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diff --git a/notebook/1-plot-GW190521-GW191109-GW200220.ipynb b/notebook/1-plot-GW190521-GW191109-GW200220.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..3313de0bab0ac8b927c2463dff4ba7223fa233ed
--- /dev/null
+++ b/notebook/1-plot-GW190521-GW191109-GW200220.ipynb
@@ -0,0 +1,466 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "8cf15b3c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib notebook"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "d5332cc4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import itertools\n",
+    "import numpy\n",
+    "import matplotlib\n",
+    "from matplotlib import patches\n",
+    "from matplotlib import pyplot\n",
+    "from pycbc import waveform\n",
+    "from pycbc.inference import io\n",
+    "from pycbc import conversions\n",
+    "\n",
+    "from scripts import scatter_histograms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "0dd8e4c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pyplot.style.use('seaborn-colorblind')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "29a5dff2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "color_cycle = [c['color'] for c in matplotlib.rcParams['axes.prop_cycle']]      \n",
+    "colors = itertools.cycle(color_cycle)\n",
+    "\n",
+    "# cycle around\n",
+    "for _ in range(5):\n",
+    "    next(colors)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f7551a5f",
+   "metadata": {},
+   "source": [
+    "# PyCBC Inference Read Samples"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "29d23980",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filenames = {'GW190521': '/work/yifan.wang/gw190521_xrerun/t3-localrun/0_700/result.hdf',\n",
+    "             'GW191109': '/work/yifan.wang/testingGR-o3b/t2-o3bevents/o3btgr_output/samples_files/H1L1V1-INFERENCE_GW191109_010717-1126259200-400.hdf',\n",
+    "            'GW200220':'/work/yifan.wang/testingGR-o3b/t4-mpi-massive/t2-200220-mpv1000/result.hdf'}\n",
+    "samples = {}\n",
+    "for lbl, fn in filenames.items():\n",
+    "    fp = io.loadfile(fn, 'r')\n",
+    "    s = fp.read_samples(['srcmchirp', 'q', 'parity_mpvinverse'])\n",
+    "    samples[lbl] = s\n",
+    "    fp.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "a94f9251",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filelabels = {'GW190521': 'GW190521',\n",
+    "              'GW191109': 'GW191109',\n",
+    "              'GW200220': 'GW200220'\n",
+    "             }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "fc371486",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'GW190521': rec.array([(-27873.26400656, 83.26078987, 436.04949975, 1.43400538),\n",
+       "            (-27875.2432163 , 71.57790771, 541.07468378, 1.64651789),\n",
+       "            (-27875.26155477, 74.09536189, 440.63653902, 1.73495024), ...,\n",
+       "            (-27880.60033757, 63.38915481, 277.02222192, 1.29027691),\n",
+       "            (-27869.3461176 , 95.44301611, 381.03490203, 1.50594504),\n",
+       "            (-27877.14788405, 79.98899193, 313.76083404, 1.28679349)],\n",
+       "           dtype=[('loglikelihood', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8'), ('q', '<f8')]),\n",
+       " 'GW191109': rec.array([(-17938.0557928 , 48.73074706, 144.75730556, 1.16390601),\n",
+       "            (-17942.74637522, 52.43607729, 329.71287488, 1.02073016),\n",
+       "            (-17942.07580232, 41.9276795 , 180.19740616, 2.19670947), ...,\n",
+       "            (-17940.19991335, 48.96967047, 405.20982651, 1.45601162),\n",
+       "            (-17935.2245303 , 50.17113232, 235.30007999, 1.16774801),\n",
+       "            (-17938.96972275, 53.97280568, 244.20575908, 1.28908152)],\n",
+       "           dtype=[('loglikelihood', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8'), ('q', '<f8')]),\n",
+       " 'GW200220': rec.array([(-81869.72084721,  64.4399525 , 511.48166829, 2.134752  ),\n",
+       "            (-81863.8137886 ,  89.29121051, 418.60442017, 3.00415035),\n",
+       "            (-81867.14210206,  67.036858  , 239.90584564, 1.45710404), ...,\n",
+       "            (-81863.32826024,  59.46329134, 606.33211039, 2.63692637),\n",
+       "            (-81864.82296474,  69.8439018 , 467.65624429, 1.19154618),\n",
+       "            (-81866.23224365, 104.03905068, 100.25604593, 2.5061787 )],\n",
+       "           dtype=[('loglikelihood', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8'), ('q', '<f8')])}"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "samples"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "ea533ca3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "labels = {'srcmchirp': waveform.parameters.srcmchirp.label,\n",
+    "          'q': waveform.parameters.q.label,\n",
+    "          'parity_mpvinverse':'$M_\\mathrm{PV}^{-1} (\\mathrm{GeV}^{-1})$'\n",
+    "         }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "d1fc164a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = 'srcmchirp'\n",
+    "y = 'q'\n",
+    "z = 'parity_mpvinverse'\n",
+    "mins = {x: min(s[x].min() for s in samples.values()),\n",
+    "        y: min(s[y].min() for s in samples.values()),\n",
+    "        z: min(s[z].min() for s in samples.values())\n",
+    "       }\n",
+    "maxs = {x: max(s[x].max() for s in samples.values()),\n",
+    "        y: min(max(s[y].max() for s in samples.values()),6),\n",
+    "        z: max(s[z].max() for s in samples.values())\n",
+    "       }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "e95d473c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'srcmchirp': 31.170769850622765,\n",
+       " 'q': 1.0000229039873965,\n",
+       " 'parity_mpvinverse': 0.006938599419005487}"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mins"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "6ed4aeed",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'srcmchirp': 149.1743322543928,\n",
+       " 'q': 6,\n",
+       " 'parity_mpvinverse': 999.9916720638518}"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "maxs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "e84b1343",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create a pool for evaluating the kombine kde\n",
+    "from pycbc.pool import choose_pool\n",
+    "pool = choose_pool(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "37a7a798",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'GW190521': rec.array([(-27873.26400656, 83.26078987, 436.04949975, 1.43400538),\n",
+       "            (-27875.2432163 , 71.57790771, 541.07468378, 1.64651789),\n",
+       "            (-27875.26155477, 74.09536189, 440.63653902, 1.73495024), ...,\n",
+       "            (-27880.60033757, 63.38915481, 277.02222192, 1.29027691),\n",
+       "            (-27869.3461176 , 95.44301611, 381.03490203, 1.50594504),\n",
+       "            (-27877.14788405, 79.98899193, 313.76083404, 1.28679349)],\n",
+       "           dtype=[('loglikelihood', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8'), ('q', '<f8')]),\n",
+       " 'GW191109': rec.array([(-17938.0557928 , 48.73074706, 144.75730556, 1.16390601),\n",
+       "            (-17942.74637522, 52.43607729, 329.71287488, 1.02073016),\n",
+       "            (-17942.07580232, 41.9276795 , 180.19740616, 2.19670947), ...,\n",
+       "            (-17940.19991335, 48.96967047, 405.20982651, 1.45601162),\n",
+       "            (-17935.2245303 , 50.17113232, 235.30007999, 1.16774801),\n",
+       "            (-17938.96972275, 53.97280568, 244.20575908, 1.28908152)],\n",
+       "           dtype=[('loglikelihood', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8'), ('q', '<f8')]),\n",
+       " 'GW200220': rec.array([(-81869.72084721,  64.4399525 , 511.48166829, 2.134752  ),\n",
+       "            (-81863.8137886 ,  89.29121051, 418.60442017, 3.00415035),\n",
+       "            (-81867.14210206,  67.036858  , 239.90584564, 1.45710404), ...,\n",
+       "            (-81863.32826024,  59.46329134, 606.33211039, 2.63692637),\n",
+       "            (-81864.82296474,  69.8439018 , 467.65624429, 1.19154618),\n",
+       "            (-81866.23224365, 104.03905068, 100.25604593, 2.5061787 )],\n",
+       "           dtype=[('loglikelihood', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8'), ('q', '<f8')])}"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "samples"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "737146e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filecolors = {}\n",
+    "fig, axd = (None, None)\n",
+    "for run in samples:\n",
+    "    c = next(colors)\n",
+    "    filecolors[run] = c\n",
+    "    s = samples[run]\n",
+    "    fig, axd = scatter_histograms.create_multidim_plot(\n",
+    "        ['parity_mpvinverse', 'srcmchirp'], s, labels=labels,\n",
+    "        mins=mins, maxs=maxs,\n",
+    "        plot_scatter=False, plot_contours=True,\n",
+    "        marginal_percentiles=[], contour_percentiles=[50, 90],\n",
+    "        fill_color=None, contour_color=c, hist_color=c, line_color=c,\n",
+    "        contour_ls=['solid', 'dashed'], contour_labels=False, fold_masses=True,\n",
+    "        use_kombine=True, kdeargs={'pool': pool, 'max_samples': 200},\n",
+    "        fig=fig, axis_dict=axd,\n",
+    "    )\n",
+    "    \n",
+    "    # add legend\n",
+    "handles = []\n",
+    "lbls = []\n",
+    "for run, c in filecolors.items():\n",
+    "    l = filelabels[run]\n",
+    "    handles.append(patches.Patch(color=c, label=l))\n",
+    "    lbls.append(l)\n",
+    "fig.legend(loc=(0.7, 0.75), handles=handles, labels=lbls)\n",
+    "fig.savefig('3events.png')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "95c5bcdf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "color_cycle = ['#1f77b4', '#ff7f0e']      \n",
+    "colors = itertools.cycle(color_cycle)\n",
+    "\n",
+    "# cycle around\n",
+    "for _ in range(5):\n",
+    "    next(colors)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "e69aacc6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "color_cycle = [c['color'] for c in matplotlib.rcParams['axes.prop_cycle']]      \n",
+    "colors = itertools.cycle(color_cycle)\n",
+    "\n",
+    "# cycle around\n",
+    "#for _ in range(5):\n",
+    "#    next(colors)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "5902c7f1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0\n",
+      "1\n",
+      "2\n",
+      "3\n",
+      "4\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(5):\n",
+    "    print(i)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "4ff63d8a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['#0072B2', '#009E73', '#D55E00', '#CC79A7', '#F0E442', '#56B4E9']"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "color_cycle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "2b6d8f06",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['#0072B2', '#009E73', '#D55E00', '#CC79A7', '#F0E442', '#56B4E9']"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "[c['color'] for c in matplotlib.rcParams['axes.prop_cycle']]      "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "87080ba5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filecolors = {}\n",
+    "fig, axd = (None, None)\n",
+    "for run in samples:\n",
+    "    c = next(colors)\n",
+    "    filecolors[run] = c\n",
+    "    s = samples[run]\n",
+    "    fig, axd = scatter_histograms.create_multidim_plot(\n",
+    "        ['parity_mpvinverse', 'srcmchirp','q'], s, labels=labels,\n",
+    "        mins=mins, maxs=maxs,\n",
+    "        plot_scatter=False, plot_contours=True,\n",
+    "        marginal_percentiles=[], contour_percentiles=[50, 90],\n",
+    "        fill_color=None, contour_color=c, hist_color=c, line_color=c,\n",
+    "        contour_ls=['solid', 'dashed'], contour_labels=False, fold_masses=True,\n",
+    "        use_kombine=True, kdeargs={'pool': pool, 'max_samples': 200},\n",
+    "        fig=fig, axis_dict=axd,\n",
+    "    )\n",
+    "    \n",
+    "    # add legend\n",
+    "handles = []\n",
+    "lbls = []\n",
+    "for run, c in filecolors.items():\n",
+    "    l = filelabels[run]\n",
+    "    handles.append(patches.Patch(color=c, label=l))\n",
+    "    lbls.append(l)\n",
+    "fig.legend(loc=(0.7, 0.75), handles=handles, labels=lbls)\n",
+    "\n",
+    "fig.show()\n",
+    "fig.savefig('./3events-2.png')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "132771ea",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebook/1-plot-GW190521-GW191109.ipynb b/notebook/1-plot-GW190521-GW191109.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..39298bcf5ae297c18b5d794e5001655db099969b
--- /dev/null
+++ b/notebook/1-plot-GW190521-GW191109.ipynb
@@ -0,0 +1,452 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "8cf15b3c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib notebook"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "d5332cc4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import itertools\n",
+    "import numpy\n",
+    "import matplotlib\n",
+    "from matplotlib import patches\n",
+    "from matplotlib import pyplot\n",
+    "from pycbc import waveform\n",
+    "from pycbc.inference import io\n",
+    "from pycbc import conversions\n",
+    "\n",
+    "from scripts import scatter_histograms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "0dd8e4c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pyplot.style.use('seaborn-colorblind')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "29a5dff2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "color_cycle = [c['color'] for c in matplotlib.rcParams['axes.prop_cycle']]      \n",
+    "colors = itertools.cycle(color_cycle)\n",
+    "\n",
+    "# cycle around\n",
+    "for _ in range(5):\n",
+    "    next(colors)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f7551a5f",
+   "metadata": {},
+   "source": [
+    "# PyCBC Inference Read Samples"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "29d23980",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filenames = {'GW190521': '/work/yifan.wang/gw190521_xrerun/t3-localrun/0_700/result.hdf',\n",
+    "             'GW191109': '/work/yifan.wang/testingGR-o3b/t2-o3bevents/o3btgr_output/samples_files/H1L1V1-INFERENCE_GW191109_010717-1126259200-400.hdf'}\n",
+    "samples = {}\n",
+    "for lbl, fn in filenames.items():\n",
+    "    fp = io.loadfile(fn, 'r')\n",
+    "    s = fp.read_samples(['srcmchirp', 'q', 'parity_mpvinverse'])\n",
+    "    samples[lbl] = s\n",
+    "    fp.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "a94f9251",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filelabels = {'GW190521': 'GW190521',\n",
+    "              'GW191109': 'GW191109',\n",
+    "              'GW200220': 'GW200220'\n",
+    "             }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "fc371486",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'GW190521': rec.array([(-27873.26400656, 1.43400538, 83.26078987, 436.04949975),\n",
+       "            (-27875.2432163 , 1.64651789, 71.57790771, 541.07468378),\n",
+       "            (-27875.26155477, 1.73495024, 74.09536189, 440.63653902), ...,\n",
+       "            (-27880.60033757, 1.29027691, 63.38915481, 277.02222192),\n",
+       "            (-27869.3461176 , 1.50594504, 95.44301611, 381.03490203),\n",
+       "            (-27877.14788405, 1.28679349, 79.98899193, 313.76083404)],\n",
+       "           dtype=[('loglikelihood', '<f8'), ('q', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8')]),\n",
+       " 'GW191109': rec.array([(-17938.05582598, 1.26533831, 53.21310226, 197.79672422),\n",
+       "            (-17942.74637522, 1.02073016, 52.43607729, 329.71287488),\n",
+       "            (-17942.07580232, 2.19670947, 41.9276795 , 180.19740616), ...,\n",
+       "            (-17940.19991335, 1.45601162, 48.96967047, 405.20982651),\n",
+       "            (-17935.22456401, 1.43324543, 47.64874267, 235.73097815),\n",
+       "            (-17938.96972275, 1.28908152, 53.97280568, 244.20575908)],\n",
+       "           dtype=[('loglikelihood', '<f8'), ('q', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8')])}"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "samples"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "ea533ca3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "labels = {'srcmchirp': waveform.parameters.srcmchirp.label,\n",
+    "          'q': waveform.parameters.q.label,\n",
+    "          'parity_mpvinverse':'$M_\\mathrm{PV}^{-1} (\\mathrm{GeV}^{-1})$'\n",
+    "         }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "d1fc164a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = 'srcmchirp'\n",
+    "y = 'q'\n",
+    "z = 'parity_mpvinverse'\n",
+    "mins = {x: min(s[x].min() for s in samples.values()),\n",
+    "        y: min(s[y].min() for s in samples.values()),\n",
+    "        z: min(s[z].min() for s in samples.values())\n",
+    "       }\n",
+    "maxs = {x: max(s[x].max() for s in samples.values()),\n",
+    "        y: min(max(s[y].max() for s in samples.values()),6),\n",
+    "        z: max(s[z].max() for s in samples.values())\n",
+    "       }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "e95d473c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'srcmchirp': 37.002503305720985,\n",
+       " 'q': 1.0000229039873965,\n",
+       " 'parity_mpvinverse': 0.007961298971146953}"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mins"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "6ed4aeed",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'srcmchirp': 107.9856545544305,\n",
+       " 'q': 6,\n",
+       " 'parity_mpvinverse': 699.9957055218948}"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "maxs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "e84b1343",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create a pool for evaluating the kombine kde\n",
+    "from pycbc.pool import choose_pool\n",
+    "pool = choose_pool(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "37a7a798",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'GW190521': rec.array([(-27873.26400656, 1.43400538, 83.26078987, 436.04949975),\n",
+       "            (-27875.2432163 , 1.64651789, 71.57790771, 541.07468378),\n",
+       "            (-27875.26155477, 1.73495024, 74.09536189, 440.63653902), ...,\n",
+       "            (-27880.60033757, 1.29027691, 63.38915481, 277.02222192),\n",
+       "            (-27869.3461176 , 1.50594504, 95.44301611, 381.03490203),\n",
+       "            (-27877.14788405, 1.28679349, 79.98899193, 313.76083404)],\n",
+       "           dtype=[('loglikelihood', '<f8'), ('q', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8')]),\n",
+       " 'GW191109': rec.array([(-17938.05582598, 1.26533831, 53.21310226, 197.79672422),\n",
+       "            (-17942.74637522, 1.02073016, 52.43607729, 329.71287488),\n",
+       "            (-17942.07580232, 2.19670947, 41.9276795 , 180.19740616), ...,\n",
+       "            (-17940.19991335, 1.45601162, 48.96967047, 405.20982651),\n",
+       "            (-17935.22456401, 1.43324543, 47.64874267, 235.73097815),\n",
+       "            (-17938.96972275, 1.28908152, 53.97280568, 244.20575908)],\n",
+       "           dtype=[('loglikelihood', '<f8'), ('q', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8')])}"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "samples"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "737146e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filecolors = {}\n",
+    "fig, axd = (None, None)\n",
+    "for run in ['GW190521','GW191109']:\n",
+    "    c = next(colors)\n",
+    "    filecolors[run] = c\n",
+    "    s = samples[run]\n",
+    "    fig, axd = scatter_histograms.create_multidim_plot(\n",
+    "        ['parity_mpvinverse', 'srcmchirp'], s, labels=labels,\n",
+    "        mins=mins, maxs=maxs,\n",
+    "        plot_scatter=False, plot_contours=True,\n",
+    "        marginal_percentiles=[], contour_percentiles=[50, 90],\n",
+    "        fill_color=None, contour_color=c, hist_color=c, line_color=c,\n",
+    "        contour_ls=['solid', 'dashed'], contour_labels=False, fold_masses=True,\n",
+    "        use_kombine=True, kdeargs={'pool': pool, 'max_samples': 200},\n",
+    "        fig=fig, axis_dict=axd,\n",
+    "    )\n",
+    "    \n",
+    "    # add legend\n",
+    "handles = []\n",
+    "lbls = []\n",
+    "for run, c in filecolors.items():\n",
+    "    l = filelabels[run]\n",
+    "    handles.append(patches.Patch(color=c, label=l))\n",
+    "    lbls.append(l)\n",
+    "fig.legend(loc=(0.7, 0.75), handles=handles, labels=lbls)\n",
+    "\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "95c5bcdf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "color_cycle = ['#1f77b4', '#ff7f0e']      \n",
+    "colors = itertools.cycle(color_cycle)\n",
+    "\n",
+    "# cycle around\n",
+    "for _ in range(5):\n",
+    "    next(colors)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "e69aacc6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "color_cycle = [c['color'] for c in matplotlib.rcParams['axes.prop_cycle']]      \n",
+    "colors = itertools.cycle(color_cycle)\n",
+    "\n",
+    "# cycle around\n",
+    "#for _ in range(5):\n",
+    "#    next(colors)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "5902c7f1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0\n",
+      "1\n",
+      "2\n",
+      "3\n",
+      "4\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(5):\n",
+    "    print(i)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "4ff63d8a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['#0072B2', '#009E73', '#D55E00', '#CC79A7', '#F0E442', '#56B4E9']"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "color_cycle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "2b6d8f06",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['#0072B2', '#009E73', '#D55E00', '#CC79A7', '#F0E442', '#56B4E9']"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "[c['color'] for c in matplotlib.rcParams['axes.prop_cycle']]      "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "87080ba5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filecolors = {}\n",
+    "fig, axd = (None, None)\n",
+    "for run in ['GW190521','GW191109']:\n",
+    "    c = next(colors)\n",
+    "    filecolors[run] = c\n",
+    "    s = samples[run]\n",
+    "    fig, axd = scatter_histograms.create_multidim_plot(\n",
+    "        ['parity_mpvinverse', 'srcmchirp','q'], s, labels=labels,\n",
+    "        mins=mins, maxs=maxs,\n",
+    "        plot_scatter=False, plot_contours=True,\n",
+    "        marginal_percentiles=[], contour_percentiles=[50, 90],\n",
+    "        fill_color=None, contour_color=c, hist_color=c, line_color=c,\n",
+    "        contour_ls=['solid', 'dashed'], contour_labels=False, fold_masses=True,\n",
+    "        use_kombine=True, kdeargs={'pool': pool, 'max_samples': 200},\n",
+    "        fig=fig, axis_dict=axd,\n",
+    "    )\n",
+    "    \n",
+    "    # add legend\n",
+    "handles = []\n",
+    "lbls = []\n",
+    "for run, c in filecolors.items():\n",
+    "    l = filelabels[run]\n",
+    "    handles.append(patches.Patch(color=c, label=l))\n",
+    "    lbls.append(l)\n",
+    "fig.legend(loc=(0.7, 0.75), handles=handles, labels=lbls)\n",
+    "\n",
+    "fig.show()\n",
+    "fig.savefig('./massive-3.png')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "132771ea",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebook/2-makeMpv.ipynb b/notebook/2-makeMpv.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..1af2d09e822bd34ac00e4ab300ad22daa43389e6
--- /dev/null
+++ b/notebook/2-makeMpv.ipynb
@@ -0,0 +1,3017 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "5e728de6",
+   "metadata": {},
+   "source": [
+    "# Plotting Options"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "furnished-potato",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import h5py,glob,os\n",
+    "from pycbc import conversions\n",
+    "from scipy import stats\n",
+    "\n",
+    "from tqdm import tqdm \n",
+    "\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.ticker import MultipleLocator, FormatStrFormatter\n",
+    "\n",
+    "# PLOTTING OPTIONS\n",
+    "fig_width_pt = 3*246.0  # Get this from LaTeX using \\showthe\\columnwidth\n",
+    "inches_per_pt = 1.0/72.27               # Convert pt to inch\n",
+    "golden_mean = (np.sqrt(5)-1.0)/2.0         # Aesthetic ratio\n",
+    "fig_width = fig_width_pt*inches_per_pt  # width in inches\n",
+    "fig_height = fig_width*golden_mean+0.5     # height in inches\n",
+    "fig_size =  [fig_width,fig_height]\n",
+    "\n",
+    "params = { 'axes.labelsize': 22,\n",
+    "          'font.family': 'serif',\n",
+    "          'font.serif': 'Computer Modern Raman',\n",
+    "          'font.size': 24,\n",
+    "          'legend.fontsize': 20,\n",
+    "          'xtick.labelsize': 24,\n",
+    "          'ytick.labelsize': 24,\n",
+    "          'axes.grid' : False,\n",
+    "          'text.usetex': True,\n",
+    "          'savefig.dpi' : 100,\n",
+    "          'lines.markersize' : 14,\n",
+    "          'figure.figsize': fig_size}\n",
+    "\n",
+    "mpl.rcParams.update(params)\n",
+    "from pesummary.core.plots.bounded_1d_kde import bounded_1d_kde"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3bc713d8",
+   "metadata": {},
+   "source": [
+    "# Collecting all the posterior files"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "permanent-bookmark",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "path1 = '/work/yifan.wang/testingGR-o3b/allposfile/*.hdf'\n",
+    "path2 = '/work/yifan.wang/testingGR-o3b/allposfile/o3b/*.hdf'\n",
+    "path3 = '/work/yifan.wang/testingGR-o3b/allposfile/ns/*.hdf'\n",
+    "#collect all events\n",
+    "posdir = glob.glob(path1) + glob.glob(path2) + glob.glob(path3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "af08838e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "92"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(posdir)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "d5e5b04c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gwname = []\n",
+    "for p in posdir:\n",
+    "    gwname.append('GW' + os.path.basename(p).split('GW')[1][:13])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d6566f89",
+   "metadata": {},
+   "source": [
+    "# There are 92 events (except GW190521 and GW191109), extracting the $M_\\mathrm{pv}^{-1}$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "smart-program",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190828_063405.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190728_064510.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/extract-GW190427_180650.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190630_185205.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190727_060333.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190719_215514.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/extract-GW190404_142514.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190412_053044.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190413_134308.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190620_030421.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW170304_163753.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW170729_185629.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/H1L1V1-EXTRACT_POSTERIOR_GW190512_180714-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190701_203306.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW170202_135657.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/H1L1V1-EXTRACT_POSTERIOR_GW190924_021846_XPHM-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190527_092055.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/H1L1V1-EXTRACT_POSTERIOR_GW170823_131358-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190514_065416.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190803_022701.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190814_211039.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW151012_095443.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/H1L1V1-EXTRACT_POSTERIOR_GW190930_133541-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190707_093326.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/extract-GW190805_105432.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190720_000836.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW170818_022509.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW170608_020116.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190513_205428.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190926_050336.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190602_175927.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/H1L1V1-EXTRACT_POSTERIOR_GW190725_174728-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190929_012149.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190421_213856.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW170727_010430.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190517_055101.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190424_180648.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW170121_212536.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW170814_103043.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190708_232457.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW170403_230611.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190413_052954.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190408_181802.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW170104_101158.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190925_232845.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190706_222641.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190731_140936.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190503_185404.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190916_200658.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW170809_082821.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190910_112807.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/H1L1V1-EXTRACT_POSTERIOR_GW190828_065509-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW151226_033853.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190519_153544.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW150914_095045.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190915_235702.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/inference_extract_GW190521_074359.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200129_065458-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200305_084739-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200225_060421-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200129_114245-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW191224_043228-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW191230_180458-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200214_223307-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/extract-GW191204_171526.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200306_093714-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200210_005122-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/extract-GW191216_213338.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200318_191337-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200302_015811-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW191204_110529-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200112_155838-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200208_130117-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200219_094415-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW191127_050227-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/extract-GW200202_154313.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200209_085452-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200128_022011-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200216_220804-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW191105_143521-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200106_134123-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW191222_033537-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/extract-GW191129_134029.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200224_222234-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/extract-GW200316_215756.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW200311_115853-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW191126_115259-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/o3b/H1L1V1-EXTRACT_POSTERIOR_GW191215_223052-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/ns/extract-GW200115_042309.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/ns/extract-GW200105_162426.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/ns/H1L1V1-EXTRACT_POSTERIOR_GW170817_124104-1126259200-400.hdf\n",
+      "Analyzing /work/yifan.wang/testingGR-o3b/allposfile/ns/H1L1V1-EXTRACT_POSTERIOR_GW190425_081805-1126259200-400.hdf\n"
+     ]
+    }
+   ],
+   "source": [
+    "#mpvinv = []\n",
+    "mpvinvplus = []\n",
+    "\n",
+    "for path in posdir:\n",
+    "    f = h5py.File(path,'r')\n",
+    "    print('Analyzing '+str(path))\n",
+    "    mpvinv_vv = f['samples']['parity_mpvinverse'][()]\n",
+    "    mpvinvplus.append(mpvinv_vv[mpvinv_vv>=0])\n",
+    "    f.close()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a93b41ae",
+   "metadata": {},
+   "source": [
+    "# Rank the order of mpvinv posterior according to their 0.9 quantile"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "tamil-hobby",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mpvinv_90 = [np.quantile(v,0.9) for v in mpvinvplus]\n",
+    "mpvinv_90_arg = np.argsort(mpvinv_90)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "83bbbc21",
+   "metadata": {},
+   "source": [
+    "# Plotting the paper figure, set the bin once for all"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "e3b939a3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "201\n"
+     ]
+    }
+   ],
+   "source": [
+    "binmin = 0\n",
+    "binmax = 200\n",
+    "binnum = int(int(binmax-binmin) + 1)\n",
+    "print(binnum)\n",
+    "bins = np.linspace(binmin,binmax,binnum)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d4caab1c",
+   "metadata": {},
+   "source": [
+    "# PESummary bounded KDE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "21b585cd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 92/92 [01:10<00:00,  1.30it/s]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure();\n",
+    "ax = fig.add_subplot(111)\n",
+    "\n",
+    "combine = np.ones(len(bins[:-1]))\n",
+    "k = 0\n",
+    "for i in tqdm(mpvinv_90_arg):\n",
+    "#i is the sorted index for Mpvinv\n",
+    "    name = gwname[i]\n",
+    "    label = name.split('_')[0]+'\\_'+name.split('_')[1]\n",
+    "    density = bounded_1d_kde(mpvinvplus[i], xlow=0., xhigh=200, method=\"Reflection\")\n",
+    "    count = density(bins[:-1])\n",
+    "    #combine\n",
+    "    combine *= count\n",
+    "    #plot the most stringent six events with colored lines, and the rest with grey\n",
+    "    if k < 6:\n",
+    "        ax.plot(bins[:-1], count,label=label)\n",
+    "    elif k == 6:\n",
+    "        ax.plot(bins[:-1], count,color='black',alpha=0.1,label='other 4-OGC events')\n",
+    "    else:\n",
+    "        ax.plot(bins[:-1], count,color='black',alpha=0.1)\n",
+    "    k=k+1    \n",
+    "ax.set_xlim(0,100)\n",
+    "ax.set_ylim(0,)\n",
+    "ax.axvline(19,0,10,linestyle='--',color='black',alpha=0.7,label='$90\\%$ upper limit')\n",
+    "ax.set_xlabel(r'$M_\\mathrm{PV}^{-1}~[GeV^{-1}]$')\n",
+    "ax.set_ylabel('Probability Densitiy')\n",
+    "ax.legend()\n",
+    "fig.savefig('0405mpv.pdf',bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "1a49a3d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The upper limit for M_pv^-1 is: 19.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "combine = combine / (np.sum(combine)*(bins[1]-bins[0]))\n",
+    "i = 0\n",
+    "while (np.sum(combine[:i]) * (bins[1]-bins[0])  <0.9):\n",
+    "    i = i+1\n",
+    "print('The upper limit for M_pv^-1 is:',bins[i-1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "a559e61a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.05263157894736842"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "1/19"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fda4c69a",
+   "metadata": {},
+   "source": [
+    "# Plot subplots for presentation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "58225cf5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "92it [01:13,  1.25it/s]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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wj5qstVtmGy+a+RhjGiRtkVQlaZ2kgKSdkrZYawOzlK1R0lFJ1ZIUadnCprFOofU167qIcroRr2M340Sz7M4+u1Wh/XaHtbbJ2VcaJN0nyT/VPGPcLq72mXRG7M++HZMRk9Hsl2HrRZJ2S+pwhp9KRzzqgSjX8VaF9gVJ8uvCvtU0wziu1rGz/44PF3Dev2Kt3T3FcFHXF7GULd1lQ+zHGitutr2b/T9s3ITGWTSiXXY3x9Zox0l2HGfqcV/KjvifNGxanvc7yzoeywGFYjngjBP3Y2a00vXYP2ka055fxVhnJLSOTRViP77n/bHsY26WZ4px43rNn87n41PMM+Jlj3YdR7o8XkLse++af5rxXdcXM0wzKWWK4Zwn4uNxrHVMJsa+RPwrQfEf7XxiibVE7pvJOu9xcX/BryjrDLf1TNiyZVT8E/vxi/1Y7i3Gsl8648f92B+v6UdyPp6k+tUvYv8ixL/3rvtjfYYRjUQve7Lvk8RyHZfoOjbZsiH2Y42VRN/3imU+ib4X7eJ8POk5Tm5i0lP3/Ky1vFy+JD0oyUraPMtwDQpVhEcl7ZpmmM3OtLZGMN+jzrD+CIZ9fIYybZL0uDOtbbNMx69Q5bp10ucPTrdMLuczfsD2T5r3dmf8TdOMt33ydnCmNW3ZZli3M5YximlFtewxjBPVsjvTt9O8ppyfm+3idp/xwovYjyj2Ex6T0e6XCp04TLfvT37Nuj1m2e7RruPtktZNUd5dkjbGcx07++SuyfuR8/nkz6KuL+K5/dPtlS2xH0usRLvtY9j/kxJnUe4f0S67m2Orm3GSEsfK4ON+2HJkfPzHsi1dzMfN/rxOUx+vHpxuHOf7hB6XklUnxWs5NPP5lZtrBVfL44UXsR9R7Cf8etTN8syybuN1zZ+25+Nult3tOo5mebzyIvbjH/tu9ku5v0cYl/oilWWSi3MeuTgex1LHZGLsT1rHxP/04yX8WtFtrCV633Sx7Mm6HndTZ7i6tkr0Ok7Vi9iPb+zL5b1Ft/tltOvAxf6RlGsRF7Ef9bYk9qdcLuLfg9f9busZF/tHMp7BJ+0+SbTL43Y+XnhlS+zHEitu9hdnmKiOFy7izK8MeN7ndh27jH1P3vNL6MQz+RVWKT0Y4fDjB6KZgs5KOhrBtMZ3+tkqV/9Uw4TtqA+GzXe2E5zHJW2f5rtdU40f7XycYWb6frxyb5j0+dYZyrZN01T0Uwz7YCTrIortHe06djNO1MvuzGf8Fx7bnXlunbxe47Bdot5nvPAi9mffjsmISTf7pbP8D2qWg2uk5Zthe0e7jrdPVyZnGp3xWsfjcT/Dfj35hCmq+iKe2z/dXtkU+25jxc22d7n/JyXOotw/olp2l3VY1OOEra+Ex7Ey9LjvlD9r4t/ttnRRz7jdn6cs16Rx/JM+T+hxKVl1UryWQ7Nc87isMxJax6bqRexf9F3czvtd7mNRL88004nnNX/ano+7WXa36zja5fHCi9i/6DtPXfO7XQdR7BtJK9N063fSfPxT7D/+GcreOc0+E3Udk4mxP6n8xH98j/1RzcdtrCV633S57Mm6HndVZ0Q7TqLXcapexP5F38Ul9uX+3qKbfTlhx/54Tl+zn48n5V4csT9t+Yl/j133u61notw/krnsCb9PEsPyJKyOTdUrm2Lfbay42V/CvovmvldSnitGuX8k/HlfDMuelBwkN9syEa+ETjxTXwplrk5bYc0w3vaZxlHoRGHKC/FJw41nzE570ukMt3m2aTnDzVbJbdTMGcPjO6w/xvlEcmC+ZBqzlG1dhGVrCFuOuB+E3Uw3wson6mV31mPEGelutku89pl0exH7kW3HZMSky/1yawTzfVCTfskR4z4z2zr2R7A9H58cszHE/pTr3tnWnVPMJ6r6Il7bP91eWRj7rmIl2m3vdv93sTxxmU8EZYhm2d3WYW7OkxIex8rQ475T9myL/7Q97w/b96a7afT4VGWPdn+Owz6TNsf+KYab9Zon2jojGXVsKl7E/pTzict5f7T7mJvlmWGbxu2aP4ZlT/j5eDyWPZJh3SxPur+I/SnnE5fYj3a/lMtz32jXQZTbOSllkotzHrk/v3BzrZBxse+Unfi/dD4xx7+b+biNtUTvm27qPpcxFu06dlNnuL22yrj4J/annE88Yj/qe4tu98to10Ec9pmop6/IrsWTUb8S+5duF+J/hn3Gzb4Zts8k9LrfTT3jsgzJOPYn5T6Jm+VxM590f2Vh7CfleZ/zuZv7XtEe//wRrLu0f97ndh1Hu/3djuNmWybi5RPc2Oq8R9RXeZhts3z/qPO+aboBnD7Mv6JQn+8bnX7up9No49Mn/D3O+45pvt/pvN8b43zWSdpljFk3zffj/a5vHP/AWR/h3002vvybZ5n3A9bahyMqZZqI47LPJurtouTtM8lG7F/sku2YxJh0s18etdYGppugMaZBkqy105U9ETYodOI8G//4HzGs462SnphqHVhrd1hrK621023riCSxXkq2bIv9qGPF5baPev93KaHzcbnsbuowN+NEzeXyZOpxX8q++E/b835JAee1c/LAkwTG/0jT41Iyj/2TJeKaJ1l1ebIR+xdL5Hl/ssRt/0/n8/FpJOp+R6qWJ5GI/Yt57Zo/0ZJVpoCiPOdRco/HmRj7EvE/Wbzi3831hdtYS9i+mazzHpfzCSj6OsPNOFJmxj+xf7F4xb6b+/ABudsvvWDG854k1q8BEfvhiP+Lee26P6HP+9J82aOWacsTo2yL/WQ975OiPF6k43PFZD3v80BMpsWxn2TGKDmVyiYptKGiHH224Z9w3u+bYZhrnMpkfNgpb5A55WyPqnTT2zDTl2GV2x1xmJd/hvl1TPHZHU4ZpqzMwwJs2rIZYzZr9gNQOop52aPgV3TbJZn7TFIQ+5eaZjsmMyb9M5Txkv0yggd4W621D0Uw33hqktRgjNk6wzAbdfE+FPU6NsZsVOjkbnsshY1AMuulpMjG2HcZK262vZv9341Ez8ftfu9XdMdWt+NEy83yZNxxX8rO+Fcan/dba5uci+QHphln/GZB+E35dDwuJeXYP1kCr3mSVZcnDbF/qUSd9ydLAvb/dD4fv0iiYj9Vy5NIxP6lvHbNnyR+JbhMLs95knI8zsTYl4j/qcQx/t1eX/hnGPeSWEvCvpms856o5+OmznAzTibGP7F/qXjFvpt7iy6Pf2kvwvOepNSvxP4FxP+lvHbdn4TnfWm77C5l2vK4ko2xn6znfS6PF+n4XDFZz/vSNibT6dhPMmP0xn+REHUAODvdtCetzs7aJGndLJnY0oXs7ulOOjfqQkUYK790UdBMZ7ps40jdI2n9DJXqeJZ10xSfzaRpuuHCss3jkdmebDEtexTcbBe/lJR9JpmI/emFb8dkxaSb/XJazklPtL/CiZmznDskPWiM2T55+xtjtknaMmkbuFnH4yc7O53pNhhjNhtjZvvlT7SSVS8lUzbG/rRmiJWot73L/T9qSZiPm/3eTR0W13pvBm6Wxy9l3HFfys7490tpe94/rbAL7HgcMxMqicf+8Gkm7JonWXV5khH704vbeX+yJGj/T+fz8QkJvt+R9OVJAmJ/ep6/5o+TlJdpunOeJB6PMzH2JeJ/JrHGv5v5uIm1RO+byTrviet8ZrhOcjNOJsY/sT+9hJ33u7kP72ZfTgdRnPek/F5clsW+RPzPxHPX/ZPF6XmfJ5d9Bpm2PG5lY+xPK57P++TueJGOzxWT9bwvnWMybY79JDNGr9F5d3VjKoLs5/GK6ZKu25yTye3OdHYr1NT3dF2XXBPHG9ZNzvz9swxXFctMrLUBO3Nzz+OZ7OEHikjnOd1wnuteOkxMy+5UOA+GvbaNX1yFc7ldkrLPJBmxP72qaf6OdJxwEcWky/1ySmmQ1HyPQs1Ib5R0zBizyRjjd064dk2xPtys4/H9pckY86CkBme6TZK2Op9NK9L6wmXZ0l02xv6UZokVt9s+2v3frUTOJ+pld1OHxVrvJTiOM/G4L2Vn/Kfzef+UnLJuk/TQFL8iTdfjUjKO/eGivuaJos6QkleXJwuxP724nfdHuY/FIhHX/Ol8Ph4ukfc7YlqeNEXsT8/T1/zxkuoyzXLOI8VwPI6ijsnE2JeI/5nEGv9Rz8dlrCV630zWeU/crl8iqDOiHScT45/Yn148j/0T3NyHd7Mvp5FIz8dTei8uC2NfIv5n4sXr/vB5xut5X9KXPcHrK13vkSZbNsb+lBLwvM/N8SIdnysm5Xmfm/kkUdoc+0lmjN74QSOQoOmPZ2LfM8V3d9iLm7x9TLqoT/VEGQ++6Q7I4+vEn+BybJbUZK0Nz0T3K7Jt4Z/8gbPeHr10UM/wy+WyK5Tp32StfWj8JWmrpF3OwTQaU22XdNln4onYn2Sa7ehXesTkVPvldLZK+kqc5hs15yRnvaSHFFovj0s6JmnbNCdcfkW/jsf/vlfSjvH9yYa6lnhA0n3OSd5Uoqkv3JQt3WVj7E9npljxy8W2d7H/u5Lg+fgV//0+mjosknESHceZeNyXsjP+02VbzhgDzs29rcaY7QrF8z3W2ql+RepXGh6XknTsl+T6/Cqqa4Vk1eVJROxPEu/zfsX3enRaCbzm9yt9z8clJeV+h995d7M86YrYnySDrvmTJe5liuKcJ5bjcbTXClJmxb5E/F8ijvGfiOuL6Z4RSInbN/1KznlPLPOJqs5wMc74PDMp/on9SRJw3j9ZRPfh3ezL6SbK8x6/kly/ZnnsS8T/Jbx63T+FeD3v8yu5y57o9eVXGt4jTYFsjP3pxPt53/jf0Rwv3MwnU573JWI+8TI+z5Qf+0lmTDPhmdgR/Dricef9vvAPE3DTenxnnK4yTXgl6wSEX5f2Cx9JNnJgiun5FcoinilLOt25WnaFTlg/NznT3vn/w7qwX81qhu2S8n3GazIo9lMekzPsl1MNu06S36ZP9xQPKfTLBr+kZ6c5iXWzjsfHaZxmHW+RtNlZH+GirS/c1ktZK01j/xIRxEo8tn0k+388xHs+cd3vo6nDIhwnGXHMcd+FNI3/lG/LSGLAWrvDWrvFWnuHQjdetppQtxiTeeG4lKhjv9vzq1ivFZJVl3tWBsV+yq9HZ5Lga/50Ph9P1v0Ot8uTtbI99lN1zZ8siSpTFOc8k0V6PHZ7rUDsRyHL4z+u1xcRPCNI1L6ZrPOemK5f3NQZLq6tiP8IZXnsXyKa+/AxHP/SgovznqTXr8R+YhH/ybnunyzOz/uSuezJWF9euEfqeWka+5dI0PM+N8eLdHyumKznfekck2lz7CeZMXrjBxJ/AufxmPM+kWnv7AxvhA8Ulr09OSP/mnjetHYOllsU+lXARZyKOKAEBpPzi4PNCmWsu2lS1z/FZ1+23muS3g3/5A+crOnANMM/KslvImgedqbtkup9JkGI/TAxbkf/FJ/FJSZd1BdfltOsd6oYYxqcX0Buc24gNCrs1yQub9T4J/2/w3mfclnD9qkvT/o8LvXFLGVLd1kX+9OIR6z4J3+QoP3/Esmazwz8kQzk5pxntnGSEccZetyXsjD+U70t3cSAcwP+DkmbjDG7XMzW72KcmCTp2C+5OL9yU2ekQR0bb8R+mHif9yfouDSVVF/z+yf9P5nn48lYdlfLk+aI/TAZdM2fcMkq02znPG6Oxy7qmEyMfYn4v0g84z+e85kl1tJh3/RPMd+U3Vdzc500yzjpsI7jjdgPk4Bj/2Su7i3G4Zo/FRJxPu4P/088t2UWxr5E/F/Ew9f9kyX7eZ9/8gdulj2F62syfxLmkWpZF/vTSMTzvkQdLybPJx3uRV9SpqkkKMcpGdLm2E8yY/TGK5qGGYdSKHPaGLPLGHPUGGPDXkdnCaKpMrE32qm7KXlCoYNYIptklnPivdUY87hxmpp2Kt7NNtRcq18XDgBx45xAjTdxvmOKQToUWSAHwqa5USlOXoqTqJc9AuPbcMZfkkewXVK2zyQQsR/ZdkxZTEayX04x/CZdaF4/6ZwybFeozBPr0Ya6dFiv0Lp90BizOWy0WGJ/tpiL5lcUU9UXiaiXUi0rYz9chLHiJvb9in7/j1oS5hOX/T7aOsztOJPELY4z8LgvZWn8p/F5/2y2SFpnLu7iIO2OS8k69ifomueSOiNZdXmSEfsJOu+PQETXo7NJwjV/2p6Pp+B+RzyXJ9WI/Qy75k+GFJXpknOeBB2PZ6qTMyn2JeI/ocf+eFxfRBFrido3k3Xek4j5THWdFMs4mRT/xH6SzvvjdB/ezb6cdC7Pe9LlXly2xL5E/Hv+un+yBDzvS5dlj9f6Srt7pCmSlbEfLlHP+8JEc7xIx+eKyXre54WYTP2x31rLK4qXQjuVDa26qMZb54x3NMLhO8PnIWnrNMNtcqa7zfn/RoUqxGjKNjF+hMs/nkW8btI6eTxe8wkbZ5ekTbN8P+O2cNbl0bD/T7ku3ZYx3us40nHcLPv49opgvp2xbJd47TPp9CL2I9uOqYzJaPbLSevQn8D9ZrY4flzSg7Os913hMelyHW+fbVkn73vj849g+WIqW7q/sj32J81zpv3HzX4Z9f7vZnniNZ94LvsM04m4Dot0nGTHsTLkuD+p3DOujynGy4j4j2VbRlvPhO17UcXApPEb4r0/uyxHuhz7XZ1fuagzElrHpuJF7CfuvN/NPuZmedzu/1Gsz3Q+H4/XtdVs69jV8qTzi9jPvGv+aKfvcr9Jepk09TmPq+Oxizom42I/bP0Q/wk69kc7n2nGne0ZQUL3TbfL7iLG4n79MlWd4WacTIx/Yj85sT9p2abdfyIob0T7cjTrwGU5ZjtPjvq8J5X162zrOBNjf9L6iarcxH9k++ZssZ6IWI5HPTNpeklb9mSsr3jU5W62S7q9sj32J81z2v3Ozf7i5njhcj4Z8bwvlTEZQX2RNsd+WmaMkg018/uENNFnfaTGM1cDEQ7/2Pg8nF9HHJ1muPFM3nud9ztsAn8JbK0N2FCT4w/bC03cjmevx/XX/8aYxxUKpKky1cftdIb1zzCMX052uZOFvdEYs32qlzP8vWGfpXMLIlEtuzPs45I6x39x40aE22VCMveZRCL2I96OKYnJaPdLxx3jyxbFOPG2Sc5+NRWnbPco9Mscv/Nx1LEf9nfVLOMExv/jsr5wU7a0lu2xPz4PadZYcbPt3ez/biR6PjHv927qsEjGSUUcZ8pxXyL+0+283zkPODrdvmkv/BIz1mNmoiX82O/2/MplnZGsujxpiP3EnPc7w8Z8PTqbJF3zp+X5eJLvd0S9POmO2M/Ia/6ESlSZXJ7zRH08dlknZ1zsS8R/Io/9LudzkQhjLdH7ZrLOe9zMJ+o6w2U9k3HxT+wnJ/Yds95bdLlfppUYznuSUr8S+xcQ/96+7p9GvJ/3JWXZk7i+0vEeadJle+yPz0NKyPM+N8eLdHyumKznfekck2lz7CeZ0Z0tznsi+1sPb4J2k5xKbzInIHcoFJCpasb7PqcsD8drgibUPO/2qaZpLm5qd5fzPuVBPqwC2D5eRmvtemvtHVO9nGEfC/ssbsuUAFEtu8OvyCqWndNMM9LtMpu47zNJQuxfbKrtmPSYjGG/3Kj0uMjumOnL8ZsIYSeWbmJ//O/Z9pXw2Pcr+vrCTdm8INtjP5JYcbvto93/3UrkfGLa793UYVGM41d6xLFXj/sS8T9ZKs/7Nyq0X063b058HuMxMxkSeuyP4fzKL3fXCsmqy5OJ2L9YzOf9Dr9iuB6NRJKu+dPyfDzJ9zvcLI8XEPsX8/o1f8IkuExuznmk6I/HfkVfJ2dq7EvE/2TxOva7mU/4NCONtUTvm8k673EzHzd1hptxMjX+if2LJSr2I7m36Pb4lzZiOO9JVv1K7F+M+L+YZ677pxHv533JWnY347iRrvdIUyHbYz9Rz/vcHC/S8blisp73pXNMps2xn2RGF5wAeEBSg7NDRmKmzNWp5jGedb1RUvUswTZeIW6V9EY084mEMabBGNNppv/V/oOSHorj/DZLap/hxvodYX+PV/4bphl2vFJIdBZ7KrhZ9t2SltoLv7C6SFglum2K7yLeLsneZ5KF2L/EVNsxqTEZZX0xWbJ/GTaV3Zp+XUmaOGEJj9mo17GzXwUkXTPNPMZPSB4P+9hNfZGRdXK2xf4UIokVt8ekaPd/NxI9H9f7vZs6LMpxkhLHmXrcl7Iv/tP8vH+HQr9One7XiA1hw41Lx+NSUo79LrmpM5JVlycVsX+JeJ33u74eTTPpfD6eFC6XJ+0R+5fw+jV/QiShTG7Oedwcj6OuYzI19iXifwpxif9Yri+iibUk7JvJOu9xMx83dUbU42Rq/BP7l0jUsT+Se4tu9uVMkaz6ldgPQ/xfwuvX/fF+3pesZU/W+krHe6QpkW2xP4WEPO9zebxIx+eKyXrel7YxmVbHfpvgfqwz+aXQgd1qhn7Zw4bdplDf4buimP7jkUxfoax9K5f9kjvjPj7D9xunK4dCFWtEyzTbfMLmNdvybou0DM46jLif+EjKmIh1HMP6imrZnX1l6wzT26VQtnhM2yVe+0y6voj9Wfe9pMSkm/piinV3NMH7ymzreNNs+4azD22KdR1L2iypc4Z5HJ30mdv6Im7bP91e2RL708xr1liJdtu73f+jXZ54zSeey+587uacJ9rjcVLiWBl+3HeWIyviP17bMpJ6xsX+vGmm4RX6xaCVtC7Sck8XnzHuK2lz7I+2jG7qjGTUsal8EfvxPe93s4+5WZ5EjRvLsjufJ+V8PB7LHmE9HtXyeOlF7Mc39t2WUTFc80e6Dlys04SXSS7OeeTieOy2jsnk2HeWgfiP77Hf7XzcXC8ndN90sexuY8zNvRU3dYaba6uMjX9iP3HHfkV4b9HtfhntOojDvpKQa5Fk1K/E/rTLTfx7/Lo/0nrGxTpN+LInc33FUpe72S7p/sqW2J9mXnF/3ud8HvXxwkWcZdLzvpTEZIT1RVoc+xM+gyhW2man0hh/d7WDxTKdSA4GU4yzUaF+7ndJ2jjF9w3OzrbJGTaaSm6TszM1RDBsVDexw8Ybr7RmHNdZBv+kzx505uuPx3ycddXpzGuq13ZnXU91orVL0uYp1t/RSMoXzbpI1Dp2O060y+58t22K7bltqu3pdrvEus+k+4vYn3k7JjomY6kvnPHXKcHJjFGs4/H12TDF+NtmWIao1/H4+pn02WZnnEv2t2jri3hu/3R9ZUvshw0fVaxEu+3d7v/RLk+s84n3srupw9yME1aGhMexMvy47yxPVsR/rNsykvnEsD8/OM3+vNWZ55TXftHuzzHsI5Gu46Qd+6Mto5s6w+3yeOVF7Mf3vN/NPuZmeeI9bjyWPWw9J/x8PJZlj3LYqJbHSy9i39vX/NGsgyjWadLKJBfnPHJxPHZbx2Ry7DvLQvzH99gf1XxiibVE75sulj1Z1+Nu6ww311YZG//EfmKO/Yri3qLb/TLadRDDPuJ6+pGM6yL2o96WxP6065749/B1fzT1jIt1m/BlT+b6inZ5YtkuXnhlS+yHDZ/Q533O91EfL1zEmeef98Wyjt1u/2jHcbMt4/0yzkxTymnCtd1a+9BMnyVyOsaYTQptDBP1AlwY/wFdaJq1SaHmN5skfcU6zccaY9bZ6Zvwnmq62621s3ZPYox5UFKTtfaJCIbdKGmLU9bwpmTHy9sxeZ7GmIawcaRQc7qPzrReo52PMWaXZu97XZLumWo5nXXQqFAAVUuStXbLbBNzxrtv0rzHy3iPDWva2RgzY8CM7z8u13HU40xahoiXPWx7VilUaUmh/f+SZm/dbhc3+4wXEfuzli0hMRmH+sIv6Zikx6y1D0RQpoTFvjNeg0I3DPxhw3co9IusaZvCdrOOnXHCm4Zuild9EWvZvCTTYz9sXL+iiJWwskV7TIp4/09mnEUa+2HDR7TsbuqwWOq9ZMRxthz3pcyP/3Q/75+0P0uhfbpJcT5mZtKxP2y8SK95oq4z3C6PlxD7s5YtIdejbpdnivLF9Zp/0rTT8nw8bF6zLnsc7kdEvDx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+      "text/plain": [
+       "<Figure size 3240x3240 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axs = plt.subplots(10, 10,sharex=True, figsize=(45,45))\n",
+    "for order,i in tqdm(enumerate(mpvinv_90_arg)):\n",
+    "    x = order // 10 \n",
+    "    y = order % 10\n",
+    "    \n",
+    "    name = gwname[i]\n",
+    "    label = name.split('_')[0]+'\\_'+name.split('_')[1]\n",
+    "    density = bounded_1d_kde(mpvinvplus[i], xlow=0., xhigh=200, method=\"Reflection\")\n",
+    "    count = density(bins[:-1])\n",
+    "    axs[x, y].plot(bins[:-1], count)\n",
+    "    axs[x, y].set_title(label)\n",
+    "    axs[x, y].set_xlim(0,200)\n",
+    "    axs[x, y].set_ylim(0,0.04)\n",
+    "\n",
+    "for ax in axs.flat:\n",
+    "    ax.set(xlabel=r'$M_\\mathrm{PV}^{-1}~[GeV^{-1}]$', ylabel='Probability Densitiy')\n",
+    "\n",
+    "# Hide x labels and tick labels for top plots and y ticks for right plots.\n",
+    "for ax in axs.flat:\n",
+    "    ax.label_outer()\n",
+    "    \n",
+    "fig.savefig('allresults.pdf',bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d13e7420",
+   "metadata": {},
+   "source": [
+    "# Ordering by name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "8c3cdb56",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sort = np.argsort(gwname)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "26323afc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.ticker as mticker"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "d51b3332",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "label_format = '{:,.0f}'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "4fadb976",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "92it [01:12,  1.27it/s]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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O/LbWbXET7Wn9mBPGO977U50uGDiPwvvcQ/2+NG/TyesVSGyRjtwP3fvokcPjMsimSqruwmvqUeTmfvPjAeex03Olr2E+Sad7lZzSSaM0UpH77p3DneRkW+t4fH9vlLSg+Tj03dRMM8YsMcZU2va7We+MR104hznJlUDW8f2iarTx/iptuqS5vngndLIfR+9/DOW+FN/539pMSXe185hH4bmOO95PCNv9TngUGe2ejgSU/104z0Qqcv+0SMj9znS1DR8K4Yqpo/2E+jru8f0NVfvKDeT+aeHO/fba8OHYT9g4aCcH+nmf5Cwng3Hf19ExEw3I/9NClv8BXmMc7ScC2/2Sw2tlEO6t/cnLeL/vJ/dPC0nuB5iTjvfj25cbx2WHbYsQn/ea/x1L7fFwIv9PC3b+N/87kGPTyX5C/XmUo5g6Ea77nmBp3mcsnWfI/dPCdd/flXvFQO7hg3VP6lGMftcRjvuxYKNnxgjTshLbdN5T11zf35tazgzRTftSSXe1rmb2/X92i1ia+VOJW9Pq/81V1ZPbWb69+QHzvbYVIbqZCedzD8f74vT1CjS2uBZDue+Eo+MymHy/1PLodLfpTkRy7jvK466cK621C6y1M6y1k+RtRM703VSihTjP/XY5yckO1mnOzcp2juUZ8t40jmrjMX906RzmJFe6kF8PyvurQ4+khb5jpy2O339y338RnP9n8OWGx7Y/LEu4ruPhbMeGkuvtnk509fzv73kmbpH7wROkNnxQhSumTvYTjut4qNtXMYfcb3d/nbXhQ72fsAmwnez0875Ac7LL931+HDNxj/z3cnCNCWg/Edzud3St7Mq9tZ95yX1/iMV77jvIybB/vtYV/rQtQnzeoz0eweI8/50cm8Fo+wf786iovO8JMs4zAYrz3Heyn47W9fsePsj3pDH7XUeo78dCgWLGwDXf3HlCuI+nfX9PdS3rS8J3Wy7U4pdxrbugHRPsm3ZrbXUHJ4CnJHlM4N0Je1rvQ94L31kV/L7ErFHwEuN+6+6wB56W/3H63MPxvvgE/HqFKDY3kftnC+f76AnVhn2/RJgq769iQtptt9zNfSfnvaCcK30NpEmSJhtjlnR1e2FG7p8tpLnvJCc7WeeA7+/8ttZt8bre7yBcf3n8WchJrnS2jjGmwhgzX9Is341Kpbwf7ngkzW3rZiVY73+U574Up/nfhvvVTv4EwBOEOJzux+12vxMet3bsJP+dnGciHLnvFdG5H+Y2vF/CFVNn+wnTdTwS2lfBRu57hS33g5Az4dpP0HXWTnaQx45yMkjni2AcM24j/73Clv9BuFdsaz+R1u4P2rXSwevV6XvJfb8kcr9ZqHI/FDnZ1n7OEurj0knbIgTnvVhsj4cT+e8VivwP1bHZej+R8HnUWTG1JVz3PSEQi+cZct8rXO1+R/txkDPhvif1uLifSPne3tPVGPxBMWPgmk80FR0uJW/ltPF2sbvBGGNbTBs6uYC2VYk90bbdheo8eW8sW5/owqn5JNKyMvqA/DuIa1r+x5d8M40xc41veFXfCX6q9Y777mmxP0d8r1UoT2iR8tyD8r6E6PVqK7ZIR+6fLVjvo6OcCQZfweBcebtS7uqQuRGb+07yOES5P0PSKN8vaqIFuX+2kJ3DneRkAOt0lkdOf0EYinOYk1w5ax3fazNf3tfm1PO33uEMRsv7mkw3xkwNYD9O3v9ozH2J/G8+hibL22tHe8J1HY+UdmxXudbuCYK22hgeBf884zZyP7Jy/yxBbsMHRbhiCsJ+gn0dD1X7yg3kfhhz349jOVz7cZuTdnJHeRzMnOz0fOHnMRMNyH/3rv1t5UCstPubBTMvOz1nBCkv4+W+n9wPUe47zMlI+XytQ0FoWwTlvNdCLLXHw4n8D/21P5Bj08l5xqPQfh4VVfc9IRZL5xlyP0ztfqdt0kCvsyG4J4237zqC3S4JKooZA9delfRZrLXzrLWjfb8EGO2bXW2trfRdTNtbb4G8b37LLpAL2lm8uZvZKVLobtxNB13htvgFX1WL2TVnL3mWfJ2u6m+5vdnyjmlf0dzIsNY+2CKGrp6MJoX4A8waP5YJynMP0/vi6PVyEFukI/dbCeL7WNPpEu3kTBAslHdIlbYakYGq8WMZt3LfSR6H4lzZ/DxuDPJ2Q4ncbyXE53AnOdnZOs032x2dQ2rkxw1sB+t2JtBzmJNcaWudOfL+MrWm9cK+X/eN9q13xs13CN7/aMx9KU7zv5Xm5764g2Vq/NhOMK7jTvYT6na/EzV+LBOqdk+nHOS/o/NMhCP3Iyv32xLMNnywhCumTvcTput4qNtXbiD3w5v7nR3L4dqP29psJzvIY0c5GYTzhT/HTDQg/9279reVA072E4nt/lBcK/25t/YrL7nvl0TuS6HLfSc56WQ/nQnFcdnVtkWwznux2B4PJ/I/dPnv5Nh0sp9Qfx7lJKa2hOu+JxRi8TxD7oev3e/0XjHQ62yw70lr/Fgmlr7rCFa7JCQoZgyQ76I4Tzo1Zr2/mk/4NX4u/3TzPoy3p64N7SzXfMA2H2BBP4iNMXMlHfTF4a/FvnU9HSzjUTuFidbaGuvt3nS2Pd2VbvP+HZ/EfUVCE40x89uafIvd2GKek19shOW5h+N9cfp6OYwtopH7IdWlnHHK9/xmBfFLjYjMfSd53IXcn+/7VVKbr0GLX8h5OnmdIga5Hz5OctLPdZrzKb+DZTxy/iuigHPfSa44zK/J8h2/7axTI++Ncsv9BPz+x2LuS/GZ/22YJJ3xZVZbwnUdD0s7Ngxcaff4w+H5P+DzTKQj9737kCIm988QgjZ8l4UrJn/2E8breKjbV2FH7nv3IYU+9/3MmXDtJ6QctvudXI8Dzskg3ff5c8xEPPLfuw8p+Pnv8BoTK+1+J3kZjHvrTt9L7vu9yH3vPqTg5n4XcjJc5xjH/GyPh/y85xNz7fFwIv+9+5BC0vZ3cmw62U+oP4+KmvueEIq58wy5792HFJbP/AK+V3R4Dx/se9KY+q4jjO2SkKCY0ZnmautQ9i7RsgvayfKd9FrzJeYCeQ+wUHXj65F/J+eWFc/NY6u3eUPc4uAPpDDxJulUD2aO+IqERltrJ7U1+RZ7usU8J/sK13P3KMTvSxdeLyexRQNyv21dfR9DkTMdMt4uwOe3lePGeXfeEZn7TvK4C7k/Ud7n395rcGp+lH3ZQe63LWjncCc5GcA6zTnX2evl9Pk4yX0nueI0vzr8dVTzzUqLdTwK/P2P1dyX4i//W5uozo+HcF3Hw9WODbWwt3sC4JGz83+g55loQO5HTu633GYo2vBdEq6YAtiPR+G5joe6feUWcj/EuR/AsRyu/YSak/zyKPA8dpKTTvbTmj/HTLQg/0OT/05yIFba/U7yMhj31v68lx4/lglFbJGI3A9y7nchJ8N1jnEkgLZFyM97rf4da+3xcCL/Q3Ptd3JsOm37h/LzqKi47wmxWD3PkPvh+cwvoHvFLtzDB/ueNNa+6whXuyQkKGZ0wHfxmybvcKD+nug6qlpvax8tu7kt6ORC23xCnCnp3UD246elksrt6crcM7Q4gbQcS735pNzeUATN65yqLjfGVBhjDpr2fx05XdKD/oXsqnA997C8Lw45iS3ikftnCuL7GK7jUtKpXy/s7+DDy0ntzO9MJOd+uCyQ95dD7f0ao6LFclGD3D9TsI8xJzkZyDr2dLf+Y9rZf/NN4ty2HveDk3OYk1xxss7SDuKSdOrGo+V77eT9j8ncl+Iy/1vzp6eOcF3Hw9peCKFIfh5O8t/JeSbikfsRlfuSQtqGdyxcMQW4n7Bcx8PQvnIFuR/a3A/wWA7XfkLNaRs+oDx2mJPBuO+LpRFZyP/OheveN5Lby35zmJfBuLf2573kvt+H3I+odn+4zjEBC7BtEZbzXqy2x8OJ/A9N/js8Np3kf6g/j4r4+55Qi9XzDLkftmt/ID2Ad+UePtj3pJHc7nEiuu/HrLVMDid5i0yspOl+LDtL0kFJSwLY/lx/ti/vL+ms9+109DyspLmdbH9mB48vkbdSuvX8me09X99zm9Vq3sT2nm9H2wr0+YRq3XA/93C9L05eL6exRctE7gf2PvqTV8E4Lv3cz0Q/Xle/c6CrzyOcud+V183fdeT9hVG7r6+8v9KwkkY5fY3dnMj9wI6xUOWkw3WmSjrYwXu1oYvHRqC5H3CudGGdDo9B3/Of3JX3P9Zz3/cc4iL/29lXp/kRaA44jS0Y+3HyWgT7NQ7X6xXoOl3I/4DOM9E0kfudLhs1bfhg53y4Ygp0P13I44Cv4wpx+8rNidzvdNmAc99JzoRrP108Vjq7tjppwwecx775AeWk0/04OWaiaSL/O1025Pe+TvYTrNci2K+xg7zs0r21v++lk/zvamyRPpH7nS4blpwM1zkmwNc00PZ42M57gZ5junrMdGWdSJ7I/06XDcux6TD/Q/p5lMPnHpb7nq68/4GsE4zzTKRO5H6nyzo+LgPcj+N7+ED2E+BrGjPfdSgC7se69F6EYyd+vsBTfSeN5r+OLi5d2Y4cFFf5EmyDvDd4E9t4vML3hk72LRvISW6y7+Cp8GNZR8VhLZK8w3V9scyS5Gk1f5Zv354O4praxrY2tLWO77VqvY/pHe3DyfMJ9rpuPfdwvS9OXi+nsUXLRO779z4GklddOS792Y/vPTnoe1/amub79tVpwzWYzyOcud+V98ffdXyxtxXbTN96UVnM0OJ5kPtByn0nOdmVPG5eptW8qb7lO33N/XxPAsn9gHOlC+ssaf0cfe/RrHZeq4Df/1jPfd9ziYv8b7H8KAXwYUCgOeA0tq7sx+lrEYrXOFyvV6DrdCH/AzrPRNNE7rt7LCsIbfhg53y4YnK6ny7kccDXcYW4feXmRO77FZdfud+VnAnXfhweI369xk7yy0ke+x4PKCed7sfJMRNNE/nvV1whvfd1sp9gvBaheI0d5KXje+tA3ksn+d+V2KJhIvf9iivkORmuc4yf8Tptj4ftvBfoOaY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+      "text/plain": [
+       "<Figure size 3240x3240 with 92 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axs = plt.subplots(10, 10,sharey=True,figsize=(45,45))\n",
+    "for y in range(2,10):\n",
+    "    fig.delaxes(axs[9][y])\n",
+    "for order,i in tqdm(enumerate(sort)):\n",
+    "    x = order // 10 \n",
+    "    y = order % 10\n",
+    "    \n",
+    "    name = gwname[i]\n",
+    "    label = name.split('_')[0]+'\\_'+name.split('_')[1]\n",
+    "    density = bounded_1d_kde(mpvinvplus[i], xlow=0., xhigh=200, method=\"Reflection\")\n",
+    "    count = density(bins[:-1])\n",
+    "    axs[x, y].plot(bins[:-1], count)\n",
+    "    axs[x, y].set_title(label)\n",
+    "    axs[x, y].set_xlim(0,200)\n",
+    "    axs[x, y].set_ylim(0,0.04)\n",
+    "    if y==0:\n",
+    "        axs[x,y].set_ylabel('Probability Densitiy')\n",
+    "    if x==9 or ((x==8) and (y>1)):\n",
+    "        axs[x,y].set_xlabel(r'$M_\\mathrm{PV}^{-1}~[GeV^{-1}]$')\n",
+    "        \n",
+    "for y in [0,1]:\n",
+    "    for x in range(9):\n",
+    "        axs[x,y].get_shared_x_axes().join(axs[x,y], axs[9,y])\n",
+    "        axs[x,y].set_xticklabels([])\n",
+    "\n",
+    "for y in range(2,10):\n",
+    "    for x in range(8):\n",
+    "        axs[x,y].get_shared_x_axes().join(axs[x,y], axs[8,y])\n",
+    "        axs[x,y].set_xticklabels([])\n",
+    "#for ax in axs.flat:\n",
+    "#    ax.set(xlabel=r'$M_\\mathrm{PV}^{-1}~[GeV^{-1}]$', ylabel='Probability Densitiy')\n",
+    "\n",
+    "# Hide x labels and tick labels for top plots and y ticks for right plots.\n",
+    "#for y in range(2,10):\n",
+    "    #axs[9,y].set_axis_off() \n",
+    "    \n",
+    "#for ax in axs.flat:\n",
+    "#    ax.label_outer()\n",
+    "\n",
+    "fig.savefig('allresults-sortname-removelast8.pdf',bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fc6bddf5",
+   "metadata": {},
+   "source": [
+    "# Plotting figures one by one"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "3103b966",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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CxBMAAAAlQeIJAACAkqgrdwBxZrZaUkxSX/jc6+6bi1WPmcUkrZbUHJZtktQr6XZ378v3ugAAAMisIhJPM1snaa+7r098zcyaEl8rVD1h0nmbu7clnb9JUreZLSH5BAAAKCxz9/IGYNYkqdvdG1Ic2y9pYS5JYD71mNlaSTdJWpZYt5m1SOqWtMbdN6S7Vmtrq3d1dWULCQAAYNwxs253by1G3ZUwxnONpM40x3oVdIcXup5eBV3rAAAAKJFKSDyXK0gEU+mVtKLQ9bj7ZndvSNGSGs/u0yWwAAAAiKgSEs8WSXvTHOvVyWSwFPW0Sdrg7ukSWAAAAERUCYlnNrFi12NmTeHEos3uvqZA1wMAAECCss5qD2eXS8FyRiWvJ2FJpTmStih9V318mabVknTuuedGiBIAAKC6VcRySuUSjvFMXGap3czWuPsp40rDWe4bpGBWe8mCBAAAmCDK2tWeMLknVgn1KBjjuTxcDxQAAAAFVOljPGMaYzd8PvWECexW5b6EEwAAAHJUCYlnp4JtK1NplJTrSu0512NmPRlaNfdJiiWMGwUAAEABVELiuVXpF3NvkrSpkPWECWWmxeObJPWxZSYAAEBh5Z14mtmCAsfQrhRrbIYJYoukjSmOpUocc6onTCg3JO/TnlC2KdU1AQAAMDZRWjxzbYHMSbhY+4YUXd/rJLUltzyaWbeknnBf9aj1rDOz9hTh3CVpK2t5AgAAFJ6557cykJkNK0g+2939BwULJFgnM6ZgElCzpC3uvjlFuXWSVkpakWqHoTzqiUm6LeGlprDs+uSyyVpbW72rK9ehpwAAAOOHmXW7e647R+ZXd4TE8+PufoeZzZZ0oySX1OXuvyhCfBWJxBMAAExUxUw8815A3t3vCJ8PKOialpldYWa3KEhCN7r7wYJGCQAAgHGvILPa3f1Rd79L0nZJ3Wb2PTO7oRB1AwAAYGIY85aZ4Sz3lZLWKFgvc5OCGea9YSvobAWzyGkFBQAAqGJ5J55mdq+732RmNytINlsULN7+CXf/alLxeFf8MjPzQk5GAgAAwPgSpcVzlZmtVNCt3i5peTjeMy13v5+udwAAgOoWJfHslbTK3R/NpbCZLZS0VlJHhGsBAABggogyuag916QzwRwFCSsAAACqVN6JZ3w5pUzC8Z/x8tvd/cZqWucTAAAAp8rY1W5msyQ1uvuOhNeuzVJnTFKbpLvHGhwAAAAmjmxjPO+WtExBV3ncZgULxW9Pc05M0sIxRwYAAIAJJVvi2aYgkUzUm20bJTPbOJagAAAAMPFkTDzdPVWr5rIc6m2LFg4AAAAmqiiTizKu2RmWSdcNDwAAgCoVZeeiBYmTjcLXZku6UUG3/H53Z2IRAAAARomygHybpA8mvhC2gt4V/9rMbib5BAAAQKIoC8hbwaMAAADAhJe1xdPMlilYPiluYYa1PGOSlobPtHgCAABgRC5d7b2SmiStkrRaQRLanKF8h7t/MMNxAAAAVKGsiWc4Q327pPvNbLOkle7+gaJHBgAAgAklr8lF7t4ZzmAHAAAA8hJlHc+vZitjZjdHCwcAAAATVcYWTzObJakxcd3ODBOL4mIKllxichEAAABGZOtqv1vBFplzEl7brGCCUbrdiWKSFo45MgAAAEwo2RLPNgWJZKJed2/NdJKZbRxLUAAAAJh4MiaeafZcX5ZDvW3RwgEAAMBEFWVy0YFUr5vZLDNbEJZJ1w0PAACAKpX3Xu1m9n8lXSFpq6R2d99hZvdKalGw1meDpLbECUkAAABA3omnpC0KEs7tkmRmH5fU4u7nxwuY2cckfaYwIQIAAGAiyLurXVJDUlf6GkntSWXoagcAAMAoURLP/fF/hLsYNUnqTCrjYwkKAAAAE0+UxDMxqVytYHmlXySVmSMAAAAgQZQxngfCMZwHJK2TtDJ+wMx+T9InJK0qTHgAAACYKKIsp3S/pPh+7Uvc/WuSZGa3KOh23yhpecEiBAAAwIQQpcUzvk7nXUmvjXydw37uAAAAqDJRxnjmgp2LAAAAMEqUBeRnSdqs9FtnmpjVDgAAgCRRutrvlrRJQatmX4rjpmCcJwAAADAiSuLZkTieMxUzuz1iPAAAAJigoozx3JetgLt/NVsZAAAAVJcoiWefmS3IVCBc5xMAAAAYEaWr3SWtNLNmSd06tQW0UcH+7Z8ZY2wAAACYQKIknpslxST1Slqa4nhM0sLoIQEAAGAiipJ49rp7a6YCZsasdgAAAIwSZYznLTmUYQF5AAAAjBJlr/ZHpWAheTO7NlxQXuFrl4dlthcsQgAAAEwIkbbMNLMvKlg8vl3S8tGHmNEOAACAU+WdeJrZxyX1uHuNu5+vYKciSUFrqLt/xsxuLmSQAAAAGP+iTC7qS9q5KNW+7PsjxgMAAIAJKkpX+94cyrCcEgAAAEaJkng2J31to74IdjWaGzUgAAAATExREs9OM/uemV0Tzmh3KUg4w/GfHZI+XcggAQAAMP7lPcbT3R81szsk3aWwS91spNFzs6Tr3P1gwSIEAADAhBBlcpHcvVPSIjO7QlKTgqWVutz9QAFjAwAAwAQSKfEMx3E2hV920MIJAACAbHIe42lml4djO4ck9UjqVDCec7+ZPW1m1xQrSAAAAIx/ObV4mtlGSSsVJJufkNSroHs9JqlR0nWSvmpmj0i6kRZQAAAAJMuaeJrZ9xUkmQ0ZxnDeZWYxSesk3S9paaECBAAAwMSQsavdzH5PwU5FN2abOOTufe6+RlI3W2YCAAAgWbYxnqsl5ZVEuvsHJK2KHBEAAAAmpGyJ54GI4zVZVgkAAACjZEs890WsN+p5AAAAmKCyJZ4esd6+iOcBAABggoqyV3suZhepXgAAAIxT2ZZTag0Xht+fR52NklqjhwQAAICJKFviuUTBovGWY30elo3aRQ8AAIAJKlviuVX5L41kkjZGCweFsuvgcX3nsZf0698eVO/uw3pu31HV1dRo1tQ6NUybpCvObdDrFs1R63mNmjqpttzhAgCAKpAt8ex09+35VmpmnRHjwRi4u+7btlP//shz+ukzezTs0vyZk9U0b7qWXXiaXK6Dxwb18qHjuvvHvfrigz2aUl+jt19+lv7HaxboojNnlfstAACACczc6RXPV2trq3d1dZU7jFEe6tmj//vd3+hXLxzQ2Q1T9Y4rztLbLj9Li+bPSFn+SP+gtuzYp/u27dQ3fvGijg8M69VNjfr49RdqyXkNJY4eAABUCjPrdveizNch8YygkhLPPYf79b++sU3f3bZTZ86eoo9et1jvuOIs1dbkOixXOnB0QBu7nlf7j3q153C/3nzx6Wp704VaMHd6ESMHAACViMSzwlRK4nnftp36/77+mA4dH9RHlp+vP3j9Qk2pjz5e80j/oO7+8Xa1/6hHg8Oujyw7X6vf0KT62mKtugUAACoNiWeFKXfieWJwWP//t36tf/v5c7r4rFn67I2X64LTZhas/l0Hj+svvvlrfXfbTl10xizdsepSvfJMlmYFAKAaFDPxpClrnNl18LjeddfP9G8/f05rrm7S1299XUGTTkmaP2uKvvDeJfrie5doz+F+vePzD+mff7pd/JECAADGItusdlSQ7mf364P/2q1Dxwf1+Xe36HcuPaOo13vTxafryoWN+vimX+ovv/W4HurZqztWXqbZ0+qLel0AADAx0eI5Tvz7z5/TOzc8rKmTavX1D7226ElnXOP0Sbr7fa36s995hR54cpfecedPtWPPkZJcGwAATCx5J55mtqAIcSCNE4PDuu1rj+mTX39Mr2meq29+6PW68PTSrrdpZrr5qib9+y2v1v6jJ/T2O3+qR7bvK2kMAABg/IvS4rmp4FEgpd2H+vXuu36mrzzynG59Y7P+6feXlrWbe+mCRn3jQ69T4/RJeu/dP9d9214qWywAAGD8yXtWu5kNK0g+2939BwULxGy1pJikvvC51903F7MeM1sraY6klvCl9lyuWYpZ7Y+9cECr/6VLfUcHdMeqS/W7l55Z1Ovl48DRAb3/y1v0y+f79PfvukJvvqQ03f4AAKD4ijmrPcrkojZ3v8PMZpvZLZJcUpe7/yJqEGa2TtJed1+f+JqZNSW+Vsh6wrK3u3tf+HWLpPvN7CZ3z3d/+oL6z1+8qLWbf6W5MyZr8wdfU3FLGc2eVq8vv/9Kve9Lj+gPv/Ko/l4i+QQAAFkVZB1PM7tCUquCJHSjux/M49wmSd3ufso+jWa2X9LCeHJYqHrCVtFOd+9NKrdcUoekVZlaPovV4jk07Lrje0/qiw/26MqFjfrCe1o0Z8bkgl+nUA73D+p9X3pEv3i+T1/6/aW6+oJ55Q4JAACMUcWv4+nuj7r7XZK2S+o2s++Z2Q05nr5GUmeaY72SVhehnubkpFOS3L1TQRf9mhyvWTB7D/fr/f+8RV98sEfvffW5+rebX1XRSackzZhcpy+//0pdcNpMffjfturplw+VOyQAAFDBxpx4mtkCM/uYmT0taaOk+yV9QkG39S3hsUzTsJcrSAxT6ZW0IsdQ8qlnrZmlmyTVpaD1tmQe7tmrt/zdj/Vw7159+h2X6FNvv2TcbFM5Y3Kd/vF9rZoyqVbv//IW7T3cX+6QAABAhYqynNK94fPNZrZFUo+CpO4T7j7H3T8QtoAecPe73P0zkpaa2bVpqmyRtDfNsV7lngTmU0+6llFJapRUkrWC+geH9JnvPan33P0zTZ9Up6/f+lq9+1XnluLSBXVmbKru+h+t2nWwX2v+pVsnBofLHRIAAKhAUZrVVpnZkIJWzY2SGt39enf/aroT3P1+BTPMo4h6Xtp63H1FhglELUqRmJrZajPrMrOu3bt3jzmYrc/t1+/+3U/0Dw88oxtazta3/vD1FTeJKB+XnxPTZ1Zdpq5n9+tvOp8qdzgAAKACRZnV3qtg8s2juRQ2s4WS1iqYtJN8LBb+sy9CHMWoJz4OdF3yMXffIGmDFEwuinqN3Yf69bedT+nfH3lOp8+aon/6/aW65sL5UaurKG+97Ez99Jk9+uKDPbrq/Ll6bfPccocEAAAqSJTEsz3XpDPBHKUff1kRwuR1nYKkuuCxHjw+oH/6yQ61/6hHJwaH9b7XLNCfXneBZk6ZWPue//lbL9Ij2/fpo/f+Ut/9yFVqmD6p3CEBAIAKkXfi6e535Fl+u6Qb0xzrMzNpjN3pBapnk4I1SvNetD6T3t2H9eWHdmhz9ws6cmJIb7nkdH38+gu1cO70Ql6mYkybVKe/e9cVesedP9Unv/6YvvDeJeUOCQAAVIgoLZ6lFNMYu89zqSdcTH5T2J0+Ju6unt2H9f3HX9b3tu3UL184oEm1Nfrdy87Q+1+3UBefNX7Hcebq4rNm609WXKD19z2p7/16p65/5enlDgkAAFSAvBNPM1vg7juSXputoFUzJmm/u9+dR5WdkprTHGtUsLxR0eoJt83sySfpHBxyPbv3iI6eGNLuQ/16se+Ynt93VNt+e1C/fL5PB44NSJIuOyemtjddqJVLzta8mZW9Jmeh3XJVk775i9/qL7/5a71u0VzNmFzpf+MAAIBii7RlpqQPJr7g7gck3RX/2sxuziP53KqTe6Una5LUXqx6zGylpL7kpNPMloeLyaf0xM6DuvqOH456rbbGdP78GXrzxafr8nNiunrxPJ0xe2qOoU889bU1+j/vuEQrv/iQPvv9p/Tnb72o3CEBAIAyi5J4WoFjaJfUfcpFgsk+LQqWbEo+1pRiAlBe9YTbYypNS+cKZVjr86zYVH3mxss0tb5WjdMn6ayGqTp91hTVjZNF30tlyXkNeteV5+qfH9quG1rOqophBgAAIL2se7Wb2TIFe7DHtSnFckOhmKSlkmLu/sE0ZVJdY50kuXtbwmvtCrrA1yeV7VaQSC5x961R6jGzFkm3Sbo3KZTG8D00u3vabTOLtVf7RHTg6ICWffZBnd0wVV+/9bUKJ4EBAIAKVcy92nNp8exV0FW9SsF+5670YyklqSOfpFMKEsVwgfa1CiYBNYf1pJph3qk0k4XyqCe+oP3KNCG1pXkdeZo9rV5r37RYazf/St957CX97qVnljskAABQJllbPEcVDrqnV7r7B4oXUuWjxTM/Q8Ou3/m7H+vIiUF1fvRqTa6rLXdIAAAgjWK2eOY1KDGccHPKDkRAJrU1pk++5RV6ft8x/cvDz5Y7HAAAUCZ5z4bJtCd7nJndHC0cTFRvuGCe3nDBPP3d/U+r7+iJcocDAADKIGPiaWazzGxB0mvXZnncIMZIIoVPvuVCHe4f1OcfeKbcoQAAgDLINrnobknLFOy1HrdZwQSj7WnOiUlaOObIMOFcePosvf2Ks3TPw8/q5quadNqsKeUOCQAAlFC2rvY2ScuTXut19znu3prmsUhS1u54VKePLDtfg8OuL/ywp9yhAACAEsuYeLr7dnd/NOnlZTnUS1c7UjpvznStWnK2/v3nz+m3fcfKHQ4AACihKJOLDuRQ7PcixIIq8eFrF8nl+gfGegIAUFUyjvE0s2sj1BmTtEbSZ6IEhInv7IZpeufSc/WVR57TB69u1jmN08odEgAAKIFsk4uyTSRKJSYmFyGLD12zSPd2Pa87f/iMbr/h0nKHAwAASiBb4tkbZeV6M9sYMR5UidNnT9GNrWdr45YX9JFlF+j02cxwBwBgoss2xnNVxHqZXISs1ryhWUPu2vCj3nKHAgAASiDrrPaI9eYy8x1V7pzGaXrb5WfqK488p72H+8sdDgAAKLJsk4tmSWp09x0Jr2WbcBRT0OJ591iDw8R36xsX6euPvqh/+ukOfez6xeUOBwAAFBE7F6GsFs2foTdffLq+/PAOrb66SbOm1Jc7JAAAUCTZEs82BYlkoqwTjphchHzc+sZF+q/HdupfHn5WH7pmUbnDAQAARcLORSi7i8+arTcunqcv/WS7jp0YKnc4AACgSMa0c5GZzTKza8PHrIQyUScloUp9+JpF2nvkhP5jy3PlDgUAABRJ3omnJJnZAjP7vqT9kjrDx34z+56ZzSxkgKgOrQsadeXCRm34Ua9ODA6XOxwAAFAEeSeeZrZQQaLZIalVUkP4WCTpfklbE1s/gVx9+JpFeunAcX1t6wvlDgUAABRBlBbP1ZKWuPsd7v6oux8IH9vdfb2kpZJuK2yYqAZXnT9Xl5w1W194sEeDQ7R6AgAw0URJPLsSx3kmc/c+SV2RI0LVMjN96JpFenbvUf3Xtp3lDgcAABRYlMTTC1QGOMV1F52mRfNn6M4HnpE7txEAABNJlMTTClQGOEVNjenWNzbrNzsP6Qe/2VXucAAAQAFl2zLz8hQv7zezexVMLupNOtYkKebunylMeKhGb73sTH224yn9wwPP6NoL58uMv2MAAJgIsu1c9ANJs5V6e8wl6U4yM5F8Iqr62hqtubpZ/+sb2/Sz3n16TfOc7CcBAICKly3xzLo9JlAMq5acrc91Pq07f/gMiScAABNEtjGet5QkCiDJlPpa3XzVQv346T361Qt95Q4HAAAUQLa92pP3ac/IzG4JH9eOLSxAes+rztWsKXW684GecocCAAAKINKWmem4+13ufpekFYWsF9Vp5pR6/f5rF+i+X+/U0y8fKnc4AABgjKLu1X5DuC/7lqTH02a2t9BBonr9/usWamp9rb7wIK2eAACMd9kmF53CzJZJ+qSkdkn7FGyRuSU83KhgOaU7ChYhqlrj9El696vO1T8/tEN/svwCndM4rdwhAQCAiPJOPCUtT5zpbma9kva7+46E125w968VID5AN1+1UPc8vEN3/bhX//ttF5c7HAAAEFGkvdqTvu6VtDzptbR7uQP5OmP2VP1ey9n6jy3Pa9eh4+UOBwAARBQl8WxI/MLdD0hKXutzduSIgBTWXN2swaFhfeknO8odCgAAiChK4rndzJaFE4luDl/rCCcbXWNmN4hZ7SiwhXOn63cuPVP/+rNndeDoQLnDAQAAEeSdeLr7/Qq61zdIuj987auSfhF+vUnBxCOgoG59Y7MO9w/qnod3lDsUAAAQQaTllNx9u7vf4e7bE15rc/cad691918ULEIg9IozZmnZhfP1pZ9u19ETg+UOBwAA5GlMC8ib2SwzuzZ8zCpUUEA6t17TrP1HB/SVR54vdygAACBPUReQX2Bm35e0X1Jn+NgfjvOcWcgAgURLzmvUq5sa1f5gj44PDJU7HAAAkIe8E08zW6gg0exQMJu9IXwsUjDGcyutnyimP1p2vnYd6td/PPJcuUMBAAB5iNLiuVrSknCM56PufiB8bHf39Qp2MrqtsGECJ72maY6uXNioL9DqCQDAuBJpAflw7c6U3L1Ppy4yDxSMmemPl5+vlw/2694tjPUEAGC8iJJ4eoHKAJG9pmmOrlzQqDt/+AytngAAjBNREk8rUBkgssRWz41dtHoCADAe1GU6aGaXp3h5v5ndq2ByUW/SsSZJMXf/TGHCA9J7TXPY6vlAj25sPUdT6mvLHRIAAMggY+Ip6QcK9l3fnuLYknQnmZlIPlFsZqaPLD9f77n759rY9bz+x2sWlDskAACQQbbEs9fdW0sSCRDBa5vnaOmCBt35QI9uWnqOJtfR6gkAQKXKNsbzlpJEAUQUjPW8QDsPHtdGZrgDAFDRMiae7v5opuNsmYlK8NrmOWo9r0F3/rBH/YPMcAcAoFJF3TJzlpltlNSnU7fMPK+A8QFZxVs9XzpwnHU9AQCoYFG2zJwtabOCWe3N7l6j0Vtmbqb1E6X2ukXBbkZ//4NndOwErZ4AAFSiKC2et0ha5e53uft2SUraMnOF2DITJWZm+vj1i7X7UL++/PCOcocDAABSiJJ4Hshhy8zk9T2Bolu6oFFvXDxPX3ywRwePD5Q7HAAAkIQtMzGhfOy6xeo7OqC7f5xq6VkAAFBOURLPhkwHw/Gdi6KFA4zNxWfN1lsuOV3/+ONe7T3cX+5wAABAgiiJ5wYz+76ZvSNxElE40/1mBROMPl2wCIE8fXTFBTo2MKQv/LCn3KEAAIAEeSee4fjOD0j6oKQ+MxsysyFJ+yWtkXSjux8sbJhA7hbNn6kbWs7WPT97Vi8dOFbucAAAQCjSOp7u3uvu10lqlnRj+Fjk7kvjM92BcvrIsvPl7vr7HzxT7lAAAEAo8gLykhQuofTV8EHCiYpxTuM0vevKc7Vxy/PasedIucMBAACKtoD89yWRZKLiffiaRaqrNf1t51PlDgUAAChai+cmSU2FDgQotPmzpuh9r12g//zlb/X4bxl2DABAuUVJPPcpyzqdZvaFaOEAhXXr1Ys0e2q9Pv1fT8id5WUBACinugjn9EhabWZzJG2R1KcgGY1rlNQ69tCAsZs9rV5/dO35+t/fflw/fGq3rlk8v9whAQBQtaIknj+QFFOwLeaqFMcbJc0eQ0xAQb331efpnod36NPfeUJXLZqrutpIc+oAAMAYRfkN3OvuNe6+KM2jUdJXCx0oENWkuhp94s0X6uldh7Wx64VyhwMAQNWKknjekkOZ2yPUCxTN9a88XUsXNOizHU/pcP9gucMBAKAqRdm56NFClAFKycz0ybe8QnsO96v9QbbSBACgHHJKPM3scjP7mJndbmaXFTsooBiuOLdBb73sTN3141620gQAoAyyJp5m9jFJWyWtl9QmaauZ/WmxAwOKYe31izU8LH3meywqDwBAqWVMPM3sCkkfUDB7vSF8XC/pg7R8Yjw6p3Ga/ufrFuhrj76gbS8eKHc4AABUlWwtnp+QtCLci/1A+OhUsE7nJ4sfHlB4t16zSLGp9frUdx5nUXkAAEooW+Jp7n7Kvuzu3if2a8c4NXtqvf70usX6We8+fetXL5U7HAAAqka2xHNfhmN7ChkIUErvuvJcXXLWbH3q24/r0PGBcocDAEBVyJZ40g+JCam2xvRXb79Yuw/363OdT5c7HAAAqkJR9g40sy8Uo16gkC4/J6Z3Lj1X//TQDv1m58FyhwMAwISXba/2VjO7RtL+FMeazezadOflG4iZrVawB3xf+Nzr7puLXY+ZxSStk9QR5XoY39Zev1jf3faS/vwbv9a9a14tMyt3SAAATFjZEs8lkjolpfttvCbN63l10ZvZOkl73X194mtm1pT4WiHrMbN2SY2StkhaLakjn5gxMTRMn6S2N12o2772mL7+6Iu6oeXscocEAMCEZZmWkzGzLgVreOZVp6SN7p5Tq6eZNUnqdveGFMf2S1oYzqIvWj1m5pJW5dri2dra6l1dXbkUxTgwPOx6xxce0ov7j+r+P32jZk+tL3dIAACUjZl155rH5SvbGM9Od9+e56NXQStprtZkKN+roDWylPWgytTUmD71tou198gJ/U0HOxoBAFAsGRNPd/9ElErzPG+5gsQwlV5JK0pcD6rQJWfP1ntfdZ7ueXgHOxoBAFAkRZnVnqcWSXvTHOtV7hOVClUPqtTHrlushmmT9MmvP6bBoeFyhwMAwIRTCYlnNrEKqwcT1Oxp9fqL//ZK/eqFA/qnn+4odzgAAEw4ZU08w6WMpGDpo7LXk+Uaq82sy8y6du/eXazLoMzeeukZWnbhfP11x5N6du+RcocDAMCEMh5aPCuCu29w91Z3b503b165w0GRmJk+9Y6LVVdTo9u+9pgyrfoAAADyU9bEM2F5o1gl1ANI0hmzp+oTb75QD/Xs1aauF8odDgAAE0alt3jGVJju80LVgyrx7ivP1ZULG/Wp7zyuXQePlzscAAAmhEpIPDslNac51igp15XaC1UPoJoa0/+94RIdHxzWX3zz1+UOBwCACaESEs+tkprSHGuStKnE9QCSpKZ5M/SRZefru9t26r5tO8sdDgAA414lJJ7tSrHGZjhTvUXSxhTHUiWYedcDZLP6DU266IxZ+vP/3KYDxwbKHQ4AAONa2RPPcIvNDWa2LunQOkltyfurm1m3pB4zaxlLPSk05hs7Jr762hqtX3mp9h45oU99+/FyhwMAwLhWV+4AJMnd28J1MtcqmATULKnD3TenKN6pNJOF8qknLLNUQWuoJK0zs1UKdjnKJVFFlbj4rNn64NXN+ocHntFbLj1D1yyeX+6QAAAYl4x1CvPX2trqXV3MVaom/YNDeuvf/0QHjw3q+x99g2ZNqS93SAAAFIWZdbt7UbYaL3tXOzAeTK6r1R0rL9OuQ8f1f779RLnDAQBgXCLxBHJ02Tkxrbm6Wfd2Pa8Hn2LbVAAA8kXiCeThI8vO16L5M3TbV3+lQ8eZ5Q4AQD5IPIE8TKmv1R0rL9XOg8f16f/6TbnDAQBgXCHxBPJ0xbkNuuUNTfrKI8/pJ0/vKXc4AACMGySeQAR/svwCNc2brrav/kqH+wfLHQ4AAOMCiScQQdDlfpl+e+CYbv8vZrkDAJALEk8goiXnNejm1y/Uv/38Of30GbrcAQDIhsQTGIM/vW6xmuYGXe5H6HIHACAjEk9gDKbU12r9ykv1Yt8xrbuPWe4AAGRC4gmMUeuCRr3/dQt1z8PP6uGeveUOBwCAikXiCRTAx65brAVzpmntV3+poyfocgcAIBUST6AApk6q1fqVl+mF/ce0/r4nyx0OAAAVicQTKJArFzbqfa9ZoH9+aId+1kuXOwAAyUg8gQJa+6bFOm/ONH188y9ZWB4AgCQknkABTZtUp79eFXS5/5/vPF7ucAAAqCgknkCBtS5o1Jo3NOsrjzyvH/zm5XKHAwBAxSDxBIrgT1acrwtPn6m1mx/TviMnyh0OAAAVgcQTKILJdbX67I2X68CxE/rEV38ldy93SAAAlB2JJ1AkF505S21vulDff/xl/dvPnyt3OAAAlB2JJ1BE73/dQr3hgnn6q28/rid3Hip3OAAAlBWJJ1BENTWmv151mWZOqdMffeVRHR8YKndIAACUDYknUGTzZk7WZ1ZdpidfPqS/+M9flzscAADKhsQTKIE3Lp6vD1+zSPd2Pa//eITxngCA6kTiCZTIn6y4QFedP1d//s1f67EXDpQ7HAAASo7EEyiR2hrT5955hebNmKwP/Gu39h7uL3dIAACUFIknUEKN0yfpzve0aM/hfq3+l24mGwEAqgqJJ1Bil50T09/cdLm6n92vj236pYaHWVweAFAdSDyBMnjLJWeo7U0X6tu/ekl/3fFkucMBAKAk6sodAFCtPnB1k57de0Sff6BHDdMm6earmsodEgAARUXiCZSJmelTb79YB48P6FPfeUJTJ9XqPa86r9xhAQBQNCSeQBnV1dbob2+6QscHuvVn39imKXW1+r0lZ5c7LAAAioIxnkCZTaqr0Z3vadFrm+foY5t/qX/92bPlDgkAgKIg8QQqwJT6Wv3j+5bq2sXz9Wff2KbPP/CM3JntDgCYWEg8gQoxpb5WX/zvS/T2y8/UHd97Un/17Sc0xFJLAIAJhDGeQAWpr63RZ2+8XLFpk/Sln27Xjr1H9Ll3Xq6ZU+rLHRoAAGNGiydQYWpqTH/5316pv3rbK/XgU7u18gsP6/l9R8sdFgAAY0biCVSo//6aBfry/7xSLx04pt/9+5/o/ideLndIAACMCYknUMFef/5cfesPX6+zYlP1B1/u0vr7fqPBoeFyhwUAQCQknkCFO2/OdH3t1tfqXVeeozt/2KMb2x/Ws3uPlDssAADyRuIJjANT6mt1+w2X6nPvvFxP7zqsN3/ux/qPR55jySUAwLhC4gmMI2+7/Cx974/foMvPiekTX3tMt9zTrT2H+8sdFgAAOSHxBMaZM2NT9a9/8Cr92e+8Qj96erfe9Lc/UufjTDwCAFQ+Ek9gHKqpMd18VZO+9eHXa97MKbr5ni790Vce1e5DtH4CACoXiScwji0+faa+8aHX6o+Xn6/7tu3U8s8+qI1dzzP2EwBQkUg8gXFucl2t/nj5Bfqvj7xeF5w2Q2s3/0rvvuvn2r6Hme8AgMpC4glMEIvmz9S9q1+jT7/jEm377QFd/7c/0uc6n9axE0PlDg0AAEkknsCEUlNjeverztX9H71aK15xmv6m8yld+9c/1Ne2vqDhYbrfAQDlReIJTEDzZ03R59/TontXv1rzZk7WRzf+Um/7/E/1s9695Q4NAFDFSDyBCexVTXP0jVtfp7+56TLtPdyvd274mVbf06Vndh0qd2gAgCpkzH7NX2trq3d1dZU7DCAvxweG9I8/2a47H3hGRweG9JZLztAfXrtIF54+q9yhAQAqiJl1u3trUeom8cwfiSfGs31HTugff9KrLz/0rA73D+qNi+fpD16/UK9fNFdmVu7wAABlRuJZYUg8MRH0HT2hex5+Vvc8vEN7Dp/Q4tNm6p1XnqO3X36WGqZPKnd4AIAyIfGsMCSemEj6B4f0zV/8Vvc8/Kwee/GAJtXWaPlF87Wq9Ry94fx5qq2hFRQAqgmJZ4Uh8cRE9cRLB7Wp6wV94xcvat+REzpt1mS9/Yqz9JaLz9ClZ8+mKx4AqgCJZ4Uh8cREd2JwWD/4zcva1PWCHnxqtwaHXWfOnqLrLz5db774DC05r4GWUACYoEg8KwyJJ6pJ39ET6nxil+7b9pJ+9PQenRgc1twZk3X9K0/Tmy8+Q69qalR9LSuzAcBEQeJZYUg8Ua0O9w/qgd/s0n3bduqBJ3fp6IkhxabV69oL5+u6i07TVefP0/TJdeUOEwAwBiSeFYbEEwjWBX3wqd363raduv83u3Tg2IAm1dXodc1ztOKi07X8FfM1f9aUcocJAMgTiWeFIfEERhscGtaWHfvV8fjL6nhip57fd0ySdNk5MV130Wla/orTdMFpM5icBADjAIlnhSHxBNJzdz318mF1PL5THU/s0i+f75Mknds4TSsuOk0rLjpNrec1qI5xoQBQkUg8KwyJJ5C7lw8eV+cTL6vj8Zf10DN7dWJoOBgXuni+3nDBPC1d2KizYlPLHSYAIETiWWFIPIFoDvcP6sdP7VbH4y/rB0/uUt/RAUnSWbGpal3QoNYFjVq6oEHN82YwUx4AyoTEs8KQeAJjNzTseuKlg+rasU9bduzXIzv2afehfklSfa3pvDnTtWjeDC2aHzwWzp2u02ZN0ZwZk0hKAaCISDwrDIknUHjuruf3HVP3c/v01MuH9cyuw+rZdVjP7juqoeGTn1NmUuO0SZo3c7LmzZysxumTFJtar9lT6zUrfJ49tV6xaZNG/j17ar2m1NcwuQkAclDMxJMF9wBUBDPTuXOm6dw500a9fmJwWDv2HtGOPUe0+3C/dh86+dh1qF/P7TuqvqMDOnh8QJn+jp5UW6PZ0+pHJaOpHvNmTtbZDVN1ZmyqptTXFvldA0B1IfEEUNEm1dXogtNm6oLTZmYsNzzsOtQ/qIPHBtR3dEAHjp189B07oQPHBnQw/vXRAb188LieevmQDhwd0KH+wZR1zp0RJKFnN0zVgjnTtXDudDXNm66muTM0e1p9Md4uAExoJJ4AJoSaGhtptTynMb9zB4eGdej4oPqODWjXweN6se+YXth/TC/uP6YX+45p24sH9N1tO0d1+TdOn6SmuUEyujBMRhfNn67z5kxnDCoApEHiCaDq1dXWqGH6JDVMn6SFc6enLDMwNKzn9x1V7+4j2r7niHr3HFHv7sN68Knd2tT9wsm6akznzZmm5nBi1Mjz/BmawXaiAKocn4IAkIP62ho1zZuhpnkzTjl2uH9QvbsPq2d3MCnqmV2H1bP7iH7wm10aTGglPX3WlDAZnT6SjC6aN0PzZk5m4hOAqkDiCQBjNGNynS49O6ZLz46Nen1gaFjP7j06kpD27A5m6m/ufkFHTgyNlJs5pW6kZTSxlfSchqns8ARgQmE5pQhYTgnAWLi7Xj7YH7aOHlLP7iPBv3cfHlnLVApm4i+YO21UMto0d4YWzptOtz2AomE5JQCYQMxMp8+eotNnT9Hrz5876tiBYwMjLaPPhM9PvHRI923bqYRee82fOVlN86Zr4dyg6z6YcT9DZzdMZXITgIpF4gkAFWT21Hq1nNuglnMbRr3ePzikHXuOavueYPzo9nBy033bXtL+cOtRKZjcdO6caWoKE9GFc6cHs+/nTde8GYwlBVBeJJ4AMA5MrqvV4tNnavHpp65nuv/ICfXuOZmMbg///eOn96h/cHik3IzJdcHyT8mPedM1awrrkgIoPhJPABjnGqZP0pLpk7TkvNGtpMPDrt8eOKbe3Ue0Y++RkaWgfvF8n779q9+O6rqfO2PSSCK6IN5KOneGzpszjR2cABRMxSSeZrZaUkxSX/jc6+6bi1lPoa4JAJWopsZ0dsM0nd0wTW/QvFHH+geHRq1LGl+b9IEnd2t31wujys6fGd/BaZrOaZwa1hk8nxmbosl1JKYAclMRiaeZrZO0193XJ75mZk2JrxWynkJdEwDGo8l1tVo0f6YWzT+16/7Q8QHt2HNUvXsOa8eeo3ph/1G9sP+YHn1+v77z2EujdnAyk+ZMn6z5Mydr/qzweeaUkX/PmzlF82dO1uxp9ZoxqU41NYwxBapZ2ZdTMrMmSd3u3pDi2H5JC929r5D1jPWaLKcEoFoNDg1r58HjemF/sK3o8/uO6uWDx7XrUL92HTquXQf7tedw/6hu/Lgak2ZOqR/Z2nTW1LqRf0+fVKcp9bWaOqlWk+tqNHVSrabUBV9Pqa/RlLpa1daYamtMNTWmWgv/HT7X1gSrBZgSnyWTKT6fykwjk6uSj1v44qjyqeqqkSbX1WhSbQ0TtTBhTfTllNZI6kxzrFfSakm5tEDmU0+hrgkAVaWutmak+z6doWHX3iP92nWwX7sPBY8DxwZ08PiADhw7+Th4bEA7DxzXgWODOnpiUMcHhlImrJWotsY0LUyUp02q1dRJdZoW/nvapFrNmFyvmVPqNHNKnWZMrtOM8Dn4un7k39Mn12lyXY3qa2tUX2sks5jwKiHxXK7MSeAK5ZYE5lNPoa4JAEhSW2NBd/vMKXmd5+46MTSs4wPD6h8Y0rGBIR0fGNbxgSEdHxjS0LBryD14Dh/D7hoalobc5e5yl1zhs0se1utS8IUSjkujyyt8QQnHwnMT6+ofHNbRE4M6emJIx04M6ciJIR0Lvz50fFAvHzyuI/1DOnR8QIf7B/NKputqbCQJnVRXo7qaGtXVBi27NSbVWNAiG3yd8O+a8JiCVtqaTGVGHT9ZvrbGRq5XV2Oqq61RfY2ptiaIp642/Hf8WG3Q2nyyXBD7yPkjddWoxiTZ6BjjLc2n/Fsn36c0umW6ZlRZSTr5Hk5pxU56PX5tJdeXcF4QY+r6Eu+V4YT7Qp58T/moe0tp7rX4/aoUx3KR6U+UbH+/nBqra3Jdrc5pTP8HZaFUQuLZIuneNMfirY+FrqdQ1wQAFIiZaXJdbTBZaerEWN7J3XVsYEiHjw/qUP+gDh8f1OH+QR0Knw8fH9CJoWENDLkGhobDh+vE4PDI14NDQXIw7K7heNLjruHhk6+5+6jjipcPywwNuwaGPKl8Qp1hUj84NKzBYdfgkGtw+OS/B4aGNTTsGhwvTdLI2yVnzda3/vD1Rb9OJSSe2cTKUM8pZcMZ8PGEtN/MthUgJlSfuZL2lDsIjDvcN4iC+wY5e1aS/dHIl4uLdZ2yJp5mFgv/2VeqeqJe0903SNoQ1tFVrEG3mNi4dxAF9w2i4L5BVGZWtBnUbOgLAACAkihr4pmwZFGsVPUU6poAAADIT6W3eMY0xm74CPXkUnZD9FBQ5bh3EAX3DaLgvkFURbt3KiHx7JTUnOZYo6RcxxnkU8+YrhmO9wTyxr2DKLhvEAX3DaIq5r1TCYnnVklNaY41SdpUhHoKdU0AAADkqGK3zAxnn++X1JC8fWW4n3pv1HqiXBMAAABjU/YWzzCB3GBm65IOrZPUliLp7JbUY2YtUevJ95oAAAAYu7K3eMaFC7THFEzsaZa0xd03pyi3TtJKSSuSWz3zqSffsinKxyT1ZiqP6mJmmxTsfNXu7r1hy/pySUvcfU2K8txPVSbsVVknqaNQnzXcRxNfLvcNnz9IxczWSpqjYMdGKbg/xvxZMpb7p2ISz0oXJrx73X19ptdQvcLW+JaklzvdfUWKstxPVcTM2hVMXNyiIIFYleEDPed7g/toYsvzvuHzB6OEP9PbE4YZtki6X8F9sSpF2ZJ87pB45iDdmNDw2H5JC+meR/gfr0MnJ651ufvWFOW4n6qYmbnSJBD53BvcR9Ul030THufzByPCFsnOFPNhliu4T0bupVJ/7pR9jOc4sUbBEkyp9OrkHu6obnvdvdPdN4SPUz70Q9xPSCefe4P7CIn4/EGi5lTDEd29U0H3eOLwi5J+7pB45ma5gm9oKr2STunKADLgfkI6+dwb3EeIgvumOqwNx/2m0iWpNeHrkn7ukHjmpkXS3jTHejX6B4gqZ2YxM1sedkmkwv2EdPK5N7iPcAo+fxBK1yopBeOG9yV8XdLPHRLPwoiVOwBUhDnhuJpWBX9RxsysI5yRmo98y6N6xIpUFuMfnz8Y4e4rkicQJWhR5sQ0WayQZevyqKwqJfyn7StjGBg/NiYMrN4aDvjvVrhFK/cT0snn3uA+Qhp8/iCj8I8TKVgloSyfO7R4AgXi7qdsPhAO5G5M+M8OAAXH5w+ySVgPdlWqiUelQuKZRcJ/5FgZw8D41itplcT9hPTyuTe4j5AHPn8Qt0nB7owjS3KV43OHxHPsYqLbApn16uTaetnExP2E1GLK/d7IpywmNj5/EF/ndZO7b8jz1JgK/LlD4pmbToVjZFJoVDCQG1XMzLrD/9i54H5COvncG9xHkMTnDzILt83syZB0lvRzh8QzN1uV/i/GJgXN16huMUk9aY41KbiH4rifkE4+9wb3EeJi4vMHKZjZSkl9yUlnuINRXEk/d9gyMwfptogKB+rul9TAFmPVzczWptqjNrx3eiStCAf6cz9VuShbZqa6N7iPqkuW+4bPH5wiTC5jae6Zde7eFv67pJ87tHjmIJz9tSFFV8Y6BQN1+0ofFSpMqvtDktolrY9/6EvcT5AUdEmdIp97g/uoKqW8b8TnD5KYWYvCbTHNbGXCY3XY9R6Lly315w4tnnkIl6SIKRg82yxpS6q/JFCdwr/4bgu/jCn4JdGe+KGfVJ77qUqEH/RLFSzc3KTgZ96lYOLHKR/W+dwb3EcTVz73DZ8/SGRm+5V59nlbcit5qT53SDwBAABQEnS1AwAAoCRIPAEAAFASJJ4AAAAoCRJPAAAAlASJJwAAAEqCxBMAAAAlQeIJAACAkiDxBICIzKzFzNrD/ZABAFmQeAJABOE+yI0KdpRJt5UhEpCoAyDxBIAI3L0z3I6wr9yxjAck6gAkEk8AQAmQqAOQSDwBoCzMrMPMusNHrNzxlJOZrQu/D/ur/XsBTHQkngDGJTNrMrNNYbLiZtae43kdYfme8PymYseajrsvCR996cqY2fIwzo7weVOYqMXC46vNrCWf65rZ2jDR8/DREXaFpyvrCd+zlOXGwt3b3H2JpM5C1w2gstSVOwAAiMLdeyWtMrN1kloktWY7J2FSS5+7NxczvrEKk8m7JPVKagvfb/xYTNJdZnavpHZ3t3zqdvf1ZrZB0n5Jne6+IkvZFeF1Nkd4KwAwgsQTwETQqyyJZ0IXbpNStKyZ2WpJS7Jcp6MUyVcYS7ukVamu5+59ZnaLwsQxyjXCOvoUfD8yxdKkEr1vABMfiSeA8W5v+IhlKbda0gYFida65IPuvqHgkUWQLemMCxPHTkkdY7hcr4LW4kza3H1NmjgrIlEHMH6QeAIYt8Lxhp0KW+3MrCmxSzqp3GZJ8fGJFTmWMOxeb5e0IceErVdjey+9klrMLJZqnGlCEnyKSknUAYwvJJ4AxrMV7t4WdhlLQQJ6SuIpqcndO82sTcH4zlRl8hImiTcpSGabwq78DZkmCuXgrvC5Lcfyfe6+NU18axO+bFYwRjO5bPz70CRp1LGwi72ZBBNAIZF4Ahj33L3XzKSg23hUC6CZrU5InpYnHx/DNbcqSNZyTRIzCltlWyRtzjV5dfdTrh0fk6mgi3xzwusdkpInEfWEz6cknkrTxR5VkRJ1AOMMiSeAcSlMXPYmvNSnoGUvsUyLpK6E8inHd1aIVeFzTstCZbBJQfKa3FWfqpW3K3weNcEo7GLfNMY4Ril0og5gfCLxBDBetWp062WvTp2h3ZrU2ilV6PhOnZyV35WxVAZh93qLpGVhot0Yfr1CqRO+eDI6krCH59HFDqAoWEAewHi1ImnM4qjEM2y125hYXgUa31kkMSmYrZ7qoJm1JCwkn7jwe+Ks9DUKvg+rJd2ocOiBu69JVW/Ca4lLUa1L1YUPAIVA4glgohhJPMNxjvuSkq1TxneGux+tS0ji1oaPdeHC9PFyKxN2+jmlqz5hB6W1ycfyjD8td9/q7qt0skt+s7snJ99NChLN9e6+wd1zGS+a+H1bqQJ3sQNAIhJPAONOivGdUjhRJjy2MmliTUxBcjVqzUt37w1b9/oUtPStDx9tkvaaWXdYbrMyj8Fsk3SLu68fw9vqSIg1k/iQgVTrd/bp5IShXPVKioXXXeHulToUAcAEQOIJYDxKNTs93mJ4m4I1O5PLK8U5mWxWsMZlizSyRedWBd3Zp8Qz1oXSw6S1T9knP8WvvzHFsbStphlaY+PnbBITfwAUGYkngPHoNp2aZMUn5exNMY7zJhVmfGe7pJUpXo+Nsd64ZZJuTNOdHwtf3yqpN00XepuC95p87lqlT7rjLaTtLG0EoNiY1Q5g3DCzdgWTZmKSus1sXXz2dXwLycTu7rB8k8IWTzPbpGAbx1xmbC+XtDVpDOVGSe1m1hJ/PWwRLeTaoA3hGNMOBS2g+8LnvZJuD9/nvWnO7zSz28MENT4UoS/LEICtSr38EgAUnLl7uWMAgLIys/0K9nHfomAJopiCJYbaklsBw+R1X3xxdTNbG2Vsp5l1uHvygu5VLfze3kLLKzBx0eIJAIEtObb6tSuY2BMfa9lXtIgAYIIh8QSAPITd2X3h0kNS6kk+AIAUmFwEAPnboKDFs4luYQDIHYknAOTvXgWTjyp1FyQAqEh0tQOoWuEOR2sUTCZaY2bKZZynu28NZ9CPZSb41vgC9ZKWVXPLaTgLf3nWggDGPWa1AwAAoCToagcAAEBJkHgCAACgJEg8AQAAUBIkngAAACgJEk8AAACUxP8DnmWc0bz9R9YAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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2KfTxnC+pLcG+LgXN4bkup0tB0zoAAAAKpBQSz1kKEsF4uiTNznU57r7U3cfHqUmNZveJElgAAABkqRQSzwZJ6xPs69LeZLAQ5TRLWuTuiRJYAAAAZKkUEs9UIvkux8zqw4FFS919fo6uBwAAgBhFHdUeji6XgumMCl5OzJRKEyQtV+Km+ug0TU2SNGXKlCyiBAAAqGwlMZ1SsYR9PGOnWWo1s/nuvl+/0nCU+yIpGNVesCABAADKRFGb2mMG90RKoRwFfTxnhfOBAgAAIIdKvY9nRINshs+knDCB7VT6UzgBAAAgTaWQeLYpWLYynjpJ6c7UnnY5ZrYqSa3mBkmRmH6jAAAAyIFSSDw7lXgy93pJS3JZTphQJps8vl5SN0tmAgAA5FbGiaeZTc1xDK2KM8dmmCA2SFocZ1+8xDGtcsKEctHAddpjjq2Pd00AAAAMTjY1nunWQKYlnKx9UZym7xZJzQNrHs2sQ9KqcF31bMtpMbPWOOHcLqmTuTwBAAByz9wzmxnIzPoVJJ+t7v5gzgIJ5smMKBgENF3ScndfGue4FklzJM2Ot8JQBuVEJF0fs6k+PHbhwGMHamxs9Pb2dLueAgAADB1m1uHu6a4cmVnZWSSe17r7jWY2TtI8SS6p3d0fy0N8JYnEEwAAlKt8Jp4ZTyDv7jeGzz0KmqZlZqea2RUKktDF7r4pp1ECAABgyMvJqHZ3X+Hut0taLanDzH5rZhfnomwAAACUh0EvmRmOcp8jab6C+TKXKBhh3hXWgo5TMIqcWlAAAIAKlnHiaWZ3u/ulZna5gmSzQcHk7de5+z0DDo82xV9gZp7LwUgAAAAYWrKp8ZxrZnMUNKu3SpoV9vdMyN0foOkdAACgsmWTeHZJmuvuK9I52MymSVogaVkW1wIAAECZyGZwUWu6SWeMCQoSVgAAAFSojBPP6HRKyYT9P6PHr3b3eZU0zycAAAD2l7Sp3czGSqpz9xdjtr0zRZkRSc2S7hhscAAAACgfqfp43iHpAgVN5VFLFUwUvzrBORFJ0wYdGQAAAMpKqsSzWUEiGasr1TJKZrZ4MEEBAACg/CRNPN09Xq3mBWmU25xdOAAAAChX2QwuSjpnZ3hMomZ4AAAAVKhsVi6aGjvYKNw2TtI8Bc3yG92dgUUAAADYRzYTyDdLuip2Q1gLenv0ZzO7nOQTAAAAsbKZQN5yHgUAAADKXsoaTzO7QMH0SVHTkszlGZE0M3ymxhMAAAB7pNPU3iWpXtJcSU0KktDpSY5f5u5XJdkPAACACpQy8QxHqK+W9ICZLZU0x92vzHtkAAAAKCsZDS5y97ZwBDsAAACQkWzm8bwn1TFmdnl24QAAAKBcJa3xNLOxkupi5+1MMrAoKqJgyiUGFwEAAGCPVE3tdyhYInNCzLalCgYYJVqdKCJp2qAjAwAAQFlJlXg2K0gkY3W5e2Oyk8xs8WCCAgAAQPlJmngmWHP9gjTKbc4uHAAAAJSrbAYX9cTbbmZjzWxqeEyiZngAAABUqIzXajezb0g6VVKnpFZ3f9HM7pbUoGCuz/GSmmMHJAEAAAAZJ56SlitIOFdLkpldK6nB3Y+KHmBmX5R0U25CBAAAQDnIuKld0vgBTenzJbUOOIamdgAAAOwjm8RzY/Qf4SpG9ZLaBhzjgwkKAAAA5SebxDM2qWxSML3SYwOOmSAAAAAgRjZ9PHvCPpw9klokzYnuMLNLJF0naW5uwgMAAEC5yGY6pQckRddrn+Hu90qSmV2hoNl9saRZOYsQAAAAZSGbGs/oPJ23D9i25+c01nMHAABAhcmmj2c6WLkIAAAA+8hmAvmxkpYq8dKZJka1AwAAYIBsmtrvkLREQa1md5z9pqCfJwAAALBHNonnstj+nPGY2Q1ZxgMAAIAylU0fzw2pDnD3e1IdAwAAgMqSTeLZbWZTkx0QzvMJAAAA7JFNU7tLmmNm0yV1aP8a0DoF67ffNMjYAAAAUEaySTyXSopI6pI0M87+iKRp2YcEAACAcpRN4tnl7o3JDjAzRrUDAABgH9n08bwijWOYQB4AAAD7yGat9hVSMJG8mb0znFBe4bZTwmNW5yxCAAAAlIWslsw0s9sUTB7fKmnWvrsY0Q4AAID9ZZx4mtm1kla5e5W7H6VgpSJJQW2ou99kZpfnMkgAAAAMfdkMLuoesHJRvHXZN2YZDwAAAMpUNk3t69M4humUAAAAsI9sEs/pA362fX4IVjWamG1AAAAAKE/ZJJ5tZvZbMzs/HNHuUpBwhv0/l0n6ei6DBAAAwNCXcR9Pd19hZjdKul1hk7rZnkrPpZLe5e6bchYhAAAAykI2g4vk7m2SjjSzUyXVK5haqd3de3IYGwAAAMpIVoln2I+zPvxxGTWcAAAASCXtPp5mdkrYt7NP0ipJbQr6c240s+fN7Px8BQkAAIChL60aTzNbLGmOgmTzOkldCprXI5LqJL1L0j1m9hdJ86gBBQAAwEApE08zu19Bkjk+SR/O280sIqlF0gOSZuYqQAAAAJSHpE3tZnaJgpWK5qUaOOTu3e4+X1IHS2YCAABgoFR9PJskZZREuvuVkuZmHREAAADKUqrEsyfL/ppMqwQAAIB9pEo8N2RZbrbnAQAAoEylSjw9y3K7szwPAAAAZSqbtdrTMS5P5QIAAGCISjWdUmM4MfzGDMqsk9SYfUgAAAAoR6kSzxkKJo23NMvz8Nhsm+gBAABQplIlnp3KfGokk7Q4u3AAAABQrlIlnm3uvjrTQs2sLct4AAAAUKaSDi5y9+uyKTTb8wAAAFC+8jWqHQAAANgHiScAAAAKgsQTAAAABUHiCQAAgIIg8QQAAEBBkHgCAACgIDJOPM1sah7iAAAAQJnLpsZzSc6jAAAAQNlLtXJRPDPM7G5Jre7+YK4CMbMmSRFJ3eFzl7svzWc5ZrZA0gRJDeGm1myuCQAAgNSySTyb3f1GMxtnZldIcknt7v5YtkGYWYuk9e6+MHabmdXHbstlOeGxN7h7d/hzg6QHzOxSd890fXoAAACkYO4++ELMTpXUqCAJXezumzI4t15Sh7uPj7Nvo6Rp0eQwV+WEtaJt7t414LhZkpZJmpus5rOxsdHb29tThQQAADDkmFmHuzfmo+ycjGp39xXufruk1ZI6zOy3ZnZxmqfPl9SWYF+XpKY8lDN9YNIpSe7epqCJfn6a1wQAAECaBp14mtlUM/uimT0vabGkByRdp6DZ+opw39gkRcxSkBjG0yVpdpqhZFLOAjNLNEiqXUHtLQAAAHIom+mU7g6fLzez5ZJWKUjqrnP3Ce5+ZVgD2uPut7v7TZJmmtk7ExTZIGl9gn1dSj8JzKScRDWjklQnaUOa1wQAAECashlcNNfM5ihoVm+VNMvde5Kd4O4PZND0PlAky/MSluPuyWpRGyQtGrgx7BfaJElTpkzJUUgAAACVI5um9i5Jje5+pLvfmCrpNLNpZnZrgn2R8J/dWcSRj3Ki/UBbBu5z90Xu3ujujZMmTRrMZQAAACpSNolnq7uvyPCcCUrc/7IkhMlri4IR7SUdKwAAwFCUcVO7u9+Y4fGrJc1LsK/bzKRBNqfnqJwlCuYoZQJ5AACAPMjJdEp5FNEgm8/TKSecTH6Ju+/XtxMAAAC5kXGNp5lNdfcXB2wbp6BWMyJpo7vfkUGRbZKmJ9hXp2B6o7yVEy6buYqkEwAAIL+yqfFsHrghZuqkG939DjO7PIPyOiXVJ9hXr6AJPC/lhKPzuwcmneEKRgAAAMihbBJPy3EMrYozV2c42KdBwaT0A/fFSzAzKieaXCao6Ux30noAAACkKWVTu5ldoGAN9qhpSSaDj0iaGT6n1dzu7l1mtsjMWtw9tja1RcFgn+4B8XRIajCzGe7emU05ZtagYFnMu8Naz6i6MPZIOrEDAAAgfen08exS0FQ9V8EE6q7EfSklaZm7X5VJEO7ebGZNYX/L7rD8ZQlGmLcpwWChDMp5ICxjjuLbrzsBAAAABsfcPfVR0YOD5uk57n5l/kIqfY2Njd7enu6YJwAAgKHDzDrcPd0lyzOS0ah2d28LR7ADAAAAGcl4cJG735PqmAxHtQMAAKACJK3xNLOxkupi5+1MMrAoKqKgj2Qmc3kCAACgzKVqar9D0gUK1lqPWqpggNHqBOdEJE0bdGQAAAAoK6kSz2btP7VQV6oOp2a239ybQCJvbdmpx17uVm+/q7baNGZ4jU6dMl7Dakp9RVcAAJCJpImnu8er1bwgjXKZjghJrdmwTXc++pJ+/+ybeua1zfvtHzeyVhcef5A+eOpknTl9QpwSAADAUJPxWu3u3pPGYZdIuinzcFDunnltk2793Srdt3KdTNLp9XW69sJjdPq0Oo0cVq3ePtdrm3boN0++pl898ZoWt7+iC48/SP/8vuN1yLiRxQ4fAAAMQtJ5PNMYSBRPRFKLux+VbVCljnk8M9e9bZduuv9Z/ejRlzWqtlqXnT5Fnz5nWtJkcsfuPv33Q6t18wPPq9pMCy46Vh8/8wiZ5XrVVgAAEJXPeTxTJZ4blHwgUTwRSdPcvXpwoZUuEs/0ubvu7Vyrr/3qr+retksfP3Oq/mHW0Ro3qjbtMtZs2KYv/+xJ/f65N/W+kw9VyyUnaeSwsr29AAAoqmJOIJ9yIFE8DC6CJPVs260v/fQJ/fKJdWo8Yrz+7QOn622HjM24nMPrRul/PjVT3/ndKt10/7N67vXNWvSxRk2ZMCoPUQMAgHxJNWx4bpblMriowi1/cYMu+s8/6LdPvabmi47V3fPPzCrpjDIzXX3+kfreJ2dqXc8OffA7D+mxNd25CxgAAORd0sQzwaj2dKQz8h1l6s5HXtKHFz2i4TVVuvezZ+mq86aruio3/TLPO+ZA/ezqszV6eI0+tOhhLXv69ZyUCwAA8i9VH89sVy5icFEF2tXbr3/+36d016Mv6/xjJulbHzpV40am35czE29t2anP/M9yPbG2R//y/hP0sTOOyMt1AACoNMXs48nKRUjLph27ddWdHXrohfW68h3Tde2Fx+SsljOeiWOG68dNZ+iau1boKz97Uq92b9e17zpGVXm8JgAAGBxWLsKgrevZrk99b7leeGOLbpp7subMmFyQ644aVqPWj83QV3/xlG793Sq92r1dC+ecpOE1jHgHAKAUsXIRBuWZ1zbpU99brs07evW9T83UuUdNKuj1a6qr9O8fOEGHjR+phb95Vhu27tJtH52h0cMzXhsBAADkWcaLYceuXGRmY83sneFjbMwx2Q5KwhDy0Atvae6tD6uv33X3/DMKnnRGmZk+e96RunHOSXrohbf00e8+qu5tu4oSCwAASCzjxFOSzGyqmd0vaaOktvCx0cx+a2YH5DJAlKZ7O1/RJ7/3Fx0SGaGfXn22jj90XLFD0tzGw3XrR2foqVc3aV7rw3pj845ihwQAAGJknHia2TQFieYySY2SxoePIyU9IKkztvYT5cXddcuDz+sfFz+uxiPqtOTKs3RYpHTWUL/w+IP1P5+aqVc2bteHFz1C8gkAQAnJpsazSdIMd7/R3Ve4e0/4WO3uCyXNlHR9bsNEKejt69eXfvqEbrr/OX3glEP1/U+flrfpkgbjrOkT9T+fOk3renbostsf1ZubdxY7JAAAoOwSz/bYfp4DuXu3JCa5LDM923br8h+068d/WaOrz5+u/7j0FA2ryaqnRkGcNq1O//3JmVq7cbsuu/0RbdxKn08AAIotm8wh8YzzmR2DIeKJV3r0nv/6ox564S19/YMn6toLj5VZ6c+XeUb9BP33J2fqpQ3b9OnvL9f2XX3FDgkAgIqWTeKZTsZR+lkJUnJ33fnIS7rk1j+rv9+1eP6Zuuz0KcUOKyNnTp+gmz90ih5b061rftyp3r7+YocEAEDFSjrZoZmdEmfzRjO7W8Hgoq4B++olRdz9ptyEh2LZurNX/99Pn9DPHntV7zh6kr516SkaP3pYscPKykUnHKJ/fd/x+srPn9JXfv6kvv7BE4dEjS0AAOUm1SzbD0oap/jLY85IdJKZieRz6Hrhjc268s5OrXpzi74w+2hdff6RQ34pyo+dOVXrenboO79bpaMPOkCfOptVXQEAKLRUiWfK5TFRXn7+2Fpdf+8TGllbrR9++nSdc9TEYoeUM1981zF6/o0t+vdf/lXHHHSAzjqyfF4bAABDQao+nlcUJAoU3c7ePn35Z0/o8z95TMcfOla//LtzyyrplKSqKtM3552saRNH6+q7OrVmw7ZihwQAQEVJmni6+4pMCjOzK8LHOwcXFgppzYZtmnvbw7rzkZfV9PZ63XXFGTp43Ihih5UXB4yo1e0fb1Rfv+uKH7Rr267eYocEAEDFyOlEjO5+u7vfLml2LstF/rQ9/brec/MftfqtrWr92Ax96d1vU2116c7PmQvTJo7WzR8+Vc+9vlnXLlkpd2b/AgCgELJdq/3icF325QMez5vZ+lwHidxzd938wPO6/AftOrxulO675hxdePzBxQ6rYM475kAtuOhY/fKJdfrO71YVOxwAACpCqsFF+zGzCyR9SVKrpA0KlshcHu6uUzCd0o05ixA5t7uvX1/+6ZO6u32NPnDKofrGJSdpRG11scMquPlvr9fTr27STfc/q+MOGavzjz2w2CEBAFDWMk48Jc2KHeluZl2SNrr7izHbLnb3e3MQH3Js265eXXlnp/7w3Ju65p1H6h9nH12xc1qamVouOUkvvLFFn//JCv3y787V4XWjih0WAABlK6u12gf83CVp1oBtCddyR/Hs7O3T/B926E/Pv6lvXHyivvCuYyo26YwaOaxat300mJL2qh91aMdultUEACBfskk8x8f+4O49kgbO9Tku64iQF719/fr8jx/TH59/Sy2XnKQPnTa0lr7MpykTRumb807Rk2s36V/+96lihwMAQNnKJvFcbWYXhAOJLg+3LQsHG51vZheLUe0lxd113b1P6DdPvaZ/eu9xmtt4eLFDKjmzjjtInz1vun78lzVa0r6m2OEAAFCWMu7j6e4PmNk0SYskPRBuu8fMTgt/diVZThOFd/sfu7S04xX9/ayj9OlzWCoykX+cfbQeW9OtL//sSR1/6Dgdd+jYYocEAEBZyWo6JXdf7e43uvvqmG3N7l7l7tXu/ljOIsSgPNq1Xi2/eVZ/c8LB+vwFRxU7nJJWU12lmz98qiKjanXVjzrUs313sUMCAKCsDGqmcDMba2bvDB9UD5WYNzbv0Od+vEJT6kZp4ZyTKn4gUTomjhmub1/WoLUbt+uLSx5ncnkAAHIo2wnkp5rZ/ZI2SmoLHxvDfp4H5DJAZKe3r1/X3LVCm3fs1q0fbdABI2qLHdKQ0Ti1Tte/+21a9vTrav1DV7HDAQCgbGSceIb9O9skLVMwmn18+DhSQR/PTmo/i+/G+5/Vo6s36OsfPFHHHszHkalPnz1V7znxEC38zTN6pIvFuAAAyIVsajybJM0I+3iucPee8LHa3RcqWMno+tyGiUzc/9Rrav19ly47fYoubphc7HCGJDPTNy45UVMnjtbn7lqhNzbtKHZIAAAMeVlNIB/O3RmXu3dr/0nmUSAvrd+qLyx5XCceNk7/9N7jih3OkHbAiFrd9tEZ2rqzV5+7a4V29/UXOyQAAIa0bBLPdEZbMCKjCHbs7tOVd3aqykzf+UhDRa6/nmtHH3SAbrj4RP3lxQ268bfPFjscAACGtGwSz3SGRjN8ugj+6edP6q/rNulbl57CmuM59IFTD9PHzjhCi/7Qpd88ua7Y4QAAMGQlnUDezE6Js3mjmd2tYHDRwCG/9ZIi7n5TbsJDuhYvX6PF7a/omnceqfOPPbDY4ZSdL7/3bVq5tkdfXLJSRx90gOonjSl2SAAADDmpVi56UMG666vj7Eu4OpGZieSzcJ5c26Ov/PxJnXPkRP39rKOLHU5ZGl5Tre98pEHvvfmPuurOTt3z2bM0ZnjGC38BAFDRUv3m7HL3xoJEgqy8vmmHmn7QrvGjhuk/P3SKqqvo5ZAvh0VG6uYPn6pPfm+5PndXp+74eKNqqge1BgMAABUl1W/NKwoSBbKydWevPv0/y9Wzfbe++8lGTRgzvNghlb1zj5qkf3v/Cfrds2/qq794ipWNAADIQNIaT3dfkWx/OFF8tEa03d035SowJNfb169rfrxCz7y2WXd8olHHHzqu2CFVjMtOn6KXNmxV6++7NKVulOa/Y3qxQwIAYEjIqpNamHDeIWlOzGY3szZJTe7+Ui6CQ3y9ff26dulKPfjMG/raB0/Q+ccwmKjQmi88Vq9s3K4bfv2Mxo2s1YdOm1LskAAAKHnZLJk5TtJSBaPap7t7lfZdMnMpS2bmz87ePn32R5366Yq1uvbCY/SR048odkgVqarK9M15J+sdR0/S9T99Qj9bsbbYIQEAUPKyGRlxhaS57n67u6+WpAFLZs4WS2bmxZadvbr8++26/+nX9S/vO15Xn39ksUOqaMNrqtX6sRk6fVqdvrDkceb4BAAghWwSz540lswcOL8nBmnFyxv1npv/qIdeeEs3zT1ZnzhrarFDgqQRtdW64xMzdfLkcbrmxyv0f8+8UeyQAAAoWSyZWeJ29vbplgef15zbHlZvn+vu+WdqzozJxQ4LMcYMr9H3PnWajjn4AF15Z4f+/MJbxQ4JAICSlE3iOT7ZzrB/J23Ag7Szt08/fOQlnXfj73TT/c/p3Sceol99/lzNnFpX7NAQx7iRtfrBp0/XERNG6fIftKv9xQ3FDgkAgJJjmc5DGA4uWiLpVkkPRKdQChPOeZLmS7qgnKdWamxs9Pb29pyX6+7qfLlb9618VfetXKc3N+9U4xHj9flZR+mcIyfKjMnhS90bm3fo0tZH9NbmnfrRFafrpMmRYocEAEBGzKwjXwsIZZx4SpKZ1Uu6TdIs7dus3ilpXnTQUbnKZeLp7npibY/uW7lOv1y5Tmu7t2tYTZXOO3qSPn7mVJ195AQSziHm1e7tmnvbw9q6q1c/aTpDxx7MJA8AgKGj5BLPPSebTZPUEP7YWe4JZ1QuEk931/1Pv65vtT2vv67bpNpq07lHTdJ7TzpEs487SAeMqM1RtCiGl9dv09zWP6uv37XkyrM0beLoYocEAEBaSi7xNLOx5dyUnspgE8/Olzfqqz9/Sk+s7dG0iaPV9PZ6vfuEQzRuFMlmOXnhjS2a1/qwJowepp9efbbGDM9qvQYAAAoqn4lnNhPI3y+pImo28+FXT6zThxY9og1bd+mmuSdr2T+8XR8+bQpJZxk68sAxuuXDp2rVm1u0YOnjrOsOAKh42YxqXyKpPteBVII7/tilq+/q1ImHjdN915yjOTMmq6Y6m48AQ8VZR05U80XH6ldPvKbb/8j0tgCAypZN1rNBKebpNLNbswunfN3xxy79+y//qouOP1g/uvx0jR89rNghoUCa3l6vd594sL7x62f0l9VMswQAqFzZdDpbJanJzCZIWi6pW0EyGlUnKS/9AoaqFS9v1Dd+/YwuPP4gffuyBlVVMUq9kpiZFs45WU+u3aQvLnlcv/78uRpNf08AQAXK5rffg5IiCpbFnBtnf52kcYOIqaz0bN+ta368QgePG6GFc04m6axQY4bX6Ka5J+vSRQ/r67/6q772wROLHRIAAAWXTeLZlWqkk5ktzjKesuLuuu6elXqtZ4eWXHmmxo1kAFElO21ana44t16L/tCldx1/sN5x9KRihwQAQEFl08fzijSOuSGLcsvOLx5/Vb9+8jVde+ExOnVK0pVGUSH+cfbROurAMWpeulI923cXOxwAAAoq48TT3Vfk4phyt31Xn77x62d04mHjdMW5TAKAwIjaav2/eSfrjc071PKbZ4odDgAABZVW4mlmp5jZF83sBjM7Od9BlYNFf+jSup4d+sp7j6NfJ/Zx0uSIPnPONN316Mt6tGt9scMBAKBgUiaeZvZFBWuwL5TULKnTzL6Q78CGsnU923Xb71fpPSceotOm1RU7HJSgf5h9tA6vG6nrf/qEduzuK3Y4AAAURNLE08xOlXSlgtHr48PHhZKuouYzsRt/86z63HXd3xxb7FBQokYNq9HXP3iiut7cqm//3wvFDgcAgIJIVeN5naTZ7n6Pu/eEjzYF83R+Kf/hDT2Pr+nWvSvW6jPnTNPhdaOKHQ5K2LlHTdLFDYfp1t+t0jOvbSp2OAAA5F2qxNPcfb912d29W6zXvh9317/e97Qmjhmuz543vdjhYAj48nuO09iRtbrunifU189a7gCA8pYq8Uy2vt9buQykHNy3cp06Xtqoay88WgeMYM5OpFY3epi++rfH6bE13frBwy8WOxwAAPIqVeJJFUyaduwOpk867pCxmjPj8GKHgyHkfScfqnccPUk3/vZZre3eXuxwAADIm2wmkE/JzG7NR7ml7Lt/Wq213dv1lfcep2qmT0IGzExf++AJkqQv3fuE3Pl7DwBQnlItmdloZudL2hhn33Qze2ei8zINxMyaFKwB3x0+d7n70nyXY2YRSS2SlmVzPUnqenOLbnnwBb3ruIN05vQJ2RSBCjd5/Cg1X3SsvvqLp3Tnoy/rY2ccUeyQAADIuVSJ5wxJbZISVeHNT7A9oyobM2uRtN7dF8ZuM7P62G25LMfMWiXVSVouqUnSskxijtrZ26drfrxCI2qr9K/vPyGbIgBJ0sfPPEIPPPOGvvbLp3Vm/QQdeeCYYocEAEBOWbJmPTNrVzCHZ0ZlSlrs7mnVeppZvaQOd99vMXMz2yhpWjiKPm/lmJlLmptujWdjY6O3t7dLkv7lf5/S9x56UXd8vFGzjjsondOBhN7YtEMX/ecfdWhkhO696mwNq8lLbxgAABIys45087hMpfqt1ubuqzN8dCmoJU3X/CTHdymojSxkOWlb9vTr+t5DL+qTZ00l6UROHDh2hG64+EQ9uXaTbrr/2WKHAwBATiVNPN39umwKzfC8WQoSw3i6JM0ucDkp7ezt19//ZIWaftiu4w4Zq+vfzQpFyJ0Ljz9YHz1jihb9oUu/ePzVYocDAEDOlEI7XoOk9Qn2dSn9gUq5Kiel517frN889Zrmv3267rridA2vqc5V0YAk6Z/ee7xmTh2vBUsf15Nre4odDgAAOVEKiWcqkRIrRxNGD9MfFpyv6/7mWEVGDctVscAew2qq9J2PzND4UcM0/4cdemvLzmKHBADAoBU18QynMpKCqY+KXk6KazSZWbuZtdfu3qIDDxiRr0sBkqRJBwzXoo816q0tO/WZ77dry87eYocEAMCgDIUaz5Lg7ovcvdHdGydNmlTscFAhTpw8Trdc1qAn1/Zo/g/btbO3r9ghAQCQtaImnjHTG0VKoRygFM0+7iAtvOQkPfTCev39Tx5TXz8rGwEAhqZSr/GMKDfN57kqByiKS2ZM1lfee5x+/eRrWrB0pfpJPgEAQ1CqlYsKoU3S9AT76iS1F7gcoCR95pxp2rxjt77V9rxGDqvSv73/BJklWlQMAIDSUwqJZ6eCqZDiqZfUWuBygJL1+QuO0o7d/brt96s0vKZaX37P20g+AQBDRikknq2SOgZuDEeqN0haHGdffbhC0qDKAYYaM1PzRcdox+4+ffdPqzWytlpfvPCYYocFAEBait7HM0wgF5lZy4BdLZKaB66vbmYdklaZ2T61m5mWE0ddprEDxWBm+urfHqcPn3a4bvm/F3TLg88XOyQAANJSCjWecvfmcJ7MBQoGAU2XtMzdl8Y5vE0JBgtlUk54zEztbZ5vMbO5ClY5SidRBYrGzPTvHzhRO3b366b7n9OI2mpdfm59scMCACApc2d0bKYaGxu9vZ2xSii+3r5+/d1PVuhXT7ym//zQKXr/KYcVOyQAwBBnZh3unrOlxmMVvakdQPZqqqv0H5eeotOm1unapSvV+fLGYocEAEBCJJ7AEDe8plq3fWyGDh47Qk0/aNcrG7cVOyQAAOIi8QTKQN3oYfrvTzZqZ2+/Lv9+u7bvYmlNAEDpIfEEysSRBx6g//rwqXrmtc361/ueKnY4AADsh8QTKCPnHXOgrjpvun78lzX6+WNrix0OAAD7IPEEyswXZh+txiPG60v3PqGuN7cUOxwAAPYg8QTKTE11lW7+8KmqranS5+5aoR276e8JACgNJJ5AGTo0MlLfnHeynl63SV/75V+LHQ4AAJJIPIGy9c5jD9IV507TDx95Sb96Yl2xwwEAgMQTKGcLLjpWpxweUfPSlXp5PfN7AgCKi8QTKGO11VW65bJTZSZdfVendvbS3xMAUDwknkCZmzx+lG6ae7KeWNujr9PfEwBQRCSeQAV41/EH6zPnTNP3H35Jv1xJf08AQHGQeAIVojna3/OelXrxra3FDgcAUIFIPIEKMawm6O9ZXWW64gft2rxjd7FDAgBUGBJPoIJMHj9Kt36kQavf2qq/+/EK9fV7sUMCAFQQEk+gwpx15ET98/uO1/89+6a+8WsGGwEACqem2AEAKLyPnnGEnnt9s27/42pNHj9KnzhrarFDAgBUABJPoEL903uP07qeHfrqL57SyNpqzZt5eLFDAgCUOZragQpVE04u//ajJ6n53pX6+WNrix0SAKDMkXgCFWx4TbVaPzpDp0+r0z8uflxL2tcUOyQAQBkj8QQq3Mhh1fruJ2bqrOkTdO3Slbrlweflzmh3AEDukXgC0OjhNfruJ2bqA6ccqpvuf05f+fmT6u3rL3ZYAIAyw+AiAJKCCea/Oe8UHTR2hFr/0KUX39qmWy47VZFRw4odGgCgTFDjCWCPqirT9e9+mxZecpIeXb1e7//2Q3r+9c3FDgsAUCZIPAHsZ97Mw/WTpjO0dWefPvidP+uBv75e7JAAAGWAxBNAXDOOqNMvPne2pk4cpct/0K5bf7eKQUcAgEEh8QSQ0KGRkVoy/yy958RD1PKbZ/T3dz+mHbv7ih0WAGCIYnARgKRGDqvWf334VL3tkLG68bfPavVbW9X6sRk6ZNzIYocGABhiqPEEkJKZ6erzj9TtH2/Uqje26H23PKTOlzcWOywAwBBD4gkgbbOPO0g/vfpsjayt1odaH9HSjleKHRIAYAgh8QSQkaMPOkA/v/pszThivL645HH9+31PM9k8ACAtJJ4AMjZ+9DD94DOn6RNnHqE7/rRan/5+u3q27y52WACAEkfiCSArtdVV+pf3n6AbLj5RD696Sx/89kNa9eaWYocFAChhJJ4ABuXDp03Rjy4/Qz3bd+sDtzykXz2xrtghAQBKFIkngEE7bVqdfv65s1U/abQ++6NOXXfPSm3b1VvssAAAJYbEE0BOTB4/SkuvOkufPW+67m5fo/fe/Cd1vLSh2GEBAEoIiSeAnKmtrtKCi47Vjy4/XTt7+zXntof1z794Slt3UvsJACDxBJAHZ02fqN/+w9v1sTOO0P/8+UVd+K0/6E/Pv1XssAAARUbiCSAvxgyv0b++/wQtnn+maqur9NHvPqrmpSuZdgkAKhiJJ4C8Om1anX79+XM1/x31WtKxRhd96w96pGt9scMCABQBiSeAvBtRW63r/+Zt+ulnz9aI2mpddvsj+ub9z7LiEQBUGBJPAAVz8uER3XfNObq4YbJufvAFfeSOR7Vh665ihwUAKBASTwAFNXp4jW6ae7K+Oe9krVjTrfd/+0969rXNxQ4LAFAAJJ4AiuLihslaPP9M7djdr4u/85D+75k3ih0SACDPSDwBFM0ph0f0i8+drakTR+vyH7RrSfuaYocEAMgjEk8ARXXIuJG6e/6ZOrN+gq5dulLf/r8X5O7FDgsAkAckngCKbszwGv33J2fq/accqht/+6z+5X+fVl8/yScAlJuaYgcAAJI0rKZK/zHvFE0aM1x3/Gm13ty8U9+89GQNr6kudmgAgBwh8QRQMqqqTF9+73E6aOwIfe1Xf9X6rTu16OONGjuittihAQBygKZ2ACXnirfX61uXnqL2Fzdq3m0P6/VNO4odEgAgB0g8AZSkD5x6mP77kzO1ZsM2XfydP2vVm1uKHRIAYJBIPAGUrLcfPUk/aTpTO3b3ac6tf9aKlzcWOyQAwCCQeAIoaSdOHqd7rjpLY0fW6rLbH2WieQAYwkg8AZS8qRNHa+mVZ2n6gcFE84uXM9E8AAxFJJ4AhoRJBwzXT5rO1FnTJ2jBPSt17ZLHtW1Xb7HDAgBkgMQTwJAxZniNvvfJmbrmnUdqaecr+tv/+pOeerWn2GEBANJE4glgSKmprtIX3nWMfvSZ07V5R6/ed8tD+vf7ntaWndR+AkCpI/EEMCSddeRE/fbv3655jYfrjj+t1gX/73e6p+MV9fb1Fzs0AEACJJ4Ahqzxo4fphotP1L2fPUuTDhiuLyx5XBd88/da3L5Gu3pJQAGg1Ji7FzuGIaexsdHb29uLHQaAGP39rmV/fV03P/C8nnp1kyaOGa5LZ07Wh2ZO0eF1o4odHgAMGWbW4e6NeSmbxDNzJJ5A6XJ3/e65N/WjR17Sg8+8IZd09vSJurjhMF10wsEaNaym2CECQEkj8SwxJJ7A0LC2e7sWL1+je1e8ojUbtmvUsGr9zQmH6JIZh+mMaRNUVWXFDhEASg6JZ4kh8QSGlv5+V/tLG3Vv5yv65cp12ryzV4eOG6EPNhymixsma/qkMcUOEQBKBolniSHxBIauHbv7dP/Tr+uejlf0x+ffVL9Lpxwe0SUzJutvTzpEkVHDih0iABQViWeJIfEEysMbm3boZ4+t1T0da/Xs65s1rLpKs487SB85Y4rOrJ8gM5riAVQeEs8SQ+IJlBd319PrNmlpxyu6t3OterbvVv2k0frI6UdoTsNkjRtVW+wQAaBgSDxLDIknUL527O7TfSvX6c5HXtJja7o1orZKf3vSofroGUfo5MMjxQ4PAPKOxLPEkHgCleHJtT360aMv6WcrXtX23X068bBx+sjpU/Tukw7R2BHUggIoTySeJYbEE6gsm3bs1s9WrNWdj7yk517fomHVVTrvmEl6z0mH6B1HT2JAEoCyQuJZYkg8gcrk7lqxplv/+/ir+uXKdXpj805VWTAq/pwjJ+rUKeN10uRxmjBmeLFDBYCskXiWGBJPAH39rsfWbNTvn31Tv3/uTa1c26Po1+nk8SN18uERnTx5nE48LKLjDh2rcSNpmgcwNJB4lhgSTwADbdnZqyfX9ujxNd1a+UqPHlvTrbXd2/fsP7xupE44dJyOP3Ssjg+fDxw7oogRA0B8+Uw8WbQYAHJgzPAanVE/QWfUT9iz7a0tO/Xk2h499eomPf3qJj35ao9+/eRre/ZPHDNcJxw2VicdNk4nTY7opMPH6cADSEYBlC8STwDIk4ljhuu8Yw7UecccuGfbph279ddXN+mpMBF9au0m/eG5YAUlSTp47AidNHmcTj48opMmj9OJh41j8BKAskHiCQAFNHZErU6vn6DTY2pGt+3q1VOvbtrTTL/ylW7d//Tre/YfFhmpaRNHa+rEUZo2cYzqJ47W1Imjdci4ERpRW12MlwEAWSmZxNPMmiRFJHWHz13uvjSf5eTqmgAwGKOG1Wjm1DrNnFq3Z1vPtt16Ym2PHn+lW8+/vlmr39qqnz/2qjbv6N3n3PGjanXQ2BE6cOwIHXTAcB08bu+/Dxw7QhNGD9OEMcM0aljJfN0DqGAl8U1kZi2S1rv7wthtZlYfuy2X5eTqmgCQD+NG1eqcoybqnKMm7tnm7tqwdZdWv7VVXW9t1es9O/T65h16fdNOvb5ph559bZPe3LxzT7N9rBG1VZowergmjBmmutHD9vx7wujw5zHDdMCIWo0eVqMxw2s0eni1Rg+v0fCaKtasB5AzRR/Vbmb1kjrcfXycfRslTXP37lyWM9hrMqodQKnq63et37JTr2/aqTc279D6rbu0fssubdi6M+bfu7R+S/Dzzt7+pOXVVJlGD9+bjB4wolYHjAh+PmBErcaOqNHYkbWKjKpVZOSw4HlUrSKjhikyslajhlWTuAJDTLmPap8vqS3Bvi5JTZLSqYHMpJxcXRMASkp1lenAsOldGpf0WHfXtl19Wr9ll9Zv3aktO3u1dWevtuzsC5+Dn7fu7NXmnb3asiPYtmHrLr20fps27+jV5h27kyavtdWmsSNqNbymSsNqqlRbHTwPq6nSsOrg59pqC573bDPVVAf/HlFbrZG11Ro5rEoja6s1orZao4bVaOSwYN/wmipJpmhua5LMTNFU10yqMlNNtanaTNVVppqqKlVXm0bVVmvksGpqdYECKoXEc5aSJ4GzlV4SmEk5ubomAAxZZkFt5ujhNZoyYVTW5ezY3aee7bvVvW23Nm7bpe5tu9WzPXju3r5bPdt3a1dv/57H7r5+7err187efm3b1avdfa7dff3hY++/d/YGj10pamUHq7pqbxI6eniNRtZWa/Twao0cVqNRtdUaNTxITvckrVWmmirb81y15+eqvdurLea4qn2O37t/7/boo7aqSjXVFiTfVUEyXlsVJOI11Xv311RZ0ZJld1dfv6vfpX53uUtVVUGCX23BHwEk8kikFBLPBkl3J9gXrX3MdTm5uiYAVLwRYU3kQXmaEL+v37V9d5+27+rTjt19e/69fXefdvb2K9plzMP/uMKfPXj0h4lSb7+r3129YXK7fXeftu3q07ZdvcHzzj5t292n7bt6tXVnkEyv696ubbv6tLuvf08ZwfPen4vVYy2anNZUm6riJHrxcr946WC8JDH6nvX3u/o8TDLDf6fzeqvCmuaqqiAZrTKpqiqIs7rK9u4PfzZTuH3vvj0/VylMaNM5N9i/99zg531qwk2ysJa8KubfFu60PccH14meG31P9zk3pkxJ4f0X/jPmvdq7bd/7M97nZfvV4O/9nPZ8UqmOVWy8ey+Q7M+Bg8aO0GWnT0lyRG6UQuKZSqQI5ex3bDgCPpqQ7jSzJ3MQEyrPRElvFTsIDDncN8gG9w0y8pG9/zwmX9coauJpZpHwn92FKifba7r7IkmLwjLa89XpFuWNewfZ4L5BNrhvkC0zy9sI6qp8FQwAAADEKmriGTNlUaRQ5eTqmgAAAMhMqdd4RjTIZvgsyknn2EXZh4IKx72DbHDfIBvcN8hW3u6dUkg82yRNT7CvTlK6/QwyKWdQ1wz7ewIZ495BNrhvkA3uG2Qrn/dOKSSenZLqE+yrl7QkD+Xk6poAAABIU8kumRmOPt8oafzA5SvD9dS7si0nm2sCAABgcIpe4xkmkIvMrGXArhZJzXGSzg5Jq8ysIdtyMr0mAAAABq/oNZ5R4QTtEQUDe6ZLWu7uS+Mc1yJpjqTZA2s9Mykn02PjHB+R1JXseFQWM1uiYOWrVnfvCmvWZ0ma4e7z4xzP/VRhwlaVFknLcvVdw31U/tK5b/j+QTxmtkDSBAUrNkrB/THo75LB3D8lk3iWujDhXe/uC5NtQ+UKa+MbBmxuc/fZcY7lfqogZtaqYODicgUJxNwkX+hp3xvcR+Utw/uG7x/sI/xMb4jpZtgg6QEF98XcOMcW5HuHxDMNifqEhvs2SppG8zzC//GWae/AtXZ374xzHPdTBTMzV4IEIpN7g/uosiS7b8L9fP9gj7BGsi3OeJhZCu6TPfdSob93it7Hc4iYr2AKpni6tHcNd1S29e7e5u6Lwsd+X/oh7ickksm9wX2EWHz/INb0eN0R3b1NQfN4bPeLgn7vkHimZ5aCNzSeLkn7NWUASXA/IZFM7g3uI2SD+6YyLAj7/cbTLqkx5ueCfu+QeKanQdL6BPu6tO8HiApnZhEzmxU2ScTD/YREMrk3uI+wH75/EEpUKykF/YY3xPxc0O8dEs/ciBQ7AJSECWG/mkYFf1FGzGxZOCI1E5kej8oRydOxGPr4/sEe7j574ACiGA1KnpgOFMnlsTUZFFaRYv6n7S5iGBg6Fsd0rO4MO/x3KFyilfsJiWRyb3AfIQG+f5BU+MeJFMySUJTvHWo8gRxx9/0WHwg7ctfF/M8OADnH9w9SiZkPdm68gUeFQuKZQsz/yJEihoGhrUvSXIn7CYllcm9wHyEDfP8gaomC1Rn3TMlVjO8dEs/Bi4hmCyTXpb1z66USEfcT4oso/Xsjk2NR3vj+QXSe1yXuvijDUyPK8fcOiWd62hT2kYmjTkFHblQwM+sI/8dOB/cTEsnk3uA+giS+f5BcuGzmqiRJZ0G/d0g809OpxH8x1iuovkZli0halWBfvYJ7KIr7CYlkcm9wHyEqIr5/EIeZzZHUPTDpDFcwiiro9w5LZqYh0RJRYUfdjZLGs8RYZTOzBfHWqA3vnVWSZocd/bmfKlw2S2bGuze4jypLivuG7x/sJ0wuIwnumRZ3bw7/XdDvHWo80xCO/loUpymjRUFH3e7CR4USE+/+kKRWSQujX/oS9xMkBU1S+8nk3uA+qkhx7xvx/YMBzKxB4bKYZjYn5tEUNr1HoscW+nuHGs8MhFNSRBR0np0uaXm8vyRQmcK/+K4Pf4wo+CXRGvulP+B47qcKEX7Rz1QwcXO9gs+8XcHAj/2+rDO5N7iPylcm9w3fP4hlZhuVfPR588Ba8kJ975B4AgAAoCBoagcAAEBBkHgCAACgIEg8AQAAUBAkngAAACgIEk8AAAAUBIknAAAACoLEEwAAAAVB4gkAWTKzBjNrDddDBgCkQOIJAFkI10GuU7CiTKKlDBGDRB0AiScAZMHd28LlCLuLHctQQKIOQCLxBAAUAIk6AInEEwCKwsyWmVlH+IgUO55iMrOW8H3YWOnvBVDuSDwBDElmVm9mS8Jkxc2sNc3zloXHrwrPr893rIm4+4zw0Z3oGDObFca5LHxeEiZqkXB/k5k1ZHJdM1sQJnoePpaFTeGJjvWY9yzucYPh7s3uPkNSW67LBlBaaoodAABkw927JM01sxZJDZIaU50TM6il292n5zO+wQqTydsldUlqDl9vdF9E0u1mdrekVne3TMp294VmtkjSRklt7j47xbGzw+sszeKlAMAeJJ4AykGXUiSeMU249YpTs2ZmTZJmpLjOskIkX2EsrZLmxrueu3eb2RUKE8dsrhGW0a3g/UgWS70K9LoBlD8STwBD3frwEUlxXJOkRQoSrZaBO919Uc4jy0KqpDMqTBzbJC0bxOW6FNQWJ9Ps7vMTxFkSiTqAoYPEE8CQFfY3bFNYa2dm9bFN0gOOWyop2j+xJPsShs3rrZIWpZmwdWlwr6VLUoOZReL1M41JgvdTKok6gKGFxBPAUDbb3ZvDJmMpSED3Szwl1bt7m5k1K+jfGe+YjIRJ4qUKktn6sCl/UbKBQmm4PXxuTvP4bnfvTBDfgpgfpyvooznw2Oj7UC9pn31hE/t0EkwAuUTiCWDIc/cuM5OCZuN9agDNrCkmeZo1cP8grtmpIFlLN0lMKqyVbZC0NN3k1d33u3a0T6aCJvKlMduXSRo4iGhV+Lxf4qkETezZylOiDmCIIfEEMCSFicv6mE3dCmr2Yo9pkNQec3zc/p0lYm74nNa0UEksUZC8Dmyqj1fL2x4+7zPAKGxiXzLIOPaR60QdwNBE4glgqGrUvrWXXdp/hHbjgNpOqUT7d2rvqPz2pEclETavN0i6IEy068KfZyt+whdNRvck7OF5NLEDyAsmkAcwVM0e0Gdxn8QzrLVbHHu8ctS/M08iUjBaPd5OM2uImUg+duL32FHp8xW8D02S5inseuDu8+OVG7MtdiqqlnhN+ACQCySeAMrFnsQz7Oe4YUCytV//znD1o5aYJG5B+GgJJ6aPHjcnZqWf/ZrqY1ZQWjBwX4bxJ+Tune4+V3ub5Je6+8Dku15BornQ3Re5ezr9RWPftznKcRM7AMQi8QQw5MTp3ymFA2XCfXMGDKyJKEiu9pnz0t27wtq9bgU1fQvDR7Ok9WbWER63VMn7YDZLusLdFw7iZS2LiTWZaJeBePN3dmvvgKF0dUmKhNed7e6l2hUBQBkg8QQwFMUbnR6tMbxewZydA49XnHOSWapgjssGac8SnZ0KmrP3i2ewE6WHSWu3Ug9+il5/cZx9CWtNk9TGRs9ZIgb+AMgzEk8AQ9H12j/Jig7KWR+nH+elyk3/zlZJc+Jsjwyy3KgLJM1L0JwfCbd3SupK0ITerOC1Djx3gRIn3dEa0lamNgKQb4xqBzBkmFmrgkEzEUkdZtYSHX0dXUIytrk7PL5eYY2nmS1RsIxjOiO2Z0nqHNCHcrGkVjNriG4Pa0RzOTfo+LCP6TIFNaAbwuf1km4IX+fdCc5vM7MbwgQ12hWhO0UXgE7Fn34JAHLO3L3YMQBAUZnZRgXruC9XMAVRRMEUQ80DawHD5HVDdHJ1M1uQTd9OM1vm7gMndK9o4Xt7BTWvQPmixhMAAsvTrPVrVTCwJ9rXsjtvEQFAmSHxBIAMhM3Z3eHUQ1L8QT4AgDgYXAQAmVukoMaznmZhAEgfiScAZO5uBYOPSnUVJAAoSTS1A6hY4QpH8xUMJppvZkqnn6e7d4Yj6AczErwzOkG9pAsqueY0HIU/K+WBAIY8RrUDAACgIGhqBwAAQEGQeAIAAKAgSDwBAABQECSeAAAAKAgSTwAAABTE/w+8EtME0PKqxgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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xuUKdJwydX3b3zqTXH5TUa2ZbCZ8AAACFZe5e2gqYtUnqdffmFMcGJG3MJQTmcx4z2yvpUUkPJ57bzNol9Ura4+77012ro6PDe3p6slUJAABg3jGzXnfvmItzl8MYzz2SutMc61PQHV7o8/Qp6FoHAABAkZRD8NyuIAim0idpR6HP4+6H3L05RUtqPN2nC7AAAACIqByCZ7uky2mO9elWGCzGeTol7Xf3dAEWAAAAEZVD8MwmNtfnMbO2cGLRIXffU6DrAQAAIEFJZ7WHs8ulYDmjop8nYUml5ZKOKH1XfXyZpt2StG7dugi1BAAAWNjKYjmlUgnHeCYus9RlZnvcfca40nCW+34pmNVetEoCAABUiJJ2tSdM7omVw3kUjPHcHq4HCgAAgAIq9zGeMc2yGz6f84QB9qhyX8IJAAAAOSqH4NmtYNvKVFok5bpSe87nMbPjGVo1+yXFEsaNAgAAoADKIXgeVfrF3NskHSzkecJAmWnx+DZJg2yZCQAAUFh5B08z21DgOnQpxRqbYUBsl3QgxbFUwTGn84SBcn/yPu0JZdtSXRMAAACzE6XFM9cWyJyEi7XvT9H1vU9SZ3LLo5n1Sjoe7qse9Tz7zKwrRXWekHSUtTwBAAAKz9zzWxnIzCYVhM8ud/9hwSoSrJMZUzAJaJOkI+5+KEW5fZJ2StqRaoehPM4Tk/TlhKfawrKPJ5dN1tHR4T09uQ49BQAAmD/MrNfdc905Mr9zRwiev+/uXzWzJkmPSHJJPe7+whzUrywRPAEAQKWay+CZ9wLy7v7V8OuQgq5pmdkWM3tMQQg94O5XClpLAAAAzHsFmdXu7sfc/QlJJyT1mtn3zezThTg3AAAAKsOst8wMZ7nvlLRHwXqZBxXMMO8LW0GbFMwipxUUAABgAcs7eJrZk+7+qJl9XkHYbFewePuX3P1bScXjXfEPm5kXcjISAAAA5pcoLZ67zGyngm71Lknbw/Geabn7U3S9AwAALGxRgmefpF3ufiyXwma2UdJeSYcjXAsAAAAVIsrkoq5cQ2eC5QoCKwAAABaovINnfDmlTMLxn/HyJ9z9kYW0zicAAABmytjVbmaNklrc/WTCcx/Ncs6YpE5JX59t5QAAAFA5so3x/LqkhxV0lccdUrBQ/Ik0r4lJ2jjrmgEAAKCiZAuenQqCZKK+bNsomdmB2VQKAAAAlSdj8HT3VK2aD+dw3s5o1QEAAEClijK5KOOanWGZdN3wAAAAWKCi7Fy0IXGyUfhck6RHFHTLD7g7E4sAAAAwTZQF5DslfTHxibAV9In492b2ecInAAAAEkVZQN4KXgsAAABUvKwtnmb2sILlk+I2ZljLMyZpW/iVFk8AAABMyaWrvU9Sm6RdknYrCKGbMpQ/7O5fzHAcAAAAC1DW4BnOUD8h6SkzOyRpp7t/Yc5rBgAAgIqS1+Qid+8OZ7ADAAAAeYmyjue3spUxs89Hqw4AAAAqVcYWTzNrlNSSuG5nholFcTEFSy4xuQgAAABTsnW1f13BFpnLE547pGCCUbrdiWKSNs66ZgAAAKgo2YJnp4IgmajP3TsyvcjMDsymUgAAAKg8GYNnmj3XH87hvJ3RqgMAAIBKFWVy0VCq582s0cw2hGXSdcMDAABggcp7r3Yz+8+Stkg6KqnL3U+a2ZOS2hWs9dksqTNxQhIAAACQd/CUdERB4DwhSWb2+5La3f2ueAEz+z1JXytMFQEAAFAJ8u5ql9Sc1JW+R1JXUhm62gEAADBNlOA5EP9DuItRm6TupDI+m0oBAACg8kQJnomhcreC5ZVeSCqzXAAAAECCKGM8h8IxnEOS9knaGT9gZp+R9CVJuwpTPQAAAFSKKMspPSUpvl/7Vnf/a0kys8cUdLsfkLS9YDUEAABARYjS4hlfp/OJpOemvs9hP3cAAAAsMFHGeOaCnYsAAAAwTZQF5BslHVL6rTNNzGoHAABAkihd7V+XdFBBq+ZgiuOmYJwnAAAAMCVK8DycOJ4zFTP7SsT6AAAAoEJFGePZn62Au38rWxkAAAAsLFGC56CZbchUIFznEwAAAJgSpavdJe00s02SejWzBbRFwf7tX5tl3QAAAFBBogTPQ5JikvokbUtxPCZpY/QqAQAAoBJFCZ597t6RqYCZMasdAAAA00QZ4/lYDmVYQB4AAADTRNmr/ZgULCRvZh8NF5RX+NwDYZkTBashAAAAKkKkLTPN7E8VLB7fJWn79EPMaAcAAMBMeQdPM/t9Scfdvcrd71KwU5GkoDXU3b9mZp8vZCUBAAAw/0WZXDSYtHNRqn3ZByLWBwAAABUqSlf75RzKsJwSAAAApokSPDclfW/Tvgl2NbotaoUAAABQmaIEz24z+76ZfSSc0e5SEDjD8Z+HJf1BISsJAACA+S/vMZ7ufszMvirpCYVd6mZTjZ6HJP2yu18pWA0BAABQEaJMLpK7d0u608y2SGpTsLRSj7sPFbBuAAAAqCCRgmc4jrMt/PYwLZwAAADIJucxnmb2QDi2c0LScUndCsZzDpjZG2b2kbmqJAAAAOa/nFo8zeyApJ0KwuaXJPUp6F6PSWqR9MuSvmVmz0t6hBZQAAAAJMsaPM3sBwpCZnOGMZxPmFlM0j5JT0naVqgKAgAAoDJk7Go3s88o2KnokWwTh9x90N33SOply0wAAAAkyzbGc7ekvEKku39B0q7INQIAAEBFyhY8hyKO12RZJQAAAEyTLXj2Rzxv1NcBAACgQmULnh7xvIMRXwcAAIAKFWWv9lw0zdF5AQAAME9lW06pI1wYfiCPc7ZI6oheJQAAAFSibMFzq4JF4y3H83lYNmoXPQAAACpUtuB5VPkvjWSSDkSrDgAAACpVtuDZ7e4n8j2pmXVHrA8AAAAqVMbJRe7+pSgnjfo6AAAAVK65mtUOAAAATEPwBAAAQFEQPAEAAFAUBE8AAAAUBcETAAAARUHwBAAAQFHkHTzNbMMc1AMAAAAVLkqL58GC1wIAAAAVL9vORalsNbMnJXW5+w8LVREz2y0pJmkw/Nrn7ofm8jxmtlfScknt4VNdUa4JAACA7KIEz053/6qZNZnZY5JcUo+7vxC1Ema2T9Jld3888Tkza0t8rpDnCct+xd0Hw+/bJT1lZo+6e7770wMAACALc/fZn8Rsi6QOBSH0gLtfyeO1bZJ63b05xbEBSRvj4bBQ5wlbRbvdvS+p3HZJhyXtytTy2dHR4T09PdmqBAAAMO+YWa+7d8zFuQsyq93dj7n7E5JOSOo1s++b2adzfPkeSd1pjvVJ2j0H59mUHDolyd27FXTR78nxmgAAAMjRrIOnmW0ws98zszckHZD0lKQvKei2fiw81pjhFNsVBMNU+iTtyLEq+Zxnr5mlmyTVo6D1FgAAAAUUZTmlJ8OvnzezI5KOKwh1X3L35e7+hbAFdMjdn3D3r0naZmYfTXPKdkmX0xzrU+4hMJ/zpGsZlaQWSf05XhMAAAA5ijK5aJeZ7VTQrd4labu7D2V6gbs/lUfXe7JYxNelPY+7Z2pFbZe0P/nJcFzobklat25dgaoEAACwcETpau+T1OHud7r7V7OFTjPbaGZ/kuZYLPzjYIR6zMV54uNA9yUfc/f97t7h7h2tra2zuQwAAMCCFCV4drn7sTxfs1zpx1+WhTC87lMwo72s6woAADAf5d3V7u5fzbP8CUmPpDk2aGbSLLvTC3SegwrWKGUBeQAAgDlQkOWU5lBMs+w+z+U84WLyB919xthOAAAAFEbeLZ5mtsHdTyY916SgVTMmacDdv57HKbslbUpzrEXB8kZzdp5w28zjhE4AAIC5FaXFszP5iYSlk77q7l83s8/ncb6jktrSHGtT0AU+J+cJZ+cPJofOcAcjAAAAFFCU4GkFrkOXUqzVGU72aVewKH3ysVQBM6/zxMNlmpbOXBetBwAAQI6ydrWb2cMK9mCP25hhMfiYpG3h15y62929z8z2m9k+d09sTd2nYLLPYFJ9eiW1m9lWdz8a5Txm1q5gW8wnw1bPuJaw7rFc6g4AAIDc5TLGs09BV/UuBQuou9KPpZSkw+7+xXwq4e6dZrY7HG85GJ7/cJoZ5t1KM1koj/M8FZ5jp1KbMZwAAAAAs2Punr1UvHDQPb3T3b8wd1Uqfx0dHd7Tk+ucJwAAgPnDzHrdPdcty/OS16x2d+8OZ7ADAAAAecl7cpG7fytbmTxntQMAAGAByNjiaWaNkloS1+3MMLEoLqZgjGQ+a3kCAACgwmXrav+6pIcV7LUed0jBBKMTaV4Tk7Rx1jUDAABARckWPDs1c2mhvmwDTs1sxtqbAAAAWNgyBk93T9Wq+XAO52U5IgAAAEwTZXLRUA7FPhOhLgAAAKhg2SYXZZtIlEpMwa5AX4tSIQAAAFSmbGM8s00kSiUmJhcBAAAgSbbgmXUiUSpMLgIAAECybGM8d0U8L5OLAAAAME3G4JlmVnsucpn5DgAAgAWEnYsAAABQFOxcBAAAgKJg5yIAAAAUBTsXAQAAoCiytXjOkLhzUTgGNN762ePuV8IyUSclAQAAoELlvWWmJJnZBjP7gaQBSd3hY8DMvm9mywpZQQAAAFSGvIOnmW1UEDQPK2jtbA4fd0p6StLRsCUUAAAAmJJ3V7uk3ZK2Jna5h4YkPW5m+yV9OXwAAAAAkqJ1tfekCJ1T3H1QUk/kGgEAAKAiRQmeXqAyAAAAWECiBE8rUBkAAAAsINm2zHwgxdMDZvakgslFfUnH2iTF3P1rhakeAAAAKkW2yUU/lNSk1Ntjbk33IjMT4RMAAACJsgXPrNtjAgAAALnINsbzsaLUAgAAABUv217tx/I5mZnFg+pxd/9h5FoBAACg4kTaMjMdd3/C3Z+QtKOQ5wUAAMD8F2XnIpnZpyXtkdSSdCgWPrd/dtUCAABApck7eJrZw5L+V0ldkvolbZN0JDzcomA5pa8WrIYAAACoCFFaPLcnznQ3sz5JA+5+MuG5T7v7XxegfgAAAKgQkfZqT/q+T9L2pOfS7uUOAACAhSlK8GxO/MbdhyQlr/XZFLlGAAAAqEhRgucJM3vYzN4ws8+Hzx02s++b2UfCiUfMagcAAMA0eY/xdPenzGyjgpnrT4XPfcvMHgy/d2XYThMAAAALU6R1PN39hLt/1d1PJDzX6e5V7l7t7i8UrIYAAACoCJHW8Ywzs0bdGt/Z4+5XZl8lAAAAVKJILZ5mtsHMfiBpQFJ3+BgIx3kuK2QFAQAAUBnyDp7h+M5uSYcVtHY2h487FYzxPBq2hAIAAABTonS175a0NVxGKdGQpMfNbL+kL4cPAAAAQFLEBeRThM4p7j6omYvMAwAAYIGLEjy9QGUAAACwgEQJnlagMgAAAFhAMo7xNLMHUjw9YGZPKphc1Jd0rE1SzN2/VpjqAQAAoFJkm1z0QwX7rp9IcSzt7kRmJsInAAAAEmULnn3u3pGlDAAAAJBVtjGejxWlFgAAAKh4GVs83f1YpuNsmQkAAIBcRd0ys9HMDkga1MwtM9cXsH4AAACoEFG2zGySdEjBrPZN7l6l6VtmHmLLTAAAACSL0uL5mKRd7v6Eu5+QJHcfcvcT7v64pB1iu0wAAAAkiRI8h3LYMjN5fU8AAAAscGyZCQAAgKKIEjybMx0Mx3feGa06AAAAqFRRgud+M/uBmX0qcRJRONP98womGP1BwWoIAACAipBt56IZ3H3IzL4g6U8lfcvMErvVj0p6hPU8AQAAkCzv4ClJ7t4n6ZfNbKOk9vDpo/FZ7gAAAECySMHTzBrd/UoYNAmbSdxdV4bHdenqsC5eGdHb4df+66MaHpvQyPikJiZdi+qqtai2Wo2LarWqqUErmxq0YfkSrWpqkJmV+m0AAAAUVN7B08x+IGmrpOWFr878MHhjTAeOnNHI+IQGb4zp0rURXbwyEny9OqxLV0c0PDY543X1NVVaVFet+poqVZlpeGxCN0aDIJpoWX2N3rVyme5b3ajNa5r0njtiunPFUlVXEUYBAMD8Ze75rXxkZo9JOpBpLc9KV7/qLl/1m3849X1jQ41WNDaodWm9VjTWq3VpvW5vbNCKxnqtWBZ8vb2xQUvrU+f8G6PjujA0rPNDw+p757pev3BVr124qp+eG9L10QlJ0qLaat2/plGb18T0njuatPmOJm1cvkRVhFEAAFBAZtbr7h1zcu4IwfMzkg5nmkBkZn/i7l+cbeXK1eYH2v17T/9EdTVVamyoVUNt9ZxcZ3LS1ffOdb18dlAvnhnSy2eH9NNzQ1OtqUvra3T/mka9946Y7lm1TGubF+uO5sVqXVZP6ygAAIhkLoNnlDGexyXtNrPlko5IGpTUn3C8RdKcVLZc1NdU6Y7mxXN+naoq050rlurOFUv1qS13SJLGJyb15qVreumtIb381pBeOjukP/vnkxqdmN5dv6QuGDva2FCrZQ01alxUq0W1QTd/fW2V6qqrVF9brYaaqqlyscW1WtW0SCubGrR8SR2tqQAAoKCitHj2S4op/baYLZKa3H1umgHLQEdHh/f09JS6GlNGxyd1uv+G3hq4oTMDN3X52oiu3BzX1eExXRke09XhcV0ZHtPI2KRGxic1Mh6MKx0Zm9Tw+IRS3QKLaqvV1rpEm1qX6t7VjWpf16z33NE0Z627AACgPJRbi2dftsqY2YGI9UEEdTVVUy2j+ZqcdF0bHdeVm2Pqvz6qC0PDunBlWKcu39CbF6+p99SAvvPiOUlSTZVNhdAt62J6cGOLVjUtKvTbAQAAFSpKi+cWdz822zLzWbm1eM61d66N6NjpQR09PaCjpwb00ltDujkWTHpa27JID25YrvdtbNGDG1u0fvliloICAGAeK6vJRVh4wTPZ2MSkXj1/Vc+f7NfzJy7r+RP9GrgxJklasaxe2za26H0bW9S+rll33b5U9TV0zwMAMF+UPHia2QOStitYu/Ob7v7iXFRmvljowTPZ5KTr+KVreu5Ev54PHxeuDEuSqqtMG29bortXLtM9ty/TPasatal1ida2LFZtdVWJaw4AAJKVNHia2e9JejzhKZe0193/y1xUaD4geGbm7npr4KZeODOo1y5c1asXruq1t6/oTP/NqTLVVaY1sUVav3yxNixfMvV1w22LtbZlMa2kAACUSMkmF5nZFklfkLRLUnf49DZJf2pm3Qu95ROpmZnWtgQB8tfee+v5ayPjev3tqzpx6bpOXb6uk5dv6OTl6/r2C2d1dXh8qlyVSZtal+rdqxp1/5pGbV3fos1rmlRXQwspAADzWbZZ7V+StCPckz2u28w6JHVJenTOaoaKs7S+Ru3rmtW+rnna8+6uwRtjOnn5uk5dvqHjl67p5+evTptRX19TpfZ1zfrIPa366D0rtKl1KZOYAACYZ7IFT0sKnZIkdx80sxnPA1GYmZqX1Kl5SZ22JIXSd66NqOfkgI6c7NdP3nhHf/APr+oP/uFVtd22RL/63tX69feujrSMFAAAKL5swbM/w7F3ClkRIJXbltbrY/ev1MfuXylJemvghp5+7ZL+4aXz+q8/fEP/91NvaMu6mP79+9frVzavYmwoAABlLFvwZK0llJU7mhfrcw+t1+ceWq+3rwzr7148p7987rT+lydf1P/+3Z/r0W1r9T++b11RtjQFAAD5mZPZGmb2J3NxXiDR7Y0N+vwH29T9ux/SX/yHB9WxvlldPzquX3r8aX3+v/foyMlMDfYAAKDYsrV4dpjZRyQNpDi2ycw+mu51+VbEzHYr2AN+MPza5+6H5vo8ZhaTtE/S4SjXQ+lVVZk+eFerPnhXq84O3tRfPndKf/X8Ge3603/Vtg3N+p2P3KkPv6uVyUgAAJRYxnU8zWxSQXd7vv9ju7vnPNjOzPZJuuzuj2d6rpDnMbMuSS2SjigInrtyDZ6s41n+bo5O6Mkjp7X/x306NzSse1c16nc+skn/5v5Vqq4igAIAkE7JFpA3sx4Fa3jmdU5JB3KtsJm1Sep19+YUxwYkbXT3wbk8j5m5CJ4VaXR8Ut9+4az+9EfH1XfpujbetkRf/NAmfXLLGtYFBQAghZItIC+pO9VyStmYWXf2UlP26Nbi9Mn6JO3W9J2T5vo8qCB1NVV6pGOtPtN+h77/0wv6b0+/qb3fekl/2P269nxokx7dtlYNtcyEBwCgGDI2+bj7l6KcNM/XbVcQDFPpk7SjyOdBBaquMv3K5lX67n/8gP7sf9qm1bFF+k/f+ak+sO9pdf3ouK6NjGc/CQAAmJVy6Gtsl3Q5zbE+5T5RqVDnQQUzM33k7hU6+IX365u7H9I9K5fpK997Vb/4n3+oP+x+XYM3RktdRQAAKla2rvZyECuz86ACmJkealuuh9qW64Uzg/qjH76pP+x+Q0/8uE//7v3r9fkPtKl1WX2pqwkAQEUpafAMlzKSgqWPSn6eLNfYrWCcqNatWzdXl0EJPLA2pq//Zod+fv6K/viZ49r/4z79+T+f1G88uE6//YsbtW45i9EDAFAI5dDVPi+4+35373D3jtbW1lJXB3Pg3asa9V9/Y4ue+t0P6RMPrNY3nj2lD33taf32nx/RM69d1OQkG3kBADAbJQ2eCcsbxcrhPIAktbUu1eM736ufdH5U//Gjd+mlt4b0W392RA//nz/S//uTExq6OVbqKgIAMC+Ve4tnTIXpPi/UebCArGxq0O/ueJf+5Usf1f/12QfUsqRO/9t3f6b3/UG3/ue/OqanX72osYnJUlcTAIB5oxwmF3VL2pTmWIukXFdqL9R5gGnqaqr0iQfW6BMPrNErZ4f0V8+f1t+/fF7fefGcli+p06+9d7U+tWWN3nNHE9tyAgCQQTkEz6MKlkJKpU1SV5HPA6R1/5om/R+f2qz/9Gv36ZnXLurbL5zVXz5/Wn/+Lye1fvlibX/37dpx7+3qWN+smupy71AAAKC4Mm6ZWZQKpNnqMpypPiCpOXmrSzNrc/e+5OfyPU9CGbbMRGRDN8f0j6+c1/deuaB/efOyRicmFVtcq4/evULb771dH7zrNi1rqC11NQEAyEnJ9movFjPbJ0nu3pnwXJek4+7+eFLZXgUtm1vd/WjU8yS9ziXtcff9udSX4Il0ro2M659ev6TDP3tbP3ztogZvjKmmyrR1fbM+fPcKfeSeVt19+zK65AEAZavig6c0tU5mTMEkoE2SjqRqgQzD5U5JO5JbPfM8z15J2xSE2LawfI+CXY4607WOSgRP5GZ8YlK9pwb09GuX9MxrF/XqhauSpJWNDfrw3a368N2t+sU7aQ0FAJSXBRE85xOCJ6K4MDSsH71+Uc+8dkk/eeMdXR0ZV02VqWND0Br64btpDQUAlB7Bs8wQPDFbY2Fr6DNJraGrmhr0oXfRGgoAKB2CZ5kheKLQsrWG/vK9t6utdWmpqwkAWAAInmWG4Im5lK419N2rGvWr71mlj29epQ23LSlxLQEAlYrgWWYIniim80M39b2XL+jvXz6v3lMDkqT71zTq45tX69feu0p3NC8ucQ0BAJWE4FlmCJ4olbODN/W9l8/ruy+d1wtnBiVJ2zY069cfWKOPb16lliV1pa0gAGDeI3iWGYInysGZ/hv6zovn9O1jZ/XGxWuqqTL90rta9YkHVmvHvbdrcV05bEwGAJhvCJ5lhuCJcuLu+vn5q/rbF8/qOy+c0/mhYS2qrdYv33e7PvnAGn3grttUy/adAIAcETzLDMET5Wpy0nXkZL++/cI5/cPL5zV0c0wtS+r08c2r9IkHVqt9XbOqqlgnFACQHsGzzBA8MR+Mjk/qx69f0rdfOKvun7+t4bFJrYkt0iceWK1f2bxK961uZLF6AMAMBM8yQ/DEfHNtZFw/+OkF/e0L5/STN9/RxKRrZWODtt+7Qtvffbvev2m56muqS11NAEAZIHiWGYIn5rPL10b09GuXdPhnF/Tj19/RzbEJLamr1gfvatVH7mnVh961QiubGkpdTQBAiRA8ywzBE5VieGxC/3r8sg7//G099fO39faVEUnSPSuXTe0fv3V9M5OTAGABIXiWGYInKpG769ULV6d2TOo9NaDxSdfS+hr94p3Lp4LoqqZFpa4qAGAOETzLDMETC8HV4TH985uXp/aQPz80LEm6+/Zl+vDdrdpx7+3MkgeACkTwLDMETyw07q43Ll7TM68FIfTIyX6NTbhWNTXoVzav0qfb1+i+1U2lriYAoAAInmWG4ImF7urwmJ76+UV996Vz+vHr72h0YlL3rmrUIx136NNb71BjQ22pqwgAiIjgWWYInsAtgzdG9Z0Xz+lAzxm9cvaKltbX6NFta/Vbv7BBa1sWl7p6AIA8ETzLDMETSO2ltwb1//zkhP7+pfOadNfH7l+p//CBNm1d31zqqgEAckTwLDMETyCz80M39d//5ZT+8rlTujI8rvZ1Mf3Oh+/Uw+9ewW5JAFDmCJ5lhuAJ5Ob6yLgO9b6lJ/6pT28N3NQ9K5fpdz5ypz6+eZWqmQ0PAGWJ4FlmCJ5AfsYmJvV3L57THz9zXG9evKaNty3RFz+0SZ/cskZ1NSxODwDlhOBZZgieQDSTk67v//SC/ujpN/XTc1e0uqlBu3+pTZ99cJ0aatkrHgDKAcGzzBA8gdlxd/3o9Uv6b0+/qSMnB3Tb0jr99gc26nMPrdcylmICgJIieJYZgidQOM/1XdYfPf2m/umNd9TYUKPf+oUN+tz7N6h1WX2pqwYACxLBs8wQPIHCe/HMoP74mTf1/Z++rdpq069sXqV///4Nal8XYyY8ABQRwbPMEDyBuXP80jX9xb+e0rd639LVkXHdt7pRv/n+Dfr1B1YzDhQAioDgWWYInsDcuz4yrr85dlb/37+e1OtvX1PTolp9assa/caD63T3ymWlrh4AVCyCZ5kheALF4+567kS/vvHsKX3/pxc0NuFqXxfTZx9cp199zyotrqspdRUBoKIQPMsMwRMojcvXRvTXR8/qr46cVt+l61pWX6NPbFmtz25bp/vXNJW6egBQEQieZYbgCZSWu+vIyQF98/nT+vuXz2tkfFKb1zTpsw+u1a+/dzVLMgHALBA8ywzBEygfQzfG9DfH3tI3j5zRqxeuanFdtX7tPav12QfX6oG1zIgHgHwRPMsMwRMoP+6uY2cG9c3nT+vvXjyvm2MTumflMv3Gg+v0qfY1aqQVFAByQvAsMwRPoLxdHR7T375wTt88clqvnL2iRbXV+uSWNfrcQ+t17+rGUlcPAMoawbPMEDyB+eOltwb1jWdP6W9fOKeR8Ul1rG/W596/Xh+7f6Xqa1gXFACSETzLDMETmH8Gb4zqUO9b+sazp3Ty8g0tX1KnR7et1b993zrd0by41NUDgLJB8CwzBE9g/pqcdP3kzXf0F8+e0lM/f1uS9NF7btfn3r9eH7zzNlVVMRkJwMI2l8GTlZcBLChVVaZfelerfuldrXpr4Ib+6vnT+ubzZ9T987e1Yfli/buH1mvn1jsUW1xX6qoCQMWhxTMCWjyByjIyPqF/fOWCvvHsKR05OaD6mir9+ntX69++bx1LMgFYcOhqLzMET6By/ezcFX3juVP69rGzujE6obtWLNUjHWv1yS1r1LqsvtTVA4A5R/AsMwRPoPJdHR7T3790Xgd6zujo6UHVVJk+es8KPdKxVh++u1U11VWlriIAzAmCZ5kheAILy5sXr+pgz1v61tGzeufaiG5bWq/PtK/Rro47dOeKZaWuHgAUFMGzzBA8gYVpbGJSz7x2SQd6zuiHr17UxKSrfV1Mj3Ss1cffs4o94gFUBIJnmSF4Arh0dUTfPnZWT/ac0ZsXr6mhtko77l2pT21ZrQ/e1apauuIBzFMEzzJD8AQQF98j/m+OntV3XzqngRtjallSp199zyp9cssabWFWPIB5huBZZgieAFIZHZ/Uj1+/pG+/cFaHf/a2RsYndUfzIn3svpX6N5tXasvaZhaoB1D2CJ5lhuAJIJurw2P6x1cu6HuvXNBP3nhHoxOTur2xXv/DfSv1sftXatuGFrrjAZQlgmeZIXgCyMeV4TH98OcX9b1XzuuZ1y5pZHxSyxpq9IE7b9OH727Vh961QiubGkpdTQCQRPAsOwRPAFHdGB3Xj167pGdeu6RnXr+ot6+MSJLuWblMH7q7VQ+1LVfH+mZmyAMoGYJnmSF4AigEd9erF67qR69f0jOvXVTPyQGNT7qqTNq8pknva1uu921sUceGFjUtIogCKA6CZ5kheAKYCzdGx3X01KCeO3FZz/X164UzgxqdmJSZdO+qRj3UtlwPbmxRx/pmLV/K9p0A5gbBs8wQPAEUw/DYhI6eHtBzff167sRlHT09qNHxSUlSW+sSbVvfom0bW7RtQ7PWtSxm2SYABTGXwbNmLk4KAJi9htpq/cKm2/QLm26TFATRV84O6cjJAfWc7Nc//vSCnuw5I0lqXVavbRuatW1Di7ZtaNE9K5exnzyAskPwBIB5oqG2Wh0bgjGf0iZNTrreuHhNR072q+dkv46cHNA/vHxBkrSkrlrt65vVsb5F2zY2a8vaZi2qqy7tGwCw4NHVHgFd7QDK1bnBm+o5NaAjJ/p15GS/Xnv7qtyl2mrTe+6I6aG2Fj3Utlxb1zdrcR1tDwBmYoxnmSF4Apgvhm6O6eipAT1/sl/P9l3WS28NaWLSVVNles8dTXqobflUEF1STxAFQPAsOwRPAPPV9ZFx9Zwa0HN9l6eC6HgYRDcnBNEOgiiwYBE8ywzBE0CluD4yrt5TA3ruxGU929evF88ManzSVV1l2rwmHkSDcaVLCaLAgkDwLDMETwCV6sZoGET7gq75F98a1NhEEETvX9M0NUaU3ZWAykXwLDMETwALReKi9s/2XdYLZxKC6OrGW13zGwiiQKUgeJYZgieAhermaLCo/bN9we5Kx84MaGwi2Obz/qSu+UaCKDAvETzLDMETAAI3Ryd0LAyiz57o1wung20+q0y6b3VC1zz7zQPzBsGzzBA8ASC1+Dafz/b167m+yzp2+tZ+8/etbtT7Ni5X+7pmbVkX0+rYolJXF0AKBM8yQ/AEgNwMj03o2OnBoGs+ab/5lY0N2rIuNhVE71/TpIZadlcCSo292gEA81JDbbXev2m53r9puSRpdHxSPz9/RcdOD+jo6UEdOzOg770SbPNZW226d1WjtoRBtH1ds+5oXiQzK+VbAFBAtHhGQIsnABTOxavDeuH0YBBETw/opbeGdHNsQpLUsqRO961u1OY1Tdq8pkn3r2kijAJzjK72MkPwBIC5Mz4xqVcvXNWx0wN6+eyQXj57RW+8fVXjk8H/V82La3V/GELvW92oe1Y2asPyxaqpripxzYHKQFc7AGDBqKmumgqWccNjE3r1wlW9fHZIr7w1pJfPDumJH/dNhdG6mirdtWKp7l65TPesXKa7VzbqnpXLtGJZPa2jQBkheAIAyl5DbbUeWBvTA2tjU88Nj03ozYvX9OqFq3rtwhW9euGqfvLGO/rro2enysQW1+ru22+F0btuX6pNrUvVsqSuBO8CAMETADAvNdRWz2gZlaSB66NTYfS1t6/q1QtXdaj3LV0fnZgq07KkTptal2hTaxBE71wRfF3TvEjVVbSQAnOF4AkAqCjNS+qmzaSXpMlJ19nBmzp+6ZrevHhNxy9d1/FL13T4Z2/rm9fPTJWrr6nSxtuWaFMYRDe1LtGdK5Zqw/IlWlLPf5nAbPGvCABQ8aqqTGtbFmtty2J9+O4V044NXB9V3zsJgfTiNb1ydkjfe/m8JhPm3962tE7rWhYHj+VLtL5lsdYtX6z1LYvVylhSICcETwDAgta8pE5bl7Ro6/qWac8Pj03o1OUbevPiNZ28fF1n+m/o1OUbOnJyQN958dy0UFpfU6XVsUVa2digVbEGrW5apJVNDVoda9DKxkVaHWtQ06JawikWPIInAAApNNRW6+6Vy3T3ymUzjo2OT+qtgRs63R88zvTf0LmhYV0YGtazxy/r7asjmpicvlzhotpqrWoKgmk8jK5qWqTbG+t1e2ODVjTWa/mSesaYoqIRPAEAyFNdTZXaWpeqrXVpyuMTk65LV0d0buimLgwN69zgTZ0Pg+m5oZv65zff0cWrw0rKpqquMrUurdftjfVa0dgQhNJlDVPB9Lal9WpZUqfmxXVaVMf2oph/CJ4AABRYdZVpZVODVjY1pC0zPjGpi1dH9PaVYb19ZUQXrw7r4pXw+6sjOtN/Qz0n+zVwYyzl6xtqq9SyuE6xxXVBGF1Sp+bFtYotqlXjolo1JT4W3/rzotpquvxRMgRPAABKoKY6GBe6OrYoY7nhsQldCgPqO9dGNXAjfFwf1cCNMQ1cH1X/jVGdHbyp/uujujI8pkybEtZVV4XBtGZ6OA0fjYtqFVtcl/JYQ20VoRWzUjbB08x2S4pJGgy/9rn7obk8T6GuCQDAXGmorZ6akZ+LyUnX1ZFxDd0Y09DN9I8rN8c0eHNUl66N6M1L1zR0Y0xXR8ZzCK01amyo1bJFtWpsqJlqXW1sqJ061rioVkvrq7W4rkZL6mq0uL5aS+pqtKiuWkvqqtnedAEri+BpZvskXXb3xxOfM7O2xOcKeZ5CXRMAgHJSVWVTLZT5mpx0XR0enxFSB2+Oaujm2NSxKzfHdGV4XFdujunswE1dGQ7KjU1kSK0J6mqqtKQuCKaL66q1uL5m6vtFddVaVFulRbXVakh4LKqt0qK65Oeqw3JVt56rq1ZDTRXhtkyZZ/rVphgVMGuT1OvuzSmODUja6O6DhTzPbK/Z0dHhPT092aoEAMCC4e4aGZ/UlTCsXhsZ183RCV0fndCN0XFdHwm+3hid0PXRcd0YCb5OlRkZ17WRcQ2PTWh4bFI3xyY0PDahkfHJSPWprbZpAbUhKcxOPVdXrfqa6jDw3ipXPy3YVmtRXdVUucTQW19Tpao8VyJwd41PukbHJ4PHRPB1JOn74M8TKY9NTPpU67TLw/PGv9fU98nH0mldVq9HOtZKksys19078npTOSqHFs89krrTHOuTtFtSLi2Q+ZynUNcEAACSzG4FvRWN6SdV5WtyMgi0N8cmpsLozdEJjYxP6OboZPB9+BiZKnMruMbLJz43eGNU51OUy7XFNll9TdVUGK2vrdKkuyYmgnA5MemaSPp+bHIyaxAsts1rmqaC51wqh+C5XZlD4A7lFgLzOU+hrgkAAOZQVZUFrZFFWD5qfGJSw+OTYVCdmNH6OiPMxsuOT2h4NAy/45OqNlN1lamm2lRlppoqU3VV1dT3tdWmuuoq1dUkPMLv66e+r85wrErV1SaTpiZ7xdtc43O/LHwmcS5YpnlhpuJMGiuH4Nku6ck0x+Ktj4U+T6GuCQAAKkRNdZWWVldpaX05xKPKNB9+srESnGdG2XAGfDyQjpjZKwWoExae2yS9U+pKYN7hvkEU3DeI6u65OnFJg6eZxcI/DhbrPFGv6e77Je0Pz9EzV4NuUdm4dxAF9w2i4L5BVGY2ZzOoWWsAAAAARVHS4JmwZFGsWOcp1DUBAACQn3Jv8Yxplt3wEc6TS9n90auCBY57B1Fw3yAK7htENWf3TjkEz25Jm9Ica5GU6ziDfM4zq2uG4z2BvHHvIAruG0TBfYOo5vLeKYfgeVRSW5pjbZIOzsF5CnVNAAAA5Khst8wMZ58PSGpO3r4y3E+9L+p5olwTAAAAs1PyFs8wQO43s31Jh/ZJ6kwROnslHTez9qjnyfeaAAAAmL2St3jGhQu0xxRM7Nkk6Yi7H0pRbp+knZJ2JLd65nOefMumKB+T1JepPBYWMzuoYOerLnfvC1vWt0va6u57UpTnflpgwl6VfZIOF+qzhvuo8uVy3/D5g1TMbK+k5Qp2bJSC+2PWnyWzuX/KJniWuzDwXnb3xzM9h4UrbI1vT3q62913pCjL/bSAmFmXgomLRxQEiF0ZPtBzvje4jypbnvcNnz+YJvw7/UrCMMN2SU8puC92pShblM8dgmcO0o0JDY8NSNpI9zzCf3iHdWviWo+7H01RjvtpATMzV5oAkc+9wX20sGS6b8LjfP5gStgi2Z1iPsx2BffJ1L1U7M+dko/xnCf2KFiCKZU+3drDHQvbZXfvdvf94WPGh36I+wnp5HNvcB8hEZ8/SLQp1XBEd+9W0D2eOPyiqJ87BM/cbFfwA02lT9KMrgwgA+4npJPPvcF9hCi4bxaGveG431R6JHUkfF/Uzx2CZ27aJV1Oc6xP0/8CscCZWczMtoddEqlwPyGdfO4N7iPMwOcPQulaJaVg3HB/wvdF/dwheBZGrNQVQFlYHo6r6VDwG2XMzA6HM1LzkW95LByxOSqL+Y/PH0xx9x3JE4gStCtzME0WK2TZmjxOtiAl/KMdLGE1MH8cSBhYfTQc8N+rcItW7iekk8+9wX2ENPj8QUbhLydSsEpCST53aPEECsTdZ2w+EA7kbkn4xw4ABcfnD7JJWA92V6qJR8VC8Mwi4R9yrITVwPzWJ2mXxP2E9PK5N7iPkAc+fxB3UMHujFNLcpXic4fgOXsx0W2BzPp0a229bGLifkJqMeV+b+RTFpWNzx/E13k96O7783xpTAX+3CF45qZb4RiZFFoUDOTGAmZmveE/7FxwPyGdfO4N7iNI4vMHmYXbZh7PEDqL+rlD8MzNUaX/jbFNQfM1FraYpONpjrUpuIfiuJ+QTj73BvcR4mLi8wcpmNlOSYPJoTPcwSiuqJ87bJmZg3RbRIUDdQckNbPF2MJmZntT7VEb3jvHJe0IB/pzPy1wUbbMTHVvcB8tLFnuGz5/MEMYLmNp7pl97t4Z/rmonzu0eOYgnP21P0VXxj4FA3UHi18rlJlU94ckdUl6PP6hL3E/QVLQJTVDPvcG99GClPK+EZ8/SGJm7Qq3xTSznQmP3WHXeyxettifO7R45iFckiKmYPDsJklHUv0mgYUp/I3vy+G3MQX/SXQlfugnled+WiDCD/ptChZublPwd96jYOLHjA/rfO4N7qPKlc99w+cPEpnZgDLPPu9MbiUv1ucOwRMAAABFQVc7AAAAioLgCQAAgKIgeAIAAKAoCJ4AAAAoCoInAAAAioLgCQAAgKIgeAIAAKAoCJ4AEJGZtZtZV7gfMgAgC4InAEQQ7oPcomBHmXRbGSIBQR0AwRMAInD37nA7wsFS12U+IKgDkAieAIAiIKgDkAieAFASZnbYzHrDR6zU9SklM9sX/hwGFvrPAqh0BE8A85KZtZnZwTCsuJl15fi6w2H54+Hr2+a6rum4+9bwMZiujJltD+t5OPx6MAxqsfD4bjNrz+e6ZrY3DHoePg6HXeHpynrCzyxludlw90533yqpu9DnBlBeakpdAQCIwt37JO0ys32S2iV1ZHtNwqSWQXffNJf1m60wTD4hqU9SZ/h+48dikp4wsycldbm75XNud3/czPZLGpDU7e47spTdEV7nUIS3AgBTCJ4AKkGfsgTPhC7cNqVoWTOz3ZK2ZrnO4WKEr7AuXZJ2pbqeuw+a2WMKg2OUa4TnGFTw88hUlzYV6X0DqHwETwDz3eXwEctSbrek/QqC1r7kg+6+v+A1iyBb6IwLg2O3pMOzuFyfgtbiTDrdfU+aepZFUAcwfxA8Acxb4XjDboWtdmbWltglnVTukKT4+MSyHEsYdq93SdqfY2Dr0+zeS5+kdjOLpRpnmhCCZyiXoA5gfiF4ApjPdrh7Z9hlLAUBdEbwlNTm7t1m1qlgfGeqMnkJQ+KjCsJsW9iVvz/TRKEcPBF+7cyx/KC7H01Tv70J325SMEYzuWz859AmadqxsIt9EwETQCERPAHMe+7eZ2ZS0G08rQXQzHYnhKftycdncc2jCsJariExo7BVtl3SoVzDq7vPuHZ8TKaCLvJDCc8flpQ8ieh4+HVG8FSaLvao5iioA5hnCJ4A5qUwuFxOeGpQQcteYpl2ST0J5VOO7ywTu8KvOS0LlcFBBeE1uas+VStvT/h12gSjsIv94CzrMU2hgzqA+YngCWC+6tD01ss+zZyh3ZHU2imV6fhO3ZqV35OxVAZh93q7pIfDoN0Sfr9DqQNfPIxOBfbwdXSxA5gTLCAPYL7akTRmcVrwDFvtDiSWV4HGd86RmBTMVk910MzaExaST1z4PXFW+h4FP4fdkh5ROPTA3fekOm/Cc4lLUe1L1YUPAIVA8ARQKaaCZzjOsT8pbM0Y3xnufrQvIcTtDR/7woXp4+V2Juz0M6OrPmEHpb3Jx/Ksf1ruftTdd+lWl/whd08O320Kgubj7r7f3XMZL5r4c9upAnexA0AigieAeSfF+E4pnCgTHtuZNLEmpiBcTVvz0t37wta9QQUtfY+Hj05Jl82sNyx3SJnHYHZKeszdH5/F2zqcUNdM4kMGUq3fOahbE4Zy1ScpFl53h7uX61AEABWA4AlgPko1Oz3eYvhlBWt2JpdXitdkckjBGpft0tQWnUcVdGfPqM9sF0oPQ+ugsk9+il//QIpjaVtNM7TGxl9zUEz8ATDHCJ4A5qMva2bIik/KuZxiHOejKsz4zi5JO1M8H5vleeMelvRImu78WPj8UUl9abrQOxW81+TX7lX60B1vIe1iaSMAc41Z7QDmDTPrUjBpJiap18z2xWdfx7eQTOzuDsu3KWzxNLODCrZxzGXG9nZJR5PGUB6Q1GVm7fHnwxbRQq4N2hyOMT2soAW0P/x6WdJXwvf5ZJrXd5vZV8KAGh+KMJhlCMBRpV5+CQAKzty91HUAgJIyswEF+7gfUbAEUUzBEkOdya2AYXjtjy+ubmZ7o4ztNLPD7p68oPuCFv5sH6PlFahctHgCQOBIjq1+XQom9sTHWg7OWY0AoMIQPAEgD2F39mC49JCUepIPACAFJhcBQP72K2jxbKNbGAByR/AEgPw9qWDyUbnuggQAZYmudgALVrjD0R4Fk4n2mJlyGefp7kfDGfSzmQl+NL5AvaSHF3LLaTgLf3vWggDmPWa1AwAAoCjoagcAAEBREDwBAABQFARPAAAAFAXBEwAAAEVB8AQAAEBR/P8YvnW+vlysqwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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AUBQETwAAABQFwRMAAABFQfAEAABAURA8AQAAUBQETwAAABQFwRMAAABFQfAEAABAURA8AQAAUBQETwAAABQFwRMAAABFQfAEAABAUdSUugBRZrZNUkRSX/jc7e77C3UeM4tI2iapNTy2RVK3pCfcvS/b6wIAACC1sgieZrZL0kV3fzJ2m5m1xG7L13nC0Pkld98Z9/p9kg6a2XrCJwAAQH6Zu5e2AGYtkg66+5wE+3olrcokBGZzHjPbIekxSRtjz21mbZIOStru7nuSXau9vd27urrSFQkAAGDSMbOD7t5eiHOXQx/P7ZI6k+zrVtAcnu/zdCtoWgcAAECRlEPw3KQgCCbSLWlzvs/j7vvdfU6CmtRouk8WYAEAAJCjcgiebZIuJtnXrZthsBjn2Slpj7snC7AAAADIUTkEz3QihT6PmbWEA4v2u/v2PF0PAAAAMUo6qj0cXS4F0xkV/TwxUyo1Szqg5E310WmatknS8uXLcyglAADA1FYW0ymVStjHM3aapd1mtt3db+lXGo5y3yMFo9qLVkgAAIAKUdKm9pjBPZFyOI+CPp6bwvlAAQAAkEfl3sczogk2w2dznjDAHlLmUzgBAAAgQ+UQPDsVLFuZSJOkTGdqz/g8ZnY0Ra1mj6RITL9RAAAA5EE5BM9DSj6Ze4ukffk8TxgoU00e3yKpjyUzAQAA8ivr4GlmK/Ncht1KMMdmGBDbJO1NsC9RcMzoPGGg3BO/TnvMsS2JrgkAAICJyaXGM9MayIyEk7XvSdD0vUvSzviaRzM7KOlouK56rufZZWa7ExTnKUmHmMsTAAAg/8w9u5mBzGxUQfjc7e7fzltBgnkyIwoGAbVKOuDu+xMct0vSFkmbE60wlMV5IpK+FLOpJTz2yfhj47W3t3tXV6ZdTwEAACYPMzvo7pmuHJnduXMInr/j7l82s0ZJj0pySV3u/lIByleWCJ4AAKBSFTJ4Zj2BvLt/OXzuV9A0LTO7z8weVxBC97r7pbyWEgAAAJNeXka1u/thd39K0jFJB83sW2b28XycGwAAAJVhwktmhqPct0jarmC+zH0KRph3h7WgjQpGkVMLCgAAMIVlHTzN7Gl3f8zMPqsgbLYpmLz9i+7+9bjDo03xG83M8zkYCQAAAJNLLjWeW81si4Jm9d2SNoX9PZNy92dpegcAAJjacgme3ZK2uvvhTA42s1WSdkjqyOFaAAAAqBC5DC7anWnojNGsILACAABgiso6eEanU0ol7P8ZPf6Yuz86leb5BAAAwK1SNrWbWYOkJnc/HrPt4TTnjEjaKemrEy0cAAAAKke6Pp5flbRRQVN51H4FE8UfS/KaiKRVEy4ZAAAAKkq64LlTQZCM1Z1uGSUz2zuRQgEAAKDypAye7p6oVnNjBufdmVtxAAAAUKlyGVyUcs7O8JhkzfAAAACYonJZuWhl7GCjcFujpEcVNMv3ujsDiwAAADBOLhPI75T0+dgNYS3oU9HvzeyzhE8AAADEymUCect7KQAAAFDx0tZ4mtlGBdMnRa1KMZdnRNKG8JkaTwAAAIzJpKm9W1KLpK2StikIoa0pju9w98+n2A8AAIApKG3wDEeoH5P0rJntl7TF3T9X8JIBAACgomQ1uMjdO8MR7AAAAEBWcpnH8+vpjjGzz+ZWHAAAAFSqlDWeZtYgqSl23s4UA4uiIgqmXGJwEQAAAMaka2r/qoIlMptjtu1XMMAo2epEEUmrJlwyAAAAVJR0wXOngiAZq9vd21O9yMz2TqRQAAAAqDwpg2eSNdc3ZnDenbkVBwAAAJUql8FF/Ym2m1mDma0Mj0nWDA8AAIApKuu12s3s9yXdJ+mQpN3uftzMnpbUpmCuzzmSdsYOSAIAAACyDp6SDigInMckycx+R1Kbu6+JHmBmX5D0lfwUEQAAAJUg66Z2SXPimtK3S9oddwxN7QAAABgnl+DZG/0iXMWoRVJn3DE+kUIBAACg8uQSPGND5TYF0yu9FHdMswAAAIAYufTx7A/7cPZL2iVpS3SHmX1C0hclbc1P8QAAAFApcplO6VlJ0fXa17v7NyTJzB5X0Oy+V9KmvJUQAAAAFSGXGs/oPJ1PxW0b+z6D9dwBAAAwxeTSxzMTrFwEAACAcXKZQL5B0n4lXzrTxKh2AAAAxMmlqf2rkvYpqNXsS7DfFPTzBAAAAMbkEjw7YvtzJmJmT+RYHgAAAFSoXPp49qQ7wN2/nu4YAAAATC25BM8+M1uZ6oBwnk8AAABgTC5N7S5pi5m1SjqoW2tAmxSs3/6VCZYNAAAAFSSX4LlfUkRSt6QNCfZHJK3KvUgAAACoRLkEz253b091gJkxqh0AAADj5NLH8/EMjmECeQAAAIyTy1rth6VgInkzezicUF7htnXhMcfyVkIAAABUhJyWzDSz/0fB5PG7JW0av4sR7QAAALhV1sHTzH5H0lF3r3L3NQpWKpIU1Ia6+1fM7LP5LCQAAAAmv1wGF/XFrVyUaF323hzLAwAAgAqVS1P7xQyOYTolAAAAjJNL8GyN+97GfROsajQ31wIBAACgMuUSPDvN7Ftm9uFwRLtLQeAM+392SPq9fBYSAAAAk1/WfTzd/bCZfVnSUwqb1M3GKj33S3rE3S/lrYQAAACoCLkMLpK7d0pabWb3SWpRMLVSl7v357FsAAAAqCA5Bc+wH2dL+G0HNZwAAABIJ+M+nma2LuzbOSLpqKROBf05e83sLTP7cKEKCQAAgMkvoxpPM9sraYuCsPlFSd0KmtcjkpokPSLp62b2oqRHqQEFAABAvLTB08yeURAy56Tow/mUmUUk7ZL0rKQN+SogAAAAKkPKpnYz+4SClYoeTTdwyN373H27pIMsmQkAAIB46fp4bpOUVYh0989J2ppziQAAAFCR0gXP/hz7azKtEgAAAMZJFzx7cjxvrq8DAABAhUoXPD3H8/bl+DoAAABUqFzWas9EY4HOCwAAgEkq3XRK7eHE8L1ZnLNJUnvuRQIAAEAlShc81yuYNN4yPJ+Hx+baRA8AAIAKlS54HlL2UyOZpL25FQcAAACVKl3w7HT3Y9me1Mw6cywPAAAAKlTKwUXu/sVcTprr6wAAAFC5CjWqHQAAABiH4AkAAICiIHgCAACgKAieAAAAKAqCJwAAAIqC4AkAAICiyDp4mtnKApQDAAAAFS6XGs99eS8FAAAAKl66lYsSWW9mT0va7e7fzldBzGybpIikvvC52933F/I8ZrZDUrOktnDT7lyuCQAAgPRyCZ473f3LZtZoZo9Lckld7v5SroUws12SLrr7k7HbzKwldls+zxMe+4S794Xft0l61swec/ds16cHAABAGubuEz+J2X2S2hWE0L3ufimL17ZIOujucxLs65W0KhoO83WesFa00927447bJKlD0tZUNZ/t7e3e1dWVrkgAAACTjpkddPf2Qpw7L6Pa3f2wuz8l6Zikg2b2LTP7eIYv3y6pM8m+bknbCnCe1vjQKUnu3qmgiX57htcEAABAhiYcPM1spZl9wczekrRX0rOSvqig2frxcF9DilNsUhAME+mWtDnDomRznh1mlmyQVJeC2lsAAADkUS7TKT0dPn/WzA5IOqog1H3R3Zvd/XNhDWi/uz/l7l+RtMHMHk5yyjZJF5Ps61bmITCb8ySrGZWkJkk9GV4TAAAAGcplcNFWM9uioFl9t6RN7t6f6gXu/mwWTe/xIjm+Lul53D1VLWqbpD3xG8N+odskafny5XkqEgAAwNSRS1N7t6R2d1/t7l9OFzrNbJWZ/WmSfZHwy74cylGI80T7ge6K3+fue9y93d3b582bN5HLAAAATEm5BM/d7n44y9c0K3n/y7IQhtddCka0l3VZAQAAJqOsm9rd/ctZHn9M0qNJ9vWZmTTB5vQ8nWefgjlKmUAeAACgAPIynVIBRTTB5vNMzhNOJr/P3W/p2wkAAID8yLrG08xWuvvxuG2NCmo1I5J63f2rWZyyU1Jrkn1NCqY3Kth5wmUzjxI6AQAACiuXGs+d8Rtipk76srt/1cw+m8X5DklqSbKvRUETeEHOE47O74sPneEKRgAAAMijXIKn5bkMu5Vgrs5wsE+bgknp4/clCphZnScaLpPUdGY6aT0AAAAylLap3cw2KliDPWpVisngI5I2hM8ZNbe7e7eZ7TGzXe4eW5u6S8Fgn7648hyU1GZm6939UC7nMbM2BctiPh3WekY1hWWPZFJ2AAAAZC6TPp7dCpqqtyqYQN2VvC+lJHW4++ezKYS77zSzbWF/y77w/B1JRph3KslgoSzO82x4ji1K7JbuBAAAAJgYc/f0R0UPDpqnt7j75wpXpPLX3t7uXV2ZjnkCAACYPMzsoLtnumR5VrIa1e7uneEIdgAAACArWQ8ucvevpzsmy1HtAAAAmAJS1niaWYOkpth5O1MMLIqKKOgjmc1cngAAAKhw6Zravyppo4K11qP2KxhgdCzJayKSVk24ZAAAAKgo6YLnTt06tVB3ug6nZnbL3JsAAACY2lIGT3dPVKu5MYPzMh0RAAAAxsl6rXZ378/gsE9I+kr2xUEy/deGdPBEj356+pKuDo5oYGhE1VWmOxY16K4lDVo9b5ZqqnNZiAoAAKA40g0uSjeQKJGIglWBCJ4T1HN1UN84dErfOHRar525pOiUq3U1VaqvqdLgyKgGhkYlSXNn1elfvm+lPv3ACkVm1JWw1AAAAImlnEDezHqUeiBRIhFJq9y9emJFK1+FnkD+yLkr+q/fOaL/9fK7GhwZ1X3LI3p47Xy1r2zSumURTa8LfrQjo65jF67oJ6f79c2X3tF33zivGXXV+uwHWvSbD6+mBhQAAGStlBPIpx1IlAiDi3Jzsuea/vDZt/SNQ6dUX1utT713uT55/3KtXTg74fHVVabV82dr9fzZ+qX7lur1M5f0x98+oj969i09f+SC/uiT92lxZHqR3wUAAEBi6Wo8VyUZYJT6pDm+brLId43n4PCo9nzvqP7Lt4/IJf3aAyv0+Q+1qnnWtJzO982XTut3v/ET1dZU6Y8/2aaH1szNW1kBAEBlK2SNZ8q22AmEx0xGvkPSj7ov6hf+6Pv6yjNvauMd8/XdL3xI/+Yjd+YcOiXpY+uW6O9/8wNa2FCvX//zA3r+6IU8lhgAACA36Wo8c125aJe7r8lHActRPmo8e68O6ol/fE17u05pSWS6/sM/f48evn1BnkoY6Lk6qMd2/1Cn+67rLz5zv9pXNuX1/AAAoPIUssYzXfDcK2mjuzfHbEs34CgiBhcl5e76+qHT+r1/eE3914f02Q+s0m9tXKMZdVnPbJWRc5cH9NjuF3Th8g39zfYH9J7FjQW5DgAAqAylHFzEykV5dPT8Ff3r//ETvdDdo7blEf3ex+/W7QsbCnrN+bPr9bXPvlcf/5Pn9RtfO6T/+a8eUkN9bUGvCQAAkEjaPp7ufjhuMysXZena4LC+8q039PP/+ft69Z1L+o+/dJf2f+59BQ+dUYsj0/XHn7pPp3qv60tf/4lS1XIDAAAUyoRWLgr7gEZrP7vc/VJ4TMWOaM+Gu+vvfvyOnviH13Xm0oD++brF+t1fvEPzZ9cXvSztK5v0Oz+7Vr//j6/rgRea9KsPrix6GQAAwNSWU8dCM1spaY+C2k8LN7uZdUra4u6X81O8ycnd9cyrZ/WHnW/p1Xcv6T2LG/THn7qv5IN7tn2gRT/qvqj/8PevacOqpqLVuAIAAEhpmtoTMbNVkjoldSio7ZwTPlZLelbSobAmdMq5NDCkr/3obf3CH/1A2//yoK4NDusPtt6rv/s/Hyp56JSkqirTHzy6TrPqa/S73/iJRkdpcgcAAMWTS43nNknrY5vcQ/2SnjSzPZK+FD4qmrvr6Pkr+tGxHj1/9KI6Xz2rG8OjWrtgtv5g67362LrFZbdsZdPMOv3uL9yhL+z7sZ7uOqlP3r+81EUCAABTRC7BsytB6Bzj7n1mVriFzMvAkXNX9OATz+ri1UENDo9KkubNnqYt65fqsQ3LdPeSRplZmrOUzifalmhf10n9/j++rs13LtDcCUxWDwAAkKlcgmcm7bMV3YZbU216/+q5ap5Zp5Z5M3X/qmatbJ5R1mEzlpnpP/7S3fr5P/yefu9/vab/9Ni6UhcJAABMAbkEz0zS1eRIYDla2TxTX9l6b6mLMSGr58/S9p9p1R9/54h+5YEVWr9iTqmLBAAAKlzK4Glm6xJs7jWzpxUMLuqO29ciKeLuX8lP8VBIn/9Qq/7mwEnt+t+v6+ltD0yaGlsAADA5pavx/LakRiVeHnN9sheZmQif5W/mtBr95sbV+nff/Km+++Z5fXjt/FIXCQAAVLB0wTPt8piY3H55w3J99fvH9OT/fkMfXDNPVVXUegIAgMJIN9fP40UpBUqmrqZKv/3IbXrt3Uv6ny+/U+riAACACpZurfb4ddpTMrPHw8fDEysWiumf3bNYdyxq0B8886aGR0ZLXRwAAFCh8jq7ubs/5e5PSdqcz/OisKqqTP/35tt0oucatZ4AAKBgcgqeZvZxM/uWmR2Ie7xlZhfzXUgU3sbb52vtgtn6k+8cZSlNAABQEFnP42lmGyX9rqTdknokbZB0INzdpGA6pS/nrYQoiqoq0298uFW/9TcvqeO1s/rZ9ywsdZEAAECFyWUC+U2xI93NrFtSr7sfj9n2cXf/Rh7KhyL6xbsX6Q+eeVN/8t2jeuTOBczrCQAA8iqXpvb4ddi7JW2K25Z0LXeUr5rqKn3ug6368ck+PX+UHhMAACC/cgme49ZWdPd+SfFzfTbmXCKU1CfWL9H82dP0X79zpNRFAQAAFSaX4HnMzDaGA4k+G27rCAcbfdjMPi5GtU9a02qq9ZmHVun5oxf16juXSl0cAABQQbIOnu7+rILm9T2Sng23fV3SS+H3+xQMPMIk9ckNyzW9tlr/7blEK6UCAADkJqfplNz9mLt/2d2PxWzb6e5V7l7t7i/lrYQousYZtdqyfqm++dI7On/5RqmLAwAAKsSEJpA3swYzezh8NOSrUCi9f/n+lRocGdXXfvR2qYsCAAAqRK4TyK80s2ck9UrqDB+9YT/P2fksIEqjdd4sfXjtPP3VC2/rxvBIqYsDAAAqQNbB08xWKQiaHQpGs88JH6sV9PE8RO1nZfj1h1p04cqg/u4lltEEAAATl0uN5zZJ68M+nofdvT98HHP3JxWsZPSl/BYTpfD+1c26bcEs/fkPj8udZTQBAMDE5DSBfDh3Z0Lu3qdbJ5nHJGRm+vQDK/TK6Uv68SnWBAAAABOTS/DMpOqL6rEK8Uv3LdGMump97QUGGQEAgInJJXhmsoA3i3xXiNn1tfrYuiX6ny+/o/5rQ6UuDgAAmMRqUu00s3UJNvea2dMKBhd1x+1rkRRx96/kp3goB7/y3uX66xdPaP+hU/r1h1aVujgAAGCSShk8JX1bwbrriZawWZ/sRWYmwmfluGtJo9Yti+hrP3pbn3n/SplRoQ0AALKXLnh2u3t7UUqCsvbpB1boC/t+rB92X9T7WueWujgAAGASStfH8/GilAJl7yP3LFLj9Fp97YUTpS4KAACYpFIGT3c/nGo/S2ZOHfW11dq6fqm+9dMzOndpoNTFAQAAk1CuS2Y2mNleSX26dcnMFXksH8rIp967XMOjrqcPnCx1UQAAwCSUy5KZjZL2KxjV3uruVRq/ZOZ+aj8rU8u8WXr/6mb99YsnNDLKVK0AACA7udR4Pi5pq7s/5e7HJCluyczNYsnMivXp967QO/0D+s7r50pdFAAAMMnkEjz7M1gyM35+T1SITXcu0PzZ0/RXP2IlIwAAkB2WzERWaqur9Mv3L9c/vXleJ3uulbo4AABgEskleM5JtTPs37k6t+JgMvjk/ctkkv76RaZWAgAAmcsleO4xs2fM7JdiBxGFI90/q2CA0e/lrYQoO4sap+vh2+drb9cpDY2Mlro4AABgksg6eIb9Oz8n6fOS+sxsxMxGJPVK2i7pUXe/lN9iotx86r3LdeHKDXW8erbURQEAAJNEuiUzE3L3bkmPmNkqSW3h5kPRUe6ofB+8bb6WRKbrv//ohH7h7kWlLg4AAJgEcp5AXpLCKZS+Hj4InVNIdZXpsQ3L9IMjF3T8wtVSFwcAAEwCuUwg/4wkQib02IZlqq4y/fUBBhkBAID0cqnx3CepJd8FweSzoKFeG2+fr/1dpzQ4zCAjAACQWi7Bs0dp5uk0sz/NrTiYbD753uW6eHVQz7x6ptRFAQAAZS6XwUVHJW0zs2ZJByT1KQijUU2S2ideNEwGP7Nm3tggo4/cs7jUxQEAAGUsl+D5bUkRBctibk2wv0lS4wTKhEmkusr0yfuX6SvPvKljF65q1dyZpS4SAAAoU7k0tXe7e5W7r07yaJL09XwXFOXr0fZlqqkyVjICAAAp5RI8H8/gmCdyOC8mqfkN9dp0xwLtP3hKN4ZHSl0cAABQpnJZuehwPo5BZfnUe5er5+qg/vcrDDICAACJZRQ8zWydmX3BzJ4ws3sLXShMPg+tnqvlTTNobgcAAEmlDZ5m9gVJhyQ9KWmnpENm9tuFLhgml6oq0y/fv0wvdPfoyLnLpS4OAAAoQymDp5ndJ+lzCkavzwkfPyvp89R8It6j7ctUV12lv3qBWk8AAHCrdDWeX5S0OVyLvT98dCqYp/N3C188TCZzZ03TL9y9UF8/eEpXbwyXujgAAKDMpAue5u63rMvu7n1ivXYk8KsPrtTlG8P625dOl7ooAACgzKQLnj0p9l3IZ0FQGdqWR3Tnogb95Q/flnvKlVUBAMAUky54khyQFTPTrz24Qq+fuawDx3tLXRwAAFBGcplAPi0z+9NCnBeTw0fXLdbs+hr9xQ+Pl7ooAACgjKRbq73dzD4sKVHVVauZPZzsddkWxMy2KVgDvi987nb3/YU+j5lFJO2S1JHL9XCrGXU1erR9mf78+eM60z+ghY31pS4SAAAoA+mC53pJnZIsyf7tSbZn1URvZrskXXT3J2O3mVlL7LZ8nsfMdktqknRA0jZJHdmUGan9iwdX6s+eO6a/euFtfeFn15a6OAAAoAxYqgEgZtalYA7PrM4paa+7Z1TraWYtkg66+5wE+3olrQpH0RfsPGbmkrZmWuPZ3t7uXV1dmRw6pT3+F106+Havnv/iw6qvrS51cQAAQAbM7GCmOS5b6fp4drr7sSwf3QpqSTO1PcXx3QpqI4t5HuTJZ96/Sj1XB/VNplYCAABKEzzd/Yu5nDTL121SEAwT6Za0ucjnQZ480NKk2xfO1n977jhTKwEAgMKMas9Sm6SLSfZ1K/OBSvk6D/LEzPSZh1bp9TOX9cOjyX41AABgqiiH4JlOpMzOgyx89N7Fap5Zpz97joWuAACY6koaPMOpjKRg6qOSnyfNNbaZWZeZdZ0/f75Ql6k49bXV+tUHV6jztXN66+zlUhcHAACU0GSo8SwL7r7H3dvdvX3evHmlLs6k8msPrlR9bZV2fy9ZF1wAADAVlDR4xkxvFCmH86AwmmbW6Zc3LNc3Xzqtd/uvl7o4AACgRMq9xjOi/DSf5+s8yNGvP7RKoy792Q/o6wkAwFRVDsGzU1Jrkn1NkjKdqT1f50EBLGuaoY/cs0j//Ucn1H99qNTFAQAAJVAOwfOQpJYk+1ok7SvyeVAg23+mVVcHR/RXL7xd6qIAAIASKIfguVsJ5tgMR6q3SdqbYF+igJn1eVBcdy5u0IfWztNXv9+tqzeGS10cAABQZCUPnuESm3vMbFfcrl2Sdsavr25mByUdNbO2iZwngaZsy47s/dbGNeq9NqS/+CG1ngAATDU1pS6AJLn7znCezB0KBgG1Supw9/0JDu9UksFC2ZwnPGaDgtpQSdplZlsVrHKUSVBFDu5bPkcfvG2envp+t37twRWaOa0sbkEAAFAExhra2Wtvb/euLsYq5erQiV59/E+e1xd//nZ97oPJxoMBAIBSMLOD7l6QpcZL3tSOqadt+Rz9zG3ztOd73bo2SF9PAACmCoInSuK3Nq5Rz9VB/X/PHy91UQAAQJEQPFES61fM0cbb5+tPv3tUvVcHS10cAABQBARPlMzOn79dV28M679+50ipiwIAAIqA4ImSuW3BbG1Zv1R/8cO3dbLnWqmLAwAACozgiZL6vzbfJjPpP3W8WeqiAACAAiN4oqQWNU7XZx5apb996bReOd1f6uIAAIACInii5D7/oVY1z6zTv/vmKxodZV5ZAAAqFcETJddQX6udP3e7Dp3o09cPnSp1cQAAQIEQPFEWPtG2VG3LI/r9f3xd/deGSl0cAABQAARPlIWqKtO//9hd6r02qP/U8UapiwMAAAqA4ImycdeSRn36gRX6yxfe1o9P9pW6OAAAIM8Inigrv/3IWs2fXa8v7PuxBoZGSl0cAACQRwRPlJXG6bV64hN3661zV/SHz75V6uIAAIA8Inii7Hx47Xw92r5Uu//pqF6iyR0AgIpB8ERZ+jcfuVMLGoIm9+uDNLkDAFAJCJ4oSw31tfrylnt19PwV/btvvlLq4gAAgDwgeKJsPbRmrv7Vh1dr38FT2td1stTFAQAAE0TwRFn7rU236cGWZv3bb76iN85cLnVxAADABJg7a2Nnq7293bu6ukpdjCnj3OUB/cIf/kAN9TX6xm+8T5EZdaUuUtk7f/mGXj9zSccuXNWp3us63Xtd56/cUN+1QfVdG9LA0IiGRlzDo6OqrjLVVVepvrZakRm1isyo09xZdVrWNEPLYx6LI9NVW83/VQGg0pnZQXdvL8i5CZ7ZI3gW34HjPfqVp36kdcsi+svP3q9pNdWlLlJZcHe9ffGaDp/s1WvvXtZr717Sa+9e1oUrN8aOqaup0pLIdM2bPU1zZtQqMr1O0+uqVVdTpeoq0/DIqAaHRzUwNKq+64PqvTakC5dv6FTvdQ2OjI6dp8qk5U0zdOfiBt2xsEF3LGrQHYsbtLixXmZWircPACgAgmeZIXiWxjdfOq3f+puX9NF7F+s/P7ZOVVVTL+yMjLreOHNZLx67qAPHe3XgeI/OXQ5CZl11ldYsmBUEwkUNumPhbK2eP0tzZ03L6Wc1Ouo6e3lAJy5e04me4PHW2St67cwlvX3x2thxjdNrddeSBt2zNKJ7ljTq7qWNWhKZThgFgEmqkMGzphAnBQrhY+uW6FTvdX35W29oUWO9vvjzt0+JcHOy55q+/9YFff+t83ruyAVdGhiWJC1urNeDrc3asLJJ7SvnqHXerLw2hVdVmRY1Tteixul6b0vzuH2XB4b0xpmghvXVdy/pJ6f79dT3ujU8GvxHtnlmne5e2jgWRu9Z2qj5DfV5KxsAYHIieGJS+Y0Pterd/uva/b1uyaQv/lzlhc/LA0N6obtH33/rvL7/1gUdu3BVUhA0f+6uhWNhc+mcGSUr4+z6WrWvbFL7yqaxbQNDI3rjzGW9fKpPL5/q109O9+t7b76lMItqYUN9EEaXNOqeZRHdvaRRTTPprwsAUwnBE5OKmenff/QuSdLuf+rWyIjrX//iHZM6fLq73jp3RR2vntU/vXFeh070anjUNb22Wg+2NuvXHlyhD6yZp9Z5M8v6fdbXVuveZRHduywytu3a4LBefeeSXj7VHwTS0/3qePXs2P6lc6br3qWRsUB619JGNdTXlqD0AIBiIHhi0qmqMv2Hj92lmqoqffUHx3TlxrD+/cfuUl3N5BlxPTwyqq63e9Xx6ll1vnZ2rM/kXUsatO1nWvSBNfPUtiIy6QdRzairuaVm9NLAkF453a+fnOrXy6eDQPq/fvLu2P6WuTN199JG3b2kUeuWRXTXkkbV107unwMAIMDgohwwuKg8uLv+4Jk39cffOaL7VzbpTz7dprmzppW6WElduTGs7715Xp2vntW33zinvmtDqquu0vtWN2vznQu08fYFWtg4NftB9l4d1E/CEBptpn+3f0BSMGhq3bKI7l/VpA2rmrR+xRzNmsb/mQGgUBjVXmYInuXlmy+d1o79L2vurGn6L5+6T23L55S6SGPOXhpQx6tn1fHqWf3w6EUNjowqMqNWD6+dr813LtAHbptHiEri3KUBvXSyTweO9+jF47165XS/RkZdVSbdvTSiD6+dpw+vna+7lzROyRkOAKBQCJ5lhuBZfl4+1afP/9Uhvdt/Xb/+0Cr99iNrS9I86+56/cxldb56Vh2vndXLp/olSSuaZ2jzHQu06c4Fal8xRzVMxJ61qzeGdfhEn148dlE/OHJBh0/2yT0YQf/BMIR+cO08+ogCwAQRPMsMwbM8XR4Y0u/9w+v66xdPaNXcmdr5c2v1yJ0LC14bdmN4RAeO9arztaC/5qne65Kk+5ZHtOmOBXrkzgVaPX9WWQ8Mmox6rg7qe2+e13feOKd/evN80HWhpkoPr52vj65brIdvn0/fUADIAcGzzBA8y9tzRy7o3/7tK+q+cFV3LmrQb25co013zM9rLePJnmv6bhh4nj96UdcGRzStpkoPrZ6rzXcu0MN3zNf82VOzv2YpjIy6Dp/o1d+//K7+/uV3deHKDc2aVqNH7lygj65brA+smadqmuMBICMEzzJD8Cx/wyOj+rsfv6M/fPYtvX3xmubOqtNH7lmsf3bvIt29JJLVCPjRUdfJ3mvqOt6rgyd69cLRi+oO59Zc3jRDH1o7Tx+8bZ4ebG3WjDr6a5bayKjrhe6L+ruX3tE/vvKuLg0Ma3FjvX75/uV6bMMyLWAiewBIieBZZgiek8fwyKieff2c/vbwaT372jkNjoyqrqZK9yxp1O2LZmthQ70WNNRrel213KVRd/VfH9K5Szd05tKAjpy7orfOXtbVwRFJ0uz6Gq1fMUcfvC0Im6vmlvfcmlPdjeERfef1c/raj07o+29dUHWVadMd8/Ur712hh1bPZVASACRA8CwzBM/Jqf/6kJ4/ckGHTvTq4Nu9Onr+qvqvDyU8tsqkebOnqXXeLN22YLbWLpyttuVztGb+LMLKJPX2xav66xdPal/XSV28OqgVzTP0Lx5cqUc3LGNmAQCIQfAsMwTPyjEwNKKzlwZ0Y3hUJslMapxep6aZdfQJrFA3hkf0rZ+e1V88f1xdb/dq9rQaPbphmf7l+1ZqWVPpliEFgHJB8CwzBE+gMvz4ZJ/+23PH9Pcvv6tRd22+c4E+8/5Vun9VE10oAExZBM8yQ/AEKsvZSwP6yx++ra/96G31XhvSexY36DPvX6WP3Lto0i9bCgDZIniWGYInUJkGhkb0t4dP68+eO6Y3z17R3FnT9KsPrNCvPLC8rJdjBYB8IniWGYInUNncXc8duag/e+6Yvv36OdVVV+lj6xbr/3j/Kt25uKHUxQOAgipk8GQoJwDEMTM9tGauHlozV0fPX9GfP39c+7pOad/BU3qwpVmfeWiVHr59PgPQACBL1HjmgBpPYOrpvzakvzlwQn/+/HG90z8wNh3TL923RHNm1pW6eACQNzS1lxmCJzB1DY+M6ls/Pas/e+6YDr7dq9pq08O3z9fH25bqw2vnZ7UqFgCUI5raAaBM1FRX6RfvWaRfvGeRXnv3kr5x6JT+x+F39K2fnlXTzDp99N7F+ui6xVq3NMJiAwAQhxrPHFDjCSDW8Miovv/WBe0/dEodr57V4PCo5s+eps13LtAj71moB1uaqQkFMGnQ1F5mCJ4Akum/PqTvvH5Oz7x6Rt9947yuDY5o1rQafWjtPH1o7Xy9f3WzFjVOL3UxASApgmeZIXgCyMTA0IieP3pBz/z0rDpfO6sLVwYlSa3zZuqh1XP1vtVz9UBLsxqn15a4pABwE8GzzBA8AWRrdNT1+pnLeu7IBf3gyAW9eKxH14dGVGXSHYsatGFlU/BYNUfzZ9eXurgApjCCZ5kheAKYqMHhUR0+0avnjl7UgWM9OnyyVwNDo5Kklc0zwhDapPtXNmlF8wzWjgdQNIxqB4AKU1dTpfe2NOu9Lc2SgiD603f6deB4j1481quO185q38FTkqT5s6dpw8om3b8qqBVdu3A2k9cDmJSo8cwBNZ4ACm101HXk/BW9eKxHB4736MCxHr3TPyBJml1fo/YVc9QehtF7ljZqWk11iUsMoFJQ4wkAU0xVlem2BbN124LZ+vQDKyRJp3qvjdWIHjjeo++88YakoPZ03dKINqyaow0rm7R+xRzNrmfAEoDyQ41nDqjxBFAOeq4OjtWGHjjeo1feuaSRUR83YCnaPD9v9rRSFxfAJMHgojJD8ARQjq7eGNbhE316MQyj8QOW7ls+R+uWRbRuWUR3LGpgUnsACdHUDgBIa+a0Gj20Zq4eWjNXUjBg6ZV3+nXgWI8OnejVc0cu6H8cPi0paJ6/a3GD7lka0Z2LGnTHogatWTBL9bX0FQVQOARPAKhQdTVVals+R23L50iS3F3v9g/o8Ik+HT7Rq5dO9mlv10ldGxyRJFVXmVbPm6U7Fs3WmgWz1TpvllbPn6kVzTNVW03tKICJI3gCwBRhZlocma7Fken6xXsWSQpGz7/dc02vvnNJr77br1ffuaQXunv0ty+9M/a6mirT8uYZWj1vllrnzxp7bp03k0FMALJC8ASAKayqyrRq7kytmjtzLIxK0pUbw+o+f0VHzl3R0bHnq/r26+c0PHpzbMCChmlaMz8Yfb924SzdtiCoLZ01jT8vAG7FJwMA4BazptXonqUR3bM0Mm770MioTvRc09FzV3QkDKRHzl3Rf3/x7bGBTJK0dM50rV0wW7ctnK3bF87WXUsatap5pqqY+B6Y0gieAICM1VZXqXXeLLXOm6VHYraPjrpO9l7TG2cu682zl/Xm2St68+xlfe+t8xoaCWpIZ0+r0d1LG3XP0ojuXdqoe5ZFtLixnuVAgSmE4AkAmLCqKtOK5mAg0iPvWTi2fWhkVEfPX9HLp/r18qk+/fhkv/7fH3SPhdG5s+p0z9KI7lsWUfvKJq1bFtH0OkbWA5WK4AkAKJja6irdvrBBty9s0KPtyyRJN4ZH9Nq7l8eC6Mun+vSdN87JPRjIdNeSRm1YGSwJ2r5ijppnMfk9UCmYQD4HTCAPAPnVf21Ih04ES4F2He/VS6f6NDgc9BltmTdTG1Y0qX1lsCToiuYZNM8DBcTKRWWG4AkAhXVjeESvnO7Xi8d61XW8R11v96r/+pAkae6sabo/XJd+w8om3bGoQdUMWgLyhpWLAABTyrSaaq1f0aT1K5oktWp01HXk/JWYtel79Q8/OSMpGLTUtmKO7l8VrE1/z9JGTauhnyhQjqjxzAE1ngBQeqf7ruvAsR69eLxHLx7r0ZFzVyQFKzatWxrRhlVzdP+qZrUtjzDRPZAFmtrLDMETAMpPz9XBmBrRHr3yziWNjLqqTLpzcYM2rGxS2/I5WrcsoqVzptNPFEiC4FlmCJ4AUP6u3hjW4RN9evHYRb14vEeHT/TpRjhgae6sOt27NKJ1yyK6Z1lEdy5q0LzZjJ4HJPp4AgCQtZnTavTQmrl6aM1cScGcom+cuazDJ/v00ok+vXSyV8++fm7s+Lmz6sKpn2br9kUNWj1/llY0zVBkRi21o0CeUOOZA2o8AaAyXBoY0iun+/X6u5f1+plLev3MZb1x5vJYzagUDF5a1jRDK5pnaHnTDM1vqNfcWXWaN2ua5s6eprmzpikyvZblQFExqPEEAKAAGupr9b7WuXpf69yxbSOjruMXr6r7/FWd6LmmExeD5zfOXtazr53T4MjoLeepMmlmXY1mTKvWzGk1wdd11Zo1rUYzptVoZl21ZtTVaHpdVfBcW60ZddWaXlcdfl2j6XXhttrgHJEZtaqtrirmjwMoOIInAAAxqqtsbD36eKOjrv7rQ7pw5YbOX7mhC1cGdfHKDfVcHdSVG8O6dmNEVwaHde3GsK4OjujMpQFdGxzRlRvDuj44omuDwxrNoqGxob5Gc2bWac6MOjWNPddqzsygxnVxZLoWNtZrUWO9ZtTxJx3lj7sUAIAMVVVZEARn1mnNgtlZv97ddWN4VANDI7o2GDxufh2E0+tDI7p6Y1g9V4fUe21QPVcH1XttUGcvDej1dy/p4tXBcV0Bohqn12pRY30YRKePfb24MQinCxvrNWsaf/ZRWtyBAAAUiZmpvrZa9bXViszI/TzXBod17tINvds/oDOXruudvgGd6R8Y+/4np/p18ergLa+bPa1GC8Ia0gUN45/nzpqmpplBzeqMumoGVKEgCJ4AAEwyM+pqtHJujVbOnZn0mIGhEZ27dEPv9F/Xmf4BnbkUhNMz/QN699KA3jx7Xucv30jY9D+tpmqsab951s2m/plhH9ZZ4WPmuOeb+2bW1TDYCgkRPAEAqED1tdVa3jxDy5uTV60Oj4zq/JUbOtM/oAtXBtV7dVA9YfN+7OPti9fUe21QV29k3kd1Rl0QRGeHwXTmtOokgbVGs+pr1FBfq4bp4XP49ez6WlUTYCsKwRMAgCmqproq7A86PaPj3V0DQ6O6cmNYV28Mj3sOvh4Zt/3q4LAuD4Rf3xjR6b6B8OthXb4xrMEEfVXjzZpWo4b6GjVMDwLp7LGvb24bC6zTw/0xXzMzQHkpm+BpZtskRST1hc/d7r6/kOfJ1zUBAJgKzCyYAqquOi8rPQ2NjAYhdGBYlwaGdOl69HlIlwaGdfmWbUN6t39Ab567PLY93XTkM+qqx4XT2UkCa7JQW1dDcM2nsgieZrZL0kV3fzJ2m5m1xG7L53nydU0AAJCb2uoqRWbUKTKjLqfXj466rg4O69LAcBBMrw/FhNihm9sHbm6/cGVQ3Reuju0fSdN3oL62SrOm1YwNCpteW6362qpx349tq6tWfU0QzOtrgmNqqqtUW22qqapSTbXFfV2lmqrwOdxeW22qCbfXVMV8He6f7F0PSr5ykZm1SDro7nMS7OuVtMrd+/J5nolek5WLAACY/Nxd14dGbqlVvXQ9rG0Ng+vlG8MaGBrRjaFRXR8a0fXBEQ0MB883hkfHpsEaGBpJONVVPpkpDKU3A2n1WGC9ub06DLTB883vg31V47ZVV5mWN83Qb25cE16jslcu2i6pM8m+bknbJGVSA5nNefJ1TQAAMEmZmWbU1WhGXY0WNtbn5Zyjo8FcrdEgOjziGhodDZ5HRjU86hoeGdXQiGs4bvvQSPD98Gj0OB87Pvr9yOiohuK2RY8ZGXUNjYbHjHjwfXjOkVHXleHhcFtwTOxrz+cwL20uyiF4blLqELhZmYXAbM6Tr2sCAACMqaq62Q8WtyqHHrNtki4m2dctKdOq3mzOk69rAgAAIEPlUOOZTqQE57nl2HAE/Lbw2xtm9koeyoSpZ66kC6UuBCYd7hvkgvsGuVpbqBOXNHiaWST8sq9Y58n1mu6+R9Ke8Bxdhep0i8rGvYNccN8gF9w3yJWZFWwEdTk0tQMAAGAKKGnwjJmyKFKs8+TrmgAAAMhOudd4RjTBZvgczpPJsXtyLwqmOO4d5IL7BrngvkGuCnbvlEPw7JTUmmRfk6RM+xlkc54JXTPs7wlkjXsHueC+QS64b5CrQt475RA8D0lqSbKvRdK+ApwnX9cEAABAhsp2ycxw9HmvpDnxy1eG66l353qeXK4JAACAiSl5jWcYIPeY2a64Xbsk7UwQOg9KOmpmbbmeJ9trAgAAYOJKXuMZFU7QHlEwsKdV0gF335/guF2StkjaHF/rmc15sj02wfERSd2pjsfUYmb7FKx8tdvdu8Oa9U2S1rv79gTHcz9NMWGryi5JHfn6rOE+qnyZ3Dd8/iARM9shqVnBio1ScH9M+LNkIvdP2QTPchcG3ovu/mSqbZi6wtr4trjNne6+OcGx3E9TiJntVjBw8YCCALE1xQd6xvcG91Fly/K+4fMH44S/0ydiuhm2SXpWwX2xNcGxRfncIXhmIFmf0HBfr6RVNM8j/IfXoZsD17rc/VCC47ifpjAzcyUJENncG9xHU0uq+ybcz+cPxoQ1kp0JxsNsUnCfjN1Lxf7cKXkfz0liu4IpmBLp1s013DG1XXT3TnffEz5u+dAPcT8hmWzuDe4jxOLzB7FaE3VHdPdOBc3jsd0vivq5Q/DMzCYFP9BEuiXd0pQBpMD9hGSyuTe4j5AL7pupYUfY7zeRLkntMd8X9XOH4JmZNkkXk+zr1vhfIKY4M4uY2aawSSIR7ickk829wX2EW/D5g1CyWkkp6DfcE/N9UT93CJ75ESl1AVAWmsN+Ne0K/kcZMbOOcERqNrI9HlNHpEDHYvLj8wdj3H1z/ACiGG1KHUzjRfJ5bE0WJ5uSYv7R9pWwGJg89sZ0rD4Udvg/qHCJVu4nJJPNvcF9hCT4/EFK4X9OpGCWhJJ87lDjCeSJu9+y+EDYkbsp5h87AOQdnz9IJ2Y+2K2JBh4VC8EzjZh/yJESFgOTW7ekrRL3E5LL5t7gPkIW+PxB1D4FqzOOTclVis8dgufERUSzBVLr1s259dKJiPsJiUWU+b2RzbGobHz+IDrP6z5335PlSyPK8+cOwTMznQr7yCTQpKAjN6YwMzsY/sPOBPcTksnm3uA+giQ+f5BauGzm0RShs6ifOwTPzBxS8v8xtiiovsbUFpF0NMm+FgX3UBT3E5LJ5t7gPkJURHz+IAEz2yKpLz50hisYRRX1c4clMzOQbImosKNur6Q5LDE2tZnZjkRr1Ib3zlFJm8OO/txPU1wuS2Ymuje4j6aWNPcNnz+4RRguI0numV3uvjP8uqifO9R4ZiAc/bUnQVPGLgUddfuKXyqUmUT3hyTtlvRk9ENf4n6CpKBJ6hbZ3BvcR1NSwvtGfP4gjpm1KVwW08y2xDy2hU3vkeixxf7cocYzC+GUFBEFnWdbJR1I9D8JTE3h//i+FH4bUfBHYnfsh37c8dxPU0T4Qb9BwcTNLQp+510KBn7c8mGdzb3BfVS5srlv+PxBLDPrVerR5zvja8mL9blD8AQAAEBR0NQOAACAoiB4AgAAoCgIngAAACgKgicAAACKguAJAACAoiB4AgAAoCgIngAAACgKgicA5MjM2sxsd7geMgAgDYInAOQgXAe5ScGKMsmWMkQMgjoAgicA5MDdO8PlCPtKXZbJgKAOQCJ4AgCKgKAOQCJ4AkBJmFmHmR0MH5FSl6eUzGxX+HPoneo/C6DSETwBTEpm1mJm+8Kw4ma2O8PXdYTHHw1f31Losibj7uvDR1+yY8xsU1jOjvB5XxjUIuH+bWbWls11zWxHGPQ8fHSETeHJjvWYn1nC4ybC3Xe6+3pJnfk+N4DyUlPqAgBALty9W9JWM9slqU1Se7rXxAxq6XP31kKWb6LCMPmUpG5JO8P3G90XkfSUmT0tabe7WzbndvcnzWyPpF5Jne6+Oc2xm8Pr7M/hrQDAGIIngErQrTTBM6YJt0UJatbMbJuk9Wmu01GM8BWWZbekrYmu5+59Zva4wuCYyzXCc/Qp+HmkKkuLivS+AVQ+gieAye5i+IikOW6bpD0Kgtau+J3uvifvJctButAZFQbHTkkdE7hct4La4lR2uvv2JOUsi6AOYPIgeAKYtML+hp0Ka+3MrCW2STruuP2Sov0Ty7IvYdi8vlvSngwDW7cm9l66JbWZWSRRP9OYEHyLcgnqACYXgieAyWyzu+8Mm4ylIIDeEjwltbh7p5ntVNC/M9ExWQlD4mMKwmxL2JS/J9VAoQw8FT7vzPD4Pnc/lKR8O2K+bVXQRzP+2OjPoUXSuH1hE3srARNAPhE8AUx67t5tZlLQbDyuBtDMtsWEp03x+ydwzUMKwlqmITGlsFa2TdL+TMOru99y7WifTAVN5PtjtndIih9EdDR8viV4KkkTe64KFNQBTDIETwCTUhhcLsZs6lNQsxd7TJukrpjjE/bvLBNbw+eMpoVKYZ+C8BrfVJ+olrcrfB43wChsYt83wXKMk++gDmByIngCmKzaNb72slu3jtBuj6vtlMq0f6dujsrvSnlUCmHzepukjWHQbgq/36zEgS8aRscCe/g6mtgBFAQTyAOYrDbH9VkcFzzDWru9sccrT/07CyQiBaPVE+00s7aYieRjJ36PHZW+XcHPYZukRxV2PXD37YnOG7MtdiqqXYma8AEgHwieACrFWPAM+zn2xIWtW/p3hqsf7YoJcTvCx65wYvrocVtiVvq5pak+ZgWlHfH7six/Uu5+yN236maT/H53jw/fLQqC5pPuvsfdM+kvGvtz26I8N7EDQCyCJ4BJJ0H/TikcKBPu2xI3sCaiIFyNm/PS3bvD2r0+BTV9T4aPnZIumtnB8Lj9St0Hc6ekx939yQm8rY6YsqYS7TKQaP7OPt0cMJSpbkmR8Lqb3b1cuyIAqAAETwCTUaLR6dEawy8pmLMz/ngleE0q+xXMcdkmjS3ReUhBc/Yt5ZnoROlhaO1T+sFP0evvTbAvaa1pitrY6Gv2iYE/AAqM4AlgMvqSbg1Z0UE5FxP043xM+enfuVvSlgTbIxM8b9RGSY8mac6PhNsPSepO0oS+U8F7jX/tDiUP3dEa0t1MbQSg0BjVDmDSMLPdCgbNRCQdNLNd0dHX0SUkY5u7w+NbFNZ4mtk+Bcs4ZjJie5OkQ3F9KPdK2m1mbdHtYY1oPucGnRP2Me1QUAPaEz5flPRE+D6fTvL6TjN7Igyo0a4IfWm6ABxS4umXACDvzN1LXQYAKCkz61WwjvsBBVMQRRRMMbQzvhYwDK890cnVzWxHLn07zazD3eMndJ/Swp/t49S8ApWLGk8ACBzIsNZvt4KBPdG+ln0FKxEAVBiCJwBkIWzO7gunHpISD/IBACTA4CIAyN4eBTWeLTQLA0DmCJ4AkL2nFQw+KtdVkACgLNHUDmDKClc42q5gMNF2M1Mm/Tzd/VA4gn4iI8EPRSeol7RxKtechqPwN6U9EMCkx6h2AAAAFAVN7QAAACgKgicAAACKguAJAACAoiB4AgAAoCgIngAAACiK/x9NHOjaSLKxiAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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magiehSTW+zxm1h8GFp1z9xNluh4AAADSbOio9jC6XIqmM6r4edKmVOqVdEG5m+pT0zQdl6Q9e/bEKCUAAEB9q4rplDZK6OOZPs3SsJmdcPdV/UrDKPfTUjSqvWKFBAAAqBEb2tSeNrgnUQ3nUdTH83CYDxQAAABlVO19PBNaYzN8KecJAXZcxU/hBAAAgCJVQ/AcUbRsZTY9koqdqb3o85jZxTy1mlOSEmn9RgEAAFAG1RA8x5V7Mvd+SWfLeZ4QKPNNHt8vKcmSmQAAAOVVcvA0s31lLsOwssyxGQLigKQzWfZlC45FnScEytOZ67SnHduf7ZoAAABYmzg1nsXWQBYlTNZ+OkvT9ylJQ5k1j2Y2JuliWFc97nlOmdlwluK8KmmcuTwBAADKz9xLmxnIzJYUhc9hd/952QoSzZOZUDQIaL+kC+5+LstxpyQdlXQk2wpDJZwnIen7aZv6w7GvZB6baXBw0EdHi+16CgAAsHmY2Zi7F7tyZGnnjhE8/9rdf2hmXZJekuSSRt39rXUoX1UieAIAgFq1nsGz5Ank3f2H4XlGUdO0zOxZM3tZUQg94+43y1pKAAAAbHplGdXu7m+6+6uSLkkaM7Ofmtmfl+PcAAAAqA1rXjIzjHI/KumEovkyzyoaYT4RakG7FI0ipxYUAACgjpUcPM3sNXf/tpl9R1HYHFA0efv33P0nGYenmuJfNDMv52AkAAAAbC5xajyPmdlRRc3qw5IOh/6eObn76zS9AwAA1Lc4wXNC0jF3f7OYg82sT9JJSedjXAsAAAA1Is7gouFiQ2eaXkWBFQAAAHWq5OCZmk4pn9D/M3X8JXd/qZ7m+QQAAMBqeZvazaxTUo+7X07b9q0C50xIGpL047UWDgAAALWjUB/PH0t6UVFTeco5RRPFX8rxmoSkvjWXDAAAADWlUPAcUhQk000UWkbJzM6spVAAAACoPXmDp7tnq9V8sYjzDsUrDgAAAGpVnMFFeefsDMfkaoYHAABAnYqzctG+9MFGYVuXpJcUNctPuzsDiwAAALBCnAnkhyT9ZfqGUAv6aup7M/sO4RMAAADp4kwgb2UvBQAAAGpewRpPM3tR0fRJKX155vJMSDoUnqnxBAAAwLJimtonJPVLOibpuKIQuj/P8efd/S/z7AcAAEAdKhg8wwj1S5JeN7Nzko66+3fXvWQAAACoKSUNLnL3kTCCHQAAAChJnHk8f1LoGDP7TrziAAAAoFblrfE0s05JPenzduYZWJSSUDTlEoOLAAAAsKxQU/uPFS2R2Zu27ZyiAUa5VidKSOpbc8kAAABQUwoFzyFFQTLdhLsP5nuRmZ1ZS6EAAABQe/IGzxxrrr9YxHmH4hUHAAAAtSrO4KKZbNvNrNPM9oVjcjXDAwAAoE6VvFa7mf2vkp6VNC5p2N0vm9lrkgYUzfXZLWkofUASAAAAUHLwlHRBUeC8JElm9teSBtz98dQBZvZXkn5UniICAACgFpTc1C6pO6Mp/YSk4YxjaGoHAADACnGC53Tqi7CKUb+kkYxjfC2FAgAAQO2JEzzTQ+VxRdMrvZVxTK8AAACANHH6eM6EPpwzkk5JOpraYWZ/Iel7ko6Vp3gAAACoFXGmU3pdUmq99oPu/reSZGYvK2p2PyPpcNlKCAAAgJoQp8YzNU/nqxnblr8vYj13AAAA1Jk4fTyLwcpFAAAAWCHOBPKdks4p99KZJka1AwAAIEOcpvYfSzqrqFYzmWW/KernCQAAACyLEzzPp/fnzMbMfhCzPAAAAKhRcfp4ThU6wN1/UugYAAAA1Jc4wTNpZvvyHRDm+QQAAACWxWlqd0lHzWy/pDGtrgHtUbR++4/WWDYAAADUkDjB85ykhKQJSYey7E9I6otfJAAAANSiOMFzwt0H8x1gZoxqBwAAwApx+ni+XMQxTCAPAACAFeKs1f6mFE0kb2bfChPKK2x7JhxzqWwlBAAAQE2ItWSmmf0nRZPHD0s6vHIXI9oBAACwWsnB08z+WtJFd29w98cVrVQkKaoNdfcfmdl3yllIAAAAbH5xBhclM1YuyrYu+3TM8gAAAKBGxWlqnyziGKZTAgAAwApxguf+jO9txTfRqkbb4xYIAAAAtSlO8Bwxs5+a2TfDiHaXosAZ+n+el/QfyllIAAAAbH4l9/F09zfN7IeSXlVoUjdbrvQ8J+nP3P1m2UoIAACAmhBncJHcfUTSATN7VlK/oqmVRt19poxlAwAAQA2JFTxDP87+8O15ajgBAABQSNF9PM3smdC3c1HSRUkjivpzTpvZ+2b2zfUqJAAAADa/omo8zeyMpKOKwub3JE0oal5PSOqR9GeSfmJmb0h6iRpQAAAAZCoYPM3sZ4pCZneePpyvmllC0ilJr0s6VK4CAgAAoDbkbWo3s79QtFLRS4UGDrl70t1PSBpjyUwAAABkKtTH87ikkkKku39X0rHYJQIAAEBNKhQ8Z2L212RaJQAAAKxQKHhOxTxv3NcBAACgRhUKnh7zvMmYrwMAAECNirNWezG61um8AAAA2KQKTac0GCaGny7hnD2SBuMXCQAAALWoUPA8qGjSeCvyfB6OjdtEDwAAgBpVKHiOq/SpkUzSmXjFAQAAQK0qFDxH3P1SqSc1s5GY5QEAAECNyju4yN2/F+ekcV8HAACA2rVeo9oBAACAFQieAAAAqAiCJwAAACqC4AkAAICKIHgCAACgIgieAAAAqIiSg6eZ7VuHcgAAAKDGxanxPFv2UgAAAKDmFVq5KJuDZvaapGF3/3m5CmJmxyUlJCXD84S7n1vP85jZSUm9kgbCpuE41wQAAEBhcYLnkLv/0My6zOxlSS5p1N3filsIMzsladLdX0nfZmb96dvKeZ5w7A/cPRm+H5D0upl9291LXZ8eAAAABZi7r/0kZs9KGlQUQs+4+80SXtsvaczdu7Psm5bUlwqH5TpPqBUdcfeJjOMOSzov6Vi+ms/BwUEfHR0tVCQAAIBNx8zG3H1wPc5dllHt7v6mu78q6ZKkMTP7qZn9eZEvPyFpJMe+CUnH1+E8+zNDpyS5+4iiJvoTRV4TAAAARVpz8DSzfWb2V2b2vqQzkl6X9D1FzdYvh32deU5xWFEwzGZC0pEii1LKeU6aWa5BUqOKam8BAABQRnGmU3otPH/HzC5Iuqgo1H3P3Xvd/buhBnTG3V919x9JOmRm38pxygFJkzn2Taj4EFjKeXLVjEpSj6SpIq8JAACAIsUZXHTMzI4qalYflnTY3WfyvcDdXy+h6T1TIubrcp7H3fPVog5IOp25MfQLPS5Je/bsKVORAAAA6kecpvYJSYPufsDdf1godJpZn5n9TY59ifBlMkY51uM8qX6gpzL3uftpdx9098EdO3as5TIAAAB1KU7wHHb3N0t8Ta9y97+sCiG8nlI0or2qywoAALAZldzU7u4/LPH4S5JeyrEvaWbSGpvTy3Ses4rmKGUCeQAAgHVQlumU1lFCa2w+L+Y8YTL5s+6+qm8nAAAAyqPkGk8z2+fulzO2dSmq1UxImnb3H5dwyhFJ+3Ps61E0vdG6nScsm3mR0AkAALC+4tR4DmVuSJs66Yfu/mMz+04J5xuX1J9jX7+iJvB1OU8YnZ/MDJ1hBSMAAACUUZzgaWUuw7CyzNUZBvsMKJqUPnNftoBZ0nlS4TJHTWexk9YDAACgSAWb2s3sRUVrsKf05ZkMPiHpUHguqrnd3SfM7LSZnXL39NrUU4oG+yQzyjMmacDMDrr7eJzzmNmAomUxXwu1nik9oeyJYsoOAACA4hXTx3NCUVP1MUUTqLty96WUpPPu/pelFMLdh8zseOhvmQznP59jhPmIcgwWKuE8r4dzHFV2q7oTAAAAYG3M3QsflTo4ap4+6u7fXb8iVb/BwUEfHS12zBMAAMDmYWZj7l7skuUlKWlUu7uPhBHsAAAAQElKHlzk7j8pdEyJo9oBAABQB/LWeJpZp6Se9Hk78wwsSkko6iNZylyeAAAAqHGFmtp/LOlFRWutp5xTNMDoUo7XJCT1rblkAAAAqCmFgueQVk8tNFGow6mZrZp7EwAAAPUtb/B092y1mi8WcV6mIwIAAMAKcQYXzRRx2F/EKAsAAABqWKHBRYUGEmWTULQq0I/iFAgAAAC1qVAfz0IDibJJiMFFAAAAyFAoeBYcSJQNg4sAAACQqVAfz2Mxz8vgIgAAAKyQN3jmGNVejGJGvgMAAKCOsHIRAAAAKoKViwAAAFARrFwEAACAimDlIgAAAFREoRrPVdJXLgp9QFO1n6PufjMcE3dQEgAAAGpUyUtmSpKZ7TOzn0maljQSHtNm9lMz21bOAgIAAKA2lBw8zaxPUdA8r6i2szs8Dkh6XdJ4qAkFAAAAlpXc1C7puKSD6U3uwYykV8zstKTvhwcAAAAgKV5T+2iW0LnM3ZOSRmOXCAAAADUpTvD0Mh0DAACAOhIneFqZjgEAAEAdKbRk5jNZNk+b2WuKBhdNZOzrl5Rw9x+Vp3gAAACoFYUGF/1cUpeyL495MNeLzEyETwAAAKQrFDwLLo8JAAAAFKNQH8+XK1IKAAAA1LxCa7W/WcrJzCwVVC+6+89jlwoAAAA1J9aSmbm4+6vu/qqkI+U8LwAAADa/OCsXycz+XNIJST0ZuxJh2+m1FQsAAAC1puTgaWYvSvpfJA1LmpJ0SNKFsLtH0XRKPyxbCQEAAFAT4tR4Hk4f6W5mE5Km3f1y2rY/d/e/LUP5AAAAUCNirdWe8f2EpMMZ23Ku5Q4AAID6FCd4dqd/4+4zkjLn+uyKXSIAAADUpDjB85KZvWhm75vZd8K282b2UzP7Zhh4xKh2AAAArFByH093f93M+hSNXH89bPuJmT0XvnflWU4TAAAA9SnWPJ7ufsndf+jul9K2Dbl7g7s3uvtbZSshAAAAakKseTxTzKxTD/p3jrr7zbUXCQAAALUoVo2nme0zs59JmpY0Eh7ToZ/ntnIWEAAAALWh5OAZ+neOSDqvqLazOzwOKOrjOR5qQgEAAIBlcZraj0s6GKZRSjcj6RUzOy3p++EBAAAASIo5gXyW0LnM3ZNaPck8AAAA6lyc4OllOgYAAAB1JE7wtDIdAwAAgDqSt4+nmT2TZfO0mb2maHDRRMa+fkkJd/9ReYoHAACAWlFocNHPFa27finLvpyrE5mZCJ8AAABIVyh4Trj7YIFjAAAAgIIK9fF8uSKlAAAAQM3LW+Pp7m/m28+SmQAAAChW3CUzO83sjKSkVi+ZubeM5QMAAECNiLNkZpekc4pGte939watXDLzHEtmAgAAIFOcGs+XJR1z91fd/ZIkufuMu19y91ckHRHLZQIAACBDnOA5U8SSmZnzewIAAKDOsWQmAAAAKiJO8OzOtzP07zwQrzgAAACoVXGC52kz+5mZ/ffpg4jCSPfvKBpg9B/KVkIAAADUhEIrF63i7jNm9l1J/0nST8wsvVl9XNJLzOcJAACATCUHT0ly9wlJf2ZmfZIGwubx1Ch3AAAAIFOs4Glmne5+MwRNwiYAAAAKijOB/M9E2AQAAECJ4gwuOiupv9wFAQAAQG2LEzynVGCeTjP7m3jFAQAAQK2K08fzoqTjZtYr6YKkpKIwmtIjaXDtRQMAAEAtiRM8fy4poWhZzGNZ9vdI6lpDmQAAAFCD4gTPCXfPW6NpZmdilgcAAAA1Kk4fz5eLOOYHMc4LAACAGlZy8HT3N8txDAAAAOpLUU3tZvaMpMOSeiX9X+7+9noWCgAAALWnYI2nmf2VojXYX5E0JGnczP7n9S4YAAAAakve4Glmz0r6rqLR693h8d9I+ksz++r6Fw8AAAC1olBT+/ckHQlrsqeMmNmgpGFJ3163kgEAAKCmFGpqt4zQKUly96RYrx0AAAAlKBQ8p/Lsu1HOggAAAKC2FQqeeddkBwAAAIoVZwL5gszsb9bjvAAAANi8Cg0uGjSzb0qazrJvv5l9K9frSi2ImR1XtAZ8MjxPuPu59T6PmSUknZJ0Ps71AAAAUJxCwfOgpBFJlmP/iRzbS2qiN7NTkibd/ZX0bWbWn76tnOcxs2FJPZIuSDou6XwpZQYAAEBpzD13RjSzUUVzeJZ0Tkln3L2oWk8z65c05u7dWfZNS+oLo+jX7Txm5pKOFVvjOTg46KOjo8UcCgAAsKmY2VixOa5UhWo8R7JNp1SImY2UcPgJRbWq2Uwoqo0sptazXOcBAADAOsg7uMjdvxfnpCW+7rCiYJjNhKQjFT4PAAAA1sG6jGov0YCkyRz7JlT8QKVynQcAAADroBqCZyGJKjsPAAAAYtjQ4BmmMpKiqY82/DwFrnHczEbNbPT69evrdRkAAICatRlqPKuCu59290F3H9yxY8dGFwcAAGDTKTSqfV25e9LMpDU2g5frPJvN3bkFfTJ9Tx9P39O1W/d1896Cbt6f18y9ed28N6+b9xd0f35RC4uuucUlLSwtaX7BNb+0JJPUYCaz1LNF2xrC95LMTA0mNTU0qKUpPBob1ByeW5oa1Jq+vbFBbc0Nam9t0ra2JrW3NKmjrUkdrdEjtb21qUHh9wUAAOrIhgbPIiRUnubzcp2n4txdn928r99+clO/vXpT731+Ux+HsDl1Z27V8WZSZ1uzOrc0qbOtWVuaG9Xc2KBtzU3L4bCx0ZbPvbQkuVxLHn3vLi15+F7S0pJrYWlJd+cWlLy3pLmFJc0vuuYWljS7sKS5hUXNLUbbl4pcNqC1qUG97S3q6WhRT3tr9HV49La3aHtHqx7uatOjiS3q3tpMSAUAoEZUQ/AckbQ/x74eScXO1F6u82you3MLGr08rX+dmNS7n8zot1dvLgdMM2lfb7v29GzVU7u6tCuxRY91R4+HOtvUtaVZ7S1NamjYmKC2sBiF0TuzC7o1u6A7swu6fX9Bt2ejR2p78u68Jm/PaerOrKbuzGni+m1N3ZnT3bnFVedsa27QI11b9GiiLXruatMjiS3a3b1V+7Zv1aNdWzbs/QIAgNJUQ/AcVzQVUjb9koYrfJ6Kuj+/qDevJPWriUn96uINvfVRUvOLrqYG0xMPb9PhL+7UU7u69OVHO/Xkw51qb62GX1l2TY0NamqMmtp3xnj9/flFTd6Z0/Vbs/ps5p6uJu/r0/B8deaefvn+DV27dX9FzWpLU4P29mzVvu3t6tvern297dq3fav6t3fooc5WaksBAKgi1ZBihiWNZW4MI9UHJJ3Jsq/f3TMniy/5PBthfnFJ73w8o19dvKFfTUxq9PK0ZheW1GDS07u69D9+vU8v7N+uwb3dVR0y10Nbc6N2JbZoV2KLtDuR9Zj5xSV9fvO+rkzd1eUbd3V58o4u3bijyzfu6Bd/uK65haXlY7e1NenJh7fpiYe36YmHO/Xkw9v0hYe2qWtLc4XeEQAASJd3rfaKFcLslCS5+1DatmFJF939lYxjxxQFyYPuPh73PBmvc0kn3P10MeUtZa32e3OLevvjpMY+nNaFy1O6cGlKd0KT8pMPb9ML+7frj/f36rm+HgLRGi0tuT69eV+Xb9zRxPXbeu/zW3rvs1v6/We3dOv+wvJxj3S16YmHt+lLj3TqK4916enHEnq0q43aUQAAtL5rtVdF8JSieTL1YBDQfkkX3P1cluNOSToq6UiWWs9SznNS0iFFIbY/HD+qaJWjIXdP5iprruB5f35Rlyfv6A+f39abV6Y19uG0/u3qTS2EtuH+He16YX+vXti/Xc/39ai3ozXnzwPl4+66OnNf7312U7//LAqj7312Sx9cu738u9ne0aKnd0Uh9Cu7uvSVx7q0s7Ntg0sOAEDl1UXw3Ewe+8JTfvx/O6P7C4tK3p3TtZuz+uzmfV1N3lvuf9jW3KBndic0sKdbB/d269k93eppb9nYgmOF+/OL+t2nN/XuJzN65+MZvfvxjN6/dmv5d/hwZ5ue3ZNY/v09tatTrU2NG1toAADWGcGzyrQ98rgfOP4f1dbcoM4tzXpoW5t2drZqb2+7Duzs0IEdHXr8oQ41NzI//2Zzd25Bv716U+98PKN3Pk5q/Mq0Ppq6J0lqaWzQ04916eDebg3sSWhgb7d2bqNWFABQWwieVaaUPp7Y/K7dvK/xK9MavxL11X334xnNLUaDmHb3bNHBPd0a2BvVbD/5cKcamd4JALCJETyrDMGzvs0uLOq3V29q/MOoH+/Yh9O6dmtWktTR2qSBvd06tLdbh/p69MzuhNqaaZ4HAGweBM8qQ/BEOnfXx9P3lmcuGL08rfc+vyVJam40PbWrS4f29ejQvh4d3EtfXwBAdSN4VhmCJwpJ3p3T+JVpvXFpWqOXp/ROWvP8gZ0dOrSvW4N7ozC6u2cLUzkBAKoGwbPKEDxRqvvzi3r3k5nluVxHP5xenlv0oc5WDe7r0aG93Rrc16MvPkI/UQDAxlnP4FlfS+MAG6StuXG5uV1/Gk12/4drt3ThclQjeuHSlP7unU8lrewnOrgv6ie6pYV+ogCAzY8azxio8cR6+CR5Lwqhaf1E3aWmhlQ/0W4d2tejwX099BMFAKwbmtqrDMETlTBzd15jV6aWa0Xf/uhBP9H9O9qXQ+hz9BMFAJQRwbPKEDyxEdL7iY6GMHoz9BPdua01BNGoVvTJh7epiQUMAAAx0McTwMp+oor6ib5/7bbeuDyl0RBG/+7dB/1En92T0PN9PXrhwHZ9ZVcXQRQAsOGo8YyBGk9Uq/R+ohcuPZhPdFtrk57v79XXDvTq6we268DODprmAQBZUeMJoCi7Elu065ld+u+e2SVJmrw9q19NTOqfP5jUP39wQyO/+1xS1DT/wv5efe3Adv27L+zQzk7WnAcArD9qPGOgxhOb1UdTd/UvF2/olx9M6lcXb+jG7TlJ0pcf7dQ3n9ipbz65Q8/s7mYeUQCoYwwuqjIET9QCd9fvPr2lf/jDNf3D769r7Mq0Fpdcia3N+pPHd+ibT+7Qnzy+Q70drRtdVABABRE8qwzBE7Vo5u68/umD6/r731/XL/5wTTduz8lM+upjieXa0Kce7VIDtaEAUNMInlWG4Ilat7Tk+s3VGf3976/r79+7prc/Tspd2t7Ron/3hZ360yei2tCurc0bXVQAQJkRPKsMwRP1ZvL2rH7xh+v6h/eu6x/fv67k3Xk1mDSwp1vffDIKol96pJOR8gBQAwieVYbgiXq2uOR666Ok/uG9a/qH967r3U9mJEUj5f/0iR360yd26uuPb1dnG7WhALAZETyrDMETeODarfv6xXsPakNv3V9QU4NpYG+3vrZ/u752oFdf3Z1QMxPYA8CmQPCsMgRPILuFxSWNX0nq79+7pn/8w3X926c35S61tzTqub4evbB/u1440KsvPtzJICUAqFIEzypD8ASKM31nTv86Mal/vnhD//LBpCZu3JEkdW9t1h/v79Uf9/fq+f5eHdjRQRAFgCrBykUANqXu9hb9+6cf0b9/+hFJ0qcz9/QvHzwIov/13c+i47Y269C+Hj3X16Pn+3r1xUe2sbY8ANQgajxjoMYTWDt310dT9/Svlyb1xqUpvXFpSlem7kqSOlqbdHBvdwiiPXr6sS61NjVucIkBoD7Q1F5lCJ7A+vh05t5yCH3j0pTev3ZbktTa1KBn9yT0XF+v/qivR8/u6daWFoIoAKwHgmeVIXgClTF5e1YXLk9HQfTypP7t6k0tudTUYPrKY116rq9Xz/f16OC+bqZvAoAyIXhWGYInsDFu3p/X2IfTyzWi73yc1Pyiy0z60iOdy03zh/b1sMY8AMRE8KwyBE+gOtybW9SbHz0IouNXpnV/fkmSdGBnx3IQfa6vR490bdng0gLA5kDwrDIET6A6zS0s6d1PZkIQndTo5Wndml2QJO3u2aLn9vXq+f4ojO7p2coSnwCQBcGzyhA8gc1hccn1u09v6tchiL5xaUrTd+clSQ91tuq5vl4919ejP+rr0YGdHQRRABDBs+oQPIHNyd31wbXb+vWlqeUw+vnNWUlST3uLnkvNJdrfoycf7lQjk9oDqENMIA8AZWBmevyhbXr8oW36H/5or9xdV6buRkF0Iho5///9NprUfltbkw7te9BH9KldXaw3DwBrRPAEULfMTHt727W3t10vDe6WJF1NRnOJRrWik/r5769Jkra2NEaT2u/r0fP9vfrKY11qa2YuUQAoBU3tMdDUDtSP67dmlwcr/frSlH7/2S1JUktTg57ZndAf9fXoub5eDexNaGsL/5cHsPnRx7PKEDyB+pW8O6cLl6f164lJvXF5Sr/5ZGZ5UvunH+sKg5V6mdQewKZF8KwyBE8AKbfSJrX/ddqk9g0mfenRzuUpnA7t61FPe8tGFxcACiJ4VhmCJ4Bc7s0t6s0r02HUfDSp/exCNKn9Fx7q0PNhCqfn+3q0s7Ntg0sLAKsRPKsMwRNAsWYXFvXuxzPLUziNXZ7SnblFSVLf9nY939ejFw5s19f297LMJ4CqQPCsMgRPAHEtLC7pt1dvLjfNv3FpUjfvR6srffnRTn398e36xoEdGtzXzah5ABuC4FllCJ4AymVxyfXOx0n98v0b+qcPbujNK9OaX3S1NjXoub4eff3Adn398e364sOdamBCewAVQPCsMgRPAOvlzuyCfn1pUv/0/g398v0bev/abUnS9o4WvbA/CqHfeHy7HunassElBVCrWLkIAOpEe2uTvvXkQ/rWkw9Jkj6bua9ffnBDv3z/un75waT+89tXJUn7d7TrG4/v0NcPbNcf7e9VRysf5wCqHzWeMVDjCWAjuLt+/9mt5Wb5Ny5N6v78kpoaTM/uSejrB3bo649v19O7utTSxPKeAOKhqb3KEDwBVIP784sa/3Ba//RB1Cz/m6szcpfamqNVlZ7b16PBfT0a2NtNjSiAohE8qwzBE0A1mr4zp3+dmNSFy9O6cHlKv70araqUmsz+0L5oIvvBvd3MIQogJ4JnlSF4AtgMbs8u6M0r07pwaUoXLk/rzY+mdX8+msz+ka42PbM7oWd2J/TV3Qk9vatL7dSKAhCDiwAAMXS0Nukbj+/QNx7fIUmaW1jSb67O6M0rSb31UVJvf5TU//ubzyRFtaJfeGibnt2T0FcfS+iZPQk9vnObGpnCCUAZETwBoE60NDVoYE+3BvZ0L2+bvD2rtz9O6q0rSb318Yz+67uf6f984yNJUntLo55+rEtf3Z3Qs7sTemZ3tx7uookeQHwETwCoY70drSumb3J3XbpxZ7lG9K2Pkvrff3lJ84tRt6yHO9v01d1denZPtw7u7dbTu7pYYQlA0QieAIBlZqb+HR3q39GhPx94TFI0ev7fPr25HETf+iipn/72c0lSc6PpS4926WAIogN7E0xuDyAnBhfFwOAiAPVu8vasxq8kNfbhtMavTOvtj5KaXYgGLj3a1aaBvSGI7unWlx7tVHMj84oCmwWDiwAAVaW3o1VHvvSQjnwpaqKfW1jS7z69qfEr01EY/XBa/+WdTyVF84p+5bGEBlK1onsS6u1o3cjiA9gg1HjGQI0nABT26cw9jX+YXA6jv706s9xXdF/vVg2EGtGDe7v1hYcYQQ9UC+bxrDIETwAo3f35Rb37yYzGPwy1oleSunF7VlI09dMzuxMhjCb07J5udW1p3uASA/WJpnYAwKbX1ty4vHqSFI2g/2jqnsauTGn8w6i/6H/8+ftacslMenxnRzT9U6gZ7d/ergZqRYFNjRrPGKjxBID1cXt2Qe98FIXQsSvTevNKUjP35iVFtaJferRTT+/q0lO7oue+7R000QNlRo0nAKAudLQ26YUD2/XCge2SpKUl18SN2xr/MKnfXJ3Ru5/M6P/41w+XR9BvbWnUlx/t1Jcf7dKXH+3Ukw936sDODm1pYW5RoBoRPAEAVauhwXRg5zYd2LlNL2m3JGlhcUkfXL+t33xyU7/5ZEa/+WRGr134SPfmFyVFzfR7e7bqCw9tix4Pb9MTD21T3/Z2tTQxrROwkQieAIBNpamxQU8+HNVuHj0YTXK/uOT6cPKO/vD5Lb332e3o+fNbev3317S4FHUpa2ow7endqv7t7erf0aG+7e3q296u/h3t2tHRKjOa7IH1RvAEAGx6jQ0PVlz6b596sH12YVET11OB9JYu3bijiet39I/v39BcaK6XpG2tTerbEYLo9g717WhXfwim7a38qQTKhX9NAICa1drUqC8+0qkvPtK5YvvSkuuT5L0QRG9HzzfuaPTytP7z21eVPu72oc5W9W1v177edu3tbde+3q3a29uuvb1bCaVAifgXAwCoOw0Npt09W7W7Z6v+5As7Vuy7P7+oy5N3dOl6FEYvXr+tDyfvauR3n+vG7bkVx+7c1hoC6Vbt2x6ew/fb2piHFMhE8AQAIE1bc+NyH9JMt+7P68PJu/pw8q4uT97Rh5N3dPnGXf3iD9d1duzjFcdu72hZrhndl/a8r7ddXVsJpahPBE8AAIq0ra1ZT+3q0lO7ulbtuzu3EELpHV0Oz5du3NGvLk7qb8c/WXFs99bmFc32+7ZHz3297UpsbWagE2oWwRMAgDLY2tKUtT+pFDXfX5m6q8s37izXll6evKMLl6f1f2f0Ke1sawrN9mnBNDTl97a3EEqxqRE8AQBYZ23NjcvzimaaXVjUR1P3VtSUXp68q7c/Surv3rmqJU8/T4N2bmvTQ52t2rmtTTs7W/VQZ5t2bnvwnNjaoq4tzcxZiqpE8AQAYAO1NjXqwM4OHdjZsWrf3MKSPknei2pIb9zR1eQ9Xbs1q89v3tfvPrupX/xhVrdnF7Ked2tLo7q2NGd9tLc2aVtbkzpam9Te2qSOtiZtS30d9rW3Nqm5kfCK8iJ4AgBQpVqaGpYnutcT2Y+5M7uga7dmde3mfX1+a1Yzd+c0c29eM/fmlbwbnu/N68rU3eXtd+cWi7p+a1PDyoCaFko7QmDtaAnP6dsyjmtvaVJDA10EQPAEAGBTa29tUl9rUxROi7S45Lozt6A7swu6fX9Bt2azf317Nu0R9n06c3/5+9uzC5pNm4g/bzlbGlcE1G1tzera2qzElmZ1b21RYmuzEltbou/bm9W1pUXdW6Ma2iZqXmsGwRMAgDrT2GDqbGtWZ1uztHqAfknmFpaioJr5CMH0zuyCbt1P2zYXPd+8P6+rM/eUvDuv5N25FX1ZM21ra1JiaxRQu9KD6pYQVlP7wnNiS7M6tzSrkVrWqkPwBAAAsbU0NailqUXd7S2xz7G05Lo1u6CZu/Oavjun5L0ojEahNNo2cy/suzuvj6buKhm6DXiOwGomdbY1R7WmW6Pa01Szf3trk9pbG7W1pUkd4bm9tVHtrU3LX29tblJrc4NaGhuWn6l5XTuCJwAA2FANDbY88GlP79aiX7e45Lp1/0E4TQ+s03fnNXN3TtN3oz6uU3fmdGXyru7MLeju7KJuzy3kDK25NDbYiiC6/NzUqJamBrU2NailqUHNjQ1qbDA1N5qaGhrU1GBqajQ1NjSoudHCvrC9wdSUdvyKYxoawutsxTkbGxrUvOp10TENZmowqcGibRa+Xt7e8OBrC8+NYVtbc2OJv7nSETwBAMCm1Nhgoam9RftUfB9XSXJ33Z9fWu7remd2UXfnoi4Bd+cWdWd2QXOLS5pbWNLsQup5MeP7B9tnw/e37i9oYWlJC4uuhSXX4pJrfnEpPLsWlpa0uOiaX3qwrRo8vatL/8//9PV1vw7BEwAA1B0z05aWRm1padT2jtYNK4e7a8m1HE4XVoTSB+E09X0UZpdWbEsPtUsenXNxKTrvkvvyNRaXHny9lHpeci25q7dCPwOCJwAAwAYxMzWa1Niw/s3c1YBesgAAAKiIqqnxNLPjkhKSkuF5wt3Pred5ynVNAAAAFFYVwdPMTkmadPdX0reZWX/6tnKep1zXBAAAQHHMS51LoNwFMOuXNObu3Vn2TUvqc/dkOc+z1msODg766OhooSIBAABsOmY25u6D63HuaujjeULSSI59E5KOr8N5ynVNAAAAFKkagudhRWEvmwlJR9bhPOW6JgAAAIpUDcFzQNJkjn0Tkoqt6i3lPOW6JgAAAIpUFYOLCkhswHlWHRtGwKea4GfN7DdlKBPqz3ZJNza6ENh0uG8QB/cN4npivU68ocHTzBLhy2SlzhP3mu5+WtLpcI7R9ep0i9rGvYM4uG8QB/cN4jKzdRtBXQ1N7QAAAKgDGxo806YsSlTqPOW6JgAAAEpT7TWeCa2xGT7GeYo59nT8oqDOce8gDu4bxMF9g7jW7d6phuA5Iml/jn09kortZ1DKedZ0zdDfEygZ9w7i4L5BHNw3iGs9751qCJ7jkvpz7OuXdHYdzlOuawIAAKBIVbtkZhh9Pi2pO3P5yrCe+kTmtmLPE+eaAAAAWJsNr/EMAfK0mZ3K2HVK0lCW0Dkm6aKZDcQ9T6nXBAAAwNpteI1nSpigPaFoYM9+SRfc/VyW405JOirpSGatZynnKfXYLMcnJE3kOx71xczOKlr5atjdJ0LN+mFJB939RJbjuZ/qTGhVOSXpfLk+a7iPal8x9w2fP8jGzE5K6lW0YqMU3R9r/ixZy/1TNcGz2oXAO+nur+TbhvoVauMHMjaPuPuRLMdyP9URMxtWNHDxgqIAcSzPB3rR9wb3UW0r8b7h8wcrhN/pD9K6GQ5Iel3RfXEsy7EV+dwheBYhV5/QsG9aUh/N8wj/8M7rwcC1UXcfz3Ic91MdMzNXjgBRyr3BfVRf8t03YT+fP1gWaiRHsoyHOazoPlm+lyr9ubPhfTw3iROKpmDKZkIP1nBHfZt09xF3Px0eqz70A+4n5FLKvcF9hHR8/iDd/mzdEd19RFHzeHr3i4p+7hA8i3NY0Q80mwlJq5oygDy4n5BLKfcG9xHi4L6pDydDv99sRiUNpn1f0c8dgmdxBiRN5tg3oZW/QNQ5M0uY2eHQJJEN9xNyKeXe4D7CKnz+IMhVKylF/Yan0r6v6OcOwbM8EhtdAFSF3tCvZlDR/ygTZnY+jEgtRanHo34k1ulYbH58/mCZux/JHECUZkD5g2mmRDmPbSrhZHUp7R9tcgOLgc3jTFrH6vHQ4X9MYYlW7ifkUsq9wX2EHPj8QV7hPydSNEvChnzuUOMJlIm7r1p8IHTk7kn7xw4AZcfnDwpJmw/2WLaBR5VC8Cwg7R9yYgOLgc1tQtIxifsJuZVyb3AfoQR8/iDlrKLVGZen5NqIzx2C59olRLMF8pvQg7n1CkmI+wnZJVT8vVHKsahtfP4gNc/rWXc/XeJLEyrz5w7BszgjCn1ksuhR1JEbdczMxsI/7GJwPyGXUu4N7iNI4vMH+YVlMy/mCZ0V/dwheBZnXLn/x9ivqPoa9S0h6WKOff2K7qEU7ifkUsq9wX2ElIT4/EEWZnZUUjIzdIYVjFIq+rnDkplFyLVEVOioOy2pmyXG6puZncy2Rm24dy5KOhI6+nM/1bk4S2Zmuze4j+pLgfuGzx+sEsJlIsc9c8rdh8LXFf3cocazCGH01+ksTRmnFHXUTVa+VKgy2e4PSRqW9ErqQ1/ifoKkqElqlVLuDe6jupT1vhGfP8hgZgMKy2Ka2dG0x/HQ9J5IHVvpzx1qPEsQpqRIKOo8u1/ShWz/k0B9Cv/j+374NqHoj8Rw+od+xvHcT3UifNAfUjRxc7+i3/moooEfqz6sS7k3uI9qVyn3DZ8/SGdm08o/+nwos5a8Up87BE8AAABUBE3tAAAAqAiCJwAAACqC4AkAAICKIHgCAACgIgieAAAAqAiCJwAAACqC4AkAAICKIHgCQExmNmBmw2E9ZABAAQRPAIghrIPco2hFmVxLGSINQR0AwRMAYnD3kbAcYXKjy7IZENQBSARPAEAFENQBSARPANgQZnbezMbCI7HR5dlIZnYq/Bym6/1nAdQ6gieATcnM+s3sbAgrbmbDRb7ufDj+Ynh9/3qXNRd3PxgeyVzHmNnhUM7z4flsCGqJsP+4mQ2Ucl0zOxmCnofH+dAUnutYT/uZZT1uLdx9yN0PShop97kBVJemjS4AAMTh7hOSjpnZKUkDkgYLvSZtUEvS3fevZ/nWKoTJVyVNSBoK7ze1LyHpVTN7TdKwu1sp53b3V8zstKRpSSPufqTAsUfCdc7FeCsAsIzgCaAWTKhA8Exrwu1Xlpo1Mzsu6WCB65yvRPgKZRmWdCzb9dw9aWYvKwTHONcI50gq+nnkK0u/KvS+AdQ+gieAzW4yPBIFjjsu6bSioHUqc6e7ny57yWIoFDpTQnAckXR+DZebUFRbnM+Qu5/IUc6qCOoANg+CJ4BNK/Q3HFGotTOz/vQm6YzjzklK9U+syr6EoXl9WNLpIgPbhNb2XiYkDZhZIls/07QQvEq1BHUAmwvBE8BmdsTdh0KTsRQF0FXBU1K/u4+Y2ZCi/p3ZjilJCInfVhRm+0NT/ul8A4WK8Gp4Hiry+KS7j+co38m0b/cr6qOZeWzq59AvacW+0MS+n4AJoJwIngA2PXefMDMpajZeUQNoZsfTwtPhzP1ruOa4orBWbEjMK9TKDkg6V2x4dfdV1071yVTURH4ubft5SZmDiC6G51XBUzma2ONap6AOYJMheALYlEJwmUzblFRUs5d+zICk0bTjs/bvrBLHwnNR00LlcVZReM1sqs9WyzsanlcMMApN7GfXWI4Vyh3UAWxOBE8Am9WgVtZeTmj1CO3BjNpOqUr7d+rBqPzRvEflEZrXByS9GIJ2T/j+iLIHvlQYXQ7s4XU0sQNYF0wgD2CzOpLRZ3FF8Ay1dmfSj1eZ+neuk4QUjVbPttPMBtImkk+f+D19VPoJRT+H45JeUuh64O4nsp03bVv6VFSnsjXhA0A5EDwB1Irl4Bn6OU5lhK1V/TvD6ken0kLcyfA4FSamTx13NG2ln1VN9WkrKJ3M3Fdi+XNy93F3P6YHTfLn3D0zfPcrCpqvuPtpdy+mv2j6z+2oytzEDgDpCJ4ANp0s/TulMFAm7DuaMbAmoShcrZjz0t0nQu1eUlFN3yvhMSRp0szGwnHnlL8P5pCkl939lTW8rfNpZc0n1WUg2/ydST0YMFSsCUmJcN0j7l6tXREA1ACCJ4DNKNvo9FSN4fcVzdmZebyyvCafc4rmuByQlpfoHFfUnL2qPGudKD2E1qQKD35KXf9Mln05a03z1MamXnNWDPwBsM4IngA2o+9rdchKDcqZzNKP89sqT//OYUlHs2xPrPG8KS9KeilHc34ibB+XNJGjCX1I0XvNfO1J5Q7dqRrSYaY2ArDeGNUOYNMws2FFg2YSksbM7FRq9HVqCcn05u5wfL9CjaeZnVW0jGMxI7YPSxrP6EN5RtKwmQ2ktoca0XLODdod+pieV1QDOhWeJyX9ILzP13K8fsTMfhACaqorQrJAF4BxZZ9+CQDKztx9o8sAABvKzKYVreN+QdEURAlFUwwNZdYChvA6lZpc3cxOxunbaWbn3T1zQve6Fn62L1PzCtQuajwBIHKhyFq/YUUDe1J9LZPrViIAqDEETwAoQWjOToaph6Tsg3wAAFkwuAgASndaUY1nP83CAFA8gicAlO41RYOPqnUVJACoSjS1A6hbYYWjE4oGE50wMxXTz9Pdx8MI+rWMBB9PTVAv6cV6rjkNo/APFzwQwKbHqHYAAABUBE3tAAAAqAiCJwAAACqC4AkAAICKIHgCAACgIgieAAAAqIj/HyGth5rcQEa6AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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gFARPAAAAlILgCQAAgFIQPAEAAFAKgicAAABKQfAEAABAKQieAAAAKAXBEwAAAKUgeAIAAKAUBE8AAACUguAJAACAUhA8AQAAUAqCJwAAAEpB8AQAAEApCJ4AAAAoxdBRFyBhZtOSIknV8Fxx9/vdOo+ZRZKmJV0Jx05Iqkj60N2rea8LAACA5o5F8DSzWUmP3P1OepuZTaS3deo8IXR+4O4zda+/J2nZzK4SPgEAADrL3P1oC2A2IWnZ3S9m7FuVdLmdEJjnPGZ2W9J7kt5Jn9vMJiUtS7rl7vONrjU1NeVLS0utigQAAHDimNmyu09149zHoY/nLUmLDfZVFDeHd/o8FcVN6wAAACjJcQie1xQHwSwVSdc7fR53v+/uFzNqUpN03yjAAgAAoKDjEDwnJT1qsK+ivTBYxnlmJM27e6MACwAAgIKOQ/BsJer2ecxsIgwsuu/utzp0PQAAAKQc6aj2MLpciqczKv08qSmVLkn6VI2b6pNpmqYl6Y033ihQSgAAgP52LKZTOiqhj2d6mqU5M7vl7gf6lYZR7vNSPKq9tEICAAD0iCNtak8N7omOw3kU9/G8FuYDBQAAQAcd9z6ekQ7ZDJ/nPCHArqj9KZwAAADQpuMQPBcVL1uZZVxSuzO1t30eM3vQpFbzsaQo1W8UAAAAHXAcgueKGk/mPiHpXifPEwJls8njJyRVWTITAACgs3IHTzN7s8NlmFPGHJshIE5KupuxLys4tnWeECjn69dpTx07kXVNAAAAHE6RGs92ayDbEiZrn89o+p6VNFNf82hmy5IehHXVi55n1szmMorzkaQV5vIEAADoPHPPNzOQme0qDp9z7v6LjhUkniczUjwI6IqkT939fsZxs5JuSLqetcJQjvNEkj5IbZoIx96pP7be1NSULy212/UUAADg5DCzZXdvd+XIfOcuEDz/yt1/ZGYXJL0rySUtufsvu1C+Y4ngCQAAelU3g2fuCeTd/UfheU1x07TM7Htm9r7iEHrX3Z90tJQAAAA48Toyqt3dP3P3jyQ9lLRsZj8zsz/rxLkBAADQGw69ZGYY5X5D0i3F82XeUzzCvBJqQS8oHkVOLSgAAEAfyx08zexjd3/PzL6vOGxOKp68/Yfu/tO6w5Om+HfMzDs5GAkAAAAnS5Eaz5tmdkNxs/qcpGuhv2dD7v4JTe8AAAD9rUjwrEi66e6ftXOwmV2WdFvSQoFrAQAAoEcUGVw0127oTLmkOLACAACgT+UOnsl0Ss2E/p/J8Q/d/d1+mucTAAAABzVtajez85LG3f1XqW1/0uKckaQZST85bOEAAADQO1r18fyJpHcUN5Un7iueKP5hg9dEki4fumQAAADoKa2C54ziIJlWabWMkpndPUyhAAAA0HuaBk93z6rVfKeN884UKw4AAAB6VZHBRU3n7AzHNGqGBwAAQJ8qsnLRm+nBRmHbBUnvKm6WX3V3BhYBAABgnyITyM9I+ov0hlAL+lHyvZl9n/AJAACAtCITyFvHSwEAAICe17LG08zeUTx9UuJyk7k8I0lvh2dqPAEAAFDTTlN7RdKEpJuSphWH0CtNjl9w979osh8AAAB9qGXwDCPUH0r6xMzuS7rh7j/oeskAAADQU3INLnL3xTCCHQAAAMilyDyeP211jJl9v1hxAAAA0Kua1nia2XlJ4+l5O5sMLEpEiqdcYnARAAAAalo1tf9E8RKZl1Lb7iseYNRodaJI0uVDlwwAAAA9pVXwnFEcJNMq7j7V7EVmdvcwhQIAAEDvaRo8G6y5/k4b550pVhwAAAD0qiKDi9aytpvZeTN7MxzTqBkeAAAAfSr3Wu1m9r9I+p6kFUlz7v4rM/tY0qTiuT4vSppJD0gCAAAAcgdPSZ8qDpwPJcnM/krSpLv/fnKAmf2lpB93pogAAADoBbmb2iVdrGtKvyVpru4YmtoBAACwT5HguZp8EVYxmpC0WHeMH6ZQAAAA6D1Fgmc6VE4rnl7pl3XHXBIAAACQUqSP51row7kmaVbSjWSHmf25pB9KutmZ4gEAAKBXFJlO6RNJyXrtV93930mSmb2vuNn9rqRrHSshAAAAekKRGs9kns6P6rbVvm9jPXcAAAD0mSJ9PNvBykUAAADYp8gE8ucl3VfjpTNNjGoHAABAnSJN7T+RdE9xrWY1Y78p7ucJAAAA1BQJngvp/pxZzOzDguUBAABAjyrSx/NxqwPc/aetjgEAAEB/KRI8q2b2ZrMDwjyfAAAAQE2RpnaXdMPMrkha1sEa0HHF67f/+JBlAwAAQA8pEjzvS4okVSS9nbE/knS5eJEAAADQi4oEz4q7TzU7wMwY1Q4AAIB9ivTxfL+NY5hAHgAAAPsUWav9MymeSN7M/iRMKK+w7a1wzMOOlRAAAAA9odCSmWb2bxVPHj8n6dr+XYxoBwAAwEG5g6eZ/ZWkB+4+4O6/r3ilIklxbai7/9jMvt/JQgIAAODkKzK4qFq3clHWuuyrBcsDAACAHlWkqf1RG8cwnRIAAAD2KRI8r9R9b/u+iVc1eqVogQAAANCbigTPRTP7mZn9cRjR7lIcOEP/zwVJ/6aThQQAAMDJl7uPp7t/ZmY/kvSRQpO6Wa3S876kP3X3Jx0rIQAAAHpCkcFFcvdFSd8ys+9JmlA8tdKSu691sGwAAADoIYWCZ+jHORG+XaCGEwAAAK203cfTzN4KfTt3JD2QtKi4P+eqmf29mf1xtwoJAACAk6+tGk8zuyvphuKw+UNJFcXN65GkcUl/KumnZvZ/SHqXGlAAAADUaxk8zeznikPmxSZ9OD8ys0jSrKRPJL3dqQICAACgNzRtajezP1e8UtG7rQYOuXvV3W9JWmbJTAAAANRr1cdzWlKuEOnuP5B0s3CJAAAA0JNaBc+1gv01mVYJAAAA+7QKno8Lnrfo6wAAANCjWgVPL3jeasHXAQAAoEcVWau9HRe6dF4AAACcUK2mU5oKE8Ov5jjnuKSp4kUCAABAL2oVPK8qnjTe2jyfh2OLNtEDAACgR7UKnivKPzWSSbpbrDgAAADoVa2C56K7P8x7UjNbLFgeAAAA9Kimg4vc/YdFTlr0dQAAAOhd3RrVDgAAAOxD8AQAAEApCJ4AAAAoBcETAAAApSB4AgAAoBQETwAAAJQid/A0sze7UA4AAAD0uCI1nvc6XgoAAAD0vFYrF2W5amYfS5pz9190qiBmNi0pklQNzxV3v9/N85jZbUmXJE2GTXNFrgkAAIDWigTPGXf/kZldMLP3JbmkJXf/ZdFCmNmspEfufie9zcwm0ts6eZ5w7IfuXg3fT0r6xMzec/e869MDAACgBXP3w5/E7HuSphSH0Lvu/iTHayckLbv7xYx9q5IuJ+GwU+cJtaKL7l6pO+6apAVJN5vVfE5NTfnS0lKrIgEAAJw4Zrbs7lPdOHdHRrW7+2fu/pGkh5KWzexnZvZnbb78lqTFBvsqkqa7cJ4r9aFTktx9UXET/a02rwkAAIA2HTp4mtmbZvaXZvb3ku5K+kTSDxU3W78f9p1vcoprioNhloqk620WJc95bptZo0FSS4prbwEAANBBRaZT+jg8f9/MPpX0QHGo+6G7X3L3H4Qa0DV3/8jdfyzpbTP7kwannJT0qMG+itoPgXnO06hmVJLGJT1u85oAAABoU5HBRTfN7IbiZvU5Sdfcfa3ZC9z9kxxN7/Wigq9reB53b1aLOilpvn5j6Bc6LUlvvPFGh4oEAADQP4o0tVckTbn7t9z9R61Cp5ldNrO/brAvCl9WC5SjG+dJ+oHO1u9z93l3n3L3qVdfffUwlwEAAOhLRYLnnLt/lvM1l9S4/+WxEMLrrOIR7ce6rAAAACdR7qZ2d/9RzuMfSnq3wb6qmUmHbE7v0HnuKZ6jlAnkAQAAuqAj0yl1UaRDNp+3c54wmfw9dz/QtxMAAACdkbvG08zedPdf1W27oLhWM5K06u4/yXHKRUlXGuwbVzy9UdfOE5bNfEDoBAAA6K4iNZ4z9RtSUyf9yN1/Ymbfz3G+FUkTDfZNKG4C78p5wuj8an3oDCsYAQAAoIOKBE/rcBnmlDFXZxjsM6l4Uvr6fVkBM9d5knDZoKaz3UnrAQAA0KaWTe1m9o7iNdgTl5tMBh9Jejs8t9Xc7u4VM5s3s1l3T9emzioe7FOtK8+ypEkzu+ruK0XOY2aTipfF/DjUeibGQ9mjdsoOAACA9rXTx7OiuKn6puIJ1F2N+1JK0oK7/0WeQrj7jJlNh/6W1XD+hQYjzBfVYLBQjvN8Es5xQ9kOdCcAAADA4Zi7tz4qOThunr7h7j/oXpGOv6mpKV9aanfMEwAAwMlhZsvu3u6S5bnkGtXu7othBDsAAACQS+7BRe7+01bH5BzVDgAAgD7QtMbTzM5LGk/P29lkYFEiUtxHMs9cngAAAOhxrZrafyLpHcVrrSfuKx5g9LDBayJJlw9dMgAAAPSUVsFzRgenFqq06nBqZgfm3gQAAEB/axo83T2rVvOdNs7LdEQAAADYp8jgorU2DvvzAmUBAABAD2s1uKjVQKIskeJVgX5cpEAAAADoTa36eLYaSJQlEoOLAAAAUKdV8Gw5kCgLg4sAAABQr1Ufz5sFz8vgIgAAAOzTNHg2GNXejnZGvgMAAKCPsHIRAAAASsHKRQAAACgFKxcBAACgFKxcBAAAgFK0qvE8IL1yUegDmtR+Lrn7k3BM0UFJAAAA6FG5l8yUJDN708x+LmlV0mJ4rJrZz8zsXCcLCAAAgN6QO3ia2WXFQXNBcW3nxfD4lqRPJK2EmlAAAACgJndTu6RpSVfTTe7BmqQ7ZjYv6YPwAAAAACQVa2pfygidNe5elbRUuEQAAADoSUWCp3foGAAAAPSRIsHTOnQMAAAA+kirJTPfyti8amYfKx5cVKnbNyEpcvcfd6Z4AAAA6BWtBhf9QtIFZS+PebXRi8xMhE8AAACktQqeLZfHBAAAANrRqo/n+6WUAgAAAD2v1Vrtn+U5mZklQfWBu/+icKkAAADQcwotmdmIu3/k7h9Jut7J8wIAAODkK7JykczszyTdkjRetysK2+YPVywAAAD0mtzB08zekfQ/SpqT9FjS25I+DbvHFU+n9KOOlRAAAAA9oUiN57X0SHczq0hadfdfpbb9mbv/uw6UDwAAAD2i0Frtdd9XJF2r29ZwLXcAAAD0pyLB82L6G3dfk1Q/1+eFwiUCAABATyoSPB+a2Ttm9vdm9v2wbcHMfmZmfxwGHjGqHQAAAPvk7uPp7p+Y2WXFI9c/Cdt+amb/InzvarKcJgAAAPpToXk83f2hu//I3R+mts24+4C7D7r7LztWQgAAAPSEQvN4JszsvPb6dy65+5PDFwkAAAC9qFCNp5m9aWY/l7QqaTE8VkM/z3OdLCAAAAB6Q+7gGfp3LkpaUFzbeTE8vqW4j+dKqAkFAAAAaoo0tU9LuhqmUUpbk3THzOYlfRAeAAAAgKSCE8hnhM4ad6/q4CTzAAAA6HNFgqd36BgAAAD0kSLB0zp0DAAAAPpI0z6eZvZWxuZVM/tY8eCiSt2+CUmRu/+4M8UDAABAr2g1uOgXitddf5ixr+HqRGYmwicAAADSWgXPirtPtTgGAAAAaKlVH8/3SykFAAAAel7TGk93/6zZfpbMBAAAQLuKLpl53szuSqrq4JKZv9fB8gEAAKBHFFky84Kk+4pHtV9x9wHtXzLzPktmAgAAoF6RGs/3Jd1094/c/aEkufuauz909zuSrovlMgEAAFCnSPBca2PJzPr5PQEAANDnWDITAAAApSgSPC822xn6d36rWHEAAADQq4oEz3kz+7mZ/TfpQURhpPv3FQ8w+jcdKyEAAAB6QquViw5w9zUz+4Gkfyvpp2aWblZfkfQu83kCAACgXu7gKUnuXpH0p2Z2WdJk2LySjHIHAAAA6hUKnmZ23t2fhKBJ2AQAAEBLRSaQ/7kImwAAAMipyOCie5ImOl0QAAAA9LYiwfOxWszTaWZ/Xaw4AAAA6FVF+ng+kDRtZpckfSqpqjiMJsYlTR2+aAAAAOglRYLnLyRFipfFvJmxf1zShUOUCQAAAD2oSPCsuHvTGk0zu1uwPAAAAOhRRfp4vt/GMR8WOC8AAAB6WO7g6e6fdeIYAAAA9Je2mtrN7C1J1yRdkvS/ufv/2c1CAQAAoPe0rPE0s79UvAb7HUkzklbM7H/odsEAAADQW5oGTzP7nqQfKB69fjE8/rWkvzCzP+p+8QAAANArWjW1/1DS9bAme2LRzKYkzUl6r2slAwAAQE9p1dRudaFTkuTuVbFeOwAAAHJoFTwfN9n3VScLAgAAgN7WKng2XZMdAAAAaFeRCeRbMrO/7sZ5AQAAcHK1Glw0ZWZ/LGk1Y98VM/uTRq/LWxAzm1a8Bnw1PFfc/X63z2NmkaRZSQtFrgcAAID2tAqeVyUtSrIG+2812J6rid7MZiU9cvc76W1mNpHe1snzmNmcpHFJn0qalrSQp8wAAADIx9wbZ0QzW1I8h2euc0q66+5t1Xqa2YSkZXe/mLFvVdLlMIq+a+cxM5d0s90az6mpKV9aWmrnUAAAgBPFzJbbzXF5tarxXMyaTqkVM1vMcfgtxbWqWSqKayPbqfXs1HkAAADQBU0HF7n7D4ucNOfrrikOhlkqkq6XfB4AAAB0QVdGtec0KelRg30VtT9QqVPnAQAAQBcch+DZSnTMzgMAAIACjjR4hqmMpHjqoyM/T4trTJvZkpkt/fa3v+3WZQAAAHrWSajxPBbcfd7dp9x96tVXXz3q4gAAAJw4Rxo8U9MbRcfhPAAAAOie417jGakzzeedOg8AAAAKOg7Bc1HSlQb7xiW1O1N7p84DAACALjgOwXNF0kSDfROS7pV8HgAAAHTBcQiec8qYYzOMVJ+UdDdjX1bAzH0eAAAAlOfIg6e7VyTNm9ls3a5ZSTP166ub2bKkB2Y2eZjzZBjPW3YAAAC0r9Va7aVw95kwT+ZtxYOArkhacPf7GYcvqsFgoTznCce8rbg2VJJmzeym4lWO2gmqAAAAyMHc/ajLcOJMTU350hJjlQAAQO8xs2V378pS40fe1A4AAID+QPAEAABAKQieAAAAKAXBEwAAAKUgeAIAAKAUBE8AAACUguAJAACAUhA8AQAAUAqCJwAAAEpB8AQAAEApCJ4AAAAoBcETAAAApSB4AgAAoBQETwAAAJSC4AkAAIBSEDwBAABQCoInAAAASkHwBAAAQCkIngAAACgFwRMAAAClIHgCAACgFARPAAAAlILgCQAAgFIMHXUBAAAAyrS763q2ua0nL7f0dD1+frK+rafrW9rY3tXG1o42d3a1sbUbf7+9o43tXW1u72pn1yVJZpLJ4mcznRoa0OjwoEaH4+fTqa9Hhwc1NjKos6eGdG50SGdPDevs6JDGhgc1MGBH/NMoF8ETAACcKFs7u3oagmI6OD4J3z9d39KTl/H38b793z/d2JZ7e9caMOnU0KBODQ9oZHBAQwMml+QuuVzu0q5Lm9s7Wt/a1ebObtvvw0w6MzKks6eGdHZ0KBVM97adq+0brvt+7/jR4UENDpiGBkxmxzvIEjwBAEAmd9fOrms7eezshmfX1s5u2Le3bXvXtbO7q62d1OvCa3Z2U6+pO3ZrZ1cvt3b0cnOn9vxia0fr4fsXmzt6trFXQ/lya6dl2c+dGtL508M6Nzqk86PDei0a1bdHz+n86WGdH92/L94WB7vR4YE4aA4N6NTQgIYG8/VK3Nl1bWzH72F9ezd+Du/h+ca2nm5s69n6tp5tbOnZxk7q6209Xd/Ws41tfbG2rmfJcZvth2RJGhywWggdGjANDQ5ocMCUxNF0Lk22mknf/to5/a//3b/I9V6LIHgCANAD3F0vNndUfRlq+V5uaS3UBK6lvn+2EQe3JNTVB76XWzu1gLi1kyPxdMCpoQGdHhnU2PCgRkfi5urTw4M6Nzqk16JRnTsVwmIqNNZ/nwTIwSNqwh4cMI2NDGlspDMRa3fX9WJrL6Am4fTZ+l6I3djebRr4t3fjWth0gE2+dsVfvB6NdaS8rRA8AQA4xrZ2dvXlk3V9vrauL5+s66unG/rq2aa+erYRHntfr281b+ZNmmlPp0Ld2VNDevXsqdq20eFBjQzFtWTDqRqz4UHT0MCAhvY9W9g3EGrXwr6k1q1ue3KeuEZu7xzDgwM63Yf9HdsxMGC1ZnVp9KiLc2gETwAAjsjuruur5xv6vLquz9de6jfVdf2m+lKfr63rN2sv9Xl1Xf/p6bp26yoeB0waP3NKr5wd0avnTunyK2f0ytkRXTp7StHpYV04vdd8HH89pHOjw0dWCwgkCJ4AAHSBu6v6Ykufr63riyd1oTI8f7G2fmAwyqmhAb0endbXo1H9q99/Ra9dGNVr0Wl9PTqtr50f1StnRxSNjRAicSIRPAEAyGl7Z1ePX2zqy7UNfb72Ul+EpvAv1uKay/h5XRvb+0Pl4IDpa+dH9Vo0qre+Genr3x3VaxdOx8EyBMyLY8PHfmQyUBTBEwDQV3Z2vTaQJhltHI+c3tb61o5ebu7qxea2nqxv6/HzDT1+vqlHzzb1+Hn8ePR8U2svtw6cd3jQ9LvnR/X1C6P67jci/ekfjOpr4fuvhcfvnBulphJ9jeAJADhWtnd29TxMPfOiLhzGo663a+FwfWtvup3acZvZI7WT4za3259ncXDAdHFsRJfOjGj8zIi+89p5XTozEm87OxKC5Wl97cKoLp0ZYXAM0ALBEwDQMe6u55s7Wg21gqsvNrX6YkvVF5tafR5P5/N8I56b8PlG/Hi2sZP6evtA83QrQwO2N0o79Tw2MqhobLi2aky8fSg8D9S+HkuN5h4b2TtHMj0PYRLoHIInACDT9s6uqi9DaHyxpdXnm6q+qAuT+77e0tqLraYrt5wZGdSZMDXMmVNDOnNqUK9Ho+HrsH0k3n721JDGTg3Vpv1JAmESDpOgOJxzgm8AR4fgCaA07q71rd1as+d6qp/dvu2bO1rf3t9EurG1W/t+PfX6ze29SZJ3dvcmT04mTd7ZdZmZBkwaNNPAgGnA4nkEB0wasHgOwVPDAxoNy+KNDu2tsZysv3wq9XWysslo+jXDg7XXJfuS15waGihlsIh7/N6TtaaTtaU3tuNm6ecbO7UJqJPaxWdh27P1bVVfbtUC5uqLTT1d3254reFBUzQ2ootjw4rGRvTmpTP63jdHFJ0Z1sXU9vTX0dgwIRHocwRPAC3t7HqtduvRs71Q8nxjW883d2qhJnl+vrmtF8lzWOruxca2Xmzt5Fr6LTEyNBCaQgdqTaKjSS3Y2JCGa5NVmwbTk1cPxEHTPZ4vccddu+7h63jbrsfL9W1s72p9a0fPnm1rI6y5vB7CW/JclFk8Rc7QwEAcgAeS4Lv/OQnD8fJ2pl2PyxyvBR2Haff432M3eS/h+zhg7hyY77Gdn20yOXVUC5FjuhiCYvq59vWZEZ0ZGWTkNYDcCJ5An0n3wXuceqy+iEfr7tv+Iv6++nKraWAcHLBaE+pY6vnrF0Y1FppNx0aGdGYk6WM3UGsqHU01o44OxX3vkm3J/uMwCtg9qUnc1fr2Tu05qa3NCqvJ1xtb8ZrN2zteC5A7SQBOf50E5F2Xy+MAahbX1Iba2YF0OE3tS2pXR0LtbW2t6VQN7NlTwzp7akjnRveauU8NDR71jxZAHyF4Aifc1s5uHBZfpELk8009fr4VTwUTmk5rofLFZsNRvcOD8Qje8TBq9ztfP6/xsRFdPBOP6k2eo7F4RZQkYJbVlHyUzKwWhC9o+KiLAwAnEsETOEbcPcwdmA6QezWP6fCYHNOsH9750SFdOntKF8eG9Xo0qu++fl4Xz4xoPITL8TP7Q+W5U0M9HyABAEeH4Al00frWzr5+kfsC5b7vt/To+aaqLza13aCT3sjQwL75A795cexgeEwFSgZyAACOG4In0CZ315OX2/rts419/SLTYfJR3bYXmzuZ5zJTbbTv+JkRvfnKmCZ/L9oXHOvD5BiDOQAAJxzBE33vxea2fvt0Q18929Bvn6Yedd9/9Wyz4fyEYyODtZrIi2MjuvLq2b0AmQqTyePC6eFjMWAGAIAyETzRkza3d/XoeX1wzA6UzzNqJc2kS2dO6dVz8ePK75yNvz4bf18fKEeHGRkMAEArBE+cCMkUQGthFZXHzzcP1E6mayxXX2xlnufC6WG9eu6UXjk7ou9+I6oFyeTxytmROFiOjWiI/pEAAHQUwROl2tze1drLLa293Awhcmvfc/Kovojnjlx7GS/Bt/Zyq+Ggm9PDg7XgOPHKWf3nly+lguT+UMmchQAAHB2CJ3Lb3XU93djWk3RwfLm5Pzy+iLclofLJyy1VX241HGwjxc3b504NKRqL+0BGY8N6LTqtKHx94fSwotMjOn86HpDzOyFQnjnFbQwAwEnAb2zI3fXo+aa+fLKuR8/iZuxHzzf1+PmGHj1Lvt4bxf3k5VbTZflODQ3ES++djgPkN8fHQmjcC5AXknB5ergWMs+NMuAGAIBeRvDsA+6u//R0Q7/66rn+4dEL/cPj5/pNdV2/qb7U52vr+mJtPXO09uCAaTxM6TN+ZkR/8Nr52lrNF2qBca92MtnGQBsAAJCF4NlDtnd29Q+PX+jvvniq//DFU/3dl0/1MITNl1t7TdxDA6bfPT+q16JR/dE3I/1X/3xUX78wqq9dGNWls6dqYfP86LAGqIEEAAAdQvA8oda3dvT/fv5Ef/NPa/r3v17T//ObJ/r/fvustga3mfTG+Ji+9epZ/csrr+jNV8b05qUzevPSGb0WjTJiGwAAlI7geQJs7ezq7758qn//67XwqOpvv3haG+V96cyI/uD1C/pXv/+K/rPfPad/9rvn9K3fOavTIzR5AwCA44Pgecy4uz5fW9dn/1jVZ/+4ql/+x6r+5p/WtBFqMi+cHtYffuOCpv/LCf3hNy7ou9+I9NqFUZZSBAAAxx7B84i92NzW3/x6TZ/9x72g+eWTDUnx6PDvvn5B/+1/8Xv6o29G+sNvXNAb42OETAAAcCIRPEv0YnNbf/flM/2H0Dfzs3+s6m+/fKqd0GT+5qUx/csrr+h7b0R665uRvv218xoZoi8mAADoDQTPDtve2dWXTzf0T6sv9evVF/rHxy/0t2GU+a8ePZeH+S/PnRrSW29E+u+/c0Xfe+Oi/uibkcbPjBxt4QEAALqI4FnAF2vr+p//9/9bWzu7erGxU1ut5/O1dX3xZL1WgynFo8t/b3xM3/n6ef3Xb72ub3/9nL7ztfP6xsXTTFUEAAD6CsGzgK+eb+j+8q81PDigsZFBXTg9rPOjw3r7zYt6/eJpfePimF6PTuv1i6f1enSaCdUBAABE8Czkn792QUv/078+6mIAAACcKIxcAQAAQCkIngAAACgFwRMAAAClIHgCAACgFARPAAAAlILgCQAAgFIQPAEAAFAKgicAAABKQfAEAABAKQieAAAAKAXBEwAAAKUgeAIAAKAUBE8AAACUguAJAACAUhA8AQAAUAqCJwAAAEpB8AQAAEApho66AAkzm5YUSaqG54q73+/meTp1TQAAALR2LIKnmc1KeuTud9LbzGwiva2T5+nUNQEAANAec/ejLYDZhKRld7+YsW9V0mV3r3byPIe95tTUlC8tLbUqEgAAwIljZsvuPtWNcx+HPp63JC022FeRNN2F83TqmgAAAGjTcQie1xSHvSwVSde7cJ5OXRMAAABtOg7Bc1LSowb7KpLarerNc55OXRMAAABtOhaDi1qIjuA8B44NI+CTJvgNM/u/OlAm9J9XJH111IXAicN9gyK4b1DUP+vWiY80eJpZFL6slnWeotd093lJ8+EcS93qdIvexr2DIrhvUAT3DYoys66NoD4OTe0AAADoA0caPFNTFkVlnadT1wQAAEA+x73GM9Ihm+ELnKedY+eLFwV9jnsHRXDfoAjuGxTVtXvnOATPRUlXGuwbl9RuP4M85znUNUN/TyA37h0UwX2DIrhvUFQ3753jEDxXJE002Dch6V4XztOpawIAAKBNx3bJzDD6fFXSxfrlK8N66pX6be2ep8g1AQAAcDhHXuMZAuS8mc3W7ZqVNJMROpclPTCzyaLnyXtNAAAAHN6R13gmwgTtkeKBPVckferu9zOOm5V0Q9L1+lrPPOfJe2zG8ZGkSrPj0V/M7J7ila/m3L0SatavSbrq7rcyjud+6jOhVWVW0kKnPmu4j3pfO/cNnz/IYma3JV1SvGKjFN8fh/4sOcz9c2yC53EXAu8jd7/TbBv6V6iNn6zbvOju1zOO5X7qI2Y2p3jg4qeKA8TNJh/obd8b3Ee9Led9w+cP9gn/ph+muhlOSvpE8X1xM+PYUj53CJ5taNQnNOxblXSZ5nmE/3gL2hu4tuTuKxnHcT/1MTNzNQgQee4N7qP+0uy+Cfv5/EFNqJFczBgPc03xfVK7l8r+3DnyPp4nxC3FUzBlqWhvDXf0t0fuvuju8+Fx4EM/4H5CI3nuDe4jpPH5g7QrWd0R3X1RcfN4uvtFqZ87BM/2XFP8A81SkXSgKQNogvsJjeS5N7iPUAT3TX+4Hfr9ZlmSNJX6vtTPHYJneyYlPWqwr6L9/4Doc2YWmdm10CSRhfsJjeS5N7iPcACfPwga1UpKcb/hx6nvS/3cIXh2RnTUBcCxcCn0q5lS/BdlZGYLYURqHnmPR/+IunQsTj4+f1Dj7tfrBxClTKp5MK0XdfLYoRwn60up/7TVIywGTo67qY7VK6HD/7LCEq3cT2gkz73BfYQG+PxBU+GPEymeJeFIPneo8QQ6xN0PLD4QOnKPp/6zA0DH8fmDVlLzwd7MGnhUFoJnC6n/yNERFgMnW0XSTYn7CY3luTe4j5ADnz9I3FO8OmNtSq6j+NwheB5eJJot0FxFe3PrtRKJ+wnZIrV/b+Q5Fr2Nzx8k87zec/f5nC+N1OHPHYJnexYV+shkGFfckRt9zMyWw3/sdnA/oZE89wb3ESTx+YPmwrKZD5qEzlI/dwie7VlR478YJxRXX6O/RZIeNNg3ofgeSnA/oZE89wb3ERKR+PxBBjO7IalaHzrDCkaJUj93WDKzDY2WiAoddVclXWSJsf5mZrez1qgN984DSddDR3/upz5XZMnMrHuD+6i/tLhv+PzBASFcRg3umVl3nwlfl/q5Q41nG8Lor/mMpoxZxR11q+WXCsdM1v0hSXOS7iQf+hL3EyTFTVIH5Lk3uI/6UuZ9Iz5/UMfMJhWWxTSzG6nHdGh6j5Jjy/7cocYzhzAlRaS48+wVSZ9m/SWB/hT+4vsgfBsp/iUxl/7Qrzue+6lPhA/6txVP3Dyh+N98SfHAjwMf1nnuDe6j3pXnvuHzB2lmtqrmo89n6mvJy/rcIXgCAACgFDS1AwAAoBQETwAAAJSC4AkAAIBSEDwBAABQCoInAAAASkHwBAAAQCkIngAAACgFwRMACjKzSTObC+shAwBaIHgCQAFhHeRxxSvKNFrKECkEdQAETwAowN0Xw3KE1aMuy0lAUAcgETwBACUgqAOQCJ4AcCTMbMHMlsMjOuryHCUzmw0/h9V+/1kAvY7gCeBEMrMJM7sXwoqb2Vybr1sIxz8Ir5/odlkbcfer4VFtdIyZXQvlXAjP90JQi8L+aTObzHNdM7sdgp6Hx0JoCm90rKd+ZpnHHYa7z7j7VUmLnT43gONl6KgLAABFuHtF0k0zm5U0KWmq1WtSg1qq7n6lm+U7rBAmP5JUkTQT3m+yL5L0kZl9LGnO3S3Pud39jpnNS1qVtOju11scez1c536BtwIANQRPAL2gohbBM9WEO6GMmjUzm5Z0tcV1FsoIX6Esc5JuZl3P3atm9r5CcCxyjXCOquKfR7OyTKik9w2g9xE8AZx0j8IjanHctKR5xUFrtn6nu893vGQFtAqdiRAcFyUtHOJyFcW1xc3MuPutBuU8FkEdwMlB8ARwYoX+hosKtXZmNpFukq477r6kpH/isexLGJrX5yTNtxnYKjrce6lImjSzKKufaSoEH3BcgjqAk4XgCeAku+7uM6HJWIoD6IHgKWnC3RfNbEZx/86sY3IJIfE9xWF2IjTlzzcbKNSGj8LzTJvHV919pUH5bqe+vaK4j2b9scnPYULSvn2hif0KARNAJxE8AZx47l4xMyluNt5XA2hm06nwdK1+/yGuuaI4rLUbEpsKtbKTku63G17d/cC1kz6ZipvI76e2L0iqH0T0IDwfCJ5q0MReVJeCOoAThuAJ4EQKweVRalNVcc1e+phJSUup4zP7dx4TN8NzW9NCNXFPcXitb6rPquVdCs/7BhiFJvZ7hyzHPp0O6gBOJoIngJNqSvtrLys6OEJ7qq62Uzqm/Tu1Nyp/qelRTYTm9UlJ74SgPR6+v67swJeE0VpgD6+jiR1AVzCBPICT6npdn8V9wTPU2t1NH68O9e/skkiKR6tn7TSzydRE8umJ39Oj0m8p/jlMS3pXoeuBu9/KOm9qW3oqqtmsJnwA6ASCJ4BeUQueoZ/j47qwdaB/Z1j9aDYV4m6Hx2yYmD457kZqpZ8DTfWpFZRu1+/LWf6G3H3F3W9qr0n+vrvXh+8JxUHzjrvPu3s7/UXTP7cb6nATOwCkETwBnDgZ/TulMFAm7LtRN7AmUhyu9s156e6VULtXVVzTdyc8ZiQ9MrPlcNx9Ne+DOSPpfXe/c4i3tZAqazNJl4Gs+Tur2hsw1K6KpChc97q7H9euCAB6AMETwEmUNTo9qTH8QPGcnfXHK+M1zdxXPMflpFRbonNFcXP2gfIcdqL0EFqraj34Kbn+3Yx9DWtNm9TGJq+5Jwb+AOgygieAk+gDHQxZyaCcRxn9ON9TZ/p3zkm6kbE9OuR5E+9IerdBc34Utq9IqjRoQp9R/F7rX3tbjUN3UkM6x9RGALqNUe0ATgwzm1M8aCaStGxms8no62QJyXRzdzh+QqHG08zuKV7GsZ0R29ckrdT1obwrac7MJpPtoUa0k3ODXgx9TBcU14A+Ds+PJH0Y3ufHDV6/aGYfhoCadEWotugCsKLs6ZcAoOPM3Y+6DABwpMxsVfE67p8qnoIoUjzF0Ex9LWAIr4+TydXN7HaRvp1mtuDu9RO697Xws32fmlegd1HjCQCxT9us9ZtTPLAn6WtZ7VqJAKDHEDwBIIfQnF0NUw9J2YN8AAAZGFwEAPnNK67xnKBZGADaR/AEgPw+Vjz46LiuggQAxxJN7QD6Vljh6JbiwUS3zEzt9PN095Uwgv4wI8FXkgnqJb3TzzWnYRT+tZYHAjjxGNUOAACAUtDUDgAAgFIQPAEAAFAKgicAAABKQfAEAABAKQieAAAAKMX/DyjTP+YLuVdbAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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nlHs5iSWVjkq6qepd9fEyTWOS9NJLL2WoJQAAQGfbFcsp7ZQwxjO5zNKkmV1y9y3jSsMs96tSNKs9t0oCAAC0iR3tak9M7inshnIUjfE8F9YDBQAAQBPt9jGeBW2zGz5NOSHAzqnxJZwAAADQoN0QPKcVbVtZyZCkRldqb7gcM7tVo1XznqRCYtwoAAAAmmA3BM85VV/MfVjS9WaWEwJlrcXjhyWV2DITAACguVIHTzM72eQ6TKrCGpshII5IulbhuUrBsaFyQqC8Wr5Pe+Lc4UrXBAAAwPZkafFstAWyIWGx9qsVur4nJI2Xtzya2aykW2Ff9azlTJjZZIXqvCNpjrU8AQAAms/c060MZGbrisLnpLv/vGkVidbJLCiaBHRa0k13v1HhvAlJFySdr7TDUIpyCpLeShwaDudeKT+33OjoqM/MNDr0FAAAYO8ws1l3b3TnyHRlZwief+vuPzSzI5Jel+SSZtz9Fy2o365E8AQAAO2qlcEz9QLy7v7D8HVBUde0zOy7ZvamohB6zd3vN7WWAAAA2POaMqvd3d9393ck3ZY0a2Y/NbO/bEbZAAAAaA/b3jIzzHK/IOmSovUyryuaYV4MraBHFM0ipxUUAACgg6UOnmb2rru/YWbfUxQ2RxQt3v4Dd/9J2elxV/xrZubNnIwEAACAvSVLi+dFM7ugqFt9UtK5MN6zKnd/j653AACAzpYleBYlXXT39xs52cxOSbosaSrDtQAAANAmskwummw0dCYcVRRYAQAA0KFSB894OaVawvjP+Pzb7v56J63zCQAAgK1qdrWb2YCkIXe/kzj2Z3XKLEgal/Tj7VYOAAAA7aPeGM8fS3pNUVd57IaiheJvV3lNQdKpbdcMAAAAbaVe8BxXFCSTivW2UTKza9upFAAAANpPzeDp7pVaNV9roNzxbNUBAABAu8oyuajmmp3hnGrd8AAAAOhQWXYuOpmcbBSOHZH0uqJu+Xl3Z2IRAAAANsmygPy4pL9OHgitoO/E35vZ9wifAAAASMqygLw1vRYAAABoe3VbPM3sNUXLJ8VO1VjLsyDpbPhKiycAAAA2NNLVXpQ0LOmipDFFIfR0jfOn3P2vazwPAACADlQ3eIYZ6rclvWdmNyRdcPfvt7xmAAAAaCupJhe5+3SYwQ4AAACkkmUdz5/UO8fMvpetOgAAAGhXNVs8zWxA0lBy3c4aE4tiBUVLLjG5CAAAABvqdbX/WNEWmUcTx24ommBUbXeigqRT264ZAAAA2kq94DmuKEgmFd19tNaLzOzadioFAACA9lMzeFbZc/21Bsodz1YdAAAAtKssk4sWKh03swEzOxnOqdYNDwAAgA6Veq92M/u/JH1X0pykSXe/Y2bvShpRtNbnoKTx5IQkAAAAIHXwlHRTUeC8LUlm9reSRtz9lfgEM/sbST9qThUBAADQDlJ3tUsaLOtKvyRpsuwcutoBAACwSZbgOR//IexiNCxpuuwc306lAAAA0H6yBM9kqBxTtLzSL8rOOSoAAAAgIcsYz4UwhnNB0oSkC/ETZvZXkn4g6WJzqgcAAIB2kWU5pfckxfu1n3H3/yRJZvamom73a5LONa2GAAAAaAtZWjzjdTrfKTu28X0D+7kDAACgw2QZ49kIdi4CAADAJlkWkB+QdEPVt840MasdAAAAZbJ0tf9Y0nVFrZqlCs+bonGeAAAAwIYswXMqOZ6zEjN7O2N9AAAA0KayjPG8V+8Ed/9JvXMAAADQWbIEz5KZnax1QljnEwAAANiQpavdJV0ws9OSZrW1BXRI0f7tP9pm3QAAANBGsgTPG5IKkoqSzlZ4viDpVPYqAQAAoB1lCZ5Fdx+tdYKZMasdAAAAm2QZ4/lmA+ewgDwAAAA2ybJX+/tStJC8mf1ZWFBe4dh3wjm3m1ZDAAAAtIVMW2aa2X9UtHj8pKRzm59iRjsAAAC2Sh08zexvJd1y9y53f0XRTkWSotZQd/+RmX2vmZUEAADA3pdlclGpbOeiSvuyz2esDwAAANpUlq72uw2cw3JKAAAA2CRL8Dxd9r1t+iba1ehY1goBAACgPWUJntNm9lMz+9Mwo92lKHCG8Z9Tkv5DMysJAACAvS/1GE93f9/MfijpHYUudbONRs8bkv7c3e83rYYAAABoC1kmF8ndpyW9bGbflTSsaGmlGXdfaGLdAAAA0EYyBc8wjnM4fDtFCycAAADqaXiMp5l9J4ztXJN0S9K0ovGc82b2GzP701ZVEgAAAHtfQy2eZnZN0gVFYfMHkoqKutcLkoYk/bmkn5jZ/y/pdVpAAQAAUK5u8DSznykKmYM1xnC+Y2YFSROS3pN0tlkVBAAAQHuo2dVuZn+laKei1+tNHHL3krtfkjTLlpkAAAAoV2+M55ikVCHS3b8v6WLmGgEAAKAt1QueCxnHa7KsEgAAADapFzzvZSw36+sAAADQpuoFT89Ybinj6wAAANCmsuzV3ogjLSoXAAAAe1S95ZRGw8Lw8ynKHJI0mr1KAAAAaEf1gucZRYvGW4PleTg3axc9AAAA2lS94Dmn9EsjmaRr2aoDAACAdlUveE67++20hZrZdMb6AAAAoE3VnFzk7j/IUmjW1wEAAKB9tWpWOwAAALAJwRMAAAC5IHgCAAAgFwRPAAAA5ILgCQAAgFwQPAEAAJCL1MHTzE62oB4AAABoc1laPK83vRYAAABoe/V2LqrkjJm9K2nS3X/erIqY2ZikgqRS+Fp09xutLMfMLks6KmkkHJrMck0AAADUlyV4jrv7D83siJm9Kcklzbj7L7JWwswmJN119yvJY2Y2nDzWzHLCuW+7eyl8PyLpPTN7w93T7k8PAACAOszdt1+I2XcljSoKodfc/X6K1w5LmnX3wQrPzUs6FYfDZpUTWkWn3b1Ydt45SVOSLtZq+RwdHfWZmZl6VQIAANhzzGzW3UdbUXZTZrW7+/vu/o6k25JmzeynZvaXDb78kqTpKs8VJY21oJzT5aFTktx9WlEX/aUGrwkAAIAGbTt4mtlJM/sbM/uNpGuS3pP0A0Xd1m+G5wZqFHFOUTCspCjpfINVSVPOZTOrNklqRlHrLQAAAJooy3JK74av3zOzm5JuKQp1P3D3o+7+/dACuuDu77j7jySdNbM/q1LkiKS7VZ4rqvEQmKacai2jkjQk6V6D1wQAAECDskwuumhmFxR1q09KOufuC7Ve4O7vpeh6L1fI+Lqq5bh7rVbUEUlXyw+GcaFjkvTSSy81qUoAAACdI0tXe1HSqLu/7O4/rBc6zeyUmf1dlecK4Y+lDPVoRTnxONCJ8ufc/aq7j7r76DPPPLOdywAAAHSkLMFz0t3fT/mao6o+/nJXCOF1QtGM9l1dVwAAgL0odVe7u/8w5fm3Jb1e5bmSmUnb7E5vUjnXFa1RygLyAAAALdCU5ZRaqKBtdp83Uk5YTP66u28Z2wkAAIDmSN3iaWYn3f1O2bEjilo1C5Lm3f3HKYqclnS6ynNDipY3alk5YdvMW4ROAACA1srS4jlefiCxdNIP3f3HZva9FOXNSRqu8tywoi7wlpQTZueXykNn2MEIAAAATZQleFqT6zCpCmt1hsk+I4oWpS9/rlLATFVOHC6rtHQ2umg9AAAAGlS3q93MXlO0B3vsVI3F4AuSzoavDXW3u3vRzK6a2YS7J1tTJxRN9imV1WdW0oiZnXH3uSzlmNmIom0x3w2tnrGhUPdCI3UHAABA4xoZ41lU1FV9UdEC6q7qYyklacrd/zpNJdx93MzGwnjLUih/qsoM82lVmSyUopz3QhkXVNmW4QQAAADYHnP3+mfFJ0fd0xfc/futq9LuNzo66jMzjc55AgAA2DvMbNbdG92yPJVUs9rdfTrMYAcAAABSST25yN1/Uu+clLPaAQAA0AFqtnia2YCkoeS6nTUmFsUKisZIplnLEwAAAG2uXlf7jyW9pmiv9dgNRROMbld5TUHSqW3XDAAAAG2lXvAc19alhYr1Bpya2Za1NwEAANDZagZPd6/UqvlaA+WyHBEAAAA2yTK5aKGB0/4qQ10AAADQxupNLqo3kaiSgqJdgX6UpUIAAABoT/XGeNabSFRJQUwuAgAAQJl6wbPuRKJKmFwEAACAcvXGeF7MWC6TiwAAALBJzeBZZVZ7IxqZ+Q4AAIAOws5FAAAAyAU7FwEAACAX7FwEAACAXLBzEQAAAHJRr8Vzi+TORWEMaNz6OePu98M5WSclAQAAoE2l3jJTkszspJn9TNK8pOnwmDezn5rZ4WZWEAAAAO0hdfA0s1OKguaUotbOwfB4WdJ7kuZCSygAAACwIXVXu6QxSWeSXe7BgqQrZnZV0lvhAQAAAEjK1tU+UyF0bnD3kqSZzDUCAABAW8oSPL1J5wAAAKCDZAme1qRzAAAA0EHqbZn5nQqH583sXUWTi4plzw1LKrj7j5pTPQAAALSLepOLfi7piCpvj3mm2ovMTIRPAAAAJNULnnW3xwQAAAAaUW+M55u51AIAAABtr95e7e+nKczM4qB6y91/nrlWAAAAaDuZtsysxt3fcfd3JJ1vZrkAAADY+7LsXCQz+0tJlyQNlT1VCMeubq9aAAAAaDepg6eZvSbp/5Q0KemepLOSboanhxQtp/TDptUQAAAAbSFLi+e55Ex3MytKmnf3O4ljf+nu/6kJ9QMAAECbyLRXe9n3RUnnyo5V3csdAAAAnSlL8BxMfuPuC5LK1/o8krlGAAAAaEtZgudtM3vNzH5jZt8Lx6bM7Kdm9qdh4hGz2gEAALBJ6jGe7v6emZ1SNHP9vXDsJ2b2T8L3rhrbaQIAAKAzZVrH091vu/sP3f124ti4u3e5e7e7/6JpNQQAAEBbyLSOZ8zMBvR0fOeMu9/ffpUAAADQjjK1eJrZSTP7maR5SdPhMR/GeR5uZgUBAADQHlIHzzC+c1rSlKLWzsHweFnRGM+50BIKAAAAbMjS1T4m6UxYRilpQdIVM7sq6a3wAAAAACRlXEC+Qujc4O4lbV1kHgAAAB0uS/D0Jp0DAACADpIleFqTzgEAAEAHqTnG08y+U+HwvJm9q2hyUbHsuWFJBXf/UXOqBwAAgHZRb3LRzxXtu367wnNVdycyMxE+AQAAkFQveBbdfbTOOQAAAEBd9cZ4vplLLQAAAND2arZ4uvv7tZ5ny0wAAAA0KuuWmQNmdk1SSVu3zDzRxPoBAACgTWTZMvOIpBuKZrWfdvcubd4y8wZbZgIAAKBclhbPNyVddPd33P22JLn7grvfdvcrks6L7TIBAABQJkvwXGhgy8zy9T0BAADQ4dgyEwAAALnIEjwHaz0Zxne+nK06AAAAaFdZgudVM/uZmf2b5CSiMNP9e4omGP2HptUQAAAAbaHezkVbuPuCmX1f0n+U9BMzS3arz0l6nfU8AQAAUC518JQkdy9K+nMzOyVpJByei2e5AwAAAOUyBU8zG3D3+yFoEjYBAABQV5YF5H8mwiYAAABSyjK56Lqk4WZXBAAAAO0tS/C8pzrrdJrZ32WrDgAAANpVljGetySNmdlRSTcllRSF0diQpNHtVw0AAADtJEvw/LmkgqJtMS9WeH5I0pFt1AkAAABtKEvwLLp7zRZNM7uWsT4AAABoU1nGeL7ZwDlvZygXAAAAbSx18HT395txDgAAADpLQ13tZvYdSeckHZX0/7r7L1tZKQAAALSfui2eZvY3ivZgvyJpXNKcmf0fra4YAAAA2kvN4Glm35X0fUWz1wfD459L+msze7X11QMAAEC7qNfV/gNJ58Oe7LFpMxuVNCnpjZbVDAAAAG2lXle7lYVOSZK7l8R+7QAAAEihXvC8V+O5L5pZEQAAALS3esGz5p7sAAAAQKOyLCBfl5n9XSvKBQAAwN5Vb3LRqJn9qaT5Cs+dNrM/q/a6tBUxszFFe8CXwteiu99odTlmVpA0IWkqy/UAAADQmHrB84ykaUlW5flLVY6n6qI3swlJd939SvKYmQ0njzWzHDOblDQk6aakMUlTaeoMAACAdMy9ekY0sxlFa3imKlPSNXdvqNXTzIYlzbr7YIXn5iWdCrPoW1aOmbmki422eI6OjvrMzEwjpwIAAOwpZjbbaI5Lq16L53Sl5ZTqMbPpFKdfUtSqWklRUWtkI62ezSoHAAAALVBzcpG7/yBLoSlfd05RMKykKOl8zuUAAACgBVoyqz2lEUl3qzxXVOMTlZpVDgAAAFpgNwTPegq7rBwAAABksKPBMyxlJEVLH+14OXWuMWZmM2Y28/nnn7fqMgAAAG1rL7R47gruftXdR9199Jlnntnp6gAAAOw5Oxo8E8sbFXZDOQAAAGid3d7iWVBzus+bVQ4AAAAy2g3Bc1rS6SrPDUlqdKX2ZpUDAACAFtgNwXNO0nCV54YlXc+5HAAAALTAbgiek6qwxmaYqT4i6VqF5yoFzNTlAAAAID87HjzdvSjpqplNlD01IWm8fH91M5uVdMvMRrZTTgVDaesOAACAxtXbqz0X7j4e1sm8rGgS0GlJU+5+o8Lp06oyWShNOeGcs4paQyVpwswuKtrlqJGgCgAAgBTM3Xe6DnvO6Oioz8wwVwkAALQfM5t195ZsNb7jXe0AAADoDARPAAAA5ILgCQAAgFwQPAEAAJALgicAAAByQfAEAABALgieAAAAyAXBEwAAALkgeAIAACAXBE8AAADkguAJAACAXBA8AQAAkAuCJwAAAHJB8AQAAEAuCJ4AAADIBcETAAAAuSB4AgAAIBcETwAAAOSC4AkAAIBcEDwBAACQC4InAAAActGz0xUAAACoxd217tK6u9bWXe7SmrvW3bW+Hj0XHfdwXOF4dH7ytdFrwvceXhO+3ygrRdnV6rLu8Tlby/ayeq2vx3XZ/Nr19Qpll78+rotr43i9ej39uYavcr3y7GH9P//LSMt/lwRPAACQyerauhaXVnV/aUX3H8dfV3R/aUUPltf0+MmqHq+s6dGTNT1+Er6uRH9eWlnTytq6nqy5VtfWtbruerK6rtX1da2uuZ6sRV9X19e1sub1K7OHdJnUZaauLlOXSd1mm7/vMplZOK5w3MLxWucnyu2Seru6ou/Da7tMMjOZJLOoLtF30guF/bm8d4InAACQFLWYPXyyps8XlxOPJX3+IPrzFw+e6PPFZd19sKz7S6t6sLxat8zuLtOB3m7t7wuP3m4d6OvWvt5uHezvUW93l3q7TT3ha29Xl3q6beN4b3eXerq71G2m7q4oOMUhqjxUbQQ0CwGty7YEvPj1G2VthDhtLsvKwl5clj0Ne9XKrlaX+M8Wp74ORPAEAKDNLa+ubYTGTY8HSxt/jp9/vLK25fXdXaZjh/p07FC/njncr688e1hH9vdqYH+PBvb1amB/b/T9vh4N7O/V4X09OtTfo/193err7urooIXNCJ4AAOxBT1bXNf/oib54sLw1VD4ILZUhUC48XqlYxuCBXj1zuF/HDvXruy8V9EwIlpseh/o1eKBPXV2ER2wfwRMAgB22tu5aXFrZGC+58GhFdx8+0b2HT3T3wbK+CF+j76OweX+pcjf3wb7ujdD4lWcP649f7q8YKI8e7FdfD4vbIF8ETwAAEtbCJJfl1bXwNX48/X7z1/Lj5a/bevzhchQwF5dWdf/xih4+2dq9HTOThg706eihPg0d7NPXjw/o2ME+DR3s19FDfTp6sG8jTB471K+D/fzTjt2LuxMAsCe5ux6vrOn+41UtLkUzqe+HIBe3HC4urepxmFG9tBp9fbyypuWV9Wh29Uo0u3opzLReXo1mVzdDf0+X+nq61N/Trf6ero3v+3q6dKi/R6eOHdTAvl4d3heNlTy8LxojGX9/7FC/jh7sU+FAn7rp5kabIHgCAHIXh8YHS6taXF7V4tKqHiyt6sFyFB4XtwTIaLmexeWVRNBc1VqdkNjbbTrQ16P9vd3a19ulfb3RbOr9vd06dqhP+8Ps6vhYfxwUe7vU192V+BpNkkkGyP6e7vC1q+xrt3q7jQk1QAUETwAdw921suZaXl172g26sralO3R5JXy/tqaVNddKWE9wZS1aT3B1bT3687prJbSQrYRjyfUHV9bWNxaF9nD9qB6hPgrPeeLP0RNSWJ6lpztakqWnK1q2Jfm1e2NZmLKHmbq7nz7/dFmYaImX5PHk0i/dYWmYjefDc2vriYWww0LXa4kFtFfW1rW8sq6lxM9uaePnuqbHK1HX8oOw/M7i0ooeLK+qkYbFQ/09Orwvnjndoy8d3qeXn+kpayWMZlHHs6njcwf29aq/hxnVwG5C8ASw49xdSyvrevRkVY/CItOPnkRdpA/Dn+Pjj5+s6uHGYtSrerzyNDxuBMfEmLw4CMXHvYnrUG+sMdhl6uvpUk9Xl3p7onUIo7UHwxqAkpRYtDmOQbbpWPSESbKuKIyurq9reTXsROKu1bUo7K2uRzuRbPoajq+VP0LwzUN3l2lfT9Q62N8TtS72h+8P9/fomUP9OhSW2YmX20l+f7Av+n4ghMlD+3roYgbaDMETQNMsr67p3sMn+mLxie4+jGbdLjwOO5mE3Uyi78Pxje9XGmr9ivV0mQ70detAX89G92ncRXqwv0dDBxPj6nq3jrGLu1L7e6qd170xFu9pqDT19nSFUGkbO4XsBfF2g8lWyrUK2+jFYXXT1oL+dFHt7rDIdndZ62hvT5f29USLfANALQRPAHU9XF7VpwtL+nThsT4tLenThSV9/mBpI2DeffBEnz9Y1mKV5V0kqa+na2OB6SP7e3X0UJ9OHTu4sQj1wf4eHejt1oH+Hh3o69bBvmjx6ThgJo+xBEw68VZ6tB4C2GkETwB6/GRNH957qDtfPNKduw/123uP9GnpsT5dWNInpccV1wscOhgt43L0UJ/+6PjAxgzco4f6dSws+1I40Luxq8m+3u4deGcAgN2E4Al0iLV11+/uPdI/fLao21881J0vHurO3Shs/v7+0qZzBw/06nhhv14YPKCzJ4f05cI+HT+yX18+sk/HC/v17MA+Wh0BAKkRPIE24+76fHFZ//X3i/r1Z4sbX3/92aKWVtY3zjt2qE8njh7UH798TCePHtDJYwd18uhBnTh2QAP7enfwHQAA2hXBE9jD3F0flx7rg48W9PcfL+iDjxb0q08WNP/o6b7Mzxzu11efPax/+09P6KvPHtZXnjus4WcOEi4BALkjeAJ7yGf3l/TL35X0wccL+vuPFvTBxwu69/CJpGhpn689N6B//o3n9LXnooD51WcP6+ih/h2uNQAAEYInsEutr7v+8fMHunnnnmbuzOvmnXv6aP6xpGh28itfOqTzX39W33rhiL79whF99bnD6u9hAg8AYPcieAK7xPLqmj74aEE378xr5s49zXw4r4XHUZf5M4f7dfbkoP73Pz6l77xY0B99eUD7+wiZAIC9heAJ7JCFRyua/e29jaD5y48W9GQ1mvxz+pmD+p+/+ZxGTw7p7MlBvTR0YM8sVg4AQDUETyAH8SSguMt85s68/uGzRUnRLjzfeuGI/t0/O6nRE4M6c2KQcZkAgLZE8ARaYG3d9Q+/X9TMh09bND9diNbKPNzfo5ETg/qLV7+s0ZNDevWFAt3mAICOQPAEmuDxkzX98qOSZu5EQXPuw3ktLke7/Tw3sE9nT0Vd5qMnhvTV5w6zdSEAoCMRPIEM7j18sjEB6Oade/rPHy9oZc0lSV999rD+5XeO6+zJIY2eHNTzhf2MzwQAQARPoC53V/GLh5q9M6/ZD+c18+E93fr8oSSpr7tLr754RN/7k2GdPTmokZcGVTjQt8M1BgBgdyJ4AmWWVtb0wccLmrkzr9kP72n2w/mNnYCO7O/VmRODunDmRZ09OahvPn9E+3oZnwkAQCMInuh4ny8ua/bDKGTOfDi/qdt8+NhBnfv6szpzYlCjJwc1fOyQuhifCQBAJgRPdJT1dddv/vBgo8t89sN5fXj3kSSpr6dL337+iP79f39KZ15iWSMAAJqN4Im29ujJqn7xu1I0PvO30Wzz+0vRbPOjB/t05sSg/u0/fUlnTkTd5mw5CQBA6xA80TbcXZ8sLGnuw/nQdT6v//Lpfa2tR93mr3zpkP7Ft7+sMyeGdObEoE4eZTcgAADyRPDEnrW8uqZffXJfcx/Oa+6385r7sKTf348Wad/X26VXXyjo+//jsEZPDGnkpUEdOdC7wzUGAKCzETyxZ/zh/lIUMH9b0uyH8/rg46d7mz9f2K9/cmpIIy8VNHJiUF//8oB6u7t2uMYAACCJ4IldaWVtXf/100XN/TbqMp/77bw+mn8sKVo781svHNH/9t+d0MhLgxo5MahnB/btcI0BAEA9BE/sCvcePonGZoYJQH//0YIer6xJkp4d6NeZE4P6d//spEZODOobxweYBAQAwB5E8ETu1tZdv/7saWvm+78t6fYX0U5APV2mbxwf0BtnX9TIiWhJo+NH9jEJCACANkDwRMstPF7R+2Fs5tyH8/rF70p6sPx0SaORE4N6ffRFnTkxqG89f0T7+2jNBACgHRE80VRr667f/GFRv/xdSe+HSUC/+cMDSVKXSV97bkD/+rvHdeZEtK/5S0MsaQQAQKcgeCIzd9enC0v65e9K+kV4fPDxgh49icZmHtnfq5GXCvpX3zmukZcG9e0XCzrUzy0HAECnIgWgYfeXVvTBRwsbIfMXvyvp88VlSdFM868fH9Droy/q1ReP6DsvskA7AADYjOCJiv6wuKRffXJf/+WT+/rVJwv61Sf3N/Y0l6ThYwf1Jy8f06svFvTqiwV9/cuHmWkOAABqInh2OHfXb+890q8SAfNXn9zfaMmUpBNHD+gboTXzW88f0asvFNgFCAAApEbw7BDurj8sLuvXny3q15890G8+W9Rv/vBAv/79ohbDDPPuLtMrXzqkP3nlmL55/Ii+cXxAXz8+oIF9hEwAALB9BM82s7K2rt/de6Q7dx/q9heP9I9/iELmrz9b1P2l1Y3zBg/06pVnD+tff/d5/dHxAX3j+IC+8uxh7euluxwAALQGwXMPevxkTZ8sPI4C5hcPdefuI93+4qHu3H2oj+Yfa23dN84tHOjVV750WH/x6nF95dnDeuXZQ/rKs4d19GAfE38AAECuCJ67zPLqmr548ESfLy7r09JjfVx6rE9KS/q49EiflJb0Semx7j58suk1B/u6dfLYQX3z+SP6i28f18ljB3Xq2AGdPHpQQwRMAACwSxA8W2R1bV2LS6t6sLyq+0sr0Z+XVrW4HP259GhFXzxYjh6LT/TFg2V9/mBZi4nu8NiBvm49X9iv44X9+ubzR/TC4H4dL+zT84UDOnnsgJ451E+4BAAAux7BM4N//MMD/U//9/+n1XXXytq6Vteir/Gfn6yta3l1vW45A/t6dOxwv5451K+vHx/Q/3CoX8cO9enYoX4dO9Sv547s0wuD+3Vkfy/BEgAA7HkEzwx6ukwvDh1Qb7ept7tLPV1dT/8cvh7s69HhffGjd9OfD/X3aGB/D+teAgCAjkLwzODksYN6538d3elqAAAA7CldO10BAAAAdAaCJwAAAHJB8AQAAEAuCJ4AAADIBcETAAAAudg1s9rNbExSQVIpfC26+41WltOsawIAAKC+XRE8zWxC0l13v5I8ZmbDyWPNLKdZ1wQAAEBjzN13tgJmw5Jm3X2wwnPzkk65e6mZ5Wz3mqOjoz4zM1OvSgAAAHuOmc26e0sWLN8NYzwvSZqu8lxR0lgLymnWNQEAANCg3RA8zykKe5UUJZ1vQTnNuiYAAAAatBuC54iku1WeK0pqtKk3TTnNuiYAAAAatCsmF9VR2IFytpwbZsDHXfDLZvafm1AndJ5jkr7Y6Upgz+G+QRbcN8jqq60qeEeDp5kVwh9LeZWT9ZruflXS1VDGTKsG3aK9ce8gC+4bZMF9g6zMrGUzqHdDVzsAAAA6wI4Gz8SSRYW8ymnWNQEAAJDObm/xLGib3fAZymnk3KvZq4IOx72DLLhvkAX3DbJq2b2zG4LntKTTVZ4bktToOIM05WzrmmG8J5Aa9w6y4L5BFtw3yKqV985uCJ5zkoarPDcs6XoLymnWNQEAANCgXbtlZph9Pi9psHz7yrCferH8WKPlZLkmAAAAtmfHWzxDgLxqZhNlT01IGq8QOmcl3TKzkazlpL0mAAAAtm/HWzxjYYH2gqKJPacl3XT3GxXOm5B0QdL58lbPNOWkPbfC+QVJxVrno7OY2XVFO19NunsxtKyfk3TG3S9VOJ/7qcOEXpUJSVPN+qzhPmp/jdw3fP6gEjO7LOmooh0bpej+2PZnyXbun10TPHe7EHjvuvuVWsfQuUJr/EjZ4Wl3P1/hXO6nDmJmk4omLt5UFCAu1vhAb/je4D5qbynvGz5/sEn4nb6dGGY4Iuk9RffFxQrn5vK5Q/BsQLUxoeG5eUmn6J5H+Is3pacT12bcfa7CedxPHczMXFUCRJp7g/uos9S6b8LzfP5gQ2iRnK4wH+acovtk417K+3Nnx8d47hGXFC3BVElRT/dwR2e76+7T7n41PLZ86AfcT6gmzb3BfYQkPn+QdLrScER3n1bUPZ4cfpHr5w7BszHnFP1AKylK2tKVAdTA/YRq0twb3EfIgvumM1wO434rmZE0mvg+188dgmdjRiTdrfJcUZt/gehwZlYws3OhS6IS7idUk+be4D7CFnz+IKjWKilF44bvJb7P9XOH4NkchZ2uAHaFo2Fczaii/1EWzGwqzEhNI+356ByFFp2LvY/PH2xw9/PlE4gSRlQ7mJYrNPPcnhSFdaTEX9rSDlYDe8e1xMDquTDgf1Zhi1buJ1ST5t7gPkIVfP6gpvCfEylaJWFHPndo8QSaxN23bD4QBnIPJf6yA0DT8fmDehLrwV6sNPEoLwTPOhJ/kQs7WA3sbUVJFyXuJ1SX5t7gPkIKfP4gdl3R7owbS3LtxOcOwXP7CqLbArUV9XRtvXoK4n5CZQU1fm+kORftjc8fxOu8Xnf3qylfWlCTP3cIno2ZVhgjU8GQooHc6GBmNhv+YjeC+wnVpLk3uI8gic8f1Ba2zbxVI3Tm+rlD8GzMnKr/j3FYUfM1OltB0q0qzw0ruodi3E+oJs29wX2EWEF8/qACM7sgqVQeOsMORrFcP3fYMrMB1baICgN15yUNssVYZzOzy5X2qA33zi1J58NAf+6nDpdly8xK9wb3UWepc9/w+YMtQrgsVLlnJtx9PPw5188dWjwbEGZ/Xa3QlTGhaKBuKf9aYZepdH9I0qSkK/GHvsT9BElRl9QWae4N7qOOVPG+EZ8/KGNmIwrbYprZhcRjLHS9F+Jz8/7cocUzhbAkRUHR4NnTkm5W+p8EOlP4H99b4duCon8kJpMf+mXncz91iPBBf1bRws3Din7nM4omfmz5sE5zb3Afta809w2fP0gys3nVnn0+Xt5KntfnDsETAAAAuaCrHQAAALkgeAIAACAXBE8AAADkguAJAACAXBA8AQAAkAuCJwAAAHJB8AQAAEAuCJ4AkJGZjZjZZNgPGQBQB8ETADII+yAPKdpRptpWhkggqAMgeAJABu4+HbYjLO10XfYCgjoAieAJAMgBQR2ARPAEgB1hZlNmNhsehZ2uz04ys4nwc5jv9J8F0O4IngD2JDMbNrPrIay4mU02+LqpcP6t8PrhVte1Gnc/Ex6laueY2blQz6nw9XoIaoXw/JiZjaS5rpldDkHPw2MqdIVXO9cTP7OK522Hu4+7+xlJ080uG8Du0rPTFQCALNy9KOmimU1IGpE0Wu81iUktJXc/3cr6bVcIk+9IKkoaD+83fq4g6R0ze1fSpLtbmrLd/YqZXZU0L2na3c/XOfd8uM6NDG8FADYQPAG0g6LqBM9EF+6wKrSsmdmYpDN1rjOVR/gKdZmUdLHS9dy9ZGZvKgTHLNcIZZQU/Txq1WVYOb1vAO2P4Algr7sbHoU6541JuqooaE2UP+nuV5teswzqhc5YCI7Tkqa2cbmiotbiWsbd/VKVeu6KoA5g7yB4AtizwnjDaYVWOzMbTnZJl513Q1I8PnFXjiUM3euTkq42GNiK2t57KUoaMbNCpXGmiRC8xW4J6gD2FoIngL3svLuPhy5jKQqgW4KnpGF3nzazcUXjOyudk0oIiW8oCrPDoSv/aq2JQg14J3wdb/D8krvPVanf5cS3pxWN0Sw/N/45DEva9FzoYj9NwATQTARPAHueuxfNTIq6jTe1AJrZWCI8nSt/fhvXnFMU1hoNiTWFVtkRSTcaDa/uvuXa8ZhMRV3kNxLHpySVTyK6Fb5uCZ6q0sWeVYuCOoA9huAJYE8KweVu4lBJUcte8pwRSTOJ8yuO79wlLoavDS0LVcN1ReG1vKu+UivvTPi6aYJR6GK/vs16bNLsoA5gbyJ4AtirRrW59bKorTO0R8taO6VdOr5TT2flz9Q8q4bQvT4i6bUQtIfC9+dVOfDFYXQjsIfX0cUOoCVYQB7AXnW+bMzipuAZWu2uJc9Xk8Z3tkhBimarV3rSzEYSC8knF35Pzkq/pOjnMCbpdYWhB+5+qVK5iWPJpagmKnXhA0AzEDwBtIuN4BnGOd4rC1tbxneG3Y8mEiHucnhMhIXp4/MuJHb62dJVn9hB6XL5cynrX5W7z7n7RT3tkr/h7uXhe1hR0Lzi7lfdvZHxosmf2wU1uYsdAJIIngD2nArjO6UwUSY8d6FsYk1BUbjatOaluxdD615JUUvflfAYl3TXzGbDeTdUewzmuKQ33f3KNt7WVKKutcRDBiqt31nS0wlDjSpKKoTrnnf33ToUAUAbIHgC2IsqzU6PWwzfUrRmZ/n5qvCaWm4oWuNyRNrYonNOUXf2lvpsd6H0EFpLqj/5Kb7+tQrPVW01rdEaG7/mupj4A6DFCJ4A9qK3tDVkxZNy7lYYx/mGmjO+c1LShQrHC9ssN/aapNerdOcXwvE5ScUqXejjit5r+Wsvq3rojltIJ1naCECrMasdwJ5hZpOKJs0UJM2a2UQ8+zreQjLZ3R3OH1Zo8TSz64q2cWxkxvY5SXNlYyivSZo0s5H4eGgRbebaoINhjOmUohbQe+HrXUlvh/f5bpXXT5vZ2yGgxkMRSnWGAMyp8vJLANB05u47XQcA2FFmNq9oH/ebipYgKihaYmi8vBUwhNd78eLqZnY5y9hOM5ty9/IF3Tta+Nm+Scsr0L5o8QSAyM0GW/0mFU3sicdallpWIwBoMwRPAEghdGeXwtJDUuVJPgCACphcBADpXVXU4jlMtzAANI7gCQDpvato8tFu3QUJAHYlutoBdKyww9ElRZOJLpmZGhnn6e5zYQb9dmaCz8UL1Et6rZNbTsMs/HN1TwSw5zGrHQAAALmgqx0AAAC5IHgCAAAgFwRPAAAA5ILgCQAAgFwQPAEAAJCL/wYYWu2da+hxQQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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6XArTGVVeTmpKpSuSvlLrS/XJNE1zkvTd7363RC0BAAAG24mYTum4xD6e6WmWFs3strsf6lcaR7nfk8Ko9soqCQAA0CeO9VJ7anBP7SSUo9DHczbOBwoAAIAuOul9PGs64mX4IuXEAPtI+adwAgAAQE4nIXguKyxbmWVSUt6Z2nOXY2aP27RqPpNUS/UbBQAAQBechOD5SK0nc5+S9KCb5cRA2W7y+ClJDZbMBAAA6K7CwdPM3utyHRaVMcdmDIjTku5n7MsKjrnKiYHyXvM67aljp7JeEwAAAEdTpsUzbwtkLnGy9nsZl74XJM03tzya2aqkx3Fd9bLlLJjZYkZ1Ppf0iLk8AQAAus/ci80MZGa7CuFz0d1/1bWKhHkyawqDgK5J+srdH2YctyDppqQbWSsMFSinJumT1KapeOzd5mObzczM+MpK3q6nAAAAp4eZrbp73pUji5VdInj+jbt/ZmaXJH0oySWtuPvf9aB+JxLBEwAA9KteBs/CE8i7+2fx/rnCpWmZ2Q/M7GOFEHrf3V90tZYAAAA49boyqt3dv3b3zyU9kbRqZr8ws7/oRtkAAADoD0deMjOOcr8p6bbCfJkPFEaY12Mr6CWFUeS0ggIAAAywwsHTzL5w94/M7EcKYXNaYfL2n7j7z5sOTy7Ff2Bm3s3BSAAAADhdyrR43jKzmwqX1Rclzcb+ni25+5dcegcAABhsZYJnXdItd/86z8FmdlXSHUlLJV4LAAAAfaLM4KLFvKEz5YpCYAUAAMCAKhw8k+mU2on9P5Pjn7j7h4M0zycAAAAOa3up3cwuSpp0979PbfuzDmXWJM1L+tlRKwcAAID+0amP588kfaBwqTzxUGGi+CctnlOTdPXINQMAAEBf6RQ85xWCZFq90zJKZnb/KJUCAABA/2kbPN09q1XzgxzlzperDgAAAPpVmcFFbefsjMe0ugwPAACAAVVm5aL30oON4rZLkj5UuCy/5u4MLAIAAMABZSaQn5f0V+kNsRX08+Sxmf2I8AkAAIC0MhPIW9drAQAAgL7XscXTzD5QmD4pcbXNXJ41Se/He1o8AQAAsCfPpfa6pClJtyTNKYTQa22OX3L3v2qzHwAAAAOoY/CMI9SfSPrSzB5KuunuP+55zQAAANBXCg0ucvflOIIdAAAAKKTMPJ4/73SMmf2oXHUAAADQr9q2eJrZRUmT6Xk72wwsStQUplxicBEAAAD2dLrU/jOFJTKvpLY9VBhg1Gp1opqkq0euGQAAAPpKp+A5rxAk0+ruPtPuSWZ2/yiVAgAAQP9pGzxbrLn+QY5y58tVBwAAAP2qzOCi51nbzeyimb0Xj2l1GR4AAAADqvBa7Wb2P0r6gaRHkhbd/e/N7AtJ0wpzfV6WNJ8ekAQAAAAUDp6SvlIInE8kycz+RtK0u/9xcoCZ/bWkn3anigAAAOgHhS+1S7rcdCn9tqTFpmO41A4AAIADygTPteSHuIrRlKTlpmP8KJUCAABA/ykTPNOhck5heqW/azrmigAAAICUMn08n8c+nM8lLUi6mewws7+U9BNJt7pTPQAAAPSLMtMpfSkpWa/9urv/G0kys48VLrvflzTbtRoCAACgL5Rp8Uzm6fy8adve4xzruQMAAGDAlOnjmQcrFwEAAOCAMhPIX5T0UK2XzjQxqh0AAABNylxq/5mkBwqtmo2M/abQzxMAAADYUyZ4LqX7c2Yxs09L1gcAAAB9qkwfz2edDnD3n3c6BgAAAIOlTPBsmNl77Q6I83wCAAAAe8pcandJN83smqRVHW4BnVRYv/2nR6wbAAAA+kiZ4PlQUk1SXdL7Gftrkq6WrxIAAAD6UZngWXf3mXYHmBmj2gEAAHBAmT6eH+c4hgnkAQAAcECZtdq/lsJE8mb2Z3FCecVt34/HPOlaDQEAANAXSi2ZaWb/WmHy+EVJswd3MaIdAAAAhxUOnmb2N5Ieu/uQu/+xwkpFkkJrqLv/1Mx+1M1KAgAA4PQrM7io0bRyUda67Gsl6wMAAIA+VeZS+9McxzCdEgAAAA4oEzyvNT22Aw/CqkbvlK0QAAAA+lOZ4LlsZr8wsx/GEe0uhcAZ+38uSfpX3awkAAAATr/CfTzd/Wsz+0zS54qX1M32Gj0fSvpzd3/RtRoCAACgL5QZXCR3X5b0PTP7gaQphamVVtz9eRfrBgAAgD5SKnjGfpxT8eESLZwAAADoJHcfTzP7fuzbuSPpsaRlhf6ca2b2azP7Ya8qCQAAgNMvV4unmd2XdFMhbP5EUl3h8npN0qSkP5f0czP73yR9SAsoAAAAmnUMnmb2S4WQeblNH87PzawmaUHSl5Le71YFAQAA0B/aXmo3s79UWKnow04Dh9y94e63Ja2yZCYAAACaderjOSepUIh09x9LulW6RgAAAOhLnYLn85L9NZlWCQAAAAd0Cp7PSpZb9nkAAADoU52Cp5cst1HyeQAAAOhTZdZqz+NSj8oFAADAKdVpOqWZODH8WoEyJyXNlK8SAAAA+lGn4HldYdJ4y1mex2PLXqIHAABAn+oUPB+p+NRIJul+ueoAAACgX3UKnsvu/qRooWa2XLI+AAAA6FNtBxe5+0/KFFr2eQAAAOhfvRrVDgAAABxA8AQAAEAlCJ4AAACoBMETAAAAlSB4AgAAoBIETwAAAFSicPA0s/d6UA8AAAD0uTItng+6XgsAAAD0vU4rF2W5bmZfSFp09191qyJmNiepJqkR7+vu/rCX5ZjZHUlXJE3HTYtlXhMAAACdlQme8+7+mZldMrOPJbmkFXf/u7KVMLMFSU/d/W56m5lNpbd1s5x47Kfu3oiPpyV9aWYfuXvR9ekBAADQgbn70Qsx+4GkGYUQet/dXxR47pSkVXe/nLFvTdLVJBx2q5zYKrrs7vWm42YlLUm61a7lc2ZmxldWVjpVCQAA4NQxs1V3n+lF2V0Z1e7uX7v755KeSFo1s1+Y2V/kfPptScst9tUlzfWgnGvNoVOS3H1Z4RL97ZyvCQAAgJyOHDzN7D0z+2sz+7Wk+5K+lPQThcvWH8d9F9sUMasQDLPUJd3IWZUi5dwxs1aDpFYUWm8BAADQRWWmU/oi3v/IzL6S9Fgh1P3E3a+4+49jC+hzd//c3X8q6X0z+7MWRU5LetpiX135Q2CRclq1jErSpKRnOV8TAAAAOZUZXHTLzG4qXFZflDTr7s/bPcHdvyxw6b1ZreTzWpbj7u1aUacl3WveGPuFzknSd7/73S5VCQAAYHCUudRelzTj7t9z9886hU4zu2pmf9tiXy3+2ChRj16Uk/QDXWje5+733H3G3Wfefffdo7wMAADAQCoTPBfd/euCz7mi1v0vT4QYXhcURrSf6LoCAACcRoUvtbv7ZwWPfyLpwxb7GmYmHfFyepfKeaAwRykTyAMAAPRAV6ZT6qGajnj5PE85cTL5B+5+qG8nAAAAuqNwi6eZvefuf9+07ZJCq2ZN0pq7/6xAkcuSrrXYN6kwvVHPyonLZj4mdAIAAPRWmRbP+eYNqamTPnP3n5nZjwqU90jSVIt9UwqXwHtSThyd32gOnXEFIwAAAHRRmeBpXa7DojLm6oyDfaYVJqVv3pcVMAuVk4TLFi2deSetBwAAQE4dL7Wb2QcKa7AnrraZDL4m6f14n+tyu7vXzeyemS24e7o1dUFhsE+jqT6rkqbN7Lq7PypTjplNKyyL+UVs9UxMxrrX8tQdAAAA+eXp41lXuFR9S2ECdVfrvpSStOTuf1WkEu4+b2Zzsb9lI5a/1GKE+bJaDBYqUM6XsYybynaoOwEAAACOxty981HJweHy9E13/3HvqnTyzczM+MpK3jFPAAAAp4eZrbp73iXLCyk0qt3dl+MIdgAAAKCQwoOL3P3nnY4pOKodAAAAA6Bti6eZXZQ0mZ63s83AokRNoY9kkbk8AQAA0Oc6XWr/maQPFNZaTzxUGGD0pMVzapKuHrlmAAAA6Cudgue8Dk8tVO/U4dTMDs29CQAAgMHWNni6e1ar5gc5ymU6IgAAABxQZnDR8xyH/WWJugAAAKCPdRpc1GkgUZaawqpAPy1TIQAAAPSnTn08Ow0kylITg4sAAADQpFPw7DiQKAuDiwAAANCsUx/PWyXLZXARAAAADmgbPFuMas8jz8h3AAAADBBWLgIAAEAlWLkIAAAAlWDlIgAAAFSClYsAAABQiU4tnoekVy6KfUCT1s8Vd38Rjyk7KAkAAAB9qvCSmZJkZu+Z2S8lrUlajrc1M/uFmV3oZgUBAADQHwoHTzO7qhA0lxRaOy/H2/ckfSnpUWwJBQAAAPYUvtQuaU7S9fQl9+i5pLtmdk/SJ/EGAAAASCp3qX0lI3TucfeGpJXSNQIAAEBfKhM8vUvHAAAAYICUCZ7WpWMAAAAwQDotmfn9jM1rZvaFwuCietO+KUk1d/9pd6oHAACAftFpcNGvJF1S9vKY11s9ycxE+AQAAEBap+DZcXlMAAAAII9OfTw/rqQWAAAA6Hud1mr/ukhhZpYE1cfu/qvStQIAAEDfKbVkZivu/rm7fy7pRjfLBQAAwOlXZuUimdlfSLotabJpVy1uu3e0agEAAKDfFA6eZvaBpP9B0qKkZ5Lel/RV3D2pMJ3SZ12rIQAAAPpCmRbP2fRIdzOrS1pz979PbfsLd/83XagfAAAA+kSptdqbHtclzTZta7mWOwAAAAZTmeB5Of3A3Z9Lap7r81LpGgEAAKAvlQmeT8zsAzP7tZn9KG5bMrNfmNkP48AjRrUDAADggMJ9PN39SzO7qjBy/cu47edm9p/Fx642y2kCAABgMJWax9Pdn7j7Z+7+JLVt3t2H3H3Y3f+uazUEAABAXyg1j2fCzC5qv3/niru/OHqVAAAA0I9KtXia2Xtm9ktJa5KW420t9vO80M0KAgAAoD8UDp6xf+eypCWF1s7L8fY9hT6ej2JLKAAAALCnzKX2OUnX4zRKac8l3TWze5I+iTcAAABAUskJ5DNC5x53b+jwJPMAAAAYcGWCp3fpGAAAAAyQMsHTunQMAAAABkjbPp5m9v2MzWtm9oXC4KJ6074pSTV3/2l3qgcAAIB+0Wlw0a8U1l1/krGv5epEZibCJwAAANI6Bc+6u890OAYAAADoqFMfz48rqQUAAAD6XtsWT3f/ut1+lswEAABAXmWXzLxoZvclNXR4ycx/2cX6AQAAoE+UWTLzkqSHCqPar7n7kA4umfmQJTMBAADQrEyL58eSbrn75+7+RJLc/bm7P3H3u5JuiOUyAQAA0KRM8HyeY8nM5vk9AQAAMOBYMhMAAACVKBM8L7fbGft3fq9cdQAAANCvygTPe2b2SzP7r9ODiOJI9x8pDDD6V12rIQAAAPpCp5WLDnH352b2Y0n/WtLPzSx9Wf2RpA+ZzxMAAADNCgdPSXL3uqQ/N7Orkqbj5kfJKHcAAACgWangaWYX3f1FDJqETQAAAHRUZgL5X4qwCQAAgILKDC56IGmq2xUBAABAfysTPJ+pwzydZva35aoDAACAflWmj+djSXNmdkXSV5IaCmE0MSlp5uhVAwAAQD8pEzx/JammsCzmrYz9k5IuHaFOAAAA6ENlgmfd3du2aJrZ/ZL1AQAAQJ8q08fz4xzHfFqiXAAAAPSxwsHT3b/uxjEAAAAYLLkutZvZ9yXNSroi6X929/+9l5UCAABA/+nY4mlmf62wBvtdSfOSHpnZf9/rigEAAKC/tA2eZvYDST9WGL1+Od7+S0l/ZWb/ae+rBwAAgH7R6VL7TyTdiGuyJ5bNbEbSoqSPelYzAAAA9JVOl9qtKXRKkty9IdZrBwAAQAGdguezNvu+6WZFAAAA0N86Bc+2a7IDAAAAeZWZQL4jM/vbXpQLAACA06vT4KIZM/uhpLWMfdfM7M9aPa9oRcxsTmEN+Ea8r7v7w16XY2Y1SQuSlsq8HgAAAPLpFDyvS1qWZC32326xvdAlejNbkPTU3e+mt5nZVHpbN8sxs0VJk5K+kjQnaalInQEAAFCMubfOiGa2ojCHZ6EyJd1391ytnmY2JWnV3S9n7FuTdDWOou9ZOWbmkm7lbfGcmZnxlZWVPIcCAACcKma2mjfHFdWpxXM5azqlTsxsucDhtxVaVbPUFVoj87R6dqscAAAA9EDbwUXu/pMyhRZ83qxCMMxSl3Sj4nIAAADQAz0Z1V7QtKSnLfbVlX+gUrfKAQAAQA+chODZSe2ElQMAAIASjjV4xqmMpDD10bGX0+E15sxsxcxWfv/73/fqZQAAAPrWaWjxPBHc/Z67z7j7zLvvvnvc1QEAADh1jjV4pqY3qp2EcgAAANA7J73Fs6buXD7vVjkAAAAo6SQEz2VJ11rsm5SUd6b2bpUDAACAHjgJwfORpKkW+6YkPai4HAAAAPTASQiei8qYYzOOVJ+WdD9jX1bALFwOAAAAqnPswdPd65LumdlC064FSfPN66ub2aqkx2Y2fZRyMkwWrTsAAADy67RWeyXcfT7Ok3lHYRDQNUlL7v4w4/BltRgsVKSceMz7Cq2hkrRgZrcUVjnKE1QBAABQgLn7cdfh1JmZmfGVFcYqAQCA/mNmq+7ek6XGj/1SOwAAAAYDwRMAAACVIHgCAACgEgRPAAAAVILgCQAAgEoQPAEAAFAJgicAAAAqQfAEAABAJQieAAAAqATBEwAAAJUgeAIAAKASBE8AAABUguAJAACAShA8AQAAUAmCJwAAACpB8AQAAEAlCJ4AAACoBMETAAAAlSB4AgAAoBIETwAAAFSC4AkAAIBKEDwBAABQCYInAAAAKkHwBAAAQCUIngAAAKgEwRMAAACVGDnuCmBwuLvebu3q9ea21jd2tL61rY2tXW3u7Gpre1cb8X5zZ1eb27vaivebO67N7V3t7O5q16Vdd+26pHifPHa53KXd3YOP3V1mpiEzDZk0NGQyk4bMNBy3tdo/tHdvGh02jQwPaXR4KPw8FO5Hh4c0Eu/3t2ftiz/H540M83cfAGCwEDxRyMb2jr55talvXm6o8WZLz99s6fn6Zrh/s6XG+tbezy/fbmt9c1uvN3e0vrGt9a0duXevLulwaDoYFs32H0shfHoqpIb7/Z+7Wa+8RoZM4yNDGh8d1pl4P566P3PofkjjIwe3TYyP6NzYsCbGRjQxNqxz4+Hnc2Mjmhgf1sTYsM6ODsvi7wEAgONE8ISkEMx+/3JD//BsXb9ZW9fvGm/1+5cb+ubVxoH7F2+3W5ZxdnRYl86OqjYxqotnR/Xt2hmdGw+BKIShYZ0dG9kLRxNjITyNjYTWwLGRIY2l7kebHg8PmYaH9oNlt99/czBNHu+4a3fXtbXj2t7d1faOa2tnV1vxfns3eXxw3/bu7v7PO6ljdkML7ub2rt5u7Wijxf2LN1t6u7WTedz2bv6kbCZNjA5rIvVZXBgf0cWzI7pwZlQXzozE26guNj2+lDqGAAsAOCqC5wB5vbGt36yt6x+erusfnq3rt2tv9A/Pkp/X9XZr98Dx58dH9O6Fcb1zfkx/8ocX9J9/7x29c35c714Y15Xz45o8N6pLZ0PIvHR2VOMjw8f0zo5ur4VUpyNYbe/s6u32rtaTbgubOwdblzMev062bezo1caWftd4q5cbL/Xy7bZevt3WTocwOzJkuhj/sKidHdXliTFdmgj3tbOjqp0b29tem4jHTYzp3BiBFQAQEDz7yPbOrv7d87f6TWy1DKHyTXj8bF1PX28eOP78+Ii+Mzmha++e0w//5F19Z3JC35mc0HcnJ/TtS2d1duz0Bsl+NzI8pPPDQzo/PiJdOHp57q43Wzt68WZbL99u6cXbg/cv327rxZstvXi7pbX1LT1f39I/vXir//ufXqqxvqnXmzstyx4dNl06O6bLqTBaOzuqy+fGdKkpqCY/X54Y05lRzj8A6DcEz1PE3fX8zdZeK+Vvnr2J9yFo/uPamwOXYIeHTH9UO6vvTJ7Vn/9H/8FeqPzO5XBfmxilJQqSQotv6P4woj+8dKbw8ze2d/b6+DbWt7S2vqnn8b7xZkuN9c297b95tq5/G3/e2N5tWeb4yFBmKK1NxBB7tulx3D/KoC0AOLEInifM641t/a7xRr9tvNFvMwLmy42DfSwnz43pO5MT+k/+RU3/1X/8LX03CZeTE/rWpTOMnEYlxkeG9QcXhvUHF4qF1rdbO3uBdD+sbqnxJgbV1/vB9f/951dh3/pm2z6u58dHQkvqudgd4Oxo7L8a+q6eH9/vt3r+zMhev9Zk+9gI/2YAoFcInhVxd73a2A4jwl9t6N+/eKvfNd7oH9fe6B8b8efGGz1/s3XgeeMjQ+ES+OWzev+9ywcuh39nciJcagVOqTOjw/rDS8OFWlndXa83d7T2OsymsBZbUxvrmzGYxhbWuO+3a29iP9atti2sifGRob1gem58WBOj6RkCwrazY8Nh5oCx/Z/T9xPpbePDOjMyrKEhri4AAKmlhJdvt/S//Nt/p82dXW2k5pt8vbF9oG9c6BO3rW/iqPCs//QujI/ojy6f1bdrZ3X9X17Wt2tn9e3amXiJfELvnh/nPywgxcx0fjy0UH6n4HM3t3f18u2WXm2EAVUvYv/VV6m+rK9S/47XN3f0emNbz15v6rdr+9OCrW+G2QaKmIiBNB1az8X3cS5Oi3Uu/tx6W3juufERWmYBnErmxzGB4Sk3/q0/9m/9N/9T9r6RIV08O5qanmZE75wPI8PDfRgV/u6Fcf3R5bO6eGa02soD6IrtnV2tb+3oTQynYSaBMHPAmziLwJvN/RkFkp/XU8e/2tg+9HPeqbLGhofijBIjcRqz0K0gfatNHLzvhxkoAPSema26+0wvyqbFs4TvvXteD/+7/+LQvJMT48N8oQMDYmR4SBeHh7r6x6O7ayNePXm9saPXmyGMvkoeb2zvbXu5sa0Xb8KVlcabTf3zy7f69T+/VGM9tNy2c25sWFfOj+vK+TFdOTeuK+fGws/xj+TJc2H7O+fHdPncGAO2AHQNwbOEs2PD+g+/dfG4qwGgz5iZzowO68zosK6cL1/Ozq7rRbKa2Jv91cSe780usKWnrzf09NWm/rHxRv/Hbxt6+nqz5Vyul86O6sr5Mb1zLoTVyXMhpL67F1bD9nfOj+vimRFmywDQEsETAPrM8JDp8rnQWpnX7q7rxdstffNqU89eb+rpqw19E+/D4zAw8tf//EpPX4Ulc7N6ao0ND8XW0xBEr5wb1zsX9kNrElLfPT9OayowgAieAAANDVmcCzVfWN3e2dWz9U1983JTT1+HAZRPX23q9/E+efz//NNLffNqU5s72YOxLk+M7l3iD62o4dL/Oxf275PQeo5ZPIBTj3/FAIDCRoaH9AcXzuSau9Xd9XIjzPDx9PVmmOkj3j99vbEXXv+v373Q//pqo2Uf1bOjw3t9US/HpVtrqdWukkFUe4sNnB3ThTMjzAwCnCAETwBAT5mZLp4Z1cUzo5p6t/PxG9s7evpq//J+uMXL/69CeH36alOPf/+q42CqIdNeGL0Uw2ryc3phgQtNCwlcjNvOjA7RZxXoIoInAOBEGR8ZjnMan811/PbO7t5AqsbeggJx6dY3B3/+feyn+nx969BKcFlGhuxAME3/fPHM6N58rGdHw2IBE2NxkYG42EDyOFmIgD6tGHQETwDAqTYyPBSnhxov9LzdXderze29la3S9y+aFhbYv98OyxenFhnIO/eqpL2p9yZGhzURFwmYiAsKTIyP6MzIUJzZYGhvhoPxkSGNjw6n9qX2j+z/PJ7aNjpstNTiRCJ4AgAG0tDQfhcAKV/rapbN7V2t7y0QsD8Ha7KQwPpGat+Bx+G49Y0d/fuXb7X+zY7ebu3o7fZuuN/aUYFMe/C9mfZDagyue/NOx7mnR+P9+IFtprHh4b3jxkeGNDps8blh++iwpZ6zvy05vnlbUjZBGBLBEwCAIwnhaky1ie6W6+7a2nG93Q4hdGMrCaS7e9vebu2H1Lfbu9rYatq+vf9zsrzzZrxffxOWft3c3tnbtrXjcdtuy5kIykoH33TYHWv6eXxkSOMx5B7Yf+iY9PbhHMcMEYRPAIInAAAnkJlpbCS0Gh7H8srurs2dpjC6vavNnR1tbvteWG25bXsnPHdnVxup529s7xwIwMnPG9u7evl2W980heH0MVs73Vvme2xkSOMtgm3zyoSZ+5ufn2oVTh63C77pfaPDQxoZGozuEQRPAABwiJlpfGRY4yOSinWf7Znd3aYgeyichpbhjYzQeiDkbu10PiYG4ax9W9v7r9EtQxb6K48MmYaHLN6nHg+32B73jQwNpfaHbWYmkzRkJrN4r/DZDpn2t5n0Ly5P6L/94fe69n5aIXgCAIBTYWjIdGYo9F09CZLuEJkBuEOozdq3veva2U3uPdzvePb2XdfWzu7e4zdbO/vHxee4u9wll7Qbf07u3V27LrnC/Z/+4QWCJwAAwEmV7g5xUlqFTzomFAMAAEAlCJ4AAACoBMETAAAAlSB4AgAAoBIETwAAAFSC4AkAAIBKEDwBAABQCYInAAAAKkHwBAAAQCUIngAAAKgEwRMAAACVIHgCAACgEgRPAAAAVILgCQAAgEoQPAEAAFAJgicAAAAqQfAEAABAJQieAAAAqATBEwAAAJUgeAIAAKASBE8AAABUguAJAACAShA8AQAAUAmCJwAAACpB8AQAAEAlCJ4AAACoxMhxVyBhZnOSapIa8b7u7g97WU63XhMAAACdnYjgaWYLkp66+930NjObSm/rZjndek0AAADkY+5+vBUwm5K06u6XM/atSbrq7o1ulnPU15yZmfGVlZVOVQIAADh1zGzV3Wd6UfZJ6ON5W9Jyi311SXM9KKdbrwkAAICcTkLwnFUIe1nqkm70oJxuvSYAAAByOgnBc1rS0xb76pLyNvUWKadbrwkAAICcTsTgog5qx1DOoWPjCPjkEvyGmf2fXagTBs87kr457krg1OG8QRmcNyjrT3pV8LEGTzOrxR8bVZVT9jXd/Z6ke7GMlV51ukV/49xBGZw3KIPzBmWZWc9GUJ+ES+0AAAAYAMcaPFNTFtWqKqdbrwkAAIBiTnqLZ01HvAxfopw8x94rXxUMOM4dlMF5gzI4b1BWz86dkxA8lyVda7FvUlLefgZFyjnSa8b+nkBhnDsog/MGZXDeoKxenjsnIXg+kjTVYt+UpAc9KKdbrwkAAICcTuySmXH0+Zqky83LV8b11OvN2/KWU+Y1AQAAcDTH3uIZA+Q9M1to2rUgaT4jdK5Kemxm02XLKfqaAAAAOLpjb/FMxAnaawoDe65J+srdH2YctyDppqQbza2eRcopemzG8TVJ9XbHY7CY2QOFla8W3b0eW9ZnJV1399sZx3M+DZh4VWVB0lK3vms4j/pfnvOG7x9kMbM7kq4orNgohfPjyN8lRzl/TkzwPOli4H3q7nfbbcPgiq3x002bl939RsaxnE8DxMwWFQYufqUQIG61+ULPfW5wHvW3gucN3z84IH6mn6a6GU5L+lLhvLiVcWwl3zsEzxxa9QmN+9YkXeXyPOI/vCXtD1xbcfdHGcdxPg0wM3O1CBBFzg3Oo8HS7ryJ+/n+wZ7YIrmcMR5mVuE82TuXqv7eOfY+nqfEbYUpmLLUtb+GOwbbU3dfdvd78XboSz/ifEIrRc4NziOk8f2DtGtZ3RHdfVnh8ni6+0Wl3zsEz3xmFX6hWeqSDl3KANrgfEIrRc4NziOUwXkzGO7Efr9ZViTNpB5X+r1D8MxnWtLTFvvqOvgBYsCZWc3MZuMliSycT2ilyLnBeYRD+P5B1KpVUgr9hp+lHlf6vUPw7I7acVcAJ8KV2K9mRuEvypqZLcURqUUUPR6Do9ajY3H68f2DPe5+o3kAUcq02gfTZrVuHjtSoLCBlPpH2zjGauD0uJ/qWP0odvhfVVyilfMJrRQ5NziP0ALfP2gr/nEihVkSjuV7hxZPoEvc/dDiA7Ej92TqHzsAdB3fP+gkNR/srayBR1UheHaQ+odcO8Zq4HSrS7olcT6htSLnBucRCuD7B4kHCqsz7k3JdRzfOwTPo6uJyxZor679ufU6qYnzCdlqyn9uFDkW/Y3vHyTzvD5w93sFn1pTl793CJ75LCv2kckwqdCRGwPMzFbjP+w8OJ/QSpFzg/MIkvj+QXtx2czHbUJnpd87BM98Hqn1X4xTCs3XGGw1SY9b7JtSOIcSnE9opci5wXmERE18/yCDmd2U1GgOnXEFo0Sl3zssmZlDqyWiYkfdNUmXWWJssJnZnaw1auO581jSjdjRn/NpwJVZMjPr3OA8Giwdzhu+f3BIDJe1FufMgrvPx58r/d6hxTOHOPrrXsaljAWFjrqN6muFEybr/JCkRUl3ky99ifMJksIlqUOKnBucRwMp87wR3z9oYmbTistimtnN1G0uXnqvJcdW/b1Di2cBcUqKmkLn2WuSvsr6SwKDKf7F90l8WFP4T2Ix/aXfdDzn04CIX/TvK0zcPKXwma8oDPw49GVd5NzgPOpfRc4bvn+QZmZraj/6fL65lbyq7x2CJwAAACrBpXYAAABUguAJAACAShA8AQAAUAmCJwAAACpB8AQAAEAlCJ4AAACoBMETAAAAlSB4AkBJZjZtZotxPWQAQAcETwAoIa6DPKmwokyrpQyRQlAHQPAEgBLcfTkuR9g47rqcBgR1ABLBEwBQAYI6AIngCQDHwsyWzGw13mrHXZ/jZGYL8fewNui/C6DfETwBnEpmNmVmD2JYcTNbzPm8pXj84/j8qV7XtRV3vx5vjVbHmNlsrOdSvH8Qg1ot7p8zs+kir2tmd2LQ83hbipfCWx3rqd9Z5nFH4e7z7n5d0nK3ywZwsowcdwUAoAx3r0u6ZWYLkqYlzXR6TmpQS8Pdr/WyfkcVw+TnkuqS5uP7TfbVJH1uZl9IWnR3K1K2u981s3uS1iQtu/uNDsfeiK/zsMRbAYA9BE8A/aCuDsEzdQl3Shkta2Y2J+l6h9dZqiJ8xbosSrqV9Xru3jCzjxWDY5nXiGU0FH4f7eoypYreN4D+R/AEcNo9jbdah+PmJN1TCFoLzTvd/V7Xa1ZCp9CZiMFxWdLSEV6urtBa3M68u99uUc8TEdQBnB4ETwCnVuxvuKzYamdmU+lL0k3HPZSU9E88kX0J4+X1RUn3cga2uo72XuqSps2sltXPNBWCDzkpQR3A6ULwBHCa3XD3+XjJWAoB9FDwlDTl7stmNq/QvzPrmEJiSPxIIcxOxUv599oNFMrh83g/n/P4hrs/alG/O6mH1xT6aDYfm/wepiQd2BcvsV8jYALoJoIngFPP3etmJoXLxgdaAM1sLhWeZpv3H+E1HymEtbwhsa3YKjst6WHe8Oruh1476ZOpcIn8YWr7kqTmQUSP4/2h4KkWl9jL6lFQB3DKEDwBnEoxuDxNbWootOylj5mWtJI6PrN/5wlxK97nmhaqjQcK4bX5Un1WK+9KvD8wwCheYn9wxHoc0O2gDuB0IngCOK1mdLD1sq7DI7Rnmlo7pRPav1P7o/JX2h7VRry8Pi3pgxi0J+PjG8oOfEkY3Qvs8XlcYgfQE0wgD+C0utHUZ/FA8IytdvfTx6tL/Tt7pCaF0epZO81sOjWRfHri9/So9NsKv4c5SR8qdj1w99tZ5aa2paeiWsi6hA8A3UDwBNAv9oJn7Of4rClsHerfGVc/WkiFuDvxthAnpk+Ou5la6efQpfrUCkp3mvcVrH9L7v7I3W9p/5L8Q3dvDt9TCkHzrrvfc/c8/UXTv7eb6vIldgBII3gCOHUy+ndKcaBM3HezaWBNTSFcHZjz0t3rsXWvodDSdzfe5iU9NbPVeNxDte+DOS/pY3e/e4S3tZSqaztJl4Gs+Tsb2h8wlFddUi2+7g13P6ldEQD0AYIngNMoa3R60mL4icKcnc3HK+M57TxUmONyWtpbovORwuXsQ/U56kTpMbQ21HnwU/L69zP2tWw1bdMamzzngRj4A6DHCJ4ATqNPdDhkJYNynmb04/xI3enfuSjpZsb22hHLTXwg6cMWl/NrcfsjSfUWl9DnFd5r83PvqHXoTlpIF5naCECvMaodwKlhZosKg2ZqklbNbCEZfZ0sIZm+3B2Pn1Js8TSzBwrLOOYZsT0r6VFTH8r7khbNbDrZHltEuzk36OXYx3RJoQX0Wbx/KunT+D6/aPH8ZTP7NAbUpCtCo0MXgEfKnn4JALrO3P246wAAx8rM1hTWcf9KYQqimsIUQ/PNrYAxvD5LJlc3sztl+naa2ZK7N0/oPtDi7/ZjWl6B/kWLJwAEX+Vs9VtUGNiT9LVs9KxGANBnCJ4AUEC8nN2IUw9J2YN8AAAZGFwEAMXdU2jxnOKyMADkR/AEgOK+UBh8dFJXQQKAE4lL7QAGVlzh6LbCYKLbZqY8/Tzd/VEcQX+UkeCPkgnqJX0wyC2ncRT+bMcDAZx6jGoHAABAJbjUDgAAgEoQPAEAAFAJgicAAAAqQfAEAABAJQieAAAAqMT/D/mjryKN6GNVAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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0v+XRzKYkXQ77qsctZ8zMxgtU52VJF1nLEwAAoPbMvbqVgcxsSVH4HHf3X9asItE6mSlFk4AOSnrN3c8XOG9M0nFJxwrtMFRFOSlJP8w5NBTOfSn/3HwjIyM+OVnp0FMAAIDNw8ym3L3SnSOrKztG8PwHd/+xmfVJekGSS5p09zfqUL+GRPAEAADNqp7Bs+oF5N39x+F+VlHXtMzs62b2oqIQetbdb9W0lgAAANj0ajKr3d1fd/eXJV2RNGVmPzezv6lF2QAAAGgO694yM8xyPy7plKL1Ms8pmmGeDq2gfYpmkdMKCgAA0MKqDp5m9oq7f9fMvqcobA4rWrz9B+7+s7zTs13xz5uZ13IyEgAAADaXOC2eJ8zsuKJu9XFJR8N4z6Lc/VW63gEAAFpbnOCZlnTC3V+v5GQzOyDptKQLMV4LAAAATSLO5KLxSkNnjkFFgRUAAAAtqurgmV1OqZQw/jN7/hV3f6GV1vkEAADAWiW72s2sV9KAu3+Qc+yvypSZkjQq6afrrRwAAACaR7kxnj+V9LyirvKs84oWir9S5DkpSQfWXTMAAAA0lXLBc1RRkMyVLreNkpmdXU+lAAAA0HxKBk93L9Sq+XwF5Y7Gqw4AAACaVZzJRSXX7AznFOuGBwAAQIuKs3PR/tzJRuFYn6QXFHXLz7g7E4sAAACwSpwF5Ecl/V3ugdAK+nL2ezP7HuETAAAAueIsIG81rwUAAACaXtkWTzN7XtHySVkHSqzlmZL0XLinxRMAAADLKulqT0saknRC0klFIfRgifMvuPvflXgcAAAALahs8Awz1K9IetXMzks67u7fr3vNAAAA0FSqmlzk7hNhBjsAAABQlTjreP6s3Dlm9r141QEAAECzKtniaWa9kgZy1+0sMbEoK6VoySUmFwEAAGBZua72nyraInMw59h5RROMiu1OlJJ0YN01AwAAQFMpFzxHFQXJXGl3Hyn1JDM7u55KAQAAoPmUDJ5F9lx/voJyR+NVBwAAAM0qzuSi2ULHzazXzPaHc4p1wwMAAKBFVb1Xu5n9r5K+LumipHF3/8DMXpE0rGitz35Jo7kTkgAAAICqg6ek1xQFziuSZGb/IGnY3Q9nTzCzv5f0k9pUEQAAAM2g6q52Sf15XemnJI3nnUNXOwAAAFaJEzxnsl+EXYyGJE3knePrqRQAAACaT5zgmRsqTypaXumNvHMGBQAAAOSIM8ZzNozhnJU0Jul49gEz+1tJP5B0ojbVAwAAQLOIs5zSq5Ky+7Ufcfd/kiQze1FRt/tZSUdrVkMAAAA0hTgtntl1Ol/OO7b8fQX7uQMAAKDFxBnjWQl2LgIAAMAqcRaQ75V0XsW3zjQxqx0AAAB54nS1/1TSOUWtmpkCj5uicZ4AAADAsjjB80LueM5CzOxHMesDAACAJhVnjOfNcie4+8/KnQMAAIDWEid4Zsxsf6kTwjqfAAAAwLI4Xe0u6biZHZQ0pbUtoAOK9m//yTrrBgAAgCYSJ3iel5SSlJb0XIHHU5IOxK8SAAAAmlGc4Jl295FSJ5gZs9oBAACwSpwxni9WcA4LyAMAAGCVOHu1vy5FC8mb2V+FBeUVjn0tnHOlZjUEAABAU4i1ZaaZ/SdFi8ePSzq6+iFmtAMAAGCtqoOnmf2DpMvu3ubuhxXtVCQpag1195+Y2fdqWUkAAABsfnEmF2Xydi4qtC/7TMz6AAAAoEnF6WqfruAcllMCAADAKnGC58G8723VN9GuRjvjVggAAADNKU7wnDCzn5vZd8KMdpeiwBnGf16Q9B9rWUkAAABsflWP8XT3183sx5JeVuhSN1tu9Dwv6a/d/VbNaggAAICmEGdykdx9QtIhM/u6pCFFSytNuvtsDesGAACAJhIreIZxnEPh2wu0cAIAAKCcisd4mtnXwtjORUmXJU0oGs85Y2aXzOw79aokAAAANr+KWjzN7Kyk44rC5g8kpRV1r6ckDUj6a0k/M7PfSXqBFlAAAADkKxs8zewXikJmf4kxnC+bWUrSmKRXJT1XqwoCAACgOZTsajezv1W0U9EL5SYOuXvG3U9JmmLLTAAAAOQrN8bzpKSqQqS7f1/Sidg1AgAAQFMqFzxnY47XZFklAAAArFIueN6MWW7c5wEAAKBJlQueHrPcTMznAQAAoEnF2au9En11KhcAAACbVLnllEbCwvAzVZQ5IGkkfpUAAADQjMoFzyOKFo23CsvzcG7cLnoAAAA0qXLB86KqXxrJJJ2NVx0AAAA0q3LBc8Ldr1RbqJlNxKwPAAAAmlTJyUXu/oM4hcZ9HgAAAJpXvWa1AwAAAKsQPAEAAJAIgicAAAASQfAEAABAIgieAAAASATBEwAAAImoOnia2f461AMAAABNLk6L57ma1wIAAABNr9zORYUcMbNXJI27+y9rVREzOykpJSkT7tPufr6e5ZjZaUmDkobDofE4rwkAAIDy4gTPUXf/sZn1mdmLklzSpLu/EbcSZjYmadrdX8o9ZmZDucdqWU4490fungnfD0t61cy+6+7V7k8PAACAMszd11+I2dcljSgKoWfd/VYVzx2SNOXu/QUem5F0IBsOa1VOaBWdcPd03nlHJV2QdKJUy+fIyIhPTk6WqxIAAMCmY2ZT7j5Sj7JrMqvd3V9395clXZE0ZWY/N7O/qfDppyRNFHksLelkHco5mB86JcndJxR10Z+q8DUBAABQoXUHTzPbb2Z/b2aXJJ2V9KqkHyjqtn4xPNZbooijioJhIWlJxyqsSjXlnDazYpOkJhW13gIAAKCG4iyn9Eq4/56ZvSbpsqJQ9wN3H3T374cW0Fl3f9ndfyLpOTP7qyJFDkuaLvJYWpWHwGrKKdYyKkkDkm5W+JoAAACoUJzJRSfM7LiibvVxSUfdfbbUE9z91Sq63vOlYj6vaDnuXqoVdVjSmfyDYVzoSUnat29fjaoEAADQOuJ0tacljbj7IXf/cbnQaWYHzOwfizyWCl9mYtSjHuVkx4GO5T/m7mfcfcTdRx555JH1vAwAAEBLihM8x9399SqfM6ji4y8bQgivY4pmtDd0XQEAADajqrva3f3HVZ5/RdILRR7LmJm0zu70GpVzTtEapSwgDwAAUAc1WU6pjlJaZ/d5JeWExeTPufuasZ0AAACojapbPM1sv7t/kHesT1GrZkrSjLv/tIoiJyQdLPLYgKLljepWTtg28zKhEwAAoL7itHiO5h/IWTrpx+7+UzP7XhXlXZQ0VOSxIUVd4HUpJ8zOz+SHzrCDEQAAAGooTvC0GtdhXAXW6gyTfYYVLUqf/1ihgFlVOdlwWaSls9JF6wEAAFChsl3tZva8oj3Ysw6UWAw+Jem5cF9Rd7u7p83sjJmNuXtua+qYosk+mbz6TEkaNrMj7n4xTjlmNqxoW8xXQqtn1kCoe6qSugMAAKBylYzxTCvqqj6haAF1V/GxlJJ0wd3/rppKuPuomZ0M4y0zofwLRWaYT6jIZKEqynk1lHFcha0ZTgAAAID1MXcvf1b25Kh7+ri7f79+VWp8IyMjPjlZ6ZwnAACAzcPMpty90i3Lq1LVrHZ3nwgz2AEAAICqVD25yN1/Vu6cKme1AwAAoAWUbPE0s15JA7nrdpaYWJSVUjRGspq1PAEAANDkynW1/1TS84r2Ws86r2iC0ZUiz0lJOrDumgEAAKCplAueo1q7tFC63IBTM1uz9iYAAABaW8ng6e6FWjWfr6BcliMCAADAKnEmF81WcNrfxqgLAAAAmli5yUXlJhIVklK0K9BP4lQIAAAAzancGM9yE4kKSYnJRQAAAMhTLniWnUhUCJOLAAAAkK/cGM8TMctlchEAAABWKRk8i8xqr0QlM98BAADQQti5CAAAAIlg5yIAAAAkgp2LAAAAkAh2LgIAAEAiyrV4rpG7c1EYA5pt/Zx091vhnLiTkgAAANCkqt4yU5LMbL+Z/ULSjKSJcJsxs5+bWU8tKwgAAIDmUHXwNLMDioLmBUWtnf3hdkjSq5IuhpZQAAAAYFnVXe2STko6ktvlHsxKesnMzkj6YbgBAAAAkuJ1tU8WCJ3L3D0jaTJ2jQAAANCU4gRPr9E5AAAAaCFxgqfV6BwAAAC0kHJbZn6twOEZM3tF0eSidN5jQ5JS7v6T2lQPAAAAzaLc5KJfSupT4e0xjxR7kpmJ8AkAAIBc5YJn2e0xAQAAgEqUG+P5YiK1AAAAQNMrt1f769UUZmbZoHrZ3X8Zu1YAAABoOrG2zCzG3V9295clHatluQAAANj84uxcJDP7G0mnJA3kPZQKx86sr1oAAABoNlUHTzN7XtL/LGlc0k1Jz0l6LTw8oGg5pR/XrIYAAABoCnFaPI/mznQ3s7SkGXf/IOfY37j7P9WgfgAAAGgSsfZqz/s+Lelo3rGie7kDAACgNcUJnv2537j7rKT8tT77YtcIAAAATSlO8LxiZs+b2SUz+144dsHMfm5m3wkTj5jVDgAAgFWqHuPp7q+a2QFFM9dfDcd+Zmb/LnzvKrGdJgAAAFpTrHU83f2Ku//Y3a/kHBt19zZ3b3f3N2pWQwAAADSFWOt4ZplZr1bGd066+631VwkAAADNKFaLp5ntN7NfSJqRNBFuM2GcZ08tKwgAAIDmUHXwDOM7JyRdUNTa2R9uhxSN8bwYWkIBAACAZXG62k9KOhKWUco1K+klMzsj6YfhBgAAAEiKuYB8gdC5zN0zWrvIPAAAAFpcnODpNToHAAAALSRO8LQanQMAAIAWUnKMp5l9rcDhGTN7RdHkonTeY0OSUu7+k9pUDwAAAM2i3OSiXyrad/1KgceK7k5kZiJ8AgAAIFe54Jl295Ey5wAAAABllRvj+WIitQAAAEDTK9ni6e6vl3qcLTMBAABQqbhbZvaa2VlJGa3dMvPJGtYPAAAATSLOlpl9ks4rmtV+0N3btHrLzPNsmQkAAIB8cVo8X5R0wt1fdvcrkuTus+5+xd1fknRMbJcJAACAPHGC52wFW2bmr+8JAACAFseWmQAAAEhEnODZX+rBML7zULzqAAAAoFnFCZ5nzOwXZvYfcicRhZnu31M0weg/1qyGAAAAaArldi5aw91nzez7kv6TpJ+ZWW63+kVJL7CeJwAAAPJVHTwlyd3Tkv7azA5IGg6HL2ZnuQMAAAD5YgVPM+t191shaBI2AQAAUFacBeR/IcImAAAAqhRnctE5SUO1rggAAACaW5zgeVNl1uk0s3+MVx0AAAA0qzhjPC9LOmlmg5Jek5RRFEazBiSNrL9qAAAAaCZxgucvJaUUbYt5osDjA5L61lEnAAAANKE4wTPt7iVbNM3sbMz6AAAAoEnFGeP5YgXn/ChGuQAAAGhiVQdPd3+9FucAAACgtVTU1W5mX5N0VNKgpP/b3d+sZ6UAAADQfMq2eJrZ3yvag/0lSaOSLprZ/1TvigEAAKC5lAyeZvZ1Sd9XNHu9P9z+G0l/Z2bP1r96AAAAaBblutp/IOlY2JM9a8LMRiSNS/pu3WoGAACAplKuq93yQqckyd0zYr92AAAAVKFc8LxZ4rEbtawIAAAAmlu54FlyT3YAAACgUnEWkC/LzP6xHuUCAABg8yo3uWjEzL4jaabAYwfN7K+KPa/aipjZSUV7wGfCfdrdz9e7HDNLSRqTdCHO6wEAAKAy5YLnEUkTkqzI46eKHK+qi97MxiRNu/tLucfMbCj3WC3LMbNxSQOSXpN0UtKFauoMAACA6ph78YxoZpOK1vCsqkxJZ929olZPMxuSNOXu/QUem5F0IMyir1s5ZuaSTlTa4jkyMuKTk5OVnAoAALCpmNlUpTmuWuVaPCcKLadUjplNVHH6KUWtqoWkFbVGVtLqWatyAAAAUAclJxe5+w/iFFrl844qCoaFpCUdS7gcAAAA1EFdZrVXaVjSdJHH0qp8olKtygEAAEAdNELwLCfVYOUAAAAghg0NnmEpIyla+mjDyynzGifNbNLMJq9fv16vlwEAAGham6HFsyG4+xl3H3H3kUceeWSjqwMAALDpbGjwzFneKNUI5QAAAKB+Gr3FM6XadJ/XqhwAAADE1AjBc0LSwSKPDUiqdKX2WpUDAACAOmiE4HlR0lCRx4YknUu4HAAAANRBuZ2LkjAuaSr/YJipPizpbIHHhtw9f7H4qsuJ65PMPf0v//y2tnW2q6uzXVs727Wts11bO9uWv+7Z2qHebZ3q3dqp3m0d2tbZLrNiW94DAAA0vw0Pnu6eNrMzZjbm7qM5D41JGs3fX93MpiQNm9kRd78Yt5wCBiqtc+bevP6P3/5Z9xcWVWKr+1U62iwE0SiQ9m3r1M4dXdq5Y4sGd3Qtf71zR5ce6enSwPYt6mxvhAZpAACA2jCvNDnVmZmd1MokoIOSXnP38wXOG5N0XNKxAq2e1ZRzWtJzilpDh8L5k4p2OSoZVEdGRnxyclLuroeLS7r/cEn3FxZ1f35R9+YXde/hom4/WNCtewu6dX9et+7Nh/vo+9l785q5O6/p2w904/YD3Z9fKvg6O3d0aU9qq3b3bdWe1Dbt6dum3amt2t23TY+ntumRni61t9GKCgAAasfMpty9Ljs+Nkzw3EyywbMW3F13Hi7qxtwDTd95oOtzD3UjBNJrs/f1yex9fZq5p08y93Tn4eKq53a2m57o79aTg916cnC79of7Jwe7tbe/W1s6aDEFAADVqWfw3PCu9lZnZtrR1aEdXR3av3N70fPcXbfuL+jT2SiEfpK5r6sz9/Tnm3f0wY27+t2Vm6uCaZtJj/dv09DOHTr86A4d3rVDhx7t0aFHd6hvW2cSPxoAAMAqBM9NwszUF8aGfvGx3jWPu7tu3H6oD6fv6MPpu/pw+o6uTN/V5c9v67fpaT1YWOnOf7SnS4d37dDhEES/tLtXX3ysR9u7uBwAAED9kDSahJnpkZ5oYtLI/tXzpBaXXB/P3NOlz+d06fPbev/z27r0+W2dm/xouZXUTDowuF1f2t2rp/f06undvfrS7l7t6u1iNj4AAKgJgmcLaG8z7Rvs1r7Bbj3/pV3Lx91dH2fu6Z1P5/T2J7f0zqe39PuPZ/XPv/90+ZyB7VtCCO3R03t69ZU9fRp6ZAeTmgAAQNUIni3MzLS3P5qIdOzplUA6d39ef7oWhdG3P7mld67d0v/+mw/1MHTXb9/Srq883qdn9vbpmb0pPbs3pScGttEyCgAASiJ4Yo2erZ16bv+Ansvpsl9YXNLl63f0+49n9dbVjN66OhvC6BVJUqq7U199vE/P7k3pq3uje7rpAQBALpZTiqGWyyltZg8XlvTeZ3N66+pKGH33szktLkXX1CM9XXp2b5+++nhKzzwRhdGB7Vs2uNYAAKAUllNCQ9rS0aavPN6nrzzep//xG/skSffnF/XHT27p9yGIvnk1o1f/9PnyDk9PDGzTs6F7/tknUvrK473q3sJlCABAK+AvPmpqa2e7jjzZryNP9i8fm7s/rz98fEtvXs3orasZvf7njP7zW9EEpjaTvrCrZ3m86NeeSOmpx3rYLhQAgCZE8ETd9Wzt1DcPDuqbBweXj12fe6C3rmb0Zuimv/D2Zzo7eVVS1JL65T29oVU0CqQHBrerjZn0AABsaozxjIExnrXn7ro6c09vfBS1ir750ax+//Gs7s1H64z2bO1YNYv+2Sf69FjvViYvAQBQY4zxRNMzMz0x0K0nBrr1Pzy7R1I0k/7967f11kezeiN007/8L2kthMlLj/Z0he75KJA+s7dPqW4mLwEA0KgInmhYHe1t+uJjvfriY7164bknJEWTl97+9Jbe+ijqpn/zakYT73y2/Jy9/dv05T29+vKePj29u1dffryXllEAABoEwRObytbOdg3v69fwvpXJS7P35vWHj2f1xkcZvf1ptOj9z/+4Ekazuy99eU+0HeiX9/TqwE52XwIAIGkET2x6fds69a1DO/WtQzuXj91+sKA/fXpLfwy7L/3x01n9b//6gR4uRrsvbe2MWlOzYfRLu3v1hV092tHFPwkAAOqFyUUxMLloc5pfXNL7n99eCaOfzOrtT29p7v7C8jl7+7fpqV09+sJjPXpqV4+eeqxHQ49sV1dH+wbWHACA5DC5CKiBzvY2fWl31LqpI9Exd9dHN+/p3c/m9O61W3r3s9t679qc/t/3ri9PYmpvMx3YuX05iH4h3O8b6Ka7HgCAKhA80dLMTPsGu7VvsFvHnt61fPzhwpKu3Lijdz+b03vX5vTuZ3P6/cez+ufff7p8ztbONh1+NBtEdywHUiYzAQBQGMETKGBLR5ueeiwKknp25fidBwt6//PbejeE0fc+m9OvLl3Xzy5eXT6np6tDX3isR1/YFYXR7G3nji0EUgBASyN4AlXY3tWhZ5+I9pnPdfPOQ10KQTQKpLf1X/5wTf/X7z5aPmdg+xYdfnSHnnqsR4d3RWNIv7BrB2uPAgBaBsETqIGB7Vv0jaFBfWNoZVtQd9f12w/03rXbei+E0vc+m9M/XfxYtx+sTGh6tKdruVX0qcd26PCuHh1+dId6tnZuxI8CAEDdEDyBOjEzPdqzVY/2bNW3D68s9eTu+nT2vt79bE6XPpvTuyGY/p+/+1D355eWz3s8tW25u/5Lu6Nln4Z2bldHe9tG/DgAAKwbwRNImJlpT2qb9qS26TtPPbp8fGnJ9dHMXb332UoL6bvX5vSv708vrz/aFcaefnlPr54OYfSLj/VqO+uPAgA2AdbxjIF1PJGkhcUlpW/cidYd/eSW3g4L42fuzkuSzKT9g9v1dAijX97Tq2f3ptS/nbGjAIDqsY4n0MI62tuWx4D+h69Hx9xd127d1x8/vrW8Tejvr87qn99aWe5p30C3ntnbp689kdIze1P6yuO96t7CP3kAwMbhrxCwCZmZdvdt0+6+bTqas/7orfvz+uPHt/TW1YzevJrR63/O6D+HMNpm0hd29ejZvdGs/Gf29umpx3rUyZhRAEBC6GqPga52bCbX5x6EIDqrNz+KAmm2m76ro03PPpHSyJP9em7/gIb39auvm9n0ANDK6tnVTvCMgeCJzSy7TegbVzN6488ZTf15Rn/8eHZ5i9CndvXoyP5+Pbe/XyNPDmhv/zYWvgeAFkLwbDAETzSbew8X9cZHGU1+cFOTH87o4oczmgtrje7q7dLIkwMa2R+1ij69u1dt7FEPAE2LyUUA6mrblnZ98+CgvnkwWgB/ccn13mdzy0F08oOZ5X3q+7Z16hsHBvQXQ9H5T+3qIYgCACpCi2cMtHiiFX2Suad/uzKt316+qd+kp/Xnm3clSf3dnfqLocHlIHr40R10zQPAJkZXe4MheALSx5l7+s3laf02Pa3fXJ7Wx5l7kqSdO6LtQ785NKhvH9qpJwe7CaIAsIkQPBsMwRNY66Obd1eCaHpan87elyTt7d+mvzy8U98+9Ii+dWhQqW4WtgeARkbwbDAET6A0d9cH03f160vX9atLN/Sby9Oae7AgM+mrj/fp24d26tuHd+rIk/3q6mjf6OoCAHIQPBsMwROozsLikt68OqtfX7qhX79/Xa//OaOFJde2znb9uwMDUYvo4Z16alcP3fIAsMEIng2G4Amsz+0HC/rt5Wn9+v0b+tWl67p8/Y4k6ZGerqg1NLSI7urdusE1BYDWw3JKAJrKjq4OHX161/J2n5/O3tOvLt3Qry/d0L+8d13/z+sfS5IOP7pD3z68U395eKe+cWBQ27v4yAKAzYwWzxho8QTqZ2nJ9adrc/r1+9H40N9duakHC0vqbDcN7+sP3fKP6KuP96md9UMBoOboam8wBE8gOffnFzX14Yz+5dJ1/frSDf3xk1uSooXs//3BwahF9NAj2jfYvcE1BYDmQFc7gJa1tbNd3zq0U986tFP676Tp2w/0r5en9esQRP/LH65JkvYNdIcQulP//uBO9XV3bnDNAQD5aPGMgRZPoDG4u9I37ujXl6JJSr+5PK07DxfVZtJX96b0l4ei8aFf39evLR1tG11dANgU6GpvMARPoDHNLy7pjY8yYaLSdb15dVaLS67uLe36i7CT0l8e3qlDbOsJAEURPBsMwRPYHG7dn9dvLk/rV6Fb/oPpaH/5Xb1d+tahnfpm2F9+bz/jQwEgi+DZYAiewOb00c27+vX70bJN/9/lG5q5Oy9JemJgm/7iQBRC/2JoUHtS2za4pgCwcQieDYbgCWx+S0uudz+bi/aWvzytf7tyU7P3oiD65GD3qiD6WB8L2QNoHQTPBkPwBJrP0pLrnWu39JvL0/pt+qb+7cq05u4vSJIO7Nyu5/b3a2T/gEae7NeBndsZIwqgaRE8GwzBE2h+i0uudz7NBtFpTX44s9wiOrh9i4482a+REEa/sqePWfMAmgbBs8EQPIHWs7Tkunz9tiY/nNFrH9zU1Icz+jBMVurqaNOze1MhiPZreF+/Ut1bNrjGABAPwbPBEDwBSNLnc/c19cGMJj+Mbn/8eFYLS9Fn6pOD3Xpmb0rP7u3TM3tT+srjverewp4dABofwbPBEDwBFHLv4aLe+Cij1z+a0Vsfzeqtqxl9MntfktRm0hd29eiZEESf3ZvSU4/10EUPoOGwZSYAbALbtrTrmwej2fBZ1+ce6K2rGb35UUZvXp3Vhbc/09nJq5KkLR1t+tLuXj29u1dP7+7R03t69dRjvdrRxUczgOZEi2cMtHgCiMvddXXmnt68mtFbV2f15kcZvfPpLd0KM+ilqJv+S4/16uk9vfrS7l598bEePZ7aprY2ZtIDqD9aPAGgSZiZnhjo1hMD3frvn9kjKQqjn8ze1zuf3NI7n97SO9du6Z1P5/Tzt68p2zawrbNdhx7docOP7tChXTt0+NEeHX50h54Y6FY7gRTAJkHwBIANZmZ6PLVNj6e26ejTu5aP33mwoD9dm9Olz+Z06fPbuvT5bf02Pa1/ev3j5XO2dLRpaOd2DT2yXU8Obtf+we5wv12P9nTRSgqgoRA8AaBBbe/q0JEn+3Xkyf5Vx+fuz+v9EETfD7c/XZvThbc/0/ziyvCprZ1tenJgu54c7Nb+neF+cLue6O/WY31bmdgEIHEETwDYZHq2durr+/r19X2rA+nikuuTzD19MH1HH0zf1Yc3ovsrN+7ov753XQ8XlpbPNZMe2dGlPaGldXffVu1JbVv+fk9qqwa2b2GHJgA1RfAEgCbR3rYyfvQvD69+bGnJde3WfX1w446uZu7pk3D7dPa+3rl2S6/+6TPdn19a9Zyujjbt7tuqR3u26pGerpXbjq5V3w9s36LOdlpPAZRH8ASAFtDWZsstmoW4uzJ35/VxXij9ZPa+rs/d15+u3dKvLj1YNfs+y0wa6N6inTuiENq/vVOp7i0a6N6iVHen+rtXH+vv3qKerR2MPwVaEMETACAzU//2LerfvkVfebyv6Hn35xd14/YDXZ8Lt5yvP597oJk7D/XutTll7s5r5u5DLRVZsa/NpL5tnerZ2qmerR3h1qmerpyvV91HX/du7dCOrR3q7uxQd1c7La3AJkPwBABUbGtnu/b2d2tvf3fZc5eWXHP3FzRz96Fm7j5U5u68bt5Z+Xr23rzm7s9r7v6C5u4v6KObd8PX87r9YKFoaM3V2W7a1tmu7i1REO3e0q7uzg5t29Ku7V3t2tbZER3bEs7Z0q5t4futne3q6mhTV0e7tnZG912dberqaFv1WFdHG62zkBRd0/NLS1pYdC0srnw9v7ikxSXXwpJrMee2sLRyfCnn8YWKz1nS4pK0uLS06vhS+HrJJZfLPeq1cElLHn0f/fvJfr1yzOVS9pjCMXftG+jW6f/2i3X/HRI8AQB10dZm6uvuVF93p/Zre1XPdXfdebiYE0zndSsE1Nv3F3T34YLuPVzU3flF3X2woLvh63sPF3XnQRR2P86E7x9Gj+dOrqrWlvYokHatCqjtIaRGX3e2mzrb29TZ3qaOdtOWcN/Z3rbq6+hm4bw2bcn7uqOtTZ0dOee0mdrbTG0W3drbTO1tWv66zUxtbaZ2M7W1KbrPHss53mbZrwuH6FIbypTaa2bJXYvuWlqSFt21uBh9HwWjlYC1tOqYVj+ee17e9/OLUTjLBryFJdfC4pIeLkb3C0vh+GJuKFzSfDgvOh6OFShrPns8r6yFpZXj2edX8p+hejLTmuvBTDJFvRZttnIvRY+1mWRaeUyS2tpWHzNF70cSCJ4AgIZjZtrR1aEdXR3aXbznvyoLi0u6lw2nIYjen1/Ug4UlPVhY1P356P7B/JIe5D226vv5vPMXlpS5+1DzOWHm4cLScnCZX1jSfPg6qT/urajNpI72NnW2WXQfQnxHToBfOR59vbWzTTu6Opb/M7DyfFtVVke7qbNoWdnjURDsaGtTe1v0Gu3tUdjPhsWOdlN7W5vaLff76PE2y/2+LfwHY+W5pf7TsJkQPAEALaGjvU097W3q2dq5YXXIdtVmW9Ie5rS2ZVve5vO+XlhcaSlcbi30qGVwTSuiu3xNK2PUKpltSVzyqIWskFKrZ1mRZ5lpuQWuoy3b+hqO5QSmbNha+Tqn1TYbsHJaarPl5Ya9bGtyR1tuq3EUCpshlLUCgicAAAlpazN1tbWri7++aFFMBwQAAEAiCJ4AAABIBMETAAAAiSB4AgAAIBEETwAAACSC4AkAAIBEEDwBAACQCIInAAAAEkHwBAAAQCIIngAAAEgEwRMAAACJIHgCAAAgER0bXYEsMzspKSUpE+7T7n6+nuXU6jUBAABQXkMETzMbkzTt7i/lHjOzodxjtSynVq8JAACAypi7b2wFzIYkTbl7f4HHZiQdcPdMLctZ72uOjIz45ORkuSoBAABsOmY25e4j9Si7EcZ4npI0UeSxtKSTdSinVq8JAACACjVC8DyqKOwVkpZ0rA7l1Oo1AQAAUKFGCJ7DkqaLPJaWVGlTbzXl1Oo1AQAAUKGGmFxURmoDyllzbpgBn+2Cf2Bmf6hBndB6dkq6sdGVwKbDdYM4uG4Q11P1KnhDg6eZpcKXmaTKifua7n5G0plQxmS9Bt2iuXHtIA6uG8TBdYO4zKxuM6gboasdAAAALWBDg2fOkkWppMqp1WsCAACgOo3e4pnSOrvhY5RTybln4lcFLY5rB3Fw3SAOrhvEVbdrpxGC54Skg0UeG5BU6TiDaspZ12uG8Z5A1bh2EAfXDeLgukFc9bx2GiF4XpQ0VOSxIUnn6lBOrV4TAAAAFWrYLTPD7PMZSf3521eG/dTT+ccqLSfOawIAAGB9NrzFMwTIM2Y2lvfQmKTRAqFzStJlMxuOW061rwkAAID12/AWz6ywQHtK0cSeg5Jec/fzBc4bk3Rc0rH8Vs9qyqn23ALnpySlS52P1mJm5xTtfDXu7unQsn5U0hF3P1XgfK6nFhN6VcYkXajVZw3XUfOr5Lrh8weFmNlpSYOKdmyUoutj3Z8l67l+GiZ4NroQeKfd/aVSx9C6Qmv8cN7hCXc/VuBcrqcWYmbjiiYuvqYoQJwo8YFe8bXBddTcqrxu+PzBKuE9/VHOMMNhSa8qui5OFDg3kc8dgmcFio0JDY/NSDpA9zzCP7wLWpm4NunuFwucx/XUwszMVSRAVHNtcB21llLXTXiczx8sCy2SEwXmwxxVdJ0sX0tJf+5s+BjPTeKUoiWYCklrZQ93tLZpd59w9zPhtuZDP+B6QjHVXBtcR8jF5w9yHSw0HNHdJxR1j+cOv0j0c4fgWZmjin6hhaQlrenKAErgekIx1VwbXEeIg+umNZwO434LmZQ0kvN9op87BM/KDEuaLvJYWqvfQLQ4M0uZ2dHQJVEI1xOKqeba4DrCGnz+ICjWKilF44Zv5nyf6OcOwbM2UhtdATSEwTCuZkTR/yhTZnYhzEitRrXno3Wk6nQuNj8+f7DM3Y/lTyDKMazSwTRfqpbndlRRWEvK+Ueb2cBqYPM4mzOw+mIY8D+lsEUr1xOKqeba4DpCEXz+oKTwnxMpWiVhQz53aPEEasTd12w+EAZyD+T8YweAmuPzB+XkrAd7otDEo6QQPMvI+Yec2sBqYHNLSzohcT2huGquDa4jVIHPH2SdU7Q74/KSXBvxuUPwXL+U6LZAaWmtrK1XTkpcTygspcqvjWrORXPj8wfZdV7PufuZKp+aUo0/dwielZlQGCNTwICigdxoYWY2Ff5hV4LrCcVUc21wHUESnz8oLWybeblE6Ez0c4fgWZmLKv4/xiFFzddobSlJl4s8NqToGsriekIx1VwbXEfISonPHxRgZsclZfJDZ9jBKCvRzx22zKxAsS2iwkDdGUn9bDHW2szsdKE9asO1c1nSsTDQn+upxcXZMrPQtcF11FrKXDd8/mCNEC5TRa6ZMXcfDV8n+rlDi2cFwuyvMwW6MsYUDdTNJF8rNJhC14ckjUt6KfuhL3E9QVLUJbVGNdcG11FLKnjdiM8f5DGzYYVtMc3seM7tZOh6T2XPTfpzhxbPKoQlKVKKBs8elPRaof9JoDWF//H9MHybUvRHYjz3Qz/vfK6nFhE+6J9TtHDzkKL3fFLRxI81H9bVXBtcR82rmuuGzx/kMrMZlZ59PprfSp7U5w7BEwAAAImgqx0AAACJIHgCAAAgEQRPAAAAJILgCQAAgEQQPAEAAJAIgicAAAASQfAEAABAIgieABCTmQ2b2XjYDxkAUAbBEwBiCPsgDyjaUabYVobIQVAHQPAEgBjcfSJsR5jZ6LpsBgR1ABLBEwCQAII6AIngCQAbwswumNlUuKU2uj4byczGwu9hptV/F0CzI3gC2JTMbMjMzoWw4mY2XuHzLoTzL4fnD9W7rsW4+5FwyxQ7x8yOhnpeCPfnQlBLhcdPmtlwNa9rZqdD0PNwuxC6woud6zm/s4LnrYe7j7r7EUkTtS4bQGPp2OgKAEAc7p6WdMLMxiQNSxop95ycSS0Zdz9Yz/qtVwiTL0tKSxoNP2/2sZSkl83sFUnj7m7VlO3uL5nZGUkzkibc/ViZc4+F1zkf40cBgGUETwDNIK0ywTOnC3dIBVrWzOykpCNlXudCEuEr1GVc0olCr+fuGTN7USE4xnmNUEZG0e+jVF2GlNDPDaD5ETwBbHbT4ZYqc95JSWcUBa2x/Afd/UzNaxZDudCZFYLjhKQL63i5tKLW4lJG3f1UkXo2RFAHsHkQPAFsWmG84YRCq52ZDeV2Seedd15SdnxiQ44lDN3r45LOVBjY0lrfz5KWNGxmqULjTHNC8BqNEtQBbC4ETwCb2TF3Hw1dxlIUQNcET0lD7j5hZqOKxncWOqcqISR+V1GYHQpd+WdKTRSqwMvhfrTC8zPufrFI/U7nfHtQ0RjN/HOzv4chSaseC13sBwmYAGqJ4Alg03P3tJlJUbfxqhZAMzuZE56O5j++jte8qCisVRoSSwqtssOSzlcaXt19zWtnx2Qq6iI/n3P8gqT8SUSXw/2a4KkiXexx1SmoA9hkCJ4ANqUQXKZzDmUUtezlnjMsaTLn/ILjOxvEiXBf0bJQJZxTFF7zu+oLtfJOhvtVE4xCF/u5ddZjlVoHdQCbE8ETwGY1otWtl2mtnaE9ktfaKTXo+E6tzMqfLHlWCaF7fVjS8yFoD4Tvj6lw4MuG0eXAHp5HFzuAumABeQCb1bG8MYurgmdotTube75qNL6zTlJSNFu90INmNpyzkHzuwu+5s9JPKfo9nJT0gsLQA3c/VajcnGO5S1GNFerCB4BaIHgCaBbLwTOMc7yZF7bWjO8Mux+N5YS40+E2Fhamz553PGennzVd9Tk7KJ3Of6zK+hfl7hfd/YRWuuTPu3t++B5SFDRfcvcz7l7JeNHc39tx1biLHQByETwBbDoFxndKYaJMeOx43sSalKJwtWrNS3dPh9a9jKKWvpfCbVTStJlNhfPOq/QYzFFJL7r7S+v4sS7k1LWU7JCBQut3ZrQyYahSaUmp8LrH3L1RhyIAaAIETwCbUaHZ6dkWwx8qWrMz/3wVeE4p5xWtcTksLW/ReVFRd/aa+qx3ofQQWjMqP/kp+/pnCzxWtNW0RGts9jnnxMQfAHVG8ASwGf1Qa0NWdlLOdIFxnN9VbcZ3jks6XuB4ap3lZj0v6YUi3fmpcPyipHSRLvRRRT9r/nNPq3jozraQjrO0EYB6Y1Y7gE3DzMYVTZpJSZoys7Hs7OvsFpK53d3h/CGFFk8zO6doG8dKZmwflXQxbwzlWUnjZjacPR5aRGu5Nmh/GGN6QVEL6M1wPy3pR+HnfKXI8yfM7EchoGaHImTKDAG4qMLLLwFAzZm7b3QdAGBDmdmMon3cX1O0BFFK0RJDo/mtgCG83swurm5mp+OM7TSzC+6ev6B7Swu/2xdpeQWaFy2eABB5rcJWv3FFE3uyYy0zdasRADQZgicAVCF0Z2fC0kNS4Uk+AIACmFwEANU7o6jFc4huYQCoHMETAKr3iqLJR426CxIANCS62gG0rLDD0SlFk4lOmZkqGefp7hfDDPr1zAS/mF2gXtLzrdxyGmbhHy17IoBNj1ntAAAASARd7QAAAEgEwRMAAACJIHgCAAAgEQRPAAAAJILgCQAAgET8/zZSTpEf9HxoAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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lhND5gbsvpF5/V9KGmV0ifAIAAPSWufvRVsBsWtKGu5/L2Lcl6UKZEFilHDO7KeldSZeTZZvZjKQNSTfcfTnvXLOzs76+vl5UJQAAgGPHzDbcfbYfZQ9CH88bktZy9rUV3Q7vdTltRbfWAQAA0JBBCJ5zioJglrakK70ux91X3P1cRktqnO7zAiwAAABqGoTgOSPpQc6+tvbDYBPlLEhadve8AAsAAICaBiF4Fmn1uxwzmw4Di1bc/UaPzgcAAICEIx3VHkaXS9F0Ro2Xk5hS6bykT5V/qz6epmlekr75zW/WqCUAAMBoG4jplI5K6OOZnGZpycxuuPuBfqVhlPuyFI1qb6ySAAAAQ+JIb7UnBve0BqEcRX0858J8oAAAAOihQe/j2dIhb8NXKScE2E2Vn8IJAAAAJQ1C8FxTtGxllilJZWdqL12Omd3r0qr5UFIr0W8UAAAAPTAIwXNT+ZO5T0u628tyQqDsNnn8tKRtlswEAADorcrB08ze6nEdlpQxx2YIiDOS7mTsywqOpcoJgXI5vU574tjprHMCAADgcOq0eJZtgSwlTNa+nHHre1HSQrrl0cw2JN0L66rXLWfRzJYyqnNb0iZzeQIAAPSeuVebGcjMdhWFzyV3/0XPKhLNk9lSNAjooqRP3X0l47hFSVclXclaYahCOS1JHyQ2TYdjb6WPTZudnfX19bJdTwEAAI4PM9tw97IrR1Yru0bw/Et3/8jMzkp6R5JLWnf3X/ahfgOJ4AkAAIZVP4Nn5Qnk3f2j8PxI0a1pmdl3zey6ohB6x90f97SWAAAAOPZ6Mqrd3T9z99uS7kvaMLOfmdkPelE2AAAAhsOhl8wMo9yvSrqhaL7Mu4pGmLdDK+hZRaPIaQUFAAAYYZWDp5l97O7vmtl7isLmjKLJ299395+mDo9vxV82M+/lYCQAAAAcL3VaPK+Z2VVFt9WXJM2F/p653P0Tbr0DAACMtjrBsy3pmrt/VuZgM7sg6aak1RrnAgAAwJCoM7hoqWzoTDivKLACAABgRFUOnvF0St2E/p/x8ffd/Z1RmucTAAAAB3W91W5mr0uacvdfJ7Z9v6DMlqQFST85bOUAAAAwPIr6eP5E0mVFt8pjK4omir+f85qWpAuHrhkAAACGSlHwXFAUJJPaRcsomdmdw1QKAAAAw6dr8HT3rFbNyyXKXahXHQAAAAyrOoOLus7ZGY7Juw0PAACAEVVn5aK3koONwrazkt5RdFt+y90ZWAQAAIAOdSaQX5D0o+SG0Ap6O/7dzN4jfAIAACCpzgTy1vNaAAAAYOgVtnia2WVF0yfFLnSZy7Ml6e3wTIsnAAAA9pS51d6WNC3pmqR5RSH0YpfjV939R132AwAAYAQVBs8wQv2+pE/MbEXSVXf/Yd9rBgAAgKFSaXCRu6+FEewAAABAJXXm8fxp0TFm9l696gAAAGBYdW3xNLPXJU0l5+3sMrAo1lI05RKDiwAAALCn6Fb7TxQtkXk+sW1F0QCjvNWJWpIuHLpmAAAAGCpFwXNBUZBMarv7bLcXmdmdw1QKAAAAw6dr8MxZc/1yiXIX6lUHAAAAw6rO4KJHWdvN7HUzeysck3cbHgAAACOq8lrtZvY3kr4raVPSkrv/2sw+ljSjaK7Pc5IWkgOSAAAAgMrBU9KnigLnfUkys7+UNOPufxQfYGZ/IenHvakiAAAAhkHlW+2SzqVupd+QtJQ6hlvtAAAA6FAneG7FP4RVjKYlraWO8cNUCgAAAMOnTvBMhsp5RdMr/TJ1zHkBAAAACXX6eD4KfTgfSVqUdDXeYWZ/Lul9Sdd6Uz0AAAAMizrTKX0iKV6v/ZK7/70kmdl1Rbfd70ia61kNAQAAMBTqtHjG83TeTm3b+73Eeu4AAAAYMXX6eJbBykUAAADoUGcC+dclrSh/6UwTo9oBAACQUudW+08k3VXUqrmdsd8U9fMEAAAA9tQJnqvJ/pxZzOzDmvUBAADAkKrTx/Nh0QHu/tOiYwAAADBa6gTPbTN7q9sBYZ5PAAAAYE+dW+0u6aqZXZS0oYMtoFOK1m//8SHrBgAAgCFSJ3iuSGpJakt6O2N/S9KF+lUCAADAMKoTPNvuPtvtADNjVDsAAAA61Onjeb3EMUwgDwAAgA511mr/TIomkjez74cJ5RW2fSccc79nNQQAAMBQqLVkppn9naLJ45ckzXXuYkQ7AAAADqocPM3sLyXdc/cxd/8jRSsVSYpaQ939x2b2Xi8rCQAAgOOvzuCi7dTKRVnrsm/VrA8AAACGVJ1b7Q9KHMN0SgAAAOhQJ3heTP1uHb9Eqxq9UbdCAAAAGE51gueamf3MzL4XRrS7FAXO0P9zVdJf97KSAAAAOP4q9/F098/M7CNJtxVuqZvtNXquSPozd3/csxoCAABgKNQZXCR3X5P0bTP7rqRpRVMrrbv7ox7WDQAAAEOkVvAM/Tinw6+rtHACAACgSOk+nmb2ndC3c0fSPUlrivpzbpnZr8zse/2qJAAAAI6/Ui2eZnZH0lVFYfN9SW1Ft9dbkqYk/Zmkn5rZf5X0Di2gAAAASCsMnmb2c0Uh81yXPpy3zawlaVHSJ5Le7lUFAQAAMBy63mo3sz9XtFLRO0UDh9x9291vSNpgyUwAAACkFfXxnJdUKUS6+w8lXatdIwAAAAylouD5qGZ/TaZVAgAAQIei4PmwZrl1XwcAAIAhVRQ8vWa52zVfBwAAgCFVZ632Ms72qVwAAAAcU0XTKc2GieG3KpQ5JWm2fpUAAAAwjIqC5yVFk8ZbyfI8HFv3Fj0AAACGVFHw3FT1qZFM0p161QEAAMCwKgqea+5+v2qhZrZWsz4AAAAYUl0HF7n7+3UKrfs6AAAADK9+jWoHAAAAOhA8AQAA0AiCJwAAABpB8AQAAEAjCJ4AAABoBMETAAAAjagcPM3srT7UAwAAAEOuTovn3Z7XAgAAAEOvaOWiLJfM7GNJS+7+i15VxMzmJbUkbYfntruv9LMcM7sp6bykmbBpqc45AQAAUKxO8Fxw94/M7KyZXZfkktbd/Zd1K2Fmi5IeuPut5DYzm05u62U54dgP3X07/D4j6RMze9fdq65PDwAAgALm7ocvxOy7kmYVhdA77v64wmunJW24+7mMfVuSLsThsFflhFbRNXdvp46bk7Qq6Vq3ls/Z2VlfX18vqhIAAMCxY2Yb7j7bj7J7Mqrd3T9z99uS7kvaMLOfmdkPSr78hqS1nH1tSfN9KOdiOnRKkruvKbpFf6PkOQEAAFDSoYOnmb1lZn9hZr+SdEfSJ5LeV3Tb+nrY93qXIuYUBcMsbUlXSlalSjk3zSxvkNS6otZbAAAA9FCd6ZQ+Ds/vmdmnku4pCnXvu/t5d/9haAF95O633f3Hkt42s+/nFDkj6UHOvrbKh8Aq5eS1jErSlKSHJc8JAACAkuoMLrpmZlcV3VZfkjTn7o+6vcDdP6lw6z2tVfN1ueW4e7dW1BlJy+mNoV/ovCR985vf7FGVAAAARkedW+1tSbPu/m13/6godJrZBTP725x9rfDjdo169KOcuB/oYnqfuy+7+6y7z7755puHOQ0AAMBIqhM8l9z9s4qvOa/8/pcDIYTXRUUj2ge6rgAAAMdR5Vvt7v5RxePvS3onZ9+2mUmHvJ3eo3LuKpqjlAnkAQAA+qAn0yn1UUuHvH1eppwwmfxddz/QtxMAAAC9UbnF08zecvdfp7adVdSq2ZK05e4/qVDkmqSLOfumFE1v1LdywrKZ9widAAAA/VWnxXMhvSExddJH7v4TM3uvQnmbkqZz9k0rugXel3LC6PztdOgMKxgBAACgh+oET+txHZaUMVdnGOwzo2hS+vS+rIBZqZw4XOa0dJadtB4AAAAlFd5qN7PLitZgj13oMhl8S9Lb4bnU7XZ3b5vZspktunuyNXVR0WCf7VR9NiTNmNkld9+sU46ZzShaFvPj0OoZmwp1b5WpOwAAAMor08ezrehW9TVFE6i78vtSStKqu/+oSiXcfcHM5kN/y+1Q/mrOCPM15QwWqlDOJ6GMq8p2oDsBAAAADsfcvfio+ODo9vRVd/9h/6o0+GZnZ319veyYJwAAgOPDzDbcveyS5ZVUGtXu7mthBDsAAABQSeXBRe7+06JjKo5qBwAAwAjo2uJpZq9LmkrO29llYFGspaiPZJW5PAEAADDkim61/0TSZUVrrcdWFA0wup/zmpakC4euGQAAAIZKUfBc0MGphdpFHU7N7MDcmwAAABhtXYOnu2e1al4uUS7TEQEAAKBDncFFj0oc9uc16gIAAIAhVjS4qGggUZaWolWBflynQgAAABhORX08iwYSZWmJwUUAAABIKQqehQOJsjC4CAAAAGlFfTyv1SyXwUUAAADo0DV45oxqL6PMyHcAAACMEFYuAgAAQCNYuQgAAACNYOUiAAAANIKViwAAANCIohbPA5IrF4U+oHHr57q7Pw7H1B2UBAAAgCFVeclMSTKzt8zs55K2JK2Fx5aZ/czMXutlBQEAADAcKgdPM7ugKGiuKmrtPBce35b0iaTN0BIKAAAA7Kl8q13SvKRLyVvuwSNJt8xsWdIH4QEAAABIqnerfT0jdO5x921J67VrBAAAgKFUJ3h6j44BAADACKkTPK1HxwAAAGCEFC2Z+Z2MzVtm9rGiwUXt1L5pSS13/3FvqgcAAIBhUTS46BeSzip7ecxLeS8yMxE+AQAAkFQUPAuXxwQAAADKKOrjeb2RWgAAAGDoFa3V/lmVwswsDqr33P0XtWsFAACAoVNrycw87n7b3W9LutLLcgEAAHD81Vm5SGb2A0k3JE2ldrXCtuXDVQsAAADDpnLwNLPLkv5K0pKkh5LelvRp2D2laDqlj3pWQwAAAAyFOi2ec8mR7mbWlrTl7r9ObPuBu/99D+oHAACAIVFrrfbU721Jc6ltuWu5AwAAYDTVCZ7nkr+4+yNJ6bk+z9auEQAAAIZSneB538wum9mvzOy9sG3VzH5mZt8LA48Y1Q4AAIAOlft4uvsnZnZB0cj1T8K2n5rZvwq/u7ospwkAAIDRVGseT3e/7+4fufv9xLYFdx9z93F3/2XPaggAAIChUGsez5iZva79/p3r7v748FUCAADAMKrV4mlmb5nZzyVtSVoLj63Qz/O1XlYQAAAAw6Fy8Az9O9ckrSpq7TwXHt9W1MdzM7SEAgAAAHvq3Gqfl3QpTKOU9EjSLTNblvRBeAAAAACSak4gnxE697j7tg5OMg8AAIARVyd4eo+OAQAAwAipEzytR8cAAABghHTt42lm38nYvGVmHysaXNRO7ZuW1HL3H/emegAAABgWRYOLfqFo3fX7GftyVycyMxE+AQAAkFQUPNvuPltwDAAAAFCoqI/n9UZqAQAAgKHXtcXT3T/rtp8lMwEAAFBW3SUzXzezO5K2dXDJzG/1sH4AAAAYEnWWzDwraUXRqPaL7j6mziUzV1gyEwAAAGl1WjyvS7rm7rfd/b4kufsjd7/v7rckXRHLZQIAACClTvB8VGLJzPT8ngAAABhxLJkJAACARtQJnue67Qz9O79drzoAAAAYVnWC57KZ/dzM/n1yEFEY6f6eogFGf92zGgIAAGAoFK1cdIC7PzKzH0r6O0k/NbPkbfVNSe8wnycAAADSKgdPSXL3tqQ/M7MLkmbC5s14lDsAAACQVit4mtnr7v44BE3CJgAAAArVmUD+5yJsAgAAoKI6g4vuSprudUUAAAAw3OoEz4cqmKfTzP62XnUAAAAwrOr08bwnad7Mzkv6VNK2ojAam5I0e/iqAQAAYJjUCZ6/kNRStCzmtYz9U5LOHqJOAAAAGEJ1gmfb3bu2aJrZnZr1AQAAwJCq08fzeoljPqxRLgAAAIZY5eDp7p/14hgAAACMllK32s3sO5LmJJ2X9J/c/b/1s1IAAAAYPoUtnmb2F4rWYL8laUHSppn9h35XDAAAAMOla/A0s+9K+qGi0evnwuPfSvqRmf1p/6sHAACAYVF0q/19SVfCmuyxNTOblbQk6d2+1QwAAABDpehWu6VCpyTJ3bfFeu0AAACooCh4Puyy7/NeVgQAAADDrSh4dl2THQAAACirzgTyhczsb/tRLgAAAI6vosFFs2b2PUlbGfsumtn3815XtSJmNq9oDfjt8Nx295V+l2NmLUmLklbrnA8AAADlFAXPS5LWJFnO/hs52yvdojezRUkP3P1WcpuZTSe39bIcM1uSNCXpU0nzklar1BkAAADVmHt+RjSzdUVzeFYqU9Iddy/V6mlm05I23P1cxr4tSRfCKPq+lWNmLula2RbP2dlZX19fL3MoAADAsWJmG2VzXFVFLZ5rWdMpFTGztQqH31DUqpqlrag1skyrZ6/KAQAAQB90HVzk7u/XKbTi6+YUBcMsbUlXGi4HAAAAfdCXUe0VzUh6kLOvrfIDlXpVDgAAAPpgEIJnkdaAlQMAAIAajjR4hqmMpGjqoyMvp+Ac82a2bmbrv//97/t1GgAAgKF1HFo8B4K7L7v7rLvPvvnmm0ddHQAAgGPnSINnYnqj1iCUAwAAgP4Z9BbPlnpz+7xX5QAAAKCmQQiea5Iu5uybklR2pvZelQMAAIA+GITguSlpOmfftKS7DZcDAACAPhiE4LmkjDk2w0j1GUl3MvZlBczK5QAAAKA5Rx483b0tadnMFlO7FiUtpNdXN7MNSffMbOYw5WSYqlp3AAAAlFe0Vnsj3H0hzJN5U9EgoIuSVt19JePwNeUMFqpSTjjmbUWtoZK0aGbXFK1yVCaoAgAAoAJz96Ouw7EzOzvr6+uMVQIAAMPHzDbcvS9LjR/5rXYAAACMBoInAAAAGkHwBAAAQCMIngAAAGgEwRMAAACNIHgCAACgEQRPAAAANILgCQAAgEYQPAEAANAIgicAAAAaQfAEAABAIwieAAAAaATBEwAAAI0geAIAAKARBE8AAAA0guAJAACARhA8AQAA0AiCJwAAABpB8AQAAEAjCJ4AAABoBMETAAAAjSB4AgAAoBEETwAAADSC4AkAAIBGEDwBAADQCIInAAAAGkHwBAAAQCMIngAAAGgEwRMAAACNIHgCAACgEQRPAAAANILgCQAAgEYQPAEAANAIgicAAAAaQfAEAABAIwieAAAAaATBEwAAAI0geAIAAKARBE8AAAA0guAJAACARhA8AQAA0AiCJwAAABpB8AQAAEAjCJ4AAABoBMETAAAAjSB4AgAAoBEETwAAADRi4qgrcBz9r9881r/5m1/o1ZMTevXUxN7zayejn8+cnNBrie2tV06odXpSZ1+ZVOv0pF49OSEzO+q3AQAA0CiCZw2t05P619Pn9eTZCz159lLbT5/rn7ae6stnL/Xk65f68vlO19ePj5lar0zq7OlJtV6ZVOv0icTvUUhtnZ7U1JkTOn/mpN549YTOnTmhyXEaqAEAwPFF8Kzhn7de0X98509z9+/sur58HoXQL75+qUdfvdD20+fa/uqFHj19oe2vnmv76Yu933/3xdf6P7/9Qo+evtAXz17mlts6PanzZ07o/KtRGD1/5qTOv3pib1ty3+unJjU2RqsqAAAYHATPPhgfM71+alKvn5qs/NoXO7t6/NULbT19oYdfPteDJ8/0+ZfP9fDJcz348pkePHmuz5880//57RM9ePJAW09fZJYzMWaaOnNCb7x6Ut94/aTe7Hg+pTdfO6lvvHZSb752UqdPcBkAAID+I3EMmMnxsaj18tWTpY5/ubOrh0+f68GT53r4ZRRKH4SQ+vkX0e+/++KZ/vf/+0KfP3mml7t+oIxXT07ozRBCk4H0G691BtSp0ydoRQUAALURPI+5ifExfeO1U/rGa6cKj93ddW09fa7fffFMv//iWeL5673f/+E3j/Wfv3imJxm3/MfHTG+8euJAIP3GXmg9tffzqcnxfrxdAABwjBE8R8jYmO21pv7JP+t+7NPnL/X7LgH1t4+/1n//v4/04MkzZTSi6rVToRX11ZN6Izy/+VrU/zR63n+cmGDQFAAAo4DgiUynT0zoW+cn9K3zZ7oet7PrevBlZ0D9fSKofv7Fc/3Dbx7rv3zxLHfg1NlXJg8E0v3QekJvvnpKb7wWDaYipAIAcHwRPHEo42O2d6v/XxYc+/WLHX3+JAqln4dBUtHP+8//8zeP9fucW/1SNLL/jTCCfyrxOHc69fuZaLQ/t/wBABgcBE805tTkuP7g3Gn9wbnThcd+/WInajl98kyf7z3vh9WHXz7Xr373RFtfPtfW0+eZt/sl6ZXJ8RBEJ3XudBRGz505oanTJ9Q6c0JnX5nU66cmdPaVyb3H669MMmcqAAB9QPDEQDo1Oa4/nDqtP5wqDqk7u67HX73Qw6fPtfXlcz34Mno++PsL/eODp9r68nnX+VIl6fSJ8Y4gGgXUyURAndDZ05N67eTk3upVZ8LKVa+enNCpyTFWpwIAIIXgiWNvfMx0LrRk6s1yr3n2ckePvnqhx1+90KPE4/FXL1O/R8//9PDp3s9FK1PFdTpzYnxv2dRkKD3487hOTY7rlRPjeiXreXJcp06M6/TkuCZoiQUAHGMET4ykkxPj+sZr46WmoUp7ubOrx2FFqsdfvYiWSn32cm+1qifPdva2PXn2suPn3z7+Wl8+29EXX0cBdievj0COyXGLQmoqoJ6aGNfJyTGdGB/Tycnx8Dy293xyYlwnJ8Z0cmJMJzqe08dGv5+YGNPkuGliPHqeHBvTxLhpcnxME2Om8TGjRRcAUBnBE6hoYnxsbxDTYbi7nr3c1ZNnL/XV8x19/WJHX73Y0dPn0fPXz/d///rFjr4Kv3+V/Dnx/OXzl3r+clfPXu6G5x09S/zea5OJIDo5HgXTibGx/e0htE6MWeLnMU2O74faOMSOm2lszPZ+HzPTxHh4Hov2jWduk8bHx6J98bYxaXws2jYel1+wbWxMGjMLD8nCc7zNLJqOLN5mdvD4/W35xwDduLvcJZe0G37edQ/7wrZw3K5LcskV/exh324oYDfs23td+DfubsY5tFdGKG93/7WecY6Oeu7G25L7O+vqHXXJKSfxc/I1UV0OlpP7mvDZ5J5b+8cVnjvx/pOvOVDOgfecX87+/+yOp73//6nde//vs7dnH995msQx3vmc3v+t82f0V//uT9RvBE/giJhFrZdNjLx3d73YcT17uZMKp/shNf792ctdPd/Z1cudXb3Y2dWLHdfLnV293PW9n1/s7OrFbvyz6+Xurl68dL3Y3dXL+Pcd14ud6PcXO7v6+sWuXu683N++Gx23uyu93N3Vzm70xf1yZ1e7rr19O+6VW4YH1YEwmw6qY9nhN46syfAa/2gmxUfsbUsca3v/ydie83qljss7lylRSKLMzr8EvWPb3l9+8o7fO/fFv3f+f8/6CzPvNb5/oNI/po9J16ljW+rS6xo0lAg+qX2dYSUVCjPOg6MRX9fxn0lTeA4/7/1DMz428We5Y1v4eX971p+x8Lz/J6lzf0e9LHO7Kh7f7ZxNDaoleAIjwMx0YsKO7Tyo8V/cHWF0x7XjnrltZzf1yNm2u+t6uRsH2+gcu4ngsOtRi0uy9Sk+xj37+LhFpNsx+/ujFqNux8ehOxmS9gKSZ4epZBjrCFkZoS8Zug6GuP3fPHWug6Et2p4OtlJnII5+Pxh+E0fnvCb+PTt8d+zLOV92edl16iznYJ32gkmXoNEZVjq3Rccmg83BMuIlitPBZmwvxISyEz8rfq11nkMZZcTvZyyvrslzZNR1/3XJ9xbV+2AIs9T7TX4OOeVkhb+icydfM6Zy507UFf1H8AQw8MzCbfUx5mUFgOPseDZ/AAAA4NgheAIAAKARBE8AAAA0guAJAACARhA8AQAA0AiCJwAAABpB8AQAAEAjCJ4AAABoBMETAAAAjSB4AgAAoBEETwAAADSC4AkAAIBGTBx1BWJmNi+pJWk7PLfdfaWf5fTqnAAAACg2EMHTzBYlPXD3W8ltZjad3NbLcnp1TgAAAJRj7n60FTCblrTh7ucy9m1JuuDu270s57DnnJ2d9fX19aIqAQAAHDtmtuHus/0oexD6eN6QtJazry1pvg/l9OqcAAAAKGkQguecorCXpS3pSh/K6dU5AQAAUNIgBM8ZSQ9y9rUllW3qrVJOr84JAACAkgZicFGB1hGUc+DYMAI+vgX/zMz+Rw/qhNHzhqTPj7oSOHa4blAH1w3q+hf9KvhIg6eZtcKP202VU/ec7r4saTmUsd6vTrcYblw7qIPrBnVw3aAuM+vbCOpBuNUOAACAEXCkwTMxZVGrqXJ6dU4AAABUM+gtni0d8jZ8jXLKHLtcvyoYcVw7qIPrBnVw3aCuvl07gxA81yRdzNk3JalsP4Mq5RzqnKG/J1AZ1w7q4LpBHVw3qKuf184gBM9NSdM5+6Yl3e1DOb06JwAAAEoa2CUzw+jzLUnn0stXhvXU2+ltZcupc04AAAAczpG3eIYAuWxmi6ldi5IWMkLnhqR7ZjZTt5yq5wQAAMDhHXmLZyxM0N5SNLDnoqRP3X0l47hFSVclXUm3elYpp+qxGce3JLW7HY/RYmZ3Fa18teTu7dCyPifpkrvfyDie62nEhLsqi5JWe/Vdw3U0/MpcN3z/IIuZ3ZR0XtGKjVJ0fRz6u+Qw18/ABM9BFwLvA3e/1W0bRldojZ9JbV5z9ysZx3I9jRAzW1I0cPFTRQHiWpcv9NLXBtfRcKt43fD9gw7h/+mHiW6GM5I+UXRdXMs4tpHvHYJnCXl9QsO+LUkXuD2P8AdvVfsD19bdfTPjOK6nEWZmrpwAUeXa4DoaLd2um7Cf7x/sCS2SaxnjYeYUXSd711LT3ztH3sfzmLihaAqmLG3tr+GO0fbA3dfcfTk8DnzpB1xPyFPl2uA6QhLfP0i6mNUd0d3XFN0eT3a/aPR7h+BZzpyiDzRLW9KBWxlAF1xPyFPl2uA6Qh1cN6PhZuj3m2Vd0mzi90a/dwie5cxIepCzr63O/4EYcWbWMrO5cEsiC9cT8lS5NriOcADfPwjyWiWlqN/ww8TvjX7vEDx7o3XUFcBAOB/61cwq+hdly8xWw4jUKqoej9HR6tOxOP74/sEed7+SHkCUMKPuwTSt1ctjJyoUNpISf2i3j7AaOD7uJDpWb4YO/xsKS7RyPSFPlWuD6wg5+P5BV+EfJ1I0S8KRfO/Q4gn0iLsfWHwgdOSeSvxhB4Ce4/sHRRLzwV7LGnjUFIJngcQf5NYRVgPHW1vSNYnrCfmqXBtcR6iA7x/E7ipanXFvSq6j+N4heB5eS9y2QHdt7c+tV6Qlridka6n8tVHlWAw3vn8Qz/N6192XK760pR5/7xA8y1lT6COTYUpRR26MMDPbCH+wy+B6Qp4q1wbXESTx/YPuwrKZ97qEzka/dwie5Wwq/1+M04qarzHaWpLu5eybVnQNxbiekKfKtcF1hFhLfP8gg5ldlbSdDp1hBaNYo987LJlZQt4SUaGj7pakcywxNtrM7GbWGrXh2rkn6Uro6M/1NOLqLJmZdW1wHY2WguuG7x8cEMJlK+eaWXT3hfBzo987tHiWEEZ/LWfcylhU1FF3u/laYcBkXR+StCTpVvylL3E9QVJ0S+qAKtcG19FIyrxuxPcPUsxsRmFZTDO7mnjMh1vvrfjYpr93aPGsIExJ0VLUefaipE+z/iWB0RT+xfdB+LWl6C+JpeSXfup4rqcREb7o31Y0cfO0ov/n64oGfhz4sq5ybXAdDa8q1w3fP0gysy11H32+kG4lb+p7h+AJAACARnCrHQAAAI0geAIAAKARBE8AAAA0guAJAACARhA8AQAA0AiCJwAAABpB8AQAAEAjCJ4AUJOZzZjZUlgPGQBQgOAJADWEdZCnFK0ok7eUIRII6gAIngBQg7uvheUIt4+6LscBQR2ARPAEADSAoA5AIngCwJEws1Uz2wiP1lHX5yiZ2WL4HLZG/bMAhh3BE8CxZGbTZnY3hBU3s6WSr1sNx98Lr5/ud13zuPul8NjOO8bM5kI9V8Pz3RDUWmH/vJnNVDmvmd0MQc/DYzXcCs871hOfWeZxh+HuC+5+SdJar8sGMFgmjroCAFCHu7clXTOzRUkzkmaLXpMY1LLt7hf7Wb/DCmHytqS2pIXwfuN9LUm3zexjSUvublXKdvdbZrYsaUvSmrtfKTj2SjjPSo23AgB7CJ4AhkFbBcEzcQt3Whkta2Y2L+lSwXlWmwhfoS5Lkq5lnc/dt83sukJwrHOOUMa2os+jW12m1dD7BjD8CJ4AjrsH4dEqOG5e0rKioLWY3unuyz2vWQ1FoTMWguOapNVDnK6tqLW4mwV3v5FTz4EI6gCOD4IngGMr9DdcU2i1M7Pp5C3p1HErkuL+iQPZlzDcXl+StFwysLV1uPfSljRjZq2sfqaJEHzAoAR1AMcLwRPAcXbF3RfCLWMpCqAHgqekaXdfM7MFRf07s46pJITEdxWF2elwK3+520ChEm6H54WSx2+7+2ZO/W4mfr2oqI9m+tj4c5iW1LEv3GK/SMAE0EsETwDHnru3zUyKbht3tACa2XwiPM2l9x/inJuKwlrZkNhVaJWdkbRSNry6+4Fzx30yFd0iX0lsX5WUHkR0LzwfCJ7KucVeV5+COoBjhuAJ4FgKweVBYtO2opa95DEzktYTx2f27xwQ18JzqWmhurirKLymb9VntfKuh+eOAUbhFvvdQ9ajQ6+DOoDjieAJ4LiaVWfrZVsHR2jPplo7pQHt36n9UfnrXY/qItxen5F0OQTtqfD7FWUHvjiM7gX28DpusQPoCyaQB3BcXUn1WewInqHV7k7yePWof2eftKRotHrWTjObSUwkn5z4PTkq/Yaiz2Fe0jsKXQ/c/UZWuYltyamoFrNu4QNALxA8AQyLveAZ+jk+TIWtA/07w+pHi4kQdzM8FsPE9PFxVxMr/Ry4VZ9YQelmel/F+udy9013v6b9W/Ir7p4O39OKguYtd1929zL9RZOf21X1+BY7ACQRPAEcOxn9O6UwUCbsu5oaWNNSFK465rx093Zo3dtW1NJ3KzwWJD0ws41w3Iq698FckHTd3W8d4m2tJuraTdxlIGv+zm3tDxgqqy2pFc57xd0HtSsCgCFA8ARwHGWNTo9bDD9QNGdn+nhlvKabFUVzXM5Ie0t0biq6nX2gPoedKD2E1m0VD36Kz38nY19uq2mX1tj4NXfFwB8AfUbwBHAcfaCDISselPMgox/nu+pN/84lSVcztrcOWW7ssqR3cm7nt8L2TUntnFvoC4rea/q1N5UfuuMW0iWmNgLQb4xqB3BsmNmSokEzLUkbZrYYj76Ol5BM3u4Ox08rtHia2V1FyziWGbE9J2kz1YfyjqQlM5uJt4cW0V7ODXou9DFdVdQC+jA8P5D0YXifH+e8fs3MPgwBNe6KsF3QBWBT2dMvAUDPmbsfdR0A4EiZ2Zaiddw/VTQFUUvRFEML6VbAEF4fxpOrm9nNOn07zWzV3dMTuo+08Nlep+UVGF60eAJA5NOSrX5Ligb2xH0tt/tWIwAYMgRPAKgg3M7eDlMPSdmDfAAAGRhcBADVLStq8ZzmtjAAlEfwBIDqPlY0+GhQV0ECgIHErXYAIyuscHRD0WCiG2amMv083X0zjKA/zEjwzXiCekmXR7nlNIzCnys8EMCxx6h2AAAANIJb7QAAAGgEwRMAAACNIHgCAACgEQRPAAAANILgCQAAgEb8f7XIin5Qjc+dAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i in mpvinv_90_arg:\n",
+    "#i is the sorted index for Mpvinv\n",
+    "    #print(i)\n",
+    "    name = gwname[i]\n",
+    "    label = name.split('_')[0]+'\\_'+name.split('_')[1]\n",
+    "    density = bounded_1d_kde(mpvinvplus[i], xlow=0., xhigh=200, method=\"Reflection\")\n",
+    "    count = density(bins[:-1])\n",
+    "\n",
+    "    #plot the most stringent six events with colored lines, and the rest with grey\n",
+    "    plt.figure()\n",
+    "    plt.plot(bins[:-1], count,label=label)\n",
+    "    plt.title(label)\n",
+    "\n",
+    "    plt.xlim(0,200)\n",
+    "    plt.ylim(0,0.04)\n",
+    "\n",
+    "    plt.xlabel(r'$M_\\mathrm{PV}^{-1}~[GeV^{-1}]$')\n",
+    "    plt.ylabel('Probability Densitiy')\n",
+    "    #plt.legend()\n",
+    "    plt.savefig('figs/'+name+'.png',bbox_inches='tight')\n",
+    "    plt.show()\n",
+    "#fig.savefig('0404mpv.pdf',bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9af10ca7",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ca18bc84",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ebb031ba",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2fbb887b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "id": "0ee049db",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f64fb377a20>"
+      ]
+     },
+     "execution_count": 130,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure();\n",
+    "ax = fig.add_subplot(111)\n",
+    "\n",
+    "combine = np.ones(len(bins[:-1]))\n",
+    "k = 0\n",
+    "for i in mpvinv_90_arg:\n",
+    "#i is the sorted index for Mpvinv\n",
+    "    name = gwname[i]\n",
+    "    label = name.split('_')[0]+'\\_'+name.split('_')[1]\n",
+    "    count,_ = np.histogram(mpvinvplus[i],bins=bins,density=True)\n",
+    "    \n",
+    "    #combine\n",
+    "    combine *= count\n",
+    "    #plot the most stringent six events with colored lines, and the rest with grey\n",
+    "    if k < 6:\n",
+    "        ax.plot(bins[:-1], count,label=label)\n",
+    "    elif k == 6:\n",
+    "        ax.plot(bins[:-1], count,color='black',alpha=0.1,label='other 4-OGC events')\n",
+    "    else:\n",
+    "        ax.plot(bins[:-1], count,color='black',alpha=0.1)\n",
+    "    k=k+1    \n",
+    "ax.set_xlim(0,50)\n",
+    "ax.set_ylim(0,)\n",
+    "ax.axvline(9,0,10,linestyle='--',color='black',alpha=0.7,label='$90\\%$ upper limit')\n",
+    "ax.set_xlabel(r'$M_\\mathrm{PV}^{-1}~[GeV^{-1}]$')\n",
+    "ax.set_ylabel('Probability Densitiy')\n",
+    "ax.legend()\n",
+    "#fig.savefig('0327mpv.pdf',bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "id": "72bc4ad2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The upper limit for M_pv^-1 is: 16.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "combine = combine / (np.sum(combine)*(bins[1]-bins[0]))\n",
+    "i = 0\n",
+    "while (np.sum(combine[:i]) * (bins[1]-bins[0])  <0.9):\n",
+    "    i = i+1\n",
+    "print('The upper limit for M_pv^-1 is:',bins[i-1])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91ba33d1",
+   "metadata": {},
+   "source": [
+    "# Plotting the figures"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "038a2886",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190720_000836.hdf\n",
+      "0.9872725955565491\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190707_093326.hdf\n",
+      "0.9671131745157657\n"
+     ]
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190421_213856.hdf\n",
+      "0.9214988609347565\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190929_012149.hdf\n",
+      "0.36330519020026486\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190926_050336.hdf\n",
+      "0.8749198527665982\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190602_175927.hdf\n",
+      "0.6755367976854046\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190513_205428.hdf\n",
+      "0.9948988013707685\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170818_022509.hdf\n",
+      "0.9445306270947907\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170608_020116.hdf\n",
+      "0.9005056769116415\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170814_103043.hdf\n",
+      "0.740535029879208\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190424_180648.hdf\n",
+      "0.8029588761683543\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170121_212536.hdf\n",
+      "0.9559778609300325\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170727_010430.hdf\n",
+      "0.8448437108614495\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190517_055101.hdf\n",
+      "0.8568240116033554\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170403_230611.hdf\n",
+      "0.6454254681418943\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190708_232457.hdf\n",
+      "0.9999816605761067\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190731_140936.hdf\n",
+      "0.9212887358837697\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190503_185404.hdf\n",
+      "0.8292075477460159\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190706_222641.hdf\n",
+      "0.671796301413693\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190925_232845.hdf\n",
+      "0.9479055495840899\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170104_101158.hdf\n",
+      "0.993664830804367\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190408_181802.hdf\n",
+      "0.9999053700283832\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190413_052954.hdf\n",
+      "0.99206665702234\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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88ohGjx6tO++802mW008/XTk5OSouLla3bt241jmAoKJkAkAN2bRpk6699lqdffbZevrpp8u9DnlNadeunXJyclRUVKRu3brp3//+t+tIAKIEJRMAakBhYaHS0tJUq1YtzZ49W3Xq1HEd6bD27dsrJydHBw4cUPfu3fXtt9+6jgQgClAyAaAGTJgwQWvWrNErr7yiFi1auI7zOx06dFB2drZ+/vln9ejRQ1u3bnUdCUCEo2QCQIitWrVKjzzyiK699tqQnWw9GDp16qR33nlHO3fuVM+ePbV7927XkQBEMEomAITQgQMHNGLECB1//PF6/PHHXcep0B//+EctWrRIeXl5Gjx4sA4ePOg6EoAIRckEgBB67LHH9MUXX2jy5Mlq1KiR6ziVcv7552vKlCnKycnRrbfe6joOgAgV7zoAAESr7777Tg8++KD69++v1NRU13ECcs011+jLL7/UpEmT1LVrV2fn8wQQuRjJBIAQSU9P16FDh/TYY4+5jlIlDz/8sLp06aLrr79emzdvdh0HQIShZAJACCxfvlxvvPGGxo8fr5YtW7qOUyXx8fGaMWPG4ctgWmtdRwIQQSiZABBk1lrdfvvt+sMf/qD09HTXcaqlZcuWmjRpkj744ANNnz7ddRwAEYSSCQBB9tZbb2nlypW6//771aBBA9dxqm3kyJE655xzdPvtt3NaIwCVRskEgCA6dOiQ7r33XrVp00bXXHON6zhBERcXpxdeeEH5+fl64IEHXMcBECEomQAQRDNnztSXX36pCRMmKD4+ek7gccYZZ+i6667T888/r7y8PNdxAEQAw4HcoZWSkmJzc3NdxwBQAw4ePKi2bdvq6KOP1qpVqxQXF13/jt+2bZtOPfVUXXbZZXrzzTddxwEQBowxq6y1Kb4ei66/AQHAoWnTpikvL08PPfRQ1BVMSTr55JN16623aubMmdqwYYPrOADCXPT9LQgADhw8eFAPP/yw/vjHP6pPnz6u44TMbbfdpnr16ikjI8N1FABhjpIJAEHw5ptvavPmzbr33ntljHEdJ2SaNGmiUaNGacaMGfrvf//rOg6AMEbJBIBqKi4u1sMPP6yOHTvq0ksvdR0n5G6//XZJ0qRJkxwnARDOKJkAUE1ZWVn66quvdM8990T1KGaJU045RcOGDdPUqVNVUFDgOg6AMEXJBIBqsNbq73//u9q0aaO0tDTXcWrM2LFj9euvv3IVIAB+UTIBoBreeecd/etf/9Jdd92lWrVquY5TY5KTk/XHP/5Rzz33HNc0B+ATJRMAqshaq4ceekjNmjXTVVdd5TpOjbvxxhu1ceNGLV261HUUAGGIkgkAVfTRRx9pxYoVGj9+vGrXru06To0bPHiwGjdurOeee851FABhiJIJAFU0ceJENWnSRNddd53rKE7UrVtX1157rd566y398MMPruMACDOUTACogvXr12vRokW6+eabVa9ePddxnLnmmmt08OBBLjMJ4HcomQBQBY8//rjq1q2rG2+80XUUpzp27KjOnTuzyhzA71AyASBAO3bs0GuvvaYRI0bouOOOcx3HueHDhys3N1fr1693HQVAGKFkAkCA/vGPf+jgwYO67bbbXEcJC1deeaVq1aqlV1991XUUAGGEkgkAAfjll1/03HPP6fLLL1fr1q1dxwkLJ5xwgnr37q033nhDxcXFruMACBOUTAAIwMsvv6z8/HzdcccdrqOElaFDh+q7777Tp59+6joKgDBByQSASjp06JAef/xxdenSReecc47rOGGlX79+qlOnjmbPnu06CoAwQckEgEqaN2+evvnmG0YxfTj66KPVu3dvzZkzhylzAJIomQBQKdZaPfroo2rVqpUuu+wy13HC0uDBg7V161Z98sknrqMACAOUTACohBUrVmjlypX685//rFq1armOE5ZSU1OZMgdwGCUTACph0qRJOvbYY3Xttde6jhK2jjrqKF1yySVMmQOQRMkEgApt3LhRb731lm666SbVr1/fdZywlpaWpu3bt7PKHIDiXQcoYYwZLSlRUoH31zxrbWYo9xPoc3q3b1Xqrt3W2omBZgQQWZ588knVrl1bN910k+soYe+SSy5RfHy8FixYoC5duriOA8AhY611nUHGmAyVKWy+7gvmfgJ9TmPMHEmfldl+jqQl1top/jKlpKTY3Nzcyr4EAGFmz549+sMf/qArrrhCL730kus4EaFnz57aunWrNmzY4DoKgBAzxqyy1qb4esz5dLkxJknS6LLFzlqbLuluY0xisPcT6HN6y+ceH+Wzp6Q9lckHIDJNnTpVv/76q2655RbXUSLGZZddpq+++kpff/216ygAHHJeMiWNkZTt57E8SaNDsJ9Kb+stpOMlZZTd0FrbqCpT+gAiQ1FRkf7xj3+oW7du6tixo+s4EaNfv36SpAULFjhOAsClcCiZPeUpdr7kSeoVgv0Esu0YeY7V9Lc9gCg1b948bdmyhVHMADVv3lydO3emZAIxLhxKZrKk3X4ey5Pkc56/mvsJZNueklZLkjEm0RiT5h3dBBDlnnrqKSUlJalv376uo0Scyy67TB9//LF27tzpOgoAR8KhZFYk0cF+Sm+bLGmPMSZNnsKZLSnRGDOHsglEr9zcXK1YsUJjx47l5OtVcNlll8laq7ffftt1FACOOC2ZpRbYFNTUfqr4nI0lFVhrM621Bdba1ZLSJa3ytTDJGDPaGJNrjMndtWtXAE8DIFw89dRTatiwoUaMGOE6SkTq3LmzTjnlFKbMgRgWCSOZzpQqkMnW2iMWCnmP0cyTdHfZn7PWTrHWplhrU5o0aRL6oACCavv27Zo1a5ZGjBihY445xnWciGSMUb9+/fTee+9p3759ruMAcMBpybTWFnj/M7Gm9lPFbVf72SRPUlpF+wEQWV544QUVFRVp7NixrqNEtH79+mn//v3KyclxHQWAA+E+kpmoak6lV2E/ZbctkP9zYe6RxHGZQBTZv3+/XnjhBV166aVq3bq16zgR7YILLtBRRx2lhQsXuo4CwIFwKJnZOvJSjaU1llTZy+UEsp9Ats3z3udPQSXzAYgAs2bN0s6dOzltURDUrl1bF198sd5++22Fw9XlANSscCiZq+V/NDBJ0pwQ7CeQbWfJs8Lc37ZcMxKIIs8995zatm2rHj16uI4SFVJTU7Vt2zatXu3vqCMA0SocSuZk+TgXpnfRTbKk2T4e81UQA9lPINtOkZTk5zl7yseVgABEptWrV2vlypW64YYbZIxxHScqXHLJJYqLi2PKHIhBzkumd5X2FO/1wUvLkJReavGNJM+F2CVtMsYcMboYyH4C3LZAntMVTS6TY7KkKWVXnQOIXM8//7zq16+v4cOHu44SNY477jh16dKFkgnEoHjXASTJWpvuPbfkeHmOcWwlaYmf64Jny89CnkD2E+C2E40xBd5iWWKVtXZKYK8UQLj68ccf9cYbb+iKK65QYmKi6zhRJTU1VXfddZe2bt2qpk2buo4DoIYYDsYOrZSUFJuby2GbQLh75plnNG7cOOXm5uqss85yHSeqrF+/Xu3bt9cLL7ygMWPGuI4DIIiMMaustT4vAe58uhwAXLPW6vnnn9fZZ59NwQyB008/XUlJSUyZAzGGkgkg5i1btkwbNmzQjTfe6DpKVDLGKDU1Ve+//z5X/wFiCCUTQMx7/vnn1ahRIw0ZMsR1lKiVmpqq/fv3KzubtZJArKBkAohpO3bsUFZWlq699lrVq1fPdZyo1bVrVx199NFMmQMxhJIJIKa99NJLKioq0vXXX+86SlSrXbu2evfurbffflvFxcWu4wCoAZRMADGruLhYL730krp166Y2bdq4jhP1UlNTtWPHDq1atcp1FAA1gJIJIGZ98MEH+uabbzRy5EjXUWJCnz59uPoPEEMomQBi1ksvvaRjjjlG/fv3dx0lJhx77LE655xzKJlAjKBkAohJ+fn5mjt3rq666ioW/NSg1NRUrVmzRlu2bHEdBUCIUTIBxKQ33nhDhYWFuu6661xHiSmpqamSpLfffttxEgChRskEEJOmTZumzp07Kzk52XWUmNK2bVu1atWKKXMgBlAyAcScNWvWaPXq1YxiOlBy9Z+cnBz98ssvruMACCFKJoCY89JLL6lOnTq68sorXUeJSampqSosLNSSJUtcRwEQQpRMADFl//79mjFjhvr376/GjRu7jhOTunbtqmOOOYYpcyDKUTIBxJR58+YpPz+fqXKHEhIS1Lt3by1atIir/wBRjJIJIKZMmzZNLVq0UPfu3V1HiWmpqan6/vvv9dlnn7mOAiBEKJkAYsa3336r7OxsjRgxQnFx/PXnUp8+fVSrVi2mzIEoxt+yAGLGyy+/LGOMrr32WtdRYl7jxo117rnnUjKBKEbJBBATDh06pFdeeUW9evXSKaec4joO5Jky//zzz7V582bXUQCEACUTQEzIycnRf//7X/3v//6v6yjw4uo/QHSjZAKICS+//LISExN12WWXuY4Cr9NOO02tW7dmyhyIUpRMAFEvPz9fWVlZuuqqq1S3bl3XcVBKamqqli5dqr1797qOAiDIKJkAot7MmTNVWFioESNGuI6CMlJTU3XgwAGu/gNEIUomgKj38ssvq2PHjkpOTnYdBWWce+65SkxM5LhMIApRMgFEtS+//FKfffaZRowYIWOM6zgoIyEhQX369OHqP0AUomQCiGovv/yyEhISdNVVV7mOAj9SU1O1c+dOrVy50nUUAEFEyQQQtQ4ePKjXXntNqampatKkies48KN3795c/QeIQpRMAFFr0aJF2rVrFwt+wlyjRo3UtWtXSiYQZSiZAKLWtGnTdOKJJ6p3796uo6ACqamp+uKLL7j6DxBFKJkAotKOHTu0ePFiDR8+XPHx8a7joAIlV/9hNBOIHpRMAFHp9ddf16FDh5gqjxCtW7fWaaedRskEogglE0DUsdZq2rRp6tKli9q2bes6DiopNTVVH3zwAVf/AaIEJRNA1FmxYoU2bNig//3f/3UdBQEoufrPe++95zoKgCCgZAKIOpMnT9bRRx+toUOHuo6CAJxzzjlq1KgRU+ZAlKBkAogqu3fv1pw5czRs2DA1bNjQdRwEID4+XpdccokWLVqkoqIi13EAVBMlE0BUmT59ugoLCzVmzBjXUVAF/fv31w8//KCPPvrIdRQA1UTJBBA1rLWaPHmyunTpoo4dO7qOgyro3bu36tWrp6ysLNdRAFQTJRNA1Fi2bJk2btzIKGYEa9Cggfr06aOsrCwVFxe7jgOgGiiZAKLG5MmTlZiYqMGDB7uOgmoYMGCAtm3bpk8//dR1FADVQMkEEBV27dqluXPnavjw4apXr57rOKiGvn37KiEhQXPnznUdBUA1UDIBRIUpU6bo4MGDuv76611HQTUdc8wx6tWrl+bOnStrres4AKqIkgkg4h04cEDPPvusLrroIp1++umu4yAIBg4cqG+//Vb/+te/XEcBUEWUTAARLzMzU9u3b9ett97qOgqCpF+/fqpVqxarzIEIRskEEPGeeuoptWnTRhdffLHrKAiS4447ThdccAHHZQIRjJIJIKL985//1MqVKzVu3DjFxfFXWjQZOHCgvvrqK61fv951FABVwN/IACLak08+qWOOOUbXXHON6ygIsv79+8sYw2gmEKEomQAi1pYtW5SZmamRI0dynfIodNJJJ+mcc86hZAIRipIJIGJNmjRJxhiNGzfOdRSEyIABA7R27Vpt2rTJdRQAAaJkAohIu3bt0osvvqhhw4bplFNOcR0HITJgwABJYpU5EIEomQAi0tNPP639+/crPT3ddRSEUIsWLXTWWWcxZQ5EIEomgIjz008/6R//+If69++vtm3buo6DEBs4cKA+/fRTfffdd66jAAgAJRNAxJk8ebIKCgp09913u46CGjBw4EBJTJkDkYaSCSCi7N+/X48//rh69uyplJQU13FQA9q0aaP27dtTMoEIQ8kEEFFeffVV7dixg1HMGDNw4EB99NFH2rlzp+soACqJkgkgYhQVFWnixIk6++yz1a1bN9dxUIMGDhyo4uJizZ8/33UUAJVEyQQQMebMmaO8vDzdfffdMsa4joMadMYZZ+jUU09llTkQQSiZACKCtVaPPPKITj/9dF122WWu46CGGWM0cOBA5eTkKD8/33UcAJVAyQQQERYvXqzPP/9c6enpiovjr65YNGDAABUVFWnhwoWuowCoBP6mBhARHn74YZ1yyim68sorXUeBI2effbaaNWvGlDkQISiZAMLe8uXLtWLFCt1xxx1KSEhwHQeOGGM0YMAAvfvuu9q7d6/rOAAqQMkEEPYefvhhNWnSRNddd53rKHBs4MCBKiws1OLFi11HAVABSiaAsLZ27VotXrxYt9xyi+rXr+86Dhw755xzdPzxxzNlDkQASiaAsPbII4/oqKOO0k033eQ6CsJArVq11L9/fy1evFi//vqr6zgAykHJBBC2Nm3apNmzZ+uGG25QYmKi6zgIEwMHDtQvv/yi9957z3UUAOWgZAIIW4899pji4+N16623uo6CMHLhhReqUaNGTJkDYY6SCSAs5efn69VXX9WwYcN00kknuY6DMJKQkKDLLrtMb731lg4cOOA6DgA/KJkAwtLUqVO1b98+3XLLLa6jIAwNGDBAP/74o3JyclxHAeAHJRNA2CkqKtIzzzyjCy+8UB07dnQdB2GoV69eatiwIVPmQBijZAIIO/Pnz9eWLVsYxYRfdevWVd++fTV//nwdOnTIdRwAPlAyAYSdJ598Ui1btlRqaqrrKAhjAwcO1A8//KCPPvrIdRQAPlAyAYSVNWvWaMWKFRo7dqxq1arlOg7CWJ8+fVS3bl2mzIEwRckEEFamTJmiOnXq6JprrnEdBWGuQYMG6t27t7KyslRcXOw6DoAyKJkAwsYvv/yiGTNmaNCgQWrcuLHrOIgAAwcO1LZt2/Tpp5+6jgKgDEomgLAxZ84c/fTTTxo1apTrKIgQffv2VUJCgrKyslxHAVAGJRNA2HjxxRd12mmnqWvXrq6jIEIkJiaqZ8+emjt3rqy1ruMAKIWSCSAsrF+/Xh9//LFGjhwpY4zrOIggAwcO1DfffKM1a9a4jgKgFEomgLAwdepUJSQksOAHAevXr5/i4uJYZQ6EGRMu0wvGmNGSEiUVeH/Ns9ZmhnI/1XlOY8wSa22virZLSUmxubm5ldklELOKiorUtGlTde3aVZmZAf+xB9S9e3dt375dGzZscB0FiCnGmFXW2hRfj8XXdBhfjDEZknZbayeWvs8Yk1T6vmDupzrPaYxJk9SzsrkAlC87O1s7d+7U1Vdf7ToKItTAgQN18803a8OGDTr99NNdxwGgMBjJNMYkSVplrW3k47F8SS2ttQXB3E91ntMYkyjpRUlp1toKDxxjJBOo2LBhw7R48WLt2LFDtWvXdh0HEWjbtm1q2rSpJkyYoHvvvdd1HCBmlDeSGQ7HZI6RlO3nsTxJo0Own+o852hJsyqZCUAFfv75Z82bN0+DBg2iYKLKTj75ZHXp0oXjMoEwUqmSaYw52hjTwhjTPQQZespT7HzJk1ThcY9V2E+VntMYkyxPOS2oZCYAFViwYIH27dunYcOGuY6CCDdw4ECtWbNGeXn+/noHUJPKLZnGmH8bY3ZLypCUJOmbEGRIlrTbz2N5knwOwVZzP1V9zp7W2tWVzAOgEmbMmKFTTjlF5557rusoiHADBw6UJEYzgTBR0UhmK0mDrbU3WGtzrLWhKJkVSXSwn99t612JPiVIWQBI2rlzp9577z1dddVViosLh6N3EMlatGihs846S3PmzHEdBYAqLpmrrbXvh+rJvYtopGpOPweyn6o8p3eh0J7KLEDybj/aGJNrjMndtWtXZZ8GiDmzZs3SoUOHdNVVV7mOgigxaNAgffbZZ9q8ebPrKEDMq6hkHnFgizHmGGPMKGPMbO9U+mfGmDuMMZ1DFzEspAVyzk5r7RRrbYq1NqVJkyahzAVEtJkzZ6pjx45q37696yiIEmlpaZLE+VaBMBBQybTW/mitfdFaO1jSj5JGW2snWWvXVOXJS40MJlbl56uyn0Cf03tOTP62AoJs69at+vjjjzVo0CDXURBFWrVqpTPPPJMpcyAMVFQyyzuJZq619l++HgjiKvREBWcldyD7Obytd2q9sbWWpYpAkM2bN0/SbyNPQLAMGjRIn376qf773/+6jgLEtIpKZmI5j+WX81ggQxPZ8iww8qWxpMqeyTyQ/VR229GSehljJpe+SUqXpFL3cfUfIECZmZlq37692rZt6zoKokzJ6DirzAG3KrqsZIoxppskX1e2SfLzWKICu+TianlOKeRLkqTJIdhPpbb1d3nJkstKWmvHVDIbgFK+//57ffjhh/rrX//qOgqi0KmnnqrOnTtrzpw5uu2221zHAWJWRSXzLHlG/fxdPtHfiGUg16qcLGlV2Tu9U9XJkmb7eCzJxxR2IPsJ+DkBBM+8efNkrT18XkMg2NLS0nTvvfdqy5Ytatasmes4QEyq8BRGkk6VZ2q5srdTJfk8VtMXb1mcYozJKPNQhqT0sqcNMsaskrTJe/WdKu0n0Of0obE3S2IF2wHwYe7cuWrTpo06dOjgOgqiVMmUeVZWluMkQOwy1vofdDTGPGKtvSvgnVbh57wnO0+UZ9FNK0mf+TptkLcYpknq5WtBTmX3E+i23u3TJA2R53CARHlKeJ6kUf6KaUpKis3NrexhpUD0++GHH3TiiScqPT1dDz30kOs4iGKdOnXSUUcdpeXLl7uOAkQtY8wqa63PKyWWWzJRfZRM4EgvvfSSRo4cqdWrV+vMM890HQdRbMKECfrrX/+q7777Tk2bNnUdB4hK5ZXMKl3HzRjTwhjT3Xs7unrxAMSSzMxMtWzZUp07d3YdBVGOVeaAW5UumcaYzsaYd40xhyRtkrTEe8v3Xv2nW6hCAogO+fn5ys7OVlpamozxt54QCI62bduqQ4cOXP0HcKRSJdMYM1ue4w+NpLskDZZ0kffX6yWtkTTXGPMOI5sA/HnrrbdUVFTECdhRYwYNGqTly5dr+/btrqMAMafCkmmMec/7n42stRdZax+11s611r7v/fVFa+0gec4vuVnS+6EMDCByZWVl6Q9/+IPOPvts11EQI9LS0mStZcoccKDckmmMGSipwFo72Fr7Y3nbWmsLvCcnX2WMGRnMkAAi388//6x3331XAwYMYKocNaZdu3Zq164d1zIHHKhoJHO0pIAKo7X2egV2WUkAMeCdd95RYWGh+vfv7zoKYsygQYP00UcfaceOHa6jADGlopL5o7X2pyrst9xRTwCxJysrS8cdd5zOO+8811EQYwYNGiRrLSdmB2pYRSVzTxX3W9WfAxCFDhw4oEWLFqlfv36Kj6/oarZAcLVr105t27ZlyhyoYRWVzKqeqb2gij8HIArl5OTop59+0oABA1xHQQwyxmjw4MFatmwZq8yBGlSlk7FXwjEh2i+ACJSVlaWGDRuqR48erqMgRg0ZMkTWWkYzgRpU0bxVivck6/kB7LOxJJ+XFwIQew4dOqQFCxbo0ksvVd26dV3HQYxq166dOnbsqJkzZ2rcuHGu4wAxoaKSeZakbHlOwl4Z1rstF0QHIEn6+OOPtXPnTlaVw7krrrhCd999t7799lu1aNHCdRwg6lU0Xb5a0qmSWlXydqr39q8Q5QUQYebNm6fatWvrkksucR0FMW7IkCGSpFmzZjlOAsSGikYys6213wS6U2NMdhXzAIgiJaeN6dWrl4466ijXcRDjWrZsqT/+8Y+aOXOm0tPTXccBol65I5nW2ruqstOq/hyA6LJmzRpt3ryZVeUIG1dccYXWrFmjr776ynUUIOqFanU5ACgrK0txcXFKTU11HQWQ5DkxuzGGKXOgBlSqZBpjOhtj7jDGPGyM6RTqUACiw7x583T++eerSZMmrqMAkqSTTz5ZF1xwgd58801ZyxpVIJQqLJnGmDvkWQA0UVK6pNXGmNtDHQxAZPv666+1bt06VpUj7FxxxRXauHGj1q5d6zoKENXKLZnGmDMlXS9pkKRG3tvFkm5gRBNAeebNmydJlEyEnQEDBig+Pl4zZ850HQWIahWNZN4lqZe1dq619kfvLVuek63fE/p4ACJVVlaWUlJS1KxZM9dRgCMcd9xx6tWrl2bOnMmUORBCFZVM4+sURtbaAkkBn9oIQGzYsmWLVq5cySgmwtbQoUO1efNm/fOf/3QdBYhaFZXMPeU89kMwgwCIHpmZmZI8K3mBcHT55ZerTp06TJkDIVRRyWQeAUDAZs+erTPPPFOtW7d2HQXw6eijj9all16q2bNn69ChQ67jAFEpJOfJNMY8H4r9Agh/JVOQgwcPdh0FKNcVV1yhHTt2KCcnx3UUICpVdFnJFGNMN0n5Ph5rZYzp7u/nqhcLQKRiqhyRom/fvkpMTNT06dPVq1cv13GAqGPKW1lnjCmWZ8rcBLhfa62tVZ1g0SIlJcXm5ua6jgHUmD/96U8qKioSn3tEgjFjxuj111/X999/r4YNG7qOA0QcY8wqa63PwcWKpstXSzpVUqsAbqdK+ldQkgOIKN9++60+/fRTpsoRMYYPH659+/YpKyvLdRQg6lQ0XZ7t6xRGFTHGZFcxD4AIxlQ5Is0555yjpKQkTZ8+XcOHD3cdB4gq5Y5kWmvvqspOq/pzACLb7NmzlZKSopYtW7qOAlSKMUbDhw9XTk6OtmzZ4joOEFVCsrocQOz55ptv9NlnnzFVjogzbNgwWWs1Y8YM11GAqELJBBAUb775piRRMhFxWrVqpXPPPVevvfYal5kEgoiSCaDarLV67bXXdP7556t58+au4wABGz58uNavX6/Vq1e7jgJEDUomgGpbvXq1vvrqKw0bNsx1FKBKBg0apDp16ujVV191HQWIGpRMANX2+uuvq3bt2kpLS3MdBaiSRo0a6fLLL9eMGTO0f/9+13GAqEDJBFAtRUVFevPNN9W3b181atTIdRygykaNGqU9e/ZwzkwgSCiZAKolOztb33//va6++mrXUYBq6datm5KSkjRlyhTXUYCoQMkEUC2vvfaaGjVqpD59+riOAlRLXFycRo4cqWXLlunrr792HQeIeJRMAFX2888/a/78+Ro8eLDq1KnjOg5Qbddee61q1aqlqVOnuo4CRDxKJoAqmz17tvbt28dUOaLGSSedpNTUVL3yyis6cOCA6zhARKNkAqiyqVOnqm3btjrnnHNcRwGCZvTo0dq1a5cWLFjgOgoQ0SiZAKpk3bp1+uSTTzRy5EgZY1zHAYLmoosu0imnnKLnnnvOdRQgolEyAVTJSy+9pISEBA0fPtx1FCCoatWqpZtuukkffPCBvvjiC9dxgIhFyQQQsMLCQk2fPl2XX365mjRp4joOEHQjR45UvXr19PTTT7uOAkQsSiaAgM2fP1+7d+/WyJEjXUcBQqJx48a6+uqr9frrr2v37t2u4wARiZIJIGBTp05V8+bN1bNnT9dRgJAZO3as9u/fz+mMgCqiZAIIyKZNm5Sdna0RI0YoLo6/QhC9OnTooO7du+vZZ59VUVGR6zhAxOEbAkBAnn32WcXHx2vUqFGuowAhd+utt2rLli2aM2eO6yhAxDHWWtcZolpKSorNzc11HQMIil9++UVNmzZV7969NXPmTNdxgJArLi7WGWecofj4eK1Zs4bTdQFlGGNWWWtTfD3GSCaASnv99df1448/auzYsa6jADUiLi5O6enp+vzzz7V48WLXcYCIwkhmiDGSiWhhrdUZZ5yh2rVra9WqVYzoIGYcPHhQp556qpo1a6bly5e7jgOEFUYyAVTbsmXLtG7dOt18880UTMSUhIQE3XHHHVqxYgUlEwgAJRNApTz11FNq3LixrrjiCtdRgBp33XXXqUmTJnrooYdcRwEiBiUTQIU2btyoBQsW6MYbb1S9evVcxwFqXP369XXHHXfonXfe0ccff+w6DhARKJkAKvToo4+qTp06LPhBTLvpppt0wgkn6N5773UdBYgIlEwA5dq2bZtee+01jRgxQscff7zrOIAzDRo00D333KOlS5fq/fffdx0HCHuUTADlevLJJ1VUVKQ77rjDdRTAuTFjxqhZs2a69957xdlZgPJRMgH49eOPP+qFF17QoEGDlJSU5DoO4FydOnX0l7/8Rf/85z+1cOFC13GAsEbJBODX008/rb1792r8+PGuowBh49prr9Vpp52m8ePH6+DBg67jAGGLkgnAp4KCAj322GO67LLLlJyc7DoOEDYSEhI0adIkbdy4UZMnT3YdBwhblEwAPj3xxBP68ccf9be//c11FCDsXHrpperRo4fuu+8+5efnu44DhCVKJoDf2bNnj5544gmlpaWpU6dOruMAYccYo8cee0z5+fl68MEHXccBwhIlE8DvPPbYY/r555913333uY4ChK1OnTrpuuuu0zPPPKN///vfruMAYYeSCeAI27Zt05NPPqkhQ4aoQ4cOruMAYW3ChAmqV6+exo4dyymNgDIomQCO8Je//EVFRUVcoxmohBNPPFEPPvig3n33Xc2dO9d1HCCsUDIBHLZmzRq9/PLLGjt2LOfFBCrphhtu0Jlnnqlbb71Ve/fudR0HCBuUTACSJGutbr/9djVq1Ej/93//5zoOEDHi4+P13HPPaevWrXrggQdcxwHCBiUTgCRp4cKFysnJ0X333adGjRq5jgNElD/96U8aNWqUnnjiCX355Zeu4wBhwXCgcmilpKTY3Nxc1zGAcu3du1ft27dXw4YNtWbNGtWuXdt1JCDi7N69W6eddpratm2rDz/8UHFxjOMg+hljVllrU3w9xp8AALr77rv13Xff6aWXXqJgAlV07LHH6rHHHtOKFSs0ZcoU13EA5yiZQIxbvny5nn32WY0dO1ZdunRxHQeIaMOHD1fPnj01fvx4bd261XUcwClKJhDD9u/fr5EjR6p58+acsggIAmOMJk+erKKiIt14442cOxMxjZIJxLAHH3xQGzdu1OTJk9WwYUPXcYCokJSUpAkTJuitt95SZmam6ziAMyz8CTEW/iBcrV27VikpKbryyiv16quvuo4DRJWioiL96U9/0pYtW7RhwwY1btzYdSQgJFj4A+AIRUVFuu6669S4cWM9/vjjruMAUSc+Pl5Tp07V7t27deedd7qOAzhByQRi0JNPPqlVq1bpmWee0bHHHus6DhCVOnfurDvvvFPTpk3T+++/7zoOUOOYLg8xpssRbv7zn/+oY8eO6tWrl+bPny9jjOtIQNT69ddf1alTJx06dEhffPGF6tev7zoSEFRMlwOQ5Ll05OjRo5WQkKDnnnuOggmEWL169fTiiy8qLy9P999/v+s4QI2iZAIx5KWXXtLSpUv16KOPqmnTpq7jADHhggsu0KhRo/TYY49p9erVruMANSZspsuNMaMlJUoq8P6aZ60N+NwPgewnwG3HSzpWUrL3rsmVycd0OcLFtm3b1K5dO5155pl6//33ueQdUIMKCgp0+umn6+STT9ann36q+Ph415GAoChvujwsPuXGmAxJu621E0vfZ4xJKn1fMPdThW0fttYWeP8/WdL7xpgh1tpBgb1aoOZZa3XTTTepsLBQL774IgUTqGGJiYl6+umnNXjwYD3zzDO67bbbXEcCQs75SKYxJknSKmttIx+P5UtqWVLugrWfALcdLSnbWptXZruekpZIGlTeiCYjmQgHmZmZGjRokCZOnMjpVABHrLVKTU3V0qVLtX79ejVv3tx1JKDawn3hzxhJ2X4ey5M0OgT7CWTbVmULpiRZa7PlmWYfU8l8gBP5+fm6+eabddZZZzF6AjhkjNGzzz4rY4xuuukmLjmJqBcOJbOnPMXOlzxJvUKwn0C2HW+MmeNn21xJPts7EC7Gjx+vH374QVOnTuU4MMCx5s2ba8KECVq0aJHmzPH31QJEh3AomcmSdvt5LE+VL3GB7CeQbf2NeEpSY0l7KpkPqHEfffSRpk6dqj//+c/q3Lmz6zgAJI0dO1ZnnXWWxo0bp/z8fNdxgJAJh5JZkUQH+zm8rbW2VzmLe5Llo4QaY0YbY3KNMbm7du0KKCQQLIWFhRo9erRatGih++67z3UcAF7x8fGaMmWKdu3apbvuust1HCBknJZMY0yi9z8Lamo/QXzOkuM2M8o+Zq2dYq1NsdamNGnSpDpPA1RZRkaGvvrqKz333HNq0KCB6zgASklOTtatt96qKVOmaPny5a7jACERCSOZYcdbVDPkWVnu79hOwJmNGzfqoYce0pAhQ9SnTx/XcQD48Le//U3NmzfX6NGjVVhY6DoOEHROS2apUxMl1tR+gvSccySlV+Vk8UCoWWt1/fXXq379+nryySddxwHgR8OGDfXcc89pw4YNevTRR13HAYIu3EcyE1XNae0q7Kfcbb0nZp9jrZ1S3VBAKMyePVsffPCBHnnkEZ144omu4wAoxyWXXKK0tDQ99NBD+vbbb13HAYIqHEpmtqRWfh5rLM9pgoK9nyo9p/fSkpsomAhX+/bt05133qnOnTtr5MiRruMAqITHH39ccXFxuvXWW11HAYIqHErmaklJfh5LkmdqOtj7Cfg5jTFpkgrKFkzvlX+AsDBp0iRt2bJFTz31lGrVquU6DoBKaNasmf76179qwYIFWrRokes4QNCE7WUlvYtr8iU1KntZSe/1xcte5rHS+wn0Ob1FMtHXMZjGmAxrbbq/18dlJVFTtmzZotNOO019+/bV7NmzXccBEIADBw6oU6dOOnDggNatW6e6deu6jgRUSlhfVtJbFqd4j3UsLUOexTUFpe80xqyStMkYk1zV/QSyrfd5xnj/O63UbbR3+jwxkNcLhMpdd90la60mTpzoOgqAANWuXVv/+Mc/lJeXp4yM350ZD4hIzkcyS3jPO5koz6KbVpI+8zdyKClNUi9fpw+q7H4qu60xJl/lF8l0a63fb3VGMlETPv74Y5177rm69957NWHCBNdxAFTR0KFDNX/+fK1fv15JSf6O6gLCR3kjmWFTMqMVJROhVlxcrD/+8Y/avn27Nm7cyInXgQi2detWtW3bVhdeeKEWLlzoOg5QobCeLgdQPdOnT1dubq4eeeQRCiYQ4Zo2bar7779fb7/9NiUTEY+RzBBjJBOhtHfvXrVp00YtWrTQihUrFBfHvxuBSHfw4EF17txZ+/bt07p161S/fn3XkQC/GMkEotTf//537dixQ0899RQFE4gSCQkJevbZZ/Xtt9/qkUcecR0HqDK+lYAIlZeXp8cff1zDhw/X//zP/7iOAyCILrzwQl155ZWaOHGi/vOf/7iOA1QJJROIUHfccYcSEhL08MMPu44CIAQeffRR1a5dW7fccos4tA2RiJIJRKCcnBzNmzdP99xzj04++WTXcQCEwMknn6z7779fixcvZhEQIhILf0KMhT8ItqKiIiUnJ2vv3r3asGEDVwYBotjBgwd15pln6pdfftH69etVr14915GAI7DwB4giU6dO1RdffKFJkyZRMIEoxyIgRDJGMkOMkUwEU35+vlq3bq0OHTpo6dKlMsa4jgSgBlx11VWaO3eu1q1bp1atWrmOAxzGSCYQJe6//37l5+frqaeeomACMeTRRx9VQkKCxo0bxyIgRAxKJhAh1q9fr2effVajR49Wp06dXMcBUINOPvlk/e1vf2MRECIK0+UhxnQ5gsFaq4svvlifffaZvv76azVp0sR1JAA1jEVACEdMlwMRbuHChVqyZInuv/9+CiYQoxISEvSPf/yDRUCIGIxkhhgjmaiuwsJCtW/fXrVr19batWuVkJDgOhIAh6688kplZWWxCAhhgZFMIII99dRT2rRpk5544gkKJgBNmjRJCQkJuuWWW1xHAcpFyQTC2Pbt2zVhwgSlpqbq4osvdh0HQBgouRLQokWLWASEsEbJBMLYHXfcoQMHDuixxx5zHQVAGBk3bpzatWuncePG6ddff3UdB/CJkgmEqffff19vvPGG0tPT1bp1a9dxAISR0lcCysjIcB0H8ImFPyHGwh9URWFhoTp16qSDBw/qyy+/5FQlAHxiERBcY+EPEGEmTZqkjRs36tlnn6VgAvCrZBHQrbfe6joK8DuUTCDM5OXl6cEHH1RaWpp69+7tOg6AMFayCOjtt9/W/PnzXccBjsB0eYgxXY5AWGvVt29fffjhh/rqq6/UtGlT15EAhLmDBw/q7LPP1s6dO7V+/XolJia6joQYwnQ5ECEyMzO1ePFiPfDAAxRMAJWSkJCgadOmaefOnbr99ttdxwEOo2QCYeKHH37QTTfdpJSUFI0dO9Z1HAARJDk5WXfeeaemTZum7Oxs13EASZRMIGzccsstKigo0LRp0xQfH+86DoAIc99996lNmzYaNWqUfv75Z9dxAEomEA7eeustvfHGG7r33nt1xhlnuI4DIALVrVtXL730kjZv3qx77rnHdRyAkgm4VlBQoOuvv14dO3bUXXfd5ToOgAh23nnn6eabb9Yzzzyj9957z3UcxDhKJuDYn//8Z+3cuVPTpk1T7dq1XccBEOEyMjLUrl07XXPNNdq1a5frOIhhlEzAoblz5+rll19Wenq6zjrrLNdxAESBevXq6c0339SePXt03XXXiVMVwhVKJuDId999p1GjRiklJUX33Xef6zgAokjHjh2VkZGhhQsX6vnnn3cdBzGKkgk4UFxcrGuuuUaFhYWaMWMG0+QAgm7cuHHq3bu3brvtNn366aeu4yAGUTIBByZNmqScnBw99dRTatOmjes4AKJQXFycXn/9dZ188skaOHCgvv/+e9eREGMomUAN+/DDD3XPPfdowIABuu6661zHARDFjj32WGVlZWn37t0aPHiwDh486DoSYgglE6hB27dv15AhQ5SUlKRp06bJGOM6EoAod+aZZ2rq1Kn68MMPdcMNN7AQCDWGy4oANeTgwYMaPHiwfvrpJy1ZskTHHHOM60gAYsRVV12lr776Sg8++KCaNWvGYkPUCEomUAOstbrxxhu1fPlyzZgxQx06dHAdCUCMeeCBB/Tdd9/p/vvv18knn6xRo0a5joQoR8kEakBGRoamTp2qe+65R1deeaXrOABikDFGU6ZM0ffff6/rr79eDRo04O8jhBTHZAIhNmvWLN1999264oorNGHCBNdxAMSwhIQEZWZm6oILLtDVV1+tN954w3UkRDFKJhBCixYt0tVXX63zzjtPL7/8suLi+CMHwK369etr4cKFOv/88ymaCCm+8YAQeffddzVgwAB17NhRCxcuVJ06dVxHAgBJUoMGDfT222/r/PPP17Bhw7gqEEKCkgmEwFtvvaXLL79c7dq103vvvafExETXkQDgCA0aNNCiRYt06aWX6sYbb9QDDzzA6Y0QVJRMIMimTJmi/v3764wzztCSJUvUuHFj15EAwKf69esrKytLw4cP13333adx48apuLjYdSxECVaXA0FSVFSku+++W5MmTdIll1yi2bNnq0GDBq5jAUC5EhIS9PLLL6tJkyZ67LHHtHv3br3yyiuqXbu262iIcJRMIAh27NihoUOHatmyZbrxxhv15JNPKiEhwXUsAKiUuLg4TZo0Sccff7zS09P1/fffKysri4tGoFqYLgeqac6cOTrjjDO0cuVKTZ8+Xc8++ywFE0BEGj9+vKZPn64PP/xQ559/vrZu3eo6EiIYJROoom3btmnw4MEaPHiwmjdvrs8++0xXX32161gAUC1XX321Fi9erG+++UZdunTRunXrXEdChKJkAgHat2+fHnjgAbVu3Vrz58/XQw89pH/+859q376962gAEBS9evXShx9+qIMHD+q8887TsmXLXEdCBKJkApVUXFys119/Xaeddpruu+8+9enTRxs2bNA999yj+HgObwYQXTp37qx//vOfOvHEE3XRRRdp9uzZriMhwlAygUpYsWKF/vSnP+nqq6/WCSecoGXLlikzM1OtWrVyHQ0AQqZ58+ZasWKFzj77bA0dOlRPPvmk60iIIJRMoBybN2/WkCFDdN5552nr1q169dVXtXLlSp1//vmuowFAjWjcuLGWLFmi/v3767bbbtPtt9/OuTRRKZRMwIeff/5Zf/nLX9S2bVstXLhQf/3rX/X1119r+PDhXH8cQMypV6+eZs+erXHjxunxxx/XlVdeqcLCQtexEOY4kAwoY+7cuRo3bpy2bdumK6+8Uo888oiaNWvmOhYAOFWrVi09+eSTatasme68807t2LFD8+bNU6NGjVxHQ5hiSAbw2r59uwYOHKi0tDQdf/zx+vjjjzVjxgwKJgB4GWN0xx13aMaMGfr444/VtWtXbdmyxXUshClKJmKetVbTp09Xu3bttGjRIj3yyCNauXKlunTp4joaAISlK6+8Uu+88462bNmiLl266IsvvnAdCWGIkomY9tNPP2nYsGG65ppr1KFDB61du1bp6elcsQcAKtC9e3d99NFHkqTzzjtPCxYscJwI4YaSiZiVm5ur5ORkzZw5UxMmTNAHH3yg0047zXUsAIgYHTt21CeffKJWrVrp8ssv1w033KB9+/a5joUwQclEzCkuLtbjjz+uc845RwcOHNCyZct07733qlatWq6jAUDEadasmT755BPdfvvteuGFF5ScnKycnBzXsRAGKJmIKT/88INSU1N1++2369JLL9WaNWt03nnnuY4FABGtTp06mjRpkpYsWaIDBw6oR48eGjp0qP7zn/+4jgaHKJmIGStWrFDnzp2VnZ2tZ555RllZWWrcuLHrWAAQNXr27Kl169bp/vvv14IFC9S2bVuNGDFC69atcx0NDlAyEfWKi4uVkZGhCy64QHXr1tUnn3yim2++WcYY19EAIOrUq1dP9913n/Ly8jR27FjNnDlTHTp0UNeuXTV9+nT99NNPriOihlAyEdW+//579e3bV3fddZcGDBigVatWKTk52XUsAIh6J510kp544glt2bJFjz76qHbs2KFrrrlGTZo0Ub9+/fTaa6/pxx9/dB0TIWSsta4zRLWUlBSbm5vrOkZMyszM1A033KC9e/fqiSee0PXXX8/oJQA4UlxcrE8++USZmZnKzMzUd999p4SEBPXo0UMDBgzQZZddpuOPP951TATIGLPKWpvi8zFKZmhRMmvejh07dNttt2nmzJlKSUnRq6++qnbt2rmOBQDwKi4u1sqVK5WVlaW5c+cqLy9PcXFx6tq1qwYMGKD+/ftztbUIQcl0iJJZcwoLC/X0009rwoQJ2r9/v/7yl7/orrvu4sTqABDGrLX6/PPPlZWVpaysLH355ZeSpLPPPluDBw/WkCFDKJxhjJLpECUz9Pbv36+XX35ZGRkZ2rx5s/r27avHH39crVu3dh0NABCgr7/+WvPmzVNmZqZKvj+7du2qoUOHatCgQWrSpInjhCiNkukQJTN0Nm3apFdeeUVTp07Vjh079Kc//Un333+/Lr74YtfRAABB8J///EczZ87Um2++qfXr16tWrVrq2bOnhg4dqv79++uYY45xHTHmUTIdomQGz/79+/XJJ58oJydH77//vj755BPFxcXp4osv1p133qkLL7yQhT0AEIWstfryyy/15ptv6s0339S3336rOnXq6JJLLtHQoUPVt29f1a9f33XMmETJdIiSWXUHDhzQypUrtXTpUuXk5OiTTz5RYWGh4uLilJKSossvv1zDhw9X06ZNXUcFANQQa60+/fRTzZw5U7NmzdKOHTvUsGFDXXrppUpNTVXv3r117LHHuo4ZMyiZDlEyK6+oqEirV69WTk6Oli5dquXLl2vfvn0yxqhz587q1q2bunfvrq5du+roo492HRcA4NihQ4e0bNkyzZw5UwsWLNDOnTsVFxenc889V3379lVqaqratm3LLFcIUTIdomT6d+jQIX3++eeHRyo//PBD7d27V5LUvn17de/eXd26ddMFF1zA5R8BAOUqLi5Wbm6uFi5cqLfffltr1qyRJCUlJSk1NVV9+/bV+eefr9q1a7sNGmUomQ5RMn+zf/9+rVy5UsuXL9dHH32kjz/++PDlxdq0aXN4pPLCCy/khLwAgGrZsmWLFi1apLffflvvv/++9u/fr6OOOkoXX3yx+vbtq0suuYSV6kFAyXQoFktmUVGRNm3apA0bNmjDhg1av369NmzYoC+++EIHDhyQ5BmpPO+889S1a1ddeOGFHFcJAAiZX375RTk5OYdHObdv3664uDh169ZNV111lQYMGMBK9SqiZDoUzSVz//79+vrrrw+XyJJC+e9///twmZSkP/zhD2rXrp06duyorl276txzz+WgbACAE9Za/etf/9L8+fP1xhtvaNOmTapbt65SU1N11VVXqU+fPkypB4CS6VA0lExrrTZv3qzVq1dr9erV+vzzz7Vhwwbl5eWpuLhYkhQXF6ekpCSdfvrpateu3eFf27Ztq6OOOsrxKwAA4PestVq5cqVef/11zZo1S7t27VKjRo00aNAgDRs2TOeee67i4uJcxwxrlEyHIq1kFhcX6z//+c/hQllyy8/PlyTVqlVLbdu2PaJInn766WrTpo3q1q3rOD0AAFVz8OBBZWdn6/XXX9f8+fO1b98+nXLKKerfv7+6deumrl27sgjVB0qmQ+FcMouKirRhw4YjyuSaNWv0888/S5Jq166tjh07Kjk5+fCtQ4cOqlevnuPkAACEzs8//6wFCxZoxowZWrp0qfbv3y9jjE499VS1b99e7du3V/PmzXX88cfrhBNOUGJiourWras6deoc/rVOnTqqVauW65cScpRMh8KhZFprtXv3bn3xxRdau3at1q5dq88//1zr1q1TYWGhJKlBgwbq3LmzkpOTdeaZZyo5OVnt2rVTQkKC0+wAALhUWFiolStX6oMPPtCaNWsOrz04dOhQhT8bHx9/uHCWLp8NGzbUscceq+OOO07HHnvs4f8+6aST1LRpUzVt2lQnnHCC4uPja+AVVk9ElExjzGhJiZIKvL/mWWszQ7mfUG1bWk2VzMLCQn377bf65ptvlJeXd8Ttm2++OXyqIEk64YQT1KlTJ3Xs2FGdO3fWWWedpdatW8fEv7gAAKiuAwcOaOfOnfr++++1c+dOFRQUqLCwUPv371dhYaF+/fVXFRYWHnEreWz//v3au3evdu/effhW+ju6RFxcnE488cTDpbNp06b6wx/+oObNmx++nXTSSc6PGQ37kmmMyZC021o7sbz7grmfUG1bVk2UzAsuuEAfffSRSr+XdevWVcuWLZWUlKSkpCS1bNlS7du3V6dOnXTCCSeENA8AAKi8gwcPavfu3dq2bZu2bt3q91ZQUHDEzyUkJKhZs2ZHFM+S26mnnqpTTjkl5NnDumQaY5IkrbLWNvLxWL6kltbagmDuJ1Tb+lITJfPRRx/Vvn37DhfKpKQknXDCCc7/dQMAAIJn79692rx58+9u//3vf7V582Zt37798IDTRRddpHfffTfkmcormeEw2T9GUrafx/IkjZZUmdHMQPYTqm2duPPOO10+PQAAqAFHHXWUOnTooA4dOvh8vLCwUN999502b96sOnXq1HC63wuHoa6e8pQ1X/Ik9QrBfkK1LQAAgBN16tRRq1at1L17d5177rmu44RFyUyWtNvPY3mSfA7BVnM/odoWAAAACo+SWZFEB/up1rbGmNHGmFxjTO6uXbsC2BUAAEB0cFoyjTGJ3v8sqKn9hGrb0qy1U6y1KdbalCZNmgTyowAAAFEhEkYyAQAAEGGclsxSp/5JrKn9hGpbAAAA/CbcRzITVc2p9CrsJ1TbAgAAxIxwKJnZklr5eayxpMqeyTyQ/YRqWwAAACg8SuZqSUl+HkuSNCcE+wnVtgAAAFAYX1bSu7I7X1KjspdtNMYkWWvzyt5X2f2EaltfauKykgAAAC6Ud1lJ5yOZ3rI4xRiTUeahDEnpPgrmKkmbjDHJVd1PqLYFAACAh/ORzBLGmNH6bSFNK0mfWWszfWyXISlNUq+yo5mB7CeU25bGSCYAAIhW5Y1khk3JjFaUTAAAEK3CerocAAAA0YeSCQAAgKBjujzEjDG7JG2ugac6TtIPNfA8CF98BiDxOQCfAXjU1OegubW2ia8HKJlRwhiT6++YCMQGPgOQ+ByAzwA8wuFzwHQ5AAAAgo6SCQAAgKCjZEaPKa4DwDk+A5D4HIDPADycfw44JhMAAABBx0gmAAAAgo6SCQAAgKCjZAIAACDo4l0HQOCMMeMlHSsp2XvXZGttpp9tR0tKlFTg/TUvGNsiPBhjEiVlSFpS3nvF5yC68Z5FJ/58o0Skfu9TMiOMMSZD0sPW2gLv/ydLet8YM8RaO8jHtruttRNL32eMSSp9X6Dbwj1jzGRJjSV9Jmm0pCXlbMvnIIrxnkUf/nyjtEj+3md1eQTx/osj21qbV+b+nvL8JTSo5F8gxpgkSaustY187CdfUstSH9hKb4vwY4yxKvXel3mMz0EU4z2Lfvz5jm2R/r3PMZmRpVXZD5okWWuz5RnqHlPq7jGSsv3sJ0+efx1XZVtEFj4H0Y33LLbx5zv6RfT3PiUzsow3xszx81iupNLXKO0pzwfFlzxJvaq4LSILn4PoxnsW2/jzHf0i+nufkhlZ/P2rQ/Icv7On1P8nS9rtZ9s8HfnBDGRbRBY+B9GN9yy28ec7+kX09z4LfyKItba8f1kkK7BLSCWGaFtElsQQbYvwkOg6AJxKDNG2qCGR/r3PSGYU8B4YLHlOdVFy2gvJc7xGRT9b6W0RWfgcRDfes9jGn+/YFinf+5TMCFfqPGqDfB0cDAAAokckfe9TMiPfHEnppU9vUeq0A4kV/XAg2yKy8DmIbrxnsY0/3zEtYr73KZk1wBizyhhjq3BLq2C/GZLmWGsDOSZD+u3s/sHeFuUI1eegGhLF5yCaJYr3LJYlij/fUSfSvvdZ+FMDrLVnBXuf3ktMbSrng5YtqZWfxxrLc+qDqmyLKgrF56AS+BxEN96z2Maf7xgSid/7jGRGIO/IVkHZD5r3CgAlVktK8rOLJHmG26uyLSILn4PoxnsW2/jzHSMi9Xufy0pGGO8HKtHPJcYyrLXp3v/2ecko7wHD+ZIaVXR5KV/bIvxU5bJzfA6iA+9Z9OPPNyL5e5+SGUGMMcmS7pY0q8xDjeU5hqKVtXZMqe0zJKnkA+i9b7I8w+0Ty+y70tsivHi/hMb4m0LhcxDdeM+iG3++Y1ukf+9TMiOI96L1ieVsku7jQzRavx3E20rSZ77+NRTotnDLe2zO2fKcjDdJnvcsV54rNaSX/Rcon4PoxnsWXfjzjRKR/r1PyQQAAEDQsfAHAAAAQUfJBAAAQNBRMgEAABB0lEwAAAAEHSUTAAAAQUfJBAAAQNBRMgEAABB0lEwAqAHGmGRjzGTvNYgBIOpRMgEgxLzXHm4sz9VbGjuOExEo5UDko2QCQIhZa7OttdnyXLoNFaCUA9GBkgkACCuUciA6UDIBIMwZY5YYY1Z5b4mu87hkjMnw/j7kx/rvBRDuKJkAop4xJskYM8dbTKwxZnIlf26Jd/tN3p9PCnVWf6y1Z3lvBf62Mcb09OZc4v11jreUJXofH22MSQ7keY0x472lznpvS7zT2f62taV+z3xuVx3W2nRr7VmSsoO9bwDBFe86AACEmrU2T9IgY0yGpGRJKRX9TKkFJwXW2lahzFdd3uL4oqQ8Sene11vyWKKkF40xsyRNttaaQPZtrZ1ojJkiKV9StrW2VwXb9vI+T2YVXgqAKELJBBBr8lRBySw1DZskHyNmxpjRks6q4HmW1ETR8maZLGmQr+ez1hYYY0bJWxKr8hzefRTI8/tRXpYk1dDrBhD+KJkAYslu7y2xgu1GS5oiT6nKKPugtXZK0JNVQUUFs4S3JGZLWlKNp8uTZxS4POnW2jF+coZFKQdQcyiZAGKC9/jAbHlH44wxSaWnlctslymp5HjCsDz2zztFPlnSlEqWszxV77XkSUo2xiT6Oi60VOH9nXAp5QBqFiUTQKzoZa1N9077Sp6y+buSKSnJWpttjEmX53hMX9sExFsIh8hTXJO80/FTylvEUwkven9Nr+T2Bdba1X7yjS/1v63kOaay7LYlvw9Jko54zDtN3ooyCaA0SiaAmGKtzTPGSJ6p3yNG9owxo0sVpZ5lH6/Gc66Wp5hVthCWyzvamiwps7JF1Vr7u+cuOYZSnmnuzFL3L5FUdoHPJu+vvyuZ8jNNXlUhKuUAahglE0DU85aU3aXuKpBnxK70NsmScktt7/N4zDAxyPtrpU7FVI458hTVstPtvkZvc72/HrH4xztNPqeaOY4Q7FIOwA1KJoBYkKIjRyXz9PuV0illRjGlMD0eU7+tjs8td6tyeKfIkyX18Jbqxt7/7yXf5a6keB4u596fY5ocgE+cjB1ALOhV5hjDI0qmdzRuduntFaTjMUMkUfKsGvf1oDEmudRJ2UufRL306vAx8vw+jJY0WN7DB6y1Y3ztt9R9pU//lOFrGh4AJEomgNh0uGR6j0vcU6ZY/e54TO9VgzJKFbbx3luG9yTvJdullbpCzu+m20tdeWh82ccCzO+XtXa1tXaQfptWz7TWli3aSfKUyonW2inW2soc31n69y1NQZ4mBxBdKJkAopqP4zEl7yIW72NpZRa9JMpTpI44p6S1Ns87alcgzwjeRO8tXdJuY8wq73aZKv+YyXRJo6y1E6vxspaUylqekml/X+fHLNBvi3kqK09Sovd5e1lrw/VwAgBhgJIJINr5WiVeMhJ4tzznxCy7vXz8THky5TmHZLJ0+DKWq+WZkv5dnuqedNxbUAtU8cKkkuef7eMxv6Oh5YyylvzMHLEoB0AFKJkAot3d+n2hKlkws9vHcZdDFJzjMSdLSvNxf2I191uih6TBfqbkE733r5aU52caPF2e11r2Z8fLf8EuGfmczOmEAFSE1eUAopIxZrI8C1oSJa0yxmSUrIIuucxi6Slr7/ZJ8o5kGmPmyHOpw8qsnO4paXWZYx5nS5psjEkuud870hnMc2828h4TukSekc093l93S3rY+zpn+fn5bGPMw94yWnI4QUEF0/ir5fuURwDwO8Za6zoDAEQMY0y+PNc1/0ye0/4kynNan/Syo3veorqn5ETlxpjxVTkW0xizxFpb9uToMc37ezuKEVUgfDGSCQCB+6ySo3mT5Vl0U3JsZEHIEgFAmKFkAkCIeKekC7yn+5F8L8ABgKjEwh8ACK0p8oxkJjG1CyCWUDIBILRmybMwKFyvHgQAIcF0OQBUgvfKQGPkWegzxhijyhyXaa1d7V3JXp0V2atLTvYuqUcsj4h6V8P3rHBDAM6xuhwAAABBx3Q5AAAAgo6SCQAAgKCjZAIAACDoKJkAAAAIOkomAAAAgu7/A2axFvENWht5AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW151226_033853.hdf\n",
+      "0.9923808139693098\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190519_153544.hdf\n",
+      "0.7824274439763856\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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dh4jcjB7+tfMDkGPhuWwAZod2S9mPvccMlFJmOSgDEdFNXn31VRw5cgSJiYlluqLeGkIIzJ07FwUFBXj55ZdVxyEiN6OHgrQkBgX93NJWWzmfUIYZiMiDbN68GR988AHGjh2LgIAA1XHMatiwId544w2sWbMGGzduVB2HiNyI0oJUWyAEWL4E7vB+7Dmmtljpr+IWJNl7LkKISCFEhhAi48yZM7a8lIjcxPnz5xEZGYmHHnoI77zzjuo4xRozZgwefPBBvPTSS7h69arqOETkJlxhhFQPQp21j6iUMkFK6S+l9K9Vq5YzDkFEOjdx4kT8+uuv+PDDD1GpUiXVcYpVsWJFzJkzBydPnsTcuXNVxyEiN6G0IDUZcTSUVT+2HlPbc7TEYtRR50JEnmXfvn2YN28eXnzxRbRu3Vp1HKsEBASga9eueOedd5CTY2naPBGR9fQ+QmpAKS/n29HPP221y/DeUkpLK+edlYGIPMCNGzcwfPhw1K1bF2+//bbqODaJi4vD+fPnXS43EemTHu7UlAbA18Jz3gCs3Sneln6sbRsJoJUQomWRNj4AIISI1/6eLKVMszEDEXm49957D9988w3Wrl2L6tWrq45jk2bNmiEiIgLz5s3DqFGj0KhRI9WRiMiF6WGENAtagWeGD4BkJ/RjVVspZZyUMkxKGWX6ASBee77wscLN8B11LkTk5n777TdMnjwZTz/9NHr16qU6jl0mTZoEIQTeffdd1VGIyMXpoSCNh5n9ObXL5X4Aksw8Z67os6Ufm49pJWf1S0RuZuLEibh27RpmzpypOord7rnnHgwfPhyLFy/GyZMnVcchIhemvCDV5mcmCCFiizwVCyCm6FZLQohMAMe1uybZ1Y+txzTDW8tiKM25EJFnysjIwMcff4zRo0ejcePGquOUyvjx4+Hl5YUpU6aojkJELkxIKVVnAPDPxvMGGBf++AI4YG6rJa3YCwUQZG6xkbX92NpWax8KoB+Mtwg1wHiJPhvAcNNi09Z+C/n7+8uMDE4zJXJnUkq0a9cOR48exdGjR11u7qg5I0eOREJCAo4dO4YGDRqojkNEOiWEyJRSmr1rpW4KUmJBSuQJVqxYgfDwcCxcuBDPPfec6jgO8dNPP8HX1xcRERFYsGCB6jhEpFMsSF0EC1Ii93bt2jU88MADqFmzJjIyMlCuXDnVkRwmKioKiYmJOH36NO666y7VcYhIh4orSJXPISUi8hTx8fE4deoU4uLi3KoYBYCxY8fi+vXrmDdvnuooROSCOEKqIxwhJXJfFy5cgK+vL5o1a4bt27dDCKE6ksP17t0bX3zxBU6fPo3KlSurjkNEOsMRUiIixWbNmoUzZ85gypQpblmMAsC4ceOQk5ODxMRE1VGIyMVwhFRHOEJK5J5ycnLg4+ODjh07Ys2aNarjOI2UEo899hhycnJw+PBht5uWQESlwxFSIiKFpk6digsXLrj9fd+FEBg3bhyOHTuGDRs2qI5DRC6EBSkRkRP98ssvmDt3LgYPHoyHHnpIdRyn6927N+rVq4f58+erjkJELoQFKRGRE02ZMgX5+fl48803VUcpE+XLl0dUVBRSU1Nx5MgR1XGIyEWwICUicpJffvkFCxcuxDPPPIOGDRuqjlNmhg0bhgoVKnCTfCKyGgtSIiInmTZtGvLz8zFhwgTVUcpU7dq1ERISgo8//hiXL19WHYeIXAALUiIiJ/j9998RHx+PIUOGoFGjRqrjlLkXXngBubm5WLFiheooROQCWJASETnB9OnTcf36dfz3v/9VHUWJtm3bolmzZpg3bx64vSARlYQFKRGRg/3555/44IMPMHDgQDRu3Fh1HCWEEHjhhReQlZWFAwcOqI5DRDrHgpSIyMFmzpyJK1euYOLEiaqjKDVw4EDcfvvt+Oijj1RHISKdY0FKRORAZ8+exdy5c9G/f3888MADquMoVb16dYSGhmL58uVc3ERExWJBSkTkQLNmzcLly5c9fnS0UEREBM6fP4/Vq1erjkJEOsaClIjIQS5cuIB58+ahT58+HnFXJms8+eST8PHx4WV7IioWC1IiIgdZuHAhcnNzER0drTqKbnh5eeHZZ59Feno6Tpw4oToOEekUC1IiIge4fv063nvvPTz11FNo3bq16ji6MnToUAghsHjxYtVRiEinWJASETnA8uXL8fPPPyMmJkZ1FN2pV68egoKC8PHHHyM/P191HCLSIRakRESlVFBQgGnTpqF58+bo0qWL6ji6FBERgZ9++gnbt29XHYWIdIgFKRFRKW3evBnfffcdoqOjIYRQHUeXevXqBYPBgKVLl6qOQkQ6xIKUiKiUYmNjUb9+ffTr1091FN2qVKkSQkNDsWbNGly6dEl1HCLSGRakRESlsGfPHnzxxRcYO3YsKlSooDqOrg0cOBCXLl3CunXrVEchIp1hQUpEVApxcXHw9vbGc889pzqK7j355JO49957sWzZMtVRiEhnWJASEdnp8OHDWLduHUaOHIkqVaqojqN7Xl5eCA8Px7Zt23DmzBnVcYhIR1iQEhHZadq0aahUqRJeeukl1VFcxqBBg5Cfn4+kpCTVUYhIR1iQEhHZ4ddff8XSpUsRERGBWrVqqY7jMh5++GE0a9aMl+2J6CYsSImI7DBr1izk5+fjlVdeUR3F5QwcOBBffvklsrOzVUchIp1gQUpEZKO///4bCxYsQFhYGHx8fFTHcTnh4eEAgE8++URxEiLSCxakREQ2WrBgAS5cuIDo6GjVUVxSgwYN0K5dOyxbtgxSStVxiEgHWJASEdng2rVrmDVrFgIDA+Hn56c6jssaMGAADh8+jEOHDqmOQkQ6wIKUiMgGS5cuxe+//46YmBjVUVxaSEgIvLy8kJycrDoKEemA4OUS/fD395cZGRmqYxCRBQUFBWjatCmqVKmCzMxM3re+lAIDA3H69Gn8+OOP/FoSeQAhRKaU0t/ccxwhJSKy0rp163DkyBHExMSwgHKAvn374ujRozh48KDqKESkGAtSIiIrSCkRGxuLRo0aISQkRHUct9CnTx+UK1eOl+2JiAUpEZE1du3ahX379mHcuHEoX7686jhuoVatWujYsSOSkpK42p7Iw7EgJSKyQmxsLGrVqoVnn31WdRS3EhYWhmPHjuHrr79WHYWIFGJBSkRUgm+++QabN2/GSy+9hNtvv111HLfCy/ZEBLAgJSIq0bRp01ClShWMHDlSdRS3c+eddyIgIICX7Yk8nG4mQgkhIgEYAORqn7OllCnO7MfatkIIA4BIAL5aWx8A2QCmSClzi7RN1p6Ll1JmCyF8AAQCaCmljLL1fIhIrdOnT2P58uV48cUX4e3trTqOWwoLC8Pw4cPx1Vdf8WYDRB5KFwWpECIWQI6UMs70MSGEj+ljjuzH2rZaMTpBShlT5PXJADKFEC2LFKU+AEIBRJtsC5MmpQyy9jyISD9mzpwJABgzZoziJO6rT58+GDFiBJKSkliQEnko5RvjayOImVLKmmaeOwegUdFRyNL2Y2PbaAD9AASY5hBC+AHIBBAlpUwweTwWQCqMhSkAZEgps0rKD3BjfCK9ycnJQf369RESEoIlS5aojuPWunTpgqNHj+LYsWPc45XITel9Y/woAGkWnsuG8VK5o/uxpW02/i0urZEjpUyTUiZoH1YVo0SkP/Pnz8fly5cRHR2tOorbCwsLQ3Z2NrKy+E8mkSfSQ0EaCGPRZ042AGsvddvSj9VtpZQpUsqaZkZpCyt8S4UtEbmwy5cvY86cOejevTuaNWumOo7b6927N8qVK4fVq1erjkJECuihIPUDkGPhuWz8W/g5sh9HHDMGQIKU0mxhK4QwCCECtekBRORiFi9ejLNnzyImJqbkxlRqd9xxB9q3b8+ClMhD6aEgLYlBQT8W2wohfLQFTSkWVs3foa3e9weQAcAghEjVFkeZ6y9SCJEhhMg4c+aMDRGJyFny8vIwffp0tGnTBm3btlUdx2MEBwfj8OHD+OGHH1RHIaIyprQgNSnScsuqH3uPqY14RsM4//SA9mFJkjaPNFebQxoL4wKoW2jzTP2llP61atWyJRIROUlKSgpOnDiBmJgYLrApQ7179wYAjpISeSBXGCHVBa24jJNSxmjbQgUJIVLNtIspOt9USpkGwFsbOSUiHSsoKMA777yDJk2aoGfPnqrjeJS6deviscceY0FK5IGUFqQmhZuhrPpx1DFhnEMaqG3zZI1sAGGlPCYROdn69evx7bffYuLEifDy4v/Zy1pwcDCysrJw8uRJ1VGIqAzp/V9bA0p5Od+OfqxqqxW2WbB+Wypbt48iojImpcTbb78NX19f9O/fX3Ucj9SnTx8AwJo1axQnIaKypIeCNA3GW3Ka4w3jwiBH92N1WyHE8WJGQf+CcdGSQWubacOIKRHpzLZt25CZmYkJEyagfHld3MjO4/j6+uI///kPL9sTeRg9FKRZsDxy6AMg2Qn9WNVWKzSLG9X0AZBbZBrA8WLacsdnIp2SUmLy5MmoX78+Bg8erDqORwsODsbu3bvx+++/q45CRGVEDwVpPMzs+6kVg34Aksw8Z65ItKUfq9pqhWZC0fvYm7T1Kdqv6W1Ei+T1045LRDq0Y8cO7NmzBzExMahYsaLqOB4tODgYUkqsXbtWdRQiKiPKC1JtY/kEM5e6YwHcsmJdCJEJ4Lh2L3m7+rHxmLFCCHOF5EIAWUX2IjXXJ2AsROO01fZEpEOTJ09GnTp1EBERoTqKx3vooYdw//3387I9kQfRxSQpKWWMtkF8NIwLinwBpEopU8w0T4OFhUe29GNtWyllthAipkih6QPggJQyrEjbXCHEFJO2BhjnpMayGCXSr927dyM9PR0zZ85EpUqVVMfxeEIIBAcHY/r06fjrr7/g7e2tOhIROZmQUqrOQBp/f3+ZkWHtGi4icpQuXbogMzMTJ0+eRJUqVVTHIQAHDhzAo48+isTERAwZMkR1HCJyACFEppTS7O3ZlV+yJyJSadeuXdi2bRtiYmJYjOqIv78/7r33Xl62J/IQLEiJyGNJKTFx4kTUrl0bL7zwguo4ZKLwsv22bdtw8eJF1XGIyMlYkBKRx0pLS8OuXbswceJEVK5cWXUcKiI4OBhXr17F1q1bVUchIidjQUpEHqlwdLR+/foYPny46jhkRtu2bVGrVi1etifyALpYZU9EVNY2bNiAAwcOYNGiRbjttttUxyEzypUrh169emHlypW4du0av09EbowjpETkcQoKCvDaa6+hcePGXMGtc8HBwbhw4QLS0rhzHpE7Y0FKRB5nxYoVOHToECZNmoQKFSqojkPFCAgIQPXq1bFmzRrVUYjIiViQEpFHuXr1KiZMmIAWLVogPDxcdRwqQcWKFfH0009j7dq1yMvLUx2HiJyEBSkReZQ5c+bg9OnTmDFjBry8+E+gKwgODkZOTg527dqlOgoROQn/NSYij3HmzBm888476NGjBzp27Kg6Dlmpc+fOuP3227nansiNsSAlIo/x1ltv4dKlS4iLi1MdhWxQpUoVdO3aFatXr0ZBQYHqOETkBCxIicgjHDlyBAsWLMDw4cPRtGlT1XHIRsHBwfj111+xf/9+1VGIyAlYkBKR25NSYsyYMahUqRImTZqkOg7ZoXv37qhQoQIv2xO5KRakROT2NmzYgM2bN+PNN9/E3XffrToO2cFgMCAwMBCrVq2ClFJ1HCJyMBakROTWrly5gpdffhkPPfQQXnrpJdVxqBSCg4ORnZ2NQ4cOqY5CRA7GgpSI3NrUqVNx8uRJzJ07l5vgu7iePXvCy8uLl+2J3BALUiJyW8ePH0dsbCzCw8PRvn171XGolO666y60a9cOq1atUh2FiByMBSkRuSUpJSIjI1GxYkVMnz5ddRxykJCQEHz33Xf48ccfVUchIgdiQUpEbmnRokX47LPPMG3aNNStW1d1HHKQ3r17AwAv2xO5GcHVivrh7+8vMzIyVMcgcnk///wzHnroIfj5+WH79u28Raibad26NQoKCnDgwAHVUYjIBkKITCmlv7nn+K80EbkVKSWef/553LhxA4sWLWIx6oZCQkKQkZGB06dPq45CRA7Cf6mJyK0sXboUGzduxNtvvw1fX1/VccgJ+vTpA4CX7YncCS/Z6wgv2ROVzvHjx9GiRQs88sgjSE9PR7ly5VRHIid5+OGHYTAYsHPnTtVRiMhKvGRPRG7vxo0bGDhwIMqXL4///e9/LEbdXHBwML744gv88ccfqqMQkQOwICUit/Dmm29i3759iI+PR/369VXHIScLCQmBlBJr165VHYWIHIAFKRG5vO3bt+Pdd9/Fs88+i759+6qOQ2WgWbNmaNy4MeeRErkJFqRE5NJOnTqFfv36oWnTppgzZ47qOFRGhBAIDg7GZ599hnPnzqmOQ0SlxIKUiFzWlStX0KdPH+Tl5WHt2rWoWrWq6khUhkJCQpCXl4cNGzaojkJEpcSClIhckpQSI0aMwFdffYX//e9/uO+++1RHojLm7++Pe++9l5ftidwAC1IicklTp07FkiVLMGnSJPTo0UN1HFLAy8sLffr0wbZt23Dx4kXVcYioFFiQEpHLWbp0Kf773/9i4MCBeO2111THIYWCg4Nx9epVbNmyRXUUIioFFqRE5FLS0tIQERGBDh064KOPPuKtQT1cu3btUKtWLaxatUp1FCIqBf5LTkQuY//+/QgODkaTJk2wevVqVKxYUXUkUqxcuXLo3bs3Nm3ahCtXrqiOQ0R2YkFKRC4hIyMDnTp1Qq1atbBlyxYYDAbVkUgn+vbti4sXL2Lz5s2qoxCRnViQEpHuZWVlISgoCDVr1kR6ejruvfde1ZFIR9q3b49atWph5cqVqqMQkZ1YkBKRrn355ZcIDAxE9erVkZ6eztuC0i3Kly+PsLAwbNy4kavtiVwUC1Ii0q1NmzYhICAAd9xxB3bs2IGGDRuqjkQ61a9fP1y5cgUbN25UHYWI7MCClIh0KTExEb169cKDDz6I3bt3o1GjRqojkY61bdsWdevW5WV7IhfFgpSIdKWgoACvvfYannnmGbRv3x7p6em46667VMcinfPy8kJYWBi2bNmCv//+W3UcIrJRedUBCgkhIgEYAORqn7OllCnO7MfatkIIA4BIAL5aWx8A2QCmSClznXUuRJ7m/PnzGDx4MNavX49nn30WH3zwAW677TbVschF9OvXD7Nnz8a6deswZMgQ1XGIyAa6KEiFELEAcqSUcaaPCSF8TB9zZD/WttWK0QlSypgir08GkCmEaGlalDrqXIg8zfHjx9GzZ0/8+OOPmD17Nl566SUIIVTHIhfSpk0b1K9fHytXrmRBSuRihJRSbQAhfABkSilrmnnuHIBG5kYhS9OPjW2jAfQDEFCk8PQDkAkgSkqZ4Ihz8ff3lxkZGSWdKpHbWbFiBaKiolC+fHkkJSUhICBAdSRyUa+++ipmzZqFP/74A97e3qrjEJEJIUSmlNLf3HN6mEMaBSDNwnPZMF4qd3Q/trTNhvESvaMzEHm8S5cuISIiAuHh4XjwwQeRmZnJYpRKpV+/fsjLy8OaNWtURyEiG+ihIA2EsVgzJxtAkBP6sbqtlDJFSlnTzMhmYYVvWoA66lyI3N5XX30FPz8/LF68GBMnTsTOnTu5rROVWsuWLeHj48PV9kQuRg8FqR+AHAvPZePfws+R/TjimDEAEqSUpgWoo86FyG1JKTFr1iy0adMGFy9exPbt2/H222+jQoUKqqORGxBCoH///vjss8/wxx9/qI5DRFbSQ0FaEoOCfiy2FUL4aAuaUqSUUU7MQOR2/vzzT/To0QNjxoxBly5dcPDgQXTo0EF1LHIzAwcORH5+PkdJiVyI0oJUW8EOGLdHKpN+7D2mEMKgLXCKAnBA+3BEv5FCiAwhRMaZM2dseSmRS0lNTcV//vMfbN++HXPnzsXatWtx5513qo5FbujBBx/EI488gqVLl6qOQkRWcoURUl2QUuZKKeOklDHa9k1BQohUB/SbIKX0l1L616pVywFJifTlxo0bGD9+PDp16oSaNWti//79GDlyJLd0IqcaPHgwMjIycPjwYdVRiMgKSgtSk4VChrLqx1HHhHEOaaC276gj+yVyGydOnEC7du0QGxuL4cOHIyMjAw8//LDqWOQB+vfvDy8vL/zvf/9THYWIrKD3EVIDSnk5345+rGqrFaBZsH4rJ1syELm85ORktGjRAj/88AOSkpKQkJCAypUrq45FHqJOnToICgrCsmXLUFBQoDoOEZVADwVpGoy35DTHG4C1O8Xb0o/VbYUQxwtHQc34C4DBZP6oo86FyGVduXIFUVFR6Nu3L5o2bYqvv/4aYWFhqmORBxo8eDBOnjyJ3bt3q45CRCXQQ0GaBcsbz/sASHZCP1a11QrN4jbF9wGQa3K53lHnQuSSTp06hSeeeAILFy7E+PHjsWvXLjRq1Eh1LPJQvXv3RpUqVbi4icgF6PbWoVoxeA7ALZvSa/eFzy76mLX92Ng23tz2TiZtEwqft+dcTPHWoeTKPvvsM/Tt2xd5eXlYtmwZunfvrjoSEYYMGYL169fj999/R6VKlVTHIfJour51qFZYJpi5LB4LIMZMMZoJ4Lh2L3m7+rHxmLFCiHgz0RcCyDItVm09FyJ3IKXEe++9h6CgINx99904cOAAi1HSjUGDBuHvv//Gpk2bVEchomIoHyEtJISIxL8Lf3wBHJBSpphpFwsgFEBQ0VFSW/qx8ZgGABNMHvLR2saVpt+iOEJKriY/Px+jRo3C/PnzERwcjMWLF6NatWqqYxH9Iz8/H/Xq1YO/vz/Wr1+vOg6RRytuhFQ3BSmxICXXcunSJYSHh2PDhg2Ijo7GlClT4OWl/KIL0S0mTJiAadOm4aeffkKdOnVUxyHyWLq+ZE9EricnJwcdO3bEpk2bMHfuXMTGxrIYJd2KiIhAfn4+EhMTVUchIgv4G4SIbPLHH3+gQ4cOOHjwIFavXo2RI0eqjkRUrPvuuw9PPvkkPvzwQ/CqIJE+sSAlIqv9+uuvaN++PY4dO4ZNmzahV69eqiMRWWXYsGE4duwYdu7cqToKEZnBgpSIrPLzzz/jqaeews8//4ytW7ciICBAdSQiq4WGhqJ69er48MMPVUchIjNYkBJRic6cOYPAwED8+eefSE1NxZNPPqk6EpFNKleujPDwcKSkpODvv/9WHYeIimBBSkTFOn/+PLp06YJTp05h48aNaNOmjepIRHYZNmwYrly5guXLl6uOQkRFsCAlIouuXLmCp59+GocOHcKqVavQrl071ZGI7Obv74/mzZtj4cKFXNxEpDMsSInIrIKCAgwYMAC7du3CkiVL0K1bN9WRiEpFCIGoqChkZWVh//79quMQkQkWpERk1vjx47F27Vq89957CA8PVx2HyCEGDx6MqlWrYv78+aqjEJEJqwpSIUR1IURDIURHZwciIvU+/PBDTJs2DS+88AJGjRqlOg6Rw1SvXh1DhgzBypUrcfbsWdVxiEhTbEEqhDgqhMgBEAvj/dtPlEkqIlImPT0dI0aMQKdOnTB79mwIIVRHInKoF154AdeuXeMWUEQ6Uuy97IUQBQCCpJTbyy6S5+K97Em1U6dOwc/PD7Vr18aePXtQo0YN1ZGInKJDhw44ceIEjh8/jnLlyqmOQ+QRSnMv+ywWo0Se4dq1awgNDUVeXh7WrVvHYpTc2siRI3Hq1Cls3rxZdRQiQskFabbpX4QQNYQQw4UQSdrl/ANCiHFCiBbOi0hEZWH06NHIyMjAkiVL0LhxY9VxiJyqV69eqFu3LubNm6c6ChHBxoJUSvm3lHKhlLIvgL8BREopp0spv3ZWQCJyvqVLl2LBggWIiYnh/enJI1SoUAFRUVHYtm0bDh8+rDoOkccrqSAtbufgDCnlV+ae4Gp8Itfx7bffIioqCu3bt8fbb7+tOg5RmRkxYgQqVaqE9957T3UUIo9XUkFqKOa5c8U8F2Z7FCIqa1euXEF4eDhq1KiBFStWoHz58qojEZWZu+66C0OHDkViYiL+/PNP1XGIPFpJv338hRAdAJjb98XHwnMGAIEOyEZETjZ+/Hh8++232Lp1K+6++27VcYjK3JgxY5CQkIB58+bhzTffVB2HyGNZs+2ThPmCtDhSSsl9NGzEbZ+oLG3ZsgXdunXD6NGjecmSPFrv3r3xxRdf4PTp06hcubLqOERuq1TbPgFoDMDXho/GAMzOLSUiffjzzz/x7LPPonnz5pgyZYrqOERKjRs3Djk5OUhMTFQdhchjlXTJPk1KafPdmYQQaXbmISInk1IiIiICubm5SEtLQ6VKlVRHIlLqiSeeQOvWrTFjxgxERkZyo3wiBYodIZVSjrenU3tfR0TOt3DhQmzatAlxcXFo1qyZ6jhEygkhEBMTg+PHj2PFihWq4xB5pGLnkFp8kRANYby3PWDc/um8I0N5Ks4hJWc7ffo0mjVrhlatWiE1NRVeXiXN2iHyDAUFBWjRogVu3LiBb7/9lqOkRE5Qmjmkpp20EEJsE0LkAzgOIFX7OKfdtamDY+ISkTNIKTF8+HAUFBRg0aJFLEaJTHh5eeG1117D4cOHkZKSojoOkcex6jeSECIJxgVOAsB4AH0BdNI+jwDwNYBVQoitQojqzolKRKXx8ccf49NPP0VsbCwaNWqkOg6R7oSEhODBBx/E5MmTUVBQoDoOkUcp8ZK9EOJTALkAhksp/y6mnQFALAA/KWUrB2b0GLxkT87y888/o1mzZmjRogU+++wzjo4SWbB8+XIMGDAAKSkpCAkJUR2HyK3YfcleCBECIFdK2be4YhQApJS5UsooAJlCiOfsj0tEjiSlRFRUFK5fv85L9UQl6Nu3L+6//368+eabHCUlKkMl/WaKBGBTcSmlHAHeOpRIN5YuXYrNmzfj3XffRePGjVXHIdK1cuXKYdKkSfjmm2+wfPly1XGIPEZJd2pKklL2tblTO1/n6XjJnhztzz//RJMmTdC0aVPs3LmTK4eJrFBQUAB/f3+cO3cOhw8fxm233aY6EpFbKM0q+7/sPKa9ryMiBxo3bhwuXryIRYsWsRglspKXlxdiY2Nx8uRJLFiwQHUcIo9QUkFq+yalRrl2vo6IHGT79u1YunQpoqOj0bRpU9VxiFxKUFAQAgMD8fbbb+P8eW61TeRszlrdUMNJ/RKRFa5evYrnn38evr6+mDhxouo4RC5p6tSpOHv2LKZNm6Y6CpHbK+le9v7ahvfnbOjTG4DZ+QFEVDamTp2Ko0eP4tNPP8Xtt9+uOg6RS2rZsiXCw8Mxffp0PPfcc2jQoIHqSERuq6RFTQUwXrYXVvZX2FZKKTlhzUZc1ESO8OOPP+Lhhx9GSEgIPvnkE9VxiFzaTz/9hCZNmqBr1668gxNRKRW3qKmkEdIs2L6FkwCQZONriMgBpJQYMWIEKleujJkzZ6qOQ+Ty6tWrh4kTJ2LixIlIS0tDYGCg6khEbqmkgjRNSnnC1k6FEGl25iGiUli6dCl27NiBBQsWoHbt2qrjELmFV155BR999BFGjRqFgwcPokKFCqojEbmdYhc1SSnH29Opva8jIvvl5OTglVdewWOPPYbhw4erjkPkNm677TbMmjULP/zwA+bMmaM6DpFb4j0EidxEdHQ0cnNzER8fz9uDEjlYjx490KNHD7z++us4efKk6jhEbseq31pCiBZCiHFCiClCiP84OxQR2WbXrl346KOPMHbsWDRv3lx1HCK3NH/+fHh5eWH48OEobkEwEdmuxIJUCDEOxsVNcQBiAGQJIV5xdjAiss7169cxYsQINGjQAK+//rrqOERuq169eoiLi0NaWhoWL16sOg6RWyl2UZMQ4hEAI2BcaV+4UKkVgAVCiDQp5UFHBRFCRAIwwHiXJwOAbCmlzXts2NKPjW2jAdwBwE97KN5cWyFEMoBs7flsIYQPgEAALaWUUbaeD1FJZs6cie+//x4bN25ElSpVVMchcmtRUVFYvnw5xo4diy5duqBOnTqqIxG5hZL2IV0JYHzRlfZCCAOMBVc/h4QQIhZAjpQyrrjHHNmPHW2nSClztb/7AdgO4y4EYUXaZuLforVQmpQyqKT83IeUbHXy5Ek8+OCD6NKlC1avXq06DpFHOHLkCB5++GEEBQVh/fr1EMLarbqJPFtx+5CWVJAmSSn7WnhuqiNW02sjiJlSyppmnjsHoFFhIeiofmxsGwljQZldpF0ggFQAYaYjpVrxmgrAR3soQ0qZVVJ+gAUp2a5nz5747LPP8MMPP6BevXqq4xB5jFmzZmHMmDGYP38+nn/+edVxiFxCcQVpSXNI/yrmubP2R7pJFP6dDlBUNoBIJ/RjS1vfosUoAEgp02C81F/0MnyOlDJNSpmgfVhVjBLZat26ddiwYQMmTZrEYpSojI0aNQqdO3fG2LFj8f3336uOQ+TySipIy2IZYSCMRaA52QBKvNRtRz+2tI3W5oWakwHAbKVP5EyXLl3CqFGj0KxZM7z88suq4xB5HC8vL3z88ceoWrUqBgwYgGvXrqmOROTSnLJZoRDiAxua+wHIsfBcNqwv+Gzpx5a2xd11yhsWRpGFEAYhRKA2PYDIod566y2cPn0aH3zwAe8aQ6RInTp18PHHH+PgwYN49dVXVcchcmkl3TrUXwjRAcA5M8/5CiE6Wnpd6WLdxKCgn3/alrAYyQ9AQpHH7tDmnWbDOILqI4QonGuaa0MGIrO+/fZbzJw5E88++yzatm2rOg6RR+vRowdefvllzJ49G4899hjCw8NVRyJySSUVpC1hHCG0tITQ0jZGVl3q11brA8a5mHazpR8HHrNwnmmsmaeTTIrPLG2hUyYAXwv9RAJA/fr1SxOJPICUEi+88AKqV6+OuDirN6AgIieaNm0aMjMz8dxzz6F58+Zo1qyZ6khELqekS/ZZABrDWEhZ+9EYwFdOyqsLWlEbC+Oo501zUaWUMUVHQrUFUN4mRazpcwlSSn8ppX+tWrWcmJrcQWJiInbt2oXY2FjceeedquMQEYAKFSogKSkJ1atXR3BwMP7++2/VkYhcTkkFaZqU8oSNH9koft7lP0wKN0MpzsGmfhx0zGQAMTZu3J8N4w0GiOySk5ODV199FY899hgiIiJUxyEiE3Xq1EFycjJOnDiB/v37Iy8vT3UkIpdSbEFq7z6jjtifVGNAKS+t29FPsW21y+/JUsqic0dLko1/9yYlstmECRNw7tw5LFiwAF5eTlmPSESl0LZtW8yfPx9bt27FqFGjeL97IhuUNIe0LKTBzNxKjTeMC4Mc3Y9dx9RuH3rcUjGq3aUpTUoZY1ViIit9+eWXWLhwIcaOHYuHH35YdRwismD48OE4duwY4uLicN9992HMmDGqIxG5BD0Ms2TB8sihD4yXxx3dj83HFEKEAsgtWoxqd2wqZABwvJh+uUk+2SwvLw/PP/887rnnHkyaNEl1HCIqwZQpUxASEoJXXnkFa9asUR2HyCXooSCNh5ltorSFQ34Aksw8Z66YtKUfm45ZWHRaGBk13RYq3lwbLa+fdlwim8yZMwcHDx7ErFmzUK1aNdVxiKgEXl5eWLp0KR599FGEh4fjs88+Ux2JSPeKvZd9mYUwzsuE6aVuIUQ8jJfH44q0zYSxuGtZ9LacNvZjVVshhB+ACQBWFontDeOIqK+UMkprawAwoegle20f0qySLuXzXvZU1IkTJ9CsWTN06NABGzZsgBCWdmAjIr3JyclB+/btceLECWzfvh2tW7dWHYlIqeLuZa+LghT4Zz9OA4wLinwBHDC3il0rJEMBBJm7x7y1/VjbVghxDsWvyI8pUsAaYCxgob3OG8aR0xJ3HmBBSqaklOjatSt2796N7777jvvUErmg3377De3atcNff/2Fzz//HM2bN1cdiUgZlyhIiQUp3eyTTz7BwIEDMXv2bIwaNUp1HCKy08mTJ9G2bVvk5eXh888/xwMPPKA6EpESxRWkephDSkRF5OTkYPTo0WjdujVGjhypOg4RlULDhg2Rlma8SPbUU0/h22+/VZyISH9YkBLp0CuvvIJz585h4cKFKFeunOo4RFRKTZo0wY4dO1CuXDm0b98eX33l1jc0JLIZC1IinUlLS0NiYiKio6M534zIjTRp0gQ7d+5ElSpV0LFjRxw4cEB1JCLd4BxSHeEcUrp8+TKaN2+OcuXK4dChQ6hUqZLqSETkYKdOnULHjh1x5swZrF27Fh07dlQdiahMcA4pkYt48803kZ2djYSEBBajRG6qQYMG+Pzzz1G/fn106dIFK1asUB2JSDkWpEQ6ceDAAUyfPh3Dhg1D+/btVcchIie69957sWvXLrRp0wbh4eGYOXOm6khESrEgJdKBq1evYujQoahbty5mzJihOg4RlYGaNWvi008//ec2o2PHjkVBQYHqWERKsCAl0oE33ngDP/zwAxYtWoQaNWqojkNEZaRSpUpYuXIlXnzxRbz33nsIDQ3FxYsXVcciKnMsSIkU27t3L6ZPn47hw4ejc+fOquMQURkrV64c5syZg5kzZ2LdunVo27YtTp8+rToWUZniKnsd4Sp7z3PlyhU88sgjuHLlCr755htUr15ddSQiUmjLli3o378/br/9dqxZswaPPfaY6khEDsNV9kQ69dprr+HHH3/Ehx9+yGKUiNC1a1fs3bsXVatWRfv27bF06VLVkYjKBAtSIkV2796NmTNnYsSIEQgMDFQdh4h0omnTpti3bx8ef/xxDBkyBGPGjMGNGzdUxyJyKhakRApcvHgRQ4cORYMGDRAXF6c6DhHpzB133IFPP/0Uo0aNwqxZsxAQEIDff/9ddSwip2FBSqTAyy+/jBMnTmDJkiWoVq2a6jhEpEMVKlTA7NmzsWzZMmRmZsLPzw+7d+9WHYvIKViQEpWxlJQUfPTRR5gwYQLatWunOg4R6dyAAQOwd+9eVKlSBe3bt8ecOXPABcnkbliQEpWhn3/+GZGRkWjVqhXeeOMN1XGIyEU0b94cBw4cQNeuXfHyyy9j0KBBuHTpkupYRA7DgpSojBQUFGDIkCG4fv06li1bhgoVKqiOREQuxGAwYO3atXj77bexfPlytGnTBkePHlUdi8ghWJASlZEZM2YgPT0ds2fPxn333ac6DhG5IC8vL0ycOBFbt27Fr7/+Cn9/f6xdu1Z1LKJSY0FKVAYyMzMxceJEBAcHIyIiQnUcInJxnTp1QlZWFu6//3706dMH48ePR15enupYRHZjQUrkZH///Tf69u2Lu+++GwkJCRBCqI5ERG6gQYMG+OKLLxAVFYXY2Fh06tQJf/zxh+pYRHZhQUrkRFJKRERE4PTp01i5ciXuuOMO1ZGIyI3cdtttWLBgARYvXowvv/wSfn5++PLLL1XHIrIZC1IiJ3r//fexevVqTJkyBY8//rjqOETkpoYOHYovv/wSlSpVwpNPPon333+fW0ORS2FBSuQk+/fvx7hx49CjRw+MHTtWdRwicnMtWrRARkYGunTpglGjRmHgwIHcGopcBgtSIic4d+4c+vbtizp16iAxMRFeXvxRIyLnq1mzJtatW4d33nkHK1euROvWrXHkyBHVsYhKxN+SRA4mpcSzzz6LX375BStXroS3t7fqSETkQby8vPDf//4X27Ztwx9//AF/f3+sXr1adSyiYrEgJXKwqVOnYt26dYiLi0ObNm1UxyEiDxUYGIisrCw0bdoUISEhePXVV7k1FOkWC1IiB9qyZQsmTpyI/v37Y/To0arjEJGHq1evHnbu3Innn38e06dPR2BgIH7//XfVsYhuwYKUyEGOHTuGAQMGoHnz5li0aBH3GyUiXbjtttswf/58LFmyBPv374efnx/27dunOhbRTViQEjnAxYsX0bt3b3h5eWHt2rWoUqWK6khERDcZPHgw9u7di0qVKuGpp57C8uXLVUci+gcLUqJSKlzE9MMPP2DlypVo1KiR6khERGY9/PDD2L9/Px599FEMGDAAr7/+OgoKClTHImJBSlRaU6dORUpKCmJjYxEYGKg6DhFRse68806kpaUhIiICkydPRr9+/XD58mXVscjDsSAlKoVNmzZh4sSJCA8PxyuvvKI6DhGRVSpWrIhFixZhxowZWLVqFZ588kn88ssvqmORB2NBSmSnQ4cOoX///njkkUe4iImIXI4QAmPHjsX69evx448/onXr1vjmm29UxyIPxYKUyA6//fYbevTogRo1amDDhg2oXLmy6khERHbp0aMHdu/eDSkl2rVrhx07dqiORB6IBSmRjS5fvoxevXohJycHGzZsQN26dVVHIiIqlYcffhhffvkl6tati86dOyMpKUl1JPIwLEiJbFBQUIChQ4ciIyMDy5cvxyOPPKI6EhGRQ9SvXx9ffPEFWrVqhf79+2PWrFmqI5EHYUFKZIPXXnsNKSkpmDZtGnr27Kk6DhGRQ3l7eyM1NRV9+vTBmDFj8Oqrr0JKqToWeQAWpERWSkxMxLvvvovhw4dj7NixquMQETnF7bffjqSkJIwcORLTp09HZGQk8vPzVcciN1dedQAiV5Ceno7hw4cjICAA8+bN44p6InJr5cqVw/vvvw+DwYB33nkHly5dQmJiIipUqKA6GrkpFqREJTh06BB69+6N++67D8nJyfwHmYg8ghACb7/9NqpWrYoJEybg8uXLWLFiBSpVqqQ6Grkh3RSkQohIAAYAudrnbCllijP7sbFtNIA7APhpD8U7ol/St9OnT6Nr166oVq0atm7dipo1a6qORERUpsaPH49q1arhxRdfRM+ePbFmzRpUqVJFdSxyM7ooSIUQsQBypJRxpo8JIXxMH3NkP3a0nSKlzNX+7gdguxCin5QyzBnnQur99ddf6NKlCy5duoRdu3ahXr16qiMRESkxcuRIVKlSBcOGDUPnzp2xefNmVK9eXXUsciNC9eo5IYQPgEwp5S1DT0KIcwAaFRaCjurHxraRANKklNlF2gUCSAUQVjj6Wdpz8ff3lxkZGSWdKpWBq1evIigoCPv378e2bdvQvn171ZGIiJRLTk7GgAED8Oijj2Lr1q2oVq2a6kjkQoQQmVJKf3PP6WGVfRSANAvPZQOIdEI/trT1LVqMAoCUMg3GS/JRdvZLOpWfn49Bgwbhiy++wNKlS1mMEhFpwsLCsGLFCuzbtw9du3bFhQsXVEciN6GHgjQQxmLNnGwAQU7ox5a20UKIZAttMwCYVvqOOhdSREqJ0aNHY9WqVXjvvffQt29f1ZGIiHQlJCQEK1aswN69e9GtWzcWpeQQeihI/QDkWHguGzcXfI7qx5a2lkY8AcAbwF929ks6FBsbi7lz5+KVV17B6NGjVcchItKl0NBQLF++HF9++SW6d++Oixcvqo5ELk4PBWlJDAr6+aetlDKo6MIlE34ovmAtMYMQIlIIkSGEyDhz5owNXZGjLVy4EBMmTEB4eDji4rj+jIioOGFhYVi2bBl2797NopRKTWlBKoQwaH/MLat+HHjMwvmgsaXpV0qZIKX0l1L616pVqzSRqBSSkpIQFRWFbt26ITExEV5ervB/NSIitfr164dly5bhiy++QM+ePXHlyhXVkchF8beuHbTiMxbGFfaW5oySi9i2bRsGDRqEJ554ghvfExHZqH///khMTMSOHTsQFhaG69evq45ELkhpQWqyBZKhrPpx0DGTAcSYbnbvqHOhsrVnzx4EBwfjoYcewoYNG1C5cmXVkYiIXM6gQYPwwQcfYNOmTRg8eDDy8/NVRyIXo4uN8YthQCkvrdvRT7FttY3vk6WUCU7MQGXg0KFD6N69O+655x5s3boVBoNBdSQiIpcVFRWFCxcu4NVXX0WVKlWwaNEiTn8iq+mhIE0D4GvhOW8Yt1ZydD92HVO7fejxYopRR50LOdmxY8fQqVMnVKlSBampqbj77rtVRyIicnnjxo3DhQsX8NZbb6Fq1aqYPXs2hBCqY5EL0ENBmoV/7w9flA+AeCf0Y/MxhRChAHKLFqNCiEBtk3y7+qWy98svvyAoKAh5eXlIT09HgwYNVEciInIbkyZNwoULF/Dee++hWrVqeOedd1RHIhegh4I0HkBm0Qe1hUN+AJLMPOdjZjGRLf3YdEztNqGwMDIahH+3frL5XKhsnT17Fp07d8bZs2eRnp6Opk2bqo5ERORWhBCYMWMGLl68iHfffRfVqlXD+PHjVccinVM+uUMrLBO0uZmmYmFcOJRr+qAQIhPAcSHETSORtvRjS1vtOFHan0NNPiK1S/gGe8+Fyta5c+fQqVMnHD9+HOvXr4e/P+9TQETkDEIIfPDBBxgwYAAmTJiAuXPnqo5EOieklKozAPhnX08DjAt/fAEcMF3FbtIuFkAogCBzWy5Z24+1bYUQ51D8yvkYKeVNu6jbksGUv7+/zMjgNFNnOH/+PIKCgvD1119j3bp16NKli+pIRERu78aNGwgLC8O6deuQmJiIIUOGqI5ECgkhMqWUZkeDdFOQEgtSZ7l06RK6dOmCvXv3IiUlBb169VIdiYjIY1y9ehU9evRAeno6UlJS0KdPH9WRSJHiClLll+yJnOnKlSvo2bMn9uzZg08++YTFKBFRGatUqRLWrl2LRx99FP3790dqaqrqSKRDLEjJbV27dg3BwcFIT09HYmIiwsLCVEciIvJIVatWxebNm/HAAw+gd+/e2LNnj+pIpDMsSMkt3bhxA3379sXWrVuRkJCAQYMGqY5EROTRatasiU8//RR169ZFt27dcPDgQdWRSEdYkJLbycvLw8CBA7F+/XrMnTsXzz33nOpIREQEoHbt2khLS0O1atXQqVMnHDlyRHUk0gkWpORW8vPzERERgeTkZEyfPh0jR45UHYmIiEw0aNAAaWlpkFIiMDAQp0+fVh2JdIAFKbmNwmJ06dKlmDx5Ml555RXVkYiIyIwHHngAn376Kc6fP4/AwED88ccfqiORYixIyS3k5+fj2WefxZIlS/Dmm2/i//7v/1RHIiKiYrRo0QKbNm3CL7/8gk6dOuHcuXOqI5FCLEjJ5eXn5+OZZ57B0qVL8dZbb+H1119XHYmIiKzwxBNPYM2aNTh8+DC6d++Oixcvqo5EirAgJZeWn5+PoUOH4n//+x/efvttvPbaa6ojERGRDTp16oTly5dj37596NOnD65evao6EinAgpRcVl5eHoYMGYJly5bhnXfewcSJE1VHIiIiOwQHB+Ojjz5CWloawsPDkZeXpzoSlTEWpOSSCovRTz75BFOmTMF///tf1ZGIiKgUhg4dijlz5mDt2rWIiIhAQUGB6khUhsqrDkBkq7y8PAwePBgrVqzA1KlTERMTozoSERE5wEsvvYS///4br732GqpXr473338fQgjVsagMsCAll5KXl4dBgwZh5cqViIuLw6uvvqo6EhEROdDEiRORm5uLGTNmoEaNGnjnnXdUR6IywIKUXEbhHZiSkpIwbdo0jBs3TnUkIiJyMCEEpk2bhvPnz+Pdd99FjRo1EB0drToWORkLUnIJN27cwMCBA5GcnIwZM2Zg7NixqiMREZGTCCHwwQcf4Pz584iJiUGNGjUQFRWlOhY5EQtS0r3r16+jf//+WLNmDWbOnIkxY8aojkRERE5Wrlw5LFmyBBcuXMDzzz+P6tWrIzw8XHUschKusiddu3btGkJDQ7FmzRrMnj2bxSgRkQepWLEiUlJS0K5dOwwePBgbNmxQHYmchAUp6dbVq1cRHByMDRs2YP78+Rg1apTqSEREVMZuv/12bNiwAY888gjCwsKQnp6uOhI5AQtS0qXLly+jZ8+e2LJlCxYuXIjnn39edSQiIlKkevXq2Lp1K3x9fdGzZ0/s2bNHdSRyMBakpDuXLl1Cjx49kJaWho8//hjPPfec6khERKTYHXfcgdTUVNSuXRtdunTB3r17VUciB2JBSrpy4cIFdOvWDZ9//jmWLl2KoUOHqo5EREQ6UbduXaSnp+Ouu+5C586dsX//ftWRyEFYkJJunD9/Hl26dMHu3bvxySefYODAgaojERGRztx7771IT0/HnXfeiU6dOuHAgQOqI5EDsCAlXcjNzUWnTp2wf/9+rFy5Ev369VMdiYiIdKpevXpIT0+Ht7c3goKCkJGRoToSlRILUlLur7/+QmBgILKyspCSkoKQkBDVkYiISOfq16+P9PR01KxZE0FBQcjKylIdiUqBBSkpdfbsWQQEBOCbb77BmjVr0KtXL9WRiIjIRTRo0ADp6emoXr06AgMD8dVXX6mORHZiQUrK/Pnnn+jYsSMOHz6M9evXo3v37qojERGRi2nYsCF27NiBqlWrIjAwEAcPHlQdiezAgpSU+P3339GhQwccO3YMGzduROfOnVVHIiIiF9WoUSPs2LEDlStXRkBAAEdKXRALUipzhcXoqVOnsHnzZgQEBKiORERELs7Hxwc7duxAlSpV0LFjR24J5WJYkFKZ+uOPP9CxY0f89NNP2LJlC9q3b686EhERuQlfX1/s3LkT3t7eCAwMxO7du1VHIiuxIKUy8+effyIgIACnTp3Cpk2b0K5dO9WRiIjIzTRo0AA7d+5EnTp10LlzZ6Snp6uORFZgQUpl4uzZswgMDER2djY2btyIp556SnUkIiJyU/fccw8+//xzNGzYEN26dcO2bdtUR6ISsCAlp8vJyUFAQACOHj2KDRs2oEOHDqojERGRm6tduzbS09PxwAMPoGfPnti4caPqSFQMFqTkVIWb3v/4449Yt24dFzAREVGZqVWrFj777DM8/PDD6NOnD1atWqU6ElnAgpSc5ty5cwgMDMT333+PtWvXolOnTqojERGRh/H29kZaWhpatWqFfv36Yfny5aojkRksSMkpcnNzERQUhO+++w5r1qxBly5dVEciIiIPVaNGDWzbtg1t27bFwIEDsXDhQtWRqAgWpORwly5dQrdu3XDo0CGsWrUK3bp1Ux2JiIg8XLVq1bB582Z06dIFkZGRiIuLUx2JTLAgJYe6du0a+vTpg3379mH58uXo0aOH6khEREQAgMqVK2Pt2rXo168fYmJiMGHCBEgpVcciAOVVByD3kZ+fj0GDBiE1NRUffvghQkJCVEciIiK6ScWKFbFs2TIYDAZMnToVubm5mDt3LsqVK6c6mkdjQUoOIaXEiBEjkJKSghkzZiAiIkJ1JCIiIrPKlSuHDz74ADVr1vynKE1MTETFihVVR/NYuilIhRCRAAwAcrXP2VLKFGf2Y+sxhRAGALEAUovpMxlANoB4KWW2EMIHQCCAllLKKFvPxxVIKRETE4NFixZh4sSJGDt2rOpIRERExRJCYMqUKahZsyZiYmLw999/IyUlBZUrV1YdzSPpoiAVQsQCyJFSxpk+JoTwMX3Mkf3Y2DYegDeAAwAiAaQWE8MHQCiAaCFE4WNpUsoga8/D1cTGxmLatGl44YUXMHnyZNVxiIiIrBYdHY2aNWsiKioKnTt3xsaNG1GjRg3VsTyOUD2ZVxtBzJRS1jTz3DkAjaSUuY7spzTHFEJIAGHFjJDGwliw+mgPZUgps0rKDwD+/v4yIyPDmqa6ER8fjxEjRmDAgAFYunQpvLy4To6IiFxPUlISBg0ahIceeghbtmxB7dq1VUdyO0KITCmlv7nn9FA9RAFIs/BcNowjko7ux1HHNCdHSpkmpUzQPqwqRl3RypUr8fzzz6N79+5YvHgxi1EiInJZffv2xfr163HkyBE8/vjjOHLkiOpIHkUPFUQgjEWgOdkArL3UbUs/jjqmx9qyZQsGDRqEtm3bIikpCRUqVFAdiYiIqFS6dOmCHTt24OLFi3j88cexd+9e1ZE8hh4KUj8AORaeywZgdmi3lP046pgWCSEMQohAbXqAW/niiy8QEhKC5s2bY8OGDZwATkREbqNVq1bYs2cPDAYDOnbsiPXr16uO5BH0UJCWxKCgn9Ic8w5t9b4/gAwABiFEqrZC3+V9/fXX6NGjB+rVq4etW7dy4jcREbmdxo0bY8+ePXjooYfQp08fxMfHq47k9pQWpCZFWm5Z9eOoY5YgSZtHmqvNIY0FkGkhT6QQIkMIkXHmzBknRiq9o0ePonPnzqhWrRpSU1Nx1113qY5ERETkFHfddRfS09PRuXNnjBgxAq+//jrv6uRErjBC6lKklDFFV+hLKdMAeGsjp0XbJ0gp/aWU/rVq1SqrmDb7+eefERgYiIKCAqSmpqJ+/fqqIxERETlV1apVsW7dOkRERGDy5MkYNmwYbty4oTqWW1JakJoUboay6sdRx7RDNoCwMj6mQ5w9exZBQUE4d+4ctm3bhiZNmqiOREREVCYqVKiARYsW4fXXX8fHH3+Mrl274ty5c6pjuR29j5Aa4JhL67b046hjFpWNf/cmdRnnz59H165dcfLkSWzYsAF+fn6qIxEREZUpIQTefPNNfPzxx9i5cyfatGmDo0ePqo7lVvRQkKYB8LXwnDeMC4Mc3Y+jjnkTIUSmtjG+W7h69Sp69eqFr776CsnJyXjqqadURyIiIlLmmWeewfbt25GTk4PWrVtjx44dqiO5DT0UpFmwPHLoAyDZCf046phFGQAcL6Zfl9kk/8aNG+jXrx8+//xzJCYmokePHqojERERKdeuXTvs27cPtWvXRlBQEBYtWqQ6klvQQ0EaDzP7fmqr4f0AJJl5zlwxaUs/Nh/TSvFSygQz/fpo/brEvhEFBQUYNmwY1q9fj/fffx8DBw5UHYmIiEg3fH198eWXX6Jjx44YPnw4xo0bh/z8fNWxXJryglRKmQ0gwcyl7lgAt6xYF0JkAjguhLhpMqMt/dh6TDO8LTxurk/AWIjGaavtdU1KidGjR2Pp0qWYPHkyRo4cqToSERGR7tSoUQObNm3Ciy++iBkzZqBHjx7466+/VMdyWUIve2ppWyIZYFxQ5AvggJQyxUy7WAChAIK0wtKufmw8ZjSAVjCOcvpo7TNgXKh0UwGrjbJO0P5qgLF4jbemGPX395cZGXZNX3WYN998E5MmTcKYMWMwY8YMCCGU5iEiItK7hIQEvPjii7j33nuxevVqtGjRQnUkXRJCZEopzd4NUzcFKakvSGfPno3Ro0fjmWeewYcffggvL+UD6ERERC5h3759CAkJQU5ODhYuXIhBgwapjqQ7xRWkrDgIALBkyRKMHj0affr0wcKFC1mMEhER2aB169bIzMxE69atMXjwYIwaNQrXr19XHctlsOogrF69Gs8++ywCAgLwySefoHz58qojERERuZy7774baWlpGDt2LN5//3106NABp0+fVh3LJbAg9XCpqakIDw9H69atsXbtWlSqVEl1JCIiIpdVvnx5zJgxAytWrMA333yDFi1aYM2aNapj6R4LUg+2e/du9O7dG02aNMGmTZtQtWpV1ZGIiIjcQr9+/ZCVlQUfHx8EBwdj5MiRuHLliupYusWC1EN9/fXX6N69O+655x58+umnqFmzpupIREREbqVx48bYs2cPXnnlFcyfPx+tW7fGDz/8oDqWLrEg9UA//vgjOnXqhOrVqyMtLQ1333236khERERuqWLFipg+fTo2b96M3377DS1btsT777+PgoIC1dF0hQWphzl16hQCAwMBAGlpaahfv77iRERERO6va9euOHjwINq3b49Ro0YhMDAQJ0+eVB1LN1iQepDr16+jc+fOuHDhAj799FPcf//9qiMRERF5jLp162LTpk1YuHAhDhw4gObNm2PRokXgnvAsSD1KxYoV8dZbb2Hz5s28iwQREZECQgg899xz+Oabb9CqVSsMHz4c3bt3x08//aQ6mlIsSD1M37598fjjj6uOQURE5NEaNmyItLQ0zJkzBzt27EDTpk0xa9Ys5OXlqY6mBAtSIiIiIgW8vLzw0ksv4fvvv8eTTz6JMWPG/HPHJ0/DgpSIiIhIoYYNG2LTpk1ISkrCr7/+ikcffRRjxozBhQsXVEcrMyxIiYiIiBQTQiAsLAw//PADoqKiMHv2bNx///1ITEz0iC2iWJASERER6YTBYMD8+fOxd+9eNGjQAM888wwee+wx7Nu3T3U0p2JBSkRERKQzjz76KPbs2YPExEScPn0abdq0wdChQ/Hrr7+qjuYULEiJiIiIdMjLywtDhgzBkSNHMH78eKxYsQL3338/3nrrLVy8eFF1PIdiQUpERESkY9WqVcOUKVPw/fffo3PnznjjjTfQuHFjfPDBB7hx44bqeA7BgpSIiIjIBfj6+mLVqlXYs2cP7rvvPrzwwgto1qwZVq1a5fJ3e2JBSkRERORCHnvsMezcuRPr169H+fLlERoa+s9jrooFKREREZGLEULg6aefxsGDB7Fo0SL89NNPeOqpp9CtWzdkZWWpjmczFqRERERELqp8+fIYNmwYjh49iqlTp2Lv3r1o2bIlQkJC8N1336mOZzUWpEREREQurnLlyoiJicGJEycwadIkpKamonnz5hg0aBCOHTumOl6JWJASERERuYkaNWrgjTfewIkTJxAdHY3Vq1ejSZMmGD58OE6fPq06nkUsSImIiIjczB133IGpU6ciOzsbI0eOxJIlS3DffffhpZdewm+//aY63i1YkBIRERG5qdq1a2P27Nk4duwYnnnmGSxYsAC+vr6Ijo5GTk6O6nj/YEFKRERE5Obq1auH+Ph4HD58GKGhoZg+fToaNWqE119/Hbm5uarjsSAlIiIi8hS+vr5YsmQJvv32W3Tu3BmTJ09GaGio6lgorzoAEREREZWtBx98EMnJyfj6669x/fp11XFYkBIRERF5qhYtWqiOAICX7ImIiIhIMRakRERERKQUC1IiIiIiUooFKREREREpxYKUiIiIiJRiQUpERERESrEgJSIiIiKlWJASERERkVIsSImIiIhIKRakRERERKQUC1IiIiIiUooFKREREREpxYKUiIiIiJRiQUpERERESgkppeoMpBFCnAFwqgwOdSeAs2VwHNIvvgcI4PuA+B4go7J6HzSQUtYy9wQLUg8khMiQUvqrzkHq8D1AAN8HxPcAGenhfcBL9kRERESkFAtSIiIiIlKKBalnSlAdgJTje4AAvg+I7wEyUv4+4BxSIiIiIlKKI6REREREpBQLUiIiIiJSigUpERERESlVXnUAci4hRDSAOwD4aQ/FSylTLLSNBGAAkKt9znZEW9IHIYQBQCyA1OK+V3wfuDd+z9wTf74JcO3f+SxI3ZgQIhbAFCllrvZ3PwDbhRD9pJRhZtrmSCnjTB8TQviYPmZrW1JPCBEPwBvAAQCRAFKLacv3gRvj98z98OebCrn673yusndT2v9m0qSU2UUeD4TxH6ywwv/dCCF8AGRKKWua6eccgEYmb3Cr25L+CCEkTL73RZ7j+8CN8Xvm/vjz7bnc4Xc+55C6L9+ib0wAkFKmwTjkHmXycBSANAv9ZMP4v2572pJr4fvAvfF75tn48+3eXP53PgtS9xUthEi28FwGANN71gbC+MYyJxtAkJ1tybXwfeDe+D3zbPz5dm8u/zufBan7svQ/GsA43+gvk7/7Acix0DYbN7+RbWlLroXvA/fG75ln48+3e3P53/lc1OSmpJTF/a/FD7bdJszgpLbkWgxOakv6YFAdgJQyOKktlQF3+J3PEVIPo018BozbgxRuFQIY55iU9Fqr25Jr4fvAvfF75tn48+25XOl3PgtSD2KyT12YucnPRERE5B5c7Xc+C1LPkgwgxnRLEJPtGgwlvdiWtuRa+D5wb/yeeTb+fHssl/qdz4JUZ4QQmUIIacdHaAn9xgJIllLaMo8E+PfODI5uS8Vw1vugFAzg+8CdGcDvmSczgD/fbsUVf+dzUZPOSClbOrpP7VZix4t5Y6YB8LXwnDeMW0bY05bs5Iz3gRX4PnBv/J55Nv58ewhX/Z3PEVI3p42Y5RZ9Y2p3byiUBcDHQhc+MA7729OWXAvfB+6N3zPPxp9vD+DKv/N561A3pr0BDRZuIxcrpYzR/mz21mDahOhzAGqWdBsxc21Jf+y5tSDfB+6B3zP3x59vz+bqv/NZkLopIYQfgAkAVhZ5yhvGeR++Usook/axAFD4htUei4dx2D+uSN9WtyV90X5hRVm6lMP3gXvj98y98efbc7nD73wWpG5KCHEOxa+MizHzpovEv5OUfQEcMPc/LVvbklrafKJWMG6O7APj9ywDxrtsxBT93y3fB+6N3zP3wp9vAtzjdz4LUiIiIiJSiouaiIiIiEgpFqREREREpBQLUiIiIiJSigUpERERESnFgpSIiIiIlGJBSkRERERKsSAlIiIiIqVYkBIR6YwQwk8IEa/dl5qIyO2xICUi0hHtftTeMN51x1txHJfAAp7I9bEgJSLSESllmpQyDcZb9FEJWMATuQcWpERE5LJYwBO5BxakRERuRAiRKoTI1D4MqvOoJISI1b4O5zz9a0GkdyxIiYhMCCF8hBDJWhEjhRDxVr4uVWt/XHu9j7OzWiKlbKl95FpqI4QI1HKmap+TtQLOoD0fKYTws+W4QohorQCU2keqdkndUltp8jUz2640pJQxUsqWANIc3TcROVZ51QGIiPRESpkNIEwIEQvAD4B/Sa8xWUyTK6X0dWa+0tKKzIUAsgHEaOdb+JwBwEIhxEoA8VJKYUvfUso4IUQCgHMA0qSUQSW0DdKOk2LHqRCRG2FBSkRkWTZKKEhNLgX7wMxInBAiEkDLEo6TWhZFmZYlHkCYueNJKXOFEMOhFZT2HEPrIxfGr0dxWXxQRudNRPrHgpSIyLwc7cNQQrtIAAkwFmCxRZ+UUiY4PJkdSipGC2kFZRqA1FIcLhvG0eXixEgpoyzk1EUBT0RlhwUpEVER2nzGNGijfEIIH9NL20XapQAonP+oy7mK2mX6eAAJVhZy2SjduWQD8BNCGMzNYzUpjm+hlwKeiMoWC1IiolsFSSljtEvPgLEwvaUgBeAjpUwTQsTAOH/UXBubaMVjPxiLXB9tSkBCcQuUrLBQ+xxjZftcKWWWhXzRJn/1hXEOaNG2hV8HHwA3Paddqvdl4UlEpliQEhFZIKXMFkIAxsvPN40YCiEiTYqqwKLPl+KYWTAWcdYWj8XSRnH9AKRYW9RKKW85duGcTxgvtaeYPJ4KoOjipePa51sKUli4VG8vJxXwRFTGWJASEZnQCpock4dyYRwJNG3jByDDpL3Z+aM6EaZ9tmr7qmIkw1jUFr3kb25UOEP7fNPCJu1SfXIpc9zE0QU8EanBgpSI6Gb+uHm0Mxu3rhj3LzI6Cuh0/ij+3SUgo9hWxdAu0/sBCNAKcG/t70EwXwgWFqn/FPLa63ipnojM4sb4REQ3CyoyJ/KmglQb5UsybQ8HzR91EgNgXD1v7kkhhJ/JBvmmG9qbrpKPgvHrEAmgL7QpDFLKKHP9mjxmumVWrLmpAEREAAtSIqKS/FOQavMo/ypShN0yf1S721OsSXEXrX3EahvuF7YLNbmz0S2X/E3uGBVd9Dkb81skpcySUobh30v7KVLKokW5D4wFaJyUMkFKac18VNOvWygcfKmeiNwLC1IiIo2Z+aOAtkBHey60yIIeA4xF1017dkops7XRwFwYRwbjtI8YADlCiEytXQqKn+MZA2C4lDKuFKeVapK1OIVTD8ztP5qLfxcqWSsbgEE7bpCUUq9TGohIB1iQEhH9y9xq+cIRxgkw7jlatD3MvKY4KTDu0ekH/HOr0iwYL4vfkqe0G8BrxWwuSl50VXj8JDPPWRxlLWb0tvA1yeCCIyIqAQtSIqJ/TcCtxVfhYqAcM/NE+8Ex80fjAYSaedxQyn4LBQDoa2FagEF7PAtAtoVL8TEwnmvR10bDcjFeOKIazy2YiKgkXGVPRB5PCBEP42IdA4BMIURs4Wrwwltpml4219r7QBshFUIkw3g7S2tWkAcCyCoyRzMJQLwQwq/wcW0E1ZF7m9bU5rCmwjhi+pf2OQfAFO08V1p4fZoQYopWuBZOacgtYSpBFsxvE0VEdAshpVSdgYjILQkhzsF4n/sDMG6VZIBxK6SYoqOGWlH7V+Gm8UKIaHvmjgohUqWURTeq92ja13Y4R2qJ9IsjpEREznXAylHCeBgXFBXO5cx1WiIiIp1hQUpEpAPaZfFcbYskwPziIiIit8RFTURE+pEA4wipDy8vE5EnYUFKRKQfK2Fc9KTXuz4RETkFL9kTETmYdkenKBgXMUUJIWDNPFIpZZa2or80K9OzCjfeBxDgySOt2q4AgSU2JCLluMqeiIiIiJTiJXsiIiIiUooFKREREREpxYKUiIiIiJRiQUpERERESrEgJSIiIiKl/h9CtODpN7XAGwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190910_112807.hdf\n",
+      "0.9605288636703337\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170809_082821.hdf\n",
+      "0.937997289232662\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190916_200658.hdf\n",
+      "0.8323842601452469\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190521_074359.hdf\n",
+      "0.976121877088137\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190915_235702.hdf\n",
+      "0.9967285868203717\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW150914_095045.hdf\n",
+      "0.944799558446631\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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//IGNGzdi//79aN68uepoVvHy8sKMGTPw8ccfY+/evWjVqhWuXr2qOhYRuSEWmUREAC5evIg+ffqgQYMG+PbbbzFv3jz8+OOP6Ny5c7FO6rGXXr164fPPP8epU6fwwgsvICMjQ3UkInIzLDKJyK2lp6djzJgx9yf1jBgxAufOncOoUaNQsmRJ1fGK5IUXXsCWLVtw7NgxdOzYEXfv3lUdiYjcCItMInJLv/76K8aNG4caNWpg/vz56NatG86cOYN58+ahUqVKquPZzcsvv4zY2Fh8++23GDBgANfSJKJiwyKTiNzK+fPnMWTIENSoUQMRERHo0KEDjhw5grVr1+p2T/CgoCBMmzYN69atw9y5c1XHISI3wX3IiMgtHDx4EAsWLEB8fDw8PDzwzjvvYOzYsahdu7bqaMViwoQJSE1Nxfjx49GyZUuXmchERK6Le5c7GPcuJ1InOzsbn376KRYsWID9+/ejfPny6N+/P95//3089thjquMVuxs3bqBRo0YAjFtjVqhQQW0gInJ53LuciNzKnTt3sGTJEtSuXRudOnXClStXsHjxYvz000+YN2+eWxaYAFChQgXExsbi0qVLeO+991THISKdY5FJRLpx9+5dLFmyBL6+vhg+fDiqVq2KLVu24MyZMxg2bBjKlSunOqJyzZs3R2hoKNatW4eEhATVcYhIx3i63MF4upzI8aSU2Lx5M0aOHIlLly6hdevWmDp1Klq3bq06mlO6e/cuGjZsiKysLKSmpqJMmTKqIxGRi+LpciLSrQsXLuCFF15A586d4e3tjV27dmH37t0sMPNRqlQprFixAmlpaZgxY4bqOESkUywyichlffLJJ2jYsCEOHDiApUuXIikpCW3btlUdyyW0adMGPXv2xPz583H+/HnVcYhIh1hkEpHLycrKwpAhQ9C9e3fUq1cPR44cwZAhQ+DlxVXZbDFr1ix4enoiNDRUdRQi0iEWmUTkUm7cuIGOHTti2bJlGDNmDPbs2YOaNWuqjuWSqlWrhlGjRmHDhg04cOCA6jhEpDOc+ONgnPhDZD/p6ekIDAxEamoqVqxYgeDgYNWRXN6ff/6JWrVq4amnnsLXX3+tOg4RuRhO/CEil3f9+nUEBgbixIkT+L//+z8WmHZStmxZjB8/Hrt378bu3btVxyEiHWGRSURO79atW3jxxRdx/PhxbN26FS+99JLqSLrSv39/VKlSBVOmTFEdhYh0hEUmETm17OxsdO/eHcnJydi0aRM6dOigOpLulC5dGqGhodizZw9HM4nIblhkEpFTCwkJwfbt27Fo0SK89tprquPoVv/+/VG1alWOZhKR3bDIJCKnFRMTg/nz52PIkCHca9vBSpUqdX+2PmeaE5E9sMgkIqd06tQpDBo0CC1atMCiRYtUx3ELwcHBMBgMmD9/vuooRKQDLDKJyOncuXMHXbp0QalSpfDJJ59wkfViUq5cOQwaNAibN29GWlqa6jhE5OJYZBKR0xk3bhyOHj2KdevW4bHHHlMdx62899578PT05OgxERUZi0wicir79u3DkiVLMHToUM4kV6Bq1aro3r07Vq9ejfT0dNVxiMiFscgkIqdx+/Zt9O3bFzVr1sScOXNUx3Fbo0aNwu3btxEVFaU6ChG5MBaZROQ0JkyYgLNnz2L16tV46KGHVMdxW/Xr10fbtm2xYsUKZGdnq45DRC6KRSYROYWkpCQsWrQIgwYNQps2bVTHcXvvvvsuLly4gC+++EJ1FCJyUUJKqTqDrvn7+8ukpCTVMYicWk5ODp599lmcP38ep06dQoUKFVRHcnuZmZmoUaMGGjRogB07dqiOQ0ROSgiRLKX0N3cbRzKJSLno6GgcOHAAERERLDCdRIkSJTBgwADs3LkT586dUx2HiFwQi0wiUur69esICQnBc889h169eqmOQyb69+8PLy8vrFixQnUUInJBLDKJSKlJkyYhPT0dS5cuhRBCdRwyUbVqVbz55ptYs2YN7ty5ozoOEbkYFplEpMyJEyewbNkyDBo0CI0aNVIdh8x49913kZ6ejo0bN6qOQkQuhkUmESkTGhqKsmXLYurUqaqjkAWtW7dGnTp1sGrVKtVRiMjFsMgkIiX27duH7du3Y9y4cXj44YdVxyELhBAIDg7GN998g1OnTqmOQ0QuhEUmERU7KSXGjBmDRx99FMOHD1cdhwrw9ttvw9PTE6tXr1YdhYhcCItMIip2mzdvxoEDBzBt2jSUKVNGdRwqwCOPPIJXXnkFH330ETIzM1XHISIXwSKTiIpVZmYmQkNDUa9ePbzzzjuq45CV+vXrh99++w2ff/656ihE5CJYZBJRsYqOjsbZs2cxZ84ceHp6qo5DVnrppZdQpUoVTgAiIquxyCSiYpOZmYlZs2YhICAAHTt2VB2HbODl5YXevXtjx44duHz5suo4ROQCWGQSUbFZt24dzp8/j8mTJ3PhdRfUt29f5OTkIDo6WnUUInIBQkqpOoOu+fv7y6SkJNUxiJTLzMzEk08+iYoVK+LQoUMsMl1UmzZtcPHiRZw5cwYeHhynIHJ3QohkKaW/udv4fwgiKhaxsbFIS0vDpEmTWGC6sODgYKSlpWH37t2qoxCRk+NIpoNxJJMIyMrKwlNPPYWyZcsiJSWFRaYLu3PnDqpUqYKOHTti/fr1quMQkWIcySQipT755BOcPXuWo5g6ULp0afTo0QObN2/G9evXVcchIifGIpOIHCo7OxszZsxAgwYN8Prrr6uOQ3YQHByMe/fuITY2VnUUInJiLDKJyKHi4uJw+vRpTJo0iRNFdKJx48Zo2LAht5kkonw5zTWZQogBAAwAMrTvaVLKeEf2U5RjCiESpJTtC2rHazLJnWVnZ+Ppp5+Gl5cXjhw5wiJTRz744AMMGzYMKSkpaNy4seo4RKSI01+TKYQIB2CQUkZIKaOklBEAAoQQYx3VT1GOKYQIAhBoSzYidxQfH4+TJ09i4sSJLDB1pkePHihZsiTWrFmjOgoROSnlI5lCCB8AyVLKimZuuw6gppQyw579FOWYQggDgJUAgqSUBc5g4EgmuaucnBw0aNAAUkqkpqayyNShbt264csvv8SVK1dQqlQp1XGISAFnH8kcCCDRwm1pAAY4oJ+iHHMAgDgrMxG5rc2bN+P48eMcxdSx4OBgXL9+HVu3blUdhYickDP8nz8QxsLOnDQABV73WIh+CnVMIYQfjMVphpWZiNxSTk4Opk2bhieffBKdO3dWHYccpG3btqhRowYnABGRWc5QZPoBuGbhtjQAZodgi9hPYY8ZKKVMsTIPkdvatm0bjh07hgkTJsDT01N1HHIQDw8P9OnTB7t27cL//vc/1XGIyMk4Q5FZEIOCfh5oq81Ej7LmzkKIAUKIJCFE0u+//27DYYlcX+4oZp06dfDWW2+pjkMO1rt3bwghsHbtWtVRiMjJKC0ytUk0QBFPP9vST2GOqU0USrdmAhIAaLPV/aWU/pUrV7b2MES6sH37dhw5cgRhYWEcxXQD1atXxwsvvIDo6GhkZ2erjkNETsQVRjKdQVBh1uwkcjdSSkybNg21atVC9+7dVcehYhIcHIxLly4hMdHSfEoickdKi0yTkUFDcfVj6zG1NTFZYBJZ4bPPPsPhw4cRFhYGLy8v1XGomLz22muoVKkSJwAR0T84+0imAfaZyW1LP/fbaqfWvaWUlmaiE5FGSompU6eiZs2a6NGjh+o4VIxKliyJnj17Ytu2bbh69arqOETkJJyhyEwE4GvhNm8A1q5kbks/1rYdAKC9ECLS9AtACACY/I67/5Db27FjB5KTkxEWFoYSJUqojkPFLDg4GJmZmYiJiVEdhYichDOcz0qBcUkhc3wARDqgH6vaaltNPiB3W0kp5UArsxHpWu4o5uOPP463335bdRxSoH79+ggICMCaNWswfPhwCFHghmhEpHPOMJIZCTPrUmqnqv0AbDRzm08R+7H5mERk2ZdffomDBw9i/PjxHMV0Y8HBwUhNTQW30iUiwAmKTO16xyghRHiem8IBhORdNkgIkQzgnLb7TqH6sfWYZnhrWQwFtCPSvdxRzOrVq6N3796q45BCb731FkqXLo1Vq1apjkJETkBIKVVnAHB/sXMDjJNufAEcMrdskFYYBgFob25CjrX92NpWax8EoCuM21IaYDztngagv6XC1N/fX/Jf9aRnCQkJeOGFF7B8+XIMGjRIdRxSrE+fPoiPj8fly5dRvnx51XGIyMGEEMlSSrM7JTpNkalXLDJJz6SUaNmyJS5cuICzZ8+iZMmSqiORYocOHULTpk2xdOlSDBkyRHUcInKw/IpM5afLich1ff3119i/fz/GjRvHApMAAAEBAQgICMCHH34IDmIQuTcWmURUKLnXYlatWhXBwcGq45ATeffdd/Hjjz9iz549qqMQkUIsMomoUHbv3o29e/ciNDQUpUqVUh2HnEjXrl3h7e2NZcuWqY5CRAqxyCQim0kpMWXKFFStWhX9+vVTHYecTOnSpdG3b19s3boVV65cUR2HiBRhkUlENuMoJhVk0KBByMrKwsqVK1VHISJFOLvcwTi7nPRGSonnn38eZ8+exblz51hkkkUdOnTAkSNHcOHCBS7ST6RTnF1ORHaTO4o5btw4FpiUryFDhuDnn3/Gli1bVEchIgU4kulgHMkkPckdxTxz5gzS0tJYZFK+srOz8eSTT8Lb2xvff/899zMn0iGOZBKRXfBaTLKFp6cnRowYgYMHD2L//v2q4xBRMeNIpoNxJJP05Pnnn8fp06c5iklWu337NqpVq4bWrVvztDmRDnEkk4iKbPfu3dizZw9HMckmZcqUweDBg7Ft2zacPXtWdRwiKkYsMonIKlOmTEGVKlXQv39/1VHIxQwZMgQlSpTAokWLVEchomLEIpOICvT1119zFJMKrUqVKujevTvWrl2L9PR01XGIqJiwyCSifEkpERYWhkcffZS7+1ChjRw5Erdv38by5ctVRyGiYsIik4jy9cUXX+C7777DxIkTUbp0adVxyEXVr18fL7/8MhYtWoRbt26pjkNExYBFJhFZlJOTg7CwMPj4+KBv376q45CLmzBhAq5evYqoqCjVUYioGLDIJCKL4uPjceTIEUydOpXbAlKRNW/eHG3btsXcuXNx9+5d1XGIyMFYZBKRWVlZWZg4cSLq1auHbt26qY5DOjFhwgT8/PPPWLt2reooRORgLDKJyKx169bh9OnTmD59Ojw9PVXHIZ14/vnn0bx5c8yZMweZmZmq4xCRA7HIJKIH3Lt3D1OmTIG/vz/eeOMN1XFIR4QQmDBhAi5evIiYmBjVcYjIgVhkEtEDVq5ciYsXL2LmzJkQQqiOQzrToUMH+Pn5YebMmRzNJNIxFplE9A+3bt3CjBkz0Lp1a7Rv3151HNIhIQSmTp2Kc+fOITo6WnUcInIQFplE9A9Lly7Fr7/+ylFMcqiOHTuiWbNmmDZtGmeaE+kUi0wiuu/69esIDw9Hhw4d8Nxzz6mOQzomhMDMmTPx008/ITIyUnUcInIAFplEdN+sWbOQkZGBOXPmqI5CbqBt27Zo27YtZs2axV2AiHSIRSYRAQAuXLiAJUuW4J133kGDBg1UxyE3MXPmTPz2229YsmSJ6ihEZGcsMokIADBx4kR4eHhg2rRpqqOQG2nWrBleeeUVREREICMjQ3UcIrIjFplEhMOHDyMmJgbDhw9HtWrVVMchNzN9+nRkZGRg7ty5qqMQkR2xyCQihISEoGLFihg3bpzqKOSGGjVqhLfeegsLFy7E5cuXVcchIjthkUnk5r766iskJCRg4sSJMBgMquOQm5o5cyaysrIwadIk1VGIyE5YZBK5sZycHIwdOxY1atTA4MGDVcchN+bj44OhQ4di7dq1SE1NVR2HiOyARSaRG1u/fj2OHDmCWbNmoWTJkqrjkJubMGECKlSogJCQENVRiMgOWGQSuam7d+9iwoQJaNKkCbp27ao6DhG8vb0xfvx47NixA7t27VIdh4iKiEUmkZtavHgxLl68iIiICHh48H8F5Bzee+89PP744xgzZgxycnJUxyGiIuAnC5Eb+uWXXzBjxgy89tpraNu2reo4RPeVKlUKM2fOxOHDh7F+/XrVcYioCFhkErmhsLAw3Lt3D/PmzVMdhegB3bp1g5+fH8LCwnDnzh3VcYiokFhkErmZlJQUrF27FsOGDUPt2rVVxyF6gIeHB+bNm4dLly5xu0kiFyaklKoz6Jq/v79MSkpSHYMIACClROvWrXHy5EmcOXMGFSpUUB2JyKJXXnkF+/btw5kzZ/Dvf/9bdRwiMkMIkSyl9Dd3G0cyidxIfHw89u3bhxkzZrDAJKc3d+5c3Lp1C5MnT1YdhYgKgUUmkZu4c+cOxowZgwYNGiA4OFh1HKICPfXUUxg8eDCioqJw7Ngx1XGIyEYsMoncxIIFC3DhwgUsWrQInp6equMQWWXKlCkoX748Ro0aBV7eReRaWGQSuYHLly9j9uzZePPNN9GmTRvVcYisVqlSJUyaNAlfffUVduzYoToOEdmAE38cjBN/yBm89dZb2LZtG44fPw5fX1/VcYhs8tdff+Hpp5+Gp6cnjh49ihIlSqiOREQaTvwhcmOJiYmIi4vD+PHjWWCSS/rXv/6FuXPn4uTJk4iMjFQdh4isxJFMB+NIJql07949NGjQANnZ2Th27BhKlSqlOhJRoUgp0a5dOxw5cgRnz55FxYoVVUciInAkk8htzZ8/H6dPn8bSpUtZYJJLE0JgwYIFuH79OqZPn646DhFZgUUmkU6dP38eM2bMQKdOnfDSSy+pjkNUZI0aNULfvn2xdOlSnDlzRnUcIioAi0winRo+fDg8PDywcOFC1VGI7GbGjBkoWbIkxowZozoKERWARSaRDm3fvh3bt2/H5MmTUa1aNdVxiOzmkUceQWhoKD799FN8/fXXquMQUT448cfBOPGHituNGzdQr149eHt7Izk5mcu9kO7cuXMHTz75JCpWrIjk5GRuLkCkECf+ELmRkJAQ/Pzzz1i9ejULTNKl0qVLIyIiAkeOHEF0dLTqOERkAYtMIh3Zs2cPIiMjMWLECAQEBKiOQ+QwXbp0wbPPPouwsDD88ccfquMQkRksMol04s6dO+jfvz98fHwwbdo01XGIHEoIgYULF+LXX3/FnDlzVMchIjNYZBLpxNSpU3HmzBlERUWhTJkyquMQOVzTpk3Ro0cPzJ8/HxcuXFAdh4jyYJFJpAPJycmYN28egoOD0a5dO9VxiIrN7Nmz4eHhgXHjxqmOQkR5sMgkcnG3b99Gjx498Mgjj2Du3Lmq4xAVq2rVqmH06NHYsGEDvvvuO9VxiMgEi0wiFzd69GicPn0aH3/8MfdzJrc0duxYVKlSBSNGjEBOTo7qOESk8VIdIJcQYgAAA4AM7XualDLekf1Y21YIYQAwAICv1tYHQBqA2VLKDFszEtnLZ599huXLl2P06NFo27at6jhESpQtWxazZs1Cnz59sGHDBnTv3l11JCKCkyzGLoQIB3BNShmR3+/s2Y+1bbUCM1RKGZLn/psA+AFokl+hycXYyVF+/fVX1K9fH1WrVsWBAwdQsmRJ1ZGIlMnJyUFAQAB+//13nDx5kpPfiIqJUy/GLoTwATAgbxGoFXWhWpFn135sPOYAAIFmcsyGcUSzizX5iOxJSong4GDcvHkT69evZ4FJbs/DwwMLFy7EpUuXsGDBAtVxiAhOUGQCGAgg0cJtaTAWefbux5a2aTAWk0ROIzIyEp9//jkiIiJQr1491XGInEKrVq3QqVMnzJ49G1euXFEdh8jtOUORGQhjIWdOGoD2DujH6rZSyngpZUUzp8Rzh4YtFatEDnHy5EmMHDkSL7zwAoYOHao6DpFTiYiIQFZWFsLCwlRHIXJ7zlBk+gG4ZuG2NPxdzNmzH3scMwRAlJTSUrFKZHd//fUXevTogTJlymDt2rXw8HCGP2Ei5+Hj44Phw4fjo48+QkpKiuo4RG7NFT6hDAr6sdhWCOGjTfqJl1IOLGooIltMmTIFKSkpWLlyJapWrao6DpFTCgsLw8MPP4wRI0bAGSa3ErkrpUWmyWSajOLqp7DHFEIYhBBjYbye85D2ZantACFEkhAi6ffff7flMEQW7du3D3PmzEFwcDDefPNN1XGInFaFChUwffp07N27F1u2bFEdh8htucJIplOQUmZIKSOklCHarPT2QogEC22jpJT+Ukr/ypUrF3NS0qMbN26gV69e8PHxwaJFi1THIXJ6wcHBePrppzF27Fjcu3dPdRwit6S0yDSZTGMorn7sdUwYr8kM1NbWJHKooUOH4qeffkJMTAzKli2rOg6R0/Py8sKCBQuQlpaGJUuWqI5D5JacfSTTgCKeSi9EP1a11YrVFFi/xBJRoWzYsAExMTGYOHEimjVrpjoOkcto3749OnbsiBkzZuC3335THYfI7ThDkZkI43aN5ngDsHa7HFv6sbqtEOJcPqOV6QAM1i4YT2SrixcvYtCgQWjWrBmXZCEqhHnz5uH27duYPHmy6ihEbscZiswUWF7s3AfAJgf0Y1VbrXjMbyF2HwAZ3L+cHCE7OxvvvPMOsrOzERMTAy8vL9WRiFzOk08+iXfffRdRUVFITU1VHYfIrThDkRkJM+tSagWeH4CNZm4zV/jZ0o9VbbXiMSrvvuUmbX3M5SOyhwULFmD37t1YsmQJfH0tDbwTUUEmT56MChUqYNSoUVzSiKgYKS8ytcXMo8yckg4HEJJ3lFAIkQzgnBDCr7D92HjMcCFEpJnoKwGkcK1McoQjR44gLCwM/+///T/07t1bdRwil+bt7Y3JkycjISEBX3zxheo4RG5DOMu/6oQQA/D3pBtfAIeklPFm2oUDCALQ3txuO9b2Y+MxDQBCTX7lo7WNKOhx+fv7y6Qkay8rJQLu3r2LgIAAXL16FampqXj44YdVRyJyeZmZmXj66achhEBqaipKlCihOhKRLgghkqWUZndKdJoiU69YZJKtRo8ejfnz5+OLL75Ahw4dVMch0o3PPvsMr776KhYvXoxhw4apjkOkC/kVmcpPlxPR377++mssWLAAgwcPZoFJZGcdO3ZEYGAgpkyZgvT0dNVxiHSPRSaRk7hx4wbeeecd1KpVC3PnzlUdh0h3hBBYsGABbty4gWnTpqmOQ6R7LDKJnMSwYcNw5coVrFu3Dg899JDqOES6VL9+ffTr1w8ffvghTp06pToOka5ZVWQKIcoLIWoIIdo6OhCRO4qPj8fHH3+MsLAwPPPMM6rjEOna9OnTUbp0aYwePVp1FCJdy7fIFEKcEUJcg3FpHx8A/yuWVERu5JdffsHAgQPh7++PCRMmqI5DpHv//ve/MWHCBHz22WdITExUHYdIt/KdXS6EyIFxqaBdxRdJXzi7nAoSFBSEzz77DIcPH8ZTTz2lOg6RW7h37x6eeuoplC1bFocPH4anp6fqSEQuqSizy1NYYBI5Tnx8PDZv3owpU6awwCQqRiVLlkRERARSU1OxevVq1XGIdKmgkcyNUsouJj9XANAFQHsAjWFcxDwOQKKU8geHJnVRHMkkS65du4a6devisccew4EDB7g3OVExk1KidevWOHnyJM6cOYMKFSqojkTkcooykvmPHXWklDeklCu1wvMGgAFSynksMIls9/777yM9PR1r1qxhgUmkgBACCxcuxNWrVzFr1izVcYh0p6AiM7/tgJKklIfN3cBZ6ET5++KLLxATE4PQ0FA0bNhQdRwit9WkSRO8/fbbWLRoEdLSHtipmIiKoKAi05DPbdfzua2z7VGI3MONGzcwcOBA1K1bF2FhYarjELm9WbNmwcvLC2PHjlUdhUhXCjpH5y+EaANAmLnNx8JtBgCBdshGpEtjx47FlStXEB8fj5IlS6qOQ+T2qlatipCQEEyePBnff/89mjVrpjoSkS5Ys4SRhPkiMz9SSsn1IMCJP/RPX3/9Ndq2bYtRo0Zh3rx5quMQkebPP/+Er68v6tWrh127dkEIWz/2iNxTfhN/Cioyk2D7qW8BYKOlA7obFpmU69atW2jQoAE8PDxw5MgRlClTRnUkIjKxZMkSDB8+HAkJCQgM5Ak5ImvkV2QWdLo8UUpp8y4/QghuoUCUx4QJE5CWlobdu3ezwCRyQgMHDsT8+fMxfvx4tGvXjqOZREWU78QfKeW4wnRa2PsR6dV3332HxYsXY/DgwWjdurXqOERkRsmSJTFlyhQcOnQIW7duVR2HyOXle7rc4p2EqAHjXuaAcSmjm/YMpSc8XU53796Fn58fbt26hWPHjqFcuXKqIxGRBVlZWahfvz6EEEhNTeV2k0QFKMpi7KadNBJCfCmEyAZwDkCC9nVdCHFGm2lORHlMnz4dP/74I6KiolhgEjk5Ly+v+3+zMTExquMQuTSrRjKFEBsBBAFIhLGwTINxS0kDAG8ALwBoB+AggC4c2fwbRzLd2+HDhxEQEICePXsiOjpadRwisoKUEgEBAbh69SpOnTrFpcaI8lGkkUwhxFfaf1aUUr4gpZwrpdwspdylfV8ppewM4+nzCwB22S86kevKzMxEnz59ULlyZSxcuFB1HCKykhACM2fOxIULF7By5UrVcYhcVr5FphCiE4AMKWUXKeWN/NpKKTOklAMBJAsh+tkzJJErCg8Px5EjR7B8+XJUrFhRdRwissELL7yAVq1aYfbs2bh7967qOEQuqaCRzAEAbCoYpZSDwG0lyc0dP34c06dPR9euXfHGG2+ojkNENhJCYMqUKbhy5QpWrVqlOg6RSyqoyLxRyOsr8x31JNKz7Oxs9O3bF+XLl8cHH3ygOg4RFdLzzz/P0UyiIiioyEwvZL+FvR+Ry1u0aBEOHjyIDz74AJUrV1Ydh4gKSQiByZMnczSTqJAKKjJtX0TTKKOQ9yNyaWfOnMGECRPw+uuvo2vXrqrjEFERtWnTBi1btsScOXM4mklkI6vXybRRBQf1S+S0cnJy0K9fP5QsWRLLli3jlnREOpB7bebly5exevVq1XGIXEpBe5f7a4usX7ehT28AZtdLItKz5cuXY+/evVizZg2qVq2qOg4R2UnuaObs2bMRHByMUqVKqY5E5BLyXYxdCJED4ylza4dkcttKKSX34gIXY3cXp06dQuPGjdGqVSvs2LGDo5hEOvPf//4X7dq1w9KlSzFkyBDVcYicRn6LsRdUZCbB9uWIBICNlg7oblhk6l9mZiaeffZZ/O9//8PRo0c5ikmkQ1JKtG7dGmlpaTh37hx3ASLS5FdkFnS6PFFK+b9CHDDR1vsQuaqpU6ciKSkJmzdvZoFJpFO512a2a9cOq1at4mgmkRWs2rucCo8jmfr2zTffoHXr1ujduzcnBRDpnJQSrVq1wvnz53H27FmOZhKhiHuXE5F5N27cQM+ePVGzZk0sWrRIdRwicrDcdTN/+uknrFmzRnUcIqdnVZEphGgkhBgthJgthGjo6FBErmDYsGH46aefEBMTg3LlyqmOQ0TFoF27dnj22Wcxe/Zs3Lt3T3UcIqdWYJEphBgNIAVABIAQAClCiFGODkbkzDZu3IiPP/4YEyZMQLNmzVTHIaJikjuaeenSJURHR6uOQ+TUCppd3hjAJhiLy9zJPAEAVgDoJKU84vCELo7XZOrPTz/9hPr16+OJJ57AN998Ay+vgubPEZGeSCnx7LPP4sqVKzhz5gz+9a9/qY5EpExRrskcB6C9lHKzlPKG9pUI42Lr4+0dlMjZ5eTk4J133kFmZiZiYmJYYBK5odzRzIsXL+Kjjz5SHYfIaRVUZApzSxhJKTMA2Ly0EZGrW7hwIf773/9i8eLFqFWrluo4RKTIiy++iKZNm2LWrFnIzMxUHYfIKRVUZKbnc9tVewYhcnZHjhzB+PHj8cYbb6Bv376q4xCRQrmjmefPn8fHH3+sOg6RUyqoyOQimkQA7ty5gx49esDb2xsrV67ktpFEhA4dOsDf3x8zZszgaCaRGQ5ZJ1MIsdwR/RKpEhoaiuPHjyM6OhoPP/yw6jhE5ARMRzPXrVunOg6R0ylodvkhAGMBXDdz80AYZ56bEy6lDCh6PNfH2eWu76uvvsKLL76IYcOGYfHixarjEJETkVIiICAA169fx8mTJ1GiRAnVkYiKVX6zywsqMnNgPGVu67lBKaX0tPE+usQi07VdvXoV9evXh7e3N5KSklC6dGnVkYjIyWzfvh2vv/461q5di969e6uOQ1SsilJkJgHobOvxAGy0dEB3wyLTdUkpERQUhP/7v//DwYMH0ahRI9WRiMgJSSnRpEkT3Lx5EydPnuTSZuRW8isyC/pLSDS3hJEVB0wsuBWRc1u7di22bNmCuXPnssAkIouEEJg0aRLefPNNxMbG4u2331Ydicgp5DuSSUXHkUzXdO7cOTRs2BBNmzZFYmIiPDwcMkeOiHRCSonGjRvj9u3bOHHiBEczyW0UZccfIreTlZWFnj17okSJEvjoo49YYBJRgXJHM8+cOYMNGzaojkPkFPjpSZTHzJkz8f3332PFihWoVq2a6jhE5CLeeOMN1K9fHzNmzEB2drbqOETKscgkMnHw4EFMnz4dPXr0QNeuXVXHISIX4uHhgUmTJuHUqVOIi4tTHYdIOV6T6WC8JtN13L59+/41VampqTAYDKojEZGLycnJQcOGDfHXX3/h+PHjvDaTdI/XZBJZYezYsTh9+jQ++ugjFphEVCgeHh6YPn06Tp8+jbVr16qOQ6QUi0wiAF9++SU+/PBDjBgxAm3btlUdh4hc2Ouvv47mzZtjypQpuH37tuo4RMqwyCS3d+3aNfTp0wd169bFrFmzVMchIhcnhMCcOXNw5coVfPDBB6rjECnDIpPcmpQSgwcPxtWrVxETE4NSpUqpjkREOtCqVSt07NgRs2fPRnp6uuo4REqwyCS3Fhsbi02bNmHq1Klo3Lix6jhEpCOzZ8/GzZs3MWfOHNVRiJTg7HIH4+xy53XlyhXUq1cPdevWxd69e+Hp6ak6EhHpzNtvv42NGzfizJkzXHeXdImzy4nyyD1NfvfuXURHR7PAJCKHmDZtGgBg/PjxipMQFT8WmeSWNmzYgO3bt2PGjBmoXbu26jhEpFM1atTAyJEjERMTg++//151HKJi5TSny4UQAwAYAGRo39OklPGO7MfGtmMBVALgp/0q0pp8PF3ufH777TfUrVsXtWrVwv79+zmKSUQO9ccff+CJJ55A9erV8e2338LDg+M7pB/5nS53iq0IhBDhAK5JKSNMfyeE8DH9nT37KUTb2VLKDO1nPwC7hBBdpZSdbXu0pNrQoUPxxx9/YM2aNSwwicjhypUrh9mzZ6N3795Yv349evXqpToSUbFQPpIphPABkCylrGjmtusAauYWd/bqx8a2AwAkSinT8rQLBJAAoHN+I5ocyXQumzdvRlBQEGbNmoXQ0FDVcYjITeTk5KBZs2a4fPkyTp06hbJly6qORGQXzj7xZyCARAu3pQEY4IB+bGnrm7fABAApZSKMp9kHWpmPFLt27Rreffdd+Pn5YfTo0arjEJEb8fDwwOLFi3HlyhVu+kBuwxmKzEAYCztz0gC0d0A/trQdK4TYZKFtEgCz1Ts5nxEjRiA9PR1r165FiRIlVMchIjfTvHlzvP3225g3bx6OHz+uOg6RwzlDkekH4JqF29JgfRFnSz+2tLU04gkA3gC4lYML2LVrF9atW4dx48ahQYMGquMQkZuaN28eypUrh0GDBiEnJ0d1HCKHcoYisyAGBf3cbyulbJ/P5B4/5F+EkhO4e/cuBg0ahFq1aiEsLEx1HCJyY5UrV8bcuXPxzTffYO3atarjEDmU0iJTCGHQ/jOjuPqx4zFzr9sMN3ebECJJCJH0+++/F+UwZAezZs3C2bNnsXz5cu5NTkTK9enTB61atcKYMWPw22+/qY5D5DCuMJLpdLRCNRzGmeXmJgVFSSn9pZT+lStXLvZ89LeTJ09izpw56NmzJwIDA1XHISKCEAIrVqzAn3/+iVGjRqmOQ+QwSotMk6WJDMXVj52OuQlASGEWi6fiI6XEwIEDUbZsWcyfP191HCKi+5566imEhIQgJiYGO3fuVB2HyCGcfSTTgCKe1i5EP/m21RZm3ySljCpqKHKs6Oho7N27FxEREfj3v/+tOg4R0T+EhYXhqaeeQr9+/ZCRkaE6DpHdOUORmQjA18Jt3jAuE2Tvfgp1TG1ryXMsMJ3f1atXMWbMGLRo0QJ9+/ZVHYeI6AGlSpXCRx99hF9++QUjRoxQHYfI7pyhyEwB4GPhNh8YT03bux+bjymECAKQkbfA1Hb+ISczevRo3Lx5E5GRkdwnmIicVkBAAMaNG4fo6Gh89tlnquMQ2ZXTbiupTa65DqBi3m0ltf3F827zaHU/th5TKyQN5q7BFEKESylDLD0+bitZ/Pbu3YvWrVtj/PjxmDlzpuo4RET5unfvHgICAnD16lUcO3YM3t7eqiMRWS2/bSWVF5nA/escYVqsCSEiYTw1HZGnbTKM61M2kVKmFKEfq9oKIfwAhAKIyxPbG8brN32llBa3lmSRWbyysrLg5+eHmzdv4sSJEyhTpozqSEREBUpJScEzzzyDrl27IiYmRnUcIqvlV2R6FXcYc6SUIdrakmNhnHTjCyDBwuztRFiYnGNLPza03aUdL8hCfIujmFT8li9fjtTUVGzZsoUFJhG5DD8/P4SFhWHq1Kl47bXX0KVLF9WRiIrMKUYy9YwjmcXnt99+Q506dfDMM89g586dEEKojkREZLXMzEy0bNkSp06dwpEjR1C9enXVkYgKlN9IJmdEkG6Ehobi9u3bWLJkCQtMInI5JUqUwPr165GVlYVevXohOztbdSSiImGRSbpw4MABrFmzBiNGjMATTzyhOg4RUaH4+vpi6dKl99f4JXJlPF3uYDxd7njZ2dl45plncOXKFZw6dQrlypVTHYmIqNCklOjWrRs2b96Mb7/9FgEBAaojEVnE0+Wka2vWrEFycjLmzZvHApOIXJ4QAsuXL0eVKlXQvXt3/Pnnn6ojERUKi0xyaenp6QgNDUXLli3RrVs31XGIiOyiYsWKiImJQVpaGoYPH646DlGhsMgklzZx4kRcv34dS5cu5WQfItKVVq1aITQ0FGvWrMGmTdZufkfkPFhkkss6fPgwVqxYgSFDhqBBgwaq4xAR2d3kyZPRtGlTDBgwABcvXlQdh8gmLDLJJUkpMXToUFSqVAnTpk1THYeIyCFKlCiB2NhYZGVloWfPnlzWiFwKi0xySTExMfj2228xZ84cGAwG1XGIiBzG19cXy5Ytw759+zB79mzVcYisxiWMHIxLGNnfzZs3UadOHTz++OP47rvv4OHBfysRkb5JKdGzZ0/ExcVh3759aN68uepIRAC4hBHpzNSpU/Hbb79h6dKlLDCJyC0IIbBs2TJUq1YN3bt3x40bN1RHIioQP6HJpZw4cQJLlixB3759uUAxEbmVChUqIDY2FpcuXcKQIUNUxyEqEItMchlSSgwfPhxly5bldUlE5JaaN2+OyZMnY/369YiJiVEdhyhfLDLJZWzduhWJiYmYNm0aKleurDoOEZES48ePR8uWLfHuu+/i3LlzquMQWcSJPw7GiT/2cfv2bdStWxfly5dHSkoKvLy8VEciIlLm4sWLaNiwIZ544gns27cPJUqUUB2J3BQn/pDLi4iIwIULF/DBBx+wwCQit1e9enWsXLkSBw4cwNSpU1XHITKLRSY5vfPnzyM8PBxdu3ZF69atVcchInIKQUFBCA4OxqxZs7Bnzx7VcYgewCKTnN6oUaPg4eGBuXPnqo5CRORUFi1ahNq1a6Nnz55IT09XHYfoH1hkklNLTEzEli1bMH78eFSrVk11HCIip1K2bFnExsbi119/Rf/+/cF5FuRMWGSS08rMzMSwYcPg4+ODUaNGqY5DROSUmjRpglmzZmHLli1YtWqV6jhE97HIJKf1wQcf4Mcff8SiRYtQqlQp1XGIiJzWyJEjERgYiOHDh+PkyZOq4xAB4BJGDscljArnl19+QZ06ddCiRQt8/vnnEEKojkRE5NR+/vlnNGjQAI899hi+//57lCxZUnUkcgNcwohcTmhoKO7evYtFixaxwCQiskKVKlWwZs0a/PDDDxg/frzqOEQsMsn57N+/H9HR0Rg5ciTq1KmjOg4Rkct49dVXMWTIECxYsAAJCQmq45Cb4+lyB+PpcttkZmbCz88PN2/exIkTJ/DQQw+pjkRE5FLu3LmDJk2a4ObNm0hNTUXFihVVRyId4+lychmLFy/GsWPHsGTJEhaYRESFULp0aaxbtw6//vorhgwZojoOuTEWmeQ0Ll68iMmTJ+O1117D66+/rjoOEZHLatKkCSZPnoxPPvkEGzZsUB2H3BSLTHIaw4YNAwAsWbJEcRIiItc3btw4NGvWDIMHD8bly5dVxyE3xCKTnML27dvx6aefYvLkyXj88cdVxyEicnleXl74+OOP8ddff6FPnz7IyclRHYncDItMUu7WrVt47733UK9ePYwYMUJ1HCIi3ahduzbmz5+PhIQELFu2THUccjMsMkm5KVOm4OLFi1ixYgVKlCihOg4Rka4MHDgQHTp0wNixY7kbEBUrFpmk1MGDB7FgwQL0798fLVq0UB2HiEh3hBBYvXo1ypQpg169eiEzM1N1JHITLDJJmXv37qFv376oUqUK5s6dqzoOEZFuValSBZGRkUhKSsLMmTNVxyE3wSKTlJk5cyaOHz+OyMhIVKhQQXUcIiJd69SpE3r16oUZM2bg4MGDquOQG+COPw7GHX/MO3LkCPz9/dGtWzd8/PHHquMQEbmFGzduoEGDBihZsiQOHz7MTS+oyLjjDzmVzMxM9O3bF5UqVcKiRYtUxyEichsVKlRAdHQ0zpw5g7Fjx6qOQzrHIpOK3fTp05GSkoJly5bB29tbdRwiIrfSpk0bjBw5EsuWLcOXX36pOg7pGE+XOxhPl//T/v370apVK/Tq1QvR0dGq4xARuaW7d+/C398f6enpSE1NRaVKlVRHIhfF0+XkFG7evIlevXrh8ccf59aRREQKlSpVCuvWrcPVq1cxePBgcMCJHIFFJhWb4cOH48KFC1i3bh3Kly+vOg4RkVtr3Lgxpk2bhk2bNiEmJkZ1HNIhFplULOLi4hAdHY2wsDA899xzquMQERGAMWPGoGXLlhgyZAjOnz+vOg7pDItMcriTJ0+iX79+ePbZZzFx4kTVcYiISOPp6Xl/GblevXohOztbcSLSExaZ5FC3bt1CUFAQSpcujY0bN3JvciIiJ1OjRg18+OGH+Oabb7j7GtkVi0xyGCklBg0ahBMnTuCTTz7Bo48+qjoSERGZ0bNnT3Tp0gUTJ05ESkqK6jikEywyyWFWrFiBmJgYTJs2De3atVMdh4iILBBCYPny5fjPf/6DHj164Pbt26ojkQ6wyCSH2LVrF9577z107NgR48ePVx2HiIgK4O3tjejoaJw8eRIhISGq45AOsMgkuzt16hSCgoLw5JNPIjY2Fh4efJsREbmCwMBAjBgxAkuXLsXOnTtVxyEXxx1/HMzddvxJT09Hs2bNcP36dRw8eBA1a9ZUHYmIiGxw9+5dBAQE4OrVq0hNTcXDDz+sOhI5Me74Q8Xi7t276NSpEy5cuIBt27axwCQickGlSpVCTEwM0tPT0b9/f+4GRIXGIpPsIisrC927d8fu3buxZs0aLrhOROTCGjZsiJkzZ2Lbtm1Ys2aN6jjkolhkUpHlLlW0detWLF68GD169FAdiYiIimjkyJFo27Ythg0bhhMnTqiOQy6IRSYV2fjx47F69WpMnDgRw4YNUx2HiIjswMPDAzExMShbtiy6dOnCZY3IZiwyqUhmzZqFOXPmYPDgwZg6darqOEREZEdVqlRBTEwMTpw4gffee091HHIxLDKp0KZPn46wsDD07NkTH3zwAYQQqiMREZGdtW/fHuPHj8eaNWsQExOjOg65EBaZVChTp07FpEmT8PbbbyM6Ohqenp6qIxERkYNMmTIFLVu2xKBBg3Dy5EnVcchFsMgkm0gpMXnyZEyZMgW9e/fGmjVrWGASEemcl5cXPvnkE5QuXZrXZ5LVWGSS1aSUCA0NxbRp09C3b1+sXr2aBSYRkZt49NFHsW7dOhw7dgwDBgzg+plUIBaZZJWsrCz069cP4eHhGDBgAFauXMntIomI3MxLL72E6dOnY/369Vi4cKHqOOTkvFQHyCWEGADAACBD+54mpYx3ZD+2HlMIYQAQDiChMNlc1Z07d/DWW29h+/btmDhxIqZOncpJPkREbmr8+PH44YcfMGbMGDRo0ACBgYGqI5GTcooiUwgRDuCalDLC9HdCCB/T39mzHxvbRgLwBnAIwAAACTY+RJeVkZGB1157Dd988w0++OADDB06VHUkIiJSSAiBtWvX4uTJk+jatSsOHToEHx8f1bHICQnV11QIIXwAJEspK5q57TqAmlLKDHv2U5RjCiEkgM7WjmT6+/vLpKQka5o6nStXruCll17CyZMnsW7dOnTt2lV1JCIichLnzp1DQEAAHnvsMXzzzTcoX7686kikgBAiWUrpb+42Z7iobiCARAu3pcE4cmjvfux1TN06ffo0nnvuOaSlpeHzzz9ngUlERP/g6+uLjRs34scff0RQUBAyMzNVRyIn4wxFZiCMhZ05aQDaO6Afex1Tl5KSkvDcc8/hzz//xO7du9G+vVs/HUREZEFgYCBWrlyJhIQEzjinBzhDkekH4JqF29IAmB2CLWI/9jqm7iQmJqJNmzZ46KGHsH//fvj7u+1TQUREVujduzemTJmC6Ohobi9M/+AUE38KYFDQT5GOqc1aHwAA1atXL0pXxSouLg69evXCk08+iZ07d6Jq1aqqIxERkQuYNGkSLl68iKlTp6Jq1aoYMMDtrzojKB7J1JYEAoxLCBVLP/Y6Zn6klFFSSn8ppX/lypUddRi7Wrp0Kbp164ZnnnkGe/fuZYFJRERWE0JgxYoVePnllzFo0CDucU4AnON0OSkkpcTEiRPx3nvv4dVXX8VXX30Fg8GgOhYREbmYEiVKID4+Hm3atME777yDTZs2qY5EiiktMk2WCTIUVz/2OqYeZGdnY9CgQZgxYwb69u2LzZs3o3Tp0qpjERGRiypdujS2b9+O5s2bo3v37vj0009VRyKFnH0k0wD7nNa2pR97HdOp3b17F507d0ZUVBRCQ0OxatUqeHm5wiW6RETkzB566CF88cUX8PPzQ1BQEOLi4lRHIkWcochMBOBr4TZvANauZG5LP/Y6pku6fv06XnzxRWzduhWLFi3CrFmzuE0kERHZTfny5fHVV1+hWbNm6NatG1atWqU6EingDEVmCgBL+1H5ALD2og5b+rHXMV3OpUuX0LJlS3z33XeIjY3F8OHDVUciIiIdqlChAr788ku8+OKL6N+/PxYsWKA6EhUzZygyI2FmXUptFrgfgI1mbjNXINrSj83H1IPU1FQ0b94cly5dws6dO9GtWzfVkYiISMfKlCmDTz/9FEFBQRg1ahTGjRuHnJwc1bGomCgvMqWUaQCihBDheW4KBxCSdw9xIUQygHNCCL/C9mPrMc3wLuB2p7N79260bNkSUkrs27cPbdu2VR2JiIjcwL/+9S988sknGDhwIMLDw9G1a1fcuXNHdSwqBsJZtoDSFjA3wDjpxhfAISllvJl24QCCALTXisVC9WPjMccCCIBxlNNHa58E4+5A+Ral/v7+MilJ7SWecXFxePvtt+Hr64udO3e61ALxRESkD1JKLFiwAGPGjEFAQAC2b9+O//znP6pjUREJIZKllGa3B3SaIlOvVBeZCxcuxMiRI9GiRQt8+umn8PZ2uUFYIiLSkW3btqFHjx6oXLkytm/fjgYNGqiOREWQX5Gp/HQ5OUZOTg5GjRqFkSNHolOnTkhISGCBSUREyr3xxhvYu3cvMjMz0axZM8TGxqqORA7CIlOHbt++jc6dO2PBggUYOnQo4uLiUKpUKdWxiIiIAABNmjRBcnIyAgIC0KNHDwwfPhyZmZmqY5GdscjUmStXrqBVq1bYunUr5s+fjyVLlsDT01N1LCIion945JFHkJiYiPfffx9LlixBu3bt8Msvv6iORXbEIlNHfvjhBzzzzDM4efIkPv30U4wcOZKLrBMRkdMqUaIEFi5ciNjYWCQnJ6Nx48bYtWuX6lhkJywydWL79u1o0aIFAGD//v149dVXFSciIiKyTrdu3XDgwAFUrFgR7du3x4QJE5CVlaU6FhURi0wXJ6XE/Pnz8cYbb+Cpp57CwYMH0bBhQ9WxiIiIbPL000/j0KFD6Nu3L2bOnInnn38eFy9eVB2LioBFpovLycnBl19+iU6dOmHPnj2oUqWK6khERESF8tBDD2HVqlWIjY3F0aNH0ahRI2zbtk11LCokFpkuztPTE1u3bkVcXBzKlCmjOg4REVGRdevWDSkpKfDx8cGbb76JgQMH4s8//1Qdi2zEIlMHHnroIXh48KUkIiL9qFWrFvbv348xY8Zg5cqVaNiwIfbv3686FtmAlQkRERE5pZIlSyIiIgJ79uxBTk4OWrVqhdDQUNy7d091NLICi0wiIiJyai1btsTRo0fRp08fzJkzB02bNkVqaqrqWFQAFplERETk9MqVK4dVq1Zh+/bt+OWXX+Dv74+pU6dyVNOJscgkIiIil/Hqq6/i2LFj6NSpE6ZMmYLGjRvzWk0nxSKTiIiIXErlypURGxuLzz//HLdu3UKLFi3w7rvv4saNG6qjkQkWmUREROSSXn75ZRw/fhzvv/8+IiMjUbduXaxfvx5SStXRCCwyiYiIyIWVLVsWCxcuxHfffYeqVauiZ8+eaNGiBZKTk1VHc3ssMomIiMjlNW3aFAcOHMDq1atx9uxZBAQEoF+/fvj1119VR3NbLDKJiIhIFzw8PNC3b1+cPn0aI0eOxEcffQRfX19MnDiR12sqwCKTiIiIdKVChQqYN28eTpw4gVdeeQUzZsyAj48P5s+fjzt37qiO5zZYZBIREZEu1a5dGxs2bEBycjICAgIwevRo1KlTB1FRUfjrr79Ux9M9FplERESka35+fti5cye+/vprPPbYYxg4cCBq166NFStWcDF3B2KRSURERG7h+eefx7fffoudO3fi0UcfxeDBg1GrVi18+OGHuHv3rup4usMik4iIiNyGEAIvvvgi9u/fj4SEBNSoUQNDhw6Fr68vlixZwms27YhFJhEREbkdIQQCAwOxd+9e/Pe//0Xt2rUxfPhw+Pj4YOHChbh9+7bqiC6PRSYRERG5LSEE2rRpg927d2P37t2oW7cuRo4ciZo1ayIiIgJ//PGH6ogui0UmEREREYDWrVtj165d2LdvHxo1aoSQkBDUqFEDM2bM4DqbhcAik4iIiMhEixYt8OWXX+L777/Hc889h4kTJ+Lxxx/HxIkTce3aNdXxXAaLTCIiIiIznnnmGWzfvh2HDx9GYGAgZsyYgRo1aiAkJITbVVqBRSYRERFRPho1aoT4+HgcO3YMr776KubNm4eaNWvi/fffx+XLl1XHc1osMomIiIisUK9ePcTGxuLHH39E165dsXTpUvj4+ODdd9/FhQsXVMdzOiwyiYiIiGxQp04drF27FmfOnEHv3r2xatUq1KpVC8HBwTh79qzqeE6DRSYRERFRIdSsWRORkZFIS0vD4MGDERsbiyeeeAK9evXCjz/+qDqeciwyiYiIiIrgsccew5IlS/C///0PI0aMwJYtW1CvXj106dIFR48eVR1PGRaZRERERHbwyCOPYN68eTh//jxCQ0Oxc+dONGzYEC+++CK2bNmCzMxM1RGLFYtMIiIiIjuqXLkyZs6ciQsXLmD69Ok4ceIEOnXqhOrVqyMsLAznzp1THbFYCCml6gy65u/vL5OSklTHICIiIkWys7OxY8cOREVF4fPPP0dOTg4CAgLQtWtXdOnSBdWqVVMdsdCEEMlSSn+zt7HIdCwWmURERJTrp59+woYNG7BhwwYkJycDAAICAtChQwd06NABAQEB8PT0VJzSeiwyFWKRSUREROacPXsWcXFx+Pzzz3HgwAHk5OTA29sb7dq1Q4sWLfDcc8+hYcOG8PLyUh3VIhaZCrHIJCIiooJcu3YNiYmJ2LFjB77++mtcvHgRAPDQQw/hmWeeQbNmzdCkSRM0adIE1atXhxBCcWIjFpkKscgkIiIiW126dAn79+/H/v378c033yA1NRXZ2dkAgIcffhh+fn73i84mTZrg8ccfV1J4sshUiEUmERERFdWdO3dw9OhRJCcn3/86fvw4srKyAACVKlWCn58fAgIC0LRpUzRt2hRVqlRxeC4WmQqxyCQiIiJHuHv3Lo4ePYqUlBQkJycjKSnp/ohn27ZtsWvXLodnyK/IdN4rSYmIiIjIolKlSt0ftcx1+/Zt/PDDD3CGQUQWmUREREQ6UaZMGTz77LOqYwDgjj9ERERE5AAsMomIiIjI7lhkEhEREZHdscgkIiIiIrtjkUlEREREdscik4iIiIjsjkUmEREREdkdi0wiIiIisjsWmURERERkdywyiYiIiMjuWGQSERERkd2xyCQiIiIiu2ORSURERER2xyKTiIiIiOxOSClVZ9A1IcTvAC4Uw6EeBnC1GI5DzovvAQL4PiC+B8iouN4Hj0spK5u7gUWmTgghkqSU/qpzkDp8DxDA9wHxPUBGzvA+4OlyIiIiIrI7FplEREREZHcsMvUjSnUAUo7vAQL4PiC+B8hI+fuA12QSERERkd1xJJOIiIiI7I5FJhERERHZHYtMIiIiIrI7L9UByHZCiLEAKgHw034VKaWMt9B2AAADgAzte5o92pJzEEIYAIQDSMjvteL7QN/4mukT/74pl6t+7rPIdDFCiHAAs6WUGdrPfgB2CSG6Sik7m2l7TUoZYfo7IYSP6e9sbUvqCSEiAXgDOARgAICEfNryfaBjfM30h3/fZMqVP/c5u9yFaP/iSJRSpuX5fSCM/xPqnPsvECGED4BkKWVFM/1cB1DT5A1rdVtyPkIICZPXPs9tfB/oGF8z/ePft3tz9c99XpPpWnzzvtEAQEqZCONQ90CTXw8EkGihnzQY/3VcmLbkWvg+0De+Zu6Nf9/659Kf+ywyXctYIcQmC7clATDdozQQxjeKOWkA2heyLbkWvg/0ja+Ze+Pft/659Oc+i0zXYulfHYDx+p10k5/9AFyz0DYN/3xj2tKWXAvfB/rG18y98e9b/1z6c58Tf1yIlDK/f1n4wbYtpAwOakuuxeCgtuQcDKoDkFIGB7WlYuLqn/scydQB7cJgwLjURe6yF4Dxeo2C7mt1W3ItfB/oG18z98a/b/fmKp/7LDJdnMk6ap3NXRxMRERE+uFKn/ssMl3fJgAhpstbmCw7YCjozra0JdfC94G+8TVzb/z7dmsu87nPIrMYCCGShRCyEF9BBfQbDmCTlNKWazKAv1f3t3dbyoej3gdFYADfB3pmAF8zd2YA/751x9U+9znxpxhIKZvYu09ti6lz+bzREgH4WrjNG8alDwrTlgrJEe8DK/B9oG98zdwb/77diCt+7nMk0wVpI1sZed9o2g4AuVIA+FjowgfG4fbCtCXXwveBvvE1c2/8+3YTrvq5z20lXYz2hjJY2GIsXEoZov232S2jtAuGrwOoWND2UubakvMpzLZzfB/oA18z/ePfN7ny5z6LTBcihPADEAogLs9N3jBeQ+ErpRxo0j4cAHLfgNrvImEcbo/I07fVbcm5aB9CAy2dQuH7QN/4mukb/77dm6t/7rPIdCHapvWGfJqEmHkTDcDfF/H6Ajhk7l9DtrYltbRrcwJgXIzXB8bXLAnGnRpC8v4LlO8DfeNrpi/8+6Zcrv65zyKTiIiIiOyOE3+IiIiIyO5YZBIRERGR3bHIJCIiIiK7Y5FJRERERHbHIpOIiIiI7I5FJhERERHZHYtMIiIiIrI7FplERMVACOEnhIjU9iAmItI9FplERA6m7T3sDePuLd6K47gEFuVEro9FJhGRg0kpE6WUiTBu3UYFYFFOpA8sMomIyKmwKCfSBxaZREROTgiRIIRI1r4MqvOoJIQI156H6+7+XBA5OxaZRKR7QggfIcQmrTCRQohIK++XoLU/p93fx9FZLZFSNtG+Miy1EUIEajkTtO+btKLMoN0+QAjhZ8txhRBjtaJOal8J2ulsS22lyXNmtl1RSClDpJRNACTau28isi8v1QGIiBxNSpkGoLMQIhyAHwD/gu5jMuEkQ0rp68h8RaUVjisBpAEI0R5v7m0GACuFEHEAIqWUwpa+pZQRQogoANcBJEop2xfQtr12nPhCPBQi0hEWmUTkbtJQQJFpchrWB2ZGzIQQAwA0KeA4CcVRaGlZIgF0Nnc8KWWGEKI/tCKxMMfQ+siA8fnIL4sPiulxE5HzY5FJRO7kmvZlKKDdAABRMBZV4XlvlFJG2T1ZIRRUYObSisREAAlFOFwajKPA+QmRUg60kNMpinIiKj4sMonILWjXByZCG40TQviYnlbO0y4eQO71hE557Z92ijwSQJSVxVkaivZY0gD4CSEM5q4LNSl4H+AsRTkRFS8WmUTkLtpLKUO0076Asdh8oMgE4COlTBRChMB4Paa5NjbRCsKuMBauPtrp+Kj8JvFYYaX2PcTK9hlSyhQL+caa/OgL4zWVedvmPg8+AP5xm3aa3JfFJBGZYpFJRG5FSpkmhACMp37/MbInhBhgUigF5r29CMdMgbEws7YgzJc22uoHIN7aQlVK+cCxc6+hhPE0d7zJ7xMA5J3gc077/kCRCQunyQvLQUU5ERUzFplEpHtakXLN5FcZMI7YmbbxA5Bk0t7s9ZhOorP23aqlmPKxCcZCNe/pdnOjt0na939M/tFOk28qYo5/sHdRTkRqsMgkInfgj3+OSqbhwZnS/nlGMQEnvR4Tf8+OT8q3VT60U+R+ANppRbW39nN7mC/ucgvP+8W5dj+eJicis7gYOxG5g/Z5rjH8R5GpjcZtNG0PO12P6SAGwDhr3NyNQgg/k0XZTRdRN50dPhDG52EAgC7QLh+QUg4016/J70yXfwo3dxqeiAhgkUlE7ul+kaldl5iep7B64HpMbdegcJOCbaz2Fa4t8p7bLshkh5wHTreb7Dw0Nu9tNua3SEqZIqXsjL9Pq8dLKfMW2j4wFpURUsooKaU113eaPm9BsPNpciLSFxaZRKRrZq7HBLRJLNptQXkmvRhgLKT+saaklDJNG7XLgHEEL0L7CgFwTQiRrLWLR/7XTIYA6C+ljCjCw0owyZqf3NP+5tbHzMDfk3mslQbAoB23vZTSWS8nICInwCKTiPTO3Czx3JHAUBjXxMzbHmbuk594GNeQ9APub2OZAuMp6QfyFHXRca1AzUDBE5Nyj7/RzG0WR0PzGWXNvc8mcFIOERWARSYR6V0oHiyocifMXDNz3WVX2Od6zEgAQWZ+byhiv7naAehi4ZS8Qft9CoA0C6fBQ2B8rHnvOxaWC+zckc9ILidERAXh7HIi0iUhRCSME1oMAJKFEOG5s6Bzt1k0PWWttfeBNpIphNgE41aH1sycDgSQkueax40AIoUQfrm/10Y67bn2ZkXtmtAEGEc207Xv1wDM1h5nnIX7JwohZmvFaO7lBBkFnMZPgfklj4iIHiCklKozEBG5DCHEdRj3NT8E47I/BhiX9QnJO7qnFarpuQuVCyHGFuZaTCFEgpQy7+Lobk17bvtzRJXIeXEkk4jIdoesHM2LhHHSTe61kRkOS0RE5GRYZBIROYh2SjpDW+4HMD8Bh4hIlzjxh4jIsaJgHMn04aldInInLDKJiBwrDsaJQc66exARkUPwdDkRkRW0nYEGwjjRZ6AQAtZclymlTNFmshdlRnZK7mLvANq584ioNhs+sMCGRKQcZ5cTERERkd3xdDkRERER2R2LTCIiIiKyOxaZRERERGR3LDKJiIiIyO5YZBIRERGR3f1/2N3O4hMu8swAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190828_063405.hdf\n",
+      "0.9994019783837019\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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hK664Qnv37tXKlSvVpk2bKFYKAN8qqyeThT8AEAfmzp2r9evX64EHHqj0pSIbNWqkl156SZLUo0cPrVu3LholAkBECJkA4Ji1Vn/5y1904YUX6vrrr4/KMdu2basVK1bIWqvu3btryZIlUTkuAISLkAkAjr3zzjsqLCzU3XffXaG5mKFcdNFFeuONN9S8eXMNGDBAd999N9c6B1Bl4mZOpjEmR5JPUrH3schaOz+Wx4mw7RhJZ3ntJGmDtXZCefUwJxNAeUaMGKGFCxdq8+bNqlu3btSPf/DgQY0ZM0YTJ05U9erVNWDAAF155ZVq2rSpqlWrph07dmjHjh0qLi7W3r17lZ6errZt26p///5q27Zt1OsBkDzKmpMZFyHTGDNe0s7A0BbsvmgeJ8K2kyWNt9YWBdzXS9JYa21mWTURMgGUZfv27TrvvPOUk5Ojxx57LKbn+uijjzRp0iQ9//zz+vzzz095rFq1aqpfv77q1aun/fv3a8eOHZKkrKwsPfHEE2revHlMawOQmOI6ZBpjMiStttY2CPLYbkktrbXF0TxOhG17SfIF6+H0QmmetTY/VF2ETABlGTdunH71q1/pv//9ry688MIqO++uXbtUXFysY8eOqVGjRvL5fKcM1X/++ef617/+pT/96U8644wztGTJEl1++eVVVh+AxBDvq8tHSwoV0ook5cTgOJG0zZR/OD2YVZI6hlkfAJzi2LFjmjRpkq655poqDZiS1LBhQ2VkZJzc/L30XNDvfOc7euCBB1RYWCifz6devXrpgw8+qNIaASS2eAiZveQPdsEUyR/yon2cSNrulDQ+RNtMSYVh1gcAp1i0aJG++OIL3X333a5LCalNmzZasWKFzjzzTGVlZWnv3r2uSwKQIOIhZHaUP8gFUyQpaBdsJY8TSdspkjKMMRuMMSd7LUs+L2uoHADK8sQTT+i8887ToEGDXJdSpvPOO0/z58/Xxo0bNWbMGNflAEgQ8RAyy+NzcJyTbb25mddKaihptTFmvDEmW1KGtXZ0sCcbY3KMMQXGmAK2CwEQzMcff6z8/HyNHj1a1avH/xV+u3btql/84heaPHmyXn/9ddflAEgATkOmMcbnfVpcVcepyDmttYWSWnrPGSP/8Hmo4XZZa6dYaztbazs3btw43NMASCETJ05UjRo1dPvtt7suJWy///3vde6552rMmDFyvWgUQPxLhJ5M57yh8fvlD5pD9W2vZrbTwgAkpH379unpp5/WsGHD1LRpU9flhC09PV2/+93v9Pbbb2vhwoWuywEQ55yGzICtiXxVdZxIz1kSMK21Y621xd5WRi3lX50+j6AJIFLPPPOM9u7dq5/85CeuS4nYrbfeqgsuuEAPP/wwvZkAyhTvPZk+VXIovQLHKd12qqQ7Aht4YTNT/kVBUytdHYCUYa3VE088ocsuu0xXXHGF63IiVr16df3yl7/U6tWr9dprr7kuB0Aci4eQmS+pVYjHGkoKdyfzSI4TVtuS+ZuhNoMvWfgTMM8TAMr0+uuv64MPPtDdd98tY4zrcipk5MiRatSokf7617+6LgVAHIuHkFkoKSPEYxmS5sXgONE6p+S/3nlxBO0BpLDHH39cDRo00I033ui6lAqrXbu27rzzzpP7fAJAMPEQMicryF6YXu9gR0lzgzwWLCBGcpyw2nrh0RfifCXtQ64yB4BAX331lZ577jn98Ic/VHp6uutyKuVHP/qRrLWaPn2661IAxCnnIdNaWyRpincd8EDjJY0t3UtojFkt6ZSN0SM9ToTnzJR/gc8pQdP792nzNQEglCeffFLHjh3Tj3/8Y9elVFrLli117bXXatq0aTpx4oTrcgDEIRMvqwONMTn6dtFNK0mrvJXcpduNl5QtKdMLixU6ToTn9OnbS0sWex93WmsnlPe6OnfubAsKwp1WCiBZHT16VOeff74uueQSLVmyxHU5UTFr1izdfPPNWr58ua655hrX5QBwwBiz2lob9OqMcRMykxUhE4AkLViwQNnZ2XrhhRfi/jKS4Tp48KCaNWum66+/Xk899ZTrcgA4UFbIdD5cDgCp4IknnlCLFi3Uv39/16VETe3atXXdddfp+eef15EjR1yXAyDOEDIBIMbWrVunV155RXfeeafS0tJclxNVw4YNU3FxsZYvX+66FABxhpAJADE2ceJE1axZU7fddpvrUqIuMzNT9evX19y5p20EAiDFETIBIIb27dun6dOna9iwYWrcuLHrcqKuZs2aGjx4MEPmAE5DyASAGHrmmWf0zTffJOR1ysM1dOhQFRcXKz8/33UpAOIIIRMAYsRaq4kTJ+qyyy7T9773PdflxExmZqbq1aun559/3nUpAOJIddcFAECyeuONN/T+++9r6tSpCXud8nDUrFlTffr00aJFi2StTerXCiB89GQCQIw88cQTql+/vn7wgx+4LiXmBg4cqC1btqiwsNB1KQDiBCETAGJg69atWrBgQVJcpzwc/fr1kzFGixYtcl0KgDhByASAGHj66ad19OhR3Xnnna5LqRKNGzfWlVdeScgEcBIhEwCizFqradOm6eqrr1bbtm1dl1NlBg4cqIKCAn311VeuSwEQBwiZABBlr7/+utavX5+Um6+XZeDAgZKkxYsXO64EQDwgZAJAlD355JOqV6+esrOzXZdSpdq3b68WLVroxRdfdF0KgDhAyASAKCouLtb8+fP1gx/8ICUW/AQyxmjAgAFavny5Dh8+7LocAI4RMgEgimbPnq2DBw/q9ttvd12KE/3799f+/fv1+uuvuy4FgGOETACIomnTpunSSy9Vx44dXZfiRM+ePXXGGWcwLxMAIRMAouWjjz5SQUGBRo0albJXvUlPT9f3v/99QiYAQiYARMvs2bNljNGNN97ouhSn+vfvr48//lgbNmxwXQoAhwiZABAF1lrNmjVL11xzjZo1a+a6HKf69+8vSVqyZInjSgC4RMgEgChYtWqVPv3005S4Tnl5WrdurQsuuIAhcyDFETIBIApmzZqlM844QzfccIPrUuJC//799corr+jgwYOuSwHgCCETACrp+PHj+ve//60BAwaofv36rsuJC/3799ehQ4e0YsUK16UAcISQCQCV9Prrr2vbtm0pv+An0NVXX6309HSGzIEURsgEgEp69tlnVatWrZMLXiDVqlVL1157rRYvXixrretyADhAyASASjhx4oSeffZZ9e3bV3Xq1HFdTlzp37+/ioqK9Mknn7guBYADhEwAqISCggJt3ryZBT9B9OvXT5IYMgdSFCETACrh2WefVfXq1TVw4EDXpcSdFi1a6KKLLiJkAimKkAkAFWSt1YIFC3TttdfK5/O5Licu9e/fX6+++qr27dvnuhQAVYyQCQAV9MEHH+jTTz/VkCFDXJcSt/r376+jR49q+fLlrksBUMUImQBQQc8++6yMMbruuutclxK3unXrprp16zJkDqQgQiYAVNDChQvVrVs3NW3a1HUpcatmzZrKzMzUkiVL2MoISDGETACogM2bN+vdd99VVlaW61LiXv/+/fXFF1/oww8/dF0KgCpEyASACnjppZckSQMGDHBcSfxjKyMgNREyAaACFi1apJYtW+rCCy90XUrcO+ecc3TppZcSMoEUQ8gEgAgdPHhQ+fn5GjhwoIwxrstJCP3799fKlSu1Z88e16UAqCKETACI0CuvvKKDBw+yAXsE+vfvr+PHjysvL891KQCqCCETACK0aNEi1alTRz169HBdSsK44oor5PP5GDIHUgghEwAiYK3VokWLlJmZqTPOOMN1OQmjevXq6tOnj5YsWaITJ064LgdAFSBkAkAE3n//fX3xxRcMlVdA//79tXXrVq1Zs8Z1KQCqACETACJQsnVR//79HVeSePr27SuJrYyAVEHIBIAILFq0SJ07d1azZs1cl5JwmjRpoi5duhAygRRByASAMO3YsUNvvfUWG7BXQr9+/fTOO+9o586drksBEGOETAAIU8n1t5mPWXH9+/fXiRMntGzZMtelAIgxQiYAhGnRokU6++yz1bFjR9elJKzOnTuradOmevbZZ12XAiDGCJkAEIajR49q2bJl6t+/v6pV47/OikpLS9MNN9ygxYsXa//+/a7LARBD/E8JAGF46623tGfPHlaVR8GwYcN08ODBkyv1ASQnQiYAhGHp0qWqXr26evXq5bqUhNe9e3c1bdpUc+fOdV0KgBgiZAJAGJYsWaKuXbuqfv36rktJeGlpacrOztbixYu1b98+1+UAiBFCJgCUY8uWLVqzZo369evnupSkMXToUIbMgSRHyASAcixdulTSt1esQeV1795dZ599tubNm+e6FAAxQsgEgHIsWbJEzZo106WXXuq6lKRRssr8pZde0jfffOO6HAAxQMgEgDIcO3ZMeXl56tu3r4wxrstJKjfddJMOHTrEnplAkiJkAkAZ3nnnHRUXFzMfMwa6du2qjIwMPfPMM65LARADhEwAKMOSJUuUlpamzMxM16UkHWOMbrnlFi1fvlybN292XQ6AKCNkAkAZlixZoiuvvFI+n891KUnplltukbVWs2bNcl0KgCgjZAJACFu3blVhYSGrymPoggsu0Pe+9z3NmDHDdSkAooyQCQAhLFu2TJKYjxljI0aM0Pvvv6+1a9e6LgVAFBEyASCEpUuXqmnTpurQoYPrUpLa8OHDVb16dXozgSRDyASAII4fP67c3Fz17dtX1arxX2UsNWrUSP3799esWbN0/Phx1+UAiBL+5wSAIP7zn/9o165dDJVXkREjRmjLli1avny561IARAkhEwCCWLJkiapVq8bWRVVk4MCB8vl8mj59uutSAEQJIRMAgliyZIm+973vqWHDhq5LSQm1atXSjTfeqOeee0579uxxXQ6AKKjuuoASxpgcST5Jxd7HImvt/FgeJ9Jzeu1bBdy101o7IdIaAcS37du3q6CgQL///e9dl5JSbr31Vv3zn//UvHnzdPvtt7suB0AlxUXINMaMV6nAZowZb4zJiCTERXKcSM9pjJknaZW1dmzgfcaYHGvtlHBrBBD/cnNzJbF1UVW7/PLL1bZtW02fPp2QCSQBY611W4AxGZJWW2sbBHlst6SW1triaB4n0nN6gdRnrR0dpO0dZfV+du7c2RYUFJRXPoA4cvPNNys/P19btmxhZXkV+9Of/qT7779f69evV+vWrV2XA6AcxpjV1trOwR6Lh/89R0vKD/FYkaScGBwn7LZeIB0jaXzphtbaBhUZ0gcQv06cOKHc3Fz17t2bgOnALbfcImOM/vWvf7kuBUAlxcP/oL3kD3bBFEkKd2lnJMeJpO1o+edqhmoPIImsXbtWO3bsUO/evV2XkpKaN2+uzMxMTZ8+XSdOnHBdDoBKiIeQ2VHSzhCPFUkK2gVbyeNE0raXpEJJMsb4jDHZXu8mgCSUl5cnSerVq5fjSlLXqFGj9Pnnn+vVV191XQqASoiHkFken4PjBLbtKGmXMSZb/sCZL8nnLfohbAJJJjc3V+3bt1ezZs1cl5KyBg8erHr16rFnJpDgnIZMY4zP+7S4qo5TwXM2lFRsrZ1vrS221hZKGitpdcDxAs+RY4wpMMYUfP311xGcBoBLBw4c0MqVKxkqdyw9PV3Dhg3T/PnztW/fPtflAKigROjJdCYgQHa01p6yUMibo1kk6f7Sz7PWTrHWdrbWdm7cuHHsCwUQFa+//roOHz7MVX7iwK233qr9+/drwYIFrksBUEFOQ2bANkG+qjpOBdsWhmhSJCm7vOMASAx5eXmqWbOmrr76atelpLyuXbuqdevWevrpp12XAqCC4r0n06dKDqVX4Dil2xZL2hWi7S5JzMsEkkRubq66d++u9PR016WkPGOMRo0apRUrVmjjxo2uywFQAfEQMvN16qUaAzWUFO5O5pEcJ5K2Rd59oRSHWR+AOLZ161a9//77zMeMIyNGjJAk9swEElQ8hMxChe4NzJA0LwbHiaTtHPlXmIdqy+V8gCSQn++fds18zPjRokUL9ezZU9OnT5frq9MBiFw8hMzJCrIXprfopqOkuUEeCxYQIzlOJG2nSMoIcc5eCnIlIACJJzc3V40aNVKHDh1cl4IAt956q4qKirRy5UrXpQCIkPOQ6a3SnuJdHzzQeEljS1+33BizWtIGY8wpvYuRHCfCtsXyb1c0uVQdkyVNKb3qHEDisdYqLy9PvXr14lKScWbIkCGqU6cOe2YCCai66wIkyVo71ttbcoz8cxxbScoLcV3wfIVYyBPJcSJsO8EYU+wFyxKrrbVTInulAOLRBx98oK1btzJUHofOPPNMDR06VHPnztU//vEPFmUBCSQuQqbk31syzHZj5e9ZrNRxYtkWQGIpuZQkITM+jRo1Sk8//bSee+453Xzzza7LARAmxoUApLy8vDy1a9dO5513nutSEMTVV1+t888/nz0zgQRDyASQ0g4dOqRXX32VrYviWLVq1TRy5EgtX75cX3zxhetyAISJkAkgpb355ps6ePAgQ+VxbuTIkbLWasaMGa5LARAmQiaAlJabm6vq1aurR48erktBGVq1aqWrrrqKPTOBBELIBJDS8vLy1LVrV9WtW9d1KSjHrbfeqk8++URvv/2261IAhIGQCSBlff3113r33XcZKk8Q2dnZql27NntmAgmCkAkgZS1fvlzWWhb9JIh69erphhtu0L///W8dOnTIdTkAykHIBJCy8vLy1KBBA3Xq1Ml1KQjTqFGjtGfPHi1cuNB1KQDKQcgEkJKstcrNzdW1116rtLQ01+UgTD179tR5553HkDmQAAiZAFLSxx9/rC+//JL5mAkmLS1NI0aM0LJly/TVV1+5LgdAGQiZAFJSbm6uJC4lmYhGjhypEydOaN68ea5LAVAGQiaAlJSXl6fWrVurZcuWrktBhNq2batLLrmEkAnEOUImgJRz5MgRvfLKK6wqT2DZ2dl64403tHnzZtelAAiBkAkg5bz11lvav3+/+vTp47oUVFB2drYk6bnnnnNcCYBQCJkAUk7JpSS///3vuy4FFXThhRfq4osvZsgciGOETAApZ9myZbryyitVr14916WgErKzs/X6669r69atrksBEAQhE0BK+frrr1VYWMh8zCQwdOhQWWsZMgfiFCETQErhUpLJ46KLLlK7du00f/5816UACIKQCSCl5ObmcinJJGGMUXZ2tlasWKHt27e7LgdAKYRMACmj5FKSvXr14lKSSWLo0KE6ceIEQ+ZAHCJkAkgZ69at0+bNmxkqTyLf/e531bp1az3//POuSwFQCiETQMrgUpLJxxijwYMHa/ny5dq7d6/rcgAEIGQCSBm5ublq27atWrRo4boURNHgwYN19OhRLVmyxHUpAAIQMgGkhMOHD2vFihVc5ScJXXHFFWrcuLEWLlzouhQAAQiZAFLCypUrdfDgQeZjJqG0tDRlZWXppZde0pEjR1yXA8BDyASQEnJzc1WjRg316NHDdSmIgcGDB2vv3r1asWKF61IAeAiZAFJCbm6uunXrpjPPPNN1KYiBa6+9Vunp6awyB+IIIRNA0tu2bZvWrFnDUHkSq127tvr27asXXnhBJ06ccF0OABEyAaSA/Px8SSJkJrnBgwdr8+bNWr16tetSAIiQCSAF5Obm6qyzztJll13muhTE0IABA5SWlsaQORAnCJkAklrJpSQzMzNVrRr/5SWzhg0b6uqrr2YrIyBO8D8ugKT2wQcfaOvWrQyVp4jBgwfrww8/1Pr1612XAqQ8QiaApFZyKUlCZmq47rrrJIneTCAOEDIBJLVly5bp4osv1rnnnuu6FFSBFi1aqEOHDszLBOIAIRNA0jp48KBee+01ejFTzODBg/Xmm29q+/btrksBUhohE0DSev3113X48GFCZorJysqStVYvvfSS61KAlEbIBJC0cnNzVbNmTV199dWuS0EV6tChg5o3b64XX3zRdSlASiNkAkhaubm5uuqqq5Senu66FFQhY4wGDRqk3NxcHTp0yHU5QMoiZAJISlu2bNH777/PUHmKGjRokPbv369XXnnFdSlAyiJkAkhKeXl5kti6KFX17NlTderUYcgccCiskGmMqWeMOd8Yc02sCwKAaMjNzVWTJk10ySWXuC4FDtSqVUu9e/fWiy++KGut63KAlFRmyDTGrDfG7JQ0XlKGpM+qpCoAqIQTJ04oLy9PvXv35lKSKWzQoEH68ssvtWbNGtelACmpejmPt5KUaa1dXhXFAEA0rF27Vtu3b2eoPMUNGDBAxhi9+OKLuuyyy1yXA6Sc8v7ELyRgAkg0JZeS7NWrl+NK4FKTJk10xRVXMC8TcKS8kFkU+A9jTH1jzB3GmLneUPoqY8y9xpgOsSsRACKTm5urSy65RM2aNXNdChwbNGiQCgoK9NVXX7kuBUg5EYVMa+0ea+1Ua+0wSXsk5Vhr/2KtXROrAgEgEvv379fKlSsZKockf8iUpEWLFjmuBEg95YXMspbkFVhr3w32AKvQAbjy2muv6ciRI4RMSJIuvvhitWzZkiFzwIHyQqavjMd2l/HY0MhLAYDKy83NVa1atdS9e3fXpSAOlFz9Jz8/XwcOHHBdDpBSyltd3tkY01OSCfJYRojHfJKYbQ/AidzcXF199dWqXbu261IQJ7KysvSPf/xD+fn5ysrKcl0OkDLKC5mdJOUreMiUQvdYsvMtgCr35Zdf6r///a9+9KMfuS4FceSqq65SvXr19OKLLxIygSpUXsgsVORD30bS3IqVAwAVx6UkEUzNmjXVt29fvfjiizpx4gQb9ANVpLyQmW+tjfgqP8aY/ArWAwAVtmzZMjVr1kzt27d3XQriTFZWlubOnauCggJdfvnlrssBUkKZf85Za++ryEEr+jwAqKjjx4+fvJSkMaFm+CBV9evXT2lpaawyB6pQhcYMjDHnG2Ou8W71ol0UAETq3Xff1a5duxgqR1ANGzZUt27d9MILL7guBUgZYYdMY0wHY8wyY8xxSRsk5Xm33d7Vf3rGqkgAKA+XkkR5srKy9N5772nTpk2uSwFSQlgh0xgzV/5FQEbSfZKGSertfbxT0hpJC4wxS+nZBOBCbm6uLrvsMjVp0sR1KYhTXP0HqFrlhkxjTK73aQNrbW9r7Z+ttQustcu9j1OttUMlZUjaJGl5LAsGgNK++eYbvfnmmwyVo0xt2rRRmzZtGDIHqkiZIdMYc4OkYmvtMGvtnrLaWmuLrbWjJa02xtwezSIBoCwrVqzQ0aNHCZkoV1ZWllasWKFvvvnGdSlA0iuvJzNHUkSB0Vp7p7isJIAqtHTpUtWpU0fdunVzXQri3KBBg3TkyJGTc3gBxE55IXOPtXZvBY5bZq8nAETT0qVLdc011+iMM85wXQriXNeuXdWgQQOGzIEqUF7I3FXB41b0eQAQkU8//VRFRUXq06eP61KQAKpXr64BAwZo8eLFOn78uOtygKRWXsis6DXIiyv4PACIyNKlSyVJffv2dVwJEsWgQYO0Y8cOvf32265LAZJaeZeVrKj6kT7BGJMjySd/QPVJKrLWzo/lcSpzTmNMnrU2M9L6AETX0qVL1bp1a7Vq1cp1KUgQffr0UY0aNfTCCy8wjxeIofJCZmdvk/XdERyzoaTOkRRhjBkvaae1dkLgfcaYjMD7onmcypzTGJMtiR2fAccOHz6sV155RT/84Q9dl4IEUr9+ffXo0UMvvPCCxo8f77ocIGmVFzI7ScqXfxP2cFivbdjD7MaYDEk51toGpxzI2rHGmN3GmCnW2uJoHqcy5zTG+CQND/f1AYidlStX6sCBAwyVI2JZWVn66U9/qvXr1+uCCy5wXQ6QlMqbk1koqbWkVmHeWnu3dyOoYbT8QTaYIvm3UYr2cSpzzhxJc8KsCUAMLV26VDVr1tT3v/9916UgwWRlZUkSq8yBGCovZOZbaz+L8Fak0AEumF7yB7tgiiSFO+8xkuNU6JzGmI7yv7biMGsCEENLly7VVVddpTPPPNN1KUgwLVq00KWXXkrIBGKozJBprb2vIgeN8HkdJe0M8ViRwp/fGclxKnrOXtbawjDrARBDmzdv1gcffMDWRaiwrKwsrVy5Ujt3hvp1AKAyyr12eRzwOTjOaW29lehTolQLgEpatmyZJLYuQsVlZWXpxIkTeumll1yXAiSlsEKmMaaDMeZeY8w4Y8yl0Tq5t4hGquTwcyTHqcg5vYVCu8JZgOS1zzHGFBhjCr7++utwTwMgAkuXLtU555yj9u3buy4FCapTp04655xzGDIHYqTckGmMuVf+BUATJI2VVGiM+WWsC4sz2ZHs2WmtnWKt7Wyt7dy4ceNY1gWkpGPHjik/P199+vSRMeFufgGcyhijrKwsLV26VIcOHXJdDpB0ygyZxpjLJN0paaikBt6tj6QfR6NHM6Bn0FdVx4n0nN6emBFvCg8gdlatWqXdu3czVI5Ky8rK0v79+7VixQrXpQBJp7yezPskZVprF1hr93i3fPkXxvwq9uWdvBpPVR7nZFtvaL2ht2IeQJxYunSpqlWrpl69uCYCKqdnz56qU6eOFi5c6LoUIOmUtxm7sdZ+VvpOa22xMea0+ysoX/49NoNpKKkgBscJt22OpC7GmE6l2mRIkjFmsvfveV74BlAFlixZossvv1wNGzZ0XQoSXK1atdS3b1+98MILmjhxItMvgCgqL2TuKuOxHVGqoVD+LYWCyZA0OcRjlTlOWG1DXV6y5LKS1trRYdYGIEq2bt2qVatW6eGHH3ZdCpJEVlaWFixYoMLCQnXqVLpPAUBFlTdcHvblISthsoLsS+kNVXeUNDfIYxmVPE7E5wQQH0q2mxk0aJDjSpAs+vfvr2rVqjFkDkRZTPbJNMZMCretN99xijFmfKmHxksaW3rbIGPMakkbvKvvVOg4kZ4ziIZeLb5y2gGIskWLFum8887Td7/7XdelIEk0atRI3bt3ZysjIMrKGy7vbIzpKWl3kMdaGWOuCfW8SIqw1o719pYcI/+im1aS8kJsG5SvEAt5IjlOhOeUdHKYfLj8l6WUpOXGmCJJd4S7hyaAijt06JDy8vI0cuRI5s4hqrKysnTvvfdq06ZNatGihetygKRgrA09Im6MOSH/kHmk/5tba21aZQpLFp07d7YFBeGuXQJQlqVLl6pfv3566aWX1L9/f9flIImsX79ebdq00WOPPaa7777bdTlAwjDGrLbWBu1cLK8ns1D+PTIjOp+Y0wggBhYtWqT09HRdc02oQRSgYi644AK1a9dOCxcuJGQCUVJeyMwPtoVReYwxbOcDIKqstVq0aJF69eqlWrVquS4HSei6667TX//6V+3Zs0f169d3XQ6Q8Mpc+GOtva8iB63o8wAglA8//FCbNm3SwIEDXZeCJJWVlaVjx45p6dKlrksBkkJMVpcDQLS9+OKLkqQBAwY4rgTJ6nvf+54aN27MVkZAlBAyASSE559/Xp06ddI555zjuhQkqbS0NA0aNEiLFy/W0aNHXZcDJDxCJoC49/nnn+s///mPsrOzXZeCJJeVlaU9e/botddec10KkPAImQDi3rPPPitJuuGGGxxXgmSXmZmp9PT0k+85ABVHyAQQ9xYsWKBLLrlEF1xwgetSkOTS09PVr18/Pffcczpx4oTrcoCERsgEENe2bNmiN954g15MVJkhQ4Zoy5Ytevvtt12XAiQ0QiaAuPbcc8/JWkvIRJUZOHCgatasqQULFrguBUhohEwAcW3BggVq166dLrroItelIEXUq1dPmZmZWrBggcq69DKAshEyAcStLVu2aMWKFRo6dKiMMa7LQQoZMmSINm3apHfffdd1KUDCImQCiFuzZ8/WiRMndMstt7guBSkmKytLaWlpDJkDlUDIBBC3ZsyYocsvv1xt2rRxXQpSTKNGjdSjRw+2MgIqgZAJIC598MEHWrNmDb2YcOaGG27QRx99pP/+97+uSwESEiETQFx65plnlJaWphtvvNF1KUhRgwcPliSGzIEKImQCiDvHjh3TM888o759+6px48auy0GKOuecc9S1a1eGzIEKImQCiDsvvfSSNm/erDvuuMN1KUhxQ4YM0Zo1a1RUVOS6FCDhEDIBxJ1Jkybp3HPP1YABA1yXghQ3ZMgQSQyZAxVByAQQV4qKirRs2TLdcccdql69uutykOJatmypjh07EjKBCiBkAogrU6ZMUVpamm6//XbXpQCSpOzsbL3zzjvauHGj61KAhELIBBA39u/fr6lTpyorK0vnnnuu63IASdLw4cMlSXPnznVcCZBYCJkA4sa0adO0a9cu3Xvvva5LAU7KyMhQly5dNGfOHNelAAmFkAkgLhw7dkx//etf1a1bN3Xt2tV1OcAphg8frsLCQn366aeuSwESBiETQFyYO3euNm3apDFjxrguBTjNsGHDJIneTCACxlrruoak1rlzZ1tQUOC6DCCuHT9+XJdeeqmOHz+uDz/8UNWq8fcv4k/37t21d+9evffee65LAeKGMWa1tbZzsMf4nxyAc7NmzdKHH36ohx56iICJuDV8+HC9//77XMscCBP/mwNw6siRI3rwwQd12WWXKTs723U5QEjZ2dkyxjBkDoSJkAnAqSlTpmjjxo0aN24cvZiIa82aNVOPHj00Z84cMdUMKB//owNwZt++ffrDH/6gHj16qHfv3q7LAco1fPhwffzxx8zLBMJAyATgzN///ndt375d48aNkzHGdTlAuW644QalpaUxZA6EgZAJwImdO3dqwoQJysrK0pVXXum6HCAsjRs3Vq9evTRr1iydOHHCdTlAXCNkAnBi/Pjx+uabb/TII4+4LgWIyMiRI7Vp0ya9/vrrrksB4hohE0CV27x5sx577DHdcsstat++vetygIgMHjxYZ555pmbMmOG6FCCuETIBVLmHH35Yx48f10MPPeS6FCBi6enpys7O1ty5c3Xw4EHX5QBxi5AJoEpt2LBBTz75pO644w61bNnSdTlAhYwcOVLffPONFi5c6LoUIG4RMgFUqd/97neqUaOGHnjgAdelABXWo0cPnXfeefrXv/7luhQgbhEyAVSZ999/XzNnztRPf/pTNWvWzHU5QIVVq1ZNI0aMUG5urrZu3eq6HCAuETIBVJmHH35YdevW1ZgxY1yXAlTaiBEjdPz4cc2ePdt1KUBcImQCqBLr16/X/Pnzddddd6lhw4auywEqrV27durSpYumT5/uuhQgLhEyAVSJv/zlL6pRo4Z+9rOfuS4FiJpbb71Va9euVUFBgetSgLhDyAQQc1u2bNHTTz+tW2+9VWeffbbrcoCoufnmm5Wenq7Jkye7LgWIO4RMADH397//XceOHdO9997ruhQgqurXr68bb7xRs2fP1t69e12XA8QVQiaAmDpw4IAmT56sIUOGqHXr1q7LAaJu9OjR2r9/v2bNmuW6FCCuEDIBxNScOXNUXFyse+65x3UpQEx06dJFHTp00OTJk2WtdV0OEDcImQBiauLEibr44ot11VVXuS4FiAljjHJycrRmzRqtWrXKdTlA3CBkAoiZVatWqaCgQHfddZeMMa7LAWLm5ptvVp06dTRx4kTXpQBxg5AJIGYmTpyoM888U7fccovrUoCYqlevnm699VbNnj2bKwABHkImgJgoLi7Wv//9b91yyy2qV6+e63KAmPvZz36mo0eP0psJeAiZAGJizpw5OnTokG6//XbXpQBV4oILLtCgQYM0adIkHTx40HU5gHOETAAxMX36dF188cXq2LGj61KAKvPzn/9cO3bs0MyZM12XAjhHyAQQdevXr9dbb72lUaNGseAHKaVHjx7q0KGDHn30UbYzQsojZAKIun/961+qVq2abr75ZtelAFXKGKNf/OIX+vDDD7V48WLX5QBOGf7Siq3OnTvbgoIC12UAVebEiRNq2bKlLrzwQi1dutR1OUCVO3r0qNq0aaOzzz5bb775Jr35SGrGmNXW2s7BHqMnE0BUvfbaa/r88881atQo16UATtSoUUNjxozR22+/rVdeecV1OYAzhEwAUTV9+nTVrVtX1113netSAGd++MMfqlmzZnrkkUdclwI4Q8gEEDX79+/X/PnzNWzYMKWnp7suB3CmVq1a+uUvf6mXX35Zb731lutyACcImQCi5rnnntO+ffs0cuRI16UAzo0ePVoNGzakNxMpi5AJIGqmT5+uli1bqnv37q5LAZw788wz9T//8z966aWXtGbNGtflAFWOkAkgKr744gstX75cI0eOVLVq/NcCSNI999yjevXq6eGHH3ZdClDl+E0AICpmzpwpa61GjBjhuhQgbvh8Pt1zzz1asGCBPvzwQ9flAFWKkAmg0qy1mj59urp3765WrVq5LgeIK//zP/+jOnXqMDcTKYeQCaDSVq1apY8++oi9MYEgGjVqpLvuuktz5szRJ5984rocoMrEzRV/jDE5knySir2PRdba+bE8ToRtx0g6S1JH767J4dTHFX+QCn7yk59o2rRp2rp1q+rXr++6HCDubNu2TS1bttSwYcP09NNPuy4HiJqyrvhTvaqLCcYYM17STmvthMD7jDEZgfdF8zgVaDvOWlvs/bujpOXGmOHW2qGRvVoguRw+fFizZ8/W4MGDCZhACE2bNlVOTo4ef/xxPfjgg8rIyHBdEhBzznsyjTEZklZbaxsEeWy3pJYl4S5ax4mwbY6kfGttUal2vSTlSRpaVo8mPZlIdgsWLFB2draWLFmivn37ui4HiFubN29WRkaGRo0apSlTprguB4iKeL92+WhJ+SEeK5KUE4PjRNK2VemAKUnW2nz5h9lHh1kfkJT+9a9/qVmzZsrMzHRdChDXzj33XN122216+umn9fnnn7suB4i5eAiZveQPdsEUSQr3N1ckx4mk7RhjzLwQbQskBU3vQCr4+uuvtXjxYt1yyy1KS0tzXQ4Q98aOHStrrSZMCHsmGJCw4iFkdpS0M8RjRQo/xEVynEjahurxlKSGknaFWR+QdGbOnKljx46xqhwIU4sWLXTrrbfqySef1JYtW1yXA8RUPITM8vgcHOdkW2ttZhmLezqq7BAKJC1rraZMmaLLL79cF198setygIRx//3369ixY/rzn//suhQgppyGTGOMz/u0uKqOE8VzlszbHB/sMWNMgTGm4Ouvv67MaYC4tXLlSq1bt06jRzMtGYhERkaGbr75Zv3zn//U9u3bXZcDxEwi9GTGHS+ojpd/ZXmwRUFTrLWdrbWdGzduXOX1AVVh8uTJql+/voYPH+66FCDh/OpXv9KhQ4f0t7/9zXUpQMw4DZkBWxP5quo4UTrnPEljK7JZPJAMduzYoXnz5mnEiBGqU6eO63KAhNO2bVsNHz5cjz/+uHbuDLVEAEhs8d6T6VMlh7UrcJwy23obs8+z1rLJGVLW9OnTdeTIEYbKgUr49a9/rf379+vRRx91XQoQE/EQMvMltQrxWEP5twmK9nEqdE7v0pIbCJhIZcePH9ekSZPUrVs3tW/f3nU5QMJq3769hgwZon/84x8qLi52XQ4QdfEQMgslhbq+Vob8Q9PRPk7E5zTGZEsqLh0wvSv/AClj4cKF2rBhg37+85+7LgVIeA888ID27t2rxx57zHUpQNTF7WUlvcU1uyU1KH1ZSe/64qUv8xj2cSI9pxckfcHmYBpjxltrx4Z6fVxWEsmma9eu2rZtmz755BM2YAeiYNCgQXrjjTe0adMm1a1b13U5QETi+rKSXlic4s11DDRe/sU1xYF3GmNWS9pgjOlY0eNE0tY7z2jv8+yAW443fO6L5PUCiezNN9/UW2+9pZ///OcETCBKfvOb32j37t2aOHGi61KAqHLek1nC23fSJ/+im1aSVoXqOZSULSkz2PZB4R4n3LbGmN0qO0iOtdaGvD4YPZlIJtdff71effVVffHFF6wqB6KoX79+Kigo0MaNG/nZQkIpqyczbkJmsiJkIlkUFhaqU6dO+t3vfqff/va3rssBkspbb72lrl276i9/+Yt++ctfui4HCBsh0yFCJpJFybyxzz77TPXr13ddDpB0MjMz9f7776uoqEjp6emuywHCEtdzMgHEv//85z9atGiR7r33XgImECMPPvigtm3bpqlTp7ouBYgKejJjjJ5MJDprrXr16qX33ntPRUVFrH4FYqhnz576+OOPVVRUpFq1arkuBygXPZkAKuz555/Xyy+/rIceeoiACcTYgw8+qC1btuj//u//XJcCVBo9mTFGTyYS2aFDh3TxxRcrPT1d7777rqpXr+66JCCpWWt19dVXa+PGjfr00091xhlnuC4JKBM9mQAq5G9/+5uKior06KOPEjCBKmCM0YMPPqgvv/xSTz31lOtygEqhJzPG6MlEovr444916aWXatCgQZo3L9yruwKoLGutunXrps8//1zr169X7dq1XZcEhERPJoCIHD9+XD/60Y+Unp7ONZWBKmaM0bhx47R582Y9/vjjrssBKoyQCeA0TzzxhN588009+uijOvvss12XA6ScHj16qG/fvho3bpyKi4tdlwNUCCETwCnWrl2rsWPHql+/fhoxYoTrcoCUNW7cOO3evVsTJoS8cjEQ1wiZAE7as2ePsrOz1aBBAz311FMyxrguCUhZHTp00E033aRHH31UX331letygIgRMgFI8i82+OEPf6jPPvtMc+fOVdOmTV2XBKS8P/zhDzp69Kh++9vfui4FiBghE4Ak/3ZFzz33nCZMmKDu3bu7LgeApFatWumee+7R//3f/2n16tWuywEiwhZGMcYWRkgEr7/+unr27KnrrrtO8+fPZ5gciCN79uxRmzZt1Lp1a61cuZKfT8QVtjACENLWrVs1fPhwtWzZUtOmTeMXGBBn6tevrz/+8Y968803NWvWLNflAGEjZAIp7NixY7rppptUXFysBQsWqH79+q5LAhDED3/4Q3Xu3Fn/7//9P33zzTeuywHCQsgEUthvfvMbrVixQpMmTdIll1ziuhwAIVSrVk2PPfaYtm7dql/96leuywHCQsgEUtQLL7ygP/3pT7rjjjs0atQo1+UAKMcVV1yhu+++++TFEoB4x8KfGGPhD+JRUVGROnXqpIyMDL3xxhuqVauW65IAhOGbb75R+/btVadOHb377rs644wzXJeEFMfCHwAnHTp0SEOHDpUkzZ8/n4AJJJC6devqn//8p9atW6dHHnnEdTlAmQiZQIr56U9/qsLCQs2YMUMtW7Z0XQ6ACJVc8vWPf/yj3n77bdflACERMoEUMn36dE2dOlX333+/Bg4c6LocABX02GOPqXnz5rrllltYbY64RcgEUsR7772nO++8Uz179tTvf/971+UAqIT69etrxowZ+uyzz/Szn/3MdTlAUIRMIAXs2bNHN9xwgxo0aKDZs2erevXqrksCUElXXXWV7rvvPj311FOaP3++63KA0xAygSRnrdWPfvQjffbZZ5ozZ46aNm3quiQAUfK73/1OXbp00W233aYNGza4Lgc4BSETSHL/+7//q2effVbjx4/XVVdd5bocAFFUo0YNzZ07V2lpabrhhht08OBB1yUBJxEygSS2cuVKjRkzRkOGDNEvfvEL1+UAiIHzzz9fM2bM0Nq1a3X33Xe7Lgc4iZAJJKlt27Zp2LBhatmypaZNmyZjjOuSAMTIgAED9Otf/1rTpk3TtGnTXJcDSCJkAknp2LFjuummm7R7924tWLBA9evXd10SgBh76KGHdO211+onP/mJCgsLXZcDEDKBZPTggw/qlVde0aRJk3TJJZe4LgdAFUhLS9OsWbPUpEkTXXfdddq2bZvrkpDiCJlAknnxxRc1btw43X777br11ltdlwOgCjVp0kQLFy7Uzp07NWTIEB0+fNh1SUhhhEwgiRQVFWnkyJG67LLL9Nhjj7kuB4ADHTp00PTp0/Xmm2/qrrvukrXWdUlIUYRMIEns379f119/vSRp/vz5qlWrluOKALgydOhQPfDAA5o2bRp/cMIZLvsBJAFrre644w69//77Wrx4sTIyMlyXBMCxhx56SO+//75+8Ytf6KKLLlKvXr1cl4QUQ08mkAT+93//V7Nnz9Yjjzyivn37ui4HQByoVq2aZsyYoXbt2mnYsGFat26d65KQYgiZQIJ7+eWX9f/+3//TDTfcoPvuu891OQDiSN26dfXiiy+qZs2a6tu3r7766ivXJSGFEDKBBLZp0yYNGzZM7dq101NPPcWG6wBO07JlSy1evFi7du1Sv379tGfPHtclIUUQMoEEtXfvXg0aNEjHjh3T888/r7p167ouCUCc6tixoxYsWKD//ve/bG2EKkPIBBLQ0aNHNXToUK1bt07z58/XBRdc4LokAHGud+/emjZtml5++WUNGTJEhw4dcl0SkhwhE0gw1lrdc889ys3N1aRJk1gxCiBsI0aM0OTJk7V48WJdf/31BE3EFCETSDB//vOfNXnyZN133326/fbbXZcDIMHk5ORo6tSpWrZsmXr37q2dO3e6LglJipAJJJCpU6dq7NixGjZsmB555BHX5QBIULfffrtmzZql//znP7riiiv08ccfuy4JSYiQCSSIWbNmafTo0erXr59mzJihatX48QVQcTfeeKNefvll7dmzR126dNGMGTO4BCWiit9SQAKYO3euRo4cqR49emjBggWqWbOm65IAJIGuXbuqoKBAl156qUaOHKkf/OAH2r59u+uykCQImUCcmzp1qm688UZdccUVeuGFF1S7dm3XJQFIIt/5zne0YsUK/eEPf9D8+fPVtm1bTZo0ScePH3ddGhIcIROIU9ZaPfLII8rJyVHfvn2Vm5vLXpgAYiItLU0PPPCA3nvvPV122WW666671LFjRy1evJghdFQYIROIQ/v379fw4cP1wAMP6Oabb9bzzz+v9PR012UBSHIXXnihli9frjlz5mjfvn0aMGCAevTooTfffNN1aUhAhEwgzqxZs0bf+973tGDBAv35z3/WjBkzmIMJoMoYYzRs2DCtW7dOEydO1Pr169WtWzdlZWXpww8/dF0eEgghE4gThw8f1u9//3t16dJFO3fu1NKlS3XvvfdyPXIATtSsWVM//vGP9emnn+qPf/yjXnvtNV1yySXKycnRli1bXJeHBEDIBBw7ceKE/v3vf6tdu3b67W9/q2HDhunDDz9UZmam69IAQHXq1NH999+vDRs26J577tFTTz2lCy64QA899JD279/vujzEMUIm4Mi+ffv0z3/+UxdffLFuuukm+Xw+5eXlaebMmWrYsKHr8gDgFGeddZYeffRRrVu3Tv369dPvfvc7XXDBBZozZw6LgxAUIROoItZarV27VhMmTNC1116rs846Sz/+8Y9Vp04dzZw5U6tXr+Y65ADiXuvWrTVv3jy98cYbatasmW688Ub16dNH69evd10a4ozhr4/Y6ty5sy0oKHBdBhzZvn278vPztWzZMuXm5mrr1q2SpPbt26tPnz66/vrr1bVrV+ZdAkhIx48f16RJk/TrX/9ahw8f1n333af77rtPtWrVcl0aqogxZrW1tnPQxwiZsUXITC0nTpzQf/7zH7344otaunSpCgsLJfmHmTIzM9W7d2/17t1b5557ruNKASB6tmzZol/+8peaPXu2WrdurYkTJzKvPEUQMh0iZCa/I0eOaNmyZXr++ee1aNEibd++XWlpabryyivVp08f9enTRx07dlRaWprrUgEgpvLz83XXXXdp/fr1uummm/S3v/1NZ599tuuyEEOETIcImcnJWqu33npLzzzzjObMmaNdu3apfv366tevn7KystS3b181aNDAdZkAUOUOHTqkP/3pTxo3bpxq166tP/7xjxo9ejR/aCcpQqZDhMzkUlRUpKefflozZ85UUVGRateureuvv14333yzMjMzVaNGDdclAkBc+OSTT3TXXXdp+fLl6tKlix599FF17drVdVmIsrJCJqvLgXIcO3ZMCxcuVL9+/dS6dWs9/PDDysjI0PTp07Vt2zbNnDlT/fv3J2ACQIA2bdqc3Jbt888/V7du3TRgwICTc9WR/OjJjDF6MhPXV199palTp2rq1KnavHmzzjnnHN1xxx267bbbdN5557kuDwASxr59+/T4449rwoQJ2r17t7p3764f//jHuu6661SnTh3X5aESGC53iJCZWKy1WrlypR5//HE9++yzOnbsmPr06aM777xTAwcOVPXq1V2XCAAJa8+ePXryySc1adIkbdiwQbVq1VJmZqauvfZaXXHFFerQoYPOOOMM12UiAoRMhwiZiWH//v2aPXu2Hn/8ca1du1Y+n0+33XabfvzjH6tVq1auywOApHLixAm9+uqrev755/XCCy9o48aNkqTq1aurVatWatu2rdq1a3fyY/v27VWvXj23RSMoQqZDhMz4deTIES1fvlwzZ87Uc889pwMHDuiSSy7RPffcox/84AdKT093XSIApITNmzfrnXfeUUFBgT7++GN99NFH+vTTT3XkyJGTbVq2bKlLL7305O2yyy5TixYtuJiFYwkRMo0xOZJ8koq9j0XW2vmxPE6s2gYiZMYHa622bt2qDz74QGvXrtXLL7+sV199VQcOHFCDBg00dOhQjRgxQt26deM/LACIA8eOHdPGjRu1bt06vffee1q7dq3Wrl2r9evXn7xWus/nU4cOHXTZZZed/NiuXTsWYlahuA+ZxpjxknZaayeUdV80jxOrtqURMivHWqsvv/xS69at00cffaR169bp008/1Z49e7Rv3z4dOHBAaWlpqlGjxslbYEg8fvy4du7cqe3bt5/yF3GbNm2UmZmpPn36qHfv3swBAoAEsX//fn3wwQdas2aN3n33Xa1Zs0bvvfeeDh48KElKS0tT8+bN1aJFC7Vo0ULf+c53dM4555xyO/vss5ljHyVxHTKNMRmSVltrT9u52hizW1JLa21xNI8Tq7bBEDLDs3fvXm3YsEGffvqp1q9fr3Xr1p0Mlvv37z/ZzufzqU2bNmrYsKHq1q2r2rVr6/jx4zp69OjJW6Bq1aqpYcOGatKkiZo3b6727durffv2aty4cVW/RABAjBw7dkzr16/XmjVr9OGHH2rTpk0nb5s3b9bx48dPaW+MUdOmTU8Ln4G35s2bq1GjRoxulaOskBkPMX60pPwQjxVJypEUTm9mJMeJVduUYa3V4cOHdfDgQR04cEAHDhwI+/Pi4mJ9/fXXJ2/btm3Tjh07Tjl+8+bNdeGFF+q2225Tu3btdOGFF+rCCy9UkyZN+IEHAJyievXqJ39PlHb8+HF9/fXX+uqrr4LeNm/erFWrVmn79u0q3fGWnp6uFi1a6Pzzz9f555+vFi1aqGnTpmrQoIEaNGggn8+nM888UzVq1FD16tWDfqxWLXW3JI+HkNlLZYe4TIUX4iI5TqzaJowDBw5o27Zt2r59u7Zt23bytn37du3du1f79+8/7VY6NFakFzwtLU3169dX48aN1bhxY7Vp00bdunVTRkaGWrdurdatW6tVq1Y688wzY/CqAQCpJi0tTWeffbbOPvtsdezYMWS7o0ePatu2bSeD5xdffKGNGzdq06ZN2rhxo9555x3t2rUr4vNXq1bt5HSukuBZs2ZN1a1b92RQLbk1aNBADRs21FlnnaWGDRuevJ111llq0KCBatasWZkvRZWLh5DZUdKcEI+V9BRG+zixauvExx9/rOLi4pMBsCQE7tq1S19//bW2b9+u7du3n+w13LZtm/bt2xf0WPXr11f9+vVVp06dk7emTZsqPT1dderUUXp6umrXrq309PSTt8B/h/q85N9MxgYAxKMaNWqoefPmat68ecg2e/fu1Y4dO7R7924VFxdr9+7d2r9/v44dO6Zjx47p6NGjp30sfTt27JiOHDmivXv3nhzZW79+/cnjlR7aD3TmmWeeEjzT09N1xhlnnLzVrFnz5OcXXXSRRo0aFYsvVdjiIWSWx+fgOLFqGxM33XST3n333aCPpaWlqVGjRmrSpIkaN26sLl26qGnTpkFvTZo0YQEMAAAh1KtXL6b7dVprtXfvXu3atevkbefOnUH/vXPnTu3YsUNHjhzR4cOHdfjw4VM+z8zMTO2QaYzxeZ8WV9VxYtW21PNy5PVwfuc734nkqRXyt7/9TQcOHDjZW1hya9iwoRo0aJDS80EAAEgUxpiTI4otW7Z0XU6lJUJPZsKx1k6RNEXyry6P9fm+//3vx/oUAAAAEXHaxRWw9Y+vqo4Tq7YAAAD4VryPo/pUyaH0ChwnVm0BAABSRjyEzHxJrUI81lBSuDuZR3KcWLUFAACA4iNkFkrKCPFYhqR5MThOrNoCAABAcXxZSW9l925JDUpfttEYk2GtLarocWLVNhguKwkAAJJVWZeVdN6T6YXFKcaY8aUeGi9pbJCAuVrSBmPMKdv2R3KcWLUFAACAn/OezBLe3pI++RfStJK0ylo7P0i78ZKyJWWW7s2M5DixbBuInkwAAJCsyurJjJuQmawImQAAIFnF9XA5AAAAkg8hEwAAAFFHyAQAAEDUETIBAAAQdYRMAAAARB0hEwAAAFHHFkYxZoz5WtKmKjhVI0k7quA8iF+8ByDxPgDvAfhV1fughbW2cbAHCJlJwhhTEGqfKqQG3gOQeB+A9wD84uF9wHA5AAAAoo6QCQAAgKgjZCaPKa4LgHO8ByDxPgDvAfg5fx8wJxMAAABRR08mAAAAoo6QCQAAgKgjZAIAACDqqrsuAJEzxoyRdJakjt5dk62180O0zZHkk1TsfSyKRlvEB2OMT9J4SXllfa94HyQ3vmfJiZ9vlEjU3/uEzARjjBkvaZy1ttj7d0dJy40xw621Q4O03WmtnRB4nzEmI/C+SNvCPWPMZEkNJa2SlCMpr4y2vA+SGN+z5MPPNwIl8u99VpcnEO8vjnxrbVGp+3vJ/5/Q0JK/QIwxGZJWW2sbBDnObkktA96wYbdF/DHGWAV870s9xvsgifE9S378fKe2RP+9z5zMxNKq9BtNkqy1+fJ3dY8OuHu0pPwQxymS/6/jirRFYuF9kNz4nqU2fr6TX0L/3idkJpYxxph5IR4rkBR4jdJe8r9RgimSlFnBtkgsvA+SG9+z1MbPd/JL6N/7hMzEEuqvDsk/f2dXwL87StoZom2RTn1jRtIWiYX3QXLje5ba+PlOfgn9e5+FPwnEWlvWXxYdFdklpHwxaovE4otRW8QHn+sC4JQvRm1RRRL99z49mUnAmxgs+be6KNn2QvLP1yjvuWG3RWLhfZDc+J6lNn6+U1ui/N4nZCa4gH3UhgabHAwAAJJHIv3eJ2QmvnmSxgZubxGw7YCvvCdH0haJhfdBcuN7ltr4+U5pCfN7n5BZBYwxq40xtgK37HKOO17SPGttJHMypG939492W5QhVu+DSvCJ90Ey84nvWSrziZ/vpJNov/dZ+FMFrLWdon1M7xJTG8p4o+VLahXisYbyb31QkbaooFi8D8LA+yC58T1Lbfx8p5BE/L1PT2YC8nq2iku/0bwrAJQolJQR4hAZ8ne3V6QtEgvvg+TG9yy18fOdIhL19z6XlUww3hvKF+ISY+OttWO9z4NeMsqbMLxbUoPyLi8VrC3iT0UuO8f7IDnwPUt+/HwjkX/vEzITiDGmo6T7Jc0p9VBD+edQtLLWjg5oP16SSt6A3n2T5e9un1Dq2GG3RXzxfgmNDjWEwvsgufE9S278fKe2RP+9T8hMIN5F631lNBkb5E2Uo28n8baStCrYX0ORtoVb3tycLvJvxpsh//esQP4rNYwt/Rco74PkxvcsufDzjRKJ/nufkAkAAICoY+EPAAAAoo6QCQAAgKgjZAIAACDqCJkAAACIOkImAAAAoo6QCQAAgKgjZAIAACDqCJkAUAWMMR2NMZO9axADQNIjZAJAjHnXHm4o/9VbGjouJyEQyoHER8gEgBiz1uZba/Plv3QbykEoB5IDIRMAEFcI5UByIGQCQJwzxuQZY1Z7N5/relwyxoz3vg67U/1rAcQ7QiaApGeMyTDGzPOCiTXGTA7zeXle+w3e8zNiXWso1tpO3q04VBtjTC+vzjzv4zwvlPm8x3OMMR0jOa8xZowX6qx3y/OGs0O1tQFfs6DtKsNaO9Za20lSfrSPDSC6qrsuAABizVpbJGmoMWa8pI6SOpf3nIAFJ8XW2laxrK+yvOA4VVKRpLHe6y15zCdpqjFmjqTJ1loTybGttROMMVMk7ZaUb63NLKdtpnee+RV4KQCSCCETQKopUjkhM2AYNkNBesyMMTmSOpVznryqCFpeLZMlDQ12PmttsTHmDnkhsSLn8I5RLP/Xo6xaMlRFrxtA/CNkAkglO72br5x2OZKmyB+qxpd+0Fo7JeqVVUB5AbOEFxLzJeVV4nRF8vcCl2WstXZ0iDrjIpQDqDqETAApwZsfmC+vN84YkxE4rFyq3XxJJfMJ43LunzdEPlnSlDDDWZEq91qKJHU0xviCzQsNCLyniZdQDqBqETIBpIpMa+1Yb9hX8ofN00KmpAxrbb4xZqz88zGDtYmIFwiHyx9cM7zh+CllLeIJw1Tv49gw2xdbawtD1Dcm4J+t5J9TWbptydchQ9Ipj3nD5K0IkwACETIBpBRrbZExRvIP/Z7Ss2eMyQkISr1KP16JcxbKH8zCDYRl8npbO0qaH25Qtdaedu6SOZTyD3PPD7g/T1LpBT4bvI+nhUyFGCavqBiFcgBVjJAJIOl5IWVnwF3F8vfYBbbpKKkgoH3Q+ZhxYqj3MaytmMowT/6gWnq4PVjvbYH38ZTFP94w+bxK1nGKaIdyAG4QMgGkgs46tVeySKevlO5cqhdTitP5mPp2dXxBma3K4A2Rd5R0rReqG3r/zlTwcFcSPE+Gc+95DJMDCIrN2AGkgsxScwxPCZleb9zcwPaK0nzMGPFJ/lXjwR40xnQM2JQ9cBP1wNXho+X/OuRIGiZv+oC1dnSw4wbcF7j90/hgw/AAIBEyAaSmkyHTm5e4q1SwOm0+pnfVoPEBgW2MdxvvbfJe0i474Ao5pw23B1x5aEzpxyKsPyRrbaG1dqi+HVafb60tHbQz5A+VE6y1U6y14czvDPy6ZSvKw+QAkgshE0BSCzIfU/IWsXiPZZda9OKTP0idsqektbbI67Urlr8Hb4J3GytppzFmtdduvsqeMzlW0h3W2gmVeFl5AbWWpWTYP9j+mMX6djFPuIok+bzzZlpr43U6AYA4QMgEkOyCrRIv6Qm8X/49MUu3V5DnlGW+/HtIdpROXsayUP4h6dPqqeym415ALVb5C5NKzj83yGMhe0PL6GUtec48sSgHQDkImQCS3f06PVCVLJjZGWTe5XBFZz7mZEnZQe73VfK4Ja6VNCzEkLzPu79QUlGIYfCx8r/W0s8do9ABu6TnczLbCQEoD6vLASQlY8xk+Re0+CStNsaML1kFXXKZxcAha699hryeTGPMPPkvdRjOyulekgpLzXmcK2myMaZjyf1eT2c0995s4M0JzZO/Z3OX93GnpHHe65wT4vn5xphxXhgtmU5QXM4wfqGCb3kEAKcx1lrXNQBAwjDG7Jb/uuar5N/2xyf/tj5jS/fueUF1V8lG5caYMRWZi2mMybPWlt4cPaV5X9s76FEF4hc9mQAQuVVh9uZNln/RTcncyOKYVQQAcYaQCQAx4g1JF3vb/UjBF+AAQFJi4Q8AxNYU+XsyMxjaBZBKCJkAEFtz5F8YFK9XDwKAmGC4HADC4F0ZaLT8C31GG2MUzrxMa22ht5K9MiuyC0s2e5d0bSr3iHqr4XuV2xCAc6wuBwAAQNQxXA4AAICoI2QCAAAg6giZAAAAiDpCJgAAAKKOkAkAAICo+/9jjubaNsyGJQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190630_185205.hdf\n",
+      "0.9952810494267655\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190719_215514.hdf\n",
+      "0.35848493258201575\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190727_060333.hdf\n",
+      "0.9948136462973366\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190413_134308.hdf\n",
+      "0.9302610387658716\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190412_053044.hdf\n",
+      "0.9998357162920928\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170729_185629.hdf\n",
+      "0.6992756308802164\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170304_163753.hdf\n",
+      "0.8167416237650102\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190620_030421.hdf\n",
+      "0.7841493613881293\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190527_092055.hdf\n",
+      "0.7814066572442071\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170202_135657.hdf\n",
+      "0.8118956091400837\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190701_203306.hdf\n",
+      "0.8291814402166887\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190803_022701.hdf\n",
+      "0.9670819618245704\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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MYslUiCWTyDNJKbFo0SL07NkTt27dQo8ePfD555+jaNGiDtnXsWPH8MMPPyAxMRFbtmzBvXv3UKhQITRu3BhNmjRBkyZNoNPp7L5vIvJsLJkKsWQSeZ7r16+jW7duWL58OV5//XXExcWhSpUqubb/W7duYePGjVizZg0SExNx8eJF+Pr64p133kH79u3RpEkTk4fniYiswZKpEEsmkWc5ePAgmjVrhrNnz2LkyJHo378/8uTJoyxPRkYG9uzZg6VLl2LZsmX4888/UbBgQbRu3Rrh4eEICgpSlo2IXF92JZOXJBIR2cm3336LV155BXfu3MH27dsxYMAApQUTALy8vFC7dm1MnjwZv//+OzZt2oRWrVphyZIlqFmzJl599dVHFyMREdkTSyYRkR1Mnz4dLVq0wEsvvYTk5GS88sorqiM9IU+ePGjQoAHmz5+Pc+fOYcqUKbh27Rrat2+PKlWqYOHChSybRGQ3LJlERDkgpcSwYcPQs2dPNG/eHFu3bkXp0qVVxzJLp9OhV69eOHz4ML799ls89dRT6NixI6pUqYLVq1eDp1IRUU6xZBIR2SgjIwM9e/bE8OHD0alTJyQkJCBfvnyqY1nFy8sLzZs3R0pKCr7//nt4e3ujadOmeOutt3Do0CHV8YjIhbFkEhHZQEqJHj16YMaMGYiIiMD8+fPh7e0Md+q1jRACTZs2xb59+zB16lTs2bMH1atXx8iRI3H//n3V8YjIBbFkEhFZSUqJiIgIfPHFF+jfvz9iY2MhhFAdyy58fHzQs2dPHDt2DO+//z6GDBmCWrVqYe/evaqjEZGLYckkIrKClBLR0dGYMmUKevXqhZiYGLcpmIaKFy+OJUuW4Ntvv8XFixdRu3ZtzJw5k+dqEpHFWDKJiKwwcuRIxMTE4NNPP8XkyZPdsmAaat68OQ4cOIBGjRqhe/fuaNmyJdLT01XHIiIXwJJJRGShuLg4DB06FB07dsSMGTPcvmBmKlasGFatWoXY2FisWrUKNWrUwP79+1XHIiInx5JJRGSB7777DuHh4WjSpAnmzp0LLy/P+t+nl5cX+vbti+3bt+PevXt47bXX8O2336qORUROzLP+L0lEZIMdO3agbdu2ePnll7Fs2TKXvoo8p1555RXs2bMHL730Elq0aIFRo0bxPE0iMoolk4goG7/99hvee+89vPjii1i9ejXy58+vOpJypUuXxtatW9GhQwcMHjwYHTp0wL1791THIiIn47n/HCciMuP3339H48aN4efnh/Xr16NYsWKqIzmNfPnyYeHChahcuTIGDhyICxcuYOXKlXj66adVRyMiJ8GRTCIiI/766y+8++67+Ouvv7Bu3Tq8+OKLqiM5HSEEoqOjsXDhQmzduhX16tXDn3/+qToWETkJlkwioiwePHiAtm3b4tChQ1ixYgWqVaumOpJT++ijj7B69WocP34cr776Ko4cOaI6EhE5AZZMIqIsIiIisG7dOnzxxRdo1KiR6jguoXHjxti6dSvu3LmDunXr8g5BRMSSSURkaPr06Zg+fToiIiIQGhqqOo5LqVmzJnbs2IF8+fKhfv362LVrl+pIRKQQSyYRkWbt2rXo3bs3mjZtivHjx6uO45LKly+P7du3o2jRoggJCcG2bdtURyIiRVgyiYgA7N+/H23atEG1atWwePFi5MmTR3Ukl/XCCy9g27ZteP7559G4cWNs2LBBdSQiUoAlk4g83p9//okmTZrg6aefxurVq/HUU0+pjuTyMufSrFixIpo2bYq1a9eqjkREuYwlk4g82u3bt9G0aVNcvXoVa9aswbPPPqs6ktsoXrw4Nm/ejMDAQLRo0QI//PCD6khElItYMonIY0kp0blzZ6SkpGDJkiWoUaOG6khup3Dhwvjhhx9QqVIlNGvWDJs3b1YdiYhyCUsmEXmsmJgYLFu2DGPHjkXTpk1Vx3FbRYoUQVJSEsqVK4f33nuPFwMReQiWTCLySGvWrMHAgQPRrl07REZGqo7j9ooVK4akpCSUKVMG77zzDn7++WfVkYjIwVgyicjjHD58GO3bt0eNGjUwb948CCFUR/IIJUuWxObNm1GqVCk0adIEhw8fVh2JiByIJZOIPMr169fRrFkz+Pn54bvvvkP+/PlVR/IopUqVwoYNG+Dj44O33noLf/zxh+pIROQgLJlE5DEePnyIdu3a4fTp0/jmm2/w/PPPq47kkfz9/bF+/Xqkp6fjrbfewrVr11RHIiIHYMkkIo8RHR2NDRs2YObMmXj99ddVx/Fo1atXx/fff48TJ06gadOmuH37tupIRGRnLJlE5BFWrlyJCRMm4NNPP0XXrl1VxyEA9evXx+LFi/HTTz+hU6dOkFKqjkREdsSSSURu7/jx4+jUqRNefvllTJ48WXUcMtCyZUuMGzcOy5cvx4gRI1THISI78lYdgIjIkW7fvo33338fPj4+SEhIQN68eVVHoiz69++P3377DcOGDUOVKlXQqlUr1ZGIyA5YMonIbUkpER4ejoMHD2LdunUoU6aM6khkhBACc+bMwcmTJ/Hxxx+jbNmyCA4OVh2LiHKIh8uJyG3Nnz8fCxcuxJAhQ/DWW2+pjkPZyJs3L1auXIkSJUqgefPmuHTpkupIRJRDLJlE5JYOHDiA7t27480338TgwYNVxyELlChRAt999x2uXLmCDz74AA8fPlQdiYhygCWTiNzOnTt30K5dO+h0Onz11VfIkyeP6khkoerVq2PmzJlISkrihUBELo7nZBKR28m8kGT9+vUoUaKE6jhkpc6dO2PHjh0YOXIkXn31VTRu3Fh1JCKyAUcyicitrF69GjNnzkRERATPw3RRQgjMnDkTgYGB+OCDD3jrSSIXxZJJRG7j/Pnz6NSpE6pXr44xY8aojkM5kD9/fiQkJODu3bvo2LEjMjIyVEciIiuxZBKRW5BSomPHjrh9+zaWLFnC+TDdQIUKFTBlyhRs2rQJU6ZMUR2HiKzEkklEbiEuLg4bN27EpEmTUKlSJdVxyE66dOmCZs2aITo6Gvv371cdh4isIHivWMcKDg6WycnJqmMQubXTp08jMDAQr7zyCn744QcIIVRHIju6cuUKAgMDUaxYMezZswf58uVTHYmINEKIFCml0bsncCSTiFyalBKffPIJAGDevHksmG6oWLFiWLBgAQ4ePIghQ4aojkNEFmLJJCKXNmfOHGzatAmxsbF44YUXVMchB2ncuDG6du2KiRMnYs+eParjEJEFeLjcwXi4nMhxzpw5g6pVq/IwuYe4ceMGXnrpJRQpUgTJycnw9fVVHYnI4/FwORG5HSklPvvsM0gpeZjcQxQqVAizZ8/GgQMHMHbsWNVxiMgMlkwicknfffcdEhMTMWLECB4m9yBNmjRB+/btMXr0aBw8eFB1HCLKBg+XOxgPlxPZ361bt1C5cmUUKVIEKSkp8PbmHXI9yZUrV1ClShUEBARg586d8PLieAmRKjxcTkRuZfjw4fjjjz8wa9YsFkwPVKxYMcTGxuKXX37BggULVMchIhM4kulgHMkksq/9+/cjKCgInTp1wty5c1XHIUWklKhXrx4OHTqEo0ePomjRoqojEXkkjmQSkVuQUqJHjx7Q6XQYN26c6jikkBACX3zxBdLT0xEdHa06DhEZwZJJRC5j5cqV2LZtG0aPHs2RK0LVqlXRu3dvzJ07F7/88ovqOESUBQ+XOxgPlxPZx927d1GlShX4+flh7969PBeTAAA3b95E5cqVUaJECezevZufC6JcxsPlROTypk+fjrS0NEyaNIlFgh4pWLAgJk+ejF9//RXz589XHYeIDDjNSKYQIhSADkC69jVNSrnCkdvJyT6FEBullI3MrceRTKKcu3z5MsqVK4fXX38diYmJquOQk5FS4o033sDhw4dx/PhxFCpUSHUkIo/h9COZQogYADop5Xgp5Rwp5XgAtYQQkY7aTk72KYRoCSDEmmxEZLsRI0bg77//RmxsrOoo5ISEEJg8eTKuXLmC0aNHq45DRBrlI5lCCH8AKVLKwkaWXQdQVkqZbs/t5GSfQggdgLkAWkopzd7HjiOZRDlz+vRpVKhQAZ06dUJcXJzqOOTEOnfujEWLFuHQoUMoV66c6jhEHsHZRzLDACSZWJYGINQB28nJPkMBLLMwExHl0IgRI+Dl5YXBgwerjkJObvTo0fD19UVkpFUHwYjIQZyhZIZAX+yMSQNg9rxHG7Zj0z6FEEHQl9N0CzMRUQ4cPXoUCxcuxKeffornnntOdRxycqVKlUJ0dDS+/fZb/Pjjj6rjEHk8ZyiZQQCumliWBsDoEGwOt2PrPkOklKkW5iGiHBo6dCj8/Pw42TZZLCIiAmXKlEGfPn3w8OFD1XGIPJozlExzdAq288S62pXoc+yUhYjM2LdvH5YtW4ZevXqhRIkSquOQi/Dz80NMTAz27t2Lr7/+WnUcIo+mtGRqF9EAOTz8bM12bNmndqHQNUsuQNLWDxVCJAshki9fvmzpbojIwMiRI1GoUCH069dPdRRyMa1bt0ZQUBAGDx6Mu3fvqo5D5LFcYSTTGbS0Zs5ObUqkYCllcPHixR2Zi8gtHT58GCtXrkT37t1RuPATk0AQZcvLywsxMTE4c+YMZs2apToOkcdSWjINRgZ1ubUda/epzYlp9aTwRGS7mJgY5MuXD7169VIdhVxUSEgIGjVqhFGjRuHGjRuq4xB5JGcfydTBPldyW7OdR+tqh9aLSClNXYlORHZ2+vRpLFq0CKGhoeCRAMqJcePG4erVq5gwYYLqKEQeyRluAJwEIMDEsiIALJ3J3JrtWLpuKPR3AaqZZR1/ABBCZM4MnSClNDXvJhFZITY2Fl5eXujbt6/qKOTigoKC0K5dO0yaNAmfffYZSpUqpToSkUdxhpHMVGilzQh/AAkO2I5F62q3nGwlpQwzfACI05ZnPseCSWQHFy5cwLx58/DRRx/h+eefVx2H3MDIkSNx//59jBgxQnUUIo/jDCUzDkbmpdQOVQcBWG5kmbGCaM12rN4nETnejBkzcO/ePd6xhewmICAA3bp1w9y5c3Hs2DHVcYg8ivKSqZ3vOEcIEZNlUQyAqKzTBgkhUgCc1O6+Y9N2rN2nEUW0LDoz6xGRhe7cuYPZs2ejWbNmqFChguo45EYGDx4MPz8/DBw4UHUUIo/iDOdkQkoZpc0tGQn9RTcBADaamDYoCSYu5LFmO1buE8CjK83bQH9bSgDYJIRIA9DV0jk0ici4RYsW4erVq+jdu7fqKORmSpQogb59+2L48OFITU1FUFCQ+RcRUY4JKaXqDG4tODhYJidbeu0SkWeSUqJq1arw9fVFamoqhBCqI5GbuXHjBvz9/fHqq69izZo1quMQuQ0hRIqU0ujtuJUfLiciSkpKwqFDh9C7d28WTHKIQoUKoX///khMTMTPP/+sOg6RR+BIpoNxJJPIvHfffRcpKSk4c+YM8ubNqzoOuam///4b/v7+CAwMRFISJwUhsgeOZBKR0zp69CjWrl2L8PBwFkxyqAIFCiA6OhqbNm3Cli1bVMchcnssmUSk1KxZs+Dj44OwsDDVUcgDdOvWDc8++ywGDx4MHskjciyWTCJS5s6dO1i4cCFatGiBkiVLqo5DHiBfvnz4/PPPsXPnTvzwww+q4xC5NZZMIlJm+fLlSE9PR7du3VRHIQ/SpUsXvPDCCxg0aBBHM4kciCWTiJSJi4tDxYoVUa9ePdVRyIP4+vpi6NChSE5OxqpVq1THIXJbLJlEpMS+ffvw888/IywsjNMWUa7r0KEDypcvj8GDByMjI0N1HCK3xJJJRErExcUhb968+Pjjj1VHIQ/k7e2NYcOG4cCBA0hISFAdh8gtcZ5MB+M8mURPunXrFkqXLo3mzZvjyy+/VB2HPNTDhw9RrVo1PHz4EAcPHkSePHlURyJyOZwnk4icypIlS3Dz5k1e8ENK5cmTB0OGDMGRI0ewYsUK1XGI3A5HMh2MI5lETwoODsbdu3exf/9+no9JSmVkZCAwMBBCCOzfvx9eXhx7IbIGRzKJyGns378fKSkp6Nq1KwsmKefl5YXBgwfjt99+wzfffKM6DpFbYckkolwVHx8PHx8ftG/fXnUUIgBAq1atUKlSJYwcOZJXmhPZEUsmEeWa+/fvY9GiRWjatCmKFSumOg4RAP25mYMGDcKBAwfw3XffqY5D5DZYMoko16xduxaXL19Gx44dVUchekzbtm1RoUIFjBgxgqOZRHbCkklEuSY+Ph4lS5ZE48aNVUchekzmaOa+ffuwevVq1XGI3AJLJhHlisuXL2PNmjXo0KEDvL29VcchekK7du1Qrlw5DB8+nPc0J7IDlkwiyhWLFy/GgwcPeKicnJa3tzc+//xz/Prrr1izZo3qOEQuj/NkOhjnySTSq169Onx9fbF7927VUYhMun//PipVqoQiRYpg9+7dnGaLyAzOk0lESu3duxf79u3jKCY5PR8fHwwcOBDJyclYt26d6jhELo0lk4gcbsGCBfD19UXbtm1VRyEy66OPPsKLL76IESNG8NxMohxgySQih7p37x4WL16M5s2bo0iRIqrjEJnl4+ODAQMGYNeuXdiyZYvqOEQuiyWTiBwqMTERV69e5aFycikff/wxnnnmGYwdO1Z1FCKXxZJJRA61YMEClCpVCo0aNVIdhchi+fLlQ0REBJKSkrBnzx7VcYhcEksmETnMxYsXsXbtWnz00UecG5NcTrdu3aDT6TiaSWQjlkwicpjFixfj4cOHPFROLqlgwYLo0aMHvv32Wxw+fFh1HCKXw5JJRA4hpcSCBQtQu3ZtVKpUSXUcIpv07NkT+fPnR0xMjOooRC6HJZOIHOLXX3/FwYMH0alTJ9VRiGxWrFgxdO3aFYsXL8bZs2dVxyFyKSyZROQQ8fHxyJs3L9q0aaM6ClGO9O3bF0IIxMbGqo5C5FJYMonI7u7evftobkydTqc6DlGOPP/88/jwww8xd+5cXLp0SXUcIpfBkklEdpeYmIhr167xgh9yG1FRUbh79y6mTp2qOgqRy2DJJCK7i4+PR+nSpTk3JrmNihUrokWLFpg5cyb++usv1XGIXAJLJhHZVebcmB06dECePHlUxyGymwEDBuDGjRuYN2+e6ihELoElk4jsKnNuzI8//lh1FCK7Cg4ORt26dTF16lTcv39fdRwip8eSSUR2I6VEfHw8ateujcqVK6uOQ2R3/fr1w9mzZ7FixQrVUYicHksmEdnN3r17ceDAAV7wQ27r3XffRcWKFREbGwsppeo4RE6NJZOI7IZzY5K78/LyQkREBFJTU7F161bVcYicGksmEdnFvXv3sHjxYjRr1gyFCxdWHYfIYTp06IDixYtzcnYiM1gyicguEhMTcfXqVR4qJ7fn5+eH7t27IzExEYcPH1Ydh8hpsWQSkV3873//Q6lSpTg3JnmETz/9FPny5cOkSZNURyFyWiyZRJRjf/zxB9auXYtOnTrB29tbdRwihytevDg6duyIL7/8EhcvXlQdh8gpsWQSUY7973//Q0ZGBrp06aI6ClGu6dOnD+7fv4+ZM2eqjkLklFgyiShHHj58iPnz5yMkJAT+/v6q4xDlmgoVKqBp06aYOXMmbt++rToOkdNhySSiHNm4cSPOnj2L0NBQ1VGIcl2/fv1w7do1fPnll6qjEDkdlkwiypG5c+eiePHiaNasmeooRLmuTp06qFmzJqZOnYqMjAzVcYicCksmEdnswoULWLVqFT7++GP4+vqqjkOU64QQ6N27N44cOYKNGzeqjkPkVFgyichm8fHxePDgAT755BPVUYiUad26NZ555hlMmTJFdRQip8KSSUQ2ycjIwNy5c1G3bl1UrFhRdRwiZXx9fREeHo7169fjyJEjquMQOQ2WTCKyybp165CWlobw8HDVUYiUCwsLQ968eTFt2jTVUYicBksmEdlk+vTpKF26NFq0aKE6CpFyJUqUQPv27bFw4UJcv35ddRwip8CSSURWO3bsGDZs2IBu3brBx8dHdRwip9CrVy/cvn0b8+bNUx2FyCmwZBKR1WbOnAkfHx907dpVdRQip1GtWjW88cYbmD59Oh48eKA6DpFyLJlEZJWbN29iwYIFj66oJaJ/9e7dG7///ju+++471VGIlGPJJCKrfPXVV7h58yZ69OihOgqR02nSpAnKli3L6YyIwJJJRFbIyMjA1KlTERwcjJdffll1HCKnkydPHvTs2RM7d+5EcnKy6jhESnmrDpBJCBEKQAcgXfuaJqVc4cjtWLquEEIHIBRAgLauP4A0AGOllOnWZiRyVatWrcKxY8ewdOlSCCFUxyFySp07d8aQIUMwdepUfPXVV6rjECkjpJSqM0AIEQPgqpRyfHbP2XM7lq6rFcxoKWVUltcnAAgCUDO7ohkcHCz5r1lyF3Xq1MH58+dx/PhxeHs7zb9RiZxOr169MGvWLJw+fRqlS5dWHYfIYYQQKVLKYGPLlB8uF0L4AwjNWgK1UhetlTy7bsfKfYYCCDGSYyz0I5qtLclH5Op27tyJn376CX379mXBJDKjR48eePDgAWbNmqU6CpEyyksmgDAASSaWpUFf8uy9HWvWTYO+TBJ5tPHjx6No0aLo1KmT6ihETq9cuXJo0qQJZs+ejX/++Ud1HCIlnKFkhkBf5IxJA9DIAduxeF0p5QopZWEjh8Qzh4ZNlVUit3H48GGsWrUKn332GQoUKKA6DpFL6N27N65cuYKvv/5adRQiJZyhZAYBuGpiWRr+LXP23I499hkFYI6U0lRZJXIbEyZMQL58+dC9e3fVUYhcRv369REYGIipU6fCGa5/IMptzlAyzdEp2I7JdYUQ/tpFPyuklGE5DUXk7NLS0vDVV1+ha9euKF68uOo4RC5DCIFevXph//792LJli+o4RLlOack0uJgmPbe2Y+s+hRA6IUQk9Odz7tEeptYNFUIkCyGSL1++bM1uiJzOmDFjkCdPHkRFRZlfmYge0759exQrVoyTs5NHcoWRTKcgpUyXUo6XUkZpV6U3EkJsNLHuHCllsJQymCM/5MpOnTqFhQsXIjQ0FM8++6zqOEQux8/PD+Hh4Vi9ejWOHTumOg5RrlJaMg0uptHl1nbstU/oz8kM0ebWJHJLHMUkyrnw8HD4+vpyNJM8jrOPZOqQw0PpNmzHonW1spoKy6dYInIpp06dQnx8PLp27cpRTKIcKFmyJD744APEx8fj2rVrquMQ5RpnKJlJ0N+u0ZgiACy9XY4127F4XSHEyWxGK68B0Fk6YTyRKxkzZgy8vLwwYMAA1VGIXF6fPn1w584dxMXFqY5ClGucoWSmwvRk5/4AEhywHYvW1cpjdhOx+wNI5/3Lyd0cO3YMCxYs4LmYRHYSGBiIRo0aYfr06bh3757qOES5whlKZhyMzEupFbwgAMuNLDNW/KzZjkXrauVxTtb7lhus628sH5GrGzRoEPLly4dBgwapjkLkNvr06YM///wTy5fz1wZ5BuUlU5vMfI6RQ9IxAKKyjhIKIVIAnBRCBNm6HSv3GSOEMHZ8Yy6AVM6VSe5mz549SEhIQN++fVGyZEnVcYjcxltvvYXKlStj0qRJnJydPIJwlg+6ECIU/150EwBgj5RyhZH1YgC0BNDI2N12LN2OlfvUAYg2eMpfW3e8ufcVHBwsk5MtPa2USC0pJRo2bIiDBw/ixIkTePrpp1VHInIrc+fORWhoKH788UfUq1dPdRyiHBNCpEgpjd4p0WlKprtiySRXsmHDBjRu3BjTpk1Djx49VMchcjt37txBmTJl8Nprr+H7779XHYcox7IrmRYdLhdCPC2EeFEI0cC+0YjIWWRkZCAqKgply5ZFWBjPAiFyBD8/P3z66adYvXo1jh8/rjoOkUNlWzKFEMeFEFehP1fRH8CpXElFRLluyZIl2LdvH0aNGgVfX1/VcYjcVnh4OHx8fDB16lTVUYgcKtvD5UKIDOjPfdyUe5HcCw+Xkyu4e/cuKlWqBJ1Oh5SUFHh5Kb8mkMitderUCcuXL8fvv/+OIkWKqI5DZLOcHC5PZcEkcn+zZ8/G6dOnERMTw4JJlAv69OmD27dvc3J2cmvmRjKXSylbG/y5EIDWABoBqAH9VdnLACRJKfc6NKmL4kgmObv09HQEBAQgKCgIP/zwA4QQqiMReYTGjRtj7969OHXqFPz8/FTHIbJJTkYyH5siSEp5Q0o5VyueNwCESiljWTCJXNfYsWNx/fp1TJgwgQWTKBcNGDAAFy9eRHx8vOooRA5hrmRmN79RspTyV2MLeBU6kWs4c+YMpk6dig4dOqB69eqq4xB5lHr16qF27dqYMGECHjx4oDoOkd2ZK5m6bJZdz2ZZK+ujEFFu+/zzzyGEwKhRo1RHIfI4QggMGDAAp06dQkJCguo4RHbnbWZ5sBCiPgBjx9D8TSzTAQixQzYicqCUlBQsXrwY0dHReP7551XHIfJITZs2ReXKlTFu3Di0bduWp6yQW7FkCiMJ4yUzO1JKmScnwdwFL/whZ5R5+8gDBw7gxIkTKFSokOpIRB5r4cKF6NixIxITE/HOO++ojkNklRxNYQSgHPT39bb0UQ6A0XM1icg5rF27Flu2bMHQoUNZMIkUa9euHZ5//nmMGzdOdRQiuzJ3uDxJSmn1XX6EEEk25iEiB3vw4AEiIyNRvnx53j6SyAn4+vqiX79+6NWrF3bu3Ik6deqojkRkF9mOZEopB9iyUVtfR0SOt2DBAhw6dAgxMTHw8fFRHYeIAHTp0gVFixblaCa5FZtu7SGEeFEI0UB7PG3vUETkGLdu3cLgwYNRp04dNG/eXHUcItIUKFAAPXv2xJo1a7B3717VcYjswuKSKYSoLoTYIIR4COAkgI3a47oQ4rh2pTkRObHY2FhcvHgRsbGxvIqVyMn07NkThQoVwogRI1RHIbILi0qmEGI59BcBCQADoL+15Jva124A9gL4RgixniObRM7p8uXLiI2NRatWrfDKK6+ojkNEWeh0OvTu3RvffvstRzPJLZgtmUKIH7T/LCylfFNKOUFK+Y2UcpP2da6UshUAfwBnAGxyZGAiss2ECRNw584djpIQObHevXtzNJPcRrYlUwjxPoB0KWVrKeWN7NaVUqZLKcMApAghPrFnSCLKmQsXLmDGjBn44IMPUKlSJdVxiMgEw9HMffv2qY5DlCPmRjJDAVhVGKWU3cDbShI5lZiYGNy7dw9DhgxRHYWIzOBoJrkLcyXzhpTyLxu2m+2oJxHlnvPnz2PWrFn4+OOPUa5cOdVxiMiMzNHMlStXcjSTXJq5knnNxu3a+joisrMxY8bg4cOHGDRokOooRGQhjmaSOzBXMk3f2Dx76Ta+jojs6OzZs5g7dy46d+6MsmXLqo5DRBYyHM3klebkqmyajN0CvBkykRMYM2YMAODzzz9XnISIrNW7d28ULlyYRyHIZZm7d3mwNsn6dSu2WQRAsO2RiMgeTp8+jfnz5yMsLAxlypRRHYeIrKTT6RAVFYUBAwZgx44deP3111VHIrKKkNL0EXEhRAb0h8wtvTVI5rpSSpkn5/FcX3BwsExOTlYdgzxQly5dsHjxYpw8eRLPPvus6jhEZIPbt2+jXLly8Pf3x/bt23mnLnI6QogUKaXRwUVzh8tTAZQDEGDho5z2+NUuyYnIJidOnMDChQvRrVs3FkwiF5Y/f34MGTIEO3fuxNq1a1XHIbKKuZHMcVLKAVZv1MbXuSOOZJIKH3/8MRISEpCWloZnnnlGdRwiyoH79++jcuXKKFCgAH799Vd4eTnqcgoi69k8kmlrUWTBJFLnyJEjWLRoET777DMWTCI34OPjg5EjR2L//v1YunSp6jhEFst2JJNyjiOZlNvat2+PVatW4dSpUyhevLjqOERkBxkZGQgKCsLNmzdx+PBh+Pr6qo5EBCBn52RmbqC6EKKfEGKsEKKafeMRkb389ttvWLp0KXr06MGCSeRGvLy8MGbMGKSlpWH+/Pmq4xBZxOxIphCiH4DxBk9JAJFSyomODOYuOJJJual169ZYv349Tp06haJFi6qOQ0R2JKVE3bp1ceLECZw4cQIFChRQHYnI9pFMIUQNAN0AtAJQWHu8BeBTjmgSOZd9+/YhISEBvXv3ZsEkckNCCIwbNw4XLlzA5MmTVcchMsvc1eXLAAyQUp7K8rwOQJyUso1j47k+jmRSbvnvf/+LLVu24NSpUyhcuLDqOETkIC1atMDGjRtx4sQJlCxZUnUc8nA5OSdTZC2YACClTAfwxPNEpEZKSgq+++47REREsGASublx48bhn3/+wbBhw1RHIcqWuZJ5LZtlV+wZhIhsN3ToUBQuXBi9e/dWHYWIHKxChQro1q0b5s6diyNHjqiOQ2SSuZLJ+Y2InNyuXbuQmJiI/v374+mnn1Ydh4hywZAhQ1CgQAFERUWpjkJkkkNuGyCEmOWI7RLRk4YOHYpixYqhe/fuqqMQUS4pXrw4BgwYgFWrVmHr1q2q4xAZ5W1mebAQoj6A60aWBQghGph6Xc5iEZEldu7ciQ0bNmD8+PEoWLCg6jhElIt69+6NL774Av369cOuXbt4u0lyOuauLs+A/pC5sHK7UkqZJyfB3AWvLidHatiwIX777TekpaUhf/78quMQUS778ssv8fHHH+Prr79Gu3btVMchD5Td1eXmSmYy9HNkWrU/AMtN7dDTsGSSo/z444+oX78+Jk+ezAt+iDxURkYGatasifT0dBw5cgR58+ZVHYk8TE6mMEqSUp6y8pEGIMn+b4OIMkkpMXToUJQqVQphYWGq4xCRIl5eXpgwYQJOnz6NGTNmqI5D9JhsS6aUcoAtG7X1dURkmU2bNmHbtm0YOHAg/Pz8VMchIoVCQkLQuHFjjBo1CteuZTfzIFHu4lnCRC5GSokhQ4bgueeeQ9euXVXHISInMGHCBPz1118YNWqU6ihEj7BkErmYDRs24Oeff8agQYN4/hURAQCqVq2KTp06YcaMGUhLS1MdhwiAmQt/KOd44Q/Zk5QStWvXxqVLl3Ds2DH4+vqqjkRETuL8+fMoX7483nvvPSxdulR1HPIQObnwh4icyOrVq7Fnzx4MHjyYBZOIHlO6dGn07dsXy5Ytw+7du1XHIeJIpqNxJJPsJSMjAzVq1MDt27dx6NAh+Pj4qI5ERE7m5s2bKFeuHCpWrIitW7dCCGunuSayDkcyidzAihUrsH//fgwfPpwFk4iMKliwIIYPH47t27dj1apVquOQh+NIpoNxJJPs4cGDB6hatSq8vb2xb98+5MnDG2oRkXH3799HYGAgAODgwYPw9jZ3B2ki23Ekk8jFLV68GEePHsWIESNYMIkoWz4+PoiJicHRo0cxb9481XHIg3Ek08E4kkk5de/ePVSqVAk6nQ4pKSk8x4qIzJJSol69ejh69ChOnDiBggULqo5EboojmUQubMGCBTh16hRGjRrFgklEFhFCIDY2FpcuXcKECRNUxyEPxZFMB+NIJuXEP//8g3LlyuGFF17Ajh07WDKJyCpt2rTBmjVrcPz4cZQuXVp1HHJDHMkkclGzZ8/GuXPnOIpJRDYZO3Ys7t+/j6FDh6qOQh6IJZPISd28eRNjx45FgwYNUL9+fdVxiMgF+fv747PPPsP//vc//Pbbb6rjkIdhySRyUhMnTsSlS5cwZswY1VGIyIUNGjQIBQsWRGRkpOoo5GGcZvIsIUQoAB2AdO1rmpRyhSO3Y+W6kQCKAgjSnoqzJR+RJS5cuIDY2Fi0bNkStWvXVh2HiFxY0aJFMXDgQERFRWHz5s1o0KCB6kjkIZziwh8hRAyAq1LK8dk9Z8/t2LDuWClluvbnIACbACRJKVtll4kX/pAtPv30U8ybNw+HDh1C+fLlVcchIhf3zz//oGLFiihWrBj27NkDLy8eyCT7yO7CH+UlUwjhDyBFSlnYyLLrAMpmljt7bcfKdUOhL5NpWdYLAbARQKvsRjRZMslaR48exUsvvYSwsDDMnDlTdRwichOLFi1Chw4dsGjRInzwwQeq45CbcPary8MAJJlYlgYg1AHbsWbdgKwFEwCklEnQH2YPszAfkUUGDhwIPz8/DBkyRHUUInIj7du3R40aNTBw4ED8888/quOQB3CGkhkCfbEzJg1AIwdsx5p1I4UQCSbWTQZgtL0T2eLnn3/GypUr0b9/f5QsWVJ1HCJyI15eXpgwYQLOnj2L6dOnq45DHsAZSmYQgKsmlqXB8hJnzXasWdfUiCcAFAFwzcJ8RNmSUiIyMhIlS5ZERESE6jhE5IYaNmyIt99+G6NHj8bVq6Z+DRLZhzOUTHN0CrbzaF0pZaNsLu4JQvYllMhiq1evxo4dOzBs2DA89dRTquMQkZsaP348bt68idGjR6uOQm5OackUQui0/0zPre3YcZ+Z523GGFsmhEgWQiRfvnw5J7shD3H37l1ERESgUqVK6NKli+o4ROTGqlatik6dOmHGjBlISzN15hhRzrnCSKbT0YpqDPRXlhu7KGiOlDJYShlcvHjxXM9HrmfSpEk4efIkpk2bBh8fH9VxiMjNDR8+HN7e3hg4cKDqKOTGlJZMg6mJdLm1HTvtMwFAFCdjJ3v4448/MGrUKPz3v/9Fo0aWXudGRGS7Z599Fn379sWyZcuwe/du1XHITTn7SKYOOTysbcN2sl1Xm5g9QUo5J6ehiAAgMjISGRkZmDhxouooRORBIiMjUaJECfTr1w+q58wm9+QMJTMJQICJZUWgnybI3tuxaZ/arSVPsmCSvWzfvh1LlixBZGQkypYtqzoOEXmQggULYvjw4di+fTu+//571XHIDTlDyUwF4G9imT/0h6btvR2r9ymEaAkgPWvB1O78Q2S1hw8fokePHihTpgyioqJUxyEiD/TJJ5+gUqVKiIqKwv3791XHITfjDCUzDkbmwtQurgkCsNzIMmMF0ZrtWLXPzCJpYgSTJ9GRTebMmYN9+/Zh4sSJyJ8/v+o4ROSBvL29MWHCBBw7dgxz5vAgHdmX8nuXA4/Oc4SUMsrguTjoD02Pz7JuCvRFsKaUMjUH27FoXSFEEIBoAMuyxC4C/fmbAVJKk7eW5L3LyZirV6+iQoUKqFatGjZt2gQhhOpIROShpJRo2LAhDhw4gBMnTqBQoUKqI5ELye7e5U5RMoFH807qoL/oJgDAHmNXb2vlsCWARsamD7J0O5auK4S4juyvRI/KWmANsWSSMeHh4ZgzZw727t2LqlWrqo5DRB4uNTUVNWvWxIABAzB27FjVcciFuETJdFcsmZTV3r17UbNmTXTv3h1Tp05VHYeICADQoUMHJCQk4NixYyhTpozqOOQisiuZznBOJpHHkFKiR48eKFKkCIYPH646DhHRI5m3mfz8888VJyF3wZJJlIuWLFmCHTt2YOzYsdDpdKrjEBE9UqZMGfTp0weLFi1Camqq+RcQmcHD5Q7Gw+WU6datW6hYsSJKly6NXbt2wcuL/8YjIudy48YNlCtXDlWrVsXmzZt5USKZxcPlRE5g9OjROH/+PKZPn86CSUROqVChQhg2bBh+/PFHJCYmqo5DLo4jmQ7GkUwCgOPHj6Nq1apo164d4uPjVcchIjLp/v37qFq1Kry8vHDgwAF4e3urjkROjCOZRIr16dMHefPmxbhx41RHISLKlo+PD8aPH48jR45g3rx5quOQC2PJJHKwxMREJCYmYujQoXjmmWdUxyEiMqtp06aoW7cuhg4dips3b6qOQy6KJZPIge7evYvevXujYsWK6NGjh+o4REQWEUIgNjYWly5dwvjxJu83QpQtlkwiB5oyZQpOnDiBadOmwdfXV3UcIiKL1apVC+3atcPEiRPxxx9/qI5DLoglk8hBzp07h5EjR6JZs2Z48803VcchIrLamDFjkJGRgaioKNVRyAWxZBI5SFRUFB48eIBJkyapjkJEZJMXX3wR/fv3x9dff42dO3eqjkMuhiWTyAF27NiBxYsXo3///vD391cdh4jIZgMGDMBzzz2Hnj174uHDh6rjkAthySSys4cPH6JHjx54/vnnER0drToOEVGOFChQAOPHj0dqairn+SWrsGQS2dncuXOxd+9exMbGIn/+/KrjEBHlWNu2bVGnTh0MHDgQN27cUB2HXARLJpEdXbt2DZ9//jneeOMNtGrVSnUcIiK7EEJg2rRpuHz5MkaMGKE6DrkIlkwiOxo8eDBu3LiBadOmQQihOg4Rkd0EBQWhS5cumDZtGo4cOaI6DrkAlkwiO9m3bx9mz56N8PBwBAYGqo5DRGR3o0ePRv78+dGnTx9IKVXHISfHkklkB1JK9OjRA0WKFMHw4cNVxyEicogSJUpg6NChWL9+PRITE1XHISfHkklkB8uWLcP27dsxZswYFC5cWHUcIiKH6d69OypVqoTevXvjn3/+UR2HnBhLJlEO3bp1C/369UPNmjXRuXNn1XGIiBzK19cX06dPx8mTJzFu3DjVcciJsWQS5dDYsWNx7tw5TJ8+HXny5FEdh4jI4UJCQtC2bVuMGzcOx48fVx2HnBRLJlEOnDhxArGxsfjoo4/w6quvqo5DRJRrJk2aBF9fX3Tv3p0XAZFRLJlEORAREYG8efPykBEReZxSpUph1KhR+OGHH7BixQrVccgJsWQS2WjdunVYvXo1hgwZglKlSqmOQ0SU68LDw1GjRg307t0bf/31l+o45GRYMolscO/ePfTq1QsVK1ZEz549VcchIlLC29sbs2bNwp9//olhw4apjkNOhiWTyAZTpkzB8ePHMWXKFPj6+qqOQ0SkTO3atREaGopp06Zh3759quOQExE8WdexgoODZXJysuoYZEfnz59HxYoV0aBBA3z//feq4xARKXf9+nVUrFgRAQEB2LlzJ7y8OIblKYQQKVLKYGPL+CkgslJkZCTu3buHyZMnq45CROQUChcujIkTJ+KXX37BrFmzVMchJ8GSSWSFbdu2YfHixYiMjIS/v7/qOERETuPDDz/Em2++iQEDBuDs2bOq45ATYMkkstD9+/fx2Wef4YUXXkB0dLTqOERETkUIgbi4OGRkZODTTz/l3JnEkklkqZkzZ+LgwYOYMmUK8ufPrzoOEZHTefHFFzF69GisXbsWS5cuVR2HFOOFPw7GC3/cw4ULF1CxYkW89tprWLt2LYQQqiMRETmlhw8f4rXXXkNaWhoOHz6MYsWKqY5EDsQLf4hyKDIyEv/88w+mTZvGgklElI08efJg3rx5SE9PR0REhOo4pBBLJpEZO3bswFdffYV+/fqhfPnyquMQETm9wMBAREdH46uvvsL69etVxyFFeLjcwXi43LU9ePAANWvWxPXr13H48GEUKFBAdSQiIpdw9+5dVK9eHXfu3MHBgwfx1FNPqY5EDsDD5UQ2+uKLL7B//35MnjyZBZOIyAp58+bFvHnzcPbsWc7I4aFYMolMuHjxIgYPHoxGjRqhRYsWquMQEbmcOnXqoGfPnpgxYwa2bNmiOg7lMpZMIhOioqJw584dTJ8+nRf7EBHZaMyYMShXrhw6d+6Mmzdvqo5DuYglk8iIbdu2YeHChYiIiEDFihVVxyEicln58+dHfHw8zpw5g8jISNVxKBexZBJlcffuXYSFheHFF1/E4MGDVcchInJ5derUQUREBGbPno2NGzeqjkO5hCWTKIuYmBgcOXIEX3zxBS/2ISKyk5EjR6JixYro0qUL/vrrL9VxKBewZBIZOHbsGEaPHo02bdrg7bffVh2HiMht+Pn5YeHChTh37hwnafcQLJlEGiklunXrBj8/P0yePFl1HCIit1O7dm1ERkZi/vz5WLduneo45GAsmUSaL7/8Elu2bMG4ceNQqlQp1XGIiNzSsGHD8NJLL+GTTz7B9evXVcchB2LJJAJw+fJl9O3bF6+++ipCQ0NVxyEiclt58+ZFfHw8Ll68iN69e6uOQw7EkkkEoHv37vjrr78wZ84ceHnxrwURkSMFBwcjOjoaX375JVauXKk6DjkIf5uSx1uxYgWWL1+OIUOGoGrVqqrjEBF5hCFDhqBmzZoIDQ3FhQsXVMchB2DJJI92+fJlhIeHIygoCFFRUarjEBF5DB8fH3z11Vf4+++/0blzZ0gpVUciO2PJJI/WvXt3pKenIz4+Hj4+PqrjEBF5lMqVK2PChAlYt24d4uLiVMchO2PJJI+VeZh86NChCAwMVB2HiMgjhYeH480330Tfvn1x7Ngx1XHIjgSHpx0rODhYJicnq45BWZw7dw7/93//h7Jly+KXX36Bt7e36khERB7r3LlzCAwMRPny5bFjxw4eWXIhQogUKWWwsWUcySSPk5GRgY8++gj//PMPFi9ezIJJRKTYs88+i7i4OOzevRtjxoxRHYfshCWTPE5sbCw2b96MadOmoWLFiqrjEBERgFatWuHDDz/EyJEjsXv3btVxyA54uNzBeLjcuezZswevvfYamjdvjuXLl0MIoToSERFpbty4gf/7v/9D3rx58euvv6JAgQKqI5EZPFxOBP3/vNq3b49SpUphzpw5LJhERE6mUKFCWLhwIU6cOIH+/furjkM5xJJJHkFKiU6dOuHUqVNYvHgxChcurDoSEREZ8cYbbyAiIgKzZs3C2rVrVcehHGDJJI8wYcIEfPvtt5gwYQL+85//qI5DRETZGD16NAIDA9G5c2dcunRJdRyykdOckymECAWgA5CufU2TUq5w5Has3acQQgcgBsBGS7PxnEz1tmzZgpCQELRs2RJLly7lYXIiIhdw4MAB1KpVCyEhIVi9ejX/3+2knP6cTCFEDACdlHK8lHKOlHI8gFpCiEhHbcfKdeOEEAkAQrUHuYjff/8dbdu2RYUKFTBv3jz+T4qIyEUEBgYiNjYWiYmJmD59uuo4ZAPlI5lCCH8AKVLKJ06SE0JcB1BWSpluz+3kZJ9CCAmgFUcynd+tW7fwn//8BydPnsSuXbtQuXJl1ZGIiMgKUko0a9YMGzZswO7du1GtWjXVkSgLZx/JDAOQZGJZGiwfObRmO/baJzmphw8f4oMPPsD+/fuxfPlyFkwiIhckhMD//vc/FC1aFG3btsXff/+tOhJZwRlKZgj0xc6YNACNHLAde+2TnNSAAQOwatUqTJ06FY0bN1Ydh4iIbFSsWDF89dVXOHr0KPr06aM6DlnBGUpmEICrJpalATA6BJvD7dhrn+SE5s2bh9jYWHz22Wfo3r276jhERJRDDRs2RGRkJObOnYsVK6y+JpgUcYaSaY5OwXZytE8hRKgQIlkIkXz58uWcbIqstHr1anTr1g1vvfUWpkyZojoOERHZyciRI/Hyyy+ja9euOHv2rOo4ZAGlJVObEgjQTyGUK9ux1z6zo12tHiylDC5evLijdkNZ7NixA61bt0ZQUBASEhLg7e2tOhIREdmJj48Pvv76azx8+BAffvghHj58qDoSmeEKI5lEZu3fvx9NmjTBCy+8gMTERBQsWFB1JCIisrOAgAB88cUX2L59O0aMGKE6DpmhtGQaTBOky63t2Guf5DxOnTqFxo0b46mnnsKGDRvA0WMiIvf14YcfomPHjhg5ciTWr1+vOg5lw9lHMnWwz2Fta7Zjr31SLvjjjz8QEhKCf/75Bxs2bMALL7ygOhIRETnYzJkzERgYiA8//JDnZzoxZyiZSQACTCwrAsDSmcyt2Y699kkKnT9/HvXr18eVK1ewfv16vPTSS6ojERFRLsifPz9WrFiBe/fuoXXr1rh3757qSGSEM5TMVAD+Jpb5A0hwwHbstU9S5M8//0T9+vVx4cIFrF+/Hi+//LLqSERElIvKly+P+Ph47Nq1C/369VMdh4xwhpIZByPzUmpXgQcBWG5kmbGCaM12rN4nOY+LFy+iYcOGOHfuHNatW4dXX31VdSQiIlKgRYsWiIiIwPTp07F06VLVcSgL5SVTSpkGYI4QIibLohgAUVnvIS6ESAFwUggRZOt2rN2nEUXMLCcHuXTpEho2bIgzZ85g7dq1eP3111VHIiIihcaNG4c6dergk08+wf79+1XHIQNCSqk6AwD9BOb496KbAAB7pJRPTOuvFcOWABppZdGm7Vi5z0gAtaAf5fTX1k+G/u5A2ZbS4OBgmZzMUzzt4ffff0dISAh+//13rFmzBg0aNFAdiYiInMD58+dRq1Yt+Pj4YPfu3ShRooTqSB5DCJEipTR6p0SnKZnuiiXTPk6ePImGDRvi+vXrSExM5AgmERE9Jjk5GXXr1kVQUBA2bdqEvHnzqo7kEbIrmcoPlxOZc+jQIfznP//BrVu3sHnzZhZMIiJ6QnBwMOLj47Fz505069YNHERTj/fdI6eWmpqKN998E76+vti6dSunKSIiIpNat26NQ4cOYfjw4ahUqRKioqJUR/JoHMkkp/XDDz+gXr16eOqpp7B9+3YWTCIiMmvIkCFo06YNBgwYgIULF6qO49FYMskpxcfH491330VAQAB++uknBASYmjufiIjoX15eXli4cCFCQkLQpUsXrFmzRnUkj8WSSU5FSomRI0eiU6dOeOONN7Bt2zaULl1adSwiInIhefPmxcqVK1GjRg20atUKO3fuVB3JI7FkktO4d+8eQkNDMWTIEHz00UdITEzE008/rToWERG5oIIFC2Lt2rUoU6YM3nnnHfzyyy+qI3kclkxyCpcuXUJISAjmzZuHQYMGIT4+Hr6+vqpjERGRCytevDiSkpJQokQJvPnmm/jpp59UR/IoLJmkXGpqKoKDg5GcnIyvv/4aI0eOhBBCdSwiInIDzz//PH788UeUKlUKb731FrZt26Y6ksdgySSlli5d+mjeyx07dqBdu3aKExERkbt59tln8eOPP+K5557Dm2++iW+++UZ1JI/AkklK3L17Fz169EC7du0ejWIGBQWZfyEREZENSpUqhe3bt6NmzZpo1aoVJk+ezAnbHYwlk3LdiRMn8Nprr2HGjBmIiIh4dL4MERGRIxUrVgxJSUlo0aIFIiIiEB4ejrt376qO5bZYMilXLV26FEFBQTh16hRWrVqFiRMn8gIfIiLKNX5+fli+fDkiIyMxe/Zs1K1bF2fOnFEdyy2xZFKuSE9PR8eOHdGuXTsEBgZi7969eO+991THIiIiD+Tl5YWYmBh88803OHz4MIKCgjhpuwOwZJLDJSUlITAwEIsWLcKgQYPw448/okyZMqpjERGRh2vRogVSUlLw3HPP4b333kOXLl1w48YN1bHcBksmOczff/+Nzz77DI0aNcJTTz2Fn376CSNHjoSPj4/qaERERACA8uXLY/fu3YiOjkZ8fDwCAwOxdu1a1bHcAksmOcT27dtRrVo1zJo1C3369EFqaipefvll1bGIiIiekDdvXowZMwY//fQTChQogHfffRfNmjXDqVOnVEdzaSyZZFc3btxAt27dULduXTx8+BBbtmzBpEmT4OfnpzoaERFRtmrXro19+/Zh3Lhx2LRpE6pUqYJhw4bh77//Vh3NJbFkkt2sXLkSlStXxty5cxEREYGDBw+iXr16qmMRERFZzNfXF1FRUThy5AiaNm2K4cOHo1y5cpg1axbu37+vOp5LYcmkHDt37hz++9//4v3330fJkiWxa9cuTJw4EQUKFFAdjYiIyCbPPfccli1bhh07dqBcuXIIDw9HlSpVsGzZMmRkZKiO5xJYMslmGRkZmDVrFqpUqYL169cjJiYGu3fvRnBwsOpoREREdlGnTh1s27YNq1evRr58+dC2bVvUqlULGzZs4B2DzGDJJJscPnwYdevWRXh4OGrVqoWDBw8iMjKSV44TEZHbEUKgSZMm2Lt3LxYuXIhr166hcePGqF+/Pn766SfV8ZwWSyZZ5e7duxg+fDiqV6+OQ4cOYcGCBdi4cSMCAgJURyMiInKoPHny4KOPPsKRI0cwffp0HDlyBHXq1MF7772H/fv3q47ndFgyyWI7d+5EjRo1MGzYMLz//vs4cuQIOnbsCCGE6mhERES5Jm/evOjevTtOnjyJMWPGYMeOHahevTrat2+PEydOqI7nNFgyyaz09HSEh4fj9ddfx99//43ExER8/fXXKFGihOpoREREyhQoUADR0dFIS0vDgAED8P3336NSpUoICwvDuXPnVMdTjiWTTJJSYtGiRahYsSLi4uLQu3dv/Pbbb3jnnXdURyMiInIahQsXxpgxY3Dy5El8+umnWLBgAcqVK4d+/frhypUrquMpw5JJRh0+fBgNGjRAhw4dULZsWSQnJ2Py5Ml46qmnVEcjIiJySs888wymT5+Oo0ePonXr1pg0aRL8/f0xYsQI3Lp1S3W8XMeSSY+5ffs2Bg4ciGrVqmHv3r2YPXs2fvrpJ9SoUUN1NCIiIpdQtmxZLFy4EAcOHEBISAiGDh3qkRO6s2QSAP2h8W+++QZVqlTB2LFj0b59exw9ehRhYWHw8uLHhIiIyFovvfQSVq5ciZ9//hkVKlRAeHg4qlatipUrV3rEHJtsD4SUlBS88cYbaNmyJQoWLIitW7ciPj6eF/YQERHZwSuvvIKtW7di1apV8Pb2xvvvv486depgx44dqqM5FEumBzt//jw6duyIWrVq4fDhw5g9ezZ+/fVX1K1bV3U0IiIityKEwHvvvYd9+/Zh3rx5OHPmDP7zn/+gWbNmOHz4sOp4DsGS6YGuXr2K6OholC9fHkuWLEH//v1x/PhxhIWFwdvbW3U8IiIit+Xt7Y0uXbrg+PHjGD16NLZs2YKqVasiNDQU58+fVx3PrlgyPUh6ejqGDBmCsmXLIiYm5tG/nmJiYlCoUCHV8YiIiDxG/vz5MXDgQJw8eRLdu3dHfHw8ypUrh0GDBuGvv/5SHc8uWDI9wJUrVzB8+HCULVsWI0eOxFtvvYUDBw7g66+/hr+/v+p4REREHqt48eKYOnUqjhw5gmbNmmH06NEICAjA9OnTce/ePdXxcoQl042dOHEC4eHhKFOmDIYNG4a6devi119/RUJCAl566SXV8YiIiEjj7++PJUuWYM+ePQgMDETPnj1RpUoVLF++3GWvRGfJdDNSSmzZsgUtW7ZEhQoVMH/+fLRr1w6//fYbvv/+e1SvXl11RCIiIjIhODgYmzZtwtq1a5E/f360adMGtWvXxo8//qg6mtVYMt3ElStXEBsbi4oVK6JBgwbYvHkzBgwYgNOnT2P+/PmoUqWK6ohERERkASEE3n77bfz6669YsGAB/vzzT9SvXx/169fH+vXrXWZkkyXTxUkp0alTJzz77LPo378/SpQogS+//BLnzp3DmDFjUKpUKdURiYiIyAZ58uRBx44dcezYMUyaNAnHjx/H22+/jRo1amDJkiV48OCB6ojZYsl0cUII5MuXD2FhYThw4AB27NiBDh06wM/PT3U0IiIisgM/Pz/06dMHaWlpWLBgAe7evYv27dujQoUKmDhxIq5evao6olHCVYZcXVVwcLBMTk5WHYOIiIjcREZGBlatWoWJEydix44dyJcvH9q0aYPw8HDUqlULQohcyyKESJFSBhtbxpFMIiIiIhfi5eWF5s2bY/v27di/fz86deqEb775BrVr10bNmjUxY8YMXLt2TXVMlkwiIiIiVxUYGIgvvvgC586dw8yZMwEAPXr0QNOmTRUn4+Fyh+PhciIiIspNe/fuxa1bt/D66687fF/ZHS7njaqJiIiI3IizzInNw+VEREREZHcsmURERERkdyyZRERERGR3LJlEREREZHcsmURERERkdyyZRERERGR3LJlEREREZHcsmURERERkdyyZRERERGR3LJlEREREZHcsmURERERkdyyZRERERGR3LJlEREREZHcsmURERERkd0JKqTqDWxNCXAZwJhd2VQzAlVzYDzkvfgYI4OeA+Bkgvdz6HLwgpSxubAFLppsQQiRLKYNV5yB1+BkggJ8D4meA9Jzhc8DD5URERERkdyyZRERERGR3LJnuY47qAKQcPwME8HNA/AyQnvLPAc/JJCIiIiK740gmEREREdkdSyYRERER2R1LJhERERHZnbfqAGQ9IUQkgKIAgrSn4qSUK0ysGwpAByBd+5pmj3XJOQghdABiAGzM7mfFz4F748/MPfHvN2Vy1d/7LJkuRggRA2CslDJd+3MQgE1CiDZSylZG1r0qpRxv+JwQwt/wOWvXJfWEEHEAigDYAyAUwMZs1uXnwI3xZ+Z++PebDLny731eXe5CtH9xJEkp07I8HwL9/4RaZf4LRAjhDyBFSlnYyHauAyhr8IG1eF1yPkIICYOffZZl/By4Mf7M3B//fns2V/+9z3MyXUtA1g8aAEgpk6Af6g4zeDoMQJKJ7aRB/69jW9Yl18LPgXvjz8yz8e+3+3Pp3/ssma4lUgiRYGJZMgDDe5SGQP9BMSYNQCMb1yXXws+Be+PPzLPx77f7c+nf+yyZrsXUvzoA/fk71wz+HATgqol10/D4B9Oadcm18HPg3vgz82z8++3+XPr3Pi/8cSFSyuz+ZREE624hpXPQuuRadA5al5yDTnUAUkrnoHUpl7j6732OZLoB7cRgQD/VRea0F4D+fA1zr7V4XXIt/By4N/7MPBv/fns2V/m9z5Lp4gzmUWtl7ORgIiIich+u9HufJdP1JQCIMpzewmDaAZ25F1uzLrkWfg7cG39mno1/vz2ay/zeZ8nMBUKIFCGEtOHR0sx2YwAkSCmtOScD+Hd2f3uvS9lw1OcgB3Tg58Cd6cCfmSfTgX+/3Y6r/d7nhT+5QEpZ097b1G4xdTKbD1oSgAATy4pAP/WBLeuSjRzxObAAPwfujT8zz8a/3x7EFX/vcyTTBWkjW+lZP2jaHQAypQLwN7EJf+iH221Zl1wLPwfujT8zz8a/3x7CVX/v87aSLkb7QOlM3GIsRkoZpf230VtGaScMXwdQ2NztpYytS87HltvO8XPgHvgzc3/8+02u/HufJdOFCCGCAEQDWJZlURHoz6EIkFKGGawfAwCZH0DtuTjoh9vHZ9m2xeuSc9F+CYWZOoTCz4F748/MvfHvt2dz9d/7LJkuRLtpvS6bVaKMfIhC8e9JvAEA9hj715C165Ja2rk5taCfjNcf+p9ZMvR3aojK+i9Qfg7cG39m7oV/vymTq//eZ8kkIiIiIrvjhT9EREREZHcsmURERERkdyyZRERERGR3LJlEREREZHcsmURERERkdyyZRERERGR3LJlEREREZHcsmUREuUAIESSEiNPuQUxE5PZYMomIHEy793AR6O/eUkRxHJfAUk7k+lgyiYgcTEqZJKVMgv7WbWQGSzmRe2DJJCIip8JSTuQeWDKJiJycEGKjECJFe+hU51FJCBGjfR+ue/r3gsjZsWQSkdsTQvgLIRK0YiKFEHEWvm6jtv5J7fX+js5qipSypvZIN7WOECJEy7lR+5qglTKdtjxUCBFkzX6FEJFaqZPaY6N2ONvUutLge2Z0vZyQUkZJKWsCSLL3tonIvrxVByAicjQpZRqAVkKIGABBAILNvcbggpN0KWWAI/PllFYc5wJIAxClvd/MZToAc4UQywDESSmFNduWUo4XQswBcB1AkpSykZl1G2n7WWHDWyEiN8KSSUSeJg1mSqbBYVh/GBkxE0KEAqhpZj8bc6NoaVniALQytj8pZboQoiu0kmjLPrRtpEP//cguiz9y6X0TkfNjySQiT3JVe+jMrBcKYA70pSom60Ip5Ry7J7OBuYKZSSuJSQA25mB3adCPAmcnSkoZZiKnU5RyIso9LJlE5BG08wOToI3GCSH8DQ8rZ1lvBYDM8wmd8tw/7RB5HIA5FpazNOTsvaQBCBJC6IydF2pQeJ/gLKWciHIXSyYReYpGUsoo7bAvoC+bT5RMAP5SyiQhRBT052MaW8cqWiFsA31x9dcOx8/J7iIeC8zVvkZZuH66lDLVRL5Igz8GQH9OZdZ1M78P/gAeW6YdJg9gmSQiQyyZRORRpJRpQghAf+j3sZE9IUSoQVEKybo8B/tMhb6YWVoIs6WNtgYBWGFpUZVSPrHvzHMooT/MvcLg+Y0Asl7gc1L7+kTJhInD5LZyUCknolzGkklEbk8rKVcNnkqHfsTOcJ0gAMkG6xs9H9NJtNK+WjQVUzYSoC+qWQ+3Gxu9Tda+Pnbxj3aYPCGHOR5j71JORGqwZBKRJwjG46OSaXjySungLKOYgJOej4l/r45PznatbGiHyIMANNRKdRHtz41gvNxlFs9H5Vx7HQ+TE5FRnIydiDxBoyznGD5WMrXRuOWG68NO52M6iA7QXzVubKEQIshgUnbDSdQNrw4Pg/77EAqgNbTTB6SUYca2a/Cc4fRPMcYOwxMRASyZROSZHpVM7bzEa1mK1RPnY2p3DYoxKGyR2iNGm+Q9c72WBnfIeeJwu8GdhyKzLrMyv0lSylQpZSv8e1h9hZQya9H2h75UjpdSzpFSWnJ+p+H3rSXsfJiciNwLSyYRuTUj52MC2kUs2rKWWS560UFfpB6bU1JKmaaN2qVDP4I3XntEAbgqhEjR1luB7M+ZjALQVUo5Pgdva6NB1uxkHvY3Nj9mOv69mMdSaQB02n4bSSmd9XQCInICLJlE5O6MXSWeORIYDf2cmFnXh5HXZGcF9HNIBgGPbmOZCv0h6Sfy5HTSca2gpsP8hUmZ+19uZJnJ0dBsRlkzX5MAXpRDRGawZBKRu4vGk4Uq84KZq0bOu2wD+5yPGQegpZHndTncbqaGAFqbOCSv055PBZBm4jB4FPTvNetrI2G6YGeOfMZxOiEiModXlxORWxJCxEF/QYsOQIoQIibzKujM2ywaHrLW1veHNpIphEiA/laHllw5HQIgNcs5j8sBxAkhgjKf10Y67Tn3ZmHtnNCN0I9sXtO+XgUwVnufy0y8PkkIMVYro5mnE6SbOYyfCuNTHhERPUFIKVVnICJyGUKI69Df13wP9NP+6KCf1icq6+ieVlSvZU5ULoSItOVcTCHERill1snRPZr2ve3KEVUi58WRTCIi6+2xcDQvDvqLbjLPjUx3WCIiIifDkklE5CDaIel0bbofwPgFOEREbokX/hAROdYc6Ecy/Xlol4g8CUsmEZFjLYP+wiBnvXsQEZFD8HA5EZEFtDsDhUF/oU+YEAKWnJcppUzVrmTPyRXZqZmTvQNo6MkjotrV8CFmVyQi5Xh1ORERERHZHQ+XExEREZHdsWQSERERkd2xZBIRERGR3bFkEhEREZHdsWQSERERkd39Px+yXRtaVrblAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190814_211039.hdf\n",
+      "0.9994307928045703\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW151012_095443.hdf\n",
+      "0.9228280633856941\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190514_065416.hdf\n",
+      "0.9133040741095244\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t3_default_rerun4/mpvnosmallrun_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW170823_131358-1126259200-400.hdf\n",
+      "0.9897211926417805\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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sWYKXXnpJdZw7Pv74YzzyyCMICwtDXl6e6jhE5KJYMomIFFi8eDEWLFiAiIgI9OjRQ3Wcu1SsWBHz5s3D//73P8ybN091HCJyUTzwx8544A8RFXXkyBE0bdoUzz77LLZv317qS0Tag5QSHTp0wM6dO3H48GGeO5OIjOKBP0RETiIvLw+9evVC2bJlsWzZMqcsmAAghMCcOXNw8+ZNhIeHq45DRC6IJZOIyIGio6OxZ88exMXFoXbt2qrjmFW/fn1ERERg5cqV+O9//6s6DhG5GG4utzNuLieiQkeOHEHjxo3x2muvISEhQXUci1y7dg0NGzZE5cqVkZ6ebpfrpxOR6+LmciIixaSUGDJkCMqWLYuYmBjVcSx23333Yfbs2Th48CA+/fRT1XGIyIWwZBIROcAXX3yBpKQkTJkyxeUOouncuTOCg4PxwQcf4OLFi6rjEJGLYMkkIrKza9euYdSoUWjWrBkGDhyoOk6JFR4EdOXKFXz00Ueq4xCRi2DJJCKys5iYGGRmZmL27NlOezR5cRo2bIiBAwciNjYW//vf/1THISIX4DQH/gghQgHoAORqXzOklGvtuZySrlMb729wV5aUcpq5PDzwh8izXbx4Ef7+/nj55ZexYcMG1XFK5eLFi2jQoAGef/55bNmyRXUcInIC5g78cYrDBIUQ0ShS2IQQ0UIIv+JKnLXLKek6hRCJAPZIKSMN7xNChEop4yzNSESeZeLEibh27RqmTp2qOkqpVa9eHePHj0d4eDi++eYbtG7dWnUkInJiymcyhRB+ANKklFWMPJYDoJ6UMteWyynpOrVCqpNShhkZO8Dc7CdnMok819GjR9GwYUOEhITgs88+Ux3HJm7evIlGjRqhfPny2LdvH09pROThnP0URmEAkk08lgEg1A7LsXisVkgjAEQXHSilrGLNJn0i8gyTJk2Cr68vPvzwQ9VRbKZs2bKYNm0afvnlFyxatEh1HCJyYs5QMoOgL3bGZAAItsNySjI2DPp9NU2NJyK6x9GjR7Fy5UoMGjQINWrUUB3Hprp06YJ//etfmDBhAv766y/VcYjISTlDyQwAkGXisQwARqdgS7mckowNApAOAEIInRCiqza7SURk0pQpU+Dr6+uW1/0WQmDWrFm4ePEioqKiVMchIiflDCWzODoFyzEcGwAgWwjRFfrCmQxApx30Y7RsCiFChRCpQohUnriYyPNkZGRg+fLlCAsLc7tZzEKBgYHo2bMn5syZg8zMTNVxiMgJKS2ZQgid9sdcRy3HynVWBZArpVwrpcyVUqYDiASQZrC8O6SUcVLKQCllYPXq1UuwGiJyB1OmTIGPjw8iIiJUR7GrSZMmIS8vDxMnTlQdhYickCvMZCpjUCADpJR3HSik7aOZAWCMo3MRkfM6efIkli1bhtDQUNSsWVN1HLvy8/NDWFgYFi5ciN9//111HCJyMkpLpsFpgnSOWo6VY9NNDMkA0LW45RCR55g9ezYAuP0sZqEJEyagXLlyGD9+vOooRORknH0mU4dSbkq3YjlFx+YCyDYxNhsADwIiIgBATk4OFi5ciJ49e6J27dqq4zjEgw8+iPfffx+JiYngOYGJyJAzlMxk3H2pRkNVAVj6r1ZJllOSsRnafabkWpiPiNzcZ599hqtXr2LUqFGqozjUqFGj8MADD2D06NGqoxCRE3GGkpkO07OBfgAS7bCckoxNgP4Ic1Nj+V93IsKNGzcwd+5ctG7dGo0bN1Ydx6EqVaqEcePGISUlBUlJSarjEJGTcNrLSmoH3eQAqFL0spLa9cUzit5n6XJKOLbwPn8j65QAgoseFGSIl5Uk8gyLFi1CSEgIkpOT8corr6iO43A3b97EY489hgceeAC7d++Gl5czzGEQkb059WUlteIWp10f3FA0gEgjBTMNwDEhxF2ziyVZTgnH5kJ/uqLYIjliAcSZK5hE5BkKCgowY8YMPPXUU3j55ZdVx1GibNmymDhxItLS0rB2La+2S0ROMJNZSAgRir8PuvEHsMfYdcG1YtgV+hnEey71aOlyrBzbzOCuNCllXHHfF2cyidzfpk2b0LFjR6xcuRI9e/ZUHUeZ27dvo2nTprh58yZ++eUX+Pr6qo5ERHZmbibTaUqmu2LJJHJ/L7zwAk6ePImjR496fLH66quv8NprryEuLg4DBgxQHYeI7MypN5cTEbmyn3/+GTt37sSIESM8vmACwKuvvornnnsOH330Ea5fv646DhEpxJJJRFQKM2bMQOXKldG/f3/VUZyCEAJRUVHIzMzE/PnzVcchIoVYMomIrJSRkYEvv/wSgwYNwv333686jtN48cUX0bp1a0RFReHSpUuq4xCRIiyZRERWmjNnDry9vTF06FDVUZzOlClTkJ2djRkzZqiOQkSKsGQSEVkhNzcXixYtQo8ePVCzZk3VcZxOQEAAunfvjtmzZ+P8+fOq4xCRAiyZRERWiI+Px9WrVzFixAjVUZzWpEmTcOPGDUyePFl1FCJSgCWTiKiE8vLyMHfuXLz88sto2rSp6jhO69FHH0W/fv2wYMECHD9+XHUcInIwlkwiohJau3Ytzpw5g/fff191FKf3wQcfwNvbGx999JHqKETkYCyZREQlIKXErFmz8Nhjj6Ft27aq4zi92rVr491338WKFStw6NAh1XGIyIFYMomISmDXrl1ITU3FiBEj4OXFf0ItMXr0aNx///0YP3686ihE5ED8F5KIqARmzZqFatWqoXfv3qqjuIxq1aohPDwcGzduxI8//qg6DhE5CEsmEZGFjh49io0bN2LQoEG47777VMdxKcOHD8c//vEPjBkzBlJK1XGIyAFYMomILDRnzhz4+vpiyJAhqqO4nIoVK2L8+PH4z3/+g+3bt6uOQ0QOwJJJRGSBnJwcLF68GD179kSNGjVUx3FJoaGhqFu3LsaOHYuCggLVcYjIzlgyiYgsEBcXh2vXrvHk66VQtmxZfPzxx0hPT8fatWtVxyEiOxPcN8a+AgMDZWpqquoYRFQKt27dQr169dCoUSMkJSWpjuPSbt++jSeffBK3bt3CL7/8Al9fX9WRiKgUhBBpUspAY49xJpOIqBiJiYnIzMzEyJEjVUdxed7e3pg8eTKOHDmCpUuXqo5DRHbEmUw740wmkWuTUqJZs2a4efMmDh06BCGE6kguT0qJ559/HqdPn8aRI0dQvnx51ZGIyEqcySQistJ3332HvXv3Yvjw4SyYNiKEQFRUFM6ePYv58+erjkNEdsKZTDvjTCaRa2vTpg327duHEydOoFy5cqrjuJU2bdpgz549yMjIQOXKlVXHISIrcCaTiMgK+/fvxzfffINhw4axYNrBlClTkJ2djalTp6qOQkR2wJJJRGTCtGnTULFiRQwaNEh1FLcUEBCAt956C7Nnz8aJEydUxyEiG2PJJCIy4sSJE0hISEBYWBh0Op3qOG4rKioKXl5eiIyMVB2FiGyMJZOIyIhZs2bBy8sLw4cPVx3FrdWuXRsRERFYs2YNdu3apToOEdkQSyYRURF//vknFi5ciF69eqF27dqq47i98PBw1KxZEyNGjODlJoncCEsmEVER8+fPx/Xr1xEREaE6ikeoUKECoqKikJqaipUrV6qOQ0Q2wlMY2RlPYUTkWq5evYpHHnkE//d//4eNGzeqjuMxCgoK8Mwzz+DcuXM4fPgwKlSooDoSEVmApzAiIrLQ4sWLkZWVxVlMB/Py8sLs2bNx9uxZzJgxQ3UcIrIBzmTaGWcyiVxHfn4+6tevj9q1a/MgFEW6d++OzZs34/Dhw9wflsgFcCaTiMgCa9aswcmTJzmLqVB0dDTy8/MxduxY1VGIqJRYMomIAEgpMW3aNDRq1AgdOnRQHcdj1atXDyNGjMCKFSuQlpamOg4RlQJLJhERgO3bt2P//v0IDw+Hlxf/aVRpzJgxeOCBBzBy5Ehwly4i18V/SYmIAEydOhU1a9ZEz549VUfxeJUrV8bHH3+M//znP9i0aZPqOERkJZZMIvJ4P/zwA7777juMGjUKZcqUUR2HAISGhuLxxx9HeHg48vLyVMchIiuwZBKRx5s8eTIeeOABhIaGqo5CGh8fH0yfPh2///47YmNjVcchIiuwZBKRR9u7dy+2bNmC4cOH8wTgTqZ9+/Z4+eWX8dFHHyE3N1d1HCIqIZZMIvJoU6ZMQaVKlTBkyBDVUagIIQRmzpyJ7OxsREVFqY5DRCXEkklEHuvXX3/FunXr8O6770Kn06mOQ0Y0bdoUffr0QUxMDE6dOqU6DhGVAEsmEXmsqVOnonz58hg+fLjqKGTGpEmTAOj3nSUi18GSSUQe6fjx41i5ciVCQ0NRvXp11XHIjDp16mDAgAFYvHgxMjIyVMchIguxZBKRR5o+fTq8vb0xatQo1VHIAmPHjoWPj8+dWU0icn4smUTkcc6dO4fFixfjnXfeQa1atVTHIQvUrFkTgwYNwvLly/H777+rjkNEFmDJJCKPM3PmTOTn5yMyMlJ1FCqByMhIlCtXjrOZRC6CJZOIPEpWVhYWLFiAHj16wM/PT3UcKoEHH3wQYWFhWL16NU6ePKk6DhEVgyWTiDxKTEwMrl69ijFjxqiOQlYYMWIEhBCYNWuW6ihEVAyWTCLyGNnZ2ZgzZw66deuGRo0aqY5DVqhTpw569uyJhQsXIisrS3UcIjKDJZOIPMbMmTNx5coVfPDBB6qjUClERETg2rVrmD9/vuooRGQGSyYReYSsrCzMnTsX3bp1wz//+U/VcagUnnjiCXTo0AHz5s3DtWvXVMchIhNYMonII8ycORNXr17Fhx9+qDoK2UBERAT+/PNPrFixQnUUIjJBSClVZ3BrgYGBMjU1VXUMIo/2559/ol69eujQoQNWr16tOg7ZgJQSAQEBuH37Nvbv3w8hhOpIRB5JCJEmpQw09hhnMonI7c2YMQNXr17FhAkTVEchGxFC4N1338XBgwexc+dO1XGIyAiWTCJyaxcvXsQnn3yCN998k0eUu5kePXqgSpUq+OSTT1RHISIjWDKJyK3NmDED169f5xHlbui+++5D//798eWXX+Ls2bOq4xBRESyZROS2Lly4gE8++QQ9evTA448/rjoO2cGgQYNQUFCA2NhY1VGIqAiWTCJyW9OnT8eNGze4L6Yb8/PzQ7t27RAXF4e8vDzVcYjIAEsmEbml8+fPY/78+ejZsycee+wx1XHIjsLCwnD+/Hls3rxZdRQiMsCSSURuafr06bh58yZnMT1A27ZtUbNmTSxcuFB1FCIywJJJRG7njz/+wKeffopevXrh0UcfVR2H7MzHxwd9+/bF1q1bcebMGdVxiEjDkklEbic6Ohq3bt3iLKYH6devHwoKCrBkyRLVUYhIw5JJRG4lMzMTCxYsQO/evdGgQQPVcchB/Pz8EBQUhEWLFqGgoEB1HCICSyYRuZmpU6ciLy+Ps5geKCQkBCdPnkRycrLqKEQElkwiciNnzpxBbGws+vbtCz8/P9VxyME6deqEatWq8QAgIifBkklEbiMqKgoFBQUYN26c6iikQNmyZdGnTx9s2LABFy9eVB2HyOOxZBKRWzh16hTi4+PRv39/1K1bV3UcUiQkJAR5eXlYvny56ihEHo8lk4jcwpQpUyCEwNixY1VHIYUaNWqE559/HvHx8ZBSqo5D5NFYMonI5Z04cQKLFi1CSEgIHn74YdVxSLEBAwbg8OHD2Llzp+ooRB6NJZOIXF5UVBS8vLwwZswY1VHICXTv3h2VK1dGfHy86ihEHo0lk4hcWmZmJpYuXYq+ffuidu3aquOQE7jvvvvQq1cvJCYmIjs7W3UcIo/FkklELi0mJgb5+fkIDw9XHYWcyIABA3Dz5k18/vnnqqMQeSyWTCJyWTk5Ofjss8/wxhtvwN/fX3UcciJNmzZF8+bNeQAQkUIsmUTksubPn48rV65g9OjRqqOQExowYAAOHTqEn376SXUUIo/EkklELunatWuYM2cO2rVrhyZNmqiOQ07ozTffRMWKFXkAEJEiLJlE5JKWLFmCP//8k0eUk0n3338/evTogS+++AKXLl1SHYfI47BkEpHLKSgowLx58/D000+jRYsWquOQEwsNDcX169exatUq1VGIPA5LJhG5nKSkJBw+fBjvvfee6ijk5Jo1a4amTZsiLi6OBwARORhLJhG5nHnz5uHBBx9Et27dVEchJyeEQGhoKPbt24c9e/aojkPkUVgyicilHD16FFu2bMHAgQNRpkwZ1XHIBfTq1QsVK1bEvHnzVEch8igsmUTkUubPnw9vb2+EhYWpjkIuolKlSujbty8SEhJw7tw51XGIPAZLJhG5jKtXr2Lx4sXo1q0bHnroIdVxyIUMHToU+fn5WLBggeooRB6DJZOIXMbatWvx119/YeDAgaqjkItp0KAB2rVrhwULFuDmzZuq4xB5BJZMInIZixYtQoMGDfCvf/1LdRRyQcOGDcOFCxfwxRdfqI5C5BFYMonIJfz+++/YuXMn+vXrByGE6jjkgoKCgtCoUSPExMTwdEZEDsCSSUQuYfHixfD29sbbb7+tOgq5KCEE3n//fezbtw/bt29XHYfI7bFkEpHTy8/Px7Jly9C2bVse8EOl0rt3b9SuXRtTpkxRHYXI7bFkEpHT++abb/DHH3+gf//+qqOQiytTpgzCw8Px3//+F7t27VIdh8itCWfZL0UIEQpAByBX+5ohpVxrz+WUZp1CiCQpZXBx4wIDA2VqaqoliyQiE3r16oWtW7fijz/+4AnYqdSuXbuGRx55BE8//TQ2b96sOg6RSxNCpEkpA4095uPoMMYIIaIBZEkppxneJ4TwM7zPlsspzTqFEF0BBFmai4isd/XqVWzcuBE9e/ZkwSSbuO+++zBixAiMGzcOe/fuxVNPPaU6EpFbUj6TKYTwA5Ampaxi5LEcAPWklLm2XE5p1imE0AGIB9BVSlnsIa6cySQqnS+++AI9evTAt99+i5deekl1HHITubm5qFu3Ll566SVs2LBBdRwil2VuJtMZ9skMA5Bs4rEMAKF2WE5p1hkKIMHCTERUSqtXr0bNmjV5bkyyKZ1Oh/DwcGzcuBE///yz6jhEbskZSmYQ9MXOmAwAxe73aMVyrFqnECIA+nKaa2EmIiqF7OxsbN26FW+++Sa8vb1VxyE3M2zYMFSvXh1jx45VHYXILTlDyQwAkGXisQwARqdgS7kca9cZJKVMtzAPEZXSl19+iby8PPTo0UN1FHJDFStWxLhx47Bjxw6kpKSojkPkdpyhZBZHp2A594zVjkSPs1EWIrLA2rVr4e/vj2bNmqmOQm5q4MCBqFOnDsaOHcurABHZmNKSqR1EA5Ry83NJlmPNOrUDhbItOQBJGx8qhEgVQqRevHjR0tUQkYFLly5hx44d6Ny5My8jSXZTtmxZfPTRR9i9ezcPACKyMVeYyXQGXUtyzk4pZZyUMlBKGVi9enV75iJyW5s3b0ZeXh46d+6sOgq5uT59+uDxxx/H2LFjkZ+frzoOkdtQWjINZgZ1jlpOSdepnROzxCeFJ6LSWb9+PWrUqIFnn31WdRRycz4+PoiKisJvv/2GJUuWqI5D5DacfSZTB9scyV2S5dwZq21aryqlNHUkOhHZwfXr17FlyxZ06tQJXl7O/s8UuYPXXnsNzz//PD788ENcvXpVdRwit+AMV/xJBuBv4rGqACw9k3lJlmPp2FAAzYUQRY868AMAIUSs9vdEKaWp824SUQklJSXh2rVr3FRODiOEwLRp09CiRQvExMRg3LhxqiMRuTxnKJnp0J9SyBg/ALEmHivNciwaa+rykoWXlZRShlmYjYhKYP369ahcuTKv8EMO9X//93947bXXEB0djdDQUHCfeqLScYbtULEwcl5KbVN1AIA1Rh7zK+VySrxOInKM/Px8bNq0CR06dOC1ysnhoqKicPXqVfz73/9WHYXI5Skvmdr+jnFCiOgiD0UDiCx62iAhRBqAY9rVd6xaTknXaURVLYuumHFEVEI7d+5EVlYWunTpojoKeaCGDRuif//++Oyzz5CRwd3xiUpDOMvJZ7WTneugP+jGH8AeY6cN0ophVwDBxg7IsXQ5JR2rje8K4A3oL0upg36zewaAAaaKaWBgoExNtXS3UiIaMWIEPvvsM2RlZaFChQqq45AHyszMRP369dGpUyesWrVKdRwipyaESJNSGr1SotOUTHfFkklUMo899hj8/f2xZcsW1VHIg40bNw5TpkxBamoqrzhFZIa5kql8czkRUaGjR4/i999/R7t27VRHIQ8XERGBatWqITIykpebJLISSyYROY3C2UuWTFKtcuXKmDBhAlJSUrB9+3bVcYhcEjeX2xk3lxNZrnXr1jh16hR+/fVX1VGIcPPmTTRs2BCVKlVCeno6LwxAZAQ3lxOR07t69Sq+++47zmKS0yhbtiwmT56M/fv38wAgIiuwZBKRU9ixYwdu3brFkklO5Y033kBAQADGjx+PGzduqI5D5FIsKplCiEpCiLpCiJftHYiIPNPmzZtRsWJF/Otf/1IdhegOLy8vREdH4+TJk/j0009VxyFyKWZLphDiiBAiC/qTlPsBOO6QVETkUaSU2LJlC4KDg3mVH3I6QUFBaNWqFSZPnozc3FzVcYhcRnEzmf4AukspB0kpd0gpWTKJyOYOHTqE06dPc1M5Oa3o6Gjk5OQgOrroheKIyJTiSma6lDLFIUmIyGPx1EXk7Jo2bYpevXohJiYGZ86cUR2HyCUUVzLvumyjEKKyEGKAEGKNtil9jxBilBCiqf0iEpG727JlC5o2bYqaNWuqjkJk0qRJk3D79m3OZhJZqEQlU0p5SUoZL6XsDuASgFAp5Qwp5T57BSQi95aTk4Pvv/8e7du3Vx2FyKy6deuid+/eWLhwIS5cuKA6DpHTK65kmjtTe6qUcq+xB3gUOhFZKikpCbdv3+amcnIJ4eHhuHnzJubNm6c6CpHTK65k6sw8lmPmsW4lj0JEnmjz5s2oWrUqnnnmGdVRiIr1+OOPo1OnTvjkk09w+fJl1XGInJpPMY8HCiFaAhBGHvMz8ZgOQJANshGRmysoKMC2bdvQunVreHt7q45DZJHIyEisX78ecXFxGDlypOo4RE6ruJLZDEAyjJdMwPSMJS+ITkTF2rt3Ly5cuIC2bduqjkJksWeeeQYtW7bErFmzMHToUJ7blciEYk9hBKA+9OfLtPRWH4DRfTWJiAxt3boVANC6dWvFSYhKJjw8HJmZmVi3bp3qKEROq7iZzGRrTsAuhEi2Mg8ReZCtW7ciMDAQ//jHP1RHISqR1q1bo0GDBpg7dy569OihOg6RUzI7kymlHG3NQq19HhF5juzsbPz000/cVE4uycvLC0OHDsVPP/2E3bt3q45D5JSK21xulBCirhDiZe1WydahiMj9JSUloaCggCWTXNbbb7+N+++/H3PnzlUdhcgpWVwyhRBNhRDfCCFuAzgGIEm75WhX/2lpr5BE5H62bt2KqlWr4umnn1YdhcgqlSpVQt++fbFmzRqcO3dOdRwip2NRyRRCrIH+ICABYDSA7gBaaV8HAtgHYJ0QYhtnNomoOAUFBdi6dStatWrFUxeRS3v33XeRl5eH2NhY1VGInE6xJVMIsV37YxUpZSsp5XQp5TopZYr2NV5K2Q2AH4CTAFLsGZiIXB9PXUTuokGDBmjdujUWLVqE/Px81XGInIrZkimEeB1ArpSyu5TykrmxUspcKWUYgDQhRIgtQxKReyk8dVGbNm0UJyEqvbCwMJw5cwbbtm1THYXIqRQ3kxkKoESFUUo5ELysJBGZwVMXkTvp0KEDatSogbi4ONVRiJxKcSXzkpTyLyuWa3bWk4g8F09dRO7G19cX/fr1w+bNm3HmzBnVcYicRnElM9vK5Vr7PCJyczx1EbmjkJAQFBQUYPHixaqjEDmN4kqmtdcgz7XyeUTk5njqInJH9erVQ6tWrbBw4ULcvn1bdRwip2DVydgtUNlOyyUiF1ZQUIBt27bx1EXklkJDQ3H69Gl88803qqMQOYXirl0eqJ1kPacEy6wKIND6SETkrvbt24fz589zUzm5pY4dO+LBBx9EbGws2rVrpzoOkXLFlcxmAJKhPwm7JaQ21trN7ETkxgpPXdS6dWvFSYhsz9fXF++88w5mzJiBzMxM1KxZU3UkIqWK21yeDqA+AH8Lb/W121475SUiF7Zp0yY0b94cDz74oOooRHbRv39/3L59G8uWLVMdhUi54kpmspTyeAlvGdDPfhIR3XH+/Hns3r0bHTt2VB2FyG4aNGiAl156CYsWLUJBQYHqOERKmS2ZUsrR1izU2ucRkfvavHkzpJR49dVXVUchsquQkBAcO3YM//nPf1RHIVLKXkeXExHd5auvvkKdOnXQpEkT1VGI7KpLly7Q6XSIj49XHYVIKYtKphCiqRBilBAiSgjxpL1DEZF7uXHjBpKSktCxY0cIYelxhESuqXz58njrrbewbt06ZGVlqY5DpEyxJVMIMQr6A4CmAYgEkC6EGGnvYETkPnbs2IFr165xUzl5jJCQENy6dQsrV65UHYVIGbMlUwjxFICBALoBqKLdWgMYxBlNIrLUpk2bULFiRbz00kuqoxA5xJNPPonmzZsjPj4eUvKsfuSZipvJHA0gWEq5Tkp5SbslQ3+y9bH2j0dErk5KiU2bNqF169YoW7as6jhEDhMSEoJDhw5hz549qqMQKVFcyRRSyuNF75RS5gK4534ioqL27t2Ls2fPclM5eZw333wT9913HxYuXKg6CpESxZXMbDOP/WnLIETknjZt2gQhBC+zRx6nUqVKeOONN7B69WpcuXJFdRwihyuuZHJHEiIqlY0bN+K5555D9erVVUchcriQkBBcuXIFCQkJqqMQOZxdzpMphPjMHsslIteSkZGBvXv3okuXLqqjECnx3HPPoWHDhtxkTh7Jp5jHA4UQLQHkGHnMXwjxsqnnlS4WEbmDL7/8EgBYMsljCSEQEhKCkSNH4tChQ/jnP/+pOhKRwwhzp1YQQhRAv8m8pGdPllJK79IEcxeBgYEyNTVVdQwiJZ577jncunULaWlpqqMQKXPx4kXUqlULQ4YMwezZs1XHIbIpIUSalNLo5GJxm8vTAdQH4F+CW30Ae22SnIhc1pkzZ/DTTz/h9ddfVx2FSKnq1aujU6dOWL58OW7evKk6DpHDFFcyk6WUx0t4ywCQ7IjwROS81q9fDwAsmUQABgwYgOzsbGzYsEF1FCKHMbu5nEqPm8vJU7300kv4888/cejQIdVRiJQrKCiAn58f6tevj+RkzsOQ+yjN5nIiohK7cOECdu7cyVlMIo2Xlxf69++PlJQUZGRkqI5D5BAsmURkcxs2bEBBQQFLJpGBd955B15eXli8eLHqKEQOwZJJRDaXmJiI+vXro3HjxqqjEDmNOnXqoE2bNliyZAny8/NVxyGyO5ZMIrKpP/74Azt27MCbb74JIUp69jMi9xYSEoLMzExs2rRJdRQiu2PJJCKbWrNmDQoKCtCzZ0/VUYiczquvvopHHnmE58skj8CSSUQ2tWrVKjRt2hQNGzZUHYXI6fj4+GDYsGHYuXMn9uzZozoOkV2xZBKRzWRkZODnn39Gjx49VEchclr9+/dHpUqVOJtJbo8lk4hsZvXq1QCAN998U3ESIudVqVIlDBgwAGvWrMHp06dVxyGyG5ZMIrIJKSVWrVqFf/3rX3j44YdVxyFyakOHDgUAzJs3T3ESIvthySQimzh48CD+97//cVM5kQUeeeQRdOvWDQsWLEB2drbqOER2wZJJRDaxatUq+Pj4oFu3bqqjELmEsWPH4vLly4iJiVEdhcguWDKJqNQKCgqwevVqBAcH44EHHlAdh8glNG7cGK+//jrmzJmDnJwc1XGIbI4lk4hK7dtvv8WpU6fQu3dv1VGIXMoHH3yAv/76i7OZ5JZYMomo1JYsWYLKlSujU6dOqqMQuZQmTZqgc+fOmDNnDvfNJLfDkklEpXLp0iWsW7cOPXr0QPny5VXHIXI5H3/8Mf766y9MnjxZdRQim2LJJKJSSUhIwI0bN9C3b1/VUYhcUuPGjdG3b1/MmzcPGRkZquMQ2QxLJhGVytKlS9GoUSM0b95cdRQilzVx4kT4+vpizJgxqqMQ2QxLJhFZ7bfffsOPP/6Ivn37QgihOg6Ry6pVqxZGjRqFNWvW4IcfflAdh8gmWDKJyGpLly6Ft7c33nrrLdVRiFxeeHg4atWqhcGDByM/P191HKJSY8kkIqvk5+dj+fLlaNeuHWrUqKE6DpHLq1ixIubMmYP9+/fzcpPkFlgyicgq27dvx7lz53jAD5ENdenSBe3bt8eECRNw+vRp1XGISoUlk4isEh8fj+rVq6N9+/aqoxC5DSEE5s2bh4KCAgwbNkx1HKJSYckkohI7e/YsNm3ahH79+qFMmTKq4xC5lXr16uHDDz/E+vXrkZCQoDoOkdVYMomoxBYtWoTbt28jNDRUdRQitzRy5Eg888wzGDx4MP744w/VcYiswpJJRCWSn5+P+Ph4tG7dGn5+fqrjELklHx8fLFu2DNeuXcOAAQMgpVQdiajEWDKJqES2bNmCM2fOYODAgaqjELm1xx57DFFRUfj666+xbNky1XGISkzwf0f2FRgYKFNTU1XHILKZ9u3bY9++fTh58iR8fHxUxyFyawUFBWjZsiX27duHgwcP4uGHH1YdieguQog0KWWgscc4k0lEFjtx4gS2bt2KkJAQFkwiB/Dy8sKSJUtw+/Zt9O3bFwUFBaojEVmMJZOILBYfHw8hBEJCQlRHIfIYfn5+mD17Nnbs2IFPPvlEdRwii7FkEpFF8vLysGjRInTo0AF16tRRHYfIo4SEhKB9+/aIjIzEb7/9pjoOkUVYMonIIuvXr8f58+cRFhamOgqRxxFCYOHChahQoQJ69+6NvLw81ZGIisWSSUQWmTdvHvz8/NC6dWvVUYg8Uo0aNbBgwQKkpqYiKipKdRyiYrFkElGx0tPTsWvXLrz77rvw9vZWHYfIY3Xt2hW9evXCpEmTwDOXkLNjySSiYs2bNw8VKlRA3759VUch8njz5s3Dgw8+iD59+uD69euq4xCZxJJJRGZduHABq1atwttvvw2dTqc6DpHHq1KlCpYsWYJff/0VY8eOVR2HyCSWTCIyKz4+Hrdu3cK7776rOgoRaYKDgzFkyBDExMTg22+/VR2HyChe8cfOeMUfcmV5eXmoW7cu/vnPf+Kbb75RHYeIDFy9ehVPPfUUbt68iQMHDqBy5cqqI5EH4hV/iMgqX375JTIzM/Hee++pjkJERVSoUAHLly/HmTNn8P7776uOQ3QPlkwiMmnu3Lnw9/dH27ZtVUchIiOeffZZhIeHY/HixdixY4fqOER3cZrN5UKIUAA6ALna1wwp5Vp7LqeEYyMAVAMQoN0Va0k+bi4nV5WamormzZsjJiYGw4YNUx2HiEy4fv06GjduDAA4ePAgypcvrzgReRJzm8t9HB3GGCFENIAsKeU0w/uEEH6G99lyOVaMjZJS5mp/DwCQIoR4Q0rZrWTfLZFrmDNnDipWrMjTFhE5ufLlyyMuLg6vvPIKPv74Y0ydOlV1JCIATjCTKYTwA5Ampaxi5LEcAPUKy52tllPCsaEAkqWUGUXGBQFIAtDN3IwmZzLJFZ0+fRp+fn4YOnQoZs2apToOEVmgf//+WLZsGVJTU9G0aVPVcchDOPuBP2EAkk08lgEg1A7LKclY/6IFEwCklMnQb2bnhZzJ7cydOxdSSm4mJ3Ih06dPR7Vq1RASEoL8/HzVcYicomQGQV/sjMkAEGyH5ZRkbIQQItHE2FQARts7kau6dOkSYmNj0b17dzzyyCOq4xCRhapWrYq5c+ciLS0Nc+fOVR2HyClKZgCALBOPZcDyEleS5ZRkrKkZTwCoCiDbwnxELiE+Ph6XL1/GyJEjVUchohLq3r07OnTogPHjx+P48eOq45CHc4aSWRydguXcGSulDDZzcE8AzJdQIpdy69YtxMTEoGXLlmjWrJnqOERUQkIIfPrpp/D29sbgwYOh+rgL8mxKS6YQQqf9MddRy7HhOgv324w29pgQIlUIkXrx4sXSrIbIodasWYOzZ89i1KhRqqMQkZXq1KmDyZMnY9u2bfjiiy9UxyEP5gozmU5HK6rR0B9ZbuygoDgpZaCUMrB69eoOz0dkDSklZsyYgUaNGqFNmzaq4xBRKQwZMgRPP/00hg0bhqwsU3uHEdmX0pJpcGoinaOWY6N1JgKItOZk8UTOKiUlBfv378eoUaPg5cX/fxK5Mm9vb8THxyMnJwfh4eGq45CHcvZPEh1KuVnbiuWYHaudmD1RShlX2lBEzmT69OmoUaMGevbsqToKEdlAkyZNMGrUKCxZsoSXnCQlnKFkJgPwN/FYVehPE2Tr5Vi1Tu3SksdYMMndHDhwANu3b8d7772HsmXLqo5DRDbywQcfwN/fH2FhYbh+/brqOORhnKFkpgPwM/GYH/Sbpm29nBKvUwjRFUBu0YKpXfmHyKXNnDkTFSpUQFgYry1A5E7Kly+PBQsW4OjRo5g8ebLqOORhnKFkxsLIuTC1g2sCAKwx8pixgliS5ZRonYVF0sQMpqUniydySmfOnMGqVavQv39/VK1aVXUcIrKxoKAg9OnTB9HR0Th06JDqOORBlJdM7ejsOG1fR0PR0B9ck2t4pxAiDcAxIUSAtcspyVhtPWHan7sa3EK1zee6kny/RM5m7ty5KCgowPDhw1VHISI7mTlzJipXrowBAwagoKBAdRzyEMJZTtSqnXdSB/1BN/4A9hg7elsrhl0BBBs7fZCly7F0rBAiB+aLZKSUcpqpBwMDA2VqqqW7lRI51qVLl/Dwww+jTZs2SEhIUB2HiOxoxYoV6NOnD+bPn4/BgwerjkNuQgiRJqU0enVGpymZ7oolk5xZVFQUxo4di/T0dDz11FOq4xCRHUkp0apVK/z888/49ddfUatWLdWRyA2YK5nKN5cTkRrXr19HTEwMWrduzYJJ5AGEEFiwYAHy8/MxdOhQ1XHIA7BkEnmopUuX4sKFCxg9erTqKETkIP7+/vjoo4+wfv16rF+/XnUccnPcXG5n3FxOzig/Px+PPvoo/vGPf+DHH3+EEEJ1JCJykLy8PDRv3hwXL17Er7/+ikqVKqmORC6Mm8uJ6C6JiYk4fvw4xowZw4JJ5GF8fX0RHx+Pc+fOYcyYMarjkBtjySTyMFJKTJ06FQ0bNsSrr76qOg4RKdC8eXO89957+Oyzz/DDDz+ojkNuiiWTyMNs27YNBw4cQGRkJLy8+E8AkaeaNGkS6tSpg379+vGSk2QX/IQh8jBTp05FnTp10KNHD9VRiEih+++/H4sWLcLhw4cxbtw41XHIDbFkEnmQH374Af/9738xcuRIlClTRnUcIlIsKCgIgwYNQkxMDHbu3Kk6DrkZHl1uZzy6nJxJx44d8cMPP+DkyZOoUKGC6jhE5ASuXLmCJ598EgCwf/9+VKxYUXEiciU8upyIcOjQIWzatAnvvfceCyYR3VGxYkUsWbIEx48fR2RkpOo45EZYMok8xLRp01ChQgUMGTJEdRQicjIvvPAChg8fjk8//RQpKSmq45CbYMkk8gAnTpzAqlWrEBoaimrVqqmOQ0ROaPLkyXjsscfQr18/5Obmqo5DboAlk8gDTJ06Fd7e3nj//fdVRyEiJ1W+fHksX74cmZmZGDhwIHjMBpUWSyaRmzt9+jQWL16Mfv36oXbt2qrjEJETe/rppzFx4kQkJCRg6dKlquOQi2PJJHJz06ZNg5QSo0ePVh2FiFxAREQEWrZsiaFDh+Lw4cOq45ALY8kkcmPnzp1DfHw83n77bTzyyCOq4xCRC/D29saKFStQrlw59OjRAzdv3lQdiVwUSyaRG5s+fTry8/MxZswY1VGIyIXUqlULixYtwt69e3laI7IaSyaRmzp//jwWLFiAt956C/7+/qrjEJGLee211/Dee+9hzpw5WL16teo45IJYMonc1MyZM3Hz5k2MHTtWdRQiclHTp0/H//3f/yEkJAQHDx5UHYdcDEsmkRs6d+4cPvnkE/To0QOPPvqo6jhE5KLKlCmDxMREVKpUCV26dMGlS5dURyIXwpJJ5Ib+/e9/Iy8vDx9//LHqKETk4h566CEkJibixIkTeOutt3D79m3VkchFsGQSuZljx44hLi4OISEh3BeTiGyiRYsWmDNnDr7++muEh4erjkMuwkd1ACKyrQ8//BC+vr6YMGGC6ihE5EYGDx6Mw4cPY/bs2WjQoAEGDRqkOhI5OZZMIjdy4MABrFq1CuHh4ahZs6bqOETkZmbNmoXjx4/j3XffRd26ddG2bVvVkciJcXM5kZuQUmLEiBGoXLkyz2tHRHbh7e2NVatW4cknn0T37t2RmpqqOhI5MZZMIjexceNG7NixAxMnTkTVqlVVxyEiN1WxYkV8/fXXeOCBB9CmTRv8+uuvqiORkxJSStUZ3FpgYKDk//TI3m7cuIEnnngC5cuXx759++Djwz1hiMi+jh49ihYtWsDHxwe7du1C3bp1VUciBYQQaVLKQGOPcSaTyA3Mnj0bGRkZiImJYcEkIoeoX78+tm/fjqtXryI4OBjnz59XHYmcDEsmkYv7/fffMXHiRHTp0gVBQUGq4xCRB2nSpAm2bNmCzMxMtGrVCllZWaojkRNhySRyYQUFBQgJCUG5cuXwySefqI5DRB7oueeew4YNG3D48GEEBwcjOztbdSRyEiyZRC4sNjYWO3fuxKxZs/DQQw+pjkNEHio4OBgbNmzAL7/8glatWiEnJ0d1JHICLJlELurw4cMIDw9HUFAQ3nnnHdVxiMjDtWnTBl9++SUOHDiA1q1bIzc3V3UkUowlk8gFXb9+Hd27d0e5cuWwZMkSCCFURyIiQvv27bFu3Trs27cPbdq0wV9//aU6EinEkknkgkaOHIkDBw5g2bJlqF27tuo4RER3vPrqq0hMTERaWhratGmDy5cvq45EirBkErmYJUuW4LPPPsPIkSPRvn171XGIiO7x2muvISEhAbt370bbtm1ZND0USyaRC/nuu+8QGhqK4OBgREVFqY5DRGRSly5d8MUXX+Cnn35C+/btceXKFdWRyMFYMolcxOHDh9GlSxc0aNAAa9asga+vr+pIRERmde3aFatWrcL333+PDh064OrVq6ojkQOxZBK5gCNHjqBly5bw9fXF119/DZ1OpzoSEZFFunfvjhUrVmDnzp3o2LEjrl27pjoSOQhLJpGTO3r0KFq2bIm8vDykpKTAz89PdSQiohLp2bMnli5dim+//RadOnXCjRs3VEciB2DJJHJiGRkZaNmyJW7cuIEdO3bgn//8p+pIRERW6d27NxYvXozk5GR07tyZRdMDsGQSOanjx4+jZcuWuHbtGlJSUtC4cWPVkYiISuWdd95BfHw8tm3bhq5du+LmzZuqI5EdsWQSOaETJ06gZcuWuHz5MpKTk/Hkk0+qjkREZBP9+/dHbGwsNm/ejO7du+PWrVuqI5GdsGQSOZlTp06hZcuWuHTpEpKSkvDUU0+pjkREZFOhoaGYP38+vvrqK7z55pvIy8tTHYnsgCWTyIlkZmaiZcuWyMnJwfbt29GsWTPVkYiI7GLw4MGYO3cu1q9fj549e7JouiEf1QGISO/ixYsICgrChQsXkJSUhObNm6uORERkV0OHDkV+fj7ef/99eHt74/PPP4ePD6uJu+ArSeQEcnNz0apVKxw/fhzbtm3Ds88+qzoSEZFDjBgxArdv30Z4eDi8vb2xfPlyeHt7q45FNsCSSaTYlStX0LZtW/zyyy/46quv8OKLL6qORETkUKNGjUJ+fj7GjBkDb29vLFmyhEXTDbBkEil0/fp1dOzYEXv27EFiYiLatGmjOhIRkRKjR49Gfn4+JkyYAB8fHyxcuBBeXjx0xJWxZBIpcuvWLbz++uv47rvvsGLFCnTu3Fl1JCIipcaPH4/bt2/jo48+go+PDxYsWMCi6cJYMokUyM/PR8+ePbF161bExcWhV69eqiMRETmFDz74AHl5eZg8eTJ8fHwwf/58CCFUxyIrsGQSOVhBQQH69euHdevWYfbs2RgwYIDqSERETkMIgUmTJiEvLw/Tpk2Dr68vYmJiWDRdEEsmkQNJKTFkyBCsWLECkyZNwvDhw1VHIiJyOkIITJ06Fbdu3UJMTAx8fX0xffp0Fk0Xw5JJ5CBSSowYMQILFixAZGQkxo0bpzoSEZHTEkJg1qxZyM/Px8yZM+Hr64spU6awaLoQlkwiB5BSIiIiAnPmzMHw4cMRFRXFfyiJiIohhMDcuXORl5eHqVOnwtfXFxMnTlQdiyzEkklkZ1JKjB8/HjNmzMDgwYMxa9YsFkwiIgsJIfDpp58iPz8fkyZNgq+vLyZMmKA6FlmAJZPIjm7fvo333nsPn376KUJDQzFv3jwWTCKiEvLy8kJcXBzy8vLwwQcfwNfXF6NHj1Ydi4rBkklkJzdu3MDbb7+NNWvWICIiAlOnTmXBJCKykpeXFxYvXnzXlYHCw8NVxyIzWDKJ7ODUqVPo0qUL0tLSMH36dIwaNUp1JCIil+ft7Y1ly5bh9u3biIiIwOXLl/Hxxx/zP/BOiiWTyMYSExMxaNAg5OXlYePGjejYsaPqSEREbsPHxwcrV65ExYoVMWnSJGRnZ2Pu3Lm8MpATYskkspGTJ09i1KhRWLt2LZo1a4aVK1fiscceUx2LiMjteHt7Iz4+HlWrVsX06dORk5ODpUuXwtfXV3U0MsCSSVRKp06dQkxMDObPnw8vLy9MnjwZERER8PHhrxcRkb0IITBt2jRUrVoVY8aMwR9//IHExERUrVpVdTTS8FOQyAp5eXn49ttvER8fjy+//BIA0KdPH0yaNAm1a9dWnI6IyHOMHj0aDz30EAYMGIBnn30WX3/9NR599FHVsQgAd2AgslBeXh62b9+OkJAQ1KhRA61bt0ZKSgpGjRqF48ePY8mSJSyYREQKvP3229ixYwdycnLwzDPPYPv27aojETiTSWTWrVu3kJKSgrVr12LDhg3Izs7G/fffj44dO6Jbt25o3bo1ypUrpzomEZHHa9GiBXbv3o2OHTuiTZs2GDt2LD766CPuuqQQf/JERdy6dQvbtm3D2rVr8dVXX+HSpUuoVKkSXn31VXTv3h2tWrVisSQickL16tXDTz/9hKFDh2Ly5MnYuXMnVq5cya1MirBkEmn27duHJUuWYOXKlcjKykKVKlXQpUsXdO3aFa+88grKli2rOiIRERWjQoUKWLx4MVq2bIlBgwbhiSeewMyZM9G/f3+eT9PBhJRSdQa3FhgYKFNTU1XHIBMuXbqE5cuXY/Hixdi3bx/KlCmDTp064Z133kFQUBBPh0FE5MKOHTuGkJAQfPfdd3jllVfw2WefoUGDBqpjuRUhRJqUMtDYYzzwhzzSr7/+isGDB6NWrVp477334O3tjU8++QTnzp1DQkIC2rZty4JJROTi/P39kZKSggULFmD37t144oknMHLkSOTm5qqO5hFYMslj3L59G1999RWCg4PRqFEjLF68GN26dUNaWhpSU1MxZMgQnl+NiMjNeHl5ISwsDL///jv69OmD2bNno379+pg2bRouX76sOp5bY8kkt3fjxo07m0hee+01/Pbbb5gyZQpOnz6NJUuWICAgQHVEIiKysxo1amDhwoVIT09HQEAAIiMjUbduXUycOBHZ2dmq47kllkxyW9euXUNMTAz8/f0xePBgPPjgg0hMTMTx48cxZswYVK9eXXVEIiJysKZNm2L79u34+eef0aJFC3z44YeoVasW3nnnHfz444/gsSq2w5JJbufy5cuYNm0a6tWrhxEjRuDRRx9FSkoKfvjhB3Tt2pXnTCMiIjz99NPYuHEjDhw4gL59+2LdunV4/vnn0bhxY/z73//GkSNHVEd0eTy63M54dLnj5ObmYt68eYiJiUF2djZat26N8ePHo0WLFqqjERGRk7t8+TJWrVqFzz//HLt27QIABAQE4PXXX0f79u3RpEkTngLJCHNHl7Nk2hlLpv1lZWVh9uzZmDdvHv766y907NgR48aNw9NPP606GhERuaDTp08jMTERCQkJ2L17NwCgVq1aaNeuHdq1a4dXXnkF999/v+KUzoElUyGWTPs5f/48Zs6ciU8//RTXrl3D66+/jnHjxqFp06aqoxERkZs4d+4ctm3bhs2bN2P79u24fPkyfH198cILL6Bt27Zo164dHn/8cY+d5WTJVIgl0/bOnj2LadOmIS4uDrdu3UKPHj0wduxYNGrUSHU0IiJyY7du3cL333+PrVu3YsuWLfjll18AAHXr1r1TOFu2bIkKFSooTuo4LJkKsWTazokTJzB16lQsWbIEBQUF6N27N8aMGcOrNxARkRKnTp26UzhTUlJw9epVlC1bFi+++CLatWuHLl26oE6dOqpj2hVLpkIsmaV35MgRREVFYcWKFfDy8kK/fv3unN+MiIjIGdy8eRM7d+68Uzp/++03AMDzzz+PN998E127dsVDDz2kOKXtsWQqxJJpvYMHD2Lq1Kn44osvUKZMGYSGhiI8PBy1a9dWHY2IiMiso0ePYs2aNUhISMCBAwcghMCLL76IXr16oWvXrtDpdKoj2gRLpkIsmSX3/fffIyoqCps3b0bFihUxcOBAjBw5EjVq1FAdjYiIqMR+/fVXJCQkYPXq1fj9999RpkwZtG/fHr169UL79u1Rrlw51RGtxpKpEEumZfLy8vDVV19hzpw52LlzJ6pVq4Zhw4bxeuJEROQ2pJRIS0vDypUr8cUXX+CPP/5A5cqV8frrr6NXr1548cUX4e3trTpmibBkKsSSad7p06excOFCxMfH49y5c3j44Yfx/vvvIyQkxKOOziMiIs9y+/Zt7NixAytXrsS6detw5coV1KpVCz169ECvXr3w5JNPusRpkVgyFWLJvFdmZibWrVuHhIQEfP/99xBCoE2bNhg0aBDatWvncv+LIyIiKo1r165h06ZNWLlyJbZu3Yr8/Hw0atQIvXr1QufOnZ36PJwsmQqxZAIXL17Ezz//jJSUFKSkpODgwYMAgMaNG+ONN95Az549Ua9ePcUpiYiI1MvKykJiYiI+//xzfP/99wCAKlWq4Nlnn0XDhg3h5+eHOnXq4P7770eFChUgpcSNGzdw48YNXL58GdnZ2cjOzkbt2rXx1ltv2T0vS6ZCnlAy8/Pzcf78eZw9exaZmZk4e/Yszp49i19++QXp6ek4c+YMAKBs2bJo0aIFXnnlFXTq1AkNGzZUnJyIiMh5nThxAjt27MCPP/6I3bt348iRI7h+/bpFz23Tpg22bt1q54QsmUq5csmUUiInJ+eu8mjs6/nz51FQUHDXc729vVG/fn00a9YMAQEBaNasGZ555hmUL19e0XdDRETk2qSUdyZ1rly5gitXrsDLywtly5ZFuXLlUKFCBVSrVg3VqlVz2OetuZLp45AEFhBChALQAcjVvmZIKdfaczn2Gusqrl+/juPHjyMjIwPHjh3DqVOn7sxCZmZmIjMzEzdu3LjnedWqVUOtWrVQs2ZNNG3aFDVr1rzz98Kv1atX576VRERENiSEQI0aNVzmlH5OUTKFENEAsqSU0wzvE0L4Gd5ny+XYa6wzkVLi4sWLd0pk0a+ZmZl3jb/vvvvulMRnn33WaHl86KGHXPp8XkREROQYyjeXCyH8AKRJKasYeSwHQD0pZa4tl2OvscY4YnN5RkYGjhw5YrRMXrly5a6xtWrVgp+fH/z9/eHv73/nz35+fnjggQec9ug1IiIicj7Ovrk8DECyiccyAIQCsGS2sCTLsddYJTp37owDBw4A0B9cU1gcX3rppbuKZN26dblPJBERETmEM5TMIJgvccGwrMSVZDn2GqvE7Nmz4ePjA39/fzz00EPw8vJSGYeIiIgIztBGAgBkmXgsA4DRKdhSLsdeY5V4+eWX8cILL6BWrVosmEREROQUXKGR6BQsx15jiYiIiDyC0pIphNBpf8x11HLsNbbI80KFEKlCiNSLFy+W5KlEREREbsEVZjJdjpQyTkoZKKUMrF69uuo4RERERA6ntGQanPpH56jl2GssEREREf3N2WcydSjlpnQrlmOvsUREREQewxlKZjIAfxOPVQVg6ZnMS7Ice40lIiIiIjhHyUwH4GfiMT8AiXZYjr3GEhERERGc+LKS2pHdOQCqFL1so3bN8Axrl2OvscY44rKSRERERCqYu6yk8plMrSzGCSGiizwUDSDSSMFMA3BMCBFg7XLsNZaIiIiI9JTPZBYSQoTi7wNp/AHskVKuNTIuGkBXAMFFZzNLshx7jjXEmUwiIiJyV+ZmMp2mZLorlkwiIiJyV069uZyIiIiI3A9LJhERERHZHEsmEREREdkc98m0MyHERQAnHbCqBwD86YD1kPPie4AAvg+I7wHSc9T74BEpZXVjD7BkugkhRKqpHW/JM/A9QADfB8T3AOk5w/uAm8uJiIiIyOZYMomIiIjI5lgy3Uec6gCkHN8DBPB9QHwPkJ7y9wH3ySQiIiIim+NMJhERERHZHEsmEREREdkcSyYRERER2ZyP6gBUckKICADVAARod8VKKdeaGBsKQAcgV/uaYYux5ByEEDoA0QCSzL1WfB+4N75m7om/31TIVT/3WTJdjBAiGkCUlDJX+3sAgBQhxBtSym5GxmZJKacZ3ieE8DO8r6RjST0hRCyAqgD2AAgFkGRmLN8Hboyvmfvh7zcZcuXPfR5d7kK0/3EkSykzitwfBP0/Qt0K/wcihPADkCalrGJkOTkA6hm8YS0eS85HCCFh8NoXeYzvAzfG18z98ffbs7n65z73yXQt/kXfaAAgpUyGfqo7zODuMADJJpaTAf3/jq0ZS66F7wP3xtfMs/H32/259Oc+S6ZriRBCJJp4LBWA4TVKg6B/oxiTASDYyrHkWvg+cG98zTwbf7/dn0t/7rNkuhZT/+sA9PvvZBv8PQBAlomxGbj7jVmSseRa+D5wb3zNPBt/v92fS3/u88AfFyKlNPc/iwCU7BJSOjuNJdeis9NYcg461QFIKZ2dxpKDuPrnPmcy3YC2YzCgP9VF4WkvAP3+GsU91+Kx5Fr4PnBvfM08G3+/PZurfO6zZLo4g/OodTO2czARERG5D1f63GfJdH2JACINT29hcNoBXXFPLslYci18H7g3vmaejb/fHs1lPvdZMh1ACJEmhJBW3LoWs9xoAIlSypLskwH8fXZ/W48lM+z1PigFHfg+cGc68DXzZDrw99vtuNrnPg/8cQApZTNbL1O7xNQxM2+0ZAD+Jh6rCv2pD6wZS1ayx/vAAnwfuDe+Zp6Nv98exBU/9zmT6YK0ma3com807QoAhdIB+JlYhB/00+3WjCXXwveBe+Nr5tn4++0hXPVzn5eVdDHaG0pn4hJj0VLKSO3PRi8Zpe0wnAOgSnGXlzI2lpyPNZed4/vAPfA1c3/8/SZX/txnyXQhQogAAGMAJBR5qCr0+1D4SynDDMZHA0DhG1C7Lxb66fZpRZZt8VhyLtqHUJipTSh8H7g3vmbujb/fns3VP/dZMl2IdtF6nZkhkUbeRKH4eydefwB7jP1vqKRjSS1t35zm0J+M1w/61ywV+is1RBb9HyjfB+6Nr5l74e83FXL1z32WTCIiIiKyOR74Q0REREQ2x5JJRERERDbHkklERERENseSSUREREQ2x5JJRERERDbHkklERERENseSSUREREQ2x5JJROQAQogAIUSsdg1iIiK3x5JJRGRn2rWHq0J/9ZaqiuO4BJZyItfHkklEZGdSymQpZTL0l26jYrCUE7kHlkwiInIqLOVE7oElk4jIyQkhkoQQadpNpzqPSkKIaO3nkOPpPwsiZ8eSSURuTwjhJ4RI1IqJFELEWvi8JG38Me35fvbOaoqUspl2yzU1RggRpOVM0r4maqVMpz0eKoQIKMl6hRARWqmT2i1J25xtaqw0+JkZHVcaUspIKWUzAMm2XjYR2ZaP6gBERPYmpcwA0E0IEQ0gAEBgcc8xOOAkV0rpb898paUVx3gAGQAite+38DEdgHghRAKAWCmlKMmypZTThBBxAHIAJEspg4sZG6ytZ60V3woRuRGWTCLyNBkopmQabIb1g5EZMyFEKIBmxawnyRFFS8sSC6CbsfVJKXOFEAOglURr1qEtIxf6n4e5LH5w0PdNRM6PJZOIPEmWdtMVMy4UQBz0pSq66INSyjibJ7NCcQWzkFYSkwEklWJ1GdDPApsTKaUMM5HTKUo5ETkOSyYReQRt/8BkaLNxQgg/w83KRcatBVC4P6FT7vunbSKPBRBnYTnLQOm+lwwAAUIInbH9Qg0K7z2cpZQTkWOxZBKRpwiWUkZqm30Bfdm8p2QC8JNSJgshIqHfH9PYmBLRCuEb0BdXP21zfJy5g3gsEK99jbRwfK6UMt1EvgiDv/pDv09l0bGFPwc/AHc9pm0m92eZJCJDLJlE5FGklBlCCEC/6feumT0hRKhBUQoq+ngp1pkOfTGztBCapc22BgBYa2lRlVLes+7CfSih38y91uD+JABFD/A5pn29p2TCxGZya9mplBORg7FkEpHb00pKlsFdudDP2BmOCQCQajDe6P6YTqKb9tWiUzGZkQh9US26ud3Y7G2q9vWug3+0zeSJpcxxF1uXciJSgyWTiDxBIO6elczAvUdKBxaZxQScdH9M/H10fKrZUWZom8gDALyileqq2t+DYbzcFRbPO+Vcex43kxORUTwZOxF5guAi+xjeVTK12bg1huNho/0x7UQH6I8aN/agECLA4KTshidRNzw6PAz6n0MogO7Qdh+QUoYZW67BfYanf4o2thmeiAhgySQiz3SnZGr7JWYXKVb37I+pXTUo2qCwRWi3aO0k74XjuhpcIeeeze0GVx6KKPpYCfObJKVMl1J2w9+b1ddKKYsWbT/oS+U0KWWclNKS/TsNf25dYePN5ETkXlgyicitGdkfE9AOYtEe61rkoBcd9EXqrnNKSikztFm7XOhn8KZpt0gAWUKING3cWpjfZzISwAAp5bRSfFtJBlnNKdzsb+z8mLn4+2AeS2UA0GnrDZZSOuvuBETkBFgyicjdGTtKvHAmcAz058QsOh5GnmPOWujPIRkA3LmMZTr0m6TvyVPak45rBTUXxR+YVLj+NUYeMzkbamaWtfA5ieBBOURUDJZMInJ3Y3BvoSo8YCbLyH6Xb8A2+2PGAuhq5H5dKZdb6BUA3U1sktdp96cDyDCxGTwS+u+16HMjYLpgF858xvJ0QkRUHB5dTkRuSQgRC/0BLToAaUKI6MKjoAsvs2i4yVob7wdtJlMIkQj9pQ4tOXI6CEB6kX0e1wCIFUIEFN6vzXTa8tybVbR9QpOgn9nM1r5mAYjSvs8EE89PFkJEaWW0cHeC3GI246fD+CmPiIjuIaSUqjMQEbkMIUQO9Nc13wP9aX900J/WJ7Lo7J5WVLMLT1QuhIiwZl9MIUSSlLLoydE9mvazHcAZVSLnxZlMIqKS22PhbF4s9AfdFO4bmWu3REREToYlk4jITrRN0rna6X4A4wfgEBG5JR74Q0RkX3HQz2T6cdMuEXkSlkwiIvtKgP7AIGe9ehARkV1wczkRkQW0KwOFQX+gT5gQApbslymlTNeOZC/NEdnphSd7B/CKJ8+IakfDBxU7kIiU49HlRERERGRz3FxORERERDbHkklERERENseSSUREREQ2x5JJRERERDbHkklERERENvf/im3EIeFBrYkAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t3_default_rerun4/mpvnosmallrun_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW190512_180714-1126259200-400.hdf\n",
+      "0.9993584809956573\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t3_default_rerun4/mpvnosmallrun_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW190930_133541-1126259200-400.hdf\n",
+      "0.9799623475370419\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t3_default_rerun4/mpvnosmallrun_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW190828_065509-1126259200-400.hdf\n",
+      "0.9943692698404767\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190924/mpirun_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW190924_021846_XPHM-1126259200-400.hdf\n",
+      "0.9980970710485746\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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GjRvj9ttvd1mfCQkJaNy4Ma8AREREXokhk8jNzp8/j4yMDCQmJqJatWou6zckJAQjRozAggULcP78eZf1S0RE5AoMmURulpGRgQsXLmDUqFEu73vUqFEoKSnBwoULXd43ERFRVTBkErnZ3Llz0axZM/Tu3dvlfffp0wfNmjXjlDkREXkdhkwiNyouLsavv/6KxMREt1wCMjg4GCNGjMCvv/6KCxcuuLx/IiIiZzFkErlRRkYGSktL3TJVbjR8+HBcuHABy5cvd9sxiIiIHMWQSeRGP/30E5o1a4a4uDi3HaNfv36oXbs2tzIiIiKvwpBJ5CaXLl3C4sWLcfvttyMoyH2/atWrV0dCQgIyMjIgpXTbcYiIiBzBkEnkJmvWrMHZs2ddujemNbfffjsOHDiArVu3uv1YRERE9mDIJHKTjIwMVK9eHfHx8W4/1pAhQ64ck4iIyBswZBK5SUZGBvr374/atWu7/VjNmzeHTqdjyCQiIq/BkEnkBrt378Yff/zhkalyo8GDByM7Oxtnzpzx2DGJiIisYcgkcgPjFXiGDh3qsWMOGDAAFRUVWLlypceOSUREZA1DJpEbZGZmokOHDmjVqpXHjtmzZ0/UrFkTS5cu9dgxiYiIrAlRXYCRECIJQBiAIu17oZRynjv7cbDtRAANtXYAUCClnOxofeT/Ll68iJUrV+Lhhx/26HGrV6+OPn36ICsry6PHJSIissQrQqYQIgXASdPQJoRIEUKEOxLkHOnHwbapAFKklIUmt8ULITKllAmOPFfyfxs2bEBJSQkSEjz/1oiPj8fEiRNx+PBhNG/e3OPHJyIiMlI+XS6ECAeQZB7spJTJAF4UQoS5uh8H28YDyDQNmFrbLAB52v1EV2RlZSE4OBj9+vXz+LEHDBgAAFi2bJnHj01ERGRKecgEMB6Atfm9QgBJbujHkbYJMEynW6IHEGVnfRQgMjMzERsbi3r16nn82N26dUODBg04ZU5ERMp5Q8iMhyHYWVIIQ8hzdT+OtD0JIMVK2wQAeXbWRwGgqKgIer3eIxuwWxIUFIRbb70VK1asUHJ8IiIiI28ImVEwBDlLCgHo3NCPI23TAIQLIQqEEFdGLY3/rU2bEwEAli9fjoqKCmUhEwD69OmDffv24eDBg8pqICIi8oaQaUuYgn6utJVSFgEYAKABgFxtcVAigHAp5XgX1UZ+IisrC3Xq1EGPHj2U1dCnTx8AwOrVq5XVQEREpDRkmiywKfJUP84cU0qZB6CN9piJMEyfW5tuhxAiSQiRI4TIOX78uL2HIT+wfPly9OnTB9WqVVNWQ9euXXHdddcxZBIRkVK+MJKpnDY1/iIMQXMk/jeqmWipvZQyTUqpk1LqGjdu7MFKSaVjx44hPz9fyapyU8HBwYiLi2PIJCIipZSGTG0qGqjilLgj/Th6TGPAlFImSymLtM3a28CwOj3dWtCkwLNmzRoAQN++fRVXAvTu3Rvbtm3DqVOnVJdCREQByttHMsNQxal0J/oxb/sZgHGmDbSwmQDDoqDPqlwd+YVVq1ahZs2aiI6OVl3KlfMy165dq7gSIiIKVN4QMrMAtLVyXwMAOW7ox662xvM3TUY/r2Jc+GPvhvHk31atWoWePXsiNDRUdSno3r07qlWrxilzIiJSxhtCZh6AcCv3hQNId0M/rjomYLjeeZED7ckPnTlzBr///rtXTJUDQM2aNRETE8OQSUREynhDyEyFhb0wtdHBKABzLdxnKSA60o9dbbXwGGbleMb2VleZU+BYt24dKioqrkxTe4M+ffogJycHJSUlqkshIqIApDxkatcETxNCmF9VJwVAsvkooRAiF8BVG6M72o+Dx0yAYYHPVUFT+/c152tSYFq1ahVCQkKU7o9pLi4uDmVlZcjL40WpiIjI80JUFwAAUspkbW/JiTAsumkLIFNbyW0uC1YW8jjSj71tpZSFQogBAFKEEDA57kkp5UjHny35o1WrViEmJga1atVSXcoVsbGxAIANGzagd+/eiqshIqJA4xUhEzDsLWlnu2QAyVXtx8FjFgHg1X3IopKSEuj1ejz77LOqS7lK06ZN0bp1a2RnZ6suhYiIApDy6XIiX5ednY3Lly97zaIfUz169MCGDRtUl0FERAGIIZOoilatWgUhBHr16qW6lGv06NEDBw8exKFDh1SXQkREAYYhk6iK1qxZgy5duqBevXqqS7mGcSESp8yJiMjTGDKJqqC8vBzZ2dmIi4tTXYpF3bp1Q2hoKEMmERF5HEMmURXs2LEDxcXF6Nmzp+pSLKpevToiIyN5XiYREXkcQyZRFaxfvx4AvGp/THM9evRATk4OysrKVJdCREQBhCGTqAo2bNiARo0aoV27dqpLsSo2NhYlJSXYtm2b6lKIiCiAMGQSVcH69evRo0cPaBv1eyXjKCunzImIyJMYMomcdOrUKezcudNrz8c0at26NZo0acLFP0RE5FEMmUROMoY2bw+ZQgjExMQgJydHdSlERBRAGDKJnLR+/XoEBQUhJiZGdSk26XQ67NixA+fPn1ddChERBQiGTCInrV+/Hl26dEGdOnVUl2JTdHQ0KioqsHnzZtWlEBFRgGDIJHKCcRN2b58qN4qOjgYATpkTEZHHMGQSOSE/P9+rN2E316JFC7Ro0QK5ubmqSyEiogDBkEnkBF/YhN2cTqfjSCYREXkMQyaRE9avX+/1m7Cbi46Oxs6dO1FcXKy6FCIiCgAMmURO8IVN2M3pdDpIKbFp0ybVpRARUQBgyCRykK9swm6Oi3+IiMiTGDKJHKTX6wH41vmYANC0aVPccMMNXPxDREQewZBJ5CC9Xg8hBHQ6nepSHBYdHc2RTCIi8giGTCIH6fV6tG/fHnXr1lVdisN0Oh12796NM2fOqC6FiIj8HEMmkYP0er1PXErSEuPoa15enuJKiIjI3zFkEjng0KFDOHz4sM+GTC7+ISIiT2HIJHKAcdGPr4bMRo0aoVWrVlz8Q0REbseQSeQAvV6PkJAQdOvWTXUpTtPpdFfCMhERkbswZBI5QK/XIyIiAjVq1FBditOioqJQWFjIxT9ERORWDJlEdpJSIicnx2enyo0iIyMBAJs3b1ZbCBER+TWGTCI7FRQU4PTp034TMnl5SSIicieGTCI7Gc9j9MVN2E01a9YMzZs3Z8gkIiK3YsgkspNer0eNGjXQuXNn1aVUWWRkJPfKJCIit2LIJLKTXq9HZGQkqlWrprqUKouMjER+fj4uXLiguhQiIvJTDJlEdigrK0NeXp7Pn49pFBkZifLycmzbtk11KURE5KcYMonskJ+fj5KSEr8KmQAX/xARkfswZBLZwdev9GOuTZs2qFevHs/LJCIit2HIJLKDXq9H3bp1ceONN6ouxSWEEIiMjORIJhERuQ1DJpEd9Ho9dDodgoL851cmMjISW7ZsQVlZmepSiIjID/nPJyaRm1y8eBFbtmzxm6lyo8jISJSWlmLXrl2qSyEiIj/EkElkw++//47Lly/7XciMiooCwMU/RETkHgyZRDb426Ifo/bt26NGjRpc/ENERG7BkElkg16vR5MmTXDDDTeoLsWlQkJC0KVLF45kEhGRWzBkEtmg1+sRExMDIYTqUlwuMjISmzdvhpRSdSlERORnGDKJKlFcXIz8/Hy/myo3ioyMRFFREfbt26e6FCIi8jMMmUSVyMvLg5TSb0OmcfEPz8skIiJXY8gkqoS/LvoxioiIQHBwMM/LJCIil2PIJKqEXq9Hq1at0LhxY9WluEWNGjXQsWNHhkwiInI5hkyiShgX/fgzXl6SiIjcgSGTyIoTJ05g7969fh8yo6KicPjwYRw5ckR1KURE5EcYMomsyMnJAeC/52MaRUZGAuCVf4iIyLUYMoms0Ov1EEIgOjpadSlu1a1bNwAMmURE5FoMmURW6PV6tG/fHnXr1lVdilvVq1cP4eHhDJlERORSDJlEFkgpA2LRjxEX/xARkasxZBJZcOjQIRw5ciRgQmZUVBQKCgpw5swZ1aUQEZGfYMgkssDfN2E3Z1z8s3nzZrWFEBGR32DIJLJAr9cjJCTkyqIYf2e8vCSnzImIyFUYMoks0Ov1iIiIQI0aNVSX4hFNmzZF8+bNeQ1zIiJyGYZMIjNSSuTk5ATMVLkRF/8QEZErMWQSmdmzZw+KiooCLmRGRUUhPz8fFy5cUF0KERH5AYZMIjOBtujHKDIyEuXl5di6davqUoiIyA8wZBKZ0ev1qFmzJjp37qy6FI/i4h8iInKlENUFGAkhkgCEASjSvhdKKee5sx9Hj6m1b2ty00kp5WRHayTvptfrERkZiZAQr/n18IhWrVqhfv36XPxDREQu4RWfokKIFJgFNiFEihAi3JEQ50g/jh5TCJEOQC+lTDa9TQiRJKVMs7dG8m5lZWXIy8tDUlKS6lI8TgiBbt26cSSTiIhcQnnIFEKEA0iSUtY3vV1KmSyEOC2ESJNSFrmyH0ePqQXSUxbCZzyA7+1+suT1duzYgQsXLgTc+ZhGUVFRmD59Oi5fvoxq1aqpLoeIiHyYN5yTOR5AlpX7CgHYO6TkSD92t9UC6UQAKeYNpZT1nZnSJ+8VqIt+jCIjI3Hx4kXs3LlTdSlEROTjvCFkxsMQ7CwpBJDghn4caTsehnM1rbUnP6LX61GvXj20a9dOdSlKcPEPERG5ijeEzCgAJ63cVwhA54Z+HGkbDyAPAIQQYUKIRG10k/yQXq+HTqdDUJA3/Gp43k033YRatWpx8Q8REVWZL3yShinox7RtFIBTQohEGAJnFoAwbdGPxbAphEgSQuQIIXKOHz/ubL3kYaWlpdiyZUvATpUDQHBwMLp06cKRTCIiqjKlIVMIEab9Z5Gn+nHymA0AFEkp50kpi6SUeQCSAeSa9HeFlDJNSqmTUuoaN27swGFIpc2bN6OsrAzdu3dXXYpSUVFR2LRpEyoqKlSXQkREPswXRjKVMQmQUVLKqxYKaedoFgJ40dN1kXsE+qIfo8jISBQXF6OwkKchExGR85SGTJNtgsI81Y+Tba2doFYIINFWP+Qb9Ho9mjVrhuuvv151KUoZF//wvEwiIqoKbx/JDEMVp9Kd6Me8bRGAU1bangLARUB+Qq/XIyYmBkII1aUo1blzZ4SEhPC8TCIiqhJvCJlZuPpSjaYaAMhxQz+OtC3UbrOmyM76yIudPXsWu3btCvipcgCoXr06br75ZoZMIiKqEm8ImXmwPhoYDiDdDf040vZ7GFaYW2trbwgmL5abmwspJUOmJjIyEnl5eZBSqi6FiIh8lDeEzFRY2AtTW3QTBWCuhfssBURH+nGkbRqAcCvHjIeFKwGR7zEu+tHp7N2W1b9FRkbi+PHj+Ouvv1SXQkREPkp5yNRWaadp1wc3lQIg2fy65UKIXAAFQoirRhcd6cfBtkUwbFeUalZHKoA081Xn5Js2btyINm3aoFGjRqpL8Qpc/ENERFUVoroAAJBSJmsbmE+E4RzHtgAyrVwXPAtWFvI40o+DbScLIYq0YGmUK6VMc+yZkrfS6/Xo0aOH6jK8RteuXSGEwKZNmzBs2DDV5RARkQ/yipAJGDYwt7NdMgwji1Xqx51tybccO3YM+/fvx4QJE1SX4jXq1KmDm266iSOZRETkNOXT5USqcRN2yyIjI7nCnIiInMaQSQFPr9cjKCjoynmIZBAZGYn9+/fj5MmTqkshIiIfxJBJAU+v16Njx46oU6eO6lK8ijF0czSTiIicwZBJAU1KeeVKP3S1yMhIAAyZRETkHIZMCmj79+/H8ePHGTItaNiwIVq2bMnFP0RE5BSGTApoGzduBMBFP9Zw8Q8RETmLIZMCml6vR7Vq1dClSxfVpXilyMhI7N69G+fOnVNdChER+RiGTApoer0e3bp1Q/Xq1VWX4pWioqIgpcTvv/+uuhQiIvIxDJkUsCoqKpCbm8up8kpw8Q8RETmLIZMC1q5du1BcXMyQWYnrr78ejRs35uIfIiJyGEMmBSxe6cc2IQQX/xARkVMYMilg6fV61K5dGx06dFBdileLiorCtm3bcPHiRdWlEBGRD2HIpICl1+sRHR2N4OBg1aV4tcjISJSVlWHbtm2qSyEiIh/CkEkB6dKlS9i0aROnyu2g0+kAALm5uYorISIiX8KQSQFp69atuHTpEkOmHdq0aYP69esjJydHdSlERORDGDIpIHHRj/2EENDpdAyZRETkEIZMCkh6vR4NGzZEmzZtVJfiE3Q6HbZu3YrS0lLVpRARkY9gyKSAtHHjRsTExEAIoboUnxAdHY2ysjJs2bJFdSlEROQjGDIp4BQXF2P79u2IjY1VXYrPMC7+4ZQ5ERHZiyGTAo5er4eUEj169FBdis9o2bIlGjVqxJBJRER2Y8ikgJOdnQ0A6N69u+JKfIdx8Q+3MSIiInsxZFLAyc7Oxo033ogGDRqoLsWn6HQ6bN++HSUlJapLISIiH8CQSQFFSokNGzZwqtwJOp0O5eXl+P3331WXQkREPoAhkwLK/v37cfToUS76cQIX/xARkSMYMimgGM/HZMh0XIsWLdCsWTOGTCIisgtDJgWU7Oxs1KhRA126dFFdis/hlX+IiMgRDJkUUDZs2ICoqCiEhoaqLsUn6XQ65Ofn49y5c6pLISIiL2dXyBRC1BVCtBZC9Hd3QUTucvnyZeTl5XGqvAp0Oh2klNi0aZPqUoiIyMtVGjKFEH8IIU4CSAEQDmCvR6oicoMtW7agtLSUK8urIDo6GgAX/xARkW0hNu5vCyBBSrnUE8UQudOGDRsAcNFPVTRr1gx/+9vfGDKJiMgmW9PleQyY5C+ys7PRtGlTtGzZUnUpPo2Lf4iIyB62Qmah6T+EEPWEEOOEEHO1qXS9EOJ5IUQ395VI5BrZ2dno0aMHhBCqS/FpOp0Ou3fvxpkzZ1SXQkREXsyhkCmlPCOl/ExKeTeAMwCSpJRTpJSb3VUgkSucOnUKu3fv5lS5Cxg3Zc/Ly1NcCREReTNbIVNWcl+OlNLiElOuQidvs3HjRgA8H9MVuPiHiIjsYStkhlVy3+lK7hvpeClE7pOdnQ0hBGJiYlSX4vMaNWqE1q1bQ6/Xqy6FiIi8mK3V5TohxK0ALJ3EFm7lvjAA8S6ojchlNmzYgM6dO+O6665TXYpfiImJYcgkIqJK2QqZ0QCyYDlkAtZHLCubZifyKCklNm7ciDvvvFN1KX6je/fuSE9Px7Fjx9CkSRPV5RARkReyFTLz4PjUtwAw17lyiFxvz549OHXqFDdhdyHjua3Z2dkYNmyY4mqIiMgb2QqZWVJKh6/yI4TIcrIeIpfjJuyuFx0djeDgYIZMIiKyqtKFP1LKSc506uzjiNxh7dq1qFu3Ljp37qy6FL9Rq1YtREREIDs7W3UpRETkpWytLrdICNFaCNFf+6rr6qKIXGndunXo2bMngoKceruTFbGxsdDr9aioqFBdChEReSG7P3WFEN2EEL8JIcoBFADI1L5Oa1f/udVdRRI568yZM9i2bRvi4uJUl+J3YmNjcebMGezevVt1KURE5IXsCplCiLkwLAISACYBuBvAQO37owA2A/hBCLGYI5vkTbKzsyGlZMh0A9PFP0REROZsLfyBEGIJgCIA9aWU1i5W/JkQIgxACoClALjjNXmFdevWISgoCN27d1ddit9p3749rrvuOmRnZ+OBBx5QXQ4REXmZSkcyhRAjABRJKe+uJGACAKSURVLK8QByhRCPuLJIImetW7cOERERqFuXA+yuFhwcjJiYGI5kEhGRRbamy5MAOBQYpZSPgpeVJC9QXl6ODRs2cKrcjWJjY7FlyxZcuHBBdSlERORlbIXMM1LKs070W+moJ5EnbN++HcXFxQyZbhQbG4uysjLk5eWpLoWIiLyMrZB5ysl+nX0ckcusW7cOABgy3ci4+Gfjxo2KKyEiIm9jK2Q6ew3yIicfR+Qy69atQ9OmTdGmTRvVpfitZs2aoWXLljwvk4iIruGu3anrualfIrutW7cOcXFxEEKoLsWvxcbGMmQSEdE1bG1hpNM2WT/tQJ8NAOicL4mo6o4ePYqCggI89thjqkvxe927d0d6ejqOHTuGJk2aqC6HiIi8hK2QGQ0gC4ZN2O0htbbOTrMTuQTPx/Qc003Zhw0bprgaIiLyFrZCZh4c345IAJjrXDlErrFu3TqEhoYiKipKdSl+Lzo6GsHBwQyZRER0FVshM0tKudfRToUQWU7WQ+QS69atg06nQ/Xq1VWX4vdq1aqFiIgInpdJRERXqXThj5RykjOdOvs4Ile4ePEicnJyOFXuQbGxsdi4cSMqKipUl0JERF7CXavLiZTJzc3FpUuXGDI9KC4uDmfPnsWOHTtUl0JERF7CrpAphOgmhHheCPGuEKKru4siqopVq1YBAHr37q24ksBhDPTGBVdEREQ2Q6YQ4nkYFgBNBpAMIE8I8Zy7CyNy1urVq9GxY0c0btxYdSkBo23btmjcuDHWrl2ruhQiIvISlYZMIUQkgEdhWGFeX/saBOAxjmiSNyovL8eaNWvQp08f1aUEFCEEevXqxZFMIiK6wtbq8kkAEsxWmGcJIXQAUgGMclUhQogkAGEwXJIyDEChlHKeO/upyjGFEJlSygRH6yP32rp1K86ePcuQqUBcXBx++uknbspOREQAbIdMYWkLIyllkRDC4a2NrB5EiBQAJ6WUk01vE0KEm97myn6qckwhRCKAeHvrIs8xno/Zt29fxZUEHtPzMv/+97+rLYaIiJSzFTJPVXLfCVcUIIQIB5AkpaxveruUMlkIcVoIkSalLHJlP1U5phAiDC4cwSXXWr16NVq2bImWLVuqLiXgREdHIzQ0lCGTiIgA2F7444nLQ46H4dKVlhQCSHJDP1U5ZhKA7+2siTxISonVq1dzFFORGjVqIDo6mudlEhERADftkymE+K8DzeNhCHaWFAKw97xHR/px6phCiCgYwmmRnTWRB/3xxx84evQoz8dUKC4uDjk5Obh48aLqUoiISDFbIVMnhLhV2yfzqi8AbYUQ/S19AdA5UEMUgJNW7it0oC9H+nH2mPFSyjw76yEPW716NQCej6lSr169cPHiReTl8deEiCjQ2TonMxqGkTth5f7xVm535TR7mIJ+rmmrrURPs+fBWtskADw30INWrVqFxo0bo3379qpLCVg9e/YEYFj8Y/xvIiIKTLZGMvMAtAPQ1oGvdgA22XNwbRENUMXpZ0f6ceaY2kKhU/YsQAIAKWWalFInpdRxQ3DPWb16Nfr06QMhrP1NRO7WrFkzhIeHc1N2IiKyOZKZZWkLI1uEENYW1fiqREe2UiLPO3jwIPbu3YsJEyaoLiXg9erVC0uWLIGUkoGfiCiAVTqSKaWc5Eyn9j7OZGQwzJnjONOPo8fU9sR0eFN48izj+Zhc9KNeXFwcjh49ir17XbaVLhER+SC3rC53oTC4ZiW3I/1caatNrTeQUlpbiU5eYtWqVbjuuuvQtSuvdqqa6absREQUuGxNl3tCFgznclrSAECOG/qxt20SgBghRLRZm3AAEEKkav9Ol1L62ykCPmXlypXo1asXQkK84S0d2Dp37oy6deti7dq1GDNmjOpyiIhIEW/4RM6DYUshS8JhuEa6q/uxq6218zCNl5WUUlpbXU8edOTIEeTn5+PBBx9UXQoBCA4ORo8ePbBmzRrVpRARkULeMF2eCgv7UmpT1VEA5lq4L7yK/Th8TPJey5cvBwD0799fcSVk1KdPH2zbtg2nTlV2ZVoiIvJnykOmdr5jmhAixeyuFADJ5tsGCSFyARRoV99xqh9Hj2lBA62WMBvtyAOWL1+OevXqITIyUnUppDFuiM/RTCKiwOUN0+WQUiYLIZKEEBNhWHTTFkCmlNLSqu4sWFnI40g/Dh4TwJVp8lEwXJYSAJYKIQoBjLN3D01yveXLl6Nv374IDg5WXQppunfvjurVq2PlypUYPny46nKIiEgBrwiZgGEDczvbJQNIrmo/jrbV2s8DtzPyKgcOHMCePXvwxBNPqC6FTNSoUQOxsbFYtWqV6lKIiEgR5dPlRFVhPB/z1ltvVVwJmevXrx/y8vJQXFysuhQiIlKAIZN82vLly9GwYUNERESoLoXM9O3bFxUVFbzEJBFRgGLIJJ8lpcSyZctwyy23ICiIb2Vv07NnT4SEhHDKnIgoQPGTmXzW3r17sX//fk6Ve6natWtDp9MxZBIRBSiGTPJZ3B/T+/Xt2xcbN25ESUmJ6lKIiMjDGDLJZy1btgzNmjVDhw4dVJdCVvTr1w+XL19Gdna26lKIiMjDGDLJJ0kpsXz5ctxyyy0QQqguh6zo1asXhBCcMiciCkAMmeSTduzYgcOHD2PAgAGqS6FK1KtXD926dcPKlStVl0JERB7GkEk+acmSJQCAgQMHKq6EbOnXrx/Wr1+PS5cuqS6FiIg8iCGTfNKSJUvQoUMHtGzZUnUpZEPfvn1RWloKvV6vuhQiIvIghkzyOaWlpVi5ciVHMX1E3759AQArVqxQWwgREXkUQyb5nLVr1+LChQsMmT6iYcOG6NatG5YuXaq6FCIi8iCGTPI5S5YsQbVq1dCvXz/VpZCdBgwYgHXr1uHChQuqSyEiIg9hyCSfs2TJEvTq1Qt16tRRXQrZqX///rh48SKvY05EFEAYMsmnHD16FJs3b+ZUuY/p27cvQkJCOGVORBRAGDLJp2RlZQHg1kW+pk6dOoiNjWXIJCIKIAyZ5FOWLFmChg0bIjIyUnUp5KABAwYgNzcXRUVFqkshIiIPYMgknyGlxJIlSxAfH4+gIL51fc2AAQNQUVHBq/8QEQUIflKTz9i6dSuOHDmChIQE1aWQE2JjY1GzZk1OmRMRBQiGTPIZCxcuBADcdtttiishZ1SvXh19+vRhyCQiChAMmeQzFi5ciMjISLRo0UJ1KeSkAQMGYMeOHTh8+LDqUoiIyM0YMsknnDx5EuvXr8ftt9+uuhSqggEDBgAAli1bprgSIiJyN4ZM8gmLFy9GRUUFhg4dqroUqoJu3bqhfv36V7aiIiIi/8WQST5h4cKFaNy4MWJiYlSXQlUQHByM+Ph4/Pbbb5BSqi6HyKdcuHABpaWl/N0hn8GQSV6vrKwMixYtwpAhQ7h1kR8YPHgwDh8+jK1bt6ouhcir/fXXX5g6dSpuvfVWNGzYELVq1ULNmjVRv3593HrrrXj//fdx5MgR1WUSWcVPbPJ669evR1FREafK/cTgwYMBGE6BIKJrHT58GI888ghat26N559/HqdOncLIkSPxzjvv4O2338bo0aNRVFSE5557Dq1atcLTTz+NEydOqC6b6BohqgsgsmXhwoUICQnhpST9RIsWLdClSxcsXrwYEydOVF0OkdeQUuLTTz/FpEmTcPHiRYwbNw5PP/00brzxRovtd+7cialTp+Kjjz7CnDlz8MUXX2DIkCEerprIOo5kktfLyMhAnz59UK9ePdWlkIsMHjwYa9asQXFxsepSiLzC2bNnMWLECDz++OOIiYnB1q1b8fHHH1sNmADQoUMHfPbZZ9i0aROaNGmCoUOH4rXXXuM5m+Q1GDLJq+3btw/bt2/nVLmfGTx4MC5fvozly5erLoVIuT///BOxsbH45ZdfMHXqVGRmZlYaLs116dIFGzduxIMPPog333wTDz30EMrLy91YMZF9OF1OXm3+/PkAgDvuuENxJeRKvXr1Qu3atbF48WIMHz5cdTlEyuzatQvx8fEoLi5GVlYWbrnlFqf6qVGjBr744gu0bt0ar7/+OoQQmDFjBhdLklIMmeTV5s+fj4iICLRr1051KeRCoaGhGDBgABYtWgQpJYQQqksi8rht27ahf//+EEJg5cqV6Nq1a5X6E0LgtddeAwC8/vrrqFmzJj7++GP+fpEy/BOHvNaxY8ewZs0a3HnnnapLITcYPHgw9u3bhz/++EN1KUQet2/fPgwaNAjVqlXD6tWrqxwwTb366qt44YUX8N///hfTpk1zWb9EjmLIJK/1yy+/QErJkOmnBg0aBIBbGVHgOXbsGAYOHIiSkhL89ttvuOmmm1zavxAC7733Hu666y4899xzWLhwoUv7J7IXQyZ5rfnz56N169Yu/QufvEd4eDhuuukmLFq0SHUpRB5TUlKCoUOH4uDBg1i4cCFuvvlmtxwnKCgIX331FSIjI3Hfffdh3759bjkOUWUYMskrnT17FllZWbjrrrt4PpEfu+2227B8+XKcP39edSlEbielxCOPPILc3Fx8//33iIuLc+vxateujfT0dEgpcc899+Dy5ctuPR6ROYZM8kqLFi3CpUuXOFXu54YPH46LFy8iMzNTdSlEbjdlyhR89913ePvttzFs2DCPHDM8PByff/45srOz8dJLL3nkmERGDJnklebPn48mTZqgZ8+eqkshNzJusv/LL7+oLoXIrRYvXozk5GTcfffdmDRpkkePPXLkSIwfPx5TpkzBihUrPHpsCmyCVwZwL51OJ3NyclSX4VNKS0vRuHFjjB49GqmpqarLITcbPXo0srKycPjwYQQHB6suh8jl9u/fj27duqFly5ZYu3Ytateu7fEazp8/j65du6KiogJbtmxBnTp1PF4D+SchRK6UUmfpPo5kktdZtGgRzp07hxEjRqguhTxg+PDhOH78OLKzs1WXQuRyZWVlGD16NMrKyjBv3jwlARMwnJ/55ZdfYt++fR4fSaXAxZBJXuf7779H48aN0b9/f9WlkAcMHjwYISEhnDInv/T6669j7dq1SE1NVX5RiT59+mDChAn4+OOPeUlX8ghOl7sZp8sdc/78eTRp0gQPPPAAPvnkE9XlkIfEx8fjr7/+wo4dO1SXQuQyS5cuRUJCAh566CHMmDFDdTkADFsode3aFUIIbNmyBTVq1FBdEvk4TpeTz8jIyEBJSQnuuece1aWQBw0fPhz5+fnYs2eP6lKIXOLYsWMYM2YMOnTogP/7v/9TXc4VtWrVwieffII//vgDkydPVl0O+TmGTPIqc+bMQYsWLdC7d2/VpZAHGbdzWbBggeJKiKpOSolx48bh9OnT+P7775Wdh2lNQkICRo0ahXfeeYd/2JFbMWSS1zhz5gx+/fVX3H333QgK4lszkLRp0wYRERH46aefVJdCVGVfffUVfvnlF7zzzjuIiIhQXY5F77//PkJDQ/Hkk0+Cp82Ru/CTnLzGzz//jEuXLmHUqFGqSyEF7rrrLqxevRpHjhxRXQqR0w4cOIAJEyagT58++Oc//6m6HKtatGiBt956C7/99hvmzZunuhzyUwyZ5DXmzJmDVq1aITY2VnUppMDIkSMhpcSPP/6ouhQip0gp8fDDD6O8vBwzZ870+n1fH3/8cURGRuLpp5/GuXPnVJdDfoghk7zCsWPHkJmZiVGjRvFa5QGqc+fO6NixI9LT01WXQuSU//73v8jKysLUqVMRHh6uuhybQkJCMH36dPz1119ISUlRXQ75IYZM8grfffcdysrKcP/996suhRQaOXIkVq1ahaNHj6ouhcghe/bswQsvvIBBgwYhKSlJdTl2i4uLw+jRozFlyhT8+eefqsshP8OQSV5h1qxZiI6ORufOnVWXQgqNHDkSFRUVnDInn1JRUYEHH3wQoaGhmDFjhs/Nxrz33nsQQmDixImqSyE/w5BJym3duhWbNm3iKCahc+fO6NChA6fMyaekpqZi7dq1mDZtGq6//nrV5TjshhtuwKRJkzB37lysWrVKdTnkRxgySbmvvvoKISEhuPfee1WXQooJITBy5EisXLkSx44dU10OkU2HDh3CpEmTMGDAAJ/+Q/n555/HDTfcgKeffhrl5eWqyyE/wZBJSpWVlWH27NkYMmQIGjdurLoc8gKJiYmcMiefMWHCBFy6dAmffvqpz02Tm6pVqxb+85//YNOmTfjyyy9Vl0N+giGTlMrKysKRI0fwwAMPqC6FvERERATat2+POXPmqC6FqFI///wzfvzxR7z22mto166d6nKq7O6770bv3r3xr3/9C2fPnlVdDvkBhkxSatasWahfvz6GDh2quhTyEkII3HfffVi5ciVXu5LXOnv2LJ544glERETgueeeU12OSwgh8MEHH+DYsWO8rjm5BEMmKXPmzBn89NNPuPfee1G9enXV5ZAXGTNmDADgm2++UVwJkWUvv/wy/vrrL3z22WeoVq2a6nJcRqfTYfTo0Zg6dSoOHjyouhzycQyZpMy3336L0tJSPPjgg6pLIS/Tpk0b9O7dG19//TWvq0xeJzs7G9OnT8eTTz7pl1coe/vttyGlxCuvvKK6FPJxDJmkhJQSaWlp6Nq1K3Q6nepyyAuNHTsWO3fuRG5urupSiK64fPkyxo0bd+Xa3/6odevWmDBhAmbNmoXff/9ddTnkwxgySYnc3Fxs3rwZSUlJPr0ik9xn5MiRCA0Nxddff626FKIrpk6diq1bt+Ljjz9G3bp1VZfjNi+99BLq16+PF154QXUp5MOEt0xFCSGSAIQBKNK+F0op57mzHwfbTgTQEECUdlOqPfXpdDqZk5PjwDMIDElJSZg9ezYOHz6MevXqqS6HvFRiYiJWrVqFQ4cO+dV5b+SbCgoKcPPNN2PIkCH44YcfVJfjdtOmTcMzzzyDxYsXY9CgQarLIS8lhMiVUlqckvSKkCmESAFwUko5ubLbXNmPE23flVIWaf+OArAUQJaUcmRlNTFkXqu4uBjNmzfH3XffjS+++EJ1OeTFfv75Z/z973/HL7/8gmHDhqkuhwKYlBIDBw7Exo0bsWPHDp+8so+jLl26hE6dOqFWrVrYtGkTgoODVZdEXqiykKl8ulwIEQ4gyTzYSSmTAbwohAhzdT8Otk2CYdSyyKRdHoCRABKFEIn21Ef/M2fOHJw/fx5JSUmqSyEvN2TIEDRr1gxpaWmqS6EAN3v2bGRlZeG9994LiIAJAKGhoXj33XexdetWzJo1S3U55IOUh0wA4wFkWbmvEIC9ScSRfhxp21ZKWWjeSEqZBcM0+3g76yNNWloabr75Zr9clUmuVa1aNTz88MP49ddfceDAAdXlUIA6ceIEnnnmGfTs2RPjxwfW//ITExPRo0cPvPLKKzh//rzqcsjHeEPIjIch2FlSCCDBDf040naiECLdStscAFwa7YBNmzYhJyeHC37IbuPGjYOUEjNmzFBdCgWo5557DmfOnEFaWhqCgrzhY9NzhBCYMmUK/vrrL3zwwQeqyyEf4w2/LVEATlq5rxD2hzhH+nGkrbURTwBoAOCUnfURgP/+97+oWbPmlc22iWxp3bo1Bg0ahM8//xxlZWWqy6EAs3TpUnz11VdITk7GzTffrLocJXr16oW77roLKSkpOHr0qOpyyId4Q8i0JUxBP1faSikTKlncE4XKQyiZOHXqFGbPno377rsP9evXV10O+ZDx48fj0KFDWLRokepSKIBcuHAB48ePx4033oiXX35ZdTlKvffeeygtLcXrr7+uuhTyIUpDpskCmyJP9ePCYxrP20yxdJ8QIkcIkXP8+PGqHMavfPnll7hw4QKefPJJ1aWQjxk6dCiaN2+OTz/9VHUpFED+/e9/o6CgAKmpqahRo4bqcpS68cYb8dhjj+Gzzz5Dfn6+6nLIR/jCSKbX0YJqCoCRVhYFpUkpdVJKXePGjT1enzcqLy/Hxx9/jD59+qBr166qyyEfU61aNSQlJWHRokXYvXu36nIoAGzZsgX/+c9/8OCDD+LWW29VXY5XePXVV1G7dm0kJyerLoV8hNKQabItUJin+nHRMdMBJDuzWXygWrRoEfbu3YunnnpKdSnkox577DGEhobiww8/VF0K+bny8nIkJSUhLCwMU6ZMUV2O12jUqBFefPFFLFiwACtWrFBdDvkAbx/JDEMVp7Wd6KfSttrG7OlSSm7c54CPPvoI119/Pf7+97+rLoV8VNOmTTFmzBh8+eWXOHWK6+3IfT799FNkZ2dj2rRpaNiwoepyvMo///lP3HDDDXj++edRUVGhuhzyct4QMrMAtLVyXwMYtglydT9OHVO7tGQBA6Zjdu3ahSVLluDRRx/lpQGpSp555hlcuHCB52aS2xw4cAAvvvgiBg4ciNGjR6sux+vUrFkTb7/9NnJzczFnzhzV5ZCX84aQmQcg3Mp94TBMTbu6H4ePqV3Zp8g8YAoh4u2sL2B9/PHHCA0Nxbhx41SXQj6uc+fOGDRoED766CNcvHhRdTnkZ6SUePzxx1FeXo5PP/2Ue/lacd999yEyMhIvvfQSSktLVZdDXswbQmYqLOyFqS2uiQIw18J9lgKiI/04dExjkLQygmnvZvEB6cyZM5g5cyZGjhyJpk2bqi6H/MDzzz+PI0eOYObMmapLIT+Tnp6OjIwM/Pvf/0abNm1Ul+O1goKCMGXKFPz555/46KOPVJdDXkxIKVXXYDzP0XjtcONtqTBMTU82a5sLQxCM1q4h7mw/drUVQkQBeBHA92ZlN4Dh/M22Ukqr1xnT6XQyJ8feGX//M2XKFLzwwgvIyclBdHS06nLID0gp0atXLxw8eBB79uxBaGio6pLID5w6dQodO3ZEy5YtsX79eoSEhKguyesNHToUa9euRUFBAc9dDWBCiFwppcUL53hFyASu7DsZBsOim7YA9JZWb2vhMBFAgqXtg+ztx962QojTqHwlerJ5gDUVyCHz8uXLCA8PR7t27bB8+XLV5ZAfWbJkCQYNGoRPP/004K4lTe7xj3/8A7NmzUJubi63WbPT9u3b0aVLFzz11FOYNm2a6nJIEZ8Imf4qkEPmN998gzFjxiAjIwNDhw5VXQ75EY5mkistXboU8fHxmDRpEt59913V5fiUpKQkzJw5E/n5+Wjb1tp6WvJnDJkKBWrIlFIiKioKFy9exLZt2xAU5A2n/5I/MY5mTp8+HU888YTqcshHlZSUoEuXLhBCYMuWLahZs6bqknzK4cOHceONN2LIkCGYO/eaJRQUACoLmfzkJ7dYvnw5Nm/ejGeffZYBk9wiISEBt9xyC15//XUUFRWpLod81BtvvIGCggKkpaUxYDqhefPmeOGFF5Ceno7169erLoe8DD/9yS2mTJmCJk2aYMyYMapLIT8lhMDUqVNx8uRJvPPOO6rLIR+0fv16TJkyBY888ggvHVkFzz33HJo1a4bnn38enB0lUwyZ5HLbtm3DokWL8NRTT6FGjRqqyyE/FhUVhQceeAAffvghCgoKVJdDPqSkpAQPPPAAbrjhBkydOlV1OT6tTp06ePPNN7Fu3Tr8+OOPqsshL8KQSS73/vvvo2bNmnjsscdUl0IB4O2330ZoaCgef/xxjqKQ3SZNmoQ//vgDX375JerWrau6HJ/30EMPoXPnzpg0aRIuXbqkuhzyEgyZ5FIHDhzA7Nmz8fDDD3PfNPKIFi1a4N1338WSJUvwzTffqC6HfMCyZcvw0UcfYcKECZwmd5GQkBBMnjwZe/bs4WVf6QquLnezQFtd/s9//hOffPIJ9uzZg1atWqkuhwJEeXk5evfujT/++AP5+flo3Lix6pLIS509exYRERGoXr06Nm/ejFq1aqkuyW9IKZGQkIDNmzdjz549CAsLU10SeQBXl5NHHD16FGlpaRg7diwDJnlUcHAwPv/8c5w7dw4PPfQQp83JIiklHnvsMRw8eBCzZs1iwHQxIQT+85//4NSpU3jvvfdUl0NegCGTXOaDDz7ApUuXMGnSJNWlUADq3LkzpkyZgoULF+LDDz9UXQ55oVmzZuHbb7/FG2+8gZ49e6ouxy9FRkZizJgxmDZtGv7880/V5ZBinC53s0CZLj916hRatWqF22+/Hd99953qcihASSlx55134tdff8XKlSsZJOiKnTt3Ijo6Gt27d0dWVhaCg4NVl+S39u/fj/bt2yMxMRFff/216nLIzThdTm730Ucf4dy5c3jppZdUl0IBTAiBL774Ai1btsQdd9yBwsJC1SWRFygtLcU999yDWrVq4ZtvvmHAdLOWLVvi6aefxuzZs5Gbm6u6HFKII5luFggjmcXFxWjVqhX69u2Ln376SXU5RNi1axd69uyJZs2aYdWqVWjUqJHqkqrs3Llz2LNnD44ePYri4mIEBQWhbt26aNmyJVq2bMk9aSvx2GOP4dNPP0VGRgaGDh2qupyAcObMGbRr1w4333wzli1bBiGE6pLITSobyQzxdDHkfz755BOcPn0a//rXv1SXQgQAaN++PX788Ufcdttt6N+/P7KystCkSRPVZTnk3LlzyMzMREZGBtatW4ddu3ZZXdAUHByMrl27Ii4uDoMHD8aAAQMYOjWff/45Pv30U0ycOJEB04Pq1auHN954A0888QR++OEHJCYmqi6JFOBIppv5+0jmmTNn0KZNG8TFxSEjI0N1OURXWbp0KYYNG4Y2bdpg4cKFaN26teqSKiWlxIoVK5CWlob58+fj4sWLqFevHvr27Yvo6Gh07twZzZs3R926dVFRUYGioiLs378fu3btwoYNG7BhwwacP38ederUwdChQ/HQQw8hPj4+YKeHs7Oz0bdvX9xyyy349ddfA/Z1UKWsrAzR0dEoKipCfn4+V/P7qcpGMiGl5Jcbv6Kjo6U/e+211yQAmZubq7oUIotWrFgh69WrJxs2bCiXLVumuhyLjh8/LqdMmSJvuukmCUCGhYXJp556Si5fvlxeunTJ7n5KS0vlokWL5Pjx42XDhg0lAHnDDTfIV155Re7du9d9T8ALHT58WF5//fWyTZs28uTJk6rLCVgrVqyQAORrr72muhRyEwA50koGUh7C/P3Ln0PmiRMn5HXXXSdHjBihuhSiSu3evVt27NhRBgUFyeeee06eP39edUmyoqJCrly5Uo4ePVqGhoZKADIuLk7OmjVLlpSUVLn/0tJSmZ6eLgcPHiyFEFIIIQcPHiznz58vL1++7IJn4L3OnTsndTqdrFWrlty8ebPqcgLePffcI2vUqBFwf+gECoZMhky3SE5OlkIIuW3bNtWlENl09uxZOX78eAlAtm7dWs6cOVNJ2Dpy5IhMSUm5MmpZr149+eSTT8qtW7e67Zh//vmnfPXVV+X1118vAcjmzZvLl19+We7bt89tx1Tl8uXL8vbbb5dBQUHyl19+UV0OSSn3798va9WqxQEJP8WQyZDpcocPH5Y1a9aU9913n+pSiByyfPlyGRUVJQHI8PBw+fbbb8sDBw649ZhHjhyRqampcvDgwTIkJEQCkL1795YzZ86U586dc+uxTV2+fFn+/PPPcujQoVdGN4cMGSJ/+uknvxjdrKiokI8++qgEID/55BPV5ZCJt956SwKQWVlZqkshF6ssZHLhj5v568KfCRMm4JNPPsHOnTvRrl071eUQOURKiZ9//hkffvghVqxYAQCIiIhAQkICdDodunbtihtvvBHVqlVzuO+SkhLs3r0b27dvx9q1a7FmzRps27YNUkqEh4djxIgReOihh9CxY0cXPyvH7N+/H59//jlmzJiBv/76Cy1atMA//vEPPPLII2jZsqXS2pwhpURycjL+85//IDk5mZc19DKlpaXo1KkTatWqhU2bNjn1u0XeqbKFPwyZbuaPIXP37t3o3LkzHn74YaSmpqouh6hK9uzZg/nz52Px4sVYs2YNLl26BMCwsXvTpk3xt7/9DQ0bNkTt2rVRp04d1KpVCxUVFSgvL0d5eTkuXryIkydP4vjx4zh27BgOHTp0pe86deogLi4Offr0wfDhwxEREeF1+wWWlZVh4cKFSE1NxeLFiwEAgwYNwv3334877rjDJ1YESynx8ssv45133sHjjz+O6dOne93rTMDPP/+Mv//975g6dSqeffZZ1eWQizBkKuSPIfPOO+9EVlYW9uzZg6ZNm6ouh8hlLl26hJ07d+L3339HQUEBDh48iIMHD6KoqAjnzp3DuXPnUFJSgqCgIAQHByM4OBihoaFo1KjRla+2bduiffv26NChAzp16oSQEN/Zjnjfvn34/PPP8dVXX+HAgQO47rrrkJiYiLFjx6Jfv34ICvK+i8SZBsxx48bh008/9co6yfCzGj58OJYtW4bt27d7/ZZiZB+GTIX8LWSuXLkSt9xyC9566y1uvk7kpyoqKrBy5Up8/fXXmDdvHoqLi3HDDTfgvvvuw9ixY9GpUyfVJQIwjMI++uijmDFjBgOmj9i/fz86deqEvn37YuHChRxx9gMMmQr5U8isqKhA9+7dcfToUezatcsnptGIqGpKSkrwyy+/4Ouvv8Zvv/2G8vJyREVFYezYsbj33nuVzWYUFRVhzJgxWLhwIV555RW88cYbDCw+Ytq0aXjmmWcwZ84cjBo1SnU5VEUMmQr5U8j8+uuvcf/99+Orr77C2LFjVZdDRB529OhRzJkzB19//TVyc3MRHByMgQMHYuzYsR49f3Pz5s1ITEzEn3/+ienTp2P8+PEeOS65Rnl5OXr06IEDBw4gPz8f9evXV10SVQFDpkL+EjLPnTuHjh07omnTpti4cSOnpIgC3I4dO/D111/jm2++8dj5m+Xl5Zg2bRpefvllNGjQAOnp6YiLi3P5ccj9Nm3ahJiYGDz00EP47LPPVJdDVVBZyGRSILu8+eabOHjwIP7v//6PAZOI0KlTJ7z77rvYt28fli1bhsTERMybNw/9+/dH69at8eKLL2LHjh0uO96aNWvQs2dPPP/88xg4cCDy8vIYMH1YZGQknnnmGXz++edYsmSJ6nLITTiS6Wb+MJK5fft2dOvWDffffz9mzJihuhwi8lLWzt+8//77ce+996JJkyYO9VdRUYGlS5di2rRp+PXXX9G8eXNMnToV99xzD8+/9AMXLlxAdHQ0zp49i61bt3La3EdxulwhXw+ZUkrccsst2LZtG3bt2oVGjRqpLomIfICl8zdjY2PRp08fxMXFoWPHjmjduvVVm3JLKXHw4EH8/vvvyMzMxIIFC7B37140atQIzz77LP75z39ywaGfycnJQY8ePXDPPfdg9uzZqsshJzBkKuTrIXP27NkYO3Ys0tLSMG7cONXlEJEP2rFjB7799lssW7YMOTk5uHz5MgAgODgYdevWRe3atVFWVobTp0/j4sWLAIAaNWqgf//+GD16NBITE1G9enWVT4Hc6PXXX8cbb7yBefPmYcSIEarLIQcxZCrkyyHzxIkT6NSpE8LDw7Fu3Tqei0lEVVZSUoLNmzdj9+7d2LNnD86cOYNz586hWrVqCAsLQ+vWrREREYHo6GiOWgaIy5cvo2fPnti7dy82bdrkk5c1DWQMmQr5csi899578cMPPyAvLw8333yz6nKIiMhP/fHHH4iOjkbnzp2xcuVKhIaGqi6J7MTV5eSwn376CXPmzMErr7zCgElERG5144034vPPP8eGDRswadIk1eWQi3Ak0818cSTz1KlT6NSpE5o3b46NGzdedWI+ERGRuzz11FOYPn06fvjhB9x1112qyyE7cCSTHDJhwgScPHkSX375JQMmERF5zJQpUxATE4MHHngAW7ZsUV0OVRFDJl3lm2++wTfffINXXnkF3bp1U10OEREFkOrVq2P+/PmoW7cubr/9dhw+fFh1SVQFDJl0RWFhIR577DH07t0bL730kupyiIgoAF1//fXIyMjAyZMncccdd6CkpER1SeQkhkwCAJSVleG+++5DUFAQZs+ejZCQENUlERFRgIqMjMR3332HnJwc3HnnnVf2TyXfwpBJAAzXJt+wYQPS0tLQqlUr1eUQEVGAGz58OGbMmIElS5Zg5MiRuHTpkuqSyEEMmYTffvsNb731Fh588EHcfffdqsshIiICADz00EP473//iwULFuDee+/liKaPYcgMcPv27cPo0aMRERGBjz/+WHU5REREV3n00Ufx4Ycf4scff8SQIUNw9uxZ1SWRnRgyA1hpaSlGjBiB8vJy/PDDD7yEGxEReaUJEybgq6++wqpVq9CvXz8cOHBAdUlkB4bMAPbkk08iLy8Ps2fPRrt27VSXQ0REZNXYsWORkZGBgoICREVFYenSpapLIhsYMgNUamoqZsyYgVdeeQW333676nKIiIhsGjRoEPR6PZo0aYKBAwfi1Vdf5YIgL8aQGYCWLl2KJ598EkOGDMFrr72muhwiIiK7tW/fHtnZ2RgzZgz+/e9/Q6fTITc3V3VZZAFDZoDZuXMnRowYgQ4dOuC7775DcHCw6pKIiIgcUqdOHcyaNQu//PILTpw4ge7duyMpKQlHjhxRXRqZYMgMICdOnMDtt9+O6tWrIyMjA3Xr1lVdEhERkdOGDRuG7du3Y8KECZg5cybatWuHf/3rXzh27Jjq0ggMmQGjtLQUd911Fw4ePIiff/6ZG64TEZFfqF+/Pj744APs2LEDQ4YMwbvvvotWrVrh8ccfx86dO1WXF9AYMgNAeXk57rvvPqxevRozZ85Ejx49VJdERETkUu3atcPcuXORn5+PsWPHYsaMGejYsSN69+6NL774AufOnVNdYsBhyPRzUko89thj+PHHH/Hhhx/innvuUV0SERGR27Rv3x5paWnYv38/Jk+ejBMnTuAf//gHmjRpghEjRmDOnDkoLi5WXWZAEFJK1TX4NZ1OJ3NycpQd/+WXX8bbb7+Nf/3rX3jrrbeU1UFERKSClBLr1q3DnDlz8MMPP+Dw4cOoUaMGBg8ejDvuuANDhw5F48aNVZfps4QQuVJKncX7GDLdS2XIfP/99/Hcc89h3LhxSE1NhRBCSR1ERETeoKKiAuvWrUN6ejp++OEHHDp0CEII9OjRA8OGDcPw4cPRqVMnfl46gCFTIVUhc9q0aXjmmWeQmJiIOXPmcKsiIiIiE1JKbNq0CQsWLMCCBQuu7LXZpk0bDBs2DMOGDUPfvn0RGhqquFLvxpCpkIqQaQyYI0aMwHfffYdq1ap59PhERES+5q+//kJGRgYWLFiArKwslJaWom7duhg0aBCGDRuGIUOGoGHDhqrL9DoMmQp5OmR+8MEHePbZZxkwiYiInFRSUoKlS5diwYIFyMjIwOHDhxEUFITY2FjcdtttuO222xAVFYWgIK6fZshUyFMhU0qJl156Ce+99x4SExPx7bffMmASERFVUUVFBfLy8rBgwQIsWrQIOTk5kFKiSZMmGDRoEAYPHoyBAweiUaNGqktVgiFTIU+EzMuXL+ORRx7BV199hfHjx2P69OkICQlx6zGJiIgC0fHjx7FkyRIsWrQIv/32G06cOAEhBLp3746BAweiX79+6NmzJ2rVqqW6VI9gyFTI3SGzrKwMw4YNw+LFi/Hmm2/i5Zdf5qo4IiIiDygvL0dubi4WLVqERYsWQa/Xo6KiAtWqVYNOp0O/fv2uhM569eqpLtctGDIV8sRI5r///W80b94cjzzyiFuPQ0RERNadPXsWa9euxcqVK7Fq1Sro9XqUlZUBMGwSHxMTg+7duyMmJgbdunVDjRo1FFdcdQyZCqnejJ2IiIjUOH/+PNavX4/s7Gxs3LgRGzduxJEjRwAAISEh6NKlC6Kjo6HT6RAdHY2IiAif2zLJJ0KmECIJQBiAIu17oZRynjv7cVdbUwyZREREBBgW6R46dAh6vR4bN26EXq9Hbm4uioqKAAChoaGIiIi4Ejp1Oh06d+7s1cHT60OmECIFwEkp5eTKbnNlP+5qa44hk4iIiKyRUqKwsBC5ubnIyclBbm4ucnNzcebMGQCG4NmlS5drgqe37CDj1SFTCBEOIFdKWd/CfacBtJFSFrmyH3e1tYQhk4iIiBwhpURBQcE1wfPs2bMAgOrVq6Nr165XQmf37t3RsWNHJVf38/aQmQIgXEo50sJ9uQC+t2c005F+3NXWEoZMIiIiqqqKigqLwbO4uBgAcN1110Gn0yE2NhaxsbHo0aMHmjVr5va6vD1k5gLIklImW7gvHUCYlDLBlf24q60lDJlERETkDhUVFfjjjz+QnZ195ev3339HWVkZbr31VixbtsztNVQWMr1hx+4oAN9bua8QQJIb+nFXWyIiIiKPCAoKQvv27dG+fXvcf//9AIALFy5g06ZNqKioUFydd4RMW8IU9OOutkRERERuU7NmTcTFxakuAwCg9MruQogw7T+LPNWPu9qaPS5JCJEjhMg5fvy4Iw8lIiIi8gtKQ6a/klKmSSl1Ukpd48aNVZdDRERE5HFKQ6bJ1j9hnurHXW2JiIiI6H+8fSQzDFWcSneiH3e1JSIiIgoY3hAyswC0tXJfAwD27v/jSD/uaktERERE8I6QmQcg3Mp94QDS3dCPu9oSEREREbxjM3aLl23UVnafBlDf/LKNQohwKWWhs/24q60l3IydiIiI/FVlm7ErH8nUwmKadvlGUykAki0EzFwABUKIKGf7cVdbIiIiIjJQPpJpJIRIwv8W0rQFoJdSzrPQLgVAIoAE89FMR/pxZ1tTHMkkIiIif+XV1y73dwyZRERE5K+8erqciIiIiPwPQyYRERERuRxDJhERERG5HEMmEREREbkcF/64mRDiOIA/PXCoRgBOeOA45L34HiCA7wPie4AMPPU+aCWlbGzpDoZMPyGEyLG2uosCA98DBPB9QHwPkIE3vA84XU5ERERELseQSUREREQux5DpP9JUF0DK8T1AAN8HxPcAGSh/H/CcTCIiIiJyOY5kEhEREZHLMWQSERERkcsxZBIRERGRy4WoLoAcJ4SYCKAhgCjtplQp5TwrbZMAhAEo0r4XuqIteQchRBiAFACZlf2s+D7wb/yZ+Sf+fpORr37uM2T6GCFECoB3pZRF2r+jACwVQoySUo600PaklHKy6W1CiHDT2xxtS+oJIVIBNACgB5AEILOStnwf+DH+zPwPf7/JlC9/7nN1uQ/R/uLIklIWmt0eD8P/hEYa/wIRQoQDyJVS1rfQz2kAbUzesHa3Je8jhJAw+dmb3cf3gR/jz8z/8fc7sPn65z7PyfQtbc3faAAgpcyCYah7vMnN4wFkWemnEIa/jp1pS76F7wP/xp9ZYOPvt//z6c99hkzfMlEIkW7lvhwAptcojYfhjWJJIYAEJ9uSb+H7wL/xZxbY+Pvt/3z6c58h07dY+6sDMJy/c8rk31EATlppW4ir35iOtCXfwveBf+PPLLDx99v/+fTnPhf++BApZWV/WUTBsUtIhbmpLfmWMDe1Je8QproAUirMTW3JQ3z9c58jmX5AOzEYMGx1Ydz2AjCcr2HrsXa3Jd/C94F/488ssPH3O7D5yuc+Q6aPM9lHbaSlk4OJiIjIf/jS5z5Dpu9LB5Bsur2FybYDYbYe7Ehb8i18H/g3/swCG3+/A5rPfO4zZHqAECJXCCGd+Eq00W8KgHQppSPnZAD/293f1W2pEu56H1RBGPg+8Gdh4M8skIWBv99+x9c+97nwxwOklNGu7lO7xFRBJW+0LABtrdzXAIatD5xpS05yx/vADnwf+Df+zAIbf78DiC9+7nMk0wdpI1tF5m807QoARnkAwq10EQ7DcLszbcm38H3g3/gzC2z8/Q4Qvvq5z8tK+hjtDRVm5RJjKVLKZO2/LV4ySjth+DSA+rYuL2WpLXkfZy47x/eBf+DPzP/x95t8+XOfIdOHCCGiALwI4HuzuxrAcA5FWynleJP2KQBgfANqt6XCMNw+2axvu9uSd9E+hMZbm0Lh+8C/8Wfm3/j7Hdh8/XOfIdOHaBetD6ukSbKFN1ES/ncSb1sAekt/DTnaltTSzs2JgWEz3nAYfmY5MFypIdn8L1C+D/wbf2b+hb/fZOTrn/sMmURERETkclz4Q0REREQux5BJRERERC7HkElERERELseQSUREREQux5BJRERERC7HkElERERELseQSUREREQux5BJROQBQogoIUSqdg1iIiK/x5BJRORm2rWHG8Bw9ZYGisvxCQzlRL6PIZOIyM2klFlSyiwYLt1GNjCUE/kHhkwiIvIqDOVE/oEhk4jIywkhMoUQudpXmOp6VBJCpGivw+lAfy2IvB1DJhH5PSFEuBAiXQsmUgiRaufjMrX2Bdrjw91dqzVSymjtq8haGyFEvFZnpvY9XQtlYdr9SUKIKEeOK4SYqIU6qX1latPZ1tpKk9fMYruqkFImSymjAWS5um8icq0Q1QUQEbmblLIQwEghRAqAKAA6W48xWXBSJKVs6876qkoLjp8BKASQrD1f431hAD4TQnwPIFVKKRzpW0o5WQiRBuA0gCwpZYKNtgnaceY58VSIyI8wZBJRoCmEjZBpMg0bDgsjZkKIJADRNo6T6YmgpdWSCmCkpeNJKYuEEOOghURnjqH1UQTD61FZLeHw0PMmIu/HkElEgeSk9hVmo10SgDQYQlWK+Z1SyjSXV+YEWwHTSAuJWQAyq3C4QhhGgSuTLKUcb6VOrwjlROQ5DJlEFBC08wOzoI3GCSHCTaeVzdrNA2A8n9Arz/3TpshTAaTZGc4KUbXnUgggSggRZum8UJPAew1vCeVE5FkMmUQUKBKklMnatC9gCJvXhEwA4VLKLCFEMgznY1pq4xAtEI6CIbiGa9PxaZUt4rHDZ9r3ZDvbF0kp86zUN9Hkn21hOKfSvK3xdQgHcNV92jR5W4ZJIjLFkElEAUVKWSiEAAxTv1eN7AkhkkyCUrz5/VU4Zh4MwczeQFgpbbQ1CsA8e4OqlPKaYxvPoYRhmnueye2ZAMwX+BRo368JmbAyTe4sN4VyIvIwhkwi8ntaSDlpclMRDCN2pm2iAOSYtLd4PqaXGKl9t2srpkqkwxBUzafbLY3e5mjfr1r8o02Tp1exjqu4OpQTkRoMmUQUCHS4elSyENeulNaZjWICXno+Jv63Oj6n0laV0KbIowAM0EJ1A+3fCbAc7ozB80o41x7HaXIisoibsRNRIEgwO8fwqpCpjcbNNW0PF52P6SZhgGHVuKU7hRBRJpuym26ibro6fDwMr0MSgLuhnT4gpRxvqV+T20y3f0qxNA1PRAQwZBJRYLoSMrXzEk+ZBatrzsfUrhqUYhLYJmpfKdom78Z2iSZXyLlmut3kykMTze9zsH6rpJR5UsqR+N+0+jwppXnQDochVE6WUqZJKe05v9P0dUuEi6fJici/MGQSkV+zcD4moC1i0e5LNFv0EgZDkLpqT0kpZaE2alcEwwjeZO0rGcBJIUSu1m4eKj9nMhnAOCnl5Co8rUyTWitjnPa3tD9mEf63mMdehQDCtOMmSCm99XQCIvICDJlE5O8srRI3jgS+CMOemObtYeExlZkHwx6SUcCVy1jmwTAlfU09Vd10XAuoRbC9MMl4/LkW7rM6GlrJKKvxMengohwisoEhk4j83Yu4NlAZF8yctHDe5Si45nzMVACJFm4Pq2K/RgMA3G1lSj5Muz0PQKGVafBkGJ6r+WMnwnrANo58pnI7ISKyhavLicgvCSFSYVjQEgYgVwiRYlwFbbzMoumUtdY+HNpIphAiHYZLHdqzcjoeQJ7ZOY9zAaQKIaKMt2sjna7ce7O+dk5oJgwjm6e07ycBvKs9z++tPD5LCPGuFkaNpxMU2ZjGz4PlLY+IiK4hpJSqayAi8hlCiNMwXNdcD8O2P2EwbOuTbD66pwXVU8aNyoUQE505F1MIkSmlNN8cPaBpr+04jqgSeS+OZBIROU5v52heKgyLboznRha5rSIiIi/DkElE5CbalHSRtt0PYHkBDhGRX+LCHyIi90qDYSQznFO7RBRIGDKJiNzrexgWBnnr1YOIiNyC0+VERHbQrgw0HoaFPuOFELDnvEwpZZ62kr0qK7LzjJu9AxgQyCOi2mr4eJsNiUg5ri4nIiIiIpfjdDkRERERuRxDJhERERG5HEMmEREREbkcQyYRERERuRxDJhERERG53P8DD9oMDgea02IAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190725/mpvnosmallrun_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW190725_174728-1126259200-400.hdf\n",
+      "0.2782406111394624\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/t4-190728-rerun-re/mpvnosmallrun_output/config_files/rerun_with_psd_fixed2/inference_extract_GW190728_064510.hdf\n",
+      "0.9126741390742759\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/bns/t1/bns-parity_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW170817_124104-1126259200-400.hdf\n",
+      "0.07634186292001127\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/2-rerun/bns/t1/bns-parity_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW190425_081805-1126259200-400.hdf\n",
+      "0.0950248760272929\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "combine = np.ones(len(bins))\n",
+    "\n",
+    "for i in range(len(mpvinv)):\n",
+    "    print(posdirect[i])\n",
+    "    name = gwname[i]\n",
+    "    title = name.split('_')[0]+'\\_'+name.split('_')[1]\n",
+    "    savename = name.split('_')[0]+'_'+name.split('_')[1]\n",
+    "    data = mpvinv[i]\n",
+    "    kde = stats.gaussian_kde(data)\n",
+    "    datacache = kde(bins)\n",
+    "    norm = np.sum(datacache)*(bins[2]-bins[1])\n",
+    "    print(norm)\n",
+    "    plt.figure()\n",
+    "    plt.plot(bins, kde(bins)/norm,color='black')\n",
+    "    plt.xlabel(r'$M_\\mathrm{PV}^{-1}~[GeV^{-1}]$')\n",
+    "    plt.ylabel('PDF')\n",
+    "    plt.title(str(title))\n",
+    "    plt.savefig('figs/'+savename+'.pdf',bbox_inches='tight')\n",
+    "    plt.show()\n",
+    "    \n",
+    "#ax.legend()\n",
+    "#ax.set_xlim(0,5)\n",
+    "#ax.axvline(1.12,0,10,linestyle='--',color='black',alpha=0.7,label='90% upper limit')\n",
+    "#plt.set_xlabel(r'$M_\\mathrm{PV}^{-1}~[GeV^{-1}]$')\n",
+    "#plt.set_ylabel('Probability Densitiy')\n",
+    "#fig.savefig('figure_Mpv.pdf',bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "703a4c67",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebook/3-plot-waveform.ipynb b/notebook/3-plot-waveform.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..cc4e1ea97e426fe405d77f3e9ff6d5f1e0bdb1ca
--- /dev/null
+++ b/notebook/3-plot-waveform.ipynb
@@ -0,0 +1,397 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "expressed-speed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "from pycbc.inference import io, models\n",
+    "from pycbc import waveform\n",
+    "from pycbc.detector import Detector\n",
+    "\n",
+    "# PLOTTING OPTIONS\n",
+    "fig_width_pt = 3*246.0  # Get this from LaTeX using \\showthe\\columnwidth\n",
+    "inches_per_pt = 1.0/72.27               # Convert pt to inch\n",
+    "golden_mean = (np.sqrt(5)-1.0)/2.0         # Aesthetic ratio\n",
+    "fig_width = fig_width_pt*inches_per_pt  # width in inches\n",
+    "fig_height = fig_width*golden_mean      # height in inches\n",
+    "fig_size =  [fig_width,fig_height]\n",
+    "\n",
+    "params = { 'axes.labelsize': 24,\n",
+    "          'font.family': 'serif',\n",
+    "          'font.serif': 'Computer Modern Raman',\n",
+    "          'font.size': 24,\n",
+    "          'legend.fontsize': 20,\n",
+    "          'xtick.labelsize': 24,\n",
+    "          'ytick.labelsize': 24,\n",
+    "          'axes.grid' : True,\n",
+    "          'text.usetex': True,\n",
+    "          'savefig.dpi' : 100,\n",
+    "          'lines.markersize' : 14,\n",
+    "          'figure.figsize': fig_size}\n",
+    "\n",
+    "mpl.rcParams.update(params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "settled-motel",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def fn_to_waveform(fn):\n",
+    "    '''\n",
+    "    Read in a raw posteior file (*.hdf) and return the whitened data, \n",
+    "    whitened best-matched waveform and \n",
+    "    '''\n",
+    "    # read in the raw posterior file and extract the max loglikelihood parameter value\n",
+    "    with io.loadfile(fn, 'r') as fp:   \n",
+    "        data = fp.read_data()                                                           \n",
+    "        psds = fp.read_psds()                                                           \n",
+    "        cp = fp.read_config_file()\n",
+    "        samples = fp.read_samples(list(fp['samples'].keys()))\n",
+    "        idx = samples['loglikelihood'].argmax()\n",
+    "        params = {p: samples[p][idx] for p in samples.fieldnames}\n",
+    "    # set up the model\n",
+    "    model = models.read_from_config(cp, data=data, psds=psds)\n",
+    "    model.update(**params)\n",
+    "    _ = model.loglikelihood\n",
+    "    pol = model.current_stats['maxl_polarization']\n",
+    "    #compute the max loglikelihood waveform\n",
+    "    wfs = model.waveform_generator.generate(polarization=pol,**model.current_params)\n",
+    "    \n",
+    "    whdata = {}\n",
+    "    for det in model.data:\n",
+    "        d = model.data[det]\n",
+    "        d = d.copy()\n",
+    "        d *= model.weight[det] / (4*model.psds[det].delta_f)**0.5\n",
+    "        whdata[det] = d.to_timeseries()\n",
+    "    \n",
+    "    waveforms = {}\n",
+    "    whitened_waveforms = {}\n",
+    "    for detname in wfs:\n",
+    "        hs = {}\n",
+    "        whitend_hs = {}\n",
+    "        det = Detector(detname)\n",
+    "        fp, fc = det.antenna_pattern(model.current_params['ra'],\n",
+    "                                     model.current_params['dec'],\n",
+    "                                     pol,\n",
+    "                                     model.current_params['tc'])\n",
+    "        hp, hc = wfs[detname]\n",
+    "        h = fp*hp + fc*hc\n",
+    "        h.resize(len(model.weight[detname]))\n",
+    "        wh = h.copy()\n",
+    "        wh *= model.weight[detname] / (4*model.psds[detname].delta_f)**0.5\n",
+    "        whitened_waveforms[detname] = wh.to_timeseries() \n",
+    "    return whdata, whitened_waveforms,model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "caf8cf4d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:root:No sampling_params section read from config file\n",
+      "WARNING:root:WARNING: The following args are not being used for waveform generation: q, parity_mpvinverse, comoving_volume, trigger_time, baseapprox, srcmchirp, redshift, delta_tc\n"
+     ]
+    }
+   ],
+   "source": [
+    "path = '/work/yifan.wang/testingGR-o3b/t4-mpi-massive/NRSur-imrlength/190521/result.hdf'\n",
+    "whdata , whwaveform,model = fn_to_waveform(path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "c6ab607c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'loglikelihood': -28003.993571081723,\n",
+       " 'inclination': 0.6279925447379472,\n",
+       " 'q': 1.5950254536003867,\n",
+       " 'coa_phase': 4.740140922250611,\n",
+       " 'parity_mpvinverse': 410.3946117504624,\n",
+       " 'ra': 0.1557295802228651,\n",
+       " 'spin1_polar': 1.494499777878225,\n",
+       " 'comoving_volume': 242737010.52557495,\n",
+       " 'dec': -1.1722257333279138,\n",
+       " 'spin1_a': 0.11875254492247116,\n",
+       " 'spin2_a': 0.8853910536893964,\n",
+       " 'spin2_azimuthal': 3.171874618333345,\n",
+       " 'srcmchirp': 103.90880365363094,\n",
+       " 'spin1_azimuthal': 5.793430106512538,\n",
+       " 'delta_tc': -0.04367818051016273,\n",
+       " 'logwt': -28042.83761417745,\n",
+       " 'spin2_polar': 1.6430760431674083,\n",
+       " 'approximant': 'mpvnosmall',\n",
+       " 'baseapprox': 'NRSur7dq4',\n",
+       " 'f_lower': 20.0,\n",
+       " 'f_ref': 20.0,\n",
+       " 'trigger_time': 1242442967.4473,\n",
+       " 'spin1x': 0.10448809012624745,\n",
+       " 'spin1y': -0.055699857221741304,\n",
+       " 'spin1z': 0.00905162155695618,\n",
+       " 'spin2x': -0.8826744010218807,\n",
+       " 'spin2y': -0.02673728826595236,\n",
+       " 'spin2z': -0.0639401059591485,\n",
+       " 'tc': 1242442967.4036217,\n",
+       " 'redshift': 0.08931853785364824,\n",
+       " 'distance': 421.5411707390699,\n",
+       " 'mass1': 165.09830352724043,\n",
+       " 'mass2': 103.50825634448071}"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.current_params"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "c57e2b68",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "detname={'H1': 'LIGO Hanford',\n",
+    "        'L1': 'LIGO Livingston',\n",
+    "        'V1': 'Virgo'}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "d18fc9ff",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f1f0527d470>"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x727.048 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "det = list(whwaveform.keys())\n",
+    "tc = model.static_params['trigger_time']\n",
+    "\n",
+    "fig = plt.figure(figsize=(10.211706102117061, 6.311181454233049*1.6))\n",
+    "fig.subplots_adjust(hspace=.2)\n",
+    "\n",
+    "for i in range(len(det)):\n",
+    "    ax = fig.add_subplot(3,1,i+1)\n",
+    "\n",
+    "    data = whdata[det[i]]\n",
+    "    ax.plot(data.sample_times-tc, data, c='k', alpha=0.2, label='whitened data')\n",
+    "\n",
+    "    wf = whwaveform[det[i]]\n",
+    "    ax.plot(wf.sample_times-tc, wf,c=color[0],label='birefringence')\n",
+    "    \n",
+    "    if i is not len(det)-1:\n",
+    "        ax.set_xticklabels([])\n",
+    "    ax.grid(True)\n",
+    "    ax.set_xlim(-0.1,0.1)\n",
+    "    ax.set_ylim(-100,100)\n",
+    "    ax.text(0.054, 70, detname[det[i]], style='italic',fontsize=20,\n",
+    "        bbox={'facecolor':'white', 'alpha':0.5, 'pad':5,'edgecolor':'none'})\n",
+    "    \n",
+    "ax.set_xlabel('Time [s]')\n",
+    "ax.legend(loc='lower right', ncol=3,framealpha=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "aacabce7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:root:No sampling_params section read from config file\n",
+      "WARNING:root:WARNING: The following args are not being used for waveform generation: q, parity_mpvinverse, comoving_volume, trigger_time, baseapprox, srcmchirp, redshift, delta_tc\n"
+     ]
+    }
+   ],
+   "source": [
+    "path = '/work/yifan.wang/testingGR-o3b/t4-mpi-massive/NRSur/191109-t2-live3000/result.hdf'\n",
+    "whdata , whwaveform,model = fn_to_waveform(path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "35c7dc10",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f1f057ec6a0>"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 735.243x727.048 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "det = list(whwaveform.keys())\n",
+    "tc = model.static_params['trigger_time']\n",
+    "\n",
+    "fig = plt.figure(figsize=(10.211706102117061, 6.311181454233049*1.6))\n",
+    "fig.subplots_adjust(hspace=.2)\n",
+    "\n",
+    "for i in range(len(det)):\n",
+    "    ax = fig.add_subplot(3,1,i+1)\n",
+    "\n",
+    "    data = whdata[det[i]]\n",
+    "    ax.plot(data.sample_times-tc, data, c='k', alpha=0.2, label='whitened data')\n",
+    "\n",
+    "    wf = whwaveform[det[i]]\n",
+    "    ax.plot(wf.sample_times-tc, wf,c=color[0],label='birefringence')\n",
+    "    \n",
+    "    if i is not len(det)-1:\n",
+    "        ax.set_xticklabels([])\n",
+    "    ax.grid(True)\n",
+    "    ax.set_xlim(-0.1,0.1)\n",
+    "    ax.set_ylim(-100,100)\n",
+    "    ax.text(0.054, 70, detname[det[i]], style='italic',fontsize=20,\n",
+    "        bbox={'facecolor':'white', 'alpha':0.5, 'pad':5,'edgecolor':'none'})\n",
+    "    \n",
+    "ax.set_xlabel('Time [s]')\n",
+    "ax.legend(loc='lower right', ncol=3,framealpha=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "f5eb7459",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'loglikelihood': -17937.589874363457,\n",
+       " 'inclination': 2.4416267691613154,\n",
+       " 'q': 1.6677782492155226,\n",
+       " 'coa_phase': 5.1556860603931005,\n",
+       " 'parity_mpvinverse': 11.227776077977309,\n",
+       " 'ra': 3.7229713294285838,\n",
+       " 'spin1_polar': 2.2581555733375147,\n",
+       " 'comoving_volume': 1118976.4941058382,\n",
+       " 'dec': -0.7326761430600066,\n",
+       " 'spin1_a': 0.9030514325169602,\n",
+       " 'spin2_a': 0.2076965707204915,\n",
+       " 'spin2_azimuthal': 0.7570111490851376,\n",
+       " 'srcmchirp': 57.57018649922684,\n",
+       " 'spin1_azimuthal': 3.4917467218351974,\n",
+       " 'delta_tc': -0.006727120038256915,\n",
+       " 'logwt': -17979.524705632524,\n",
+       " 'spin2_polar': 1.4788619374178424,\n",
+       " 'approximant': 'mpvnosmall',\n",
+       " 'f_lower': 20.0,\n",
+       " 'f_ref': 20.0,\n",
+       " 'trigger_time': 1257296855.2,\n",
+       " 'baseapprox': 'NRSur7dq4',\n",
+       " 'spin1x': -0.6556362172324764,\n",
+       " 'spin1y': -0.23944038021451058,\n",
+       " 'spin1z': -0.5729845938127426,\n",
+       " 'spin2x': 0.15033538798774398,\n",
+       " 'spin2y': 0.1420336732393409,\n",
+       " 'spin2z': 0.019067571260303406,\n",
+       " 'tc': 1257296855.1932728,\n",
+       " 'redshift': 0.014602047706364698,\n",
+       " 'distance': 65.34442207611184,\n",
+       " 'mass1': 87.21248043321981,\n",
+       " 'mass2': 52.29261172715388}"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.current_params"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f751a5aa",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
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diff --git a/notebook/scripts/axisgrid.py b/notebook/scripts/axisgrid.py
new file mode 100644
index 0000000000000000000000000000000000000000..f9beb096ca79d2c74792ce528524bee5cc8e27b6
--- /dev/null
+++ b/notebook/scripts/axisgrid.py
@@ -0,0 +1,84 @@
+# creates the axis grid for the posterior plots
+import numpy
+from matplotlib import (offsetbox, pyplot, gridspec)
+from pycbc import waveform
+
+order = ['srcmass1', 'sw', 'srcmass2', 'w', 'srcmass1+srcmass2', 'sw', 'srcmass1/srcmass2', 'w', 'spin1', 'c']
+wrs = {'w': 1, 'sw': 0., 'c': 0.3, '1d': 0.5, '2d': 3}
+width_ratios = [wrs['2d'], wrs['sw'], wrs['1d'], wrs['w'], wrs['2d'], wrs['sw'], wrs['1d'],
+                1.5*wrs['w'], wrs['2d'], wrs['c']]
+height_ratios = [wrs['1d'], wrs['sw'], wrs['2d']]
+
+paramgrid = {('srcmass1', 'srcmass1'): (0, order.index('srcmass1')),
+             ('srcmass1+srcmass2', 'srcmass1+srcmass2'): (0, order.index('srcmass1+srcmass2')),
+             ('srcmass2', 'srcmass2'): (2, order.index('srcmass2')),
+             ('srcmass1/srcmass2', 'srcmass1/srcmass2'): (2, order.index('srcmass1/srcmass2')),
+             ('spin1_polar', 'spin1_a'): (2, order.index('spin1')),
+             ('srcmass1', 'srcmass2'): (2, order.index('srcmass1')),
+             ('srcmass1+srcmass2', 'srcmass1/srcmass2'): (2, order.index('srcmass1+srcmass2')),
+            }
+
+
+labels = {'srcmass1': waveform.parameters.srcmass1.label,
+          'srcmass2': waveform.parameters.srcmass2.label,
+          'srcmass1+srcmass2': waveform.parameters.srcmtotal.label,
+          'srcmass1/srcmass2': waveform.parameters.q.label,
+          'spin1_a': '$\chi_{1}$',
+          'spin1_polar': r'$\chi_{1,\theta}$'
+         }
+
+
+def create_axes_grid():
+    # Create figure with adequate size for number of parameters.
+    # create the axis grid
+    nrows = len(height_ratios)
+    ncols = len(width_ratios)
+    fsize = (sum(width_ratios), sum(height_ratios))
+    fig = pyplot.figure(figsize=fsize)
+    gs = gridspec.GridSpec(nrows, ncols, width_ratios=width_ratios,
+                           height_ratios=height_ratios,
+                           wspace=0., hspace=0.)
+    # create grid of axis numbers to easily create axes in the right locations
+    axes = numpy.arange(nrows*ncols).reshape((nrows, ncols))
+    # create the mapping between parameter combos and axes
+    axis_dict = {}
+    # cycle over all the axes, setting everything as needed
+    for (px, py) in paramgrid:
+        nrow, ncolumn = paramgrid[px, py]
+        if px == 'spin1_polar' and py == 'spin1_a':
+            ax = pyplot.subplot(gs[axes[nrow, ncolumn]], projection='polar')
+            ax.set_theta_direction(-1)
+            ax.set_theta_offset(numpy.pi/2)
+            ax.set_xticks(numpy.array([0, 45, 90, 135, 180]) / 180.0 * numpy.pi)
+            ax.set_ylim(0, 1)
+            ax.set_yticks([0, 0.5, 1])
+            ax.set_thetamin(0)
+            # only show right half, and shift to the left
+            ax.set_thetamax(180)
+            _l, _b, _w, _h = ax.get_position().bounds
+            dx = _w/2
+            ax.set_position([_l-dx, _b, _w, _h])
+        else:
+            ax = pyplot.subplot(gs[axes[nrow, ncolumn]])
+        axis_dict[px, py] = (ax, nrow, ncolumn)
+        # only add labels to the bottom row plots
+        if nrow == nrows-1 and px != 'spin1_polar' and px != py:
+            ax.set_xlabel('{}'.format(labels[px]), fontsize=12)
+            ax.set_ylabel('{}'.format(labels[py]), fontsize=12)
+        elif px == 'spin1_polar':
+            #ax.set_ylabel('{}'.format(labels[px]), fontsize=12)
+            ax.annotate(r'$\vec{\chi}_{1}$', (0.5, -0.2), xycoords='axes fraction', fontsize=12)
+        elif px == py:
+            # turn off x, y ticks
+            pyplot.setp(ax.get_xticklabels(), visible=False)
+            pyplot.setp(ax.get_yticklabels(), visible=False)
+            ax.tick_params(direction='in')
+            # turn off border
+            for border in ['top', 'left', 'right', 'bottom']:
+                ax.spines[border].set_visible(False)
+    # create the colarbar axis
+    cbar_ax = pyplot.subplot(gs[axes[2, order.index('c')]])
+    # shift to the left because of spin axes
+    _l, _b, _w, _h = cbar_ax.get_position().bounds
+    cbar_ax.set_position([_l-dx, _b, _w, _h])
+    return fig, axis_dict, cbar_ax
diff --git a/notebook/scripts/reweight_samples.py b/notebook/scripts/reweight_samples.py
new file mode 100755
index 0000000000000000000000000000000000000000..13ec832767685210cc555026fdcf4795cf109672
--- /dev/null
+++ b/notebook/scripts/reweight_samples.py
@@ -0,0 +1,78 @@
+#!/usr/bin/env python
+"""Reweights nested samples to a different prior."""
+
+import logging
+import shutil
+import argparse
+import numpy
+import pycbc
+from pycbc.inference import io
+from scipy.special import logsumexp
+
+parser = argparse.ArgumentParser()
+parser.add_argument('--input-file', required=True)
+parser.add_argument('--output-file', required=True)
+parser.add_argument('--reweight-volume', action='store_true', default=False)
+parser.add_argument('--config-files', nargs='+')
+
+opts = parser.parse_args()
+
+pycbc.init_logging(True)
+logging.info("Copying input to output")
+shutil.copy(opts.input_file, opts.output_file)
+
+logging.info('Reweighting samples')
+fp = io.loadfile(opts.output_file, 'a')
+samples = fp.read_samples(['srcmtotal', 'q', 'comoving_volume', 'logwt'],
+                          raw_samples=True)
+logjacobian = samples['2*log(1+q) - log(srcmtotal)']
+logwt = samples['logwt']
+logwt -= logjacobian
+# also reweight by changing from comoving volume prior to volumetric prior
+# to do this, we first need to estimate the what the comoving volume prior
+# is in terms of the luminosity distance
+if opts.reweight_volume:
+    logging.info("Reweighting volume")
+    # load the original prior
+    from pycbc.workflow import WorkflowConfigParser
+    from pycbc import distributions
+    logging.info("Drawing samples from original prior")
+    cp = WorkflowConfigParser(opts.config_files)
+    dists = distributions.read_distributions_from_config(cp)
+    vparams, _ = distributions.read_params_from_config(
+        cp, vargs_section='variable_params', sargs_section='static_params')
+    cons = distributions.read_constraints_from_config(cp)
+    orig_prior = distributions.JointDistribution(vparams, *dists,
+                                                 constraints=cons)
+    psamps = orig_prior.rvs(size=10000)
+    logging.info("Fitting KDE to luminosity distance")
+    dls = psamps['distance_from_comoving_volume(comoving_volume)']
+    from scipy.stats import gaussian_kde
+    kde = gaussian_kde(dls)
+    # now calculate the logpdf of the original prior at each point
+    logging.info("Calculating original log pdf")
+    sample_dls = samples['distance_from_comoving_volume(comoving_volume)']
+    # have to do this in batches to avoid memory errors
+    kk = 0
+    bsize = 1000
+    origlogp = numpy.zeros(sample_dls.shape)
+    while kk < sample_dls.size:
+        kmax = min(kk + bsize, sample_dls.size)
+        origlogp[kk:kmax] = kde.logpdf(sample_dls[kk:kmax])
+        kk = kmax
+        print('{}'.format(kk), end='\r')
+    print('')
+    # generate volumetric prior
+    logging.info("Generating volumetric prior and calculating new pdf")
+    volprior = distributions.UniformRadius(distance=(dls.min(), dls.max()))
+    # now calculate the new prior value
+    newlogp = numpy.array([volprior.logpdf(distance=_d) for _d in sample_dls])
+    # the logwt is then the ratio of the two
+    logwt += newlogp - origlogp
+
+logz = fp.log_evidence[0]
+lognorm = logsumexp(logwt - logz)
+logging.info("lognorm is: %f", lognorm)
+logwt -= lognorm
+fp['samples/logwt'][:] = logwt
+fp.close()
diff --git a/notebook/scripts/reweight_samples_mass_ratio.py b/notebook/scripts/reweight_samples_mass_ratio.py
new file mode 100755
index 0000000000000000000000000000000000000000..fa47dd64dfdc129337565552b5d8780ad1296a02
--- /dev/null
+++ b/notebook/scripts/reweight_samples_mass_ratio.py
@@ -0,0 +1,78 @@
+#!/usr/bin/env python
+"""Reweights nested samples to a different prior."""
+
+import logging
+import shutil
+import argparse
+import numpy
+import pycbc
+from pycbc.inference import io
+from scipy.special import logsumexp
+
+parser = argparse.ArgumentParser()
+parser.add_argument('--input-file', required=True)
+parser.add_argument('--output-file', required=True)
+parser.add_argument('--reweight-volume', action='store_true', default=False)
+parser.add_argument('--config-files', nargs='+')
+
+opts = parser.parse_args()
+
+pycbc.init_logging(True)
+logging.info("Copying input to output")
+shutil.copy(opts.input_file, opts.output_file)
+
+logging.info('Reweighting samples')
+fp = io.loadfile(opts.output_file, 'a')
+samples = fp.read_samples(['srcmtotal', 'q', 'comoving_volume', 'logwt'],
+                          raw_samples=True)
+logjacobian = samples['-2*log(q)']
+logwt = samples['logwt']
+logwt -= logjacobian
+# also reweight by changing from comoving volume prior to volumetric prior
+# to do this, we first need to estimate the what the comoving volume prior
+# is in terms of the luminosity distance
+if opts.reweight_volume:
+    logging.info("Reweighting volume")
+    # load the original prior
+    from pycbc.workflow import WorkflowConfigParser
+    from pycbc import distributions
+    logging.info("Drawing samples from original prior")
+    cp = WorkflowConfigParser(opts.config_files)
+    dists = distributions.read_distributions_from_config(cp)
+    vparams, _ = distributions.read_params_from_config(
+        cp, vargs_section='variable_params', sargs_section='static_params')
+    cons = distributions.read_constraints_from_config(cp)
+    orig_prior = distributions.JointDistribution(vparams, *dists,
+                                                 constraints=cons)
+    psamps = orig_prior.rvs(size=10000)
+    logging.info("Fitting KDE to luminosity distance")
+    dls = psamps['distance_from_comoving_volume(comoving_volume)']
+    from scipy.stats import gaussian_kde
+    kde = gaussian_kde(dls)
+    # now calculate the logpdf of the original prior at each point
+    logging.info("Calculating original log pdf")
+    sample_dls = samples['distance_from_comoving_volume(comoving_volume)']
+    # have to do this in batches to avoid memory errors
+    kk = 0
+    bsize = 1000
+    origlogp = numpy.zeros(sample_dls.shape)
+    while kk < sample_dls.size:
+        kmax = min(kk + bsize, sample_dls.size)
+        origlogp[kk:kmax] = kde.logpdf(sample_dls[kk:kmax])
+        kk = kmax
+        print('{}'.format(kk), end='\r')
+    print('')
+    # generate volumetric prior
+    logging.info("Generating volumetric prior and calculating new pdf")
+    volprior = distributions.UniformRadius(distance=(dls.min(), dls.max()))
+    # now calculate the new prior value
+    newlogp = numpy.array([volprior.logpdf(distance=_d) for _d in sample_dls])
+    # the logwt is then the ratio of the two
+    logwt += newlogp - origlogp
+
+logz = fp.log_evidence[0]
+lognorm = logsumexp(logwt - logz)
+logging.info("lognorm is: %f", lognorm)
+logwt -= lognorm
+fp['samples/logwt'][:] = logwt
+fp.close()
diff --git a/notebook/scripts/scatter_histograms.py b/notebook/scripts/scatter_histograms.py
new file mode 100644
index 0000000000000000000000000000000000000000..58540028a069927f7ddf231e7af5fa43f9b08394
--- /dev/null
+++ b/notebook/scripts/scatter_histograms.py
@@ -0,0 +1,823 @@
+# Copyright (C) 2016 Miriam Cabero Mueller, Collin Capano
+#
+# This program is free software; you can redistribute it and/or modify it
+# under the terms of the GNU General Public License as published by the
+# Free Software Foundation; either version 3 of the License, or (at your
+# option) any later version.
+#
+# This program is distributed in the hope that it will be useful, but
+# WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU General
+# Public License for more details.
+#
+# You should have received a copy of the GNU General Public License along
+# with this program; if not, write to the Free Software Foundation, Inc.,
+# 51 Franklin Street, Fifth Floor, Boston, MA  02110-1301, USA.
+
+
+#
+# =============================================================================
+#
+#                                   Preamble
+#
+# =============================================================================
+#
+"""
+Module to generate figures with scatter plots and histograms.
+"""
+
+import itertools
+import sys
+
+import numpy
+
+import scipy.stats
+
+import matplotlib
+
+# Only if a backend is not already set ... This should really *not* be done
+# here, but in the executables you should set matplotlib.use()
+# This matches the check that matplotlib does internally, but this *may* be
+# version dependenant. If this is a problem then remove this and control from
+# the executables directly.
+if 'matplotlib.backends' not in sys.modules:  # nopep8
+    matplotlib.use('agg')
+
+from matplotlib import (offsetbox, pyplot, gridspec)
+
+from pycbc.results import str_utils
+from pycbc.io import FieldArray
+
+
+def create_axes_grid(parameters, labels=None, height_ratios=None,
+                     width_ratios=None, no_diagonals=False):
+    """Given a list of parameters, creates a figure with an axis for
+    every possible combination of the parameters.
+
+    Parameters
+    ----------
+    parameters : list
+        Names of the variables to be plotted.
+    labels : {None, dict}, optional
+        A dictionary of parameters -> parameter labels.
+    height_ratios : {None, list}, optional
+        Set the height ratios of the axes; see `matplotlib.gridspec.GridSpec`
+        for details.
+    width_ratios : {None, list}, optional
+        Set the width ratios of the axes; see `matplotlib.gridspec.GridSpec`
+        for details.
+    no_diagonals : {False, bool}, optional
+        Do not produce axes for the same parameter on both axes.
+
+    Returns
+    -------
+    fig : pyplot.figure
+        The figure that was created.
+    axis_dict : dict
+        A dictionary mapping the parameter combinations to the axis and their
+        location in the subplots grid; i.e., the key, values are:
+        `{('param1', 'param2'): (pyplot.axes, row index, column index)}`
+    """
+    if labels is None:
+        labels = {p: p for p in parameters}
+    elif any(p not in labels for p in parameters):
+        raise ValueError("labels must be provided for all parameters")
+    # Create figure with adequate size for number of parameters.
+    ndim = len(parameters)
+    if no_diagonals:
+        ndim -= 1
+    if ndim < 3:
+        fsize = (8, 7)
+    else:
+        fsize = (ndim*3 - 1, ndim*3 - 2)
+    fig = pyplot.figure(figsize=fsize)
+    # create the axis grid
+    gs = gridspec.GridSpec(ndim, ndim, width_ratios=width_ratios,
+                           height_ratios=height_ratios,
+                           wspace=0.05, hspace=0.05)
+    # create grid of axis numbers to easily create axes in the right locations
+    axes = numpy.arange(ndim**2).reshape((ndim, ndim))
+
+    # Select possible combinations of plots and establish rows and columns.
+    combos = list(itertools.combinations(parameters, 2))
+    # add the diagonals
+    if not no_diagonals:
+        combos += [(p, p) for p in parameters]
+
+    # create the mapping between parameter combos and axes
+    axis_dict = {}
+    # cycle over all the axes, setting thing as needed
+    for nrow in range(ndim):
+        for ncolumn in range(ndim):
+            ax = pyplot.subplot(gs[axes[nrow, ncolumn]])
+            # map to a parameter index
+            px = parameters[ncolumn]
+            if no_diagonals:
+                py = parameters[nrow+1]
+            else:
+                py = parameters[nrow]
+            if (px, py) in combos:
+                axis_dict[px, py] = (ax, nrow, ncolumn)
+                # x labels only on bottom
+                if nrow + 1 == ndim:
+                    ax.set_xlabel('{}'.format(labels[px]), fontsize=18)
+                else:
+                    pyplot.setp(ax.get_xticklabels(), visible=False)
+                # y labels only on left
+                if ncolumn == 0:
+                    ax.set_ylabel('{}'.format(labels[py]), fontsize=18)
+                else:
+                    pyplot.setp(ax.get_yticklabels(), visible=False)
+            else:
+                # make non-used axes invisible
+                ax.axis('off')
+    return fig, axis_dict
+
+
+def get_scale_fac(fig, fiducial_width=8, fiducial_height=7):
+    """Gets a factor to scale fonts by for the given figure. The scale
+    factor is relative to a figure with dimensions
+    (`fiducial_width`, `fiducial_height`).
+    """
+    width, height = fig.get_size_inches()
+    return (width*height/(fiducial_width*fiducial_height))**0.5
+
+
+def construct_kde(samples_array, use_kombine=False, kdeargs=None):
+    """Constructs a KDE from the given samples.
+    """
+    # make sure samples are randomly sorted
+    numpy.random.seed(0)
+    numpy.random.shuffle(samples_array)
+    if use_kombine:
+        try:
+            import kombine
+        except ImportError:
+            raise ImportError("kombine is not installed.")
+    if kdeargs is None:
+        kdeargs = {}
+    # construct the kde
+    if use_kombine:
+        kde = kombine.clustered_kde.optimized_kde(samples_array, **kdeargs)
+        #kde = kombine.clustered_kde.KDE(samples_array)
+    else:
+        kde = scipy.stats.gaussian_kde(samples_array.T, **kdeargs)
+    return kde
+
+
+def create_density_plot(xparam, yparam, samples, plot_density=True,
+                        plot_contours=True, percentiles=None, cmap='viridis',
+                        contour_color=None, contour_ls=None,
+                        contour_labels=True,
+                        xmin=None, xmax=None,
+                        ymin=None, ymax=None, exclude_region=None,
+                        fold_masses=True,
+                        fig=None, ax=None, use_kombine=False, kdeargs=None):
+    """Computes and plots posterior density and confidence intervals using the
+    given samples.
+
+    Parameters
+    ----------
+    xparam : string
+        The parameter to plot on the x-axis.
+    yparam : string
+        The parameter to plot on the y-axis.
+    samples : dict, numpy structured array, or FieldArray
+        The samples to plot.
+    plot_density : {True, bool}
+        Plot a color map of the density.
+    plot_contours : {True, bool}
+        Plot contours showing the n-th percentiles of the density.
+    percentiles : {None, float or array}
+        What percentile contours to draw. If None, will plot the 50th
+        and 90th percentiles.
+    cmap : {'viridis', string}
+        The name of the colormap to use for the density plot.
+    contour_color : {None, string}
+        What color to make the contours. Default is white for density
+        plots and black for other plots.
+    xmin : {None, float}
+        Minimum value to plot on x-axis.
+    xmax : {None, float}
+        Maximum value to plot on x-axis.
+    ymin : {None, float}
+        Minimum value to plot on y-axis.
+    ymax : {None, float}
+        Maximum value to plot on y-axis.
+    exclue_region : {None, str}
+        Exclude the specified region when plotting the density or contours.
+        Must be a string in terms of `xparam` and `yparam` that is
+        understandable by numpy's logical evaluation. For example, if
+        `xparam = m_1` and `yparam = m_2`, and you want to exclude the region
+        for which `m_2` is greater than `m_1`, then exclude region should be
+        `'m_2 > m_1'`.
+    fig : {None, pyplot.figure}
+        Add the plot to the given figure. If None and ax is None, will create
+        a new figure.
+    ax : {None, pyplot.axes}
+        Draw plot on the given axis. If None, will create a new axis from
+        `fig`.
+    use_kombine : {False, bool}
+        Use kombine's KDE to calculate density. Otherwise, will use
+        `scipy.stats.gaussian_kde.` Default is False.
+
+    Returns
+    -------
+    fig : pyplot.figure
+        The figure the plot was made on.
+    ax : pyplot.axes
+        The axes the plot was drawn on.
+    """
+    if percentiles is None:
+        percentiles = numpy.array([50., 90.])
+    percentiles = 100. - numpy.array(percentiles)
+    percentiles.sort()
+
+    if ax is None and fig is None:
+        fig = pyplot.figure()
+    if ax is None:
+        ax = fig.add_subplot(111)
+
+    # convert samples to array and construct kde
+    xsamples = samples[xparam]
+    ysamples = samples[yparam]
+    if fold_masses and xparam.endswith('mass1') and yparam.endswith('mass2'):
+        # fold over
+        new_xsamples = numpy.concatenate((xsamples, ysamples))
+        new_ysamples = numpy.concatenate((ysamples, xsamples))
+        xsamples = new_xsamples
+        ysamples = new_ysamples
+        npts = 200
+    else:
+        npts = 100
+    arr = numpy.vstack((xsamples, ysamples)).T
+    kde = construct_kde(arr, use_kombine=use_kombine, kdeargs=kdeargs)
+
+    # construct grid to evaluate on
+    if xmin is None:
+        xmin = xsamples.min()
+    if xmax is None:
+        xmax = xsamples.max()
+    if ymin is None:
+        ymin = ysamples.min()
+    if ymax is None:
+        ymax = ysamples.max()
+    X, Y = numpy.mgrid[
+        xmin:xmax:complex(0, npts),  # pylint:disable=invalid-slice-index
+        ymin:ymax:complex(0, npts)]  # pylint:disable=invalid-slice-index
+    pos = numpy.vstack([X.ravel(), Y.ravel()])
+    if use_kombine:
+        Z = numpy.exp(kde(pos.T).reshape(X.shape))
+        draw = kde.draw
+    else:
+        Z = kde(pos).T.reshape(X.shape)
+        draw = kde.resample
+
+    if exclude_region is not None:
+        # convert X,Y to a single FieldArray so we can use it's ability to
+        # evaluate strings
+        farr = FieldArray.from_kwargs(**{xparam: X, yparam: Y})
+        Z[farr[exclude_region]] = 0.
+
+    if plot_density:
+        ax.imshow(numpy.rot90(Z), extent=[xmin, xmax, ymin, ymax],
+                  aspect='auto', cmap=cmap, zorder=1)
+        if contour_color is None:
+            contour_color = 'w'
+
+    if plot_contours:
+        # compute the percentile values
+        numpy.random.seed(10)
+        resamps = kde(draw(int(npts**2)))
+        if use_kombine:
+            resamps = numpy.exp(resamps)
+        s = numpy.percentile(resamps, percentiles)
+        if contour_color is None:
+            contour_color = 'k'
+        # make linewidths thicker if not plotting density for clarity
+        if plot_density:
+            lw = 1
+        else:
+            lw = 2
+        ct = ax.contour(X, Y, Z, s, colors=contour_color, linewidths=lw,
+                        linestyles=contour_ls, zorder=2.1)
+        # label contours
+        if contour_labels:
+            lbls = ['{p}%'.format(p=int(p)) for p in (100. - percentiles)]
+            fmt = dict(zip(ct.levels, lbls))
+            fs = 12
+            ax.clabel(ct, ct.levels, inline=True, fmt=fmt, fontsize=fs)
+
+    # cover folded region
+    if xparam.endswith('mass1') and yparam.endswith('mass2'):
+        ax.fill_between([0.9*xmin, 1.1*xmax], [0.9*xmin, 1.1*xmax],
+                        [1.1*ymax, 1.1*ymax],
+                        color='black', edgecolor='none', zorder=4)
+    return fig, ax
+
+
+def create_marginalized_hist(ax, values, label, percentiles=None,
+                             color='k', fillcolor='gray', linecolor='navy',
+                             linestyle='-',
+                             title=True, expected_value=None,
+                             expected_color='red', rotated=False,
+                             plot_min=None, plot_max=None):
+    """Plots a 1D marginalized histogram of the given param from the given
+    samples.
+
+    Parameters
+    ----------
+    ax : pyplot.Axes
+        The axes on which to draw the plot.
+    values : array
+        The parameter values to plot.
+    label : str
+        A label to use for the title.
+    percentiles : {None, float or array}
+        What percentiles to draw lines at. If None, will draw lines at
+        `[5, 50, 95]` (i.e., the bounds on the upper 90th percentile and the
+        median).
+    color : {'k', string}
+        What color to make the histogram; default is black.
+    fillcolor : {'gray', string, or None}
+        What color to fill the histogram with. Set to None to not fill the
+        histogram. Default is 'gray'.
+    linestyle : str, optional
+        What line style to use for the histogram. Default is '-'.
+    linecolor : {'navy', string}
+        What color to use for the percentile lines. Default is 'navy'.
+    title : bool, optional
+        Add a title with a estimated value +/- uncertainty. The estimated value
+        is the pecentile halfway between the max/min of ``percentiles``, while
+        the uncertainty is given by the max/min of the ``percentiles``. If no
+        percentiles are specified, defaults to quoting the median +/- 95/5
+        percentiles.
+    rotated : {False, bool}
+        Plot the histogram on the y-axis instead of the x. Default is False.
+    plot_min : {None, float}
+        The minimum value to plot. If None, will default to whatever `pyplot`
+        creates.
+    plot_max : {None, float}
+        The maximum value to plot. If None, will default to whatever `pyplot`
+        creates.
+    scalefac : {1., float}
+        Factor to scale the default font sizes by. Default is 1 (no scaling).
+    """
+    if fillcolor is None:
+        htype = 'step'
+    else:
+        htype = 'stepfilled'
+    if rotated:
+        orientation = 'horizontal'
+    else:
+        orientation = 'vertical'
+    ax.hist(values, bins=50, histtype=htype, orientation=orientation,
+            facecolor=fillcolor, edgecolor=color, ls=linestyle, lw=2,
+            density=True)
+    if percentiles is None:
+        percentiles = [5., 50., 95.]
+    if len(percentiles) > 0:
+        plotp = numpy.percentile(values, percentiles)
+    else:
+        plotp = []
+    for val in plotp:
+        if rotated:
+            ax.axhline(y=val, xmax=0.8, ls='solid', color=linecolor, lw=2,
+                       zorder=3)
+        else:
+            ax.axvline(x=val, ymax=0.8, ls='solid', color=linecolor, lw=2,
+                       zorder=3)
+    # plot expected
+    if expected_value is not None:
+        if rotated:
+            ax.axhline(expected_value, color=expected_color, lw=1.5, zorder=2)
+        else:
+            ax.axvline(expected_value, color=expected_color, lw=1.5, zorder=2)
+    if title:
+        if len(percentiles) > 0:
+            minp = min(percentiles)
+            maxp = max(percentiles)
+            medp = (maxp + minp) / 2.
+        else:
+            minp = 5
+            medp = 50
+            maxp = 95
+        values_min = numpy.percentile(values, minp)
+        values_med = numpy.percentile(values, medp)
+        values_max = numpy.percentile(values, maxp)
+        negerror = values_med - values_min
+        poserror = values_max - values_med
+        fmt = '${0}$'.format(str_utils.format_value(
+            values_med, negerror, plus_error=poserror))
+        if rotated:
+            ax.yaxis.set_label_position("right")
+            # sets colored title for marginal histogram
+            set_marginal_histogram_title(ax, fmt, color,
+                                         label=label, rotated=rotated)
+        else:
+            # sets colored title for marginal histogram
+            set_marginal_histogram_title(ax, fmt, color, label=label)
+    # remove ticks and set limits
+    if rotated:
+        # Remove x-ticks
+        ax.set_xticks([])
+        # turn off x-labels
+        ax.set_xlabel('')
+        # set limits
+        ymin, ymax = ax.get_ylim()
+        if plot_min is not None:
+            ymin = plot_min
+        if plot_max is not None:
+            ymax = plot_max
+        ax.set_ylim(ymin, ymax)
+    else:
+        # Remove y-ticks
+        ax.set_yticks([])
+        # turn off y-label
+        ax.set_ylabel('')
+        # set limits
+        xmin, xmax = ax.get_xlim()
+        if plot_min is not None:
+            xmin = plot_min
+        if plot_max is not None:
+            xmax = plot_max
+        ax.set_xlim(xmin, xmax)
+
+
+def set_marginal_histogram_title(ax, fmt, color, label=None, rotated=False):
+    """ Sets the title of the marginal histograms.
+
+    Parameters
+    ----------
+    ax : Axes
+        The `Axes` instance for the plot.
+    fmt : str
+        The string to add to the title.
+    color : str
+        The color of the text to add to the title.
+    label : str
+        If title does not exist, then include label at beginning of the string.
+    rotated : bool
+        If `True` then rotate the text 270 degrees for sideways title.
+    """
+
+    # get rotation angle of the title
+    rotation = 270 if rotated else 0
+
+    # get how much to displace title on axes
+    xscale = 1.05 if rotated else 0.0
+    if rotated:
+        yscale = 1.0
+    elif len(ax.get_figure().axes) > 1:
+        yscale = 1.15
+    else:
+        yscale = 1.05
+
+    # get class that packs text boxes vertical or horizonitally
+    packer_class = offsetbox.VPacker if rotated else offsetbox.HPacker
+
+    # if no title exists
+    if not hasattr(ax, "title_boxes"):
+
+        # create a text box
+        title = "{} = {}".format(label, fmt)
+        tbox1 = offsetbox.TextArea(
+                   title,
+                   textprops=dict(color=color, size=15, rotation=rotation,
+                                  ha='left', va='bottom'))
+
+        # save a list of text boxes as attribute for later
+        ax.title_boxes = [tbox1]
+
+        # pack text boxes
+        ybox = packer_class(children=ax.title_boxes,
+                            align="bottom", pad=0, sep=5)
+
+    # else append existing title
+    else:
+
+        # delete old title
+        ax.title_anchor.remove()
+
+        # add new text box to list
+        tbox1 = offsetbox.TextArea(
+                   " {}".format(fmt),
+                   textprops=dict(color=color, size=15, rotation=rotation,
+                                  ha='left', va='bottom'))
+        ax.title_boxes = ax.title_boxes + [tbox1]
+
+        # pack text boxes
+        ybox = packer_class(children=ax.title_boxes,
+                            align="bottom", pad=0, sep=5)
+
+    # add new title and keep reference to instance as an attribute
+    anchored_ybox = offsetbox.AnchoredOffsetbox(
+                      loc=2, child=ybox, pad=0.,
+                      frameon=False, bbox_to_anchor=(xscale, yscale),
+                      bbox_transform=ax.transAxes, borderpad=0.)
+    ax.title_anchor = ax.add_artist(anchored_ybox)
+
+
+def create_multidim_plot(parameters, samples, labels=None,
+                         mins=None, maxs=None, expected_parameters=None,
+                         expected_parameters_color='r',
+                         plot_marginal=True, plot_scatter=True,
+                         marginal_percentiles=None, contour_percentiles=None,
+                         marginal_title=True, marginal_linestyle='-',
+                         zvals=None, show_colorbar=True, cbar_label=None,
+                         vmin=None, vmax=None, scatter_cmap='plasma',
+                         plot_density=False, plot_contours=True,
+                         kdw_bw=None,
+                         fold_masses=True, density_cmap='viridis',
+                         contour_color=None,  contour_ls=None,
+                         contour_labels=True,
+                         hist_color='black',
+                         line_color=None, fill_color='gray',
+                         use_kombine=False, kdeargs=None,
+                         fig=None, axis_dict=None,
+                         cbar_ax=None):
+    """Generate a figure with several plots and histograms.
+
+    Parameters
+    ----------
+    parameters: list
+        Names of the variables to be plotted.
+    samples : FieldArray
+        A field array of the samples to plot.
+    labels: dict, optional
+        A dictionary mapping parameters to labels. If none provided, will just
+        use the parameter strings as the labels.
+    mins : {None, dict}, optional
+        Minimum value for the axis of each variable in `parameters`.
+        If None, it will use the minimum of the corresponding variable in
+        `samples`.
+    maxs : {None, dict}, optional
+        Maximum value for the axis of each variable in `parameters`.
+        If None, it will use the maximum of the corresponding variable in
+        `samples`.
+    expected_parameters : {None, dict}, optional
+        Expected values of `parameters`, as a dictionary mapping parameter
+        names -> values. A cross will be plotted at the location of the
+        expected parameters on axes that plot any of the expected parameters.
+    expected_parameters_color : {'r', string}, optional
+        What color to make the expected parameters cross.
+    plot_marginal : {True, bool}
+        Plot the marginalized distribution on the diagonals. If False, the
+        diagonal axes will be turned off.
+    plot_scatter : {True, bool}
+        Plot each sample point as a scatter plot.
+    marginal_percentiles : {None, array}
+        What percentiles to draw lines at on the 1D histograms.
+        If None, will draw lines at `[5, 50, 95]` (i.e., the bounds on the
+        upper 90th percentile and the median).
+    marginal_title : bool, optional
+        Add a title over the 1D marginal plots that gives an estimated value
+        +/- uncertainty. The estimated value is the pecentile halfway between
+        the max/min of ``maginal_percentiles``, while the uncertainty is given
+        by the max/min of the ``marginal_percentiles. If no
+        ``marginal_percentiles`` are specified, the median +/- 95/5 percentiles
+        will be quoted.
+    marginal_linestyle : str, optional
+        What line style to use for the marginal histograms.
+    contour_percentiles : {None, array}
+        What percentile contours to draw on the scatter plots. If None,
+        will plot the 50th and 90th percentiles.
+    zvals : {None, array}
+        An array to use for coloring the scatter plots. If None, scatter points
+        will be the same color.
+    show_colorbar : {True, bool}
+        Show the colorbar of zvalues used for the scatter points. A ValueError
+        will be raised if zvals is None and this is True.
+    cbar_label : {None, str}
+        Specify a label to add to the colorbar.
+    vmin: {None, float}, optional
+        Minimum value for the colorbar. If None, will use the minimum of zvals.
+    vmax: {None, float}, optional
+        Maximum value for the colorbar. If None, will use the maxmimum of
+        zvals.
+    scatter_cmap : {'plasma', string}
+        The color map to use for the scatter points. Default is 'plasma'.
+    plot_density : {False, bool}
+        Plot the density of points as a color map.
+    plot_contours : {True, bool}
+        Draw contours showing the 50th and 90th percentile confidence regions.
+    density_cmap : {'viridis', string}
+        The color map to use for the density plot.
+    contour_color : {None, string}
+        The color to use for the contour lines. Defaults to white for
+        density plots, navy for scatter plots without zvals, and black
+        otherwise.
+    use_kombine : {False, bool}
+        Use kombine's KDE to calculate density. Otherwise, will use
+        `scipy.stats.gaussian_kde.` Default is False.
+
+    Returns
+    -------
+    fig : pyplot.figure
+        The figure that was created.
+    axis_dict : dict
+        A dictionary mapping the parameter combinations to the axis and their
+        location in the subplots grid; i.e., the key, values are:
+        `{('param1', 'param2'): (pyplot.axes, row index, column index)}`
+    """
+    if labels is None:
+        labels = {p: p for p in parameters}
+    # set up the figure with a grid of axes
+    # if only plotting 2 parameters, make the marginal plots smaller
+    nparams = len(parameters)
+    if nparams == 2:
+        width_ratios = [3, 1]
+        height_ratios = [1, 3]
+    else:
+        width_ratios = height_ratios = None
+
+    # only plot scatter if more than one parameter
+    plot_scatter = plot_scatter and nparams > 1
+
+    # Sort zvals to get higher values on top in scatter plots
+    if plot_scatter:
+        if zvals is not None:
+            sort_indices = zvals.argsort()
+            zvals = zvals[sort_indices]
+            samples = samples[sort_indices]
+            if contour_color is None:
+                contour_color = 'k'
+        elif show_colorbar:
+            raise ValueError("must provide z values to create a colorbar")
+        else:
+            # just make all scatter points same color
+            zvals = 'gray'
+            if plot_contours and contour_color is None:
+                contour_color = 'navy'
+
+    # convert samples to a dictionary to avoid re-computing derived parameters
+    # every time they are needed
+    samples = dict([[p, samples[p]] for p in parameters])
+
+    # values for axis bounds
+    if mins is None:
+        mins = {p: samples[p].min() for p in parameters}
+    else:
+        # copy the dict
+        mins = {p: val for p, val in mins.items()}
+    if maxs is None:
+        maxs = {p: samples[p].max() for p in parameters}
+    else:
+        # copy the dict
+        maxs = {p: val for p, val in maxs.items()}
+
+    # create the axis grid
+    if fig is None and axis_dict is None:
+        fig, axis_dict = create_axes_grid(
+            parameters, labels=labels,
+            width_ratios=width_ratios, height_ratios=height_ratios,
+            no_diagonals=not plot_marginal)
+
+    # Diagonals...
+    if plot_marginal:
+        for pi, param in enumerate(parameters):
+            ax, _, _ = axis_dict[param, param]
+            # if only plotting 2 parameters and on the second parameter,
+            # rotate the marginal plot
+            rotated = nparams == 2 and pi == nparams-1
+            # see if there are expected values
+            if expected_parameters is not None:
+                try:
+                    expected_value = expected_parameters[param]
+                except KeyError:
+                    expected_value = None
+            else:
+                expected_value = None
+            create_marginalized_hist(
+                ax, samples[param], label=labels[param],
+                color=hist_color, fillcolor=fill_color,
+                linestyle=marginal_linestyle, linecolor=line_color,
+                title=marginal_title, expected_value=expected_value,
+                expected_color=expected_parameters_color,
+                rotated=rotated, plot_min=mins[param], plot_max=maxs[param],
+                percentiles=marginal_percentiles)
+
+    # Off-diagonals...
+    for px, py in axis_dict:
+        if px == py:
+            continue
+        ax, _, _ = axis_dict[px, py]
+        if plot_scatter:
+            if plot_density:
+                alpha = 0.3
+            else:
+                alpha = 1.
+            plt = ax.scatter(x=samples[px], y=samples[py], c=zvals, s=5,
+                             edgecolors='none', vmin=vmin, vmax=vmax,
+                             cmap=scatter_cmap, alpha=alpha, zorder=2)
+
+        if plot_contours or plot_density:
+            # Exclude out-of-bound regions
+            # this is a bit kludgy; should probably figure out a better
+            # solution to eventually allow for more than just m_p m_s
+            if (px == 'm_p' and py == 'm_s') or (py == 'm_p' and px == 'm_s'):
+                exclude_region = 'm_s > m_p'
+            else:
+                exclude_region = None
+            create_density_plot(
+                px, py, samples, plot_density=plot_density,
+                plot_contours=plot_contours, cmap=density_cmap,
+                percentiles=contour_percentiles,
+                contour_color=contour_color, contour_ls=contour_ls,
+                contour_labels=contour_labels,
+                xmin=mins[px], xmax=maxs[px],
+                ymin=mins[py], ymax=maxs[py],
+                fold_masses=fold_masses,
+                exclude_region=exclude_region, ax=ax,
+                use_kombine=use_kombine, kdeargs=kdeargs)
+
+        if expected_parameters is not None:
+            try:
+                ax.axvline(expected_parameters[px], lw=1.5,
+                           color=expected_parameters_color, zorder=5)
+            except KeyError:
+                pass
+            try:
+                ax.axhline(expected_parameters[py], lw=1.5,
+                           color=expected_parameters_color, zorder=5)
+            except KeyError:
+                pass
+
+        ax.set_xlim(mins[px], maxs[px])
+        ax.set_ylim(mins[py], maxs[py])
+
+    # adjust tick number for large number of plots
+    if len(parameters) > 3:
+        for px, py in axis_dict:
+            ax, _, _ = axis_dict[px, py]
+            ax.set_xticks(reduce_ticks(ax, 'x', maxticks=3))
+            ax.set_yticks(reduce_ticks(ax, 'y', maxticks=3))
+
+    if plot_scatter and show_colorbar:
+        # compute font size based on fig size
+        if cbar_ax is None:
+            fig.subplots_adjust(right=0.85, wspace=0.03)
+            cbar_ax = fig.add_axes([0.9, 0.1, 0.03, 0.8])
+            scale_fac = get_scale_fac(fig)
+        else:
+            scale_fac = 1
+        cb = fig.colorbar(plt, cax=cbar_ax)
+        if cbar_label is not None:
+            cb.set_label(cbar_label, fontsize=12*scale_fac)
+        cb.ax.tick_params(labelsize=8*scale_fac)
+
+    return fig, axis_dict
+
+
+def remove_common_offset(arr):
+    """Given an array of data, removes a common offset > 1000, returning the
+    removed value.
+    """
+    offset = 0
+    isneg = (arr <= 0).all()
+    # make sure all values have the same sign
+    if isneg or (arr >= 0).all():
+        # only remove offset if the minimum and maximum values are the same
+        # order of magintude and > O(1000)
+        minpwr = numpy.log10(abs(arr).min())
+        maxpwr = numpy.log10(abs(arr).max())
+        if numpy.floor(minpwr) == numpy.floor(maxpwr) and minpwr > 3:
+            offset = numpy.floor(10**minpwr)
+            if isneg:
+                offset *= -1
+            arr = arr - offset
+    return arr, int(offset)
+
+
+def reduce_ticks(ax, which, maxticks=3):
+    """Given a pyplot axis, resamples its `which`-axis ticks such that are at most
+    `maxticks` left.
+
+    Parameters
+    ----------
+    ax : axis
+        The axis to adjust.
+    which : {'x' | 'y'}
+        Which axis to adjust.
+    maxticks : {3, int}
+        Maximum number of ticks to use.
+
+    Returns
+    -------
+    array
+        An array of the selected ticks.
+    """
+    ticks = getattr(ax, 'get_{}ticks'.format(which))()
+    if len(ticks) > maxticks:
+        # make sure the left/right value is not at the edge
+        minax, maxax = getattr(ax, 'get_{}lim'.format(which))()
+        dw = abs(maxax-minax)/10.
+        start_idx, end_idx = 0, len(ticks)
+        if ticks[0] < minax + dw:
+            start_idx += 1
+        if ticks[-1] > maxax - dw:
+            end_idx -= 1
+        # get reduction factor
+        fac = int(len(ticks) / maxticks)
+        ticks = ticks[start_idx:end_idx:fac]
+    return ticks