \"year\": 1974, \"num_movies\": 145}, {\"genre\": \"Adventure\", \"year\": 1974, \"num_movies\": 100}, {\"genre\": \"Animation\", \"year\": 1974, \"num_movies\": 106}, {\"genre\": \"Fantasy\", \"year\": 1974, \"num_movies\": 48}, {\"genre\": \"War\", \"year\": 1974, \"num_movies\": 35}, {\"genre\": \"Family\", \"year\": 1974, \"num_movies\": 115}, {\"genre\": \"Horror\", \"year\": 1974, \"num_movies\": 107}, {\"genre\": \"Sci-Fi\", \"year\": 1974, \"num_movies\": 45}, {\"genre\": \"Adult\", \"year\": 1974, \"num_movies\": 63}, {\"genre\": \"Mystery\", \"year\": 1974, \"num_movies\": 50}, {\"genre\": \"Music\", \"year\": 1974, \"num_movies\": 31}, {\"genre\": \"Short\", \"year\": 1975, \"num_movies\": 672}, {\"genre\": \"Documentary\", \"year\": 1975, \"num_movies\": 560}, {\"genre\": \"Adult\", \"year\": 1975, \"num_movies\": 163}, {\"genre\": \"Comedy\", \"year\": 1975, \"num_movies\": 435}, {\"genre\": \"Drama\", \"year\": 1975, \"num_movies\": 792}, {\"genre\": \"War\", \"year\": 1975, \"num_movies\": 41}, {\"genre\": \"Action\", \"year\": 1975, \"num_movies\": 156}, {\"genre\": \"Western\", \"year\": 1975, \"num_movies\": 47}, {\"genre\": \"Family\", \"year\": 1975, \"num_movies\": 105}, {\"genre\": \"Musical\", \"year\": 1975, \"num_movies\": 71}, {\"genre\": \"Animation\", \"year\": 1975, \"num_movies\": 110}, {\"genre\": \"Adventure\", \"year\": 1975, \"num_movies\": 101}, {\"genre\": \"Crime\", \"year\": 1975, \"num_movies\": 171}, {\"genre\": \"Thriller\", \"year\": 1975, \"num_movies\": 118}, {\"genre\": \"Horror\", \"year\": 1975, \"num_movies\": 83}, {\"genre\": \"Sci-Fi\", \"year\": 1975, \"num_movies\": 39}, {\"genre\": \"Music\", \"year\": 1975, \"num_movies\": 41}, {\"genre\": \"Fantasy\", \"year\": 1975, \"num_movies\": 38}, {\"genre\": \"Romance\", \"year\": 1975, \"num_movies\": 88}, {\"genre\": \"Mystery\", \"year\": 1975, \"num_movies\": 53}, {\"genre\": \"Documentary\", \"year\": 1976, \"num_movies\": 572}, {\"genre\": \"Short\", \"year\": 1976, \"num_movies\": 617}, {\"genre\": \"Drama\", \"year\": 1976, \"num_movies\": 811}, {\"genre\": \"Comedy\", \"year\": 1976, \"num_movies\": 422}, {\"genre\": \"Adventure\", \"year\": 1976, \"num_movies\": 96}, {\"genre\": \"Family\", \"year\": 1976, \"num_movies\": 134}, {\"genre\": \"Sci-Fi\", \"year\": 1976, \"num_movies\": 33}, {\"genre\": \"Action\", \"year\": 1976, \"num_movies\": 181}, {\"genre\": \"Thriller\", \"year\": 1976, \"num_movies\": 124}, {\"genre\": \"Crime\", \"year\": 1976, \"num_movies\": 157}, {\"genre\": \"Romance\", \"year\": 1976, \"num_movies\": 90}, {\"genre\": \"Adult\", \"year\": 1976, \"num_movies\": 90}, {\"genre\": \"War\", \"year\": 1976, \"num_movies\": 52}, {\"genre\": \"Musical\", \"year\": 1976, \"num_movies\": 74}, {\"genre\": \"Horror\", \"year\": 1976, \"num_movies\": 88}, {\"genre\": \"Western\", \"year\": 1976, \"num_movies\": 49}, {\"genre\": \"Animation\", \"year\": 1976, \"num_movies\": 97}, {\"genre\": \"Fantasy\", \"year\": 1976, \"num_movies\": 44}, {\"genre\": \"Mystery\", \"year\": 1976, \"num_movies\": 51}, {\"genre\": \"Music\", \"year\": 1976, \"num_movies\": 50}, {\"genre\": \"Adventure\", \"year\": 1977, \"num_movies\": 89}, {\"genre\": \"Comedy\", \"year\": 1977, \"num_movies\": 401}, {\"genre\": \"Drama\", \"year\": 1977, \"num_movies\": 784}, {\"genre\": \"Crime\", \"year\": 1977, \"num_movies\": 152}, {\"genre\": \"Action\", \"year\": 1977, \"num_movies\": 189}, {\"genre\": \"Thriller\", \"year\": 1977, \"num_movies\": 109}, {\"genre\": \"Documentary\", \"year\": 1977, \"num_movies\": 423}, {\"genre\": \"Short\", \"year\": 1977, \"num_movies\": 441}, {\"genre\": \"Horror\", \"year\": 1977, \"num_movies\": 84}, {\"genre\": \"Sci-Fi\", \"year\": 1977, \"num_movies\": 59}, {\"genre\": \"Musical\", \"year\": 1977, \"num_movies\": 59}, {\"genre\": \"Fantasy\", \"year\": 1977, \"num_movies\": 50}, {\"genre\": \"Mystery\", \"year\": 1977, \"num_movies\": 50}, {\"genre\": \"War\", \"year\": 1977, \"num_movies\": 38}, {\"genre\": \"Western\", \"year\": 1977, \"num_movies\": 31}, {\"genre\": \"Animation\", \"year\": 1977, \"num_movies\": 99}, {\"genre\": \"Adult\", \"year\": 1977, \"num_movies\": 46}, {\"genre\": \"Family\", \"year\": 1977, \"num_movies\": 155}, {\"genre\": \"Romance\", \"year\": 1977, \"num_movies\": 96}, {\"genre\": \"Music\", \"year\": 1977, \"num_movies\": 55}, {\"genre\": \"Drama\", \"year\": 1978, \"num_movies\": 829}, {\"genre\": \"Animation\", \"year\": 1978, \"num_movies\": 132}, {\"genre\": \"Family\", \"year\": 1978, \"num_movies\": 151}, {\"genre\": \"Short\", \"year\": 1978, \"num_movies\": 491}, {\"genre\": \"Documentary\", \"year\": 1978, \"num_movies\": 439}, {\"genre\": \"Adventure\", \"year\": 1978, \"num_movies\": 110}, {\"genre\": \"Horror\", \"year\": 1978, \"num_movies\": 78}, {\"genre\": \"Western\", \"year\": 1978, \"num_movies\": 30}, {\"genre\": \"Crime\", \"year\": 1978, \"num_movies\": 130}, {\"genre\": \"Thriller\", \"year\": 1978, \"num_movies\": 107}, {\"genre\": \"Adult\", \"year\": 1978, \"num_movies\": 65}, {\"genre\": \"Mystery\", \"year\": 1978, \"num_movies\": 47}, {\"genre\": \"Comedy\", \"year\": 1978, \"num_movies\": 398}, {\"genre\": \"Fantasy\", \"year\": 1978, \"num_movies\": 55}, {\"genre\": \"Sci-Fi\", \"year\": 1978, \"num_movies\": 56}, {\"genre\": \"Action\", \"year\": 1978, \"num_movies\": 182}, {\"genre\": \"War\", \"year\": 1978, \"num_movies\": 37}, {\"genre\": \"Musical\", \"year\": 1978, \"num_movies\": 89}, {\"genre\": \"Music\", \"year\": 1978, \"num_movies\": 66}, {\"genre\": \"Romance\", \"year\": 1978, \"num_movies\": 94}, {\"genre\": \"Romance\", \"year\": 1979, \"num_movies\": 117}, {\"genre\": \"Action\", \"year\": 1979, \"num_movies\": 182}, {\"genre\": \"Drama\", \"year\": 1979, \"num_movies\": 895}, {\"genre\": \"Comedy\", \"year\": 1979, \"num_movies\": 420}, {\"genre\": \"Short\", \"year\": 1979, \"num_movies\": 472}, {\"genre\": \"Crime\", \"year\": 1979, \"num_movies\": 134}, {\"genre\": \"Mystery\", \"year\": 1979, \"num_movies\": 43}, {\"genre\": \"Documentary\", \"year\": 1979, \"num_movies\": 443}, {\"genre\": \"Western\", \"year\": 1979, \"num_movies\": 31}, {\"genre\": \"Horror\", \"year\": 1979, \"num_movies\": 68}, {\"genre\": \"Animation\", \"year\": 1979, \"num_movies\": 130}, {\"genre\": \"Thriller\", \"year\": 1979, \"num_movies\": 97}, {\"genre\": \"Fantasy\", \"year\": 1979, \"num_movies\": 50}, {\"genre\": \"Adventure\", \"year\": 1979, \"num_movies\": 102}, {\"genre\": \"Music\", \"year\": 1979, \"num_movies\": 80}, {\"genre\": \"War\", \"year\": 1979, \"num_movies\": 44}, {\"genre\": \"Sci-Fi\", \"year\": 1979, \"num_movies\": 63}, {\"genre\": \"Family\", \"year\": 1979, \"num_movies\": 153}, {\"genre\": \"Adult\", \"year\": 1979, \"num_movies\": 62}, {\"genre\": \"Musical\", \"year\": 1979, \"num_movies\": 67}, {\"genre\": \"Documentary\", \"year\": 1980, \"num_movies\": 478}, {\"genre\": \"Short\", \"year\": 1980, \"num_movies\": 529}, {\"genre\": \"Comedy\", \"year\": 1980, \"num_movies\": 473}, {\"genre\": \"Horror\", \"year\": 1980, \"num_movies\": 102}, {\"genre\": \"Thriller\", \"year\": 1980, \"num_movies\": 115}, {\"genre\": \"Drama\", \"year\": 1980, \"num_movies\": 893}, {\"genre\": \"Romance\", \"year\": 1980, \"num_movies\": 118}, {\"genre\": \"War\", \"year\": 1980, \"num_movies\": 43}, {\"genre\": \"Crime\", \"year\": 1980, \"num_movies\": 121}, {\"genre\": \"Fantasy\", \"year\": 1980, \"num_movies\": 63}, {\"genre\": \"Music\", \"year\": 1980, \"num_movies\": 83}, {\"genre\": \"Adventure\", \"year\": 1980, \"num_movies\": 78}, {\"genre\": \"Family\", \"year\": 1980, \"num_movies\": 146}, {\"genre\": \"Sci-Fi\", \"year\": 1980, \"num_movies\": 83}, {\"genre\": \"Musical\", \"year\": 1980, \"num_movies\": 80}, {\"genre\": \"Animation\", \"year\": 1980, \"num_movies\": 154}, {\"genre\": \"Action\", \"year\": 1980, \"num_movies\": 211}, {\"genre\": \"Mystery\", \"year\": 1980, \"num_movies\": 39}, {\"genre\": \"Western\", \"year\": 1980, \"num_movies\": 17}, {\"genre\": \"Adult\", \"year\": 1980, \"num_movies\": 77}, {\"genre\": \"Documentary\", \"year\": 1981, \"num_movies\": 379}, {\"genre\": \"Short\", \"year\": 1981, \"num_movies\": 420}, {\"genre\": \"Action\", \"year\": 1981, \"num_movies\": 187}, {\"genre\": \"Drama\", \"year\": 1981, \"num_movies\": 902}, {\"genre\": \"War\", \"year\": 1981, \"num_movies\": 44}, {\"genre\": \"Animation\", \"year\": 1981, \"num_movies\": 118}, {\"genre\": \"Family\", \"year\": 1981, \"num_movies\": 178}, {\"genre\": \"Comedy\", \"year\": 1981, \"num_movies\": 441}, {\"genre\": \"Crime\", \"year\": 1981, \"num_movies\": 108}, {\"genre\": \"Adventure\", \"year\": 1981, \"num_movies\": 103}, {\"genre\": \"Fantasy\", \"year\": 1981, \"num_movies\": 67}, {\"genre\": \"Sci-Fi\", \"year\": 1981, \"num_movies\": 62}, {\"genre\": \"Horror\", \"year\": 1981, \"num_movies\": 113}, {\"genre\": \"Musical\", \"year\": 1981, \"num_movies\": 81}, {\"genre\": \"Romance\", \"year\": 1981, \"num_movies\": 112}, {\"genre\": \"Thriller\", \"year\": 1981, \"num_movies\": 105}, {\"genre\": \"Music\", \"year\": 1981, \"num_movies\": 92}, {\"genre\": \"Adult\", \"year\": 1981, \"num_movies\": 78}, {\"genre\": \"Mystery\", \"year\": 1981, \"num_movies\": 40}, {\"genre\": \"Western\", \"year\": 1981, \"num_movies\": 15}, {\"genre\": \"Drama\", \"year\": 1982, \"num_movies\": 924}, {\"genre\": \"Family\", \"year\": 1982, \"num_movies\": 224}, {\"genre\": \"Action\", \"year\": 1982, \"num_movies\": 220}, {\"genre\": \"Thriller\", \"year\": 1982, \"num_movies\": 114}, {\"genre\": \"Comedy\", \"year\": 1982, \"num_movies\": 481}, {\"genre\": \"Musical\", \"year\": 1982, \"num_movies\": 81}, {\"genre\": \"Romance\", \"year\": 1982, \"num_movies\": 144}, {\"genre\": \"Documentary\", \"year\": 1982, \"num_movies\": 381}, {\"genre\": \"Adult\", \"year\": 1982, \"num_movies\": 57}, {\"genre\": \"Short\", \"year\": 1982, \"num_movies\": 426}, {\"genre\": \"Mystery\", \"year\": 1982, \"num_movies\": 47}, {\"genre\": \"Animation\", \"year\": 1982, \"num_movies\": 172}, {\"genre\": \"Fantasy\", \"year\": 1982, \"num_movies\": 84}, {\"genre\": \"War\", \"year\": 1982, \"num_movies\": 35}, {\"genre\": \"Adventure\", \"year\": 1982, \"num_movies\": 119}, {\"genre\": \"Music\", \"year\": 1982, \"num_movies\": 85}, {\"genre\": \"Western\", \"year\": 1982, \"num_movies\": 16}, {\"genre\": \"Horror\", \"year\": 1982, \"num_movies\": 92}, {\"genre\": \"Sci-Fi\", \"year\": 1982, \"num_movies\": 80}, {\"genre\": \"Crime\", \"year\": 1982, \"num_movies\": 130}, {\"genre\": \"Short\", \"year\": 1983, \"num_movies\": 402}, {\"genre\": \"Comedy\", \"year\": 1983, \"num_movies\": 464}, {\"genre\": \"Musical\", \"year\": 1983, \"num_movies\": 81}, {\"genre\": \"Romance\", \"year\": 1983, \"num_movies\": 143}, {\"genre\": \"Crime\", \"year\": 1983, \"num_movies\": 148}, {\"genre\": \"Drama\", \"year\": 1983, \"num_movies\": 917}, {\"genre\": \"Animation\", \"year\": 1983, \"num_movies\": 154}, {\"genre\": \"Thriller\", \"year\": 1983, \"num_movies\": 112}, {\"genre\": \"Documentary\", \"year\": 1983, \"num_movies\": 391}, {\"genre\": \"Fantasy\", \"year\": 1983, \"num_movies\": 84}, {\"genre\": \"Horror\", \"year\": 1983, \"num_movies\": 95}, {\"genre\": \"Sci-Fi\", \"year\": 1983, \"num_movies\": 87}, {\"genre\": \"Action\", \"year\": 1983, \"num_movies\": 244}, {\"genre\": \"Family\", \"year\": 1983, \"num_movies\": 179}, {\"genre\": \"Adult\", \"year\": 1983, \"num_movies\": 139}, {\"genre\": \"Adventure\", \"year\": 1983, \"num_movies\": 108}, {\"genre\": \"Music\", \"year\": 1983, \"num_movies\": 75}, {\"genre\": \"Mystery\", \"year\": 1983, \"num_movies\": 46}, {\"genre\": \"War\", \"year\": 1983, \"num_movies\": 51}, {\"genre\": \"Western\", \"year\": 1983, \"num_movies\": 11}, {\"genre\": \"Musical\", \"year\": 1984, \"num_movies\": 71}, {\"genre\": \"Drama\", \"year\": 1984, \"num_movies\": 928}, {\"genre\": \"Documentary\", \"year\": 1984, \"num_movies\": 397}, {\"genre\": \"Music\", \"year\": 1984, \"num_movies\": 104}, {\"genre\": \"Short\", \"year\": 1984, \"num_movies\": 463}, {\"genre\": \"Adult\", \"year\": 1984, \"num_movies\": 200}, {\"genre\": \"Comedy\", \"year\": 1984, \"num_movies\": 471}, {\"genre\": \"Adventure\", \"year\": 1984, \"num_movies\": 102}, {\"genre\": \"Animation\", \"year\": 1984, \"num_movies\": 148}, {\"genre\": \"Sci-Fi\", \"year\": 1984, \"num_movies\": 77}, {\"genre\": \"War\", \"year\": 1984, \"num_movies\": 47}, {\"genre\": \"Action\", \"year\": 1984, \"num_movies\": 233}, {\"genre\": \"Western\", \"year\": 1984, \"num_movies\": 7}, {\"genre\": \"Mystery\", \"year\": 1984, \"num_movies\": 48}, {\"genre\": \"Thriller\", \"year\": 1984, \"num_movies\": 135}, {\"genre\": \"Horror\", \"year\": 1984, \"num_movies\": 74}, {\"genre\": \"Fantasy\", \"year\": 1984, \"num_movies\": 74}, {\"genre\": \"Crime\", \"year\": 1984, \"num_movies\": 138}, {\"genre\": \"Family\", \"year\": 1984, \"num_movies\": 165}, {\"genre\": \"Romance\", \"year\": 1984, \"num_movies\": 130}, {\"genre\": \"Drama\", \"year\": 1985, \"num_movies\": 947}, {\"genre\": \"Musical\", \"year\": 1985, \"num_movies\": 79}, {\"genre\": \"Comedy\", \"year\": 1985, \"num_movies\": 511}, {\"genre\": \"Documentary\", \"year\": 1985, \"num_movies\": 480}, {\"genre\": \"Music\", \"year\": 1985, \"num_movies\": 103}, {\"genre\": \"Thriller\", \"year\": 1985, \"num_movies\": 137}, {\"genre\": \"Short\", \"year\": 1985, \"num_movies\": 531}, {\"genre\": \"Adventure\", \"year\": 1985, \"num_movies\": 115}, {\"genre\": \"Crime\", \"year\": 1985, \"num_movies\": 161}, {\"genre\": \"Action\", \"year\": 1985, \"num_movies\": 262}, {\"genre\": \"Adult\", \"year\": 1985, \"num_movies\": 252}, {\"genre\": \"Family\", \"year\": 1985, \"num_movies\": 167}, {\"genre\": \"Romance\", \"year\": 1985, \"num_movies\": 158}, {\"genre\": \"Sci-Fi\", \"year\": 1985, \"num_movies\": 91}, {\"genre\": \"Horror\", \"year\": 1985, \"num_movies\": 118}, {\"genre\": \"War\", \"year\": 1985, \"num_movies\": 70}, {\"genre\": \"Animation\", \"year\": 1985, \"num_movies\": 156}, {\"genre\": \"Fantasy\", \"year\": 1985, \"num_movies\": 98}, {\"genre\": \"Mystery\", \"year\": 1985, \"num_movies\": 74}, {\"genre\": \"Western\", \"year\": 1985, \"num_movies\": 16}, {\"genre\": \"Drama\", \"year\": 1986, \"num_movies\": 1012}, {\"genre\": \"Romance\", \"year\": 1986, \"num_movies\": 126}, {\"genre\": \"Comedy\", \"year\": 1986, \"num_movies\": 554}, {\"genre\": \"Animation\", \"year\": 1986, \"num_movies\": 177}, {\"genre\": \"Music\", \"year\": 1986, \"num_movies\": 99}, {\"genre\": \"Action\", \"year\": 1986, \"num_movies\": 290}, {\"genre\": \"Adventure\", \"year\": 1986, \"num_movies\": 113}, {\"genre\": \"Short\", \"year\": 1986, \"num_movies\": 573}, {\"genre\": \"Crime\", \"year\": 1986, \"num_movies\": 177}, {\"genre\": \"Adult\", \"year\": 1986, \"num_movies\": 278}, {\"genre\": \"Documentary\", \"year\": 1986, \"num_movies\": 445}, {\"genre\": \"Thriller\", \"year\": 1986, \"num_movies\": 139}, {\"genre\": \"War\", \"year\": 1986, \"num_movies\": 61}, {\"genre\": \"Sci-Fi\", \"year\": 1986, \"num_movies\": 105}, {\"genre\": \"Musical\", \"year\": 1986, \"num_movies\": 63}, {\"genre\": \"Mystery\", \"year\": 1986, \"num_movies\": 58}, {\"genre\": \"Family\", \"year\": 1986, \"num_movies\": 186}, {\"genre\": \"Western\", \"year\": 1986, \"num_movies\": 16}, {\"genre\": \"Fantasy\", \"year\": 1986, \"num_movies\": 110}, {\"genre\": \"Horror\", \"year\": 1986, \"num_movies\": 142}, {\"genre\": \"Romance\", \"year\": 1987, \"num_movies\": 134}, {\"genre\": \"Animation\", \"year\": 1987, \"num_movies\": 187}, {\"genre\": \"Short\", \"year\": 1987, \"num_movies\": 579}, {\"genre\": \"Drama\", \"year\": 1987, \"num_movies\": 1013}, {\"genre\": \"Documentary\", \"year\": 1987, \"num_movies\": 450}, {\"genre\": \"Music\", \"year\": 1987, \"num_movies\": 110}, {\"genre\": \"Action\", \"year\": 1987, \"num_movies\": 282}, {\"genre\": \"Sci-Fi\", \"year\": 1987, \"num_movies\": 105}, {\"genre\": \"Adult\", \"year\": 1987, \"num_movies\": 279}, {\"genre\": \"Musical\", \"year\": 1987, \"num_movies\": 54}, {\"genre\": \"Horror\", \"year\": 1987, \"num_movies\": 174}, {\"genre\": \"Comedy\", \"year\": 1987, \"num_movies\": 594}, {\"genre\": \"Adventure\", \"year\": 1987, \"num_movies\": 113}, {\"genre\": \"War\", \"year\": 1987, \"num_movies\": 64}, {\"genre\": \"Mystery\", \"year\": 1987, \"num_movies\": 58}, {\"genre\": \"Thriller\", \"year\": 1987, \"num_movies\": 190}, {\"genre\": \"Fantasy\", \"year\": 1987, \"num_movies\": 94}, {\"genre\": \"Western\", \"year\": 1987, \"num_movies\": 16}, {\"genre\": \"Family\", \"year\": 1987, \"num_movies\": 179}, {\"genre\": \"Crime\", \"year\": 1987, \"num_movies\": 179}, {\"genre\": \"Comedy\", \"year\": 1988, \"num_movies\": 626}, {\"genre\": \"Drama\", \"year\": 1988, \"num_movies\": 1079}, {\"genre\": \"Adult\", \"year\": 1988, \"num_movies\": 316}, {\"genre\": \"Music\", \"year\": 1988, \"num_movies\": 113}, {\"genre\": \"Adventure\", \"year\": 1988, \"num_movies\": 134}, {\"genre\": \"Fantasy\", \"year\": 1988, \"num_movies\": 93}, {\"genre\": \"Mystery\", \"year\": 1988, \"num_movies\": 60}, {\"genre\": \"Short\", \"year\": 1988, \"num_movies\": 596}, {\"genre\": \"Documentary\", \"year\": 1988, \"num_movies\": 460}, {\"genre\": \"Thriller\", \"year\": 1988, \"num_movies\": 207}, {\"genre\": \"War\", \"year\": 1988, \"num_movies\": 59}, {\"genre\": \"Action\", \"year\": 1988, \"num_movies\": 301}, {\"genre\": \"Romance\", \"year\": 1988, \"num_movies\": 161}, {\"genre\": \"Horror\", \"year\": 1988, \"num_movies\": 187}, {\"genre\": \"Animation\", \"year\": 1988, \"num_movies\": 189}, {\"genre\": \"Crime\", \"year\": 1988, \"num_movies\": 186}, {\"genre\": \"Sci-Fi\", \"year\": 1988, \"num_movies\": 107}, {\"genre\": \"Musical\", \"year\": 1988, \"num_movies\": 56}, {\"genre\": \"Family\", \"year\": 1988, \"num_movies\": 145}, {\"genre\": \"Western\", \"year\": 1988, \"num_movies\": 18}, {\"genre\": \"Drama\", \"year\": 1989, \"num_movies\": 1009}, {\"genre\": \"Music\", \"year\": 1989, \"num_movies\": 112}, {\"genre\": \"Horror\", \"year\": 1989, \"num_movies\": 181}, {\"genre\": \"Comedy\", \"year\": 1989, \"num_movies\": 603}, {\"genre\": \"War\", \"year\": 1989, \"num_movies\": 51}, {\"genre\": \"Family\", \"year\": 1989, \"num_movies\": 138}, {\"genre\": \"Romance\", \"year\": 1989, \"num_movies\": 141}, {\"genre\": \"Action\", \"year\": 1989, \"num_movies\": 343}, {\"genre\": \"Adventure\", \"year\": 1989, \"num_movies\": 128}, {\"genre\": \"Fantasy\", \"year\": 1989, \"num_movies\": 92}, {\"genre\": \"Western\", \"year\": 1989, \"num_movies\": 12}, {\"genre\": \"Mystery\", \"year\": 1989, \"num_movies\": 59}, {\"genre\": \"Documentary\", \"year\": 1989, \"num_movies\": 456}, {\"genre\": \"Animation\", \"year\": 1989, \"num_movies\": 194}, {\"genre\": \"Crime\", \"year\": 1989, \"num_movies\": 201}, {\"genre\": \"Sci-Fi\", \"year\": 1989, \"num_movies\": 111}, {\"genre\": \"Musical\", \"year\": 1989, \"num_movies\": 52}, {\"genre\": \"Short\", \"year\": 1989, \"num_movies\": 551}, {\"genre\": \"Adult\", \"year\": 1989, \"num_movies\": 290}, {\"genre\": \"Thriller\", \"year\": 1989, \"num_movies\": 182}, {\"genre\": \"Music\", \"year\": 1990, \"num_movies\": 128}, {\"genre\": \"Animation\", \"year\": 1990, \"num_movies\": 170}, {\"genre\": \"Comedy\", \"year\": 1990, \"num_movies\": 615}, {\"genre\": \"Short\", \"year\": 1990, \"num_movies\": 623}, {\"genre\": \"Action\", \"year\": 1990, \"num_movies\": 377}, {\"genre\": \"War\", \"year\": 1990, \"num_movies\": 58}, {\"genre\": \"Adventure\", \"year\": 1990, \"num_movies\": 135}, {\"genre\": \"Drama\", \"year\": 1990, \"num_movies\": 1020}, {\"genre\": \"Romance\", \"year\": 1990, \"num_movies\": 140}, {\"genre\": \"Documentary\", \"year\": 1990, \"num_movies\": 524}, {\"genre\": \"Thriller\", \"year\": 1990, \"num_movies\": 252}, {\"genre\": \"Family\", \"year\": 1990, \"num_movies\": 134}, {\"genre\": \"Adult\", \"year\": 1990, \"num_movies\": 312}, {\"genre\": \"Sci-Fi\", \"year\": 1990, \"num_movies\": 113}, {\"genre\": \"Musical\", \"year\": 1990, \"num_movies\": 46}, {\"genre\": \"Horror\", \"year\": 1990, \"num_movies\": 209}, {\"genre\": \"Crime\", \"year\": 1990, \"num_movies\": 226}, {\"genre\": \"Fantasy\", \"year\": 1990, \"num_movies\": 99}, {\"genre\": \"Mystery\", \"year\": 1990, \"num_movies\": 63}, {\"genre\": \"Western\", \"year\": 1990, \"num_movies\": 16}, {\"genre\": \"Drama\", \"year\": 1991, \"num_movies\": 1054}, {\"genre\": \"Comedy\", \"year\": 1991, \"num_movies\": 654}, {\"genre\": \"Family\", \"year\": 1991, \"num_movies\": 135}, {\"genre\": \"Music\", \"year\": 1991, \"num_movies\": 135}, {\"genre\": \"Documentary\", \"year\": 1991, \"num_movies\": 547}, {\"genre\": \"Animation\", \"year\": 1991, \"num_movies\": 192}, {\"genre\": \"War\", \"year\": 1991, \"num_movies\": 41}, {\"genre\": \"Short\", \"year\": 1991, \"num_movies\": 712}, {\"genre\": \"Thriller\", \"year\": 1991, \"num_movies\": 223}, {\"genre\": \"Musical\", \"year\": 1991, \"num_movies\": 47}, {\"genre\": \"Action\", \"year\": 1991, \"num_movies\": 355}, {\"genre\": \"Fantasy\", \"year\": 1991, \"num_movies\": 110}, {\"genre\": \"Crime\", \"year\": 1991, \"num_movies\": 207}, {\"genre\": \"Romance\", \"year\": 1991, \"num_movies\": 168}, {\"genre\": \"Horror\", \"year\": 1991, \"num_movies\": 137}, {\"genre\": \"Mystery\", \"year\": 1991, \"num_movies\": 65}, {\"genre\": \"Adult\", \"year\": 1991, \"num_movies\": 277}, {\"genre\": \"Sci-Fi\", \"year\": 1991, \"num_movies\": 108}, {\"genre\": \"Adventure\", \"year\": 1991, \"num_movies\": 121}, {\"genre\": \"Western\", \"year\": 1991, \"num_movies\": 29}, {\"genre\": \"Thriller\", \"year\": 1992, \"num_movies\": 271}, {\"genre\": \"Comedy\", \"year\": 1992, \"num_movies\": 628}, {\"genre\": \"Drama\", \"year\": 1992, \"num_movies\": 987}, {\"genre\": \"Documentary\", \"year\": 1992, \"num_movies\": 605}, {\"genre\": \"Short\", \"year\": 1992, \"num_movies\": 760}, {\"genre\": \"Music\", \"year\": 1992, \"num_movies\": 144}, {\"genre\": \"Adult\", \"year\": 1992, \"num_movies\": 442}, {\"genre\": \"Romance\", \"year\": 1992, \"num_movies\": 190}, {\"genre\": \"Animation\", \"year\": 1992, \"num_movies\": 203}, {\"genre\": \"Action\", \"year\": 1992, \"num_movies\": 379}, {\"genre\": \"Crime\", \"year\": 1992, \"num_movies\": 200}, {\"genre\": \"War\", \"year\": 1992, \"num_movies\": 47}, {\"genre\": \"Musical\", \"year\": 1992, \"num_movies\": 49}, {\"genre\": \"Western\", \"year\": 1992, \"num_movies\": 14}, {\"genre\": \"Mystery\", \"year\": 1992, \"num_movies\": 64}, {\"genre\": \"Adventure\", \"year\": 1992, \"num_movies\": 124}, {\"genre\": \"Fantasy\", \"year\": 1992, \"num_movies\": 99}, {\"genre\": \"Family\", \"year\": 1992, \"num_movies\": 123}, {\"genre\": \"Sci-Fi\", \"year\": 1992, \"num_movies\": 100}, {\"genre\": \"Horror\", \"year\": 1992, \"num_movies\": 152}, {\"genre\": \"Documentary\", \"year\": 1993, \"num_movies\": 578}, {\"genre\": \"Short\", \"year\": 1993, \"num_movies\": 862}, {\"genre\": \"Adult\", \"year\": 1993, \"num_movies\": 590}, {\"genre\": \"Drama\", \"year\": 1993, \"num_movies\": 1029}, {\"genre\": \"Comedy\", \"year\": 1993, \"num_movies\": 605}, {\"genre\": \"Crime\", \"year\": 1993, \"num_movies\": 211}, {\"genre\": \"Action\", \"year\": 1993, \"num_movies\": 375}, {\"genre\": \"Family\", \"year\": 1993, \"num_movies\": 143}, {\"genre\": \"Adventure\", \"year\": 1993, \"num_movies\": 122}, {\"genre\": \"Animation\", \"year\": 1993, \"num_movies\": 202}, {\"genre\": \"Thriller\", \"year\": 1993, \"num_movies\": 263}, {\"genre\": \"Fantasy\", \"year\": 1993, \"num_movies\": 105}, {\"genre\": \"War\", \"year\": 1993, \"num_movies\": 38}, {\"genre\": \"Romance\", \"year\": 1993, \"num_movies\": 180}, {\"genre\": \"Music\", \"year\": 1993, \"num_movies\": 141}, {\"genre\": \"Horror\", \"year\": 1993, \"num_movies\": 146}, {\"genre\": \"Mystery\", \"year\": 1993, \"num_movies\": 74}, {\"genre\": \"Sci-Fi\", \"year\": 1993, \"num_movies\": 119}, {\"genre\": \"Musical\", \"year\": 1993, \"num_movies\": 50}, {\"genre\": \"Western\", \"year\": 1993, \"num_movies\": 18}, {\"genre\": \"Documentary\", \"year\": 1994, \"num_movies\": 701}, {\"genre\": \"Thriller\", \"year\": 1994, \"num_movies\": 320}, {\"genre\": \"Music\", \"year\": 1994, \"num_movies\": 152}, {\"genre\": \"Comedy\", \"year\": 1994, \"num_movies\": 678}, {\"genre\": \"Fantasy\", \"year\": 1994, \"num_movies\": 147}, {\"genre\": \"Mystery\", \"year\": 1994, \"num_movies\": 77}, {\"genre\": \"Short\", \"year\": 1994, \"num_movies\": 1063}, {\"genre\": \"Action\", \"year\": 1994, \"num_movies\": 430}, {\"genre\": \"Adult\", \"year\": 1994, \"num_movies\": 566}, {\"genre\": \"Drama\", \"year\": 1994, \"num_movies\": 1124}, {\"genre\": \"Family\", \"year\": 1994, \"num_movies\": 172}, {\"genre\": \"Adventure\", \"year\": 1994, \"num_movies\": 152}, {\"genre\": \"Animation\", \"year\": 1994, \"num_movies\": 251}, {\"genre\": \"War\", \"year\": 1994, \"num_movies\": 50}, {\"genre\": \"Western\", \"year\": 1994, \"num_movies\": 34}, {\"genre\": \"Musical\", \"year\": 1994, \"num_movies\": 56}, {\"genre\": \"Horror\", \"year\": 1994, \"num_movies\": 126}, {\"genre\": \"Romance\", \"year\": 1994, \"num_movies\": 198}, {\"genre\": \"Sci-Fi\", \"year\": 1994, \"num_movies\": 149}, {\"genre\": \"Crime\", \"year\": 1994, \"num_movies\": 203}, {\"genre\": \"Short\", \"year\": 1995, \"num_movies\": 1186}, {\"genre\": \"Comedy\", \"year\": 1995, \"num_movies\": 677}, {\"genre\": \"Musical\", \"year\": 1995, \"num_movies\": 51}, {\"genre\": \"Adult\", \"year\": 1995, \"num_movies\": 446}, {\"genre\": \"Romance\", \"year\": 1995, \"num_movies\": 230}, {\"genre\": \"War\", \"year\": 1995, \"num_movies\": 54}, {\"genre\": \"Documentary\", \"year\": 1995, \"num_movies\": 815}, {\"genre\": \"Action\", \"year\": 1995, \"num_movies\": 411}, {\"genre\": \"Horror\", \"year\": 1995, \"num_movies\": 145}, {\"genre\": \"Sci-Fi\", \"year\": 1995, \"num_movies\": 161}, {\"genre\": \"Fantasy\", \"year\": 1995, \"num_movies\": 113}, {\"genre\": \"Crime\", \"year\": 1995, \"num_movies\": 219}, {\"genre\": \"Family\", \"year\": 1995, \"num_movies\": 182}, {\"genre\": \"Mystery\", \"year\": 1995, \"num_movies\": 84}, {\"genre\": \"Music\", \"year\": 1995, \"num_movies\": 160}, {\"genre\": \"Western\", \"year\": 1995, \"num_movies\": 33}, {\"genre\": \"Drama\", \"year\": 1995, \"num_movies\": 1155}, {\"genre\": \"Thriller\", \"year\": 1995, \"num_movies\": 353}, {\"genre\": \"Adventure\", \"year\": 1995, \"num_movies\": 134}, {\"genre\": \"Animation\", \"year\": 1995, \"num_movies\": 244}, {\"genre\": \"Documentary\", \"year\": 1996, \"num_movies\": 877}, {\"genre\": \"Comedy\", \"year\": 1996, \"num_movies\": 853}, {\"genre\": \"Short\", \"year\": 1996, \"num_movies\": 1364}, {\"genre\": \"Action\", \"year\": 1996, \"num_movies\": 460}, {\"genre\": \"Adult\", \"year\": 1996, \"num_movies\": 231}, {\"genre\": \"Drama\", \"year\": 1996, \"num_movies\": 1287}, {\"genre\": \"Crime\", \"year\": 1996, \"num_movies\": 250}, {\"genre\": \"Horror\", \"year\": 1996, \"num_movies\": 181}, {\"genre\": \"Music\", \"year\": 1996, \"num_movies\": 141}, {\"genre\": \"Adventure\", \"year\": 1996, \"num_movies\": 161}, {\"genre\": \"Animation\", \"year\": 1996, \"num_movies\": 283}, {\"genre\": \"Sci-Fi\", \"year\": 1996, \"num_movies\": 187}, {\"genre\": \"Fantasy\", \"year\": 1996, \"num_movies\": 124}, {\"genre\": \"Mystery\", \"year\": 1996, \"num_movies\": 83}, {\"genre\": \"Thriller\", \"year\": 1996, \"num_movies\": 388}, {\"genre\": \"Romance\", \"year\": 1996, \"num_movies\": 259}, {\"genre\": \"Musical\", \"year\": 1996, \"num_movies\": 55}, {\"genre\": \"Family\", \"year\": 1996, \"num_movies\": 178}, {\"genre\": \"War\", \"year\": 1996, \"num_movies\": 32}, {\"genre\": \"Western\", \"year\": 1996, \"num_movies\": 12}, {\"genre\": \"Documentary\", \"year\": 1997, \"num_movies\": 1053}, {\"genre\": \"Comedy\", \"year\": 1997, \"num_movies\": 949}, {\"genre\": \"Drama\", \"year\": 1997, \"num_movies\": 1447}, {\"genre\": \"Musical\", \"year\": 1997, \"num_movies\": 64}, {\"genre\": \"Romance\", \"year\": 1997, \"num_movies\": 321}, {\"genre\": \"Short\", \"year\": 1997, \"num_movies\": 1480}, {\"genre\": \"Horror\", \"year\": 1997, \"num_movies\": 169}, {\"genre\": \"War\", \"year\": 1997, \"num_movies\": 53}, {\"genre\": \"Adult\", \"year\": 1997, \"num_movies\": 157}, {\"genre\": \"Fantasy\", \"year\": 1997, \"num_movies\": 149}, {\"genre\": \"Mystery\", \"year\": 1997, \"num_movies\": 96}, {\"genre\": \"Adventure\", \"year\": 1997, \"num_movies\": 163}, {\"genre\": \"Action\", \"year\": 1997, \"num_movies\": 537}, {\"genre\": \"Animation\", \"year\": 1997, \"num_movies\": 291}, {\"genre\": \"Thriller\", \"year\": 1997, \"num_movies\": 366}, {\"genre\": \"Family\", \"year\": 1997, \"num_movies\": 205}, {\"genre\": \"Music\", \"year\": 1997, \"num_movies\": 171}, {\"genre\": \"Sci-Fi\", \"year\": 1997, \"num_movies\": 169}, {\"genre\": \"Crime\", \"year\": 1997, \"num_movies\": 303}, {\"genre\": \"Western\", \"year\": 1997, \"num_movies\": 12}, {\"genre\": \"Comedy\", \"year\": 1998, \"num_movies\": 1123}, {\"genre\": \"Thriller\", \"year\": 1998, \"num_movies\": 404}, {\"genre\": \"Music\", \"year\": 1998, \"num_movies\": 238}, {\"genre\": \"Short\", \"year\": 1998, \"num_movies\": 1917}, {\"genre\": \"Animation\", \"year\": 1998, \"num_movies\": 375}, {\"genre\": \"Drama\", \"year\": 1998, \"num_movies\": 1500}, {\"genre\": \"Horror\", \"year\": 1998, \"num_movies\": 193}, {\"genre\": \"Adult\", \"year\": 1998, \"num_movies\": 172}, {\"genre\": \"War\", \"year\": 1998, \"num_movies\": 53}, {\"genre\": \"Action\", \"year\": 1998, \"num_movies\": 535}, {\"genre\": \"Sci-Fi\", \"year\": 1998, \"num_movies\": 191}, {\"genre\": \"Fantasy\", \"year\": 1998, \"num_movies\": 160}, {\"genre\": \"Crime\", \"year\": 1998, \"num_movies\": 315}, {\"genre\": \"Adventure\", \"year\": 1998, \"num_movies\": 203}, {\"genre\": \"Documentary\", \"year\": 1998, \"num_movies\": 1283}, {\"genre\": \"Romance\", \"year\": 1998, \"num_movies\": 367}, {\"genre\": \"Mystery\", \"year\": 1998, \"num_movies\": 101}, {\"genre\": \"Musical\", \"year\": 1998, \"num_movies\": 62}, {\"genre\": \"Western\", \"year\": 1998, \"num_movies\": 17}, {\"genre\": \"Family\", \"year\": 1998, \"num_movies\": 233}, {\"genre\": \"Comedy\", \"year\": 1999, \"num_movies\": 1236}, {\"genre\": \"Music\", \"year\": 1999, \"num_movies\": 219}, {\"genre\": \"Documentary\", \"year\": 1999, \"num_movies\": 1410}, {\"genre\": \"Romance\", \"year\": 1999, \"num_movies\": 357}, {\"genre\": \"Drama\", \"year\": 1999, \"num_movies\": 1630}, {\"genre\": \"Short\", \"year\": 1999, \"num_movies\": 2230}, {\"genre\": \"Crime\", \"year\": 1999, \"num_movies\": 303}, {\"genre\": \"Action\", \"year\": 1999, \"num_movies\": 547}, {\"genre\": \"Sci-Fi\", \"year\": 1999, \"num_movies\": 167}, {\"genre\": \"Horror\", \"year\": 1999, \"num_movies\": 245}, {\"genre\": \"Family\", \"year\": 1999, \"num_movies\": 303}, {\"genre\": \"Fantasy\", \"year\": 1999, \"num_movies\": 159}, {\"genre\": \"Adult\", \"year\": 1999, \"num_movies\": 194}, {\"genre\": \"Mystery\", \"year\": 1999, \"num_movies\": 99}, {\"genre\": \"Musical\", \"year\": 1999, \"num_movies\": 59}, {\"genre\": \"Western\", \"year\": 1999, \"num_movies\": 16}, {\"genre\": \"War\", \"year\": 1999, \"num_movies\": 62}, {\"genre\": \"Animation\", \"year\": 1999, \"num_movies\": 475}, {\"genre\": \"Thriller\", \"year\": 1999, \"num_movies\": 445}, {\"genre\": \"Adventure\", \"year\": 1999, \"num_movies\": 214}, {\"genre\": \"Documentary\", \"year\": 2000, \"num_movies\": 1692}, {\"genre\": \"Short\", \"year\": 2000, \"num_movies\": 2595}, {\"genre\": \"Comedy\", \"year\": 2000, \"num_movies\": 1365}, {\"genre\": \"Romance\", \"year\": 2000, \"num_movies\": 422}, {\"genre\": \"Adult\", \"year\": 2000, \"num_movies\": 261}, {\"genre\": \"Crime\", \"year\": 2000, \"num_movies\": 389}, {\"genre\": \"Music\", \"year\": 2000, \"num_movies\": 274}, {\"genre\": \"Family\", \"year\": 2000, \"num_movies\": 351}, {\"genre\": \"Drama\", \"year\": 2000, \"num_movies\": 1866}, {\"genre\": \"Musical\", \"year\": 2000, \"num_movies\": 112}, {\"genre\": \"Action\", \"year\": 2000, \"num_movies\": 559}, {\"genre\": \"Thriller\", \"year\": 2000, \"num_movies\": 493}, {\"genre\": \"War\", \"year\": 2000, \"num_movies\": 62}, {\"genre\": \"Horror\", \"year\": 2000, \"num_movies\": 321}, {\"genre\": \"Mystery\", \"year\": 2000, \"num_movies\": 138}, {\"genre\": \"Western\", \"year\": 2000, \"num_movies\": 16}, {\"genre\": \"Adventure\", \"year\": 2000, \"num_movies\": 227}, {\"genre\": \"Fantasy\", \"year\": 2000, \"num_movies\": 236}, {\"genre\": \"Sci-Fi\", \"year\": 2000, \"num_movies\": 185}, {\"genre\": \"Animation\", \"year\": 2000, \"num_movies\": 569}, {\"genre\": \"Documentary\", \"year\": 2001, \"num_movies\": 1654}, {\"genre\": \"Comedy\", \"year\": 2001, \"num_movies\": 1530}, {\"genre\": \"Musical\", \"year\": 2001, \"num_movies\": 94}, {\"genre\": \"Drama\", \"year\": 2001, \"num_movies\": 1966}, {\"genre\": \"Family\", \"year\": 2001, \"num_movies\": 359}, {\"genre\": \"Short\", \"year\": 2001, \"num_movies\": 2719}, {\"genre\": \"Fantasy\", \"year\": 2001, \"num_movies\": 252}, {\"genre\": \"Music\", \"year\": 2001, \"num_movies\": 244}, {\"genre\": \"Crime\", \"year\": 2001, \"num_movies\": 404}, {\"genre\": \"Romance\", \"year\": 2001, \"num_movies\": 479}, {\"genre\": \"Action\", \"year\": 2001, \"num_movies\": 645}, {\"genre\": \"Thriller\", \"year\": 2001, \"num_movies\": 502}, {\"genre\": \"Adult\", \"year\": 2001, \"num_movies\": 263}, {\"genre\": \"Sci-Fi\", \"year\": 2001, \"num_movies\": 209}, {\"genre\": \"War\", \"year\": 2001, \"num_movies\": 91}, {\"genre\": \"Horror\", \"year\": 2001, \"num_movies\": 282}, {\"genre\": \"Western\", \"year\": 2001, \"num_movies\": 19}, {\"genre\": \"Adventure\", \"year\": 2001, \"num_movies\": 273}, {\"genre\": \"Animation\", \"year\": 2001, \"num_movies\": 453}, {\"genre\": \"Mystery\", \"year\": 2001, \"num_movies\": 158}, {\"genre\": \"Documentary\", \"year\": 2002, \"num_movies\": 1862}, {\"genre\": \"Comedy\", \"year\": 2002, \"num_movies\": 1690}, {\"genre\": \"Animation\", \"year\": 2002, \"num_movies\": 423}, {\"genre\": \"Short\", \"year\": 2002, \"num_movies\": 3134}, {\"genre\": \"Family\", \"year\": 2002, \"num_movies\": 395}, {\"genre\": \"Music\", \"year\": 2002, \"num_movies\": 277}, {\"genre\": \"Romance\", \"year\": 2002, \"num_movies\": 566}, {\"genre\": \"Drama\", \"year\": 2002, \"num_movies\": 2324}, {\"genre\": \"Action\", \"year\": 2002, \"num_movies\": 673}, {\"genre\": \"War\", \"year\": 2002, \"num_movies\": 81}, {\"genre\": \"Adult\", \"year\": 2002, \"num_movies\": 229}, {\"genre\": \"Adventure\", \"year\": 2002, \"num_movies\": 296}, {\"genre\": \"Fantasy\", \"year\": 2002, \"num_movies\": 280}, {\"genre\": \"Musical\", \"year\": 2002, \"num_movies\": 126}, {\"genre\": \"Horror\", \"year\": 2002, \"num_movies\": 369}, {\"genre\": \"Thriller\", \"year\": 2002, \"num_movies\": 570}, {\"genre\": \"Crime\", \"year\": 2002, \"num_movies\": 433}, {\"genre\": \"Sci-Fi\", \"year\": 2002, \"num_movies\": 244}, {\"genre\": \"Mystery\", \"year\": 2002, \"num_movies\": 172}, {\"genre\": \"Western\", \"year\": 2002, \"num_movies\": 21}, {\"genre\": \"Documentary\", \"year\": 2003, \"num_movies\": 2075}, {\"genre\": \"Sci-Fi\", \"year\": 2003, \"num_movies\": 231}, {\"genre\": \"Animation\", \"year\": 2003, \"num_movies\": 465}, {\"genre\": \"Short\", \"year\": 2003, \"num_movies\": 3146}, {\"genre\": \"Comedy\", \"year\": 2003, \"num_movies\": 1900}, {\"genre\": \"Drama\", \"year\": 2003, \"num_movies\": 2526}, {\"genre\": \"Music\", \"year\": 2003, \"num_movies\": 336}, {\"genre\": \"Family\", \"year\": 2003, \"num_movies\": 340}, {\"genre\": \"Horror\", \"year\": 2003, \"num_movies\": 398}, {\"genre\": \"Romance\", \"year\": 2003, \"num_movies\": 522}, {\"genre\": \"Action\", \"year\": 2003, \"num_movies\": 692}, {\"genre\": \"Adventure\", \"year\": 2003, \"num_movies\": 282}, {\"genre\": \"Mystery\", \"year\": 2003, \"num_movies\": 181}, {\"genre\": \"Thriller\", \"year\": 2003, \"num_movies\": 565}, {\"genre\": \"Crime\", \"year\": 2003, \"num_movies\": 409}, {\"genre\": \"Musical\", \"year\": 2003, \"num_movies\": 127}, {\"genre\": \"Fantasy\", \"year\": 2003, \"num_movies\": 262}, {\"genre\": \"Western\", \"year\": 2003, \"num_movies\": 42}, {\"genre\": \"Adult\", \"year\": 2003, \"num_movies\": 251}, {\"genre\": \"War\", \"year\": 2003, \"num_movies\": 77}, {\"genre\": \"Music\", \"year\": 2004, \"num_movies\": 134}, {\"genre\": \"Drama\", \"year\": 2004, \"num_movies\": 2111}, {\"genre\": \"Comedy\", \"year\": 2004, \"num_movies\": 1480}, {\"genre\": \"Romance\", \"year\": 2004, \"num_movies\": 422}, {\"genre\": \"Documentary\", \"year\": 2004, \"num_movies\": 1310}, {\"genre\": \"Short\", \"year\": 2004, \"num_movies\": 1851}, {\"genre\": \"Horror\", \"year\": 2004, \"num_movies\": 341}, {\"genre\": \"Family\", \"year\": 2004, \"num_movies\": 204}, {\"genre\": \"Thriller\", \"year\": 2004, \"num_movies\": 531}, {\"genre\": \"Animation\", \"year\": 2004, \"num_movies\": 209}, {\"genre\": \"Crime\", \"year\": 2004, \"num_movies\": 286}, {\"genre\": \"Sci-Fi\", \"year\": 2004, \"num_movies\": 185}, {\"genre\": \"Mystery\", \"year\": 2004, \"num_movies\": 144}, {\"genre\": \"Action\", \"year\": 2004, \"num_movies\": 574}, {\"genre\": \"Adventure\", \"year\": 2004, \"num_movies\": 238}, {\"genre\": \"Fantasy\", \"year\": 2004, \"num_movies\": 158}, {\"genre\": \"Adult\", \"year\": 2004, \"num_movies\": 157}, {\"genre\": \"Musical\", \"year\": 2004, \"num_movies\": 88}, {\"genre\": \"War\", \"year\": 2004, \"num_movies\": 72}, {\"genre\": \"Western\", \"year\": 2004, \"num_movies\": 22}, {\"genre\": \"Action\", \"year\": 2005, \"num_movies\": 172}, {\"genre\": \"Comedy\", \"year\": 2005, \"num_movies\": 400}, {\"genre\": \"Drama\", \"year\": 2005, \"num_movies\": 606}, {\"genre\": \"Thriller\", \"year\": 2005, \"num_movies\": 200}, {\"genre\": \"Music\", \"year\": 2005, \"num_movies\": 12}, {\"genre\": \"Adventure\", \"year\": 2005, \"num_movies\": 112}, {\"genre\": \"Animation\", \"year\": 2005, \"num_movies\": 41}, {\"genre\": \"Sci-Fi\", \"year\": 2005, \"num_movies\": 57}, {\"genre\": \"Horror\", \"year\": 2005, \"num_movies\": 101}, {\"genre\": \"Family\", \"year\": 2005, \"num_movies\": 42}, {\"genre\": \"Mystery\", \"year\": 2005, \"num_movies\": 27}, {\"genre\": \"Short\", \"year\": 2005, \"num_movies\": 6}, {\"genre\": \"Documentary\", \"year\": 2005, \"num_movies\": 45}, {\"genre\": \"War\", \"year\": 2005, \"num_movies\": 21}, {\"genre\": \"Crime\", \"year\": 2005, \"num_movies\": 78}, {\"genre\": \"Romance\", \"year\": 2005, \"num_movies\": 123}, {\"genre\": \"Musical\", \"year\": 2005, \"num_movies\": 23}, {\"genre\": \"Fantasy\", \"year\": 2005, \"num_movies\": 59}, {\"genre\": \"Western\", \"year\": 2005, \"num_movies\": 3}, {\"genre\": \"Action\", \"year\": 2006, \"num_movies\": 48}, {\"genre\": \"War\", \"year\": 2006, \"num_movies\": 8}, {\"genre\": \"Comedy\", \"year\": 2006, \"num_movies\": 41}, {\"genre\": \"Fantasy\", \"year\": 2006, \"num_movies\": 19}, {\"genre\": \"Sci-Fi\", \"year\": 2006, \"num_movies\": 18}, {\"genre\": \"Thriller\", \"year\": 2006, \"num_movies\": 35}, {\"genre\": \"Family\", \"year\": 2006, \"num_movies\": 12}, {\"genre\": \"Adventure\", \"year\": 2006, \"num_movies\": 34}, {\"genre\": \"Drama\", \"year\": 2006, \"num_movies\": 100}, {\"genre\": \"Crime\", \"year\": 2006, \"num_movies\": 17}, {\"genre\": \"Animation\", \"year\": 2006, \"num_movies\": 17}, {\"genre\": \"Romance\", \"year\": 2006, \"num_movies\": 15}, {\"genre\": \"Mystery\", \"year\": 2006, \"num_movies\": 6}, {\"genre\": \"Documentary\", \"year\": 2006, \"num_movies\": 1}, {\"genre\": \"Horror\", \"year\": 2006, \"num_movies\": 9}, {\"genre\": \"Musical\", \"year\": 2006, \"num_movies\": 2}, {\"genre\": \"Action\", \"year\": 2007, \"num_movies\": 3}, {\"genre\": \"Adventure\", \"year\": 2007, \"num_movies\": 3}, {\"genre\": \"Comedy\", \"year\": 2007, \"num_movies\": 1}, {\"genre\": \"Fantasy\", \"year\": 2007, \"num_movies\": 3}, {\"genre\": \"Sci-Fi\", \"year\": 2007, \"num_movies\": 2}, {\"genre\": \"Family\", \"year\": 2007, \"num_movies\": 2}, {\"genre\": \"Animation\", \"year\": 2007, \"num_movies\": 1}, {\"genre\": \"Drama\", \"year\": 2007, \"num_movies\": 1}, {\"genre\": \"Action\", \"year\": 2008, \"num_movies\": 1}, {\"genre\": \"Family\", \"year\": 2008, \"num_movies\": 1}, {\"genre\": \"Thriller\", \"year\": 2008, \"num_movies\": 1}, {\"genre\": \"Adventure\", \"year\": 2008, \"num_movies\": 1}, {\"genre\": \"Fantasy\", \"year\": 2008, \"num_movies\": 1}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import altair as alt\n",
    "from vega_datasets import data\n",
    "\n",
    "alt.Chart(genre_movie_count).mark_area().encode(\n",
    "    alt.X('year:N'),\n",
    "    alt.Y('num_movies:Q'),\n",
    "    alt.Color('genre')\n",
    ").properties(\n",
    "    width=800,\n",
    "    height=400\n",
    ").configure_range(\n",
    "    category={'scheme': 'category20'}\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interactive Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Query number of movies by favorite actor and genre\n",
    "q = \"\"\"\n",
    "SELECT\n",
    "    concat(a.first_name,' ',a.last_name) AS name,\n",
    "    mg.genre as genre,\n",
    "    COUNT(*) AS num_movies\n",
    "FROM\n",
    "    movies m,\n",
    "    movies_genres mg,\n",
    "    roles r,\n",
    "    actors a,\n",
    "    fav_actors fa\n",
    "WHERE\n",
    "    a.id = r.actor_id AND\n",
    "    r.movie_id = m.id AND\n",
    "    m.id = mg.movie_id AND\n",
    "    fa.actor_id = a.id\n",
    "GROUP BY a.id, a.first_name, a.last_name, mg.genre\n",
    "ORDER BY name, genre;\n",
    "\"\"\"\n",
    "conn.execute(q)\n",
    "actor_genre_count = conn.fetchdf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-5cdc88f4226b4736a8e54372a3b34722\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-5cdc88f4226b4736a8e54372a3b34722\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-5cdc88f4226b4736a8e54372a3b34722\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"vconcat\": [{\"layer\": [{\"mark\": \"rect\", \"encoding\": {\"color\": {\"field\": \"num_movies\", \"legend\": {\"title\": \"Number of Movies\"}, \"scale\": {\"scheme\": \"greenblue\"}, \"type\": \"quantitative\"}, \"x\": {\"field\": \"genre\", \"type\": \"nominal\"}, \"y\": {\"field\": \"name\", \"type\": \"nominal\"}}, \"height\": 400, \"width\": 700}, {\"mark\": \"point\", \"encoding\": {\"color\": {\"value\": \"grey\"}, \"size\": {\"field\": \"num_movies\", \"legend\": {\"title\": \"Number of Movies\"}, \"type\": \"quantitative\"}, \"x\": {\"field\": \"genre\", \"type\": \"nominal\"}, \"y\": {\"field\": \"name\", \"type\": \"nominal\"}}, \"height\": 400, \"transform\": [{\"filter\": {\"selection\": \"selector001\"}}], \"width\": 700}]}, {\"mark\": \"bar\", \"encoding\": {\"color\": {\"condition\": {\"value\": \"steelblue\", \"selection\": \"selector001\"}, \"value\": \"grey\"}, \"x\": {\"field\": \"genre\", \"type\": \"nominal\"}, \"y\": {\"aggregate\": \"sum\", \"field\": \"num_movies\", \"title\": \"Sum of Movies\", \"type\": \"quantitative\"}}, \"height\": 200, \"selection\": {\"selector001\": {\"type\": \"single\", \"encodings\": [\"x\"]}}, \"width\": 700}], \"data\": {\"name\": \"data-e6621fb627e9b9a912e1cd47135f400c\"}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.17.0.json\", \"datasets\": {\"data-e6621fb627e9b9a912e1cd47135f400c\": [{\"name\": \"Angelina Jolie\", \"genre\": \"Action\", \"num_movies\": 8}, {\"name\": \"Angelina Jolie\", \"genre\": \"Adventure\", \"num_movies\": 6}, {\"name\": \"Angelina Jolie\", \"genre\": \"Animation\", \"num_movies\": 1}, {\"name\": \"Angelina Jolie\", \"genre\": \"Comedy\", \"num_movies\": 5}, {\"name\": \"Angelina Jolie\", \"genre\": \"Crime\", \"num_movies\": 3}, {\"name\": \"Angelina Jolie\", \"genre\": \"Documentary\", \"num_movies\": 10}, {\"name\": \"Angelina Jolie\", \"genre\": \"Drama\", \"num_movies\": 17}, {\"name\": \"Angelina Jolie\", \"genre\": \"Family\", \"num_movies\": 4}, {\"name\": \"Angelina Jolie\", \"genre\": \"Fantasy\", \"num_movies\": 1}, {\"name\": \"Angelina Jolie\", \"genre\": \"Horror\", \"num_movies\": 1}, {\"name\": \"Angelina Jolie\", \"genre\": \"Mystery\", \"num_movies\": 2}, {\"name\": \"Angelina Jolie\", \"genre\": \"Romance\", \"num_movies\": 6}, {\"name\": \"Angelina Jolie\", \"genre\": \"Sci-Fi\", \"num_movies\": 3}, {\"name\": \"Angelina Jolie\", \"genre\": \"Short\", \"num_movies\": 2}, {\"name\": \"Angelina Jolie\", \"genre\": \"Thriller\", \"num_movies\": 9}, {\"name\": \"Angelina Jolie\", \"genre\": \"War\", \"num_movies\": 2}, {\"name\": \"Angelina Jolie\", \"genre\": \"Western\", \"num_movies\": 1}, {\"name\": \"Emma (II) Watson\", \"genre\": \"Adventure\", \"num_movies\": 4}, {\"name\": \"Emma (II) Watson\", \"genre\": \"Comedy\", \"num_movies\": 1}, {\"name\": \"Emma (II) Watson\", \"genre\": \"Documentary\", \"num_movies\": 2}, {\"name\": \"Emma (II) Watson\", \"genre\": \"Family\", \"num_movies\": 4}, {\"name\": \"Emma (II) Watson\", \"genre\": \"Fantasy\", \"num_movies\": 5}, {\"name\": \"Emma (II) Watson\", \"genre\": \"Mystery\", \"num_movies\": 1}, {\"name\": \"Emma (II) Watson\", \"genre\": \"Short\", \"num_movies\": 1}, {\"name\": \"Emma (II) Watson\", \"genre\": \"Thriller\", \"num_movies\": 1}, {\"name\": \"Jack Nicholson\", \"genre\": \"Action\", \"num_movies\": 4}, {\"name\": \"Jack Nicholson\", \"genre\": \"Adventure\", \"num_movies\": 2}, {\"name\": \"Jack Nicholson\", \"genre\": \"Animation\", \"num_movies\": 1}, {\"name\": \"Jack Nicholson\", \"genre\": \"Comedy\", \"num_movies\": 25}, {\"name\": \"Jack Nicholson\", \"genre\": \"Crime\", \"num_movies\": 13}, {\"name\": \"Jack Nicholson\", \"genre\": \"Documentary\", \"num_movies\": 28}, {\"name\": \"Jack Nicholson\", \"genre\": \"Drama\", \"num_movies\": 38}, {\"name\": \"Jack Nicholson\", \"genre\": \"Family\", \"num_movies\": 10}, {\"name\": \"Jack Nicholson\", \"genre\": \"Fantasy\", \"num_movies\": 6}, {\"name\": \"Jack Nicholson\", \"genre\": \"Horror\", \"num_movies\": 7}, {\"name\": \"Jack Nicholson\", \"genre\": \"Music\", \"num_movies\": 8}, {\"name\": \"Jack Nicholson\", \"genre\": \"Musical\", \"num_movies\": 4}, {\"name\": \"Jack Nicholson\", \"genre\": \"Mystery\", \"num_movies\": 4}, {\"name\": \"Jack Nicholson\", \"genre\": \"Romance\", \"num_movies\": 10}, {\"name\": \"Jack Nicholson\", \"genre\": \"Sci-Fi\", \"num_movies\": 1}, {\"name\": \"Jack Nicholson\", \"genre\": \"Short\", \"num_movies\": 3}, {\"name\": \"Jack Nicholson\", \"genre\": \"Thriller\", \"num_movies\": 11}, {\"name\": \"Jack Nicholson\", \"genre\": \"War\", \"num_movies\": 2}, {\"name\": \"Jack Nicholson\", \"genre\": \"Western\", \"num_movies\": 5}, {\"name\": \"Jodie Foster\", \"genre\": \"Action\", \"num_movies\": 2}, {\"name\": \"Jodie Foster\", \"genre\": \"Adventure\", \"num_movies\": 4}, {\"name\": \"Jodie Foster\", \"genre\": \"Animation\", \"num_movies\": 1}, {\"name\": \"Jodie Foster\", \"genre\": \"Comedy\", \"num_movies\": 10}, {\"name\": \"Jodie Foster\", \"genre\": \"Crime\", \"num_movies\": 5}, {\"name\": \"Jodie Foster\", \"genre\": \"Documentary\", \"num_movies\": 25}, {\"name\": \"Jodie Foster\", \"genre\": \"Drama\", \"num_movies\": 34}, {\"name\": \"Jodie Foster\", \"genre\": \"Family\", \"num_movies\": 16}, {\"name\": \"Jodie Foster\", \"genre\": \"Horror\", \"num_movies\": 1}, {\"name\": \"Jodie Foster\", \"genre\": \"Music\", \"num_movies\": 1}, {\"name\": \"Jodie Foster\", \"genre\": \"Musical\", \"num_movies\": 2}, {\"name\": \"Jodie Foster\", \"genre\": \"Mystery\", \"num_movies\": 4}, {\"name\": \"Jodie Foster\", \"genre\": \"Romance\", \"num_movies\": 4}, {\"name\": \"Jodie Foster\", \"genre\": \"Sci-Fi\", \"num_movies\": 1}, {\"name\": \"Jodie Foster\", \"genre\": \"Short\", \"num_movies\": 3}, {\"name\": \"Jodie Foster\", \"genre\": \"Thriller\", \"num_movies\": 9}, {\"name\": \"Jodie Foster\", \"genre\": \"Western\", \"num_movies\": 2}, {\"name\": \"Johnny Depp\", \"genre\": \"Action\", \"num_movies\": 5}, {\"name\": \"Johnny Depp\", \"genre\": \"Adventure\", \"num_movies\": 5}, {\"name\": \"Johnny Depp\", \"genre\": \"Animation\", \"num_movies\": 1}, {\"name\": \"Johnny Depp\", \"genre\": \"Comedy\", \"num_movies\": 16}, {\"name\": \"Johnny Depp\", \"genre\": \"Crime\", \"num_movies\": 5}, {\"name\": \"Johnny Depp\", \"genre\": \"Documentary\", \"num_movies\": 26}, {\"name\": \"Johnny Depp\", \"genre\": \"Drama\", \"num_movies\": 21}, {\"name\": \"Johnny Depp\", \"genre\": \"Family\", \"num_movies\": 1}, {\"name\": \"Johnny Depp\", \"genre\": \"Fantasy\", \"num_movies\": 5}, {\"name\": \"Johnny Depp\", \"genre\": \"Horror\", \"num_movies\": 6}, {\"name\": \"Johnny Depp\", \"genre\": \"Music\", \"num_movies\": 3}, {\"name\": \"Johnny Depp\", \"genre\": \"Musical\", \"num_movies\": 1}, {\"name\": \"Johnny Depp\", \"genre\": \"Mystery\", \"num_movies\": 4}, {\"name\": \"Johnny Depp\", \"genre\": \"Romance\", \"num_movies\": 6}, {\"name\": \"Johnny Depp\", \"genre\": \"Sci-Fi\", \"num_movies\": 2}, {\"name\": \"Johnny Depp\", \"genre\": \"Short\", \"num_movies\": 11}, {\"name\": \"Johnny Depp\", \"genre\": \"Thriller\", \"num_movies\": 11}, {\"name\": \"Johnny Depp\", \"genre\": \"War\", \"num_movies\": 2}, {\"name\": \"Johnny Depp\", \"genre\": \"Western\", \"num_movies\": 1}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Action\", \"num_movies\": 4}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Adventure\", \"num_movies\": 3}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Comedy\", \"num_movies\": 2}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Crime\", \"num_movies\": 3}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Documentary\", \"num_movies\": 15}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Drama\", \"num_movies\": 16}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Family\", \"num_movies\": 2}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Horror\", \"num_movies\": 1}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Music\", \"num_movies\": 1}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Mystery\", \"num_movies\": 1}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Romance\", \"num_movies\": 3}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Sci-Fi\", \"num_movies\": 1}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Short\", \"num_movies\": 2}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Thriller\", \"num_movies\": 4}, {\"name\": \"Leonardo DiCaprio\", \"genre\": \"Western\", \"num_movies\": 1}, {\"name\": \"Meryl Streep\", \"genre\": \"Action\", \"num_movies\": 1}, {\"name\": \"Meryl Streep\", \"genre\": \"Adventure\", \"num_movies\": 4}, {\"name\": \"Meryl Streep\", \"genre\": \"Animation\", \"num_movies\": 3}, {\"name\": \"Meryl Streep\", \"genre\": \"Comedy\", \"num_movies\": 12}, {\"name\": \"Meryl Streep\", \"genre\": \"Documentary\", \"num_movies\": 22}, {\"name\": \"Meryl Streep\", \"genre\": \"Drama\", \"num_movies\": 33}, {\"name\": \"Meryl Streep\", \"genre\": \"Family\", \"num_movies\": 6}, {\"name\": \"Meryl Streep\", \"genre\": \"Fantasy\", \"num_movies\": 5}, {\"name\": \"Meryl Streep\", \"genre\": \"Music\", \"num_movies\": 5}, {\"name\": \"Meryl Streep\", \"genre\": \"Musical\", \"num_movies\": 1}, {\"name\": \"Meryl Streep\", \"genre\": \"Mystery\", \"num_movies\": 2}, {\"name\": \"Meryl Streep\", \"genre\": \"Romance\", \"num_movies\": 8}, {\"name\": \"Meryl Streep\", \"genre\": \"Sci-Fi\", \"num_movies\": 1}, {\"name\": \"Meryl Streep\", \"genre\": \"Short\", \"num_movies\": 3}, {\"name\": \"Meryl Streep\", \"genre\": \"Thriller\", \"num_movies\": 6}, {\"name\": \"Meryl Streep\", \"genre\": \"War\", \"num_movies\": 1}, {\"name\": \"Robert De Niro\", \"genre\": \"Action\", \"num_movies\": 5}, {\"name\": \"Robert De Niro\", \"genre\": \"Adventure\", \"num_movies\": 2}, {\"name\": \"Robert De Niro\", \"genre\": \"Animation\", \"num_movies\": 2}, {\"name\": \"Robert De Niro\", \"genre\": \"Comedy\", \"num_movies\": 24}, {\"name\": \"Robert De Niro\", \"genre\": \"Crime\", \"num_movies\": 22}, {\"name\": \"Robert De Niro\", \"genre\": \"Documentary\", \"num_movies\": 25}, {\"name\": \"Robert De Niro\", \"genre\": \"Drama\", \"num_movies\": 49}, {\"name\": \"Robert De Niro\", \"genre\": \"Family\", \"num_movies\": 8}, {\"name\": \"Robert De Niro\", \"genre\": \"Fantasy\", \"num_movies\": 5}, {\"name\": \"Robert De Niro\", \"genre\": \"Horror\", \"num_movies\": 8}, {\"name\": \"Robert De Niro\", \"genre\": \"Music\", \"num_movies\": 6}, {\"name\": \"Robert De Niro\", \"genre\": \"Musical\", \"num_movies\": 1}, {\"name\": \"Robert De Niro\", \"genre\": \"Mystery\", \"num_movies\": 3}, {\"name\": \"Robert De Niro\", \"genre\": \"Romance\", \"num_movies\": 5}, {\"name\": \"Robert De Niro\", \"genre\": \"Sci-Fi\", \"num_movies\": 3}, {\"name\": \"Robert De Niro\", \"genre\": \"Short\", \"num_movies\": 5}, {\"name\": \"Robert De Niro\", \"genre\": \"Thriller\", \"num_movies\": 16}, {\"name\": \"Robert De Niro\", \"genre\": \"War\", \"num_movies\": 3}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Action\", \"num_movies\": 2}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Adventure\", \"num_movies\": 2}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Animation\", \"num_movies\": 1}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Comedy\", \"num_movies\": 13}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Crime\", \"num_movies\": 2}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Documentary\", \"num_movies\": 4}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Drama\", \"num_movies\": 13}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Family\", \"num_movies\": 3}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Horror\", \"num_movies\": 1}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Music\", \"num_movies\": 1}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Mystery\", \"num_movies\": 2}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Romance\", \"num_movies\": 4}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Sci-Fi\", \"num_movies\": 2}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Short\", \"num_movies\": 2}, {\"name\": \"Scarlett Johansson\", \"genre\": \"Thriller\", \"num_movies\": 3}, {\"name\": \"Tom Hanks\", \"genre\": \"Action\", \"num_movies\": 1}, {\"name\": \"Tom Hanks\", \"genre\": \"Adventure\", \"num_movies\": 1}, {\"name\": \"Tom Hanks\", \"genre\": \"Animation\", \"num_movies\": 4}, {\"name\": \"Tom Hanks\", \"genre\": \"Comedy\", \"num_movies\": 30}, {\"name\": \"Tom Hanks\", \"genre\": \"Crime\", \"num_movies\": 5}, {\"name\": \"Tom Hanks\", \"genre\": \"Documentary\", \"num_movies\": 42}, {\"name\": \"Tom Hanks\", \"genre\": \"Drama\", \"num_movies\": 23}, {\"name\": \"Tom Hanks\", \"genre\": \"Family\", \"num_movies\": 16}, {\"name\": \"Tom Hanks\", \"genre\": \"Fantasy\", \"num_movies\": 7}, {\"name\": \"Tom Hanks\", \"genre\": \"Horror\", \"num_movies\": 3}, {\"name\": \"Tom Hanks\", \"genre\": \"Music\", \"num_movies\": 6}, {\"name\": \"Tom Hanks\", \"genre\": \"Romance\", \"num_movies\": 5}, {\"name\": \"Tom Hanks\", \"genre\": \"Short\", \"num_movies\": 9}, {\"name\": \"Tom Hanks\", \"genre\": \"Thriller\", \"num_movies\": 3}, {\"name\": \"Tom Hanks\", \"genre\": \"War\", \"num_movies\": 1}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.VConcatChart(...)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create selection that allows to select a single chart element & tie it to \"x\"\n",
    "# more on selections: https://altair-viz.github.io/altair-viz-v4/user_guide/interactions.html\n",
    "click = alt.selection(type=\"single\", encodings=['x'])\n",
    "\n",
    "# create heatmap\n",
    "heat = alt.Chart(actor_genre_count).mark_rect().encode(\n",
    "    alt.X('genre:N'),\n",
    "    alt.Y('name:N'),\n",
    "    alt.Color('num_movies:Q',\n",
    "            scale=alt.Scale(scheme='greenblue'),\n",
    "            legend=alt.Legend(title='Number of Movies'))\n",
    ").properties(\n",
    "    width=700,\n",
    "    height=400\n",
    ")\n",
    "\n",
    "# create 'circle' chart where the size represents the number of movies and add it to the heatmap\n",
    "circ = heat.mark_point().encode(\n",
    "    alt.ColorValue('grey'),\n",
    "    alt.Size('num_movies:Q',\n",
    "        legend=alt.Legend(title='Number of Movies')\n",
    "    )\n",
    ").transform_filter(\n",
    "    click\n",
    ")\n",
    "\n",
    "# create bar chart showing the total number of movies for each genre\n",
    "bar = alt.Chart(actor_genre_count).mark_bar().encode(\n",
    "    alt.X('genre:N'),\n",
    "    alt.Y('sum(num_movies):Q', title='Sum of Movies'),\n",
    "    color=alt.condition(click, alt.ColorValue(\"steelblue\"), alt.ColorValue(\"grey\"))\n",
    ").properties(\n",
    "    width=700,\n",
    "    height=200\n",
    ").add_selection(click)\n",
    "\n",
    "heat + circ & bar"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}