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@quaquel
Created August 11, 2015 19:33
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from expWorkbench import load_results, ema_logging"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO] results loaded succesfully from ./data/1000 flu cases.tar.gz\n"
]
}
],
"source": [
"ema_logging.log_to_stderr(ema_logging.INFO)\n",
"results = load_results(r'./data/1000 flu cases.tar.gz')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"Let's use a most basic classify function for prove of concept and demonstration purposes\n",
"\n",
"$\n",
" \\begin{aligned}\n",
" x = \\begin{cases} 1 &\\mbox{if } deaths>1.5e7 \\\\\n",
" 0 &\\mbox{otherwise} \\\\\n",
" \\end{cases} \n",
" \\end{aligned}\n",
"$\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def classify(outcomes):\n",
" outcome = outcomes['deceased population region 1']\n",
" outcome = outcome[:,-1]\n",
" logical = outcome>1.0e7\n",
" return logical\n",
"\n",
"experiments, outcomes = results\n",
"logical = classify(outcomes)\n"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [],
"source": [
"from __future__ import division\n",
"import operator\n",
"import numpy.lib.recfunctions as rf\n",
"import seaborn as sns\n",
"from analysis.plotting_util import make_legend, LINE\n",
"\n",
"cp = sns.color_palette()\n",
"\n",
"def build_legend(x,y):\n",
" proxies = []\n",
" labels = []\n",
" for i in range(np.max(y)+1):\n",
" proxy = plt.Line2D([0,1], [0,1], color=cp[i+1])\n",
" proxies.append(proxy) \n",
" labels.append('{} (N={})'.format(i,x[y==i].shape[0]))\n",
" proxies.append(plt.Line2D([0,1], [0,1], lw=1,color='darkgrey'))\n",
" labels.append('unconditioned')\n",
" return proxies, labels\n",
"\n",
"def plot_discrete_cdf(ax, unc, x, y, xticklabels_on):\n",
" '''plot a discrete cdf on ax for data,\n",
" grouping data by logical index.\n",
" \n",
" Parameters\n",
" ----------\n",
" ax : matplotlib axes\n",
" unc : str\n",
" x : ndarray\n",
" y : ndarray\n",
" xticklabels_on : bool\n",
" yticklabes_on : bool\n",
" \n",
" '''\n",
" cats = sorted(set(x))\n",
" n_cat = len(cats)\n",
" for i in range(np.max(y)+1):\n",
" data_i = x[y==i]\n",
"\n",
" freqs = []\n",
" for cat in cats:\n",
" freqs.append((cat, data_i[data_i==cat].shape[0]/data_i.shape[0]))\n",
"\n",
" freqs.sort(key=operator.itemgetter(1))\n",
" cats = map(operator.itemgetter(0), freqs)\n",
" freqs = map(operator.itemgetter(1), freqs)\n",
" \n",
" cum_freq = 0\n",
" for j, freq in enumerate(freqs):\n",
"\n",
" cum_freq += freq\n",
" \n",
" x_plot = [j*1, j*1+1]\n",
" y_plot = [cum_freq,]*2\n",
" \n",
" ax.plot(x_plot, y_plot ,c=cp[i+1], label=i==1)\n",
" ax.scatter(x_plot[0], y_plot[0], edgecolors=cp[i+1], facecolors=cp[i+1],\n",
" linewidths=1, zorder=2)\n",
" ax.scatter(x_plot[1], y_plot[0], edgecolors=cp[i+1], facecolors='white',\n",
" linewidths=1, zorder=2)\n",
" \n",
" y_plot = [data_i.shape,]*2\n",
" ax.plot(x_plot, [1/n_cat*(j+1),]*2, lw=1, c='darkgrey',\n",
" zorder=1, label='x==y')\n",
" ax.scatter(x_plot[0], 1/n_cat*(j+1), edgecolors='darkgrey', \n",
" facecolors='darkgrey', linewidths=1,\n",
" zorder=1)\n",
" ax.scatter(x_plot[1], 1/n_cat*(j+1), edgecolors='darkgrey',\n",
" facecolors='white', linewidths=1,\n",
" zorder=1)\n",
" \n",
"\n",
" ax.set_xticklabels([])\n",
" if xticklabels_on:\n",
" for i,cat in enumerate(cats):\n",
" ax.text(i*1+0.5,-0.1, cat, ha='center', rotation=45)\n",
"\n",
" ax.set_ylim(ymin=0, ymax=1.02)\n",
"\n",
" xmin=-0.02*n_cat\n",
" xmax=n_cat+0.02*n_cat\n",
" ax.set_xticks(np.linspace(xmin, xmax, 4))\n",
" ax.set_xlim(xmin=xmin, xmax=xmax)\n",
"\n",
" \n",
"def plot_continuous_cdf(ax, unc, x, y, xticklabels_on):\n",
" '''plot a continuous cdf on ax for data,\n",
" grouping data by logical index.\n",
" \n",
" Parameters\n",
" ----------\n",
" ax : matplotlib axes \n",
" unc : str\n",
" x : ndarray\n",
" y : ndarray\n",
" xticklabels_on : bool\n",
" yticklabes_on : bool\n",
" \n",
" '''\n",
" \n",
" for i in range(np.max(y)+1):\n",
" data_i = x[y==i]\n",
" sorted_data = np.sort(data_i)\n",
"\n",
" yvals = np.arange(len(sorted_data))/float(len(sorted_data))\n",
"\n",
" ax.plot(sorted_data,yvals, color=cp[i+1], label='{}'.format(i))\n",
" \n",
" x0 = min(x)\n",
" x1 = max(x)\n",
" \n",
" sorted_data = np.sort(x)\n",
" yvals = np.arange(len(x))/float(len(x))\n",
" ax.plot(sorted_data, yvals, c='darkgrey', lw=1) \n",
"# ax.plot([x0,x1], [0,1], c='darkgrey', lw=1, label='x=y') \n",
" \n",
" ax.set_xlim(xmin=x0, xmax=x1)\n",
" xticklocs = np.linspace(x0, x1, 4)\n",
" ax.set_xticks(xticklocs)\n",
" if xticklabels_on:\n",
" ax.set_xticklabels(['{:.2g}'.format(entry) for entry in xticklocs])\n",
" else:\n",
" ax.set_xticklabels([])\n",
" \n",
"def plot_cdf(ax, unc, x, y, discrete=False,\n",
" legend=False, xticklabels_on=False,\n",
" yticklabels_on=False):\n",
" '''plot cdf for x conditional on y\n",
" \n",
" Parameters\n",
" ----------\n",
" ax : axes \n",
" unc : str\n",
" x : ndarray of shape (1,)\n",
" y : ndarray(1,)\n",
" discrete : bool\n",
" legend : bool\n",
" xticklabels_on : bool\n",
" \n",
" '''\n",
"\n",
" if discrete:\n",
" plot_discrete_cdf(ax, unc, x, y, xticklabels_on)\n",
" else:\n",
" plot_continuous_cdf(ax, unc, x, y, xticklabels_on)\n",
"\n",
" x0, x1 = ax.get_xlim()\n",
" ax.text(x0+0.01*x1, 1, str(unc), va='top', ha='left')\n",
" \n",
" if legend:\n",
" # add a ax legend\n",
" proxies, labels = build_legend(x,y)\n",
" \n",
" figlegend = ax.legend(proxies, labels, loc='lower right')\n",
"\n",
" yticklocs = np.linspace(0,1,4)\n",
" ax.set_yticks(yticklocs)\n",
" \n",
" if yticklabels_on:\n",
" ax.set_yticklabels(['$0$', '$\\\\frac{1}{3}$', '$\\\\frac{2}{3}$', '$1$'])\n",
" else:\n",
" ax.set_yticklabels([])\n",
" \n",
"\n",
"def plot_cdfs(x, y):\n",
" '''plot cumulative density functions for\n",
" each column in x, based on logical index \n",
" specified in y.\n",
" \n",
" \n",
" Parameters\n",
" ----------\n",
" x : recarray\n",
" the experiments to use in the cdfs\n",
" y : ndaray \n",
" the logical indexing\n",
" \n",
" '''\n",
" \n",
" uncs = rf.get_names(x.dtype)\n",
" cp = sns.color_palette()\n",
" \n",
" n_col = 4\n",
" n_row = len(uncs)//n_col +1\n",
" size = 3 \n",
" aspect = 1\n",
" figsize = n_col * size * aspect, n_row * size\n",
" fig, axes = plt.subplots(n_row, n_col,\n",
" figsize=figsize,\n",
" squeeze=False)\n",
"\n",
" for i, unc in enumerate(uncs):\n",
" discrete = False\n",
" \n",
" i_col = i % n_col\n",
" i_row = i // n_col\n",
" ax = axes[i_row, i_col]\n",
" \n",
" data = experiments[unc]\n",
" if x.dtype[unc] == np.dtype('O'):\n",
" discrete = True\n",
" plot_cdf(ax, unc, data, y, discrete)\n",
" \n",
" # last row might contain empty axis, \n",
" # let's make them disappear\n",
" i_row = len(uncs) // n_col\n",
" i_col = len(uncs) % n_col\n",
" for i_col in range(i_col, n_col):\n",
" ax = axes[i_row, i_col]\n",
" ax.set_xticklabels([])\n",
" ax.set_xticks([])\n",
" ax.set_yticklabels([])\n",
" ax.set_yticks([])\n",
" \n",
" sns.despine(ax=ax, top=True, right=True, left=True, bottom=True)\n",
" \n",
" proxies, labels = build_legend(x, y)\n",
" \n",
" figlegend = fig.legend(proxies, labels, \"upper center\")\n",
"\n",
" return fig\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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iYscU+EVERERE7JgCv4iIiIiIHVPgFxERERGxYwr8IiIiIiJ2TIFfRERERMSOKfCLiIiI\niNgxBX4RERERETumwC8iIiIiYscU+EVERERE7JgCv4iIiIiIHVPgFxERERGxYwr8IiIiIiJ2TIFf\nRERERMSOKfCLiIiIiNgxBX4RERERETumwC8iIiIiYscU+EVERERE7JgCv4iIiIiIHVPgFxERERGx\nYwr8IiIiIiJ2TIFfRERERMSOKfCLiIiIiNgxBX4RERERETumwC8iIiIiYscU+EVERERE7JgCv4iI\niIiIHVPgFxERERGxYwr8IiIiIiJ2TIFfRERERMSOKfCLiIiIiNgxBX4RERERETumwC8iIiIiYscU\n+EVERERE7JgCv4iIiIiIHVPgFxERERGxYwr8IiIiIiJ2TIFfRERERMSOKfCLiIiIiNgxBX4RERER\nETumwC8iIiIiYscU+EVERERE7JgCv4iIiIiIHVPgFxERERGxYwr8IiIiIiJ2TIFfRERERMSOKfCL\niIiIiNgxBX4RERERETumwC8iIiIiYscU+EVERERE7JgCv4iIiIiIHVPgFxERERGxY063W3j48OH7\nVYfYuebNm9/Xx1PflbvhfvdbUN+Vu0PHXCmubHHcfSAYt3Ho0KHbLb7FL7/8YsycOTPf/f/4xz+M\n6OhoY+3atcbmzZsNwzCMpUuXGoZhGDt27DBWrVp1x49xO/v27TNGjBiR7/4/8hzup9atW+e7b9iw\nYfnuK6r1FyQ3I8O4sGKVseuZ541tfYOMb5YuMsavnFrocyjsNbshKyvLWL16tWEYxi39507c6X5T\nv/1j7rTfGkbRfQ4FST4ZYpxduNgI+fgTY+Owfxqrly61Sb81jLz9lpuba7z00ktG7969jZSUlALb\nHTx40AgLCyt0O999950xbdo0IyEhwRg/frxhGIZx4MCB267zR934m7jZ3X7dv/zyS+PYsWN/ev3s\n7Gzj7bffNvr27Wv06NHjjl6P4tR3DcMwMmJjjb2vDDV+nDzFWLp4nk3qv/GYxaXvLlu2zDCMW4/n\n92q/nTp1ypg1a9Zf3k5GRobRq1cvIzIyssDlxa3fGoZh5GZmGluGvGKsWfCV8cuod4rlcygu7suU\nHpPJxN/+9jc6deoEwNy5cwEIDAykZ8+ed+0xipOC6p05c6YNKvnrEnbs4tCQoezr/RIXV6wi192d\n2Kee4IxzAs+2617oer/3msXHx7NmzRqAW/rP/aJ+m5899VuAzPh4Lixbzsn3xhD7w/+IvXiR5BbN\nsJw9Vug696PfxsXFkZ6ezooVK/Dw8CiwzZo1a4iPj//dOsuWLcu4ceMA+O677267zh9142/iXnrl\nlVdo1KjRn17/xx9/xNvbm2+++YYFCxYwadKku1hd0XB66RISq1Ujs0I5ssrm2LSW4tJ3//Of/wB3\n93hemICAAF5//fW/tI0TJ07Qr18/oqOji937RmHMFjPLv/mcq4+2xP10ODVfD7J1SXbttlN6bkhL\nS+ODDz4gNTWV+Ph4+vbtS58+fThy5AhTpkzBw8MDZ2dnGjRoAMAXX3zBtm3b8PX15dKlSxiGwcyZ\nMylXrhzJyckkJyczYcIEGjVqxNmzZ3nrrbdYuHAhP//8M05OTrRo0YK3336bmTNnEhMTw5UrV4iN\njeXdd9+lbdu2rF+/nuXLl5Obm4vJZGLWrFkYhpGv7qtXrzJ58mTc3d3Jzs5mwoQJBAQEsHTpUtat\nWwdA9+7dCQoKIjw8nKlTp2I2m0lKSmL8+PE0bdqUd999l6ioKDIzM+nfvz/PPvssu3fvZsaMGbi4\nuODp6cmUKVMIDQ1l/vz5ODs7c/HiRbp3787QoUML3W5B2rZty65duwgKCiIgIICIiAiys7Pp3Lkz\nu3bt4tq1ayxcuJBNmzaxdetWsrKySEhIoH///mzevJmIiAhGjRrFY489Rps2bdi9ezcAI0aMoE+f\nPkRHR7N9+3aysrKIiopiyJAh/O1vf+P06dN8+OGHGIaBl5cXU6ZMwd3d3VrXjdfh8uXLpKSkMGbM\nGJo1a8b//vc/Fs6eQ25cHOWdnXnt0Tasz03j8OUEEpcswJkStPZuipeXF506dWL9+vU4Ozszbdo0\n/Pz8qFy5svUxli1bxsaNG7l+/TpeXl7MmjWLuXPncubMGWbPno1hGJQtW5bevXvz8ccfc+TIEQCe\neuop+vfvzzvvvIOzszMxMTEkJCQwbtw49Vsb9ls3NzcqVKjA7Nmzi2S/XbJkCY4WC+7RMbxcoTJ7\nU5I56mwiOTKdpJCDTHxnPMB977cff/wxAOPGjePChQuMGzeO1157jXHjxpGdnU1CQgJvvPEGFStW\nZNeuXZw6dQp/f382b96cr44bYmJiGDFiBOPGjbOuc+XKFbZu3cqMGTMA6N27t7WvA+zfv59p06bh\n7OxMz549cXFxydd3V65cSXJyMhMnTuS9995j7NixREVFce3aNT744AMeeeQRaw3R0dG8+uqreHp6\n0r59ewIDA/O9dqVKlWLChAmEhIRQtmxZoqOjmTt3LjNnzqR79+60atWKd955h+joaCwWCwMGDODJ\nJ58kKCiIunXrEhERQVpaGjNmzKBSpUrWx+7atStdunQBwGKx4OjoWGA/Lq5OhOwl2gw5Xp7k1Pdg\n0KM9bTq9pjj13d8ez9etW8dHH310y/H8ZkFBQfj4+HDt2jXmzp3L+PHjiYqKwmKx8K9//YtHHnmE\nrVu3MnPmTNzd3SlTpgx16tThkUceYeXKlUyfPt16/HF2dqZatWpMmjSJ//3vfwUe426Wk5PDnDlz\nGDly5D1+Be8PwzD4Yst8qprK4x4aRuUugdR+qB6HEzQ17F65oxH+qKgounfvzldffcWCBQtYvHgx\nAOPHj2fatGksXLiQOnXqABASEsL+/ftZu3YtM2bMICMjA8j7xG4ymRg6dCienp7WT+0Ap0+fZv36\n9axatYqVK1dy4cIFtm3bhslkwtnZmfnz5/P+++9bH/fChQvMmzeP5cuX4+fnx65duwr8xHvixAlK\nly7NggULGDt2LBkZGZw5c4ZffvmFFStW8M0337Bp0ybOnTvHmTNnGD16NIsXL2bIkCGsXbuW9PR0\nDh06xKxZs1iwYAGOjo4YhsHYsWOZNWsWS5cu5eGHH2bOnDmYTCYuXbrErFmzWL16NQsWLAAocLt3\nonHjxixevJjc3FxKlizJwoUL8ff358CBA5hMJjIyMpg3bx5DhgxhxYoVzJo1i4kTJ1q3f/P+uPFv\nk8lEWloac+fO5T//+Q/z5s0DYMyYMYwbN46lS5cSGBjI/Pnzb6nFZDLh5eXF4sWLmTp1KhMmTOBK\nfDxffP45/3QuybvValKuVi02+pXnqocHKWTwr89Gs2LJcqZMmYLFYsm3vZsZhkFycjKLFy9m9erV\n5ObmcuLECV599VX8/f1vGRnZunUrMTExrF69muXLl/PTTz8RHh6OyWSiSpUqfPXVVwQF5Y0SqN/a\nrt9mZ2fj4uJS5PptcnIyM2fO5KMePfmn2YSbgyMHPT1I7vIoWaU9aPyPtixf+g1Tp061Sb9dtWoV\nkNdH/f39mTBhAmfPnmXgwIEsXLiQiRMnsnz5curXr09gYCAjR46kQoUKBdbx29pvXue5554jPDyc\na9euERERgbe3tzUw3ZCdnc0333zDs88+W2DfvRHgx44dy+rVq/H29mbZsmW8+eabTJw4MV/fSExM\nZNGiRQwePPiW165du3bMnz+fzZs3k5KSwrfffsuHH37I5cuXb9nvK1eupGzZsqxcuZJFixYxY8YM\nkpKSrP1u0aJFtG7dmp9++umWx3Vzc6NUqVKkpaXxxhtvMGLEiHy1FVehh3Zw4Ydt5HiWwT06kj6P\n3tuR6jtRnPrub4/n+/fvz3c8/62nnnqKhQsXsmbNGmufnz17NhMnTsRisfDhhx+yYMEClixZgouL\nyy3rJicnM2vWLJYsWcLy5cvx8PBg1apVhR7jbtasWTMqVKjwF16ZoiMj+zozN31JxVhXPEJO4ZWU\nTN22nW1dlt27oxF+Hx8fvv76a3799Vfc3d3Jzc0F8g7g1atXB6BFixYcO3aMc+fOUb9+fQBcXFxo\n2LDh727/3LlzNG7c2Dry0rx5cyIiIgCoW7cuAOXLlycrKwsAb29vRo8ejZubG+fOnSt05LFdu3bs\n3LmT1157DScnJ1599VXCw8OJjY2lf//+AKSmpnLhwgV8fX2ZM2cOrq6upKen4+7uTqlSpXjvvfcY\nM2YMaWlpPPPMMyQlJeHu7o6vr6/1eX/++ed07NiR2rVr4+DgQMmSJXF1dQUocLt3ol69ekDem5W/\nvz8AHh4eZGdn37Jf3N3d8fPzsy6/sY9udvMo8o31KlSoYG0bGRnJ+PHjAcjNzbW+pobFQkbURTLj\n4mhQpQqX1/9Kyuo1XIqM5JeXBlD2WiouHt6U69iB+pV8+PnHn3Co7ErHxzryfL1uAJQuXZrU1NRC\n64G8A3qJEiV48803cXNzIy4uDrPZXODo99mzZ60/6HFycqJx48acOXPmludWvnx5QP3Wlv3Ww8PD\nOhJ+v/vtzVq3bg1A7dq1SUxM5OLFi1T39SV+RV6wblTTj10lTfhey8XB342h7V+mhldVm/XbG98A\n3LyNsmXLMnfuXNasWYPJZLL249vV8ds2BXnmmWf46aefuHjxIi+++GK+5TVq1LD++7d9t1mzZre0\nDQ8P5/Dhwxw7doy0tDTMZjPJycl4enpa21SpUgUnJyfr/vjta3f27FmaNGlifbyaNWvm24c3Xs9S\npUrh5+fHxYsXb9mHFStWJDExMd9zuXTpEsOGDaNfv3507174NMPiICc1lYzzFzhzbD+XohLI8SyD\nV/RZAsdOtnVpQPHruzecO3cOf3//fMfzDh06FLjtm/s8gNlsJiEhAXd3d7y9vYG84+zN/fHixYv4\n+/vj5uYGwMMPP8yuXbto3Lhxgcc4e5Salcb49dNpmfwQnsdCKBV5ltoTxuL4f+89cu/cUeBftGgR\nTZo0oU+fPuzbt4/t27cDeW9QERER1KpVi+DgYEwmE/7+/ixbtgyLxUJubi6hoaHW7dw4EPz2/zVr\n1mTRokWYzWYcHBw4dOgQzz33HGFhYflG1dLS0pg5cybbt2/HYrEwcODAAt9gIe+rPS8vLz744AOO\nHj3K9OnTee+99/D397eOZC5atIg6derw+uuv8+mnn+Ln52edCpCQkEBISAizZs0iKyuLDh068Mwz\nz5CWlkZCQgLlypXjwIED1gNAQaO1U6ZMybfdO/F7c/R+b3lOTg4ZGRk4OTlZg0Vh69WsWZNPP/2U\nChUqcPDgQZKTkwE4O+8rLv+ynvjEeBIAz7K+RGdl4u3ohF/TJsRt20zVV1/BXM+PDWMnkOtjou5D\nNbkekxeUEhMTyczMpHTp0ri4uBAfH0/lypU5deqUNexB3sjK5s2bWb16NdevX+eFF17AMAwcHBzy\njbL6+fmxdu1aBgwYQE5ODkePHuVvf/sbO3fuzPe81G8fzH57s+PHjxMYGEh4eDiVKlWiSpUqnDkT\nSZZvRWr//WUWbfmZMk6uRJpiqEZ5anhVtXm//a0vvviCF198kXbt2vHdd9/xww8/WPeJ2WwmLCys\nwDoKcmMdgOeff563336brKysAqcJODjkfQGcmppaaN+98X8/Pz8qVqzIP/7xD3bu3MnRo0cpU6ZM\ngduDvND029euRIkS/Pe//+Xll18mJSWF8+fP59uHhw4donPnzqSlpREeHk6VKlWsz6swiYmJDBw4\nkHHjxvHoo48W2q44sGRnc2jwUMxZWSS1bom5tDveUWdp9/GnRXJed3Houzcfz8+cOZPveF7Ytm/u\n82lpaSxcuBBfX1/S09O5evUq3t7eBAcHW/so5H3ojYyM5Pr165QsWZL9+/ff9jhsb9Ky0vlo4yya\nXK+OZ/BxSp09R4MpkyhTv56tS3sg3FHg79ixI5MnT2bTpk34+/tTqlQpcnJymDx5Mu+//z5ubm54\nenri7+9PQEAAnTp1okePHvj4+ODl5WXdzo0O7efnx8iRI2ndujUmk4natWvTrVs3+vTpg8VioUWL\nFnTu3DlfcDKZTLi7u9OsWTN69eqFt7c3NWrUICEhgSpVquT7gwkICGDatGns27cPs9nMsGHDCAgI\noFWrVvQ0S/x4AAAgAElEQVTp04esrCyaNGlC+fLleeaZZ/jXv/5FhQoVaNCggTUYJSQk0Lt3bxwd\nHRk0aBBOTk5MnjyZ4cOHYzKZKFOmDB9//LH16/nfKmi7d8PN0x0Kuv/ll1+mV69eVKlS5ZY5xwVN\nmRg/fjwjR47EbDZjMpkYM2w4pz78mKsHDgLg7u/H6atXmI2ZbCcT0xYvokHTprz1008MmzubtLR0\nHLxL0PvV/njHuLJ2T16wSUtLY/z48Tg4ODB48GBeeeUVKleujKen5y31V6tWjZIlS9KvXz+8vLyo\nV68e8fHxNGnShJycHKZNm4arqysmk4kOHTqwf/9+evfuTXZ2Nk8++aR1VPm3+0T99sHqt1OmTMn3\neIcPH2bAgAFkZmYyadIk3B0ceMrNnU+izmGeNxtPD09K9qjFE1kN2bVhe5Hot799nl27duWTTz5h\nyZIlNGnSxPrBpnHjxkyfPp3PPvuswDoK2nbjxo357LPPqFq1KjVr1rT2y5vD+I32N9YpXbr0LX23\nevXq1u37+fkxatQoJk+ezJgxYwgKCiI+Pp7BgwcX+nwKe+2qVavGjh076N27N+XKlcPV1dX6jYDJ\nZKJnz56MGTOGvn37kpmZybBhw6wjqbczd+5cUlNTmT17NrNnzwZgwYIF+aZbFGWGYRC/eStnZs7G\nMJm42rYVSb4eVPAsQeDQj4pcWCwuffe3x/NHH3003/G8ML169bL2+bS0NPr27Zv3/jlmDK+88gql\nS5fGYrFYv3m8McVw+PDh9O/fHwcHB6pVq8bIkSNZt25dgcc4e5KRc50pG7+gTnoVTGnxlDp7jof6\n9VHYv49MRmEfp8l7syzu50Mt7s/hftefGnGGk++NwZKdjYOzMw+91IfvL0ZRu3ZtnnjiiVvanr10\nnt07dxNmXKD8QxUY/ujf+eGHH0hKSmLgwIE2ew62esy7qbjXD7Z/DrNmzcrXb2N++B/nF31Ncrf2\nXPXyYY/jSd7s+AondwQXiX57vx/31Vdf5b333qNq1ap3bZt/tv6zZ88SFhbGk08+SVJSEk8//TRb\nt26lRIkSd622O2XrvnuziJmzubJ3P+b0dAyTicudA0nwdsa5lheDHu5d4DoPwjG3KPXdm82bN48B\nAwbg7OzMyJEjadu2Lc8+++xdqvD2ilK/vVlK5jWmbpxNnYwquKQlUO3XQ1gys6g75j28W9xab1F9\nDvbgjkb45cEQPn0GCdt3AODZrCn1PngXk6Mj3HTWhBsuXL7Inp27OWFEUtu/FgOb9Sp0pFKkKEg6\nfITzi74mrZY/V8qUYacpmPcf+yfVvapykuAHqt9mZmbSt29fWrVqdVcD019RsWJFpk2bxtdff43Z\nbObtt9+2SdgvSiw5OcRv3gqGQakWTQmp7ENSKQccqpVkYIteti7PJopi371ZqVKl6NWrF66urlSp\nUoUnn3zS1iXZ1NWMZD7ZNJt61x/CLfw0FQ+dwgJUezkIr+YF/55C7g0FfgEgOzmFhJ27AKg39n08\nmzW1BqBhw4bd0jYmLpY9O3Zz1AinUe2GvNy0h3XZb08lJmIrN/dbS04OoZOnkFanFkmN63O81DlG\ntn6V6l55geFB67eurq53fOal+6VkyZLMmTPH1mUUKVkJCWAYlG77KHtr+mDOzcWhmiuvtgx6oD6g\n3qwo9t2b9evXj379+tm6jCIh5tplPtv0H5rk+ON97CReIXm/y2oweQJlGjawcXUPHgV+4VrYaU5/\nOh0sFqr0eP62n7rj4uLYvmM7R4zT+FYqT/8mL9zHSkX+OPP16wS/9wGpAXVIaVCXE2WiGdt5BB6u\npW1dmkih0s6e5eLK1RiOjoSUK0N2bjZZlU28+chLD2zYl+Jj38UjLNyzgrY0xissDK+QM5SsUpl6\nYz/Atbyvrct7ICnwP6AMw+DyLxtIPX2ahG1503jKd3mCqn0K/5o44UoiW3Zs5YjlNI5ezrzV5h96\n45EiLTspiUOD/sG1gNqk1a5FjHGOD7qMpGQJnQJOiq6rhw5zatIULE5OxD3egSvOOVwtl82Y1m/k\n+5GqSFGz5eweVh/8L21NjfG6dhXvI6cAqPWvfyrs25AC/wPqWkgoZ7/Mu1CRydGRMo0a4vfqK4UG\n+MTERDZv28xByykSHJP5ssPHODnY1xUrxf6c/e47UurXJb1mdS54JzLi6fdxMCkwSdGWuGMXFicn\nort3IsHNTJJvNu+2H6awL0Xe2tBf+PXENtqYGlEdcPgx73TY9SeMpXQtf5vW9qBT4H/AJO7eS9Kh\nw8Rv2QpA5eefo9pLffN+nFuI+Ph4tu3Yxh7zcbJKmvms0xjcnEver5JF/pTQFcs4fzGG6zWrc7Vc\nBiOeHKGwL8VCYmgoiR3bEe+WS6X61fhnw6dsXZLI71ob+gsbT2ynjakRdRvVg+nzyAKq//1lPJs0\ntnV5DzwF/geIJTub059My7vh4IC7vx8P9e1927B/6dIldu3exR7zCTJdc5n82Ch8S/ncp4pF/pzQ\n71dzLuI8WVUqY8qOY0j30Zp+JkVeyomTnPhmCYlNG5ObnUHpWlV5UWFfioFlx9ayJ+wArWlAk+ZN\nqOVejsNx8bjXrkXl556xdXmCAv8D5fzXSwEo07AB9caPwcHp9i9/XFwcu3bvYq/lJLEkMqH1mwr7\nUuQdjT3J2fAzUKki1x0T6DdAYV+KhxML5pFYO4Ds3OtUrPsQLzbvaeuSRAplGAYHY46xNvQXUpOu\n0YoG+DWqTUO/+hx7+x0ASteqZeMq5QYF/gdEWuRZLv30MwAPvdT3jsP+TstxLhuJvPZIf+qW0x+u\nFG1hcREc/u/PePmUx/t0KB0//czWJYn8rszLlzk47RMS69TFuJ5GlRc70vqhFrYuS6RQhmHw1eGV\n/Bq5A1+8eNTUgAZNG9K0ViNSwyNIi4jA5OhItZdfsnWp8n8U+B8Q0d9+B0DF7t3wCKhz27aXL19m\n565d7Pm/sP9S4+fpUKPV/ShT5E87fnIv5/63BR8vH3w2bqbe8NdtXZLIbRmGQcS/ZxK3Zw+JnTrg\nfOUK1QKb00BhX4q4deFbrGG/Q4lmtGvbDl9fX5KOHCV0wmQAqg8cgKOLi40rlRsU+O2cYTYT898f\nuXYqDMj7A7yd2NhY9uzZw2GHMGLMCfSo351nAh6/D5WK3DnDMEg7E0n2lSvkXLtGzI7tXHYpicXH\nG6+DB2gyfiwedQNsXaZIoTLj4oj8zzyungwhsVN74h2v8WivLjSopbAvRZdhGMw7tJzNZ3dRxbE8\nbZ0aE9imLeXKlSP1dLg17Hs93JwKXZ+wcbVyMwV+O5e4ey8X/m/uvvejLW87lSc6OpoDhw6y13SS\nizlxPFm7Ez0b6AdjUrQYFgsRX8wmYeu2vNsmEyktmpHt7YVH9FlaT/8cZ88yti1S5DZyUlM5/Mpr\nmF1dSOzSmXiHa9R/rD2NqyvsS9GVlp3OgsMr2RN1iIccy9PasRHt2gZStmxZcjMyOD7qXQDca9ci\nYPTI3506LPeXXg07d/XAAQDqjHyTsm3bFNru4sWL7N+/n10cJ9acQM8GT/FCvSfvV5kidyQrIYHw\n6TO4Fpp3IZcyrVpysIIbhpM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Zs4czcefYZD5EJ7/WCvtSJNw4N7Nn44b4duqQb3lGRgYb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Ale9+AIjOPMLx/Vyez/d715ImiyTA158ZMfFIksSRV16ntbgEdXv7wIlyOV5/vwJr/2nYR0Ua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oqBejysXbkh+ioWOPnrsFpBmH1mVeBvU3TyWva7xGiCcXSzYt7uQxz4NHP8xjBAz9AQj4su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\nZliM8AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x132151950>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_cdfs(experiments, logical)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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SiqioKLKzs9tVd/jGyv74E8qPx+PZpw8unh7WLsemSHgJIVpNcXUp7+bUb2XS\nwbUD/5y7Ar8W7sF1toYHkMPCwuzqUmGDsthj4OzMiGdWysPJvyHhJYRoFSaziTs3PGo5fnfRGlx1\naPXUIDMzk/j4eIKCguwyuJSmYaqswMnZGXff9r3cvzVIeAkhWsWKnessf35/8cu6BteRI0c4ceIE\nU6ZMoWvXrrqNa0tKDh+h5uQpukyWB5PPRcJLCKG7L+M3kXwmDYCb+y7Cw02f+zVKKY4dO8aJEyeY\nO3cu3t7euoxri4xl5QD4XT7OypXYJgkvIYSutqbt5dPjGwC4ffw1+JV66TZ2VFQUOTk5zJo1y26D\ny1xTQ/bHn5C3eSsAzu4drFyRbZLehkII3Rw9fZz/RH8EwMJhswkZPF2/sY8eJTs7m/Dw8Ha1A3JT\nnfx2A6e+24hWW0v/G6+ny+SJ1i7JJsnMSwihi4KqIp7b/S8ARnUfxjWjFuo2dkxMDKmpqYSEhNhN\n54zfUkqR/uZb5P1Q331k2GOP4D/hcitXZbskvIQQLVZjrOXujY8D0KmDN4/PuleXcZVSREZGkpub\na7fL4QGU2Uzhrt0SXE0g4SWEaBGDqY77f/yH5fjfC57Vbezjx4+Tl5dn14szDEVFHF/+JLV5eQD0\nu/ZqCa5GkPASQrTI6n1vcKa6GIC14U/i7uKmy7ixsbEkJyczc+ZMuw0ugOrMLGrz8ug8aiQDbr4B\n70GDrF1SuyDhJYRoljqzkZf2vkFsXiIAT85aSp/OLd/0USnF8ePHSU5OJiQkBH9//xaPaYs0k4mS\nQ9Gc/v4HAHwvGyPB1QQSXkKIZnnj0IfE5iUAcOfl1zOi+xBdxj148CBZWVnMnDnTboMLIP3N9eT/\nvBy+4+BB+F8+3soVtS8SXkKIJns/5kv2Zh0E4MlZf2dE96G6jHv8+HGysrKYN28eHe24i7qxooLi\nqEMAjF7zIt4XDbZyRe2PhJcQotGUUnxy7Ds2JtfPGP48MkKX4FJKER8fT0JCAqGhoXYdXACnv/8B\nY1kZvSLmS3A1k4SXEKJRTJqZhzc/a9mT6/9GLGDx8DktHlcpRWxsLCkpKXa3H9f5mCoqAOg6Q7+H\nuB2NhJcQ4oLyKgr4+6anUSgAlk25jUl9x+oy9r59+zh16hRBQUF222S3gWY0kvHWO+T9tAUAV2/7\nnmG2JgkvIcQfij4Zx0t737AE16rgB7mka8tXxSmlOHr0KPn5+SxYsABPT88Wj2nrUl5+haJ9kXj2\n7cOgW2+i36PNAAAgAElEQVTBs2fLV2c6KgkvIcR5HcyNYfW+NwGY0m88t1x2FT4e+rRnaugOP2vW\nLLsPLqUUpTGxFO2LxL1rV0aveRGXDtJwtyUaFV7Hjh2jpqaG2NhYbrvtttauSQhhA+ILUizBNabH\ncJZO/otuY8fExJCSkuIQlwoBUte9SuHOXQB0Dw6U4NJBo7rKHz9+nNGjR1NSUkJVVVVr1ySEsLKt\naXtYseNlAIZ3u5jlM+/RZVxN0ywbSYaFhTlEcBkrKijcvQeAUS8+R79r/mzliuxDo2ZeV199NWaz\nGbPZbPdLWIVwZJrSeGbXPzmWnwzA5b1H8+C0O/UZW9M4cOAABQUFzJw5026b7P5W+n/eBk2j9+KF\ndBpyibXLsRuNvue1adMm7rjjDoxGI25u+vQuE0LYlk+OfWcJrmtHLeKKYWG6jKuUIjo6mry8PGbO\nnEmXLl10Gbc9MOTn4+TqSv/rr7V2KXalUZcNv/76ayIjI1m7di3OzrJ/pRD26EDOEb5J/AmAR6b/\nTdfgOnDgAJmZmYSGhjpUcFWmp1OdexLnDu44yb+dumrUzGvRokUsWrSotWsRQlhJzOl41u5fD0Dg\nwCmM7TVCl3GVUpw5c4aamhrCwsLsdiPJ88l670PMVVUM/ttd1i7F7rTaUvnDhw+31tCiHZHPgW1T\nSnHaUMgHud8B0NXdj8udh+n295afn09lZSV9+vQhLS1NlzHbE0PhGXBx4WQXP07Kz4KuGhVeQ4f+\nuneZk5MTiYmJf3jOuHHjml+VsAuHDx+Wz4ENqzRUcd8PKygz1Lcq6uvTk5fCH8fZSZ/LW0ePHqWy\nspL+/fszceJEXcZsT6pzcoktLMTN11d+DtD/F9lGhVdSUpKubyqEsC6TZubWbx9CUxoAt467mqn9\nxusWXA3L4efMmUNKSoouY7Y3uV9+jVZXR58rF1u7FLvUqPBKSUmhpKSEffv2sWzZstauSQjRivIq\nC7n3+yctx29d8aJuXTOUUhw6dIjMzEzmzJnjcPe4GmS+9wGFO3bi7O6O/+Uy62oNjfo1Kzs7mwED\nBlBUVNTa9QghWtHR08d/FVyrZz+ua3DFxMRw8uRJZs+e7bDBVVdcwslvvsOjR3dGv7yaDt26Wbsk\nu9SomVdISAhpaWmMHDmytesRQrSST459y1cJPwLg59GZV+atwMNVvzZFR44cIS0tjaCgIDp37qzb\nuO2N4cwZ0DT8J03Eq09va5djtxo181q/fj09e/YkKyuLjIyM1q5JCKGj3LLTrI/+2BJc14xayL8X\nPKtbcGmaxsGDB0lLSyM8PNwhWj79EVNlJYA819XKGjXzGjt2LAkJCbi7u9O7t/wmIUR7UWmoYtmP\nKy3HS4bPZeGw2bqNr2kahw8fJjs7m9DQUHx8fHQbu70q3L0XAN/Lxli5EvvWqPBqWOY5fvz4Vi1G\nCKEfs2bmlm8eAMDLzZMXZz9GQEf9ulsopdi/fz8FBQUOswPyhSilMJWXAeA9aKCVq7Fvsp+XEHao\n1ljLPZueshy/Nv8feLvr21Q7Li6OU6dOccUVV9BBtvig6EAUOZ98RlVGJk4uLjhJD9hWJeElhJ0p\nri7lzg2PWo5fnvOUrsHV0GQ3IyODkJAQCS7AXFND0nMvAtBlymR6RcyXPbtamYSXEHZke/p+3jj0\ngeX4PxHP4+up38q/hue4srOzmT17tkOvKmxQFh9P8otrAeg0bChDH37AyhU5BgkvIezEsfwkS3D5\ndPDmX/OfoYOru67v0fAAcmhoqAQXoDSN7A//h7G0lICgWQy87VZrl+QwJLyEsANnP8M1Y8BE7p54\nk67jK6VISkoiMzOTefPmyaa0P0t7Yz3lCYm4d+3KoDtuw8XDw9olOQwJLyHauTcPfcS29Prl2bMv\nmsnNY6/S/T0aHkCeMWOGBNdZSmNicPX2ZszaFyW42piElxDt2K6MA5bgumbUQl2f4WoQHx9veQBZ\nnuP6DU3DpaMXbnIJtc1JeAnRTq3e+yYHT8YA+j98DGA2mzly5IhlVaEE169V557EWFZOh4AAa5fi\nkCS8hGiHPju+0RJc4RfNYsmlc3V/j6ioKAoKCggODsbf31/38du7rPc+QKuro/fCBdYuxSFJeAnR\nzmSW5PJF/PcA3Druz4RdNFP394iOjiY3N5f58+fj5eWl+/j2oKGHYffQECtX4pgkvIRoR47nJ7Fy\n5ysAjOs1slWCa//+/eTm5hIeHi7BdR4FO3ZSnpQs97qsSMJLiHZiT+ZBXo16F4BuHbvwwNQ7dH+P\no0ePkpubKy2fLiD3i69wdnVl6CMPWrsUhyXhJYSN0zSNR7c+T0ZJDgAX+w9gVchDODk56fo+MTEx\npKamEhwcLMF1AZrRiGsnb3yGD7N2KQ5LwksIG/fM7lctwXXlpfO4cvhc3YPr8OHDlo0ku3TRr/O8\nPapMS8eQX4DPpcOtXYpDk/ASwob9lLqLY/lJADwf+giD/PvrOr5SisjISMs9LlkOf2HVWVkAdJs1\nw8qVODYJLyFsUHVdDVvT9/Jh7FcAXDVifqsE1+7duykqKmL27NkSXBegzGaKDkRxetNPADi5uFi5\nIscm4SWEjamsq+KWr3/pTD6k62CuvHSeru+hlGLXrl0UFRURHh4uLZ8aIevDjzn51TcA+Iy4FN8x\no61ckWOT8BLChlTX1fDAj6ssx0sn38rEPvpuJ69pGocOHaKoqIi5c+fi6emp6/j2qDwhkVPfbgBg\nxLMr6XzppVauSEh4CWEj6kx13PT1Msvx6wueoauXvp0tlFLs37+fwsJC5syZI8HVSClr16HMZvpf\nf60El42Q8BLCRjy5fY3lzx8ueQV3nffiMpvN7Nu3j7y8PBYsWCDB1UgVKakYCs/Qacgl9LlysbXL\nET9ztnYBQgj4IOZL0kuyAfjn3BW6B5dSiujoaIqKipg/f74EVxMU7NgJQJ+rrrRuIeJXZOYlhJV9\nEf89G5K3AvDA1Dvo0UnfLuWaprF7924KCgqk5VMzaHVGADx6dLdyJeJsEl5CWIlSijX7/mPpDr9w\n2Gwm6Lw4QynF3r17KS8vJyIiAg/ZMLFJak6d4szuPbh4euLu52ftcsRZJLyEsAJN01j240pOVeQD\ncOfl1xM0aIru77Fv3z7y8/NZsGCBBFcTKU0j55PP0erq6Hft1bjK4wQ2RcJLCCv4T/RHluD6R/AD\nDOk6WNfxNU3j4MGDFBYWEh4eLsHVDDmffUHhrt24dvKm28zp1i5H/IYs2BCijW1K2c72jP0APB14\nn+7BBb90hw8NDaVTp066j+8IqtLSARi9+gU8usv9Llsj4SVEGzqen8x/j34OQMjg6QwPuET394iN\njSUtLY2wsDAJrhYw19QA4Ooje3bZIrlsKEQbOZgbw+p9bwL1LZ9uH3+N7u9x5MgRTpw4QXBwsPQq\nbAHNZKI8IRGv/v1w9ZLHCmyRhJcQbSCtOMsSXBf7D2BF0LILnNE0Dfe4srOzmT17Np1lh9+W0TSU\n2Yy7v74dToR+JLyEaGVmzcyKHS8D0K9zb54JfVjX8RtWFRYVFREWFibBpQNDUTEALh6yKaetkvAS\nohUppVi66WlqTQYAXpr9mO7v0bCtSWhoqFwq1EnZsWMA+AyXDSdtlYSXEK3o+T3/Ir/qDABrwp/Q\ndQdkTdM4evQoBQUFLFq0CDc3N93GdmSmqiqyP/4UAK8B+u6hJvQj4SVEK/kq4QeOno4HYGXQA/Tt\n3EvX8ffs2UNBQQHBwcESXDqqTEvHWFJC1xnT8B010trliPOQ8BKiFcTmJfDJse8A+PPICIZ20/dZ\nrqioKAoLC7niiitwd9e3ia8jU2YzBdt3AuA3bqx1ixF/SMJLCJ0VV5fyzK5XAZg1cDKLh8/RbWyz\n2Ux0dDQ5OTnMmzdPgktnp77bSOGOnXj27UOXSROtXY74A/KQshA6yi07zZ0bHgWgh3c37rz8Ol3H\nj42NtVwqlG1N9FeRegKAS5b9HRdpqWXTJLyE0InJbGLZjystxy+ELcfZSZ8fMaUUUVFRnDhxgmnT\npuEnHc51p5SiJPowHQK60bG/LNSwdXLZUAgd1JoM3L3xccvx//70Gi7OLrqMbTKZ2L9/PwUFBYSG\nhkpwtSLNYKBDQABOLvr83YnWI+ElRAvVGGu5+ev70ZQGwNo5T+oWXACHDh2ipKSEefPmyaXCVlQc\ndRAA146yWWd7IJcNhWiBk+V53PjVfZbgWj37cfr49NRt/MOHD5OTk0NoaKgEVyvL+2kLAP2u+bOV\nKxGNITMvIZqprLac+35YAYCnmwdrwp+gq5c+vfA0TSM6OprMzEzCwsLw8pLZQGvR6uooO3ac2lOn\nAPDs08fKFYnGkPASohnMmplHt7wAgBNOvL1wNa46Xips2AE5LCwMX19f3cYVv5a/dTvp699Gq60F\nwKtfX7nf1U5IeAnRDC/te5Mz1fXNW99e+JJuwaWUYu/evZw+fZqFCxfKc1ytqDo7m/Q316PV1REQ\nHERA8Cx8hg7VtYWXaD0SXkI0gVkz86+o9zhyqr5x6xOz/o53h466jX/gwAEKCwuZO3euBFcrKj54\niMTnXgRNo/OokVx09104OcsSgPZEwkuIRqo1Gbjhy6WW46tGLGBk96G6jK1pGjExMZw6dYo5c+bI\nPa5WlvXBRzg5OzPkkQfxn3C5zLbaIQkvIRrBZDZx27e/7MP12Mx7GN1Dn+0ylFKWVYUzZ86U4GoD\nxrIyPHr0oMvECdYuRTSThJcQF6CUYsWOlzH8vCfXv+avolvHLrqNHx0dTUZGBiEhIfjLzr2trnDX\nHowVlXQICLB2KaIFJLyEuIAX9v6b5KJ0AP4R/IBuwaWU4siRI2RkZDB//nyZcbWRE6+/AZrGgJtu\nsHYpogUkvIQ4D6UUz+1+jZi8BACeDlzGkK76bG2ilGLnzp0UFhbKc1xtyFRdjVZbS+fRo+g84lJr\nlyNaQMJLiPP4MuEHS3Ddefl1DA+4WLexo6KiqKiokBlXGzPkFwDg2VvfjUFF25PwEuIc9mYd4rPj\nGwBYPuNuxvTU77f0o0ePkpOTQ0hIiARXG1M/t/GSB5HbPwkvIX4jp+wU/zzwDgBje43ULbhMJhM7\nd+6kuLiY8PBwfHx8dBlXNF55fP1M2kMWa7R7El5CnCW/spD7f/wHACMChvDwtLt0GVfTNLZt24bZ\nbOaKK66gQ4cOuowrmqb2dB4AnUeOsHIloqUkvIT4WbWxhnu+f9Jy/PjMe3V5eNVkMnHgwAHMZjNh\nYWG4usqPnbXUFZcA4OQi3TTaO/kpEoL6mdEtXz9gOf5wySs469AuyGw2s2vXLqqrq5kxY4YElxVV\nZWVTFHkAr/798OglCzbaO/lJEgJ4P/ZLy55cby18CXdXffoKRkZGUl1dTWhoKB4eHrqMKZrHWFYG\nQJcpk3GWXyLaPZk7C4f3VvT/2JSyHYCHpt2JTwfvFo+paRqRkZGcOnWK4OBgCS4rq0xPJ+Ot+kU4\nzm5uVq5G6EHCSzi0yJzDbE7bDcD/jVjA+N6jdRn34MGDnDx5krlz58pyeBuQ/eH/qM7KpntoCD3m\nhFu7HKEDmTsLh3Xk1DFe3v8WUN8hfsmlc1s85tnL4RcsWICnp2eLxxQtp8xmAAbdcavMvOyEhJdw\nSAdzY1i9700ARnYfwpU6BJdSin379lFXV0dERIRcKrQRStOozsnFxctLHk62IxJewuGknEm3BFfo\n4OncNv6aFo+paRp79+6lqKiIefPmyXNcNsRcXU1dURF+l4+TDSftiPxNCoeSV1HA49teAmBMj+G6\nBJdSikOHDlFRUcHs2bMluGxMwyVDJ2eZddkTmXkJh1FaU8a9m54CoJN7Rx6dcXeLxzSbzezfv5/C\nwkICAwPp2LFji8cU+iqNjQPAq38/K1ci9CThJRxCeW0Ft3/3iOX4zYjnW9w9w2QysW/fPkpLSwkL\nC8Pbu+VL7IX+DGeKAPC+6CIrVyL0JJcNhd2rNRm49duHLMfvL34ZV5eW/d7WsDijrKyMwMBACS4b\nVpN7EgDPnj2sXInQk4SXsGtpxVn85ay2T29GPI+HW8tWATbc4yosLCQoKEi6w9swY3k5dUX1My8X\nuaRrV+SyobBbFYZKHt3yPAAXdxnI/VNux8+zc4vG1DSNnTt3cubMGblUaKPKExLJ+2kLFcnJli7y\nODvjIgtp7IqEl7BLNcZa/vLNg0D94oxnQh66wBkXppRix44dVFRUyLYmNkopReorr1Gbl4dLx474\nXjaGTkMuwW/sZbh6y8zLnkh4CbtzPD+ZlTvXWY5fnfePFo+plGLnzp2UlpYSERGBm3RpsEnmmlpq\n8/LwvvhiRr34rDzXZcckvIRdKa+tsASXq7Mrbyx4Fi/3lrVoatjWpLS0lAULFkhw2TKtfmcAN9/O\nElx2TsJL2A2llGU5vK+HD29EPIezU8v+AdM0jejoaKqrq5k7dy7u7vpslSJaR8mRowB49Ohu5UpE\na5PwEnahwlDJXRuWW/bkWh3+hC7BtWXLFsrKypgzZ470KmwHTn+/CZyd6Tmv5b0qhW2T8BLtXn5l\nIfd8/6Tl+PGZ97Z4Ty6z2czBgwcxGo0sWbIEF2no2i7UFRXRoWsXeabLAUh4iXYtr6LA0vIJ4L+L\n1+Llps89ruLiYsLDwyW42om8nzZTV1KKR/cAa5ci2oCEl2i3fhtcH135T9xcWraYomE/rsrKSubN\nmyf7cbUTFaknSHv9TVw6etH/+uusXY5oAxJeol0ymOosweXk5MR7i19ucXAZjUa2b99ObW0ts2fP\nluBqR4xlZQD0uXIJXSZPtHI1oi3IWlLR7pg0M9d/+XcAPFw78P7idXi4tvyB4d27d6NpGuHh4RJc\n7UxtXj4ALrKoxmFIeIl2pc5Ux9/PWpzxz7kr6ODasuXrRqOR/fv3U1paSkhIiHTOaIeKIg8A4Ddu\nrJUrEW1FLhuKdqPSUMUt3/zSZPeFsOX4trBXodlsZvv27RgMBoKDg+UB5Hbo9KYfKT8ej5ufH+7+\nftYuR7QRCS/RLhTXlHLnd49ajteGP0mfzj1bNKbBYGD37t3U1NQwZ84cmXG1U3k//gTAiFUrcJZf\nPhyGhJeweUop7t74hOV4/RUv0NmjZduQmEwm9uzZg6ZpzJ49W4KrnSqKOkh1VjadhlyCV5/e1i5H\ntCEJL2HTlFI8tPlZTJoJqN9IUo/9uHbs2EFtbS0hISGyOKMdq87KBqDv//3JypWItibhJWyWUop1\nkW+TVZoLwIqgZS0OLk3T2LNnD1VVVcyfPx9XV/kRaM80oxEAJ/l7dDjyNy5sklKKB396huyy+i3c\n/zrhBoZ1u7jFY+7du5eSkhKCgoIkuOxAVUYmAF79+lq3ENHm5KdX2KSP476xBNfyGfcwpufwFo3X\ncKmwpKSEefPmSZNdO6CUwlxdDYBrp05Wrka0NQkvYXP2ZB7k26TNAPxtwo0tDi6TycTmzZuprq4m\nIiJCtjWxA6UxsWT+9wOqMjJwdnfHycnJ2iWJNibhJWzKZ8c38EX8JgCm95/AzIGTWjSepmns2rUL\nJycnFi9ejLNsUGgXsj78H1UZGXSZMpneixfiJM2THY6El7AJSin+FfUeu7OiAFgwJITrxyxp0Zhm\ns5nIyEhqamqYPXu2BJedUEphrq3B2cODoQ8/cOEThF2S8BI2YeXOdcQXpADw0LQ7Gd97dIvGM5vN\n7Ny5k4qKCgIDA6Vzhh05+eXX1OTk0mnIJdYuRViRhJewqoYZV0Nw3Tfl1hYHl1LK0vJJusPbn5LD\nRwAY+uhDVq5EWJOEl7Cq5VteIK0kC4BHpv+Nsb1GtGg8s9nMjh07qKyslO7wdqg0JpaaU6fByQl3\nP+lj6MgkvITVrNyxzhJcD027q8XBpZQiMjKSuro65s+fL5cK7UxR1EGSnn0BgB5zZlu5GmFtEl7C\nKtZHf8zxgmQAls+4mzE9L23ReJqmsX37dsrKyggPD5fgskNF+yIB6H/9tfS5crGVqxHWJuEl2tzm\nE7vZkrYHqO+c0dLgMpvNbNmyxdLySZrs2p+a03kU7tpNh4AAes6bY+1yhA2Q8BJt6uuEH/nfsW8B\nWDhsNrMGTm7ReCaTia1bt6KUYsGCBfIAsh0y19SQsmYdAAGBM3GR+5gC2UlZtKGNydsswRU0aCrX\njFrYovEamuyazWaCgoIkuOzUmf2RVKam4jtmNL0iFli7HGEjZOYl2sThU8d4P+YLAP48MoLFw1t2\n6aeuro6dO3dSVVXFvHnzJLjslDKbqc6sX9QTEBKMq3dHK1ckbIWEl2h1CQUpvLDndQBGBAxpcXAp\npdi9ezcmk4m5c+dKcNmpmlOnSFixitq8fHB2xqN7gLVLEjZEwku0qk0p2/nv0c8BGNbtYp6Y9fcW\njadpGlu3bqW6upoFCxbgIj3t7FZ5QiK1efn4T7ycATfdgGevXtYuSdgQCS/Rak7W5PPhiQ0ATOgz\nhrsn3Nii7t9KKfbs2YPRaGTu3LkSXHbOXFMDQJdJkyS4xO9IeIlWUV5bwYcn64NrfK9RPDD1jhaN\nZzab2bx5MzU1NXKPywEopTj59bc4ubrSadgQa5cjbJCsNhS6K6kp49Zv6/vOdfbw4YFpLQsuk8nE\njh07cHJyYsGCBfIclyNQirqiYjoNHYJnz57WrkbYIAkvoSuzZubu75+wHL8c/iTOTs3/mDU02a2q\nqiI4OFg6ZziI8sQkAJxlhi3OQy4bCt3UmY0s3/ICRrMRgKUDb8C7Q/OXNptMJnbu3EltbS3z5s3D\n1VU+ro7AXFNDyuqXcXJxoffCCGuXI2yUzLyELjRN4y/fPEh22UkA1oY/SQeX5v/WrGkaW7Zsoaam\nhpCQEAkuB1IaE0ddcTG9IubjO3qUtcsRNkrCS7RYrbGWP3/+NwwmAwAvhi2nT+fm36fQNI1t27Zh\nNpuZN28eXl5eepUq2gHNWAdAB3muS/wB+XVWtIhSigc3P2s5fjHsMQb49Wn2eCaTif3792M0GgkO\nDsbZWX6/ciSayUTOZ/WdWDp062blaoQtk/ASLbJix8vkVxYCsG7OU/Ty6dHsserq6ti2bRs1NTWE\nhYXJRpIOqDIllZqcXHzHjMZv3FhrlyNsmISXaLao3KMkFKYC8PjMe1sUXGazmV27duHk5ERERITc\n43JQOZ/Wd2PpOmNaix5oF/ZPrsmIZskoyWHNvv8AsHj4HEb1GNbssZRS7Nq1y7IcXoLLcVWmZ+DR\nowcBQYHWLkXYOPlXQjRZcXUpD/98n2tYt4v588jmL2c2Go3s3buXmpoa5syZI89xOai60lJOffMd\npspK3P18ZdYlLkjCSzSJ0Wzkzg2PAuDu4saTLWi0azAY2LFjBwaDgeDgYOmc4cCSnn2RiuRk3Px8\n6bNksbXLEe2AhJdotNMVBfx901OW47cWvoSLc/Oa4xoMBr7//ns6duzInDlzpFehA1NKYSwvw7VT\nJ8b/59/SVUM0ioSXaBSTZuaRzc9Zjl+bvwoP1+bNlJRS7Nu3j86dOxMUFCSXiBxYReoJMta/Q+3p\nPDx69JDgEo0m4SUuqMZYyy3fPIBZMwPw8Z9ew7WZMy6lFAcPHqSkpISIiAgJLgeX8+lnVCQn4zdu\nLP1vuM7a5Yh2pNGrDbdu3Up+fn5r1iJskKZp3PjVfZbgWhX8YLODy2w288MPP5CdnU1YWJgsznBw\nmtFI5Yk0nN3dGfbYI3Qc0N/aJYl2pFHhVVhYyDfffNPatQgb9I9dr1j+/J+I57mk66BmjWM2m9m3\nbx/Ozs4sWbKETp066VWiaKdqT5/GWFJK12lTcZKNRUUTNSq8unXrxtChQ1u7FmFj9mdHE1+QAsAL\nYcvx9ezcrHEanuMqKipi6tSp0vJJYDYYKDpwEABnWWUqmkHueYlzSj6TxrrItwG4ZtRCBvr1bdY4\nSil27NhBcXExERERsqpQoBmNHP3bvRgKz+Ds7o7v6JHWLkm0Q436FbioqIiMjAwOHDjQ2vUIG1BQ\neYYntq0GoFen7iwcNrtZ42iaxo4dOygtLZXgEkD9jCvzvQ8xFJ7BrbMP49a/QZfJk6xdlmiHGjXz\n6tKlC2vWrGntWoQNKKstt+yE7OLswkuzH2vWOEop8vLyUEoRHh4uwSUoT0om9eV/UpuXh5uvL5fc\ndy/uvs27FC2EXDYUFgZTHUt/WGE5fm/xy7i5NH1FoKZpbN++nZqaGhYuXCjBJVBmM4nPPI+pooJe\nCyPo+39X4eoluwaI5nNSSqkLvei3izWcnJxITEw87+sPHz7c8spEm1JK8Xrm/6g0VwNw14Cr8XHt\n2ORxNE3j9OnTGI1G+vbti4usIhPUh5fhmRdwHjgA9+uvsXY5wkrGjRun21iNmnklJSU1eWA9ixSt\n719R71mCa+2cJ+nj0/SdkE0mE5s3b8bFxYWQkBASExPlcyA4fPgwY4ZfShTQ2d+f4fKZcEh6T2oa\ntWAjJSWFqKgo1q5dq+ubC9uwI30/uzLrF+MsnfyXZgWX2Wy2LOgJDQ3Fy8tL1xpF+2YorN+wtEP3\nACtXIuxFo2Ze2dnZjBw5ku+++6616xFt7OO4b/gm8Segfkn8lH7jmzyG2Wxm06ZNGI1GWZzhoJSm\nYaqswlhehrGsDGNZ+S//f+IEmab6Di3yMLLQS6PCKyQkhLS0NEaOlOcx7Mmbhz5iW/peAGYNmNys\nJfEGg4EffvgBd3d35s6dK/e4HEzqq69TEn0YY3k5aNp5X1cK4OyM9+DmdWgR4rcaFV7r16/n2muv\nJSsri4yMDAYOHNjadYlWtjF5qyW47ptyK5P7Nv0+hMlkYvfu3Xh6ehIWFiZNdh2EUorqzCzO7N1H\nwdZtAHQaOgS3zj64de788/9+/rOPD6mnTjF60iRcfTrhLLtkC5006pM0duxYEhIScHd3p3fv3q1d\nk2hlB3KO8H7Ml0D9pcLmBtfevXsxGAwEBgZKcDmQ3C++IvvDjwFw9vCg3zV/pvcVC877emezCXd/\nv+L0sCoAACAASURBVLYqTziIRoVXw4qx8eObfj9E2JZyQyVr968HYFr/Cc26VKhpGjt37qSqqoqQ\nkBA6dmz6knrRftXk5AJw0d130XXGdFykN6GwApnDO5AKQyW3fvMgAF5untw76eZmjRMZGUlNTQ1z\n586VbU0ciFKKwh07KTkaA4Df+HESXMJqJLwcRJ3ZyB3fPWo5XjfnqSaPYTKZ2LRpEwaDgXnz5klw\nOZiqjExSX3kN5w4d6HfdNbj5+lq7JOHAJLwcxProjzFpJgD+veDZZm1vsm/fPry9vZk/f75sa+KA\ntNpaAHotmEffPy2xcjXC0Ul4OYAfUnZYHkJeGfQAXbyadvO8pqaGzZs3U1dXx4IFCyS4HJBSitwv\nvwbArbM00xXWJ+Fl5/ZnR/Pu0c8ACB08naHdBjfpfIPBwI8//kjXrl2ZNm2arCp0UIbCQkqiD+N9\n8cX0CA+zdjlCNK49lGifCqqKLBtKTuxzGbeNb1pD1Ibu8P7+/hJcDs5UWQWAV7++OEsHFWEDJLzs\nVEFVEXdvfByAwX79WTbltiadr5Ri69at1NXVMX36dAkuB6aZTCS/WL85aachF1u5GiHqyWVDO1Re\nW2EJLoAVQcuaFD6apvHTTz9RW1srizMEdcXF1J7Ow2f4MLqHhVq7HCEACS+7k16czSNbngPq9137\nYMkruDdhQ0lN09i4cSPOzs5ERERIr0IHVpmeQdH+SPI3bwWg88gRMgMXNkPCy45U1VVbgqu3Tw+e\nCX6oScFVU1PDjh07cHJyYu7cuTLjcmCVaenELqt/oN3JzQ2/y8fTPTTEylUJ8QsJLztxPD+ZlTvX\nWY7XhD+Bs1Pjw8dsNrNjxw48PDyYNm2aBJeDM5aVAfD/7d15XJT1+v/x1zDs+yKCe4ompikqbgio\nuC9928ylznQs88Svk6eO5lLH3XJrMTP9pp5ji/pVy7AkFQUUsbTjFua+lzsgiqyz378/RqdMEUhg\nmOF6Ph48Ymbue+YKbu83931/7usT0qcXjUe+gNrd3cYVCXEn2UM5gCv5Wdbg8nLxYOnjc8sVXLc7\nZwB0795d5uOq4RSTiatJljnevBo3luAS1ZIcedk5vcnAa5ssrZ6aBDRkTp83S1njTjqdjvT0dNzd\n3enRo4cccQnyT5zk+n/34tMinNo9utm6HCHuScLLjumMekZ+84b18bS4MeVa32g0kpqailqtJiYm\nBmeZa6lGMxYVUXD6DDm7dgMQ0K4tag8PG1clxL3J3sqOvZU8B73JAMBHA6bj7lz2Dt9FRUWkpqbi\n7u5OXFycjCqswW78lMG5f39K8aVLoCjW593r1LFhVULcn4SXnVq6dxUX8q4A8PHAmdT2rlXmdQ0G\nA5s3byYgIIDY2FgJrhoue/sOii9exD00hKAunfFu1gyfh5viFhxs69KEKJGElx1ac2gDKWe/B2BU\n+2fLFVyKorB9+3YCAgLo3r27XOOq4Qz5+eT8+F+cfX2J+Gi+zM8l7IbsuezM97/uIeHoZgBGtH2G\n3k1jyryu0WgkMTGRwsJCYmNjJbgE+pwczDodtbpGSXAJuyJHXnYkqzCHj378FIBBD/dkwMNxZV73\n9nB4Z2dnafkkrEzFljm6VM5y6ljYF9mD2QmDyXBHo11NRNknAzSZTOzatQuAvn37SnAJq+wd6QD4\ntWxp40qEKB858rIDBpOBF9aPtT6eVo5Gu7enNcnPz2fAgAEyOEMAYMjL49eV/0fmlmQAvBo3snFF\nQpSPhFc1pygK07Z98NuQ+IEzcHMuWwcMk8lESkoKOp2Oxx57DBeXsvc5FI5LURROvPsBN38+hHto\nKPWfeRq3kBBblyVEuUh4VXPrjyVx6vovALzb91+Eepdt+LJWqyUtLQ29Xs+AAQPkBmRhpb92jZs/\nH8K3VUtazZiKSo7GhR2Six/V2Lojm1hzaAMAI9sNo5F//TKtp9VqSUlJwcnJiX79+klwiTvocy1N\nd91DQiS4hN2SvVo1deDyYb48nAhAXOMo+jYrW485nU7Hjh078PT0JCYmRk4VijsUnT/PkcnTAPAO\na2zbYoR4ABJe1dC5GxeYs3MRAD0aRxHfUVOm9cxmMzt27MDNzY3OnTtLcIm73Nj/E6biYhoMH0ro\ngP62LkeIP03Cq5rJ1xUwYessAGp5BvJyh+fKtJ5erycxMREXFxeZ1kSUyJCfD4B3WBOZFVnYNQmv\nasRgMvDKrXu5wNKzsCzzcplMJpKTk6lVqxaxsbGyUxL3ZCwo4PK3iai9vPB5uJmtyxHigUh4VSOT\nUt5FZ9QBsPzJ98p0M/Ht4FIUha5du0pwiXsqvnKF0wsXoxiNBHXvhoufn61LEuKBSHhVE+99v4Rz\nuRcs3/edhLerV6nraLVaNm/ejJOTE4MGDZIbkEWJTsx7n8Kz5/B+uBn1Hh9k63KEeGASXtXA+qNJ\n7LmUAcC46Hga+tcrdR2DwUBaWhp+fn5069ZNgkvcl6m4GJcAf1rPmy1H58IhyH1eNnYk6ySrD30L\nwAtth9ChXptS1ykqKiI5ORmj0Uh0dLQEl7gvY1Ex+hu5qD08JbiEw5AjLxu6XpTL9O3zAehQrw39\nH+5R6jparZbk5GR8fX3p2rWrjCoUpSo8exazVktgx0hblyJEhZHwshGdUU984psABHj4MS46vtR1\njEYj27dvx9vbm27dukl3eFEqXfY1cn7cA4Daw8PG1QhRcSS8bEBr1DHym3HWxwsHzCh1HbPZzNat\nW1GpVDIDsiiTUwsXk5WSanng5IR3E+moIRyHhFcVUxSF975fguFWl/hFg97GtZQu8Uajkc2bLbMn\ny7Qmoiy0mVnW4Ar7fy8T1KWTDI8XDkXCq4qtyPianzOPAfB+v8kEewXdd3lFUdi5cydubm707t1b\nLriLUikmE4cnTQWwtIHq18fGFQlR8SS8qtCG48l8d9Ly1/D46Hga+NW97/I6nY7U1FSKi4t57LHH\nJLhEmZgNBnRZWfg92oqGw4bYuhwhKoVcOKkiJ6+dZeXBBACeaTmQyFKGxJtMJjZv3oxareaJJ56Q\nUYWizK7emh3Z2dvbxpUIUXnkyKsKZBfmMCn1XQC6NGjPM63u3+FAr9ezefNm3Nzc6NOnjxxxiTLT\nZmXxy/LPcAnwp/6Qp21djhCVRsKrkmUVXOPVjZMBUDupeb3LyPsuX1xcTFpaGp6envTq1UuCS5SL\nLvsaALWiovBu0sTG1QhReSS8KpGiKEze9p718bLH5943jIqLi0lJSbFOJCnBJcpKMZk488lSslK3\nA+Di52vjioSoXBJelURRFN5ImsmNYsuU6/83eCHO6pJ/3EVFRaSnp+Pj40NUVJRc4xLlos3MJHNr\nCq61atFw+FCCu8fauiQhKpUM2KgEiqIwK/1jLuRdAWBSt3/cN7hMJhNbtmzB2dlZgkuUmzYzk8yU\nbQAEtIsgpFccTs7yd6lwbLKFV4KkU2kcvHoUgLdiR9M6tEWJy+p0OrZv346npyc9e/aUU4WiXM4t\n/4zL3yYCoFKr8X2k5G1NCEci4VXBfr56jE9/+hKA4Y8+TkSdR0pc1mAwkJ6ejrOzs8yALP6Um4eP\nolKrCXvlZYI6d5Lh8aLGkPCqQLvO7+fD3f8GILphB558pF+JyxqNRlJTUzGbzcTFxcmpQlEmZqOR\n3J8yyDt6jLwjxyg8dw61mxshvXraujQhqpSEVwXJLMi2Blcjv3r8vdNfS1zWZDKxceNGXFxc6Nmz\nJ25ublVVprBz51et5lLCN5YHTk54hzWhdlzpU+kI4WgkvCqA0Wxi3JZ3AGgR3IzpcWNKXFar1bJ9\n+3bc3d3p1auXNNkV5WLIywPg4TGvE9gxUqY5ETWWhNcDMplN/PXr1zGYjQD8K/bVEpctKipix44d\nuLq6EhMTI8ElyiV75w9c+34XKrUa/4jWElyiRpOh8g9AURRGfTvBGlwf9p9a4vQmZrOZtLQ0XF1d\niY6OlmtcotzO/Xs5KArNXh8t05uIGk+OvB7A5xnrKNAXAjCn90Tq+obeczmj0UhSUhKKotC9e3c5\n4hLlppjNmLRaPOrWJTg2xtblCGFzEl5/UuqZ79l00nJj6Iy4N2gS2Oiey2m1WjZu3IibmxsDBw6U\nGZBFuRjy87mx/wDZ23dg1mpxr1vH1iUJUS1IeP0Jaed2s2TfKgC6P9SF8OCwey6n1+tJS0sjKCiI\n2NhYCS5RLufXfMmFtV+B2QyA7yMtaPpKvI2rEqJ6kPAqp7PXz7N4zxcAdG7Qjlc6PX/P5QwGA5s3\nb7Ze45LgEuWVeyADFIVGmucI7NgBjwb15UZ2IW6R8CqHAl0hE5NnA5Yh8WOiRt1zOb1eT0pKCt7e\n3vTo0UOCS5SbYjZjLMhHpVZTf/BTti5HiGpH9qrlMHbLTACCPAJKHBJvNBpJTEzExcVFgkv8aTcO\n/ETxpcsEdmhv61KEqJbkyKsMFEVhUuq71ulN5vZ5855D4nNzc0lNTcXb21smkhQPxHjrZuSASAkv\nIe5FwqsM3t+1lFM55wDL9Ca+7j53LVNcXMzevXsJCQkhKipKgkv8KSadjgtrvuRq0lYAnOR+QCHu\nScKrFBtPpLLnYgYAU7q/TquQ5ncto9fr2blzJ05OTnTo0EFOFYo/RX/9Buf+8ynXvv8BgEaa5wjq\n0tnGVQlRPUl43cfuC/v5PGMdAENaDbpncOl0OrZu3YparZYmu6LcFEXhwtqvyN6RjvbyFevzzceN\noVZ0VxtWJkT1JuFVgqv5WczfZekS37F+BINbDrxrGb1ez6ZNm/Dz86N79+5yxCXK7eahw1xYvRa1\nhwcB7dvi+8gj+LV+FJ+Hm9m6NCGqNQmve7ipzeMfm6YC0CSgIWOj/nbXMjqdjtTUVPz9/enevbtc\n4xJ/SuGZswA0e+1VOUUoRDlIeP1Bkb6Y+MS3APBwdmdK99fvCqbCwkK2bNmCl5cXXbt2leASgGWw\nhTEvH2NhIcbCAowFRZgKCyyPCwqt/zUVFmIssDyvz7kOgMpZ/ikKUR7yL+YP5u9ehslsAuCT/5mN\nh4v7Ha8XFRWxZcsWgoOD6dq1q5wqFADk/Hcvx+fMs7ZyKpVKhbOXF2ovTzwfaoR3s6aVW6AQDkbC\n63fWHPqWg1ePAfDRwBn3DK7k5GSCgoKIjo6WIy5hVXzhApjN+LV+FI/69XD29sbZywtnb69bIeV1\nx3NqDw9U8oePEH+ahNctG44nk3A0CYAxUaMI9Q6+43W9Xk96ejr+/v5yqlDcoejiRbJ3fg9Ag6HP\n4NeqpY0rEsLxSXgBR7JOsvJgAgD/E96Hzg3a3fF6fn4+ycnJeHp6EhUVhbNcnxBYhrnrMjM5+M9x\nmPV6asd1x/eRFrYuS4gaocbvhfO0+UzfPh+wDIn/S5sn73hdq9WSlpYmnTMEACatlksJ35B3/ASF\nZ85iLCgAwCUggGavjbZxdULUHDU6vHRGPS99Ox6AQA//u7rEFxcXk5KSgpubG507d5bgEuRmHLTM\nsQW41wnFP6IN3k3DCOgQaePKhKhZamx4KYrCC+vHWh/P7z8VJ9VvF9CLiorYuXMnXl5ecgOysFJM\nlpGojV96gbqPDbJxNULUXDV2jzxx62yMZiMAiwe9c8fIwoKCAlJSUnB2dpYZkAUAZoOBGwd+4uJX\nXwPg7ONr44qEqNlq5JHXpwe+5FzuBQDm9J5ILa9A62s6nY6kpCRq1apFdHS0DM4Q3DxyhGNvz8FU\nVARYrm/5t3nUxlUJUbPVuD3zmkMb2HxqOwCvd3mJJoGNrK8VFxeTmppKUFCQHHHVAGa9Hm1WNoab\nN3/3lYch99b3eZbviy9eBMC7WTMeekGDb3g4KrXaxtULUbPVqPDad+kgCUc3A/By5HNENfxtor+i\noiJSUlLw8PAgOjpagsvBKYrCT6P/ifbq1ZIXUqlw9vHBo0F93ENDafbaq7j43D2XmxCi6tWY8Dqd\n8wvzvv8EgE7129IzLNr62u0muz4+PsTExMipQgdn0um49PV6a3DVH/wULv5+uPj97svfDxcfHznC\nEqKaqhF76WuF13krZS4AwZ6BjO36W5d4nU7Htm3bcHFxoVu3bnLE5cAMeXlkpmzj8jcbMNy8iWtg\nIM1eH41/m9a2Lk0IUU4Ov6fWmwyM2/oOAF6uniwYMN36mk6nIyUlBbVaTVxcnASXg8o7dpyjb89m\n74iX+PXzFZj1euoPfoq2ixZIcIkKZzabmTJlCsOGDUOj0XD+/Pl7LvfOO++QmZnJwoULeeaZZzDd\nug0DYMiQIVy+fLnEz8jPzyc+Ph6NRsOwYcPIyLDM9p6cnEzv3r3RaDRoNBr27dsHQEJCAkOGDGHw\n4MEsXboUgGvXrjFixAg0Gg1///vf0Wq1AMyYMYOcnJwK+VlUJoc/8pq4dTaFessosfn9p+Kstvwv\nFxYWWo+4evbsiVpODzmss0v/TeHZc3g1aUxwt1hCesXh7O1t67JEFViR8TU/XjhQoe/ZuUE7NBFP\nl/h6SkoKBoOBNWvWcPDgQebMmcPixYvvWCYjIwNnZ2dCQkIAuHTpEkuWLOGVV14BKLUhwmeffUZU\nVBTPP/88586dY+zYsSQkJHD48GHGjRtHnz59rMueP3+eNWvWsHLlSpydnVmwYAFGo5HPPvuMvn37\nMnz4cObPn8+6dev4y1/+gkaj4f3332fWrFl/9kdUJRw2vBRF4f0flnIxzzK1+oIB0/F3t9ybo9Pp\nSE9Px8fHh+joaAkuB2Y2GNBmZuHs40PE/PdsXY6oAQ4cOEBMTAwAbdq04fDhw3cts2LFCkaOHAlY\nguqll17iq6++okePHrRoYemPqSgKW7ZsYeXKlXesO27cOEaMGIGrqysARqMRNzc3AI4cOcLx48f5\n/PPPad26NW+88Qa7du2iVatWjB8/nuzsbOLj43F2dsbd3Z3c3FzAcm9r3bp1AWjcuDFnz54lNzcX\nf3//SvgJVQyHDa9vj29lzyXLofSYqFHU8akNWH5JmzZtws/PT+7jcnDGgkIurf8GU2Ehwd272boc\nYQOaiKfve5RUGQoKCvD+3ZG9Wq3GbDbfcVli7969zJ071/rY09OTmTNnMnHiRL76ytJ+TKVS0bdv\nX/r27VviZ2VnZzN+/Hj+9a9/ARAdHU2vXr2oX78+U6ZMYc2aNeTn57N3717Wrl2LVqtl+PDhfP31\n1zz11FMMHTqUjRs3YjAYGD36t96cjRs35sCBA8TFxVXYz6WiOeSe++erx/i/n78B4PmIp61d4vV6\nPVu3bqVu3boyrYmDu7JxM+eWf4ZitHRR8Wn+sI0rEjWFt7c3hYWF1sd/DK7bz/3xD+fIyEiioqJY\nsGABYDnySkpKYtWqVXcsN27cOFq3bs2JEycYO3YsEyZMIDLS0lvz6aefxufW7Rw9e/Zk69atPPro\no3Tq1AlPT088PT0JCwvj7NmzfPjhh8yZM4euXbuyY8cOJkyYwJIlSwCoXbu29aisunK48Dp49Sjv\n7FgIQFyTrgxq3guwXOPavHkzgYGB0h2+Brix/wCK0UiD4UOp3aMb7reuLQhR2dq1a8f27dvp378/\nGRkZNG/e/K5l3NzcUBTlrv3QP//5T55++mmys7NRqVT069ePfv363bX+6dOnee2111iwYIH1/RVF\n4fHHH2f16tWEhISwe/duWrVqRbt27Vi1ahV6vR6j0ciZM2do1KgRRUVF1iPE4OBg8vLyrO9/8+ZN\ngoKCKvLHUuEcKrxytXnW4Apw92NU++EAGAwGNm7cSEhICLGxsRJcDkqXc53cnzLIPfgzeUctM2LX\ne/Jx1LeuBwhRFXr37s0PP/zAsGHDAJg9e/Zdy7Rr147Dhw/z6KOWNmO390murq7Mnj3bum5JPvjg\nAwwGA2+//TYAvr6+LFq0iHfeeYfRo0fj5uZGs2bNGDJkCGq1msGDB1vf85VXXsHPz4+pU6fy9ttv\n4+TkhKIoTJ061fr+x44dY9y4cQ/+w6hEKkVRlIp+0/3799O+ffvSF6xARrOJUd+Op1BfRAO/urzX\ndxIqlYq8vDxSU1Px9fUlLi5OgqsKVeV2YMjPZ9+Lf8Os1wPg4u9PcPdYGr/w1yr5fFEyW+wPqruM\njAw2btxovVZVnZw+fZrPP/+cmTNnVuj7VvR24BBHXmazmZc3TLQOiZ8Y8woqlYrCwkLS09MJDQ2l\nY8eOElwOzJiXj1mvx7dVS8JefgmPBg3k9y2qrYiICDZs2EBmZqZ1uHx1sXLlSl577TVbl1Eqhwiv\nMUkzyNdZZrT9sP9Ugr2CKC4uJjk5GT8/Pzp06CDD4R2UsbCQi+sSyNqWBoBnwwZ4Nmxo26KEKIMp\nU6bYuoR7mjZtmq1LKBO7bynx5eFELudnAvBu339R1zcUg8FAYmIiAQEBxMbGynB4B5a1bTuXEr5B\nMRmpM2gADZ4ZbOuShBBVwK736j9dOcy6I5sAeKXj8zTyr8/169fZtm0bwcHBdOsm9/Y4KkVR0F69\nSv7JUwA0e/0fBEbKdRUhagq7Da/DmSeYnb4IgG4PdaZ74y4UFxezc+dOGjVqRLt27WxcoagMisnE\npfXfcnVrMrrMLMuTTk64VfNhvUKIimWX4VWgK2RG2ocA1PUJ4f911FBQUEBKSgqBgYFERkbKxXoH\ndeqjRWSn7UDt6UlQl074R0Tg3zYC95Dati5NCFGF7O6aV5GhmL9vnASAk8qJ+f2nknsjl82bNxMU\nFCSdMxxczq7duNUOpv3SxYRPHE9ovz4SXKJaOnjwIBqNpsTXH6Sr/G1nzpwhMjIS/a1bRPbt28eQ\nIUMYOnQo7733Wy/PuXPnMmzYMAYPHmxtP5Wens66dev+7P+ezdnVkZfZbGZs0kyKDZbW/f/72CyK\ni4vZtm0bTZs2JSIiQoLLwZiNRgpOniLv6DHyjh3HrNdbJouUGY1FGZz79HNydu2u0PcMiupS6v2D\ny5YtY8OGDXh5ed3z9QftKg+WHopz5861NuUFmDVrFgsXLqRevXo8//zzHDt2jJs3b3Lx4kXWrFmD\nXq9n0KBB9OvXj9jYWEaNGkW/fv3u6MVoL+wqvKanfUhO0Q0APhowHQ+VG4nfJVKvXj3atm1r4+pE\nZTg+ay439v82pYV7aAghfXrbsCIhSteoUSM+/vhjxo8ff8/XH6Sr/Pjx42nVqhVTpkxhzJgx1sAD\nWLduHU5OThQWFlJQUICXlxdhYWE88sgj1mVMJpN1BHa3bt1Yv379fY8Qqyu7Ca/0X/7LsWzLyLJp\nPcbg5+zDhg0bCA4OpkuXLjauTlQkbWYW2Wk7uL5vPwW3RhM2Hz8Wn/Bw3IICbVydsCeNX/irTbqs\n9OnTh4sXL5b4+oN2lV+4cCHdunUjPDz8juednJzIyMhgzJgxNGvWjJCQEFxdXXF1dcVgMDBx4kSG\nDh2Kh4cHAM2bN+eLL76Q8Kosaed2s3jPFwAMafUYzQIeYuPGjdSvX5+oqCgbVycqkqm4mJ/Hv4kh\nNxecnPBt+Qih/fpQq6v8noXjeNCu8omJiYSEhLBu3TquXbvGyJEjWbFiBWDp3rFt2zY+/PBDli5d\nyujRo7l58yavvfYanTp14m9/+5v1vWrVqlXtu8eXpNqH1y83LliDq22dlgwKi2P9+vXUqlWLzp07\n27g6UdGy0nZgyM0lpE8vHvqrRmY8Fg7pQbvKb9261fp9XFwc//nPf1AUheeee45PPvkEX19fPD09\nMRgMaLVaRowYwciRIxk0aNAd75OXl0dgoH2ezajWow2vFV5n/FbLVNRt67Ti5VbPkpiYSJ06dYiL\ni7trjhxh335dtZqznywDwK91awkuYfdKGnhxu6v8H5e73VW+oKCg3J+hUqkYOXIko0aNQqPRcOLE\nCV588UXWrFnDxYsXWbt2LRqNBo1Gw6VLlwDLiEh7PXtVbbvKm8wmhn/1qvXxZ4+/z7aUbdStW5eI\niAgJLjtQnu3AkJ/Pnr+MwMXPl4Z/eY6QXnGo5HfsEKSr/N2qS1f5l156iQULFpQ4KrIiVfR2UG33\nDu//sNT6/f/2e4eNiRtxdXWV4HJQ2itXAfB95BFC+/SS4BIOLSIiApPJRGZmps1q2LFjB3379q2S\n4KoM1fKa1xcZX7Pv8s8AzI6bQOqWFBo2bEinTp3kPi4HdO2HXZx839IxxatJYxtXI0TVsHVXeXvv\n/VrtwivlzPd8dyIFgBGtBrN/+x7q1q0rgzMcjD73JnlHj5J35ChXvrM0V37oxRHUe/wxG1cmhLAH\n1Sq8zl4/z9J9lmGhI9sOJf/na9SrV89uLyiKe8s/cZJDb05CudUOR+Xign/rR6kz4O5RVUIIcS/V\nJrzO515iYvJsAJr6PoTpdBH+/v5ERUXJqUIHo72aiWIyEdQ1ijoD++PTrClOrq62LksIYUeqRXhp\nDVre2PI2ACGuQbQrDMMtwI3Y2FgJLgdi0unI2bWbC19+DUBAu7b4tXyklLWEEOJuNh/SVaAr5PmE\nfwLghiv93aIIDQ2lR48euLi42Lg6URG0mVmcXvS/7H3hJU59uBBdZiYhvXsR1KWTrUsTwmEsX76c\n9evXc/z4cRYtssx1mJycTFZWFteuXWP69OmV8rnx8fHW+8aqkk2PvIxmk/WIywVnHlfH4OLiQufO\nnWU4vAO5sPYrslK34RoURGjfPoT26yvTmAhRScLDw609D7/44gumT59OkyZNmDp1aqV9pi3OkNk0\nvN7Z8RHXi3NxxYXBbnEEBATIqUIHYcjPx3zhIpk3cik4fRqA1vNm41ZLZjwWVSspKYm8vLwKez9f\nX997tmy6LSEhgXPnzjF27Fh0Oh39+/enXr16tGjRglOnTlFQUMCCBQuoW7cuixcvJjU1FZPJxPDh\nwxk6dCjLly9n06ZNODs7ExkZyRtvvMHChQu5dOkSOTk5XL58mTfffJPo6GhSUlJYvHgx/v7+qFQq\nBg0axJ49e1izZg2PP/44x48fZ+LEicybN48JEyawdu1afvjhBxYsWICbmxv+/v7MmjWLo0ePPEBj\nUgAACm1JREFUsmzZMlxdXblw4QIDBw4kPj6eK1euMGXKFLRaLe7u7sycOZPQ0FA++ugj0tLSqF27\nNleuXKmwn2152Cy81h3ZyJGsk/jgSV9VJ/z9/SW47FzR+fOcWfJvis5fwHhrZ3H61mtqLy+cve3z\nZkhh3+4XNJWhpH1YmzZteOutt5g/fz7fffcd0dHR7Ny5k3Xr1mE0Gvnggw84efIkSUlJrF27FrVa\nzejRo0lLS0OlUuHq6sqyZcvYtWsXy5cvp0uXLsyePZuEhAT8/PwYO3bsHZ93u+v8jBkz7mgCPGXK\nFFavXk3t2rX54osvWLx4MT169ODKlSskJiai0+mIiYkhPj6euXPnotFoiI2NZffu3bz33nu8+OKL\n/Pe//yUhIQGdTndXv8SqYpPwSjqVxpeHv8MLd/qqOtG4cWMiIyMluOzc9T37yDt8BNdatQjo0J48\nZ2ceatcOz/r18GzUELW7u61LFKJK3e6+p1KprPN01alTh2vXrvHLL7/QunVrVCoVLi4uTJgwgaSk\nJNq0aYNarQagffv2nDplmRbo9vohISHodDpycnLw8fHBz88PgA4dOpRaz/Xr1/H29qZ2bctp+8jI\nSObPn0+PHj14+OGHcXJywsPDA/db/1ZPnjzJkiVLWLbM0nPUxcWFs2fP0rJlS8DSYPjRRx+lEroM\nlqrKw+tQ5nGWH1iLJ+70c+pMk8ZNiIyMrOoyxANQTCa0Wdlor1699ZWJ9momBacsx1lN/x5PQLu2\n7N+/n1DpaSdqGDc3N7KzswE4cuQIwD137k2aNGH16tUoioLRaCQ+Pp5x48bx6aefYjKZcHJyYt++\nfTzxxBMcP378rj/ug4KCyM/PJycnh6CgIA4ePEjHjh3vWMbJyQmz2Wx9HBgYSEFBAdnZ2QQHB7Nn\nzx4aN7Z0tbnXwUNYWBgvvvgibdu25eTJkxw8eJCmTZuycuVKzGYzRqORo0ePOv41r2KDlplpCwjA\nh56qSOrXqy/BZScUsxljfj6ZyalcTFiPqbDormWc3N3xad4cryZNbFChENVDTEwMq1ev5tlnn6Vl\ny5Z4e3ujUqnu2sGHh4cTExPD8OHDMZvNPPvss4SHh9O/f3/rc5GRkfTq1euu8FKpVKjVaqZNm8ao\nUaOsU6D8vsM8QNu2bZkwYQIzZsywPvf2228zevRoVCoVfn5+zJkzh5MnT94zgMaPH8+0adPQ6/Vo\ntVomTZpEeHg4cXFxDB48mKCgIAICAirrR3lfVdZVvkhfzIj1Y/DDi55E0jSsKe3bt5dThTammM0U\nnDqN/voNDHk3MdzMw3Dz5q2vvN/+m5cHt/6Cc/bxIaB9O9zrhOIeGoJ7SAjudUJx8fO74/cp3cQF\nyHYgLCp6O6iSIy+9ycCI9WPwxoPutKN2aIgEVzVxNWkrZ5csK/F1tZcXLn6+lnDy9cWrSWPqPjYQ\nZzvtRC2EcAyVHl5mxcyklHn44UVvVUeCQ4KJjZZRhbaimEwY8vKsR1M3D1vOydcZ2B/vh5vh4ud3\n68sXF19fnORGcSFENVTp4bXwx0+5nnudPqpO1GtUn66dpMluZdNmZZGZnIrhRu5vpwLz8jHm5WEs\nYYbW2j3j8A6Ta1VCCPtQqeF19vp5fj5/lL6qTniG+khwVZELq78ka9v2355wcsLFxwfXwAA8H2p0\n66jq9tGVD+516sg8WkIIu1Jp4XUx7wqTkufRmw4UehsYEtu/sj5K/E7hr+etwdX24wW4+Pvh7OUl\nMxMLIRxKpYXXvzbPZQBdKHbSM6LPkMr6GHGL4eZNjs6cZb3XyrNhAzwb1LdxVUIIUTnKFF6LFi0i\nPDycU6dOER8fX6Y3HqiK4opyjVefetl6t7ioPAVnz1Fw6jReYWHUf/oJAiJlaLIQwnGVGl67du1C\nURR69uzJsWPH2LdvX5luLD6nXGb0kzUvuAx5+Zh1OsxGA2a9AcVgwHzrSzFYnrM81qMYjHe+ds/l\n7vHardcV42/fm3U6AIK6dKJWV7m2KIRwbKWG14EDB6x9rFq0aMGPP/5YpvAa/dTLeLp4PHiFduTy\nhu84959PK/UzVM7OOLm4oHJxwcnFBScXV9Senji5uqL28CCwgxxxCSEcX6nhdf36dWuTRk9PT2vP\nrtIc+/nog1Vmj+rVwX3KW1X+sQpguvV1PCcHcnKqvIaS7N+/39YliGpAtgNR0UoNL7PZbD31ZzKZ\nynQaUFrBCCGEqEyljp+uVasWxcXFABQUFBAYGFjpRQkhhBD3U2p4tW/fnhMnTgBw6NAhIiIiKr0o\nIYQQ4n5KDa/OnTtz/fp1kpKSUKlUREdHV0VdQgghRIkqZUoUIYQQojJJzyAhhBB2R8JLCCGE3amQ\n8Dp48CAajQaAX3/9leHDh/Pcc88xbdo05KxkzZKTk0O3bt04d+6cbAs10Pr169FoNGg0GoYMGULr\n1q05fPiwbAcO6Pf7/fIwm81MmTKFYcOGodFoOH/+PADHjh3jueeeQ6PRMHLkSHJKuV/1gcNr2bJl\nTJo0CYPBAMDs2bMZM2YMq1atQlEUUlNTH/QjhJ0wGAxMmTIFDw8PFEWRbaEGevLJJ1mxYgUrVqyg\nVatWTJ48mUWLFsl24GD+uN8vj5SUFAwGA2vWrOGNN95gzpw5AMyaNYvJkyezYsUK+vTpw7JlJc/w\nDhUQXo0aNeLjjz+2/jV19OhROnToAEBsbCy7du160I8QdmLevHkMHz6c4OBgQLaFmuzQoUOcPn2a\nZ555hiNHjsh24GD+uN8/ceIEzz//PBqNhn/84x8U/G7S24SEBN5//33r4wMHDhATEwNAmzZtOHz4\nMAAffPAB4eHhABiNRtzc3O5bwwNPidKnTx8uXrxoffz7UwKenp7k5+c/6EcIO5CQkEBgYCDR0dEs\nWbIERVFkW6jBlixZwquvvgrIPsER/XG/P3nyZGbPnk1YWBjr1q1j2bJlREdH89FHH3Ht2jW0Wi0Z\nGRkMHjyYgoICvL29reuq1WrMZrP1j94DBw6watUqVq1add8aKnw+L6ffTXpYWFiIr69vRX+EqIYS\nEhJQqVTs2rWL48ePM3HiRG7cuGF9XbaFmiMvL49ffvmFjh07ArJPqAnOnDnDtGnTAMtR00MPPUSH\nDh1YsWIF69ev5+zZs4wdOxawXNsqLCy0rms2m63byKZNm/jkk09YunQpAQEB9/3MCg+vFi1asGfP\nHjp27Eh6ejpdunSp6I8Q1dDKlSut32s0GqZPn868efNkW6iB9u7dS+fOna2PZZ/g+Jo0acK7775L\naGgoe/fuJTc3947XVSqV9ft27dqxfft2+vfvT0ZGBs2bNwfg22+/5csvv2TFihX4+fmV+pkVFl63\ni5s4cSKTJ0/GYDAQFhZGv379KuojhB1RqVSyLdRQv/zyCw0bNrQ+lu3Acd3e70+bNo1x48ZhMplQ\nqVTMmjXLusyTTz55xzq9e/fmhx9+YNiwYYBlkJ/JZGLWrFnUrVvXerq5Y8eOjB49uuTPlg4bQggh\n7I3cpCyEEMLuSHgJIYSwOxJeQggh7I6ElxBCCLsj4SWEEMLuSHgJIYSwOxJeQggh7M7/B0YIHemi\nIvslAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12b9f7910>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ooi = 'normal contact rate region 1'\n",
"data = experiments[ooi]\n",
"discrete = False\n",
"\n",
"fig = plt.figure(figsize=(7,7))\n",
"ax = fig.add_subplot(111)\n",
"plot_cdf(ax, ooi, data, logical, discrete=discrete, legend=True, \n",
" xticklabels_on=True, yticklabels_on=True)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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5fQgUQi1atFB0dLSqVq1quhQABoSFhV3153nqER0+fFipqanasmWLnn322b98QKvVqvj4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\nAEb9f8ndHdc2LAGTAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12c058b50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def classify(outcomes):\n",
" outcome = outcomes['deceased population region 1']\n",
" outcome = outcome[:,-1]\n",
" \n",
" classes = np.zeros(outcome.shape, dtype=np.int)\n",
" classes[outcome>1.0e7] = 1\n",
" classes[outcome>1.5e7] = 2\n",
" return classes\n",
"\n",
"ooi = 'policy'\n",
"x = experiments[ooi]\n",
"y = classify(outcomes)\n",
"discrete = True\n",
"\n",
"fig = plt.figure(figsize=(7,7))\n",
"ax = fig.add_subplot(111)\n",
"plot_cdf(ax, ooi, x, y, discrete=discrete, legend=True, \n",
" xticklabels_on=True, yticklabels_on=True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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FlQwb3QOjsfEsq76oyMqVWZeElxCi3ckpz+Pe/262bD+96BEGefVr8bjp6ekk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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12bbe31d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ooi = 'normal contact rate region 1'\n",
"x = experiments[ooi]\n",
"\n",
"fig = plt.figure(figsize=(7,7))\n",
"ax = fig.add_subplot(111)\n",
"plot_cdf(ax, ooi, x, y, legend=True, \n",
" xticklabels_on=True, yticklabels_on=True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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