Figure1_S.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rliable import library as rly\n",
    "from rliable import metrics\n",
    "from rliable import plot_utils\n",
    "\n",
    "import pickle\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "font = 'Arial'\n",
    "plt.rcParams['figure.dpi'] = 300\n",
    "plt.rcParams['font.family'] = font\n",
    "plt.rcParams['mathtext.fontset'] = 'custom'\n",
    "plt.rcParams['mathtext.rm'] = font\n",
    "plt.rcParams['mathtext.it'] = font\n",
    "plt.rcParams['mathtext.bf'] = font\n",
    "plt.rcParams['axes.linewidth'] = 0.5\n",
    "plt.rcParams['xtick.major.width'] = 0.5\n",
    "plt.rcParams['xtick.minor.width'] = 0.5\n",
    "plt.rcParams['ytick.major.width'] = 0.5\n",
    "plt.rcParams['ytick.minor.width'] = 0.5\n",
    "\n",
    "linewidth = 2.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_dict(filename_):\n",
    "    with open(filename_, 'rb') as f:\n",
    "        ret_di = pickle.load(f)\n",
    "    return ret_di"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _decorate_axis(ax, wrect=10, hrect=10, ticklabelsize='large'):\n",
    "    \"\"\"Helper function for decorating plots.\"\"\"\n",
    "    # Hide the right and top spines\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['left'].set_linewidth(2)\n",
    "    ax.spines['bottom'].set_linewidth(2)\n",
    "    # Deal with ticks and the blank space at the origin\n",
    "    ax.tick_params(length=0.1, width=0.1, labelsize=ticklabelsize)\n",
    "    ax.spines['left'].set_position(('outward', hrect))\n",
    "    ax.spines['bottom'].set_position(('outward', wrect))\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_interval_estimates(point_estimates,\n",
    "                            interval_estimates,\n",
    "                            metric_idx,\n",
    "                            algorithms=None,\n",
    "                            colors=None,\n",
    "                            color_palette='colorblind',\n",
    "                            max_ticks=4,\n",
    "                            subfigure_width=3.4,\n",
    "                            row_height=0.37,\n",
    "                            xlabel_y_coordinate=-0.1,\n",
    "                            xlabel='Normalized Score',\n",
    "                            **kwargs):\n",
    "\n",
    "\n",
    "    num_teachers = 6\n",
    "    figsize = (subfigure_width * num_teachers, row_height * len(algorithms))\n",
    "    fig, axes = plt.subplots(nrows=1, ncols=num_teachers, figsize=figsize)\n",
    "    if colors is None:\n",
    "        colors = dict(zip(algorithms, sns.color_palette(color_palette)))\n",
    "    h = kwargs.pop('interval_height', 0.6)\n",
    "    \n",
    "    teacher_name_list = ['Oracle', 'Mistake', 'Equal', 'Skip', 'Myopic', 'Stoc']\n",
    "    \n",
    "    for idx, teacher_name in enumerate(teacher_name_list):\n",
    "        for alg_idx, algorithm in enumerate(algorithms):\n",
    "            ax = axes[idx]\n",
    "            algo_name = algorithm + ' (' + teacher_name + ')'\n",
    "            # Plot interval estimates.\n",
    "            lower, upper = interval_estimates[algo_name][:, metric_idx]\n",
    "            ax.barh(\n",
    "                y=alg_idx,\n",
    "                width=upper - lower,\n",
    "                height=h,\n",
    "                left=lower,\n",
    "                color=colors[algorithm],\n",
    "                alpha=0.75,\n",
    "                label=algorithm)\n",
    "            # Plot point estimates.\n",
    "            ax.vlines(\n",
    "                x=point_estimates[algo_name][metric_idx],\n",
    "                ymin=alg_idx - (7.5 * h / 16),\n",
    "                ymax=alg_idx + (6 * h / 16),\n",
    "                label=algorithm,\n",
    "                color='k',\n",
    "                alpha=0.5)\n",
    "\n",
    "        ax.set_yticks(list(range(len(algorithms))))\n",
    "        ax.xaxis.set_major_locator(plt.MaxNLocator(max_ticks))\n",
    "        if idx != 0:\n",
    "            ax.set_yticks([])\n",
    "        else:\n",
    "            ax.set_yticklabels(algorithms, fontsize='x-large')\n",
    "        ax.set_title(teacher_name, fontsize='xx-large')\n",
    "        ax.tick_params(axis='both', which='major')\n",
    "        _decorate_axis(ax, ticklabelsize='xx-large', wrect=5)\n",
    "        ax.spines['left'].set_visible(False)\n",
    "        ax.grid(True, axis='x', alpha=0.25)\n",
    "#     fig.text(0.4, xlabel_y_coordinate, xlabel, ha='center', fontsize='xx-large')\n",
    "    plt.subplots_adjust(wspace=kwargs.pop('wspace', 0.11), left=0.0)\n",
    "    \n",
    "    return fig, axes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "env_name = 'sweep' # 'quadruped', 'sweep', 'button'\n",
    "total_data = dict()\n",
    "\n",
    "total_data.update(load_dict('./data/' + env_name + '_pebble.pkl'))\n",
    "total_data.update(load_dict('./data/' + env_name + '_prefppo.pkl'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "aggregate_func = lambda x: np.array([\n",
    "  metrics.aggregate_iqm(x), metrics.aggregate_median(x),\n",
    "  metrics.aggregate_mean(x),\n",
    "  metrics.aggregate_optimality_gap(x)])\n",
    "aggregate_scores, aggregate_score_cis = rly.get_interval_estimates(\n",
    "  total_data, aggregate_func, reps=50000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:matplotlib.font_manager:findfont: Font family ['Arial'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 4080x444 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithms = ['PEBBLE (20K) (Skip)', 'PEBBLE (10K) (Skip)', \n",
    "              'PrefPPO (20K) (Skip)', 'PrefPPO (10K) (Skip)']\n",
    "fig, axes = plot_utils.plot_interval_estimates(\n",
    "  aggregate_scores, aggregate_score_cis,\n",
    "  metric_names=['IQM', 'Median',  'Mean', 'Optimality Gap'],\n",
    "  algorithms=algorithms, xlabel='Human Normalized Score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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k35LkWtto5zeq6vzufsKyAoXdcB2Yvqq6cZK/SXKpLaq+LbPf43szu7adnNnv79Qkxw/83F2SPCPJffcaK+vJdWDl/rW737rqIICZqjoxsxvY19mi6keTvDLJWzNbI1wmyddkNq9eaeDnrpPkJVX1Dd39ub3Ge6F1/D5gfjlsqp8rpse42xb3eVg4Y2/3quqEJE9bdRxMj3F3cRsPHPmLJHfeRvXPJPnXzObDjyQ5J8kJSS6X5Msye3++Ov6+BTiAzDHbYl3Frhhf07eO96E5zBhbOXu+HBhT3fcyjzEl5vXds+/AohiHF2cfgrEZh1/yjCR32ka9L2T2PvxHko9nNg5PSnLFJDdPcrNs/ZCGuyf5nSQ/sstYYd+a6loYLmRe3RZ7oCyF8Td97i1Pl/G3cvZPIdNdT5r/ps0cuC3WgIzKuJw+c+P+Y1yunDUjDLCWnGsS86U/hgIA1kJVfXuS/z1Q5bwkT0ry2O7+6Jw2bpTk/yT5zjltHJvkT6rqZt39gb3EO7K3Z/ZH8X+f2QL13KHKVfXVSR6e5D4Z/kPcx1bVm7r7JQuL9OJel+Q5S2yffcR1YEufTPLLS2j3nYtqaOMGwfOSXHqg2j8leWR3v2ZOG5dN8qNJHjXQzn2q6p+6++l7iZf14zqwFp6xhDZ9H4Dde1qS6w+UvzezOfN53X3e0YVVdWySeyb5tcz/o5IbbPTz/XsL9Ut9rt33AfPLxUzuc8X0GHeDpnyfhzVn7O3Z/0ly7VUHwbQYdxdXVZXkjzL8oJ8LMls3PC3Jq7r7/C3aPD6zP4K8a5Lvyvb+aB5g0swxg6a8rnK/fA0YX1uyL32YfeldMMbWgj1fDpLJ7XuZx5gS8/qe2Xdgz4zDi7MPwdiMw5mquneSH9yi2ruTPC7JH3X3OQNtXSbJDyX5mSTXGGjvoVX14u7+653GC/vc5NbCcCHz6iB7oCyV8bcle6SHube8YMbfWrB/CjOTW0+a/6bNHDjIGpCVMC63ZG14mLlxJMblWrBmhGHWklOeL7vb4XA4HA6HY6VHkhOTnJmk5xyfSPItO2jvxzL7Q/F57f3Vql/zJjH/01Exfi7J05N83R7avHFmGb/mvQ+d5P1JLr2A+M+Y0/5pq35vHdM4XAcuEvtpc2I+Y9WxbSP239rimvMbSQ5ts60bDFxbOrNshldb9Wt2LPTz4zowzvv8i1uMqxP30LbvA45dH0lO2WIOucicmOT5Sf5xoM6jV/2aFvCe3HWL9+GlSS63zbYut1F/qL3vWlDca/V9wPyyPz5Xjmkdxl0nE7/P45jmYezt+f37hiTnb/I63zjwHpyx6rgdK//cGHebv45f22K++rckN9xjH3dI8sIkP7vq1+twOBzLOMwx019Xxf3ytT2Mr4vEftpU1zpZs/vQjou8n8bYOO+zPd8DeMR+6mbvyV23eB/Wct/LPOaYymFe3/P7Z9/BsefDOJz7OuxDOEY7jMMvxX3JzO6dDo29P8oO16OZfQ9/3hbtvjPJcat+DxyrOWItvNl7ctct3oe1XAs7HN3m1Y2Y7YE6VnIYfxeJ/bR53yVWHds2Yv+tLca6e8treBh/o73P9k8dR//eTtnimmk9OZH1pPlvuoc5sBNrQMeaHcblRWI/bU7MZ6w6tm3Ebm7cR4dxOdr7bM3o2O7v85QtrrEXmTNiLdmxllz7+fJQAABW738nudqcsi8kuWN3v3q7jXX37yT5yYEqd93I8LeOPpHk0Umu3t0P6u7X77ah7n5jklskOX2g2tWT/Phu+4AFch2YuKq6YZKHDVR5Ync/srsv2E573f3mJLdL8vE5VU5M8vidRcmacx1YsqqqJD80UOW53f3ZseKBbXp/kr/K7BpxxyRX7O5TuvvuSV6+0siWqKqOT/LEgSqvSfKd3f2p7bS3Ue8uGz83z29V1SW3G+Nm1vT7gPllw1Q/V0yScXeY+zyMydjbpaq6RJJnJhfbO/9cjCmGGXdHqarbJ/m5gSrPTHKr7v6vvfTT3S/t7rsk+c29tAOwxswxh1lXsWjG18St6X1oDjPGlsyeL5uwn7q5tdz3Mo8xMeb1XbLvwAIZh0exD8EKGIcz98zs3uk8z0ly352uRze+h98rszXNPNdJ8l07aZcDwVp4c2u5FoYjmFcPswfK2Iy/iXNvedKMvyWzf8oOWU9ubi3Xk+a/yTMHHmYNyLowLifO3LgvGZdLZs3IglhLbs5acmat50tJBwCAlaqqK2aWIW+en+nuf9tpu93920n+YqDKo3fa5pJ9JsmvJDmlux/T3Z9cRKPd/Zkk35HkgwPVHlZVvheyMq4D+8YvJjl2Ttlrkzxipw1297szfOPuXlX1NTttl/XjOjCaO2SWVXWeZ4wUB2ymk3wgyV9nNqd8R5Iv6+5rdvd3d/f/6e4Xd/e8m7D7zf0zf7x+Ksk9u/sLO2mwuz+f2T/Q+/ScKqdkeN7djrX6PmB+uZipfq6YEOPuS9znYVTG3p797yQ32OT8LyU5Y9xQmArj7uKq6sQkpyWpOVWe0d0P7O7zFtVnd5+/qLYA1oU55kusq1g442vfWKv70BxmjI3Gnu/BZT/1oqa672UeYxLM63tm34E9Mw4vzj4EYzMOL+JeA2UfTPLA7u7dNLzxD/nvk+SjA9W+bzdtsy9YC1/UVNfCYF49zB4oozP+9g33lifI+BuN/VM2Yz15UVNdT5r/Jsoc+CXWgKwN43LfMDfuI8blaKwZ2QlryYuyltww5fnSogAAWLUfTXLCnLI3JPn9PbT9k0nOmVN2y6q6zR7aXrS7dfcvbtzcXaju/kiSnx+ocrUk37zofmEHXAcmrqquk+R75hR3koft9h/xdPffJHnhvK6zi0U8a8l1YBwPGCh7c3e/drRI4Cjd/d7uvnp337W7f6W7/767z1p1XKuw8YccDx+o8pju/sBu2u7uM5M8ZqDKz+z2D0nW9PuA+WXDVD9XTJJxN+M+D2Mz9napqm6U5Oc2KTo9yW+NGw0TY9xd3P+X2Ty0mdckeeiIsQBMmTlmxrqKZTC+Jm5N70NzmDE2Dnu+B5T91MOmuu9lHmNizOu7ZN+BBTIOL84+BGMzDpNUVSW59UCV39h4MMCudfdnk/zGQJVT99I+02UtfNhU18JwBPPqjD1QVsH4mzj3lifN+BuH/VMuxnrysKmuJ81/k2cOnLEGZJ0YlxNnbtyXjMtxWDOybdaSh1lLbvLDE50vbfICACuz8cen9x+o8qvdfcFu29/4YvmsgSoP3G3bi7bTbF278IdJzhwov+2S+4dNuQ7sG/fP/PXl/+vu0/fY/i8PlN2rqi6zx/ZZIdeBcVTVyUnuOlBF9l1YH9+a5Npzyj6a5Cl7bP/3k8zb2LhOdr82WKvvA+aXi5nq54oJMe4Oc5+HMRl7u1dVxyR5ZpLjjio6P8mDuvv88aNiCoy7i6uqqyb56TnF/5Pkvrv9YxyAg8Qcc5h1FYtmfO0ba3UfmsOMsXHY84Uvmeq+l3mMSTCv7559BxbFOLw4+xCMzTi8iKsnGfou+YIF9fNXA2VXqKqrLKgfmKqproXBvHoEe6CMzfjbN9xbniDjbxz2T2FbprqeNP9NlDnwMGtA1oVxuW+YG/cR43Ic1oywJ9aSm5vcfCnpAACwSqcmucacsjOzmD8+/Z2BsrtV1aUX0Mfa6+5O8v8GqtxorFjgKKfGdWDSNm5k3nugytD7vy3d/e9J/mVO8aWSfPde+2ClTo3rwBjuk+QSc8r+J8mzR4wFGPYDA2XP2Osfmmz8/NAG2FD/m1rT7wOnxvxypMl9rpikU2PcjcJ9Ho5yaoy93fqpJLfY5PyTFvCHA+xvp8a4O9pPJLnknLLf7e53jhkMwISdGnPMKKyrDqRTY3xN2preh+awU2OMjcGeL8xMbt/LPMbEnBrz+m7Zd2BRTo1xeDT7EIzt1BiHFxp62P8Huvt9i+iku9+T5MMDVa66iH5gwia3FoYjnBrz6ijsgbKJU2P8TZp7y5N2aoy/Mdg/ha1Nbj1p/pu8U2MOHIU1IDtwaozLSTM37kunxrgcgzUj7J615CamOF9KOgAArNLdBsr+bC/Z9i7U3W9P8u9zii+d5A577WNC5r0PSXKt0aKAi3IdmL6bJTllTtlHkrx8Qf08Z6Bs6HPE+nMdGMcDBsr+qrs/PlokwFxVdUySuwxUGZoPd2Kone+qqp3eN17H7wPmlw0T/lwxPcbduNzn4ULG3i5U1XWT/PImRe9N8osjh8P0GHdHqKoTkvzwnOJzkzx+xHAAps4cMy7rqoPF+Jq+dbwPzWHG2Djs+XLgTXjfyzzGlJjXd8G+AwtmHB7BPgQrYhweNi/hR5J8dMF9fWSg7IQF9wWTMeG1MFzIvDoue6AcyfibPveWp8v4G4f9Uxgw4fWk+W/azIHjsgZkO4zL6TM37j/G5TisGWEXrCW3NKn50gYvALBKQwvPv11gP0NtfdsC+1l3Q3+Ae9JoUcBFuQ5M39Dv8EXdff6C+hnKsn3bqjp2Qf0wPteBJauqWya5wUCVocyfwLi+Lsnl5pS9t7vfvIhOuvu/MvuH7Zu5/EYcO7GO3wfML4dN9XPF9Bh343KfhwsZeztUVZXk6UkutUnxQ7v7cyOHxPQYdxd1lySXnVP2l9394TGDAZg4c8y4rKsOFuNr+tbxPjSHGWNLZs8XvmSq+17mMabEvL5D9h1YAuPwouxDsArG4WFnD5R9YcF9fX6XccB+N9W1MFzIvDoue6AcyfibPveWp8v4WzL7p7AtU11Pmv+mzRw4LmtAtsO4nD5z4/5jXC6ZNSPsibXksEnNl5IOAAArUVVfnuSr5xR/PslrFtjdywbKbrfAftbduasOAI7kOrBvDL1/Q+/7jnT3GUnePaf4pPgD5klyHRjNAwfK3p3FZeIE9m6UeXXDP+wyjp3WH/37gPnlYqb6uWJCjLuVcJ8HY2/3Hpzk1E3O/1l3//3IsTAxxt2mvneg7E9HiwJg4swxK2FddUAYX/vGWt2H5jBjbDT2fGFmqvte5jEmwby+a/YdWBjjcFP2IRiVcXgxHx0oO3nBfV1poOxjC+4LpmSqa2Ewr66GPVCSGH/7iHvLE2T8jcb+KWxtqutJ899EmQNXwhqQQcblvmFu3EeMy9FYM8LuWUsOmNp8KekAALAqQ1+K/qO7F3lj89+TzMswdb2quswC+1pnVxkoO3u0KOAw14H94WsHyv5twX0NtbdWi222zXVgyarqxCT3GqjyrO7useIBtjR0XVzneXXdvg+YXy5qqp8rpsW4G5/7PCTG3o5V1dWTPHaTok8m+YmRw2GajLsjVNUlktxhTvEXkrxkxHAAps4cMz7rqoPD+Nof1u0+NIcZY0tmzxcuYqr7XuYxpsK8vkP2HVgC4/AI9iFYEePwCN394STvn1N8zao6fhH9VNWlklx9TvFZ3f3BRfQDEzXVtTAk5tVVsAfKhYy//cG95Wky/pbM/ils21TXk+a/6TIHjs8akK0Yl/uDuXF/MS6XzJoR9sxacmuTmS8lHQAAVuXmA2WnL7Kj7j4nyVvnFFeSmy6yvzV2s4Gy94wWBRzmOjBxVXWtJCfPKf5skncsuMt/HygbusaxvlwHlu97k5w4p+z8JH8wYizA1ka7LmZB8+qafh8wv1zU5D5XTJJxNz73eUiMvd34/SQnbXL+Z7r7o2MHwyQZdxf1DUlOmFP2mu7+wpjBAEycOWZ81lUHh/E1cWt6H5rDjLHls+cLh01u38s8xsSY13fOvgOLZhxelH0IVsE4vLiXzzl/fJJbL6iPU5Ncck7ZPy6oD5iqya2F4Qjm1fHZA+VCxt/Eubc8acbf8tk/he2Z3HrS/Dd55sDxWQOyFeNy4syN+5JxuXzWjLA31pJbm8x8KekAALAq1x8oe9sS+nv7QNlQLPvJdwyUvXG0KOAw14HpG3rf3r6ErJ5+h/uP68DyPWCg7O+7+4OjRQIMqqpLJTlloMrQNWw3htr7iqo6fpvtrOP3AfPLhgl/rpge42587vOQGHs7UlX3TnLnTYpe2d3PGjseJsu4u6ihh4i8ZugHq+pKVXXbqvrBqvqRqnrIxn9/a1Vde8FxAkyBOWZ81lUHh/E1fet4H5rDjLHls+cLmfS+l3mMKTGv74B9B5bEOLwo+xCsgnF4cU8bKPvRBfXxEwNlHvzBgTXhtTBcyLw6PnugXMj4mz73lqfL+Fs++6ewhQmvJ81/02YOHJ81IFsxLqfP3Lj/GJfLZ80Iu2QtuW2TubYeu+oAAIAD6ysGyt65hP6G2hyKZV+oqm9K8pUDVV6+pK6Pr6pbJ7lVkm9Mcs0kV0pyxcyyHX4+yceTnJnZTY/TM/vHNvMyJLK/uA7sTFXVTTMbT7dKcr3MxtOVklwys/H06SQfSPLuJG/I7B/UvLa7z19STH6H7JXP0BJV1Q2S3HKgytNHCsX3AdieoevQR7v77EV21t1nV9VZmY3Ho1VmGwHbGYfreC1fx5hWZaqfK6bHuBvRCu/zsH6MvW2qqismedImRf+T5IdHDodpM+4u6iYDZf9x9ImqulqSByf57iQ3HGq4qj6R5B+T/FWS53f3ObsPE2ASzDEjsn9+4BhfO2Nfevq/w7H5/SyRPV+4iKnue7lOMiU+r9tk34ElMg4vyj4Eq2AcHqW7X1NVr0xy6ibF31lV/6u7/3637VfV3ZJ8+5zityT5u922DfvAVNfCcCHz6ojsgXIU429n7JFO/3e4Tvzulsj+KWzbVNeTrqHT5vc3ImtAtsm43Blrw+n/DqfA73SJrBlhz6wlt2cy11ZJBwCAVRn6UrSMTHBDba7VF7QleeRA2fuT/MuS+r3XxjHPJZJcNsm1k9z6wpNV9Z4kf5jkGd39gSXFxuq5DuzMNTO74TzPZTaOqyf5hiTft3H+k1X1vCRP7e7TFxzTOv0Or1xVJ/hHP5OzTp+hKVwHduqBA2Ufynj/CMf3Adiesa+JF7a72c33ZBbPXm++r+T7QNYrplXPL1P9XDE9xt24VnWfh/Vj7G3fb2f2BzlH+9XufvvYwTBpxt1F3WCg7C0X/kdVXSHJr2Z2r+K4bbZ9hSR33TieWFW/neRx7v8B+5g5Zlz2zw8W42tn7Evbl96pdfr9TGGM7ZQ9Xzhsqvte63SdNI+xlXX6vK77vG7fgWUxDi/KPgSrYBxu7gFJ/jPJiZuUPbeqvrW7X7fTRjcetvHHc4rPT/KA7u6dtgv7yFTXwnAh8+q47IFyJONvZ+yRure8SOv0u5vC+Nsp+6ewPVNdT67TNdT8t3Pr9Pvbj3Pg0awB2Q7jcmesDc2NY1in3+kUxuVOWTPC3lhLbs9k5stDqw4AADh4quqYJCcPVPnwErr90EDZVZbQ39qoqtsm+c6BKk9fwz/C/Yokj07yrqr67aq6/IrjYcFcB0Z1+SQPTvLvVfU3VXX9BbY99L4t/HfY3Z/KLFPnPFdedJ8sj+vAclXVJZL8wECV07r7vLHi2SXfBzhoRp1XNyziurhu3we+POaX7fa/zp8rJsT3unFN9D4PS2DsbV9V3TmH/4jvSG9O8hsjh8OEGXebuu5A2RnJl+autyR5aLb/oJ+jXSGzewT/vfHgEYB9xRwzromuq9wv3yXja1T2pQ8gY2y57PnCxUx138s8xiSY17fPvgPLYhxuyj4EozIO5+vud2c2/31xk+LLJPmnqvrZqjp+O+1V1aWr6peS/EOSE+ZU+7nufu2uAob9Y6prYTCvjsweKEcy/kZlj5SLMP6Wy/4p7MhU15Pmv4kyB47LGpDtMC5HZW3IthiXy2XNCAthLbkNU5ovJR0AAFbhCklqoPzjS+jzEwNlV1hCf2uhqk5I8tSBKp9O8rsjhbMbl0zyY0neUlV3WnUwLJTrwGrcOcnpVfVzVTX0/m/X0Pu2jN9hknxyoOyg/B73C9eB5bprkivOKeskzxwvlD3zfYCDYhXz6iKui+v2feCUmF+22/86f66YFt/rRrIP7vOwWMbeNlTVSUmesklRJ3lwd2/2QASYx7g7QlWdnOQSc4rP6u7PV9W9k7w0i/sjmWsmeXlVPXRB7QGsC3PMSPbBusr98p0zvlbDvvTBYYwt111jzxeONNV9L/MYU2Fe3wb7DiyZcXgE+xCsiHE4oLv/X5Lvyew+6tEukeSxSd5fVb9VVd9dVdepqstV1bEb/3vdqrpnVf1ekjMze2DGsZt1leTnu/vxS3opMCVTXQtDYl4djT1QNmH8rYY9UhLjb9nuGvunsF1TXU+a/6bLHDgSa0B2wLhcDWtDhhiXy3XXWDPCXllLbt8k5ktJBwCAVRj6MvT5JWWD+8xA2VD2v6l7QpKvHCh/dHcPfXFdF1dJ8sKqeuSqA2FhXAdW55JJ/m+S51XV8Xtsa+j3ePYe257H73H/cB1YrgcOlL2yu981WiSL4/sA+91U59V1i/taA2UHcX5Zt9/Pqt8PlsP3uvHsl/s8LIaxtz2PS3K1Tc4/pbtfM3YwTJ5xd1FfPlD2saq6S5I/SnLMgvs9JsmTq+onFtwuwCqZY8azX9ZV7pdvn/G1OvalDwZjbLns+cJFTXU+mGrcHDzm9e2x78AyGYcXZR+CVTAOt9Ddf5PkpkleNqfKFZP8RJK/SPLOzP6h/Rc3/vcdSZ6b5EeSXG7Oz384yXd0968tLGiYNmvK/7+9O4+XLSvrg/9bzN1NQ8ssDgxGQJBBMCBDEEEmBUNCjGgiqJCQyPBh0qgRXwSNqAj4IWgShkjgxZD4MmiAJgRyEUQGIQioTWRolFmBZmjotqGf9486ze3T99Q+p6p27ap16vv9fO4/vfdZa/XZ9axnr/XUvYueyavTUQPlssTf5qiRIv7WS/0Ujq7XPNLruJEDp2QNyFGJy82xNmQecble1oywul7zTq/jXrsrbHoAAMBOOmPg2vlr6nPo5ez0NfW5Ua21H07yrwZueVfWfzrtBUnOSfJnST6V2cv3F5OcmdlL+vWSfFeSbzxCW5dL8tTW2pWr6snrGS4TMg8s7qtJPpjkvUk+ktkJ059PcpXM4umaSW6b5OYZPtX0Eg9MckZr7QFVdeGSY/IcWYXPz5q01m6Q5B4Dtzx3qrHs8T4AR9PrvLht4z5r4No2/x7XZduez6Z/H6yHz9kEtmSfh+0i9g7RWrtbkn9xwKWPJfmZSQfDcSHu9jtr4NoZSV6Yg/+hn4uTnJ3k95P8UZJPZrbXea0k189sT+MfJbnDIf0/vbX2gar6H4sNG2AryTET2JJ1lf3y6YmvxalLz/T+HKfi2ayJmi8cqNc5p9dxs3t8Vg+h7sAExOF+Zw1cU4dgXcThEVTVuUnu2Vq7S5LHJrlPVh/rR5P8ZpLfqqp1/a6hR+YleubzOwE1UOYQf4tTI53p/TluA89tTdRPYWG9zke9jhvPbhLWgCxIXC7O2nCm9+e4zTzPNbFmhNH0Ok/1Ou61c+gAALAJVxq4dtGa+hw6xW9oPF1qrX1HkucM3HJhkh9dw+mGFyd5S5JXJ3lVkndV1cWH/VBr7YZJfijJozP7Mv+QX2ytfaiqXrjiWNks88DRvC+zWHpVkjdV1QWH/UBr7RpJvi/J45J8xyG33yfJszN8UucQz5FV+Pysz0Mz2zQ+yGeTvHTN/XsfgOX0Oi9u27hPG7i2zb/Hddm257Pp3wfr4XO2Zhvc52G7ib0BrbXTMvsi0EFf4HtUVX1+4iFxPIi7/Ybevb95zn//oySPrKp3HXDtY3t//iTJr7bW7p/kmUluPKetyyV5fmvtllX1ySONGGB7yTFrpn6+08TX0ahLn6rH57gJns36qPnCqXqdc3odN7vHZ3WAugMTEYf7qUOwCeJwAVX1ptbax5O8I8nPJrnqEs18KcmTk/yG773AgcxL9Mznd83UQBkg/o5GjfRUPT7HbeO5rY/6KSym1/mo13Hj2a2dNSBLEJdHY214qh6fYy88z/WxZoRx9DpP9TrutZs3MQIArNMVB66t60uiXbycjaG19vVJfj/DJ289oareO2K3n0jyK0m+paruXFW/VFXvPMrCN0mq6tyq+tUkN0zy+CR/d8iP/MfW2resNGI2zTww35eSvCDJnarqZlX1uKr6X0fZmE6SqvpMVb2oqm6b5PuTfPyQH3loa+1Hlhyr58gqfH7WoLV2uSQ/NnDLC486nyzB+wCsptd5cdvGfZUlf24V25xftu35bPr3wXr4nK3RhvZ56IPYG/aUJAetF15RVev+ghDHl7jb78oL3v+iJHeb8w/9nKKq/iDJ7TP7R0rmuXaSX15wHADbSI5ZI/XznSe+5lOXHtbLc9w0z2YN1Hxhrl7nnF7Hze7xWR2m7sAUxOF+6hBsgjg8otbavVprJ5K8P7M4WebAgSQ5PclTk3yitfaM1to3jjREOC7MS/TM53eN1EA5hPibT410WC/PcZt5bmugfgpL6XU+6nXceHZrZQ3IksTlfNaGw3p5jj3yPNfAmhFG1es81eu4186hAwDAtqkNtNvW1OfkWmtXS/LKJENftP3dqvr3I3d9x6r6uao6d5VGquqiqnp6kjsm+fDAraclGfv/ge2x6/PAI6rqx6rqj1dtqKpeleQ2SV5/yK1P35s/xrTrz5HV+Pws795Jvmng+nPX2Lf3AVifXufFTYx7HT+3SrvbnF/8PpiCz9kKNrjPQ/92OvZaa38/yWMOuPSFJI+cdjTskF2Mu0X6f3mSB1fVQl/QqapPJ7l7Zv9YyTw/5stywDG3izlmNOrnHGLX40tdevl2t+k5bjPPZnlqvrC4XuecXsfN7tnpz6q6A1tiF+NQHYJts4txeIrW2vVba2cneU2S7x6x6Wtmlm8/2Fr79dbaogePwC4yL9Ezn98VqIGyol2PPzXS5dvdpufYK89teeqnMK5e56Nex41ntxJrQNZk1+PS2nD5drfpOR43nufyrBlhGr3OU72OexQOHQAANuGigWtDp0WtYqjdw05360Jr7SpJXpHkOwZu++MkDx2776oa9aW6qt6Z5D5JPjNw231aa3ccs18mZR6YYw3x9Kkk90/yJwO3XTfJI5Zo3nNkFT4/6/GwgWtvq6r3rKtj7wOwsl7nxW0b99Ap49v8e1yXbXs+m/59sB4+Z2uwyX0euiH2DtBau2KS5yW5/AGXf66qPjLxkDhexN1+Q7+PS/ubJP9y2X2Dqvp8kockuXjOLZdP8q+XaRtgi8gxa6B+zh7xNYe69KG6eI5bwLNZDzVfOFivc06v42b3+KweQN2BiYnD/dQh2ARxOKC1dpck78nsH+4Y8qUkJzL7By+ekuSnkvxSkmcneUOSLw/87BWTPCHJ21trN1pxyHAcmJfomc/vGqiBckTibw410kN18Ry3nOe2HuqnsLhe56Nex41ntxbWgKxIXM5hbXioLp5jpzzP9bBmhPH0Ok/1Ou61c+gAALAJQy9DV1hTn0Ptbs3L2bJaa1dI8t+S3G3gtncn+f6qGvqC7taoqnOS/OAhtz1mgqGwHuaBCVXVl5LcL8nfDtz2qNbaomtEz5FV+PyMrLV2ncyKUfOs8/TdtfA+wI7pdV7ctnEPHTqwzb/Hddm257Pp3wfr4XM2suO4z8NaiL2D/VySWx7w39+a5LcmHgvHj7hbrv9fqqq/WaWjqnpzkv86cMuDVmkfYAvIMSM7jusq++VLE18TUpfeSZ7NyNR8YVCvc06v42b3+KweTN2BKYnD5fpXh2BM4nCO1tqdk7w6yTUGbntzkn+c5Kyq+p6qelRV/UJVPa2qnlhVj6yquyW5epIHJnnLQFu3THLCwQNgXqJrPr8jUwNlAeJvQmqkXIbnNjL1U1har/NRr+PGsxudNSAjEJcTsjbkiDzPkVkzwuh6nad6HffaOXQAANiELw1cu+qa+hxqd2g8W29vM+mFGV78/t8k96qqz04zqnFU1eszO3V3nvu11s6YajyMyjwwsar6ZJJfHrjl65PcdcFmPUdW4fMzvgdn/imY52f4L8VtLe8D7JBe58VtG/d5S/7cKrY5v2zb89n074P18Dkb0XHe52F0Yu8yWmu3yOwf/7msi5L8i6q6eOIhcfyIu/3OP+I9Lxipv2cPXPuG1tqtR+oHYBPkmBEd53WV/fKliK+JqUvvHM9mfGq+MF+vc06v42b3+KxehroDGyAO91OHYBPE4QFaa9dN8vLMH+uXkzy8qu5cVS+rqouG2quqi6rqpVV1xyQ/meSCObd+c5KzW2unLzl0OA7MS/TM53dEaqD2jxck/iamRsqleG7jUz+F5fQ6H/U6bjy7UVkDyoEjEZcTszbkCDzP8Vkzwrh6nad6HffaOXQAANiEzwxcO23vtNWxnTlw7dNr6G8SrbWW5DlJHjRw27lJ7rG3MdWjJw5cOz3JXaYaCKMyD2zGbyX5+MD1ey/Y3tBzHPp9r8JzPD7MA+N76MC1l1TVFyYbyfi8D7ALes2r2zbuvxq4tov5Zduez6Z/H6yH97qR7Mg+D+MRe5ey94Xa5yW50gGXn1ZV75l4SBxP4m7x/l9dVZ8bo7OqenOG3/e/a4x+ADZEjhnJjqyr7JcvRnxthrr07hBj41Pzhfl6zQe9jpvdI69firoDGyIOF+9fHYKxicODPTfJteZcuyDJ91bVf1qm4ar67ST3SnLhnFtukuQ3lmkbjglrSnomr45EDdT+8RLE32aokZKIv3VQP4Xl9JpHeh03cuBorAHlwBGJy82wNmSIuByfNSOMq9e80+u4186hAwDAJgy9nCXJNdbQ51CbW/NytoRnJfmJgesfzWyj+CMTjWd0e38x5wMDt9xpqrEwKvPABlTV3yV51cAti8bT0O/tmgu2dVQ7/xyPEfPAiFprd0lys4FbnjPVWNbB+wA7ote8um3j/tAKP7usbc4v2/Z8Nv37YD28143n2O/zMCqxt99jktzhgP/+/iRPnnYoHGPibvH+3zJyn0Pt3WbkvgCmJMeM59ivq+yXL0x8bYC69E4RYyNS85XDOFSv+aDXcbN75PX9HhN1B6YnDhfvXx2CsYnDy2it3SHJ/QZueejeoR1Lq6o3JvmXA7c8vLV2k1X6gI5ZU9IzeXU8aqD2jxcl/jZAjZQ94m9E6qfyHyvpNY/0Om7kwDFZA8qBYxGXG2BtyCHE5YisGeVL1qLXvNPruNfOoQMAwOSq6isZfiG63hq6/fqBa12e3Npae1qSRwzc8snMNoo/ONGQ1unsgWs3nWwUjMY8sFFjxtPQ7230Z9hau3qS0wZu+dTYfbI+5oHRDZ2++2dVNfZfrtsE7wMcd5Pm1T1jzIvb9j7w8cgvR+1/mz9XdMR73Th2bJ+HEYi9k1prN07ylDmXH15VF0w5Ho4vcXeK85IcFl9/MnKfbx+4doOR+wKYjBwzjh1bV9kvPyLxtVHq0jtAjI1OzReG9Vr3ksfogrx+kroDmyIOT3Fe1CGYmDg80OMGrr25ql48RidV9V8y/+CPluSxY/QDHep1LQzy6kjUQL/G/vECxN9GqZHuOPE3OvVTWF6v60n5r1Ny4DisAb9GDhyBuNwoa0MOJC5HZ80I47OWPIKe8qVDBwCATfnQwLXrr6G/oTaHxrKVWmtPSfL4gVs+neR7q+p9Ew1p3c4ZuOYL/P0yD2zGUDxdt7V25QXa2qZn+KmqOn8NfbJe2/QZ6nYeaK2dmeQHB2557lRjWTPvAxx3U8+Jh7V71Hlxm+byS94HtmlMm84vvX6u6I+4W8EO7vMwHrE384wkpx/w319QVa+fejAce+JuT1VVknMPuW3sLx8OfdlmXV9aApiKHLOCHVxX2S9fjPjaDHXp3bFNz6fbGFPzTSKHcbhe617bNE/KYxxmmz6v6g7sKnG4Rx2CDRKHe1prl09y34FbfnXkLp86cO2ftNbayP1BD3pdC8Ml5NUVqIHuY/94ceJvM9RISbbr2XUbf+qnSeQ/VtPrenKb5lD5b3Hb9Py6y4HWgPvIgeMRl5thbciQbXqm3calNWMS+ZL1sJY8mm7y5RU2PQAAYGd9KMl3zrn299bQ31CbXS1+W2tPTPLzA7ecl+SeVfXeaUY0iaEv8J852SgYm3lgMw47Be/MJBcesa2h35tnyFGYB8bxI0nOmHPtwiQvnHAs6+R9gONuaB66bmvtzKr6wlid7RXSrjNwy7lHbGob3wfkl6P1v82fK/oj7pa0o/s8jEfszcz7csxft9Yes2Lb1xi4drVD2n9DVf2fFftn+4i7/T6Y5GYD188bub/PDlw76B8BA+iJHLOkHV1X2S9fjPjaDHXp3SHGxqHmK4dxuF7rXvIYPZHXZ9Qd2CRxuJ86BJsgDk+6Xeav1f4uyetG7u91e+1e6YBr10py8yR/NnKfsO16XQvDJeTVJamBnsL+8eLE32aokZKIv7Gon8p/rKbX9aT81zc5cEnWgKeQA8cjLjfD2pAh4nIc1ozyJethLXk03cytDh0AADblzweu3XQN/Q21+Rdr6G8tWms/leTJA7d8Icl9juFfKhn6Av9pk42CsZkHNmMonpLFYmroGd6ktdaqqhZo7zCe4fFjHhjHwwauvbyqPj3ZSNbL+wDHWlV9qbX24cz/y+s3SfKOEbscmhPPraovH7GdbXwfkF/2dPy5oj/ibgk7vM/DeMTesKEv3I7h65I8Y+D6Y5OI3+NH3O333iTfN3D9gpH7G2rP91+A3skxS9jhdZX98sWIr81Ql94dYmwcar5yGIfouO4lj9ETeX2YugNTEIf7qUOwCeLwpKGxvbuqzh+zs6r6YmvtPZkddnCQW8WhA+yYjtfCcAl5dQlqoAeyf7w48bcZaqQk4m8s6qfyHyvoeD0p//VNDlyCNeCB5MDxiMvNsDZkiLgchzWjfMkaWEseWTdz6+U2PQAAYGe9c+DabcfsqLV2WpKbzblc6eQvYLTWHp3k1wZuOT/J91fVWyca0pS+buCaLyz2yzywGUPxlCwQU1V1bpLPzLl8ZsY/5W/oczH0eWJ7mQdW1Fq7VeafYpwkz51qLBPwPsAumGxePKS9I+fVLX0fkF/26+5zRZfE3YJ2fJ+H8Yg9mJ642++wLwhdfeT+zhq4Zm8A6J0cs6AdX1fZL1+M+NoMdendIcZWpOb7NXIYR9Fd3UseozPyOmyeONxPHYJNEIcnXXPg2ifX1OdQu0PjgeOsu7UwXIq8uiA10Lm8jy9O/G2GGimJ+FuZ+unXyH+sqrv1pPzXPTlwQdaAc8mB4xGXm2FtyBBxuSJrxq+RL1kXa8nDdZMvHToAAGzKnwxcu01r7Yoj9nW7JJefc+0vq+rzI/a1Fq21hyf5zYFbLkjyA1X1xomGNLXrDFz7wmSjYGzmgc0Yiqck+eKC7Q39hZ7bL9jWYYbaG/o8sb3MA6sbOn33Q0leN9VAJuB9gF0wNC9uc17dtvcB+WW/Xj9X9EXcLcA+DyMSezA9cbff2w65ftgXZRd11sC1z47cF8DU5JgFWFfZL1+Q+NoMdendIcZWp+Y7I4dxFL3WveQxeiGvw+aJw/3UIdgEcXjSmQPXPremPs8buHbWmvqEbdfrWhgSeXUhaqD2j0cm/jZDjZRE/I1B/XRG/mNVva4n5b9+yYELsAaUAyciLjfD2pAh4nJ11owz8iXrYi15uG7ypUMHAICNqKqPJXnfnMunJ7njiN3dY+Da60fsZy1aaz+e5LcHbrkwyQOqauv/X1Yw78TEJPmryUbBqMwDGzMUT5+qqgsWbG/o9zf0e19Ia+0GSb5lzuUvJHn7WH0xHfPAalprV07yzwZueV5V1VTjmYD3AXbBJHn1CO0tOi9u1fuA/HKKXj9XdETcHZ19HsYk9mB64m6/qjo3yQcGbrnJyF3edOCavQGga3LM0VlXJbFfvhDxtTHq0jtCjK1GzXcfOYyj6LXuJY/RBXkdNk8c7qcOwSaIw32G9m+uvqY+zxq4duGa+oRt1+taGOTVBaiBJrF/PCrxtzFqpIi/Famf7iP/sape15PyX6fkwKOzBkwiB05CXG6MtSFzicvVWDPuI1+yLtaSA3rLlw4dAAA26bUD1+43Yj9Dbf3PEfsZXWvtR5I8N0mbc8tFSX6wql4z3ag24j4D1/7vZKNgHcwD0xs7noae4X1ba2OtO4ee4f+uqq+M1A/TMw8s74FJrjHn2leT/OcJxzIF7wPsgrcnOW/OtRu11m4+RiettVskueGcy5/N4ifnbuP7gPxyUq+fK/oj7g5hn4c1EXswPXG339kD1+4wcl9D7Z0zcl8AmyDHHMK66mvsly9OfE1PXXq3iLHlqfmeJIdxFL3WveQxeiKvw+aJw/3UIdgEcTjzmYFr11lTn9cduPbZNfUJ267XtTBcQl49hBro19g/Hp/4m54aKZcQf8tTPz1J/mNVva4n5b++yYGHsAb8GjlwOuJyetaGHEZcLs+a8ST5knWxlhzWVb506AAAsEkvG7j2oDFe0Fpr35rkO+dcPj/DL4kb1Vr7x0lekPnvbF9J8sNV9QfTjWp6rbVbZv6pXknylqnGwlqYBybUWrtSku8buGWZeHpnkg/PuXa9JHdfos2D/MjAtaHPEdvPPLC8hw5ce/XeCcfHgvcBdkVVfTXJ0Pv9UD5cxFA7v783jkVs4/uA/LKn488V/RF3A+zzsEY7H3tVdZuqauv4k+RGA11/+JCff+ZEvwKmt/Nxdxm/N3BtrLVAWmtXS3K7gVveOlZfABskxwywrpqxX7408TUhdemdJMaWp+Z7khzGoTque8lj9GTn87q6A1tg5+PwMtQh2ARxOHPuwLVbt9ZOH7Oz1tpVk9xq4JZ579RwrHW8FoZLyKsD1EBn7B+vjfibkBoplyH+lqd+epL8x0o6Xk/Kf32TAwdYA87IgZMTlxOyNuSIxOXyrBlPki9ZC2vJQ3WVLx06AABs0okkH5lz7ZuS/MAIfTxy4NrLq+qLI/Qxutba/ZL81yRXmHPLxUkeXFX/33Sj2pinDFy7MMkbpxoIa3Ei5oEp/WSSrx+4/r8WbbCqKsmLB24Z+v0fSWvtO5Lcac7lLyfZhbnwODsR88DCWms3TvI9A7c8d6qxTMT7ALvkRQPXHtZau/Iqje/9/FAxbaj/A23p+8CJyC+X1t3nii6diLg7kH0e1uxExB5M7UTE3aW9IfP/wZHbtNZuP1I/D0ly2pxrX0ryppH6AdikE5FjDmRdtY/98uWciPiakrr07jkRMbYwNd995DAW0V3dSx6jMycir8OmnYg4vDR1CDbhRMRhkvzpwLUrJbnHyP3dM8kVB66/Z+T+oCfdrYXhUk5EXj2QGug+9o/X40TE35TUSLm0ExF/C1M/3Uf+YyzdrSflv+6diBx4IGvAfeTAaZ2IuJyStSFHcSLicmHWjPvIl6ybteQBesyXDh0AADamqi5O8vyBW36+tdaWbb+1dv0Mv1Q+Z9m216m19r1Jfi/zvyxbSX6iqn53ulFtRmvt7kn+4cAtr66qz081HsZnHphOa+06Sf7twC1/m+R1Szb//MyKWAe5f2vtNku2e4lfGLj2kqr6worts0HmgaU9NMm838snkrxywrGslfcBdtDrknxozrXrJnn4iu3/q712DvLBJK9fst2teh+QX07R6+eKjoi7g9nnYd3EHkxP3O2392Wc/zRwy+NX7aO1dqUkjxq45ZVV9eVV+wHYNDnmYNZVJ9kvX574mo669G4SY0tT8z1JDmMRvda95DG6IK/D5onD/dQh2ARxOFNVf5vknIFbfnrkLn9m4Nr7q+oTI/cHPel1LQzy6hxqoCfZP14f8TcdNVIuS/wtTf30JPmPsfS6npT/OiUHHswa8CQ5cHricjrWhhyVuFyaNeNJ8iXrZi15sO7ypUMHAIBNe1aSL825drvMXgyX9cwkZ8y59taqesMyjbbWntRaqzl/zl12sHtt/4Mkr0gy7xSvSvLwqnrBKv30oLV20yT//ZDbnjXFWFg788CatdZOT/I/klxr4LbfrqqvLNN+Vb0/80/Zu1ySZ7fWLr9M262170vygHldJ/n1Zdpl65gHFuv78kkeMnDL7ywbz9vG+wDbbF3zQFV9NcnTBm550l6hb2F7P/ekgVt+fa9IubAtfR+QX/b0+rmiS+Juf9v2eZiK2IPpibv9np3kvDnX/mlrbehLbkfxi0m+9ZD+AY4LOWZ/29ZVe+yXj0J8rZm69M4TY4v1rea7nxx2DKl77SeP0Rl5HTZPHO6nDsEmiMOZee+wSXKX1tqDlmx3n9bajye5/cAtLx2jH1g3a2GYS17d37Ya6B77x5MQf2umRsoA8bdY3+qn+8l/O8Z6cj/5r3ty4P62rQH3yIEbJS7XzNqQJYjLxfq2ZtxPviSJteRlyZencugAALBRVfW3Sf79wC2/0Vr7zkXbba09IskPDtzypEXbXLfW2u0zOy3v9IHbHlVVW3FSYGvtaq21F7bWbr6Gtm+b5DVJrjFw2xuratnTyNgi5oGZ1tqzWmv3XkO7107yB0n+/sBtn03ymyt29ZQkX51z7U5Jnrpog621GyX5nYFbXlJVf75ou2wf88DC7pvkG+ZcqyTPm2og3gdgbZ6f5MNzrn1dkpe01q6ySIN7978kyVlzbjk3w3n3KLbqfUB+OUWvnys6Iu5O6m2fh76JPZieuNuvqj6f5NcGbnlOa+0Wy7TdWvtHSX5q4JY3LvtlR4BtJMec1Nu6yn759hNfM+rSp1KXHocYW5ia70lyGMvote4lj9EFeR02Txzupw7BJojDr3le5r/DJsnzW2t3WKWD1trdkvyHgVsuzmwNALuu17UwyKuXoga6r237xxMQfzNqpKeyt7x+4m9h6qcnyX+Mrdf1pPzXKTnwJGvAfW3LgRskLmesDU8lN26OuFyYNeNJ8iVTsZbc03O+dOgAALANnpLko3OunZbkNa21Ox+1sdbaT2b4JLaXV9XZC4xv7Vprt0pydpIzB257XFU9e6IhHcXlkvzzJO9trb2stXaPZU/wukRr7Yqttccm+eMkNxi49e+y2mmMbJ+dnweS/IMkZ7fW3tFa+2ettauu2mBr7b5J/jTJ3Q+59aer6tOr9FVV70kyNEc9obX271prR1qHtta+Lcnrk1x7zi3nZ/gv+dAf88DRPWzg2om9Uzen4n0A1qCqLkjy2IFb7pLkFa21qx+lvdbaWUlesfdz8zxmr9+lben7gPyyp9fPFV3a+bjrdJ+H/u187MEGiLv9npbkL+Zcu3aSN7TW7rRIg621n0jy35LM22v4SobfcQF6tfM5ptN1lf3yPux8fEVdeh916dGJsaNT852Rw1hKr3UveYzOyOuweeJwP3UINmHn47CqPpTkhQO3nJbk9a21H1+m/b1/+OTsJFcauO0lVfW+ZdqH46TXtTBcys7nVTXQGfvHG7Hz8Rc10n3sLU9K/B2d+umM/Mfoel1Pyn/d2/kcaA04IwdulZ2Py1gb7iM3bgVxeXTWjDPyJZOxlpzpPV9eYdMDAACoqi+21h6W5FVJ2gG3XCPJidbaM5L82t4pfadord0iyS8n+YcD3f1NkkeuOORR7b0Ivzazk7vmeXeSaq09Zo1DeX5VfX6Jn2tJHrD3529bay9P8vtJ3lFVHztSA63dIMkPJXl05p8oeGmP3tZTvVjOrs8Dl3HbJC9KckFr7TVJXprZhtAHquriw364tXaNzE7nfNxeW4f53ap67grjvbSfT3KfJDeZc/1nk9yltfbTVfWWg25orV0tySOS/NskZwz09diq+sgqg2W7mAeOprV2vSTfP3DLWPG8KO8DrGwvB/zEAj/yXUPXFnx3XvZdeG2q6mWttd9N8sNzbrlXkne11n4mye9V1Skn7bbWrpDkgZmdtHvDge5eXFWvWHHIl9iq9wH5Zb+OP1d0ZNfj7hjs89CpXY892ARxt19VXdRa+9Ekf5Tkygfccs0kb2qt/U6SX6mqvzyondZaS3KHzH4nh33p9slV9Y7lRw2wnXY9xxyDdZX98i226/F1GerS6tKjE2NHo+a7jxy2APXU/Tque8ljdEFeh80Th/upQ7AJ4vBrfjrJ/ZJca87105M8v80OHviNJK+sqq/Ma6y1dqUkP5DkCZnF45Dzkjx+0QFzfFgL79fxWhh2Pq+qgdo/3qRdj7/LUCO1tzwp8Xc06qf7yH8jsZ7cr+P1pPzXqV3PgdaAcuA22vW4vAxrQ7lxK4jLo7Fm3Ee+XDNryf2sJfvPl62qNj0GAIAkSWvtyUmeeMhtFyX5wyTvzGwhe4Uk35jkTkluc8jPfjXJfavqtSuO80lJ/p85lz9cVTdcsL0bJvnQKmMayY2q6tyj3ry3yf3ZQ277myTvSvLXST639+eLmZ3Ee40k18ts0fRNC4zzqVX1swvcT0d2dR7Ya/NdSW49cMv5mRWO3p/Zl+c/l+TzSa6UWTxdK7PN6Fvk4I3Eg7w+yf2q6suLjneeNjtx+80ZXignyTlJ3pjkw0kuzOwv+9wqyfdkdtrqkP9SVQ9ZcahsqV2eB47Y788k+ZU5lz+b5Pqrnti54HjOivcBRrLh9+KF3oWTaeaB1tpVk7wtybcdcusnk/zvzPLrJfF1s8zy6nUO+dk/T3KHqvriaqM9aRvfB+SXfX10+bmiP7sad73u83B87GrsrcshMb0142SzxN0p/fx4kucf4dY/z2zd8InM9jmvmdmX4+6e5PpH+Pn/nuSHypdegGNsV3NMr+sq++V92dX42mvzXVGXVpdes12OsSP2q+Y7I4ctSD31wD66rHvJY/REXh+XugPLEIen9KMOweTEYdJau0eSszP7/zrM+UnemuTPknwms3fwq2W2fvz2JLfP4e+zSXJxkvtX1auWGTPHg7XwgX10uRaGS+xqXlUDtX+8DXY1/vbafFfUSO0tb9Aux98R+1U/nZH/RmQ9eWAfXa4n5b++7WoOtAaUA7fZrsblXpvvirWh3LiFdjkuj9ivNeOMfDkBa8kD+7CWnG/r8+VRvuABADCJqvqF1tp1kjx84LYrJrnH3p9FXJzkwasufFnYtZPcc6S2Lk7yxKr6dyO1xxYyDww6I8kd9/6M4aVJ/vmYG9NJUlXvbq39QJJXJrnKwK032/uzqD9I8rBlxkYfzAOHGjoN9UVTboQvwPsALGnvdPJ7ZlYAvPHArddN8qAluvhAknuO/ZeCtvF9QH45qdfPFf0Rd7AZYg+mJ+72q6r/3Fq7epJnHHLrzff+LOPlSX7UP/QDHHdyzLFkv3xLiK9B6tIz6tIrEGOHUvOVwxhJr3UveYyeyOuweeJwP3UINkEcJlX1utbaDyd5cWb/r0POyOyAj7uv0OVXkzzEgQNwql7XwnAJefVYsn/cCfE3SI10xt7ymoi/Q6mfyn9MoNf1pPzXNznwWJIDOycuB1kbzsiNExOXh7JmlC/ZIGvJubrIl5fb9AAAAC7jXyf55SRjfkH7C0n+SVW9eMQ2mdZfZ3ZaooXvbjAPrNeXkjy+qh449sb0Jarq9ZltfH1y5Kafn9lzvGjkdtk+5oEDtNa+O8m3Dtzy3KnGsiHeB9hJVfXRJHfN7OTfMb01yV2r6mMjt5tka98H5Jc9vX6u6JK4g80QezA9cXcpVfXMJA9OMvb+YyV5ema/lwtHbhtgW8kxHMR++TjE13qpSyPGDqDmK4cxvl7rXvIYnZHXYfPE4aWoQ7AhOx+HVfV7Se6c5Jw1d/X+JN9dVf/vmvuBbvW6FoZL2fm8yoHsH09D/K2XGilDxN8B1E/lP6bV63pS/uueHMhB5MDNEpfrZW3IMsTlAawZ5Uu2g7XkKbrJlw4dAAC2Ss38fJL7Jzl3hCb/MMntq+plI7TFfmNuUMxzXpKnJPm2qvqfE/THFtjheeDiNbf/lSQvTHLzqnr6mvtKVb0pye2SvGKE5v4myY9V1UOr6u9GaI8tt8PzwGGGTrd8e1W9e7KRnOR9ACZwqQ34X0uy6qbzRUl+NbO/lLfWvxS0be8D8st+vX6u6Iu4g80QezA9cXeqqnphktsneeNITZ6T5N5V9fiq+upIbQJsPTmmK/bLO7PD8aUuPZ+69Ih2OMYOo+Yrh7EGvda95DF6Ia/D5onDU6lDMDVxOFNVb09y2yTPSHLByM1fmORZSW5dVX80cttw7PS6FoZEXu2M/eNjZofjT410PnvLE9nh+DuM+qn8x8R6XU/Kf/2SA7siB+6IHY5La8P55MYN2+G4PIw1o3zJlrCWTNJhvnToAACwlarqlUlunuRxST60RBNvzuwUqO+uqnNGHRxJkqr6XJKvT/KgJP8hyZ8lGeML9l9N8qbMTl+8QVX9QlWdP0K7dGYH54G7JrlPkqdmNvaxTqs9J8mTkvy9qnpwVX14pHYPVVUfraoHJPneJK/J4ptmn0zyi0luWlUvGHl4dGAH54G5WmtXT/LAgVs2cvqu9wGYTlVdWFX/Jsm3J3leFv8Le1/ObK749qr6maq6cOwxHmQb3wfkl5N6/VzRH3EHmyH2YHribr+qem9V3TXJA5KcWLKZtyV5cJJbVtVrRxoaQHfkmO1nv7xfOxhf6tKnUpdeox2MsbnUfOUw1qvXupc8Rk/kddg8cbifOgSbIA6TqvpyVT0uyTckeUKSv1yxyQ8k+TdJvrGqHl1VX1p1jLArel0LwyXk1e1n//j42sH4UyM9lb3lDdnB+JtL/VT+Y3N6XU/Kf32TA7efHLh7djAurQ1PJTdumR2My7msGeVLto+1ZH/5slVNcVAKAMDyWmuXS3L7zDZtbpvkZkmuneSqmS2Uvpjko0n+IrNF76uratUvrbKE1tppmS0Gbp3kJkm+Kck3Z7ZIvmqS05OcltnJnxdkdqLex5P8VZL3Jnlnkj+sqvMmHjpbbhfngdba5TOLo1tnthn4zZnF1DcmuXpOxlNLcmFmv4NPJPlIZr+HP03yhqr6q8kHP0dr7ZuS3DfJXXLy/+nMJFfMbPyfSfK+zMb+miRvqqpVTzXkmNjFeaBX3gdgGq21qyW5V5K7ZxZz35LZO8JpmW20fy7J+zMrUr0uyWur6vObGe1J2/Y+IL/s1+vnir6IO9gMsbec1tpZSR4z5/J5VfXMyQZDd8TdqVprN0hy7yR3TvJtObkeuEpme5znZbY/cE6StyQ5u6rO3cRYAbaZHNMP++X92cX4UpdWl57SLsZYr+QwjoNe617yGL2Q15ej7sCYxOGp1CGYmjg8qbV24yR3yOz3cesk10xy1t6fM5Kcn1kMnpfk05m9z749yduq6v1TjxeOq17XwpDIqz2xf3z87GL8qZHaW94Wuxh/vZL/OO56XU/Kf/2SA/shB+6OXYxLa0O5cdvtYlz2Sr5kV1lLbj+HDgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQKcut+kBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAy3HoAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAdMqhAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA0CmHDgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQKccOgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJ1y6AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHTKoQMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANAphw4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAECnHDoAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACdcugAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAB0yqEDAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADQKYcOAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABApxw6AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAnXLoAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAdMqhAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA0CmHDgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQKccOgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJ1y6AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHTKoQMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANAphw4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAECnHDoAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACdcugAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAB0yqEDAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADQKYcOAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABApxw6AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAnXLoAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAdMqhAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA0CmHDgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQKccOgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJ1y6AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHTKoQMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANAphw4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAECnHDoAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACdcugAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAB0yqEDAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADQKYcOAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABApxw6AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAnXLoAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAdMqhAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA0CmHDgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQKccOgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJ1y6AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHTKoQMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANCp/x8jzXLPtyQyPgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 6120x444 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithms = ['PEBBLE (20K)', 'PEBBLE (10K)', \n",
    "              'PrefPPO (20K)', 'PrefPPO (10K)']\n",
    "fig, axes = plot_interval_estimates(\n",
    "  aggregate_scores, aggregate_score_cis,\n",
    "  metric_idx=0,\n",
    "  algorithms=algorithms, xlabel='Normalized Score')\n",
    "\n",
    "plt.savefig('./figure/figure1_sweep_iqm.pdf',dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 6120x444 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithms = ['PEBBLE (20K)', 'PEBBLE (10K)', \n",
    "              'PrefPPO (20K)', 'PrefPPO (10K)']\n",
    "fig, axes = plot_interval_estimates(\n",
    "  aggregate_scores, aggregate_score_cis,\n",
    "  metric_idx=1,\n",
    "  algorithms=algorithms, xlabel='Normalized Score')\n",
    "\n",
    "plt.savefig('./figure/figure1_sweep_med.pdf',dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 6120x444 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithms = ['PEBBLE (20K)', 'PEBBLE (10K)', \n",
    "              'PrefPPO (20K)', 'PrefPPO (10K)']\n",
    "fig, axes = plot_interval_estimates(\n",
    "  aggregate_scores, aggregate_score_cis,\n",
    "  metric_idx=2,\n",
    "  algorithms=algorithms, xlabel='Normalized Score')\n",
    "\n",
    "plt.savefig('./figure/figure1_sweep_mean.pdf',dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 6120x444 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithms = ['PEBBLE (20K)', 'PEBBLE (10K)', \n",
    "              'PrefPPO (20K)', 'PrefPPO (10K)']\n",
    "fig, axes = plot_interval_estimates(\n",
    "  aggregate_scores, aggregate_score_cis,\n",
    "  metric_idx=3,\n",
    "  algorithms=algorithms, xlabel='Normalized Score')\n",
    "\n",
    "plt.savefig('./figure/figure1_sweep_opgap.pdf',dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}