Figure1_Q.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 = 'quadruped' # '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": 6,
   "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": 7,
   "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 (2K) (Skip)', 'PEBBLE (1K) (Skip)', \n",
    "              'PrefPPO (2K) (Skip)', 'PrefPPO (1K) (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": 8,
   "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 (2K)', 'PEBBLE (1K)', \n",
    "              'PrefPPO (2K)', 'PrefPPO (1K)']\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_quad_iqm.pdf',dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5PGettZbk5zu6vHzSLwLDDubzwDPTveHcXfez4VySVNV7MtjA/P9GdPmuJI/ezzGHcX1mD96zHc57trB41iA7qBFYg7AneWPO1CJYM3LGgHrHFmsNYEyuHxPyOVc2jFyxg7qWtSZDyRVzppbFkjL3D/hqkickuUpVPWDSDfaTpKo+lOSGSd7f0e0q8dqDxZMDJqSuwJqQA3ZYtXoBzIA8MOA7tjvYZB8A2LfW2mUyuJvYKI+pqn/b73Gr6veT/E1Hlyfs95hL6teTXHvI47+Z5OR+Q4EB83q3rbvVvSSj7y73oqq6f1WdN6sxq+r8WR0LEnN7h7t3tH0+yf2rqiY58NaHuO6V5Esd3X56kmPDEJXkc0n+PslvJPmpJJerqqtW1Z2q6req6vVVNerDguvmvklOGNF2WpK7VdXZ+zlgVZ2VQc74+oguJ6T7Q2EAC2UNODV1G1aKOb+bmg7rzJzfRq0HOsgXu63oGuE3MnpDnncn+ZX9HrCqPpnu2tbdW2vfvd/jMj/mc29+PKNrzUmyr82vYBjzeaC1dlKSH+no8rSq6vpA/khV9dEk9+no8tjW2jGTHPsgrs8k3rPdyXu2sMSsQXZTIxiwBmEUeaM3ahGsBTljQL1jN2sNoIvrx9R8zpWNIFfspq41YK3JweSK3qhlsVTM/YuckeTJSU6oqidW1ddmcdCqOiODz0F8vqPbQ1tr9q9kIeSAqakrsNLkgN1WtF4AE5MHtvEd2x28SAEAJvGwJEeOaPtAkudNcexHJjlzRNuNW2s/OsWxF661dt0Mv+Pb+5M8q99oYBvzerf/l9F3q3tnkof0GAtMytxO0lpr6f7iwu9sfUF7Ylt3bPydji4nTXN8uFBVfbqqrlJVd6iqJ1fVa6vq1EXHtQhbH8B4dEeXJ1bV5yY5dlWdkuSJHV0e4wMgwBKzBpyQug0rypzfTU2HdWbOR60HxiRf7LZSa4TW2olJ7jyiuZI8dNIPOVfVPyR59aihM8EXmJkr87kf9+to+3BVvbu3SFhn5vNA1zX3o5nyCwhV9fokLx3RfGySh056bNdnLuQ92wO8ZwsrwRpkNzWCC3/ZGoTh5I1+qEWwLuSMAfWOYb9srQGM5voxIZ9zZcPIFbupa134y9aaHCBX9EMti2Vj7g/csap+Y2tT/Jmqqi8m+bWOLldO8kOzHhfGJAdMSF2BNSEH7LZS9QKYAXkgvmM7ig8VAwD7srWoum9Hl6ds3X1oIltfjHpxR5f7T3rsRWutHZrkj5McvqPp/CQPcHc2FsW83q21dqUkvzSi+VtJ7j3LuzPCPJjb21wlydEd7a+a0Th/19F26dbaFWY0DjDwY0muMaLtS0meP+Xxn5dk1GYYJya52ZTHB5g5a8DJqduwisz53dR0WGfm/DZqPdBBvthtRdcI983oz/b9Y1W9f8rjP6mj7e6tta48S0/M53601o5PcoeOLi/qKRTWmPk80Fo7IsmtO7o8p6rOmcFQT+9oe9DW+ZiE6zPs5j1bWGLWILupEQxlDcJF5I1+qEWwLuSMAfWOPVlrANu4fkzO51zZJHLFbupaQ1lrbji5oh9qWSwbc/+Aqjp7zkO8NMkpHe3er6d3csDk1BVYB3LAbitaL4CJyQPb+I7tEDbZBwD266Qk3zai7ZTMZlH1nI62O7bWLjmDMRbhUUluOOTxZ8/gjWCYxkkxr3f6xSQXH9H23Kr6eJ/BwIROirl9oa5izOeq6jOzGKSqPpXk/zq6XGkW4wAX+dmOthdN+wGRrd/v+pBX1/gAi3JSrAEnpW7DKjop5vxOajqss5Nizl9IrQe6nRT5YqeVWiNsfejznh1duv79x1JV/57kXSOaj0hyp2nHYCZOivnch3sludiItm8leVmPsbC+Tor5nCQ/lGRUHGcl+dNZDFJV/5XkX0c0Xy3Jj+73mK7PMJL3bGG5nRRrkJ3UCHawBmGHkyJv9EEtgnVxUuSMRL2jk7UGMMRJcf2YlM+5sklOilyxk7rWDtaaRK7oi1oWy+akmPu9qKpK8o8dXa7bVyxwkJMiB0xKXYF1cFLkgJ1Wql4AM3BS5IEL+Y7tEDbZBwD2644dbX81zR2cLlRVH0vy7yOaL5nkx6cdo2+ttW/P8DuifzrJb/QcDuxkXh+ktXZkkgeNaD4nydN7DAemYW4fMKognCRfmvFYX+xoO3LGY8HG2rpb+u06uvzFjIbqOs7tW2vqq8CysQacgLoNK8ycP4iaDhvAnD9ArQe6yRcHWdE1wvcmOWFE2xeTvGVG43TVvrqeR/THfO7H/Tra/q6qvtJbJKwz83ngRh1t76uqM2Y41ls72u48wfFcn2EH79nCSrAGOYgaQSdrEC4kb/RDLYJ1IWcMqHfszVoDOJjrxwR8zpUNJFccRF2rk7XmZpMr+qGWxbIx9/s16t8hGdz4EfomB0xAXYE1IgccZEXrBTAteeAA37EdwgeKAYD96lrcvWaG43Qd6ydmOM7cbd1t/YUZ3PV8p4dU1Td7Dgl2Mq+3u12SY0e0/W1Vdd1VDZaJuX3A6R1tZ894rLMmjAPYnxskOW5EGp/+zAAAONNJREFU26er6sOzGKSq/iuDN4iHudRWHADLxBpwn9RtWHHm/HZqOqw7c/4AtR7oJl9st4prhK5z+LqqOn9G4/xjR9vNWmuHzWgcJmc+z1lr7cZJrt3R5UV9xcLaM58Hvruj7V0zHuvdHW23muB4rs+wm/dsYflZg2ynRjCaNQgXkjfmTC2CNSNnDKh37M1aAziY68c++ZwrG0qu2E5dazRrzc0mV8yZWhZLytzvV9dmmsf0FgUcIAfsk7oCa0YO2G4V6wUwLXngAN+xHcIm+wDA2FprV0zyXSOaz0ryzhkO96aOtpvPcJw+PDDJSUMe/6uqem3PscA25vVQ9+ho+8veooApmNu7dN1d8fgZj3XZjrYvz3gs2GRd+aUrL03izRPGAdAra8CJqduwksz5odR0WFvm/C5qPTCCfDHUKq4Reql9VdXJST45ovmY2Kx0oczn3ty/o+2TSd7SVyCsL/N5m6t2tP3vjMf6WEfbt7fWrrbP47k+w27es4UlZg0ylBrBCNYgJPJGj9QiWAtyxjbqHXuw1gAu5PoxMZ9zZaPIFUOpa41grbm55IreqGWxVMz9hThn0QHAheSAiakrsBbkgKFWsV4AE5MHdvEd2yFssg8A7EfXG4n/UVWzLI7+e5JRdyG/Zmvt6BmONTettaskedqQpq8l+cWew4FhzOuDtNYultF3qzs7yRt6DAemYW4fZOvuqp8d0XzV1tolZjFOa+2IJFcZ0XxqVX1+FuMASbrz3L/NeKyu4/mwJbBMrAH3Sd2GFWfOH0RNhw1gzh9ErQc6yRcHWeE1wvd3tKl9bQ7zec5aa0cluXtHlxdXVfUVD2vNfD7gUh1tX5vxWKft0X7DfR7P9Rl2854tLDdrkIOoEYxFrkXemDO1CNaMnHGAesd4rDWAxPVj33zOlQ0lVxxEXWss1pqbSa6YM7UslpS5378rdLSd3lsUMCAH7JO6AmtGDjjICtcLYBrywEF8x3Y4m+wDAPvxfR1t75/lQFV1ZpKPjGhuSb5nluPN0fMyuNP5To+pqq67QEFfzOvtbpTkyBFt76yqs/sMBqZgbu/2lhGPXyLJj8xojJOSXHxE2z/PaAxgoLc8l0Hxe5TvnfFYANOwBtw/dRtWmTm/nZoO686c302tB4aTL7ZbuTVCa+1qSY4f0fyNJP874yHVvpaX+Tx/90hy1Ii285P8SY+xsN7M5wOO6Gj7+ozHOm2P9q6NPbZxfYaRvGcLy80aZDs1gr3Jtcgb86cWwTqRMw5Q7xiPtQaQuH5Mwudc2URyxXbqWnuz1txMcsX8qWWxjMz9/nVdSz/VWxQwIAfsn7oC60QO2G7l6gUwA/LAbr5ju4NN9gGA/bhWR9tH5zDexzraumJZCq21eya5zZCmt1XVi/uOB0Ywr7fremH4zq5fbK1dtrV2s9baz7XWfqG19uCt//6x1to1Zhwn7MXc3u2POtoeNqMxuu7W7AMjMCNbdzk9oaNLV06aRNfxrj6ru7cCzIA14D6o27AGzPnt1HRYd+b8bmo9MJx8sd0qrhG6/t0+VlU14/GW/RxuMvN5/u7X0fbaqvp8b5Gw7sznA87raJv1+y17He86+ziW6zPs4D1bWAnWINupEext2c8h8ydvzJ9aBOtEzjhAvWM8y3wOgf64fuyDz7myweSK7dS19rbs55D5kCvmTy2LZWTu9++nOto+1FsUMCAH7IO6AmtIDthuFesFMC15YDffsd3hsEUHAACslKt3tH18DuN1HbMrloVrrV0mybOHNH0ryYN6Dge6mNfbXb+j7T92PtBau3KSBya5U/b4QHJr7asZ3Hnt75K8cutudTAv5vYOVfXO1trbMrg74k63ba39ZFW9dtLjt9bumOSWI5r/O8k/TXpsYJeuvPKlqjp9loNV1emttVOTXHZIc8tg84hRd6AF6JM14JjUbVgT5vx2ajqsO3N+B7UeGEm+2G4V1wjOIRfyXJij1tq1k9y4o8sLewrlEq21H0nyg0lukuSqGdSiL5NB/fmsJF9JckoGH/x+fwZfcFKTXi3m8wFd18vjZjzWpfZo388XgZxD2G2d37N1fWZduH5tp0awt2U/h8yf59wcqUWwhuSMA9Q7xrPM5xDoj9wzphX/nKs1J9OSK7ZT19rbsp9D5sPzbI7Uslhi5n6PWms3TfIdHV3e0lcssEUOGNOK1xVgFDlgu1WsF8C05IEdfMd2N5vsAwD70bWom8edhruOuRQLzA6/n8GbMzs9paq67k4FfTOvt7t2R9t/X/gfrbVLJ3lKkvsnOXzMY186yR22fp7ZWvv9JL+rkMScmNvD3S/JB5McNaTt5a21H6uq9+73oFsf0vizEc3nJ7lfVdV+jwuM1HeOu/C4wzZsSAbx+OAVsAysAcenbsM6MOe3U9Nh3Znzw6n1wG7yxXaruEZYpnN4+dbakdY9C7NMz4VlmM+zdv+Oti+kvw/73n3rZ5SLJTk2g82xfuTCB1trn0ry0iQvqqrPzTVCZsF8PuBLHW2Xm/FYex1vP/8Wy3QOXZ9ZFuv8nq3rM+tima5fi16DJGoE47AGYZmec8uQN2ZNLYJ1I2ccoN4xHmsNIFmu3LPo68deVvlzrtacTEuu2E5da2/WmptpmZ5ny5ArZk0ti2Vl7vfrsR1tn03yrr4CgS1ywPhWua4Ao8gB261ivQCmJQ8M5zu2Bzlk0QEAAKuhtXZokuM7uvzfHIb9QkfbFeYw3ky01m6T5KeHNH04ye/0HA6MZF4P9e0dbScnSWvtZhkUkx6S8YtHO106yROS/M/Wi0mYGXN7tKr6ZAbX6HOHNB+d5F9aa7/cWrvEOMdrrV2ytfabSd6c5MgR3X61qt49UcDAKF15ZR45LlmRPAdsLmvA8anbsA7M+aHUdFhb5vxoaj2wnXwx1CquEXqtfVXVaUnO6uhy+VmPyd7M5/lqrV0syc92dHlJVZ3XVzwTunoGeecTrbXfb61dasHxMIL5vMunO9puOOOx9jreEa21Y8c8lusz7OY9291cn1ka1iBDqRHswRpks8kb86UWwbqRM3ZR7xiDtQbg+jG+Df6cqzUncsVw6lp7sNbcPHLFfKllsazM/X5trS9u29Hlhcu4oSbrSw4Y3wbXFVhjcsBQq1gvgInJA6P5ju12NtkHAMZ16SSto/0rcxjzqx1tl57DeFNrrR2T5PlDmirJA6tq2CIUFsW8Pkhr7fgM7lg+zKlVdVZr7Z5J3pjZfajiqkne0lp7yIyOB4m53amq/jHJnZN8fUjzxZI8LclnW2vPaq3dqbV2YmvtuNbaYVv/++2ttbu11v4gySkZFIMPGzZUkl+rqqfP6U+BTdaVV+aR45IVynPAxrIGHIO6DWvEnD+Img4bwJzvoNYD28gXB1nhNcIial9f62hbqry/Qczn+bpDksuMaKskf9xfKFO7eJKHJ/nv1tqtFx0MQ5nP232oo+0mMx7rxmP06fqyxcFcn2E379mO5vrMMrAGOYgawb5Yg2wueWO+7hC1CNaLnLGdesf4rDVgs7l+jMHnXJNYc246ueIg6lr7Yq25WeSK+bpD1LJYTuZ+T1prRyZ5QUeXryd5bk/hwIXkgDGoK7DG5ICDrHC9AKYhD3TwHdsDbLIPAIyra0F31pzuNnxGR9u4H/rr2+8mufKQx59fVe/sOxjYg3m93RU72r7cWrtdkj9NcuiMxz00yR+21n5xxsdlc5nbe6iqf0jyPUneNKLLZZL8YpK/SfLxDD5kde7W//5vkpcn+YUkx434/f9L8lNV9dszCxo4WFeeO31OY65UngM2kjXgeNRtWBfm/HZqOqw7c34Paj1wEfliu1VdI6h9kZjP83b/jra3VdUneotkdq6Q5NWttccuOhB2MZ+3e3dH29VaazPZeG7ry763G6PrLDadc31mU5kXe3N9ZpGsQbZTIxjfMp9H5kvemC+1CNaNnLGdesf4lvk8AvPn+jEen3M9wJpzM8kV26lrjW+ZzyOzJ1fMl1oWy8rc788zknxHR/sTqqrrBjcwD3LAeNQVWFdywHarWi+AacgDe/Ad24FhdwYAABjmkh1t35zTmF0LzCPnNObEWmsnJXnAkKbPJ/nVXoOB8ZjX2x3X0XbJJC/L8OLRBUlel+TVSf41yRczuKPbZZJcKcmPJbljkhvtMf7vtdY+sXVXOJiGuT2Gqjo5yY+31n4oyaOS3CrTx/q5JM9O8odVNa9/a0CeAxhGbtyDug1rxpzf7riONjUd1oE5Pwa1HkgiX+x0XEfbMq8RnEcSz4O5aa1dLYN5PMqL+oply9lJPpLkw0m+lMGGAt9IcnQGHwS/QpIbJ7nKGMc6JMlTW2sXr6onzSdcJmA+b/fvGXzA/goj2h+a5F0zGOdn0r0WuFDX+Rm33yaeR0jWe164PrMO1nmOTuK4jjY1gu2W+TwyX55vc6IWwZqSM7ZT7xjfMp9HYP7knT2s0edcrTmZhlyx3XEdbepa2y3zeWT2PMfmRC2LJWfu96C19tNJHtzR5T+SPLefaGAbOWAPa1RXgGHkgO2O62hb5noBTEMeGIPv2NpkHwAY38U62s6d05hdd4bqiqd3rbUjMnhTqA1pfnhVzevO6jAN83q7Izrarjri8X9N8rCq+o8hbZ/f+nlfkt9prd02ybOSXGPEsQ5J8uLW2nWr6otjRQzDmdv7UFX/0lr7QgZfcHhckqMmOMyZSZ6U5BlzurMlsJ08B7Cb3NhB3YY1ZM5vp6bDujPn90Gthw0nX2y3qmsE55HE82Ce7pfB/Bzma0n+ds7jX5Dk3Ulem+SfkvxHVV2w1y+11k5Icvckj8jgSwxdntha+1RVvWzKWJkN8/kgVVWttVdk8Fwe5h6ttedW1bsnHaO1dqkkTxiz+7j/Hs4j7LZO88L1mXW0TnN0FtQIxrfM55H58nybH7UI1pGccRD1jn1Z2vMI9ELe6bDin3O15mSW5Irt1LXGt8znkdnzHJsftSyWmbk/Z621703ywo4u30rycz5fz4LIAR1WvK4A45ADtlvVegFMQx7Yh03+ju2oogYAwE6Hd7TNa/GzSgvMJyc5ccjjf19V836zCCZlXm938X32/7MkJ40oHu1SVf+Q5AcyeOE5ymWT/NY+44CdzO0xtdZ+orX2tiQfz2DuTVIQSgZ3bHxqkv9rrT2ztXaVGYUIDCfPAewmN3ZTt2HdmPPbqemw7sz5Man1gHyxw6quEZxHEs+DuWitHZLkPh1dXlZVZ89p+P9L8v8lObGqblpVT6mq94/zReAkqaqTq+p3kpyQ5NFJztnjV17QWhtWC6F/5vNuz0tSI9oOTfKnrbVjJjlwa61tHX+vL81faNx/D+cRdluHeeH6zDpbhzk6S2oE41vm88h8eb7NgVoEa0zO2E29YzzLfh6B+ZJ3uq3i51ytOZkHuWI7da3xLfN5ZPY8x+ZALYsVYO7PUWvtikleneSSHd0eU1X/1VNIsJMc0G0V6wqwH3LAdqtaL4BpyANj2vTv2NpkHwCYhVEfBJzncYfdOXEhWms3TPLIIU1nJHlYv9HAzGzivN7P+K9Kcq/93mGtqr6S5OYZvAAd5T7emGWONnFu79Jau1Jr7XVJXp/kR2d46OMzWBN8srX2u621/RamgenJcwC7bXRuVLdhA23inFfTYZNt4pzfRa0HxrKJ+WId1wibeB7ZzfNgcrdM8m0d7S+a49g3qar/V1UnT3OQqjq3qn4vyU2SfLqj6xFJnjvNWPRiI+dzVX0kyZ93dPmOJG9urR2/n+NufeH/RUnuPkV4k9jI8wh7WJV54frMplqVOTpLagSzOe6izyOL4/k2ObUINtFG5gz1jpkcd+HnEViojc47K/w5V2tO+raJuUJdazbHXfR5pF+eY5NTy2KVmftT2Lo55GuSdG2a+ZdVZd6wrDY6B6xwXQFmZRNzwDrWC2Aam5gHdvEd2wGb7AMA4zq3o63rDk/T6DruXncP7kVr7fAkf5zk0CHN/6+qTuk5JNgP83q7rn+Pg52a5IFVNdGL66o6Pcm9k4y6e/qhSR4yybFhi7ndobX2Q0n+M4MPfHQ5M8nbMvigxJOT/HKSpyT5gyRvT3JWx+8enuQxSd7bWrv6lCEDu8lzALvJjUOo27DGzPnt1HRYd+Z8B7Ue2Ea+2G5V1wjOI4nnwbzcv6Pt36rqP+c18KQ5puN4709yqyRf7eh2q9baTWY5LhMxn4f71SRf62i/QZJ/a63ddpyDtdauk+TNSe67zzjOHrOf8wi7rfy8cH1mza38HJ0xNYLxLfN5ZL483+ZDLYJ1JWcMp96xt1U4j8D8yDtDrPLnXK05mRO5Yjt1rfEt83lk9jzH5kMti2Vn7s9Ba+0SSf4+yfd2dHtXkvv1ExGMJAcMscp1BdgnOWC7Va0XwDTkgQ6+Y3uATfYBgHF1LegOm9OYXcddlgXm/0ty3SGPvyfJH/YcC+yXeT3Z+E+pqlOnGaiq3pnkrzq63GOa47PxzO0RWms3TfLaJJfu6PbOJHdKclxV3ayqHl5Vv1FVT6+qx1fVw6rqpCTHJrlzknd3HOu6Sd62zIUhWFHyHMBucuNw6jasK3N+svHVdFhV5vwIaj2wi3wx2fjLtkZwHkk8D2autXa5JF2bV72or1hmpao+kuSue3R7ZA+h0M18HqKqPpfkgUm6vrhzjSSvbq29p7X2K62172+tXbG1dnhr7fjW2rVba/drrf19kv9IctKQY5yR5DMdY4y76ZzzCLuZF0O4PrNEzNHJxlcjWO7zyHx5vs2YWgRrTs4YQr1jLEt/HoG5kneG8znXg1hzErli0vHVtZb7PDJ7nmMzppbFijD3Z6y1dliSV2R4DepCH0py66rq2mwT+iAHDKeuwKaQAyYbf9nqBTANeWAE37Hdzib7AMC4zuxoO2pOY3YdtyueXrTWrp1BsWmnc5M8oKpG3YENloV5vd03x+zz0hmN9wcdbVdurV1/RuOwecztIVprl0/yqoyO9awkD6qqm1bV31VV551bq+rcqvrbqrpJkl/I6C8kXDXJ61prR04YOrCbPAewm9y4g7oNa86c305Nh3Vnzg+h1gNDyRfbreoawXkk8TyYh3slOXxE2zfT/eH/pVVVb0ny9x1dbtNau2Rf8TCU+TxCVb0yyePG6PoDSX4nyfuSfD6DLyV8Ocl/ZfBF/tslOXTI712Q5D4ZbDw3ytfGDNd5hN3MixFcn1kS5uh2agTjW+bzyHx5vs2eWgTrTM4YQb1jTytxHoG5kXd28DnX4aw5N55csZ261viW+Twye55js6eWxSow92eotXZIkpel+wYbH0vyE1U1br0J5kkO2EFdgQ0jB2y3qvUCmIY8MITv2O5mk30AYFxf7Wg7YusOpbN2dEfbV+Yw3ti2CsZ/nORiQ5qfXlX/2XNIMAnzev/jv7aqvj6Lwbbu1PiZji43nsU4bCRze7gXJbnMiLazk9yiqv5okgNX1fOS/ESSb43ocs0kz5jk2MBQXXmuKx9NYxXyHLDZrAEPom7DBjDn9z++mg6rzJwfTq0HdpMv9j/+Mq4R1L5IzOd5uF9H28urqmtTqmX3+I62I5P8UF+BMJT53KGqfifJL2WwQdwsXZDkflX1txn9uiFJvjDm8VyfYTfzopvrM4tmDbL/8dUI9j7uos8j8yVvzJ5aBOtMzuig3tFpZc4jMBeuHwfxOdc9WXNuLrli/+Ora+193EWfR2ZPrpg9tSxWgbk/I621luSFSe7R0e3kJD9WVV/sJSjYmxxwEHUFNpAcsP/xl7FeANOQB4bzHdsdbLIPAIyra4GZJJeew5hdx1z0AvORSW405PGPJ3lSv6HAxMzr/Y//7hmP2XW875nxWGwOc3uH1tqNktymo8v9toq6E6uqdyR5YEeXB7XWrjnNGMBFuvLK8XMac6nzHECsAXd6ZNRtWG/m/P7HV9NhlZnzO6j1wEjyxf7HX8Y1gtoXifk8U621H0ryXR1dXthXLPOw9WWoT3R0+cG+YmEo83kPVfXMJLdM8vkZHfIrSX6qql7SWrtEksuN6Petqtrr/Bx8zFFcn9lU5kUH12eWgDXI/sdXIxhY5vPIfMkbM6QWYa2zAeSMPah3jLRS5xGYOdeP7R4Zn3MdyZpzo8kV+x9fXWtgmc8jsydXzJBalnXFCjH3Z+c5Se7b0f65DDbYP6WneGAccsB2j4y6AptFDtj/+MtYL4BpyAM7+I7tcDbZBwDGUlXnpXtRd4U5DHvFjraF3e20tXaNJE8e0fygqjq7z3hgUub1LqdlcPe1Lu+b8Zjv7Wi72ozHYkOY20P9UkfbO6vqL2YxSFX9aUYXhluSR81iHKAzr8wjxyXLn+eADWcNeIC6DZvAnN/ltKjpsMbM+aHUemAI+WKX07Kaa4Rea1+ttWOTHNHR5UuzHpO9mc8zd7+Otg9X1ay/RLAIr+to+87eomAX83k8VfWmDJ6rv5XBNXwSFyT5kyTXqqrXbz12QgZr92E+vo9juz7Dbt6z3ZvrMwtjDbLLaVEj2JM1yGaTN2ZOLYK1JmeMR71jO2sNwPXjAJ9zHZs15waSK3Y5Lepae7LW3DxyxcypZbESzP3ZaK09PclDO7p8MYMN9j/ZU0gwFjngAHUFNpEcsMtpWc16AUxMHhjKd2yHsMk+ALAfn+pou9Icxus6Zlcs8/bMJEcOefylVfWWvoOBKZnXW6qqkpy8R7dZv7jt+nDGvL5wymYwt7e01g5N8pMdXX5nxkM+taPtLq21UV9qAMbXd47b67gLzXMAB7EGHFC3YVOY81vUdNgQ5vwWtR7Yk3yxZYXXCMt0Dr9UVd+cw5iMZ5meCytbA22tHZ3krh1dXtRXLHP2kY42X1xYPPN5DFX1jar69SRXSfLzSf4h421A95EM1u0nVtV9q+rg6/G1O37vw/sIb5nOoeszy8J7tntzfWbRlun6pUawnRoBy2qZnnPLeG0fi1pEEmudTSFnjEG9Y+xjWmvA5lim3ONzrsvPmnNzyRVb1LXGZq25mZbpeba0r0v3opaVxLpi1Zj7U2itPTnJozu6fCXJLarqoz2FBPslBwyoK7Cp5IAtK1wvgGnJA1t8x3a0wxYdAACwUj6V5AYj2r59DuN1HXORC8xRb5R8trX2yCmPfemOtmP2OP7bq+oDU47P5jGvt/tkku/qaD9txuN9raNtWFEbxmVuH/D9SY4e0XZOkjfPeLw3bx33YkPaLpPkWtnfFxiA3bryyuVba0dX1RmzGmzrw2KX6+hy8qzGApiSNeCAug2bwpzfTk2HdWfOH6DWA93ki+1WcY3Q9e+2iedwk5nPs3HPJJcc0fatJC/rMZZ56vriwqi1E/0xn/dha5OLlyR5ydYH7k/c+rliBtfTluSMJJ9L8l9V1fVFoOt3tH1wH2G5PsNu3rPdm+szi2YNsp0awd6W/Rwyf/LGbKhFWOtsCjljH9Q79jzm0p9DYGZcPwZ8znU81pybS67YTl1rb8t+DpkPuWI21LKsK1aNuT+h1trjk/x6R5fTkvx4Vf1XPxHBROSAAXUFNpUcsN0q1gtgWvLAAb5jO4JN9gGA/fjvjrbvnMN4Xcf8nzmMN62ugvIsXCqDu0mO8qgkik3sl3m93X8l+amO9rNnPF7X8bxeYxrm9gFdsX1o60sLM1NV32it/WcGxahhrpclKQrBqqqqM1trn87oN4GvmeTfZzhkVx45uarOmuFYANOwBuymbsO6Mee3U9Nh3ZnzB6j1QDf5YrtVXCN0ncNrttZaVdU+YtrLsp/DTWY+z8b9O9peVVVf6S2S+er64sIRvUXBKObzhLaueR/f+pnETTva/nkfx3F9hh28ZzsW12cWzRpkOzWCvS37OWT+5I3ZUIuw1tkUcsaE1DuGWqlzCEzF9aObz7luZ825ueSK7dS19rbs55D5kCtmQy3LumLVmPsTaK39cpIndXQ5I8mtbI7NCpADuqkrsO7kgO1WsV4A05IHDvAd2xEOWXQAAMBKeX9H2/fNcqDW2hEZfae0iqIKzIp5vd1eX+48dsbjHdfRtoxf/mR1mNsHHN/R9sU5jdl13K54gPH1luf2OF5XHAB9swaEzWLOb6emw7oz5w9Q64Fu8sV2K7dGqKqTk3x1RPPRSb59fyHtSe1reZnPU2qtXS/JDTq6vKivWHpwqY42r1EWz3xegNbaxZPcZETzWUn+bdxjuT7DSN6z7eb6zKJZg2ynRrC3Vcy1zJa8MSW1iItY62wGOWMB1DuANeD6wX5Yc24uuWI7da29WWtuJrliSmpZF7GuWC3m/j611h6R5GkdXb6Z5NZV9Z6eQoJpyAGw2eSA7VauXgAzIA8c4Du2I9hkHwDYj/d1tH1Pa+3wGY71/UkOHdH2v1V1+gzHgk1mXm+314eKu95EncRxHW1dd0WHvZjbBxzd0fb1OY15WkfbcXMaEzZNV577gRmP1XW8rjgA+mYNCJvFnN9OTYd1Z84foNYD3eSL7VZ1jdD1gWe1r81hPk/v/h1tn0ry5r4C6cHlOtrO6C0KRjGfF+OWSY4Y0faGqjpnn8dzfYbdvGfbzfWZRbMG2U6NYG+rmGuZLXljemoRA9Y6m0HOWAz1DmDVuX6wH9acm0uu2E5da2/WmptJrpieWtaAdcVqMff3obX2oCTP7uhydpLbVdU7egoJpiUHwGaTA7Zb1XoBTEMeOMB3bEewyT4AMLaq+nySj45oPjLJTWY43I91tL1lhuPARjOvt6uqk5N8oqPLNWc85Hd2tH1mxmOxQcztbc7uaJv1nVcvdFxH27fmNCZsmq780pWXJrHseQ4giTUgbBpzfjs1HdadOb+NWg90kC+2W+E1Qi+1r9ba1ZKcOKL5jCTvndVY7J/5PJ3W2sWT/ExHlz+uquornh58V0eb1ygLZj4vzD062v5yguO5PsNu3rPt5vrMQlmDbKdG0M0ahETemJZaxDbWOhtAzlgY9Q5gpbl+sE/WnBtKrthOXaubtebmkiumo5a1jXXFCjH3x9da+/kkz+vo8q0kd6iqpf9b4EJyAGw2OWC7Fa4XwMTkgW18x3YEm+wDAPv1xo6228xwnK5jvWGG4wDm9U6v62i70YzH6jreR2Y8FpvH3B74akfb5eY05uU72tyBFWbjvRl9l9Ort9auNYtBWmvXTnLCiOavpftOtwCLYA0Im8Wc305Nh3Vnzg+o9cDe5IvtVnGN0HUOf7K1NqvP/HWdw7dW1XkzGofJmc+Tu3OSS49oOz/Jn/QYSx9u1dH2sd6ioIv53KPW2uX///buPci2vKoP+HcBMzI8BoSgCBJehQIiELGAAoQ4iIYkKDES0FJQIKKJWryCUEGCUkGChlAhpCgZRwkK4ZEAsRAIYXIZ0PCoEHkISMYwEwUhGDLgDMMwzKz8sXum77ndZ3f36dPn3t3786nqv/avf7/fvTNr7XXXOfu3M+SB3VyW5PdWmNb9GXbyme0492fOBGqQRXoEy6lBuI68sTq9iG1qnfmQMzZIvwM4Rtw/2C8157zJFYv0tZZTa86bXLE6vaxt6orpEft7qKofS3J+kloy5Ookj+nud2xuV7A2cgDMmxywaIr9AjgseWDgGdslHLIPABzUm0auPW4dH2pW1d2SfPeSy1dkvMg9ct193+6uo/hJcueRpS/d4/dfuqG/Ao6f2cf1Kd44cu28dS1SVecmud/IkPevay1mS2wPLhm5dp+qusk6F6uqmyW598iQS9e5HsxVd1+T8QeCfmxNS43N85+29gFwJpl9Dahvw8zMPuZPoafDcSfmB5eMXNPrgYF8sWiKNcKHsjy/3Dbr2/dY72vs/yM2Rzyv7kkj197W3Z/d2E6OWFV9Z5K7jgx536b2wijxvFnPTHL2kmuv6O6vrDCn+zOcwme2y7k/cwZRgyzSI1hODcJ15I3V6UVsU+vMh5yxWfodwHEx+/uH77nuTc1J5IpT6Wstp9acN7lidXpZ29QV0yP2R1TVDyd5VZafLfn1JD/a3au8sBHOBLPPAfoKzNzsc8ApptgvgMOSBwaXjFyb9TO2DtkHAA7qRJI/X3LtDkl+cA1r/NzItTd39+VrWAPYdiLi+mTvzvJ/RN63qu6/pnWekOScJde+kuS9a1qH+ToRsZ0kHx65dnaSh695vUckOWvk+kfXvB7M2e+MXHtyVX3DYSbf+v2xL4yNrQ9wupyIGhDm5ETE/Mn0dDjuTkTMJ3o9sB8nIl+cbHI1Qnd3kteMDBn7+9+XqvobSR605PKVSf7DYddgLU5EPB9YVd0lyfeODDl/U3vZkBeMXLsqyXs2tRFGnYh43oiqumuSn19y+atJ/vUq87o/w1I+s92d+zNnihNRg5xMj2AXahBOcSLyxoHpRSxQ68zLicgZG6HfARwzJ+L+wd7UnJyIXHEyfa1dqDWJXLESvawF6oppOhGxv6uq+rtJ/n2SGy0Zcm2Sx3e3eyRTdiJyAMzZicgBJ5tcvwDW4ETkgcQztks5ZB8AOJDuvjbJBSNDnltVter8VXW7jD8U9cpV5wZ2J64XbX154zdGhjzjsGtU1dlZ/iXnJHlrd1952HWYN7E96O6/TPLJkSHPWvOSzx65dnF3f27N68GcvSvJp5dc++YkTznk/D+zNc9u/leSCw85P8DaqQFhXsT8Ij0djjsxP9Drgb3JF4smXCNckOGBpt08qqrue8D5TvW8kWuv6+6/OuT8rIF4XtmTkiz7e/lckrducC9HqqrOS/JDI0Pe1t1f3tR+WE48b0ZV3TDJq5IsO9T7Jd39F4dYwv0ZdvKZ7SncnzmTqEEW6REspQbhevLGyvQitql1ZkTO2Az9DuC4cf9gL2pOErniVPpaS6k1Z06uWJle1jZ1xQSJ/d1V1fcleWOWH3zZSZ7Y3a/d3K5g/eQAmDc5YNGE+wWwMnlg4Bnb5RyyDwCs4mUZ3iC2m/tleLBpVS9NctMl197f3e9eZdKqen5V9ZKfS1bdLBwj4nrRy5NctuTaP6iqsQ9U9+OXk9xtj/VhHcT2YOyN6g+pqsetOO+CqvqpJGNvcv2P61gHpuao7tndfU2SXx8Z8vytBvaBbf3e80eG/NpW8x3gTKQGhHkR84v0dDjuxPxArwf2Jl8smlyN0N0XZ3m+u0GSl28drHNgVfW3kzx62dJJfm2VeTky4vlga98wyRNGhvx2d3/9KPewKVX17UnesMewl21iL+ybeD56/zbJg5dc+0ySFx5mcvdnpsxntpvh/swZSg2ySI/gJGoQlpA3Dra2XsQitc78yBlHT78DOI7cP9iVmpNTyBWL9LVOotbkJHLFwdbWy1qkrpgusb849/ckeUuWv6Sxkzylu191mHXgDCIHwLzJAYsm1y+ANZAHBp6x3YVD9gGAA9t6g9G/GRnyL6vquw86b1X94ySPGRny/IPOCeyPuF609dbxF48MeWVVfccqc1fV30vyT0aGvGfVf0zDqcT29X4zyTUj1y+oqgccZoGq+ptJXjEyZK83YQKruSDJpUuufWOS11XVjQ8y4db41yW55ZIhlyT57YPMCbBJakCYFzG/SE+H407MX0+vB/YgXyyacI3wgizPdw9K8qKDTlhVd854b+t13f3xg87L0RHPB/bIJLdfcq0z1BEbUVXnVtWrq+qeRzD3dyV5R5JbjQx7T3dfuO61WZ14XlRVa/sOe1XdqKp+I8lPLxnSSZ7Q3VesYTn3Z9hpMp/Zuj8zR2qQRXoE29QgLCNvHJhexDa1zgzJGYv0O7apNYAx7h/TpeZkk+SKRfpa29SanEyuODC9rG3qigkT+9uq6v5J3prkJiPDfr67X7mhLcGRkwNg3uSARRPuF8DK5IHrecZ2Fw7ZBwBW9YIkn1ly7Zwk76iqB+93sqr6Rxl/0++bu/vtB9gfcHDietGvJ/nEkmu3SfLuqnrQQSasqicmeX2SGy4Z8vUkTzvInLAPs4/t7v50klePDDknyYVbb048sK0m2duTnD0y7HXd/SerzA8s191fzfi98yFJ3lJVt9jPfFV1yyRv2fq9ZZ66tS7AmWz2NSDMjJhfpKfDcTf7mNfrgX2bfb44xeRqhO7+aJKXjwx5ZlW9cL+H9lTVPZJcmOHPu5srMv4laE4f8bx/Tx65dqK7L97YTobv5/54ko9V1Zuq6uFVtSxf7EtVnVVVT0vy35LccWTo15L8zGHW4siI523PqarXV9X3HGaSqrpXkj9I8g9Hhr2ou991mHWu4/4MO03sM1v3Z+ZKDbJIj0ANwt7kjf3TixiodeZNztim3xG1BrBv7h/TpOZk0+SKRfpaak12J1fsn17WQF1xPMw+9qvq3hm+837zkWFP7+6xezFM1exzAMycHLBocv0CWIPZ5wHP2O7OIfsAwEq6+/IMH6L0kiG3SnKiql5cVX9t2TxV9R1V9eYMH5DWkmFfSPJzh9gusA/ielF3X53kJ5JctWTIrZO8t6ouqKq7LZunBg+sqndlePvbjUaW/ZXu/u8rbxp2Ibav96wkfzly/SYZ3sB4UVX9UFWNxWqq6uyq+pGqel+Gt1t+w8jwy5I846AbhmWq6tyqeup+f5I8cGS6Bx5krqo6d0N/zH3r7jclee3IkO9P8kdV9dhlX7SqqhtV1WOT/I+t8cu8prvfsvpuATZDDQjzIuYX6elw3In56+n1wB7ki0UTrhGem+RTI9efk+G/49Ie4FY/8TlJPpjkTiNzPa27/3ylXXKkxPP+VNVtk/ydkSHnb2ovp6gkj07yX5J8rqpeWVWPqqrb7XuCqjtW1bOSfDrJSzL+ReUk+YXu/viqG+boiOcFZyV5TJKLqupTW3/mB1fVWXv9YlXdsKrOq6rXJvlwkvuPDH99kn+6ni1fz/0Zn9meYoKf2bo/MytqkEV6BGoQ9iZv7I9exAK1zozJGQv0O9QawD65f0yempONkCsW6WupNdmdXLE/elkL1BXHwNxjv4aX178zyTeODPtIkj7g9xEO+nPGfX+BeZh7DoC5kwMWTbhfACuTB67nGdtTVPey/ycAAPZWVb+S5Jf2GHZ1kouSfChDsXijJN+a5EFJ7rvH716T5JHd/c5D7vP5Sf7ZksuXdvedDjP/ulTVnTJ8eLObM2afHG/iesc6P5Xkgn0M/XiSP0zyuSRfztBgun2S85Ls54PcNyR5bPtHGkdEbCdV9fAMb0gcbfhsuSLJ+5P8cZIvJrk8ybkZmmj3yvDgwjn7mOfaJI/q7t9fZc+wmz1qxqN25+6+5CC/sIl7dlXdLMkHktxjj6GfT/Jfk3wyQ1zfPMndk3xvkm/a43c/nuQBW812gElQA66Xvg1nOjG/Yx09HY41Ma/XA/slX+xYZ3I1QlXde2svN91j6CeTvCfJpRm+IH3rJPfO0PvaK8f9u+5+wiG3yhETz3uu++wkv7rk8v9Lcrvu/upRrL1kP7fcWnfMF5L8UZI/S/KlrZ/rete3SnLbDIcy3+EAS7+ou59zwO2yYeJ5dO6vJflEhgd9/0+GL+BfmeFL/rdN8m1JHpAhTvby+0l+uLuXPTi0MvdnfGa76xpn/Ge27s/MnRpkxzp6BLtTg3A9eWPPdfUiBmodksgZe8yt37FNrQEscP9Yr6P+nquak9NFrtixjr7W7tSaMydX7LmuXtZAXXHMzDX2T/N3Fk524O8vwDrNNQccFc/PMjVywI51JtcvgMOSBzxje6r9/CUAACzV3c+rqm9K8pSRYWclefjWz0Fcm+Txhy0ugYMR14u6+7eq6hZJ/tUeQ++59bOKNyf5Cc0jjpLYTrr7XVX1o0lek+HPOuamGRrA5x1iyWuSPOFMbAjBcdPdl1fVIzI0tu8yMvSbkzxuhSX+NMkjHLAPTI0aEOZFzC/S0+G4E/N6PbBf8sWiKdYI3f2RqvrBJG9NcuORoXff+jmo30vy5FX2xmaJ5z09ceTa72zyQeADuE2SR6xprmuT/FJ3v3BN83GExPOos5PcZ+vnMH4ryU9399cPv6Wd3J9hp2P0ma37M8eWGmSRHsGu1CAskDf2pBeh1uEkcsYo/Y6BWgPYwf3jWFJzsnZyxSJ9rV2pNZEr9qaXpa44lsQ+zJscAPMmByyaYr8ADkse8IztqW5wujcAABwLP5vknydZ5z98/irJj3T3a9Y4J7B/4vok3f3SJI9PcuW6p07ykgx/L1eteW7Yzexju7vfmOTBST55xEtdnORh3f27R7wOsKW7P5PkoUk+sOap35/kod392TXPC7Aps68BYWbE/En0dJiB2ce8Xg/s2+zzxcmmWCN094UZHhj8/DrnTXJBhv1eveZ5OTrieRdV9bAkdxsZcv6m9nKa/FmSR3oQeHLE89G4PMmTuvuJR3Xg3HXcn2Enn9kucH/mTKUGOYkewQI1CMvIG7vQi1DrsJSccTT0O4Djzv2D3ag5OZVccRJ9rQVqTU4mV+xCL0tdMQNiH+ZNDoB5kwNOMsV+AazB7POAZ2y3OWQfADi0Hjw3yaOSXLKGKS9Kcv/uftMa5gJWIK536u5XJ7l/kvesacpPJvmB7n5Gd1+zpjlhlNgedPcHk3xXhrevfnXN01+V5GVJ7tPdf7DmuYE9nHRow4uTHPbLkVcn+RcZGrxTOqwBYIEaEOZFzO+kp8NxJuYHej2wN/lipynWCN393iT3S/KWNUz3hSQ/2d1P6u6vrWE+NkQ8L/XkkWsf7O6PbGwn29b5Je1lLkvygiT36O7/vIH1WCPxvHad5HeT3Ku7L9jYou7PsMMZ/pmt+zOzpwbZSY9ADcI4eWMpvQi1DruQM9ZOvwOYBfePSVFzctrIFTvpa6k12UmuWEovS11xrIl9mDc5AOZNDthpiv0COAx5YOAZ24FD9gGAtenutya5Z5KnJ/n0ClP8YYY3Nz2su4/6bUjAPojrRd39se5+aJJHJzmx4jQfyPDGx+/s7neuaWtwIGI76e4ru/vpSW6f5JlJ/uchp/zTJL+Y5Fu7+xe6+yuH3SOwmu6+qrt/Mcm9kvxmDt78vTLJ+RkeSnp2e5MycEyoAWFexPwiPR2OOzGv1wP7JV8smmKN0N2f6e5HJ/m+JO/IwR82/HySX07y7d39qjVvjw0Sz9uq6hZJ/v7IkPM3tZeTdfeXknxLkscleUWSP06yjgcLrkny3iQ/m+SO3f287r5iDfNymsw4nl+W5CeTvCHDg+2r+uLWXPfq7h/v7ksPv7WDcX+Gnc7Uz2zdn2HbjGuQXekRqEHYm7yxTS9CrcPeZpwz9Du2qTWAA5vx/WMy1JycCeSKRfpaak12J1ds08tSV8yJ2Id5kwNg3uSARVPsF8BhyQOesU2S6t7ES/0AgLmpqhtkeJvZ38rwZqO7J7lNkptl+GDi8iSfSfKJDIXl27r7sMXY5FXVLZM8dcnly7r7pRvbDJxCXO9UVXdM8gNJHpzkHkn+epKbJ7lxhrevXZbkf2d4I+P7kry9uy85HXuFZcT2tqq6S5IHZPj7uE+SWye55dbPTZNckSGuL0vyf5N8OMkHk3yguy/e9H6B/amqc5N8f5LzMhzicNc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      "text/plain": [
       "<Figure size 6120x444 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithms = ['PEBBLE (2K)', 'PEBBLE (1K)', \n",
    "              'PrefPPO (2K)', 'PrefPPO (1K)']\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_quad_med.pdf',dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 6120x444 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithms = ['PEBBLE (2K)', 'PEBBLE (1K)', \n",
    "              'PrefPPO (2K)', 'PrefPPO (1K)']\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_quad_mean.pdf',dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2G2deVXX5JI+d0eUvk9y2u7+z0djd/fQMm67GNmf9XVXtv9G4AACwE3X3R5J8cJWmCya51QZC3TnDxqA9vXWeOcoWuNPI85OT3LG7Pz7vAN39zu6+S2Zf9rVdHJ2h4P9Nu/uV3X3yPMG6+5sZfleeNdLlgCS/M88Y86iqsyZ5SZLfn9HtaRl+F360wdj3yfifqZOS3L67/6i7T9pI3JWiFvfPUDh/NQdlzsv4AACA5aqqQzN7newdSW7T3V9bb8yVufmt4sDGao5N8gvdfc3ufmF3nzhPsO4+trt/M8kfj3SpJH84zxgAAABJ0t3vyPoK9x2e5JVJvlVV/1pVv1ZVYxc2b3uLXNPbBr6d5Obd/c71vqC7T+zuhyZ58oxuN0hy9zlzAwAAtshO3+vb3V9O8pqR5jtW1fkmGupuSQ4daXvWei+9XvEPSc420tZJ7t/dT+zusaL+Z35R9/uS3DjDpWdj/nalQOGiPLy7/7K7T13vC7r7lUlum2Rsjr1fkidNkdwEds35WwAA2K126xrpJvxFklnz7Ud19x9090/WG7C7P5vkpkmOmtHtkVV12fXGPF1V/VKSB8zocnSGC+hesMH5/U9192nd/aruvn6SX9lMDAC2v/22OgEAAIAdZlbx+M8sLYtxn12j/SKZvRFnI07MUMDhqxPFS/LTD7Un1d1frarbJ/lwzjwXriT3zSaKGVTVXZL83Iwuf9rdf7HRuGO6+/tJvj9VvE14QsY3iD27u+e57TXd/eqqenSSx6/SfLEk90nyz/OMAQAAO8hzklxzlef3S/Lqdca4/4zYO8lhI89f3d0fnnKg7j52yniLsDIPn3ou3lX1kCRXSXLDVbrcu6oetZGDNVOoqnNn2NC2Wk7JcFjpkd39t5uIfbYMl7iNuX93r/fP2pg/zvD7e8tV2u5aVX/W3dvh8yQAANhu7l9Vi14Te8ZGDock+c0k5xpp+0KS23X3jzeaRHefUFW3SfKhTH+R+Y61Mj9/6wLiPqGqrpLk11ZpvmNVHdrdP5h6XAAAYNd5ZJJ3JjnLOvqeO8m9Vr5SVd9K8r4kH0jy/iQf6O5vLCjPSSxyTW8bODXJbVeKRmzGI5JcMskvj7T/SVW9eLPFIAAAgC230/f6Pj3J7VZ5vn+G7+GvJxjjwSPPf5LkeesNUlXXSXLrGV3+uLtfsIG8fqq7v1RVd8hwafn+q3Q5Z5L/l9mXpW/WP3T3Uzbzwu5+d1XdM8nLR7rcoqqu293v3Xx689mF528BAGA321VrpBtVVRdO8sAZXZ7V3bPOOo7q7mOq6nZJPpJhDrun/TOcc7zfemNW1T5JZq3vfjXJDbr7mxvJdZbu/sBUsQDYXhS/BwAA2JiLzGib7AO5OayVw6z8N+rPuvtzE8ZbqO7+RFU9I8lvr9J8x2yi+H2SP53RdmRWL+K+I1XV1TK8T6v5eIaCH1P4qyR3SnLtVdoeHMXvAQDYPf4tyROTnHWP57erqvN093dnvbiqLpXkJqs0/TDJf02T4tJcYOT5/yw1i73cSgH8/5dhk9ieLpTkulnie15Vl07y2iSXG+nykyT37u7/2OQQv57kwiNtz+ruF20y7k+tvKf3zVAI88A9mvdZyeH35x0HAAD2QrPW4KbyvAzzijVV1b5JHjqjyyO6+4ebTaS7v1dVv5/kJZuNwYb8XpJfyZk/czlrklslefHSMwIAAPYq3f2+qnpwkudu4uXnT3Lbla8kSVV9Lcl7krw9yZu6+5OTJDqBJazpbbVndPf7NvviM6zB3iJnXi9MkiuttL1xs2MAAABbaqfv9X1Dks8nufQqbb9eVX8zz2VdK+cRrzfS/LLu/t4Gwj18RttHMrsg35q6+0NV9Q9Jfneky0Or6gndfdI84+zhG0n+ZJ4A3f1fVfWaJLcZ6fI7Wf1i8GXZNedvAQBgt9tNa6Sb9FsZvxjgm0n+YJ7g3f3Vqnp0kqeOdLlnVT2yu7+9zpB3SHLVseGS3HfKwvcA7N322eoEAAAAdphzzWhb7wd8i/StNdpn5b8R303ylIliLdMLRp5fbuWW1HWrqhtl/IPaHye5T3eftpGY29xDZrT9XnefMsUgKxvi/nqk+dpVNXZACgAA9irdfUySV6zStH+Se6wjxP2S1CrPX9zdJ86R2lY458jzY5eaxS7Q3R9M8omR5p9fVh5Vdf0MhfbH5oDfT3LzOYtk/MbI8+OSPHqOuP9Hd38r45v21vNnGQAA2Ho3S3LBkbYjuvuV8w7Q3f+e5F3zxmFt3f2NJG8ZaV7a3BcAANi7dffzMhQo2HSRwDO4cIZLvJ6S5BNV9emqekxVXXSC2Ju2pDW9rfSDTLBu2N1fTvJ3M7rcc94xAACArbHT9/qunON71kjzpZPcfM4hxvZpZsa4Z1JVB2coujfmt7v71PXGm+GxGT+fe56MF5jfrD/p7uMniPM7Sca+/1+uqrNPMMaG7cLztwAAsOvthjXSzaiqfTJ7TfCR3T3FWdlnJPnoSNt+2dhZxt+cNU53j+3DBYAzUfweAABgYw6Y0XbC0rIYt9ampln5b8QLu/ukiWIt0/szHEZZzTU3GOvXZrS9eOWwyl6hqvZLcreR5g939+snHvLlSb4z0nbLiccCAIDtbKxg9v1mvWhlM8x9NhhzOxvbuHPZpWaxe7xp5PlG582bUlV3SvLWJOcd6fKFJDfo7nfOMca1k1xppPk53T31BYfPHHl+waq62sRjAQAA07vTjLZ1F2VYh7G5A9Pb0rkvAACwO3T332YojPeNiUNfLsmfJfliVf1bVY0Vn1+YZazpbQP/sVLIcgrPTjJW0O/2VbXvROMAAADLt9P3+j4nQyHy1Tx4s0Gr6qCMF9X7RHe/YwPhfinj52I/1t1v31ByI7r7uCTPn9HljlOMs+KHSV48RaDu/lyGOfpqDszWncfcNedvAQCAn9mb10jncK0kY0X7v5/kJVMMsnIx3DNmdFnXvLaqzp/k50eaT8vsi78B4EwUvwcAANiYWcXjf7K0LMaNbTQ63VTF7yfZWLNs3d1Jvj7SfOUNhrvNjLanbTDWdnejJIeOtP3H1IN192lJxjaw3WTq8QAAYBt7U5KvrPL86lU1qxjbzbP6ZpiPd/d7J8lsub418vweVXXwUjPZHb428nyj8+YNq6qHJXlpxj+/eG+GIhmfmXOo285om3yem+TjSb470maeCwAA29/YAY7jkvz3hOP8V7bHheu7wdjc90pVVUvNBAAA2Kt19+uSXD7JEzLMI6e0b5K7J/lYVT2+qvafOP6qlrimt9VeOFWg7v5qkreNNB8Sl7EBAMBOtqP3+nb39zK+b/KXq+oCmwx99yRje3w3esH4zWe0/esGY61lVvH7WXls1H9291pngTdi1hz2ZhOOsxG76fwtAABwBnvjGumcZs0nX9LdJ0041kuSjMW7flWdfR0xbp1kbC/ta7v7i5vKDIBdS/F7AACAvUuv0T7FQf2Tkhw1QZytMlZs7iLrDVBVl0hysZHmz3b3Bzaa1DY3VtAjSV61oDH/Z+T5YQsaDwAAtp2Vi6HGDmXcb8ZL7z/y/LnzZbRlxuYHF0jyMgXwJzc2b77wogasqn2q6slJnpzxNexXJrlZd397giHH5rnfzfjv26atXMb3vyPNh009HgAAMJ2qOmeGAzireXN3nzjVWN19QpK3TBWPmcbmvmdLcu5lJgIAAOz9uvu47v7jDPtOH57koxMPsX+SP0ryrjmKEq5pC9b0ttIxSd45ccxZF+jdYOKxAACAJdlL9vo+feT5fhnPcy0PHnl+YjZesP76M9r+a4OxZuruTyT59EjzBatq7EzpRk15yfpa8ZY+59yF528BAIA97C1rpBNZ5rz2mCRHjDTvn/Vdyn3TGW0v3nBSAOx6it8DAABszKziBWddWhbjzrZG+xTFFz468a2h61ZVl62qe1fVk6rq1VX14ar6elUdX1UnV1Wv9ZXkJiPhz7+BVK41o+09G4izU4x9v6ck+dSCxvzmyPNLVtV+CxoTAAC2o+dm9YvOfq2qzjQPXSnKd4dV+p+S5IXTprY0r5nRdoskn6mqR1TVuZaV0HZVVYdW1a2r6s+q6t+q6j1V9YWq+kFV/biqTlvHvPk5I+HPXlUHLSDnA5L8Z5KHzej2j0nu1N0/mmC8ynjB+Y+vFKpfhLF57uUWNB4AAOxkl+zuWvDXD9aZy1VntB01/7e6lJh7lao6qKp+oar+qKr+tareVVWfq6pjqurEdc593zpjiI2sGwMAAKxbd/+gu5/c3VfLcNHa7yV5Q5LjJhriOhmKO5x3ong/tew1vW3gwwtYNzxqRtuszx8AAIDtb0fv9e3u/00yVoz816tqQ7WJquqaSa490vzvG1irTVXtn+QKI83HJvn8RnJbp1mF2a820RhHTRQnyfCZQ5IvjTRfsar2nXK8ddht528BAIARO3mNdEKz1gI/uIDx5p3XmtMBMCnF4gAAADbmx0nOPtJ24DITGXHAGu1TFL//3AQx1q2qLp7k15P8apLLLHCojRTwG9swleydH9ReZeT557v75AWN+b2R5/skuWCSryxoXAAA2Fa6+/NV9Y6c+SKvcyW5fZKX7vH817L65Wyv6e5vLSDFhevuD1XVm5PcfKTL+ZM8MckTqurIJK9KckSSTyywkPm2UVVnS3LXJPfJ8HuyyDXgg5KcMFWwlU1lr0pyvZEuneQPuvvvphozySWSnGOkbVEXvCXj89wLL3BMAABgfrPWJ49awHiLiLnjrRRjuH2S+2f4fGCtS+HnMfnFbwAAAHvq7s9kWON84koRwStlKMxwzQzFBK6eze1LvlSSl1bVzbv7lCly3aI1va121JJjXnYB4wEAAEuyl+z1fUaSf17l+SWS/GKS128g1oNntD1zA3GS5KJJzjLSdtSC9gl/KMPPaDVTnG89prvHCtXP46gkF1/l+dkyvI9HL2DMMbvt/C0AALAOO2mNdCpVtV9Wn6slyZe7+/sLGPZDM9pmzmurqpJcbqT52939hU1nBcCupfg9AADAxnw/yXlG2s63zERGnH+N9ik+9PzhBDHWVFXnSfL4JPfLcuavq20YG3ORGW2fmDeR7WSlkMRYIb7LV9VWFJI8dxS/BwBgd3luznwgJhkKvu15IOb+M2LsZA9P8j8Zv5AuGQ63/OLKV5J8r6r+J8m7k7wzyf9290kLzXLJquoBSf48yYWWNORG5s5ruWSGAyyXGmn/cZJ7dffLJhwzSS42o+3BVTXr0NUinHvJ4wEAABsza7712QWMt4iYO1pV3SHJX2f8MM3Uppz7AgAArKm7T0vysZWv5yY/3bt51SQ3Xfm6ZZID1hnypkkek+RRE6S3VWt6W23y+Xl3/6CqvpvV96Eva70XAABYnJ2+1/ffkvxdkkNXaXtw1ln8vqrOnvHC8R/u7v/dYF6z5kuf2WCs9fr0jLYp5m+fmyDGambNZS+U5Ra/3zXnbwEAgM3Z5mukU7pAkn1G2rbjvPZ8Gb+E7pObSweA3W7s/wgBAABY3ddmtF1gaVmMWyuHr04wxsKL31fVzTJ8QP3rWd7FbftuoO+siw5+MGce2835srH3ZhnWuzgBAAB7i5cmOX6V579YVT+9rKqqrpbkmqv0+3aS1ywot6Xo7o8luUeSn2zgZedOctsMF6u9PckPqurNVfXIqrr4AtJcmqo6tKpen+Sfs9xCCFPOD2+S8SIZ30ty8wUVydhuhSPMcQEAYHsbuxg9SY5dwHhLuYh8J6iqs1bVvyb5ryyv8H2y/dZGAQCAXai7T+3uo7r7Kd19pwx7Oe+V5CPrDPE7VTVrTrteW7Wmt9UWMeefFXeKnxUAALC1dvRe3+4+McnzRppvW1Xr3Xt5jyRnH2l75kbzyrAXeMyi1lZnxZ1i/rbsOWey/Hnnbjp/CwAATGQbrZFOaafNa83nAJic4vcAAAAb85UZbZddWhbjLrNG+xTF7380QYxRVXW7JG9Icv5FjjOnA2e0/WBZSSzJ2GazrTR2SywAAOyVuvuEJP+xStM+Se59hn+//0iIF3T3KZMntmTd/d9JbpTki5sMcUCSX0jyV0m+WFXvqKq7V9WOWjOtqnMneWeSX9rqXBboVd39rgXF3m7zXHNcAADY3mZdWLWIogSLKnSwo1TV2ZK8PsOhJQAAgF2vu4/v7hcmOSzJPbN2IYSDkvzugtNa5JreVlt2IUIXZgMAwA63l+z1fUaSXuX5fkkesM4YDxp5fnySF20ip2Wv1yaz59xTzN+2ovj9suedu+n8LQAAsCDbdI10o3bavNZ8DoDJ7bfVCQAAAOwwn5rRdoGqOmd3H7O0bM7sijPaTsjs4v1brqqumuTfk+y/ju6nJvlcki8k+WaS7yY5LslPkpyc1TdaJclDk1x6zlTPOqPt+DljbzezvtetUludAAAAbIHnZPUDL/dL8oSqOkuSe4y89rkLy2rJuvv9VXXFJL+V5JFJzrfJUJWhkP6Nkjyqqn63u18/UZoLs1Ko/z+TXHmdL/lmhrnzl5N8J8O8+YQM8+ZTR15z3SR3ny/Tud23qk5K8pDuPm3i2NtxngsAAGxfs9YtF3Fp+N621rhZz05y+Dr7fi/JZ5N8Kcm3MxwGOj7JKStfq7lMhs8WAAAAdpTu7iQvqqp3J3lbkovO6H6XJH+0wHQWuaa31U5YUNyxeb8LswEAYO+wo/f6dvdnquotSW6+SvMDq+ovZ83/quo6Sa450vxv3X3cJtKaNV9a1NxtVtwp5m/LnnMmy5937qbztwAAwIJtszXSjdpp81rzOQAmp/g9AADAxnxwjfbrJnnDMhIZcb0ZbR/ezodLqqqSPC+zbwn9bpJ/TfKqJP/b3SduYpw7ZP7i9yfNaDt7hjz3Ftv2dwYAAHaT7n5XVX0myeX2aLpsVd0wyQWTnGeVl763uz++8ASXqLt/kuTvq+qpSW6d5F5JbpHk4E2GvFKS11bVE5P8YXePFYXfDn47yU1ntJ+W5NUZLpY7oru/sdEBquq+WU7x+5cnOXfGv58HJTmwqu478c/EPBcAANiIk2e0HZjhkrEpHTRxvB2nqm6f5J5rdDsiyb8leXN3H72JMQ6P4vcAAMAO1t1frKrbJHl/xgsUXLqqLt7dX5pjqK1a09tqBy4o7ti8f9bnDwAAwA6xl+z1fUZWL35/sSS3SvKaGa998Iy2Z20yn1nnOBe1tjor7qx81mvZc85k+fPO3XT+FgAAWJIlrpFOaafNa9eazwHAhil+DwAAsDEfTNJJaqT9Jtmi4vdVdWCSa83o8oFl5bJJd0pyzRnt/5LkYd09782lU3yY+qMZbYdOEH87mXXBwLuSvGxZiZzB57ZgTAAA2A6el+Txqzy/f5ILjLzmuQvLZot198lJXpnklVW1b4Y58eFJbpTkBln9gNCYSvJ7Sc6WocD8tlNVByT5kxldPp3krt39kTmHWtYmpOMyFDN8eZJbjvS5Z4ZiGXfv7ikODCWz57nPT3LUROMAAAB7h1lziIMzffH7QyaOtxP9xYy2byT5te4+cs4xHMABAAB2vO7+aFX9U5KHzuh24yTzFHbYqjW9rbbZi9c3G3fW5w8AAMDO8rzs7L2+r0zy1SQXWaXtwRkpfl9VBye520jM93X3BzeZz1rrtYswa812ivnbsuecyfLnnbvp/C0AALBES1ojndJOm9eazwEwOcXvAQAANqC7v1NVH05y2EiX22Z2IbpFukWS/We0v3FZiWzSg2a0PaG7/3iicc45QYxvz2g7dIL428n3ZrR9t7ufvKxEAACAPD/J45Lsu8fzX81QtH1PP07y4kUntR1096lJ3rvy9TdJUlWXz1AI/+eT/GLWVwz/oVX17u7eju/bHZKcd6Tt00mu293HTjDOFPPmdenuE6vqlzP8nt5ppNudkryiqn6lu6c4fDNrnnuUeS4AALCH785oOzjJ1yYeb1EHWRbtLFMEqaobJLnqSPN3klynu6d4z5c29wUAAFiwf8nswg4XmneALVrT22qLupxubN7/nQWNBwAALN+O3uvb3adW1bOTPHaV5ltX1UW6+6urtN0zyUEjYZ81R0qz9nwuau42K+6s9eMp4s9j1lrzsuedu+n8LQAAsHwLXyOd0E6b15rPATC5fbY6AQAAgB3otTParrZSXG8r3GVG20+SHLGsRDaqqg5McrOR5o8mefSEw51rghhfmdF2pQnibxsrhRN/ONJ8qWXmAgAAu113fz2rX2x2UM58SCZJXt7dY/89v9fr7k9397909z2SnD/J4Umem+Gg0Cx/WVWzLpfbKreb0XafiQrfJ9PMm9etu09KctckL5rR7VZJXltVZ59gyC/PaDPPBQAA9vSNGW2XWcB4l504Xo88r4nHmWouOWvu+9CJCt8nS577AgAALNCHk3x/Rvt6Lghf0xas6W21yef8VXVIxi87n/X5AwAAsIPsJXt9n53k5FWe75vkgSOvedDI82MzX3H/WfOlqddWT3e5GW1TzN8uPUGM1cx6P5Y979w1528BAIAtsZQ10ol8M8lpI23bcV77rSQnjbRdcXPpALDbKX4PAACwcS9do31so87CVNW5k9xpRpfXdfcJy8pnE66VZKyw4HO6+5QpBqmqi2aam0Q/OaPt+hPE324+M/L8MlV1lqVmAgAAPGdBffdq3X1ad7+tu++f4dDIa2Z0v2SSmy8nsw253sjzD3f3/044ztUmjLUu3X1qknsn+acZ3Q5P8qaqOnTO4T6X8Q1jDtQAAAB7+tyMtsMWMN7UMY8feT51IcKpismPzX2/m+TlE42RbMHcFwAAYBG6u5PMuijsnBOOtcw1va122JJjfnYB4wEAAFtnR+/17e5vJHnFSPMDqur/FPGvqusnufpI/xd094/mSOfLGS+6d1hVTX3pd5JcY0bbrPXj9TpXVV1sgjh7Omzk+U8yuxj9Iuy287cAAMASLXONdF4r9ZK+NNJ88aqaav/tGW16Xrvy3n56pPl8VXWpTWcFwK6l+D0AAMAGdfdRST40o8sDquqQJaVzuockOWBG+z8vK5FNmnUb6ZsmHOeGE8X5wIy2vXHzzftGnh+Q4aASAACwPP+d5Hvr6PelJG9dcC47Und/PckdMnu++YvLyWZ9qmr/JBcfaZ5s3lxV+2W80OBCrVxQ8OAkfz+j2/WTHFFV551jnOOTfGqk+cZVdY7NxgYAAPZKH53RdtgCxps65g9Hnk8997nyRHHG1o2PnOrC9BVTrRsDAABsB2MXnyVDgbvJLGtNbxu4+gIKKB42o23W5w8AAMDOszfs9X36yPOLJLnNHs8ePCPOs+ZJortPzviez0OSXHqe+COuOaPtwxONcdhEcZIkK+eZLzHS/MmJ11rXY7edvwUAAJZvaWukE5i1FjhrDrpZ885rzekAmJTi9wAAAJvzjBlthyT542UlUlXnSfJ7M7ocneT1y8lm084zo23Wbasb9QtTBOnuL2V4X1dz2aq61hTjbCNvm9F2+6VlAQAApLtPSvKidXR9Xnf3ovPZqVYOcfzOjC5X2UC400ae77uBGGs554x4U86br5fkoAnjbVh3/26Sx83ocliSt1XVheYYZmyee5YkvzRHXAAAYC/T3d9P8tmR5ptX1dmmGquqDsxE65lnMFb8/iJTDbBSDPAGE4UbWzeebO5bVRdJcvmp4gEAAGwD55/RNjYvnMuS1vS20rky/cVps/bbvmfisQAAgC20N+z17e4jk3xipPmnxe5Xiq7fdaTfu7t7isu+Zs2Z7jBB/J+qqiskueJI8ze6+8sTDTX1mcxtNefchedvAQCA5ZtijfTUkedTngtNljuvPTTJz480n5zkg+sIc+SMtrtvMCUAUPweAABgk56f5Esz2h9WVVdaUi5/laHg/pi/6O6xD1y3i7PMaDtxigFWPqCd8kPUV89o+60Jx9kOXpfxm23vvrJJDQAAWJ7nrtHeGeatzNDdn8j43P68Gwh10sjzAzeW0UwLnzev+M0JY21adz86ySNndLlikndU1SU2OcQrZrT9xiZjAgAAe6+3jDw/OMntJhznjknOPmG8JPn2yPPLTVi4//oZLm2bwtj8d8q570MmjAUAALClquqsSWYVmP/CosZewpreVrvHVIFWLgE4fKT52CTvn2osAABg29gb9vo+Y+T5LavqYiv/fO+M75d95kR5vGlG270mGuN099lkHht155U5/VRmzWHfOuE4G7Gbzt8CAABLNOEa6TLOhSaz55N3q6r9JxzrV5OMzTf/p7uPX0eM1yY5baTt1lV1yU1lBsCupfg9AADAJnT3SUkeO6PLWZO8cOINKGdSVb+c5AEzunw2238TVJJ8f0bb+SYa40FJDpooVpK8aEbb3c+wgWvH6+7jkvz3SPO5kvz+EtMBAIBdr7uPSvKhGV2O6O4vLimdne4bI883Mn88duT5VIX/kiXMm6vqwknuMkWsKXT332Q43NIjXS6VoVjG5TYR/ogkXx9p+4WquvkmYgIAAHuv/5rR9qAJx5ky1umOGnm+b5LrTjTGwyeKk4zPf6ea+x6YxbzPAAAAW+VWSWZdbvaRRQ6+4DW9rfarVXXoRLF+PeNnef+7u0+daBwAAGCb2Ev2+v5rktWK4u2TYZ6TjK+9fT/JSyfK4w0Zvyz7alV1oykGqaqDMrv4/SumGGfFIRkKEs6tqi6VZGzf64lJXj/FOJuwa87fAgAASzfVGukyzoUmyQeSfGWk7dyZbn64T5KHzOjyivXE6e7vZLxg/z5Jfm9jmQGw2yl+DwAAsHnPS/KOGe3XSPLcqqpFDF5VV82wgWiW3+juUxYx/sS+M6PthvMGX9nA86h545xRd78n4xvQzpbk+SsfDO8t/mFG2+9U1RWXlgkAAJAk106y/8jXLbYwr53mXCPPf7CBGN8aeX7pjaUyrrt/lORHI81zz5tXPDPD78+20d1PT3K/JGPFHi6S5O0rn5FsJO7JSZ4xo8vfrxxiAgAASJK3JPnmSNvNq+q28w5QVXdJcpN546ziAzPa7jZv8Kq6cpI7zRvnDMbWjaea+/5tkvNMFAsAAOD/qKp9quqCSx72N2e0/TDJBxedwKLW9LaBcyZ5zLxBquoiSX5/RpcXzjsGAACwbe3ovb7dfWySfxtpfkBV3TTJVUban9/dP54oj+My+8Lyp050jvPRScbm9d9N8uoJxjijx0+0V/VJGS4/X80rV96/pduF528BAGBX2uFrpGPnQi9WVZOds+zuTvKCGV3+uqrOPsFQD05y9ZG2kzP7krI9PX1G20Oq6hc2EAuAXc6HgAAAAJu08uHiA5OcOKPb3ZM8a+pNGFV1lSRvSHLwjG7P7u63TjnuAn1mRtt95glcVftl+BD4HPPEGfHnM9oOT/LHCxhzS3T3OzN+M+tBSV5TVedbYkoAALCrdfdp3X3KyNdpW53fVBZ5qKGqLpbkMiPNn91AqM+PPL9mVZ11Y1nNNDZ3vtnK97JpVfWQJHMXa1yE7n5+hs9XTh7pcv4kR1bVdTYY+qkZDiOt5qpJXuxQDQAAkCTdfWqSp83o8qSqmrVuO1NVnTPJ32329Wv4UMbnU3evqvNuNnBVnS3JSzJeSGEzxua+l6+q680TuKpundkHngAAAOZ1liSfq6rHr8z1Fqqq7pfZxRL/c2VOu3ALXNPbar9VVdfc7IurqpI8JcM+29V8KskbNxsfAADY3vaSvb5j66QXTPK8Ga/7p4nzeNKMtsOSPGKe4FV1jSQPn9Hlqd09NufdrAsnedw8Aarq9kluP6PLU+aJP4Fdc/4WAAB2sZ28Rjp2LnTfJFOvaz49yU9G2i6U5K/mCV5VF03yFzO6vLC7v72BkK/K+IVmleR5VXWBDcQDYBdzWB8AAGAO3f2ZJA9Yo9uvJ3llVZ17ijGr6jZJ3p5hg9CYDyZ52BTjLclHMn4j6i2r6g6bCbpScOG/kvzcJvOaqbtfkeFnMeZxVTXXBqQzqqpzVtUlp4q3CY/I+MGkSyZ5c1VddupBq+qAqnpwVf3j1LEBAIBt72JV9ZGqundV7T9x7L/I+Hrp2zYQ54Mjz8+e5K4bymi2sQvJzpLkySuFEzasqu6ToRD8ttXdL01yxyQ/Hulyrgxz0htvIOYPk/zJjC63S/KSqpr8Mr2qukBVPa6qfmPq2AAAwMI8LckxI22XybAevOEL0KrqwCSvTjLXpWZjuvuElfirOTTJEzcTd+V7fWGSq2wus1Fjc98k+YfNXjJXVb+Y5KWbSwkAAGBDDkzyR0m+XFVPXCkyMLmqumuSZ67R7RmLGHvMItb0toH9kry2qi69ydf/TZI7zWj/y+7uTcYGAABYuO7+SJJ3jzRfYuT5kd39qYnzeH+S18zo8tdV9aubiV1Vl0nyuiRj+5S/n+QfNhN7HR5eVb+1mReuXB7+bzO6vKW737O5tKaxC8/fAgDAbrVT10jHzoUma9eS2pDu/lqSf57R5beq6vc3E7uqzpth/+25RrqclOTxG4m5sob5ezO6XCTJu6esMTTPpeQAbG+K3wMAAMypu1+ctT/ku22Sj1TVPeYoRneBqnp2huIEs247/WaSO3b3iZsZZyusfOj52hldXlRVN99IzJWDJm/M8N4v0v2TnDCj/VFV9R9VtemCFVV1war66yRfSnLTzcaZV3d/LMkfz+hy1SQfrKr7V9W+845XVVeuqr9I8uUMCxBXmDcmAACwI101yfOTfLGq/mTlkMmmVdW+VfV3Se410uXHSf5zAyHfOqPtKVX1y5v9LGAPY8UKk6GIxFOrar/1Bquqs1bVnyV5bpK553CL1t2vSXKbjM/BD07y+qq6xQZi/lNmv693yTDPvcm6Ex2x8nt306p6Xob5/aOSnGfeuAAAwHJ09zFJHjOjy+FJXl1VF1pvzJXDPa/Ngi7yPoNZh2XutbIet24r3+Obk/zKXFmt7rVJThtpu26SF69cGLAuVbVPVT0kyasyHK4CAABYlrMneUSGNc7/Xlkz3NSFXme0UsTtKUlenOGS7DEvWykMuFSLWNPbBs6f5C1VdYP1vqCqDlj5Oc0qCPHeJC+aNzkAAIAlePoG+z9rIVkkD0sydmZ2nyQvqKqHbmTP7sr+0LdmmPuN+f3u/sG6s9y4f6iqP9zIecyqul2GtdWDRrqcmuThUyQ3gV1z/hYAANhxa6Tvzfh85X4rc7W58z+DP03yrRntf1NVj6uqWd/j/1FVV80wr738jG5/3d2fW2/M03X3WzN7jn/JJO+as5bWPlV1u6r6nyQv30wMALa/GuoLAgAAMK+qelKS31lH109kKOT9n9399TVi7pvkeknum+TXMr4Z5XTfTHKz7v7UOvKYqarGJoyP7e7HzBt/lfEun+TjGS+4d1qGjVJP7O6jZ8S5bJIHZtjMtOeHyJ9P8oMk11rlpW/r7sM3lPTPxrxLkn9PMuvD2J8keVqGD9M/0GtMyKvqIkluleRXMxTLOP19uV93P2+ded03QxHD1Vxy1vs4I2Zl+B5+dY2uX0ryD0n+q7u/uM7Y50pyWJJfTHKnJHve8PqW7t7QJQgAALBdzJhjfbi7D1tmLmOq6ugkF1+trbs3vPmkqg5PcsRI8826+8h1xLhEktXmFEcledlK/KO6+0friHWOJLdL8kdJrjKj65O7e90HPqpqnyRHJ7nojG5fTvLuDPPS4zLMEVfz1e5+2Yyx3pnkhjPGeV+GoupvGpt3VtXBSW6f5LFJLrVKl5dmKPq+mg3PJWf8Xj2/u++7kVgr8W6Q5HVJDhnp8pMkd+3u/15nvHMleVfWvnDtPUmekuG9/d46Y18sw2cQt83wnu9Z7P5Pu3tDRSYBAGBvMWOenCSPS/L9JaTxne5ed5G5lbXbI5LceEa3HyT5syQvGps7VNV5k9wzQzH9g/dofm2SW4/E3tQ67cq89VM589rbGb0hQ9GGj86Ic/EkD86wJn7AHs2vy7C2uZoNzSWr6oVJ7jGjy2eS/EmGdchTR2IckGHN8TEZ1h/39O8ZX+9c12cWe4z3mAw/9zPZzGcqAADAzlRVZ8t4Eb5kWCd8bZI3JTmiu7+wzriVYS/x3TJc8H2uNV7y3SRX6e5ZhRP2HOPobOM1vTPEnWxv8xrr2avNz09L8o9J/rG7PzsS82wZiv8/PsnlZgx/YpJrd/cnNpAyAACwYLtxr+86xzxLkq8mOe86un8nyUW6+6QF5fKQrF2M/51J/jzJW2esJ14pyW9nWP+c9b79d5I7rHUWdGSMo7P6z+rtGfaW7nlW+L1JHp3kzTPyPizJ72ZYb55l02eAF3GueLuevwUAAOa3k9dIV8ZZa8/qDzPM4z6ZYY/w6Pfa3U9ex3i3SfKqzJ4ffSxDofzXdfeq51BXzt3+epLfT7L/jFjvT3KjsTjryPeAJG9Lcp01un4oyd8leX13z9wDvnKhwHWT3DnDOdYLrjR9qbsvsZk8AdjeFL8HAACYUFU9LkORufX6ZJKPJvlCkmOTnJRh08r5Mhx6uE6SQ9cZ6/NJbjtF4ftk+cXvV8b85yQPWKPbaRk+9HxvhmL/J2YoHneBDO/XFUded1KSmyb5q5X/3dOmi98nSVU9IskT19n92xkK631z5Z+Pz3DA51wZNjRdO8n5R167pcXvV+KeJckrk9xynS/5WoYigd/MUKjk2AwFMQ7J8Pt9gSRXy+xCkYni9wAA7GC78UDMgovfn9FpGYr4fSzJ95Ick2Ej0T4Z5tgXyVDY/FpJzrJGrM8muVZ3H7dWbnvk+dsZLgCb18y5aVXdOMNmobV+Hl/NMO88/RK4gzLMvS6ToUjj2Pvw1CQfzIRzyakLZazEvEaSN+bMxeRPd0qSe3X3S9YZ72IZ3tdLrKN7Z/g854MZNsUdk+RHSc6RYZ57yEqcqyc55xqxFL8HAGDXWqP4/bJseE5eVRfNcPHY2Fre6U7OMM/4bJKvZ5jHXSjDGvBNkuy3ymuOybBm9pWRmPMUE7hJkiOz9nzyUxkO6XwzwxrmuTN8r9fP+KVhT8/wnkwyl6yqy2SY4+950fmevpuhcMWnMrx3Z80w971EhuIGB4687lVJ/j5zfma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      "text/plain": [
       "<Figure size 6120x444 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithms = ['PEBBLE (2K)', 'PEBBLE (1K)', \n",
    "              'PrefPPO (2K)', 'PrefPPO (1K)']\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_quad_opgap.pdf',dpi=500, bbox_inches='tight')"
   ]
  }
 ],
 "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}