{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jupyter notebook к докладу https://slides.ooni.io/2018/cif/\n",
    "\n",
    "Цветовое кодирование:\n",
    "- серый — единичные измерения поступающие от пробников RIPE Atlas\n",
    "- чёрный — портскан с адреса `178.176.30.221`\n",
    "- синий — `ts=` из блоклиста РКН, совпадает со значением `ts=` в \"дэльтах\"\n",
    "- красный — примерное время блокировки на конкретном пробнике RIPE Atlas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "PROBE_PLOT = True\n",
    "experiment = 's5tg-04'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pytz import reference\n",
    "TZ = reference.LocalTimezone()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests\n",
    "from scipy.optimize import minimize_scalar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "rkn_ts = {\n",
    "    #<ip ts=\"2018-09-20T03:30:00+03:00\">45.56.118.171</ip>\n",
    "    # no RIPE Atlas data\n",
    "    #<ip ts=\"2018-09-20T17:01:00+03:00\">66.175.214.174</ip>\n",
    "    '66.175.214.174:1080': 1537452060,\n",
    "    #<ip ts=\"2018-09-20T17:01:00+03:00\">45.33.100.246</ip>\n",
    "    '45.33.100.246:27435': 1537452060,\n",
    "    #<ip ts=\"2018-09-20T21:28:00+03:00\">104.200.21.102</ip>\n",
    "    '104.200.21.102:15197': 1537468080,\n",
    "    #<ip ts=\"2018-09-21T01:20:00+03:00\">173.255.215.241</ip>\n",
    "    '173.255.215.241:24914': 1537482000,\n",
    "}\n",
    "scan_ts = {\n",
    "    '45.56.118.171:1080': 1537392745, # no RIPE Atlas data\n",
    "    '66.175.214.174:1080': 1537445876,\n",
    "    '45.33.100.246:27435': 1537445708,\n",
    "    '104.200.21.102:15197': 1537464296,\n",
    "    '173.255.215.241:24914': 1537473342,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cert</th>\n",
       "      <th>cert_len</th>\n",
       "      <th>dst</th>\n",
       "      <th>from</th>\n",
       "      <th>prb_id</th>\n",
       "      <th>stored_timestamp</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-----BEGIN CERTIFICATE-----\\nMIICyDCCAbCgAwIBA...</td>\n",
       "      <td>1</td>\n",
       "      <td>104.200.21.102:15197</td>\n",
       "      <td>178.206.248.6</td>\n",
       "      <td>10262</td>\n",
       "      <td>1537460118</td>\n",
       "      <td>2018-09-20 16:13:13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-----BEGIN CERTIFICATE-----\\nMIICyDCCAbCgAwIBA...</td>\n",
       "      <td>1</td>\n",
       "      <td>104.200.21.102:15197</td>\n",
       "      <td>178.206.248.6</td>\n",
       "      <td>10262</td>\n",
       "      <td>1537460287</td>\n",
       "      <td>2018-09-20 16:16:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-----BEGIN CERTIFICATE-----\\nMIICyDCCAbCgAwIBA...</td>\n",
       "      <td>1</td>\n",
       "      <td>104.200.21.102:15197</td>\n",
       "      <td>178.206.248.6</td>\n",
       "      <td>10262</td>\n",
       "      <td>1537460474</td>\n",
       "      <td>2018-09-20 16:19:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-----BEGIN CERTIFICATE-----\\nMIICyDCCAbCgAwIBA...</td>\n",
       "      <td>1</td>\n",
       "      <td>104.200.21.102:15197</td>\n",
       "      <td>178.206.248.6</td>\n",
       "      <td>10262</td>\n",
       "      <td>1537460652</td>\n",
       "      <td>2018-09-20 16:22:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-----BEGIN CERTIFICATE-----\\nMIICyDCCAbCgAwIBA...</td>\n",
       "      <td>1</td>\n",
       "      <td>104.200.21.102:15197</td>\n",
       "      <td>178.206.248.6</td>\n",
       "      <td>10262</td>\n",
       "      <td>1537460833</td>\n",
       "      <td>2018-09-20 16:25:13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                cert  cert_len  \\\n",
       "0  -----BEGIN CERTIFICATE-----\\nMIICyDCCAbCgAwIBA...         1   \n",
       "1  -----BEGIN CERTIFICATE-----\\nMIICyDCCAbCgAwIBA...         1   \n",
       "2  -----BEGIN CERTIFICATE-----\\nMIICyDCCAbCgAwIBA...         1   \n",
       "3  -----BEGIN CERTIFICATE-----\\nMIICyDCCAbCgAwIBA...         1   \n",
       "4  -----BEGIN CERTIFICATE-----\\nMIICyDCCAbCgAwIBA...         1   \n",
       "\n",
       "                    dst           from  prb_id  stored_timestamp  \\\n",
       "0  104.200.21.102:15197  178.206.248.6   10262        1537460118   \n",
       "1  104.200.21.102:15197  178.206.248.6   10262        1537460287   \n",
       "2  104.200.21.102:15197  178.206.248.6   10262        1537460474   \n",
       "3  104.200.21.102:15197  178.206.248.6   10262        1537460652   \n",
       "4  104.200.21.102:15197  178.206.248.6   10262        1537460833   \n",
       "\n",
       "            timestamp  \n",
       "0 2018-09-20 16:13:13  \n",
       "1 2018-09-20 16:16:12  \n",
       "2 2018-09-20 16:19:17  \n",
       "3 2018-09-20 16:22:17  \n",
       "4 2018-09-20 16:25:13  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = pd.read_json('{}-full.jsonl'.format(experiment), lines=True)\n",
    "d.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "del dst 104.200.21.102:15197\n",
      "add good_cert\n",
      "del cert\n",
      "add stored_utc\n"
     ]
    }
   ],
   "source": [
    "if hasattr(d, 'dst'):\n",
    "    dst = d.dst[0]\n",
    "    print 'del dst', dst\n",
    "    blue_line = rkn_ts[dst] * 1000000000\n",
    "    scan_line = scan_ts[dst] * 1000000000\n",
    "    assert d.dst.nunique() == 1\n",
    "    del d['dst']\n",
    "blue_dt = pd.to_datetime(blue_line, unit='ns')\n",
    "scan_dt = pd.to_datetime(scan_line, unit='ns')\n",
    "if not hasattr(d, 'good_cert'):\n",
    "    known_certs = d.groupby('cert').cert.nunique()\n",
    "    good_cert = max(dict(known_certs).items(), key=lambda _: _[1])[0]\n",
    "    print 'add good_cert'\n",
    "    d['good_cert'] = (d.cert == good_cert)\n",
    "    print 'del cert'\n",
    "    del d['cert']\n",
    "if not hasattr(d, 'stored_utc'):\n",
    "    print 'add stored_utc'\n",
    "    d['stored_utc'] = pd.to_datetime(d.stored_timestamp, unit='s')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count                     54096\n",
       "mean     0 days 00:01:55.531111\n",
       "std      0 days 00:05:29.879788\n",
       "min             0 days 00:00:08\n",
       "25%             0 days 00:01:15\n",
       "50%             0 days 00:01:37\n",
       "75%             0 days 00:02:09\n",
       "max             0 days 04:03:04\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(d.stored_utc - d.timestamp).describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "В некоторый момент с части пробников измерения были сняты, т.к. на данных пробах блокировка уже наступила и тратить RIPE Atlas кредиты на них не имело смысла. Пробы, с которых сигнал о блокировке ещё не был получен, продолжали генерировать измерения."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = figure(figsize=(16,4))\n",
    "axvline(blue_dt, color='blue')\n",
    "axvline(scan_dt, color='black', ls='--')\n",
    "xlim(d.timestamp.min(), d.timestamp.max())\n",
    "f.axes[0].xaxis_date(TZ)\n",
    "d.timestamp.hist(bins=100, color='grey')\n",
    "title(u'Объём поступающих измерений')\n",
    "xlabel(u'День, час, МСК')\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "red_line = {} # prb_id -> timestamp\n",
    "\n",
    "for prb_id in d.prb_id.unique():\n",
    "    prb = d[d.prb_id == prb_id]\n",
    "    yorig = prb.good_cert.astype('int')\n",
    "    xorig = prb.timestamp.astype('int64')\n",
    "    def separator_cost(x):\n",
    "        cls = (xorig < x).astype('int')\n",
    "        return (yorig != cls).sum()\n",
    "    sol = minimize_scalar(separator_cost, bounds=(xorig.min(), xorig.max()), method='Bounded')\n",
    "    assert sol.success == True\n",
    "    red_line[prb_id] = sol.x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 20749\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 14011\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3959\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3780\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 34179\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3854\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 30988\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 27180\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11098\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 21662\n"
     ]
    },
    {
     "data": {
      "image/png": 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CPlX+HNRdd93FWWedRUSQmRtt61831M/h7LOpbefPn09msm7duk3uf7Tj/9WvjiMTzj774g3rj739diZOnMi9S5ey++67D5UOSZIkSaqVIUdWM/P7wD2DNDkYuDgL1wJTIuI5Q/X72GOP9fff6Zhd/RzOPmPVth7xd16/fv16Fi5cyNKlS5/UhyRJkiTV2Wjcs7oDsLLl/apynWrg0Ucf5corr6w6DEmSJEkaltF4GnB0WPfk4UAgIk4ATgDYfvvtmTVr1igcfvPYaqutAGoZ81ZbPQ3YOLantcU73KcZr1271icgN5S5aybz1lzmrrnMXXOZu+Yyd81VRe5Go1hdBezY8n46cEenhpk5D5gH8NznPjdvvvnmUTj85vHoo48CUMeY1617FbBxbK9at27DusmTJ3PkkUcOq8++vj7mzJkzajFq8zF3zWTemsvcNZe5ay5z11zmrrmqyN1oFKsLgJMi4hKKByvdl5l3jkK/tXL00UdXHcKITJo0iX322afqMCRJkiRpWIYsViPiq8AcYGpErALOACYBZOZFwCLgQGAFsA74224OPGHChP7+K3+a7uZ+su/ox1Q8ZKl1PcDEiROZO3euTwOWJEmS1DhDFquZOej80SwqqXcM98DTpk3jjDPOGO5ulTnnnHOICE477bSqQ3mSq64qfp5++ulPrPzudwGYbqEqSZIkqYFG42nAPeHKK6/0qbqSJEmStJlYrEqSJEmSasdiVZIkSZJUOxarkiRJkqTaGY2vrukJ22+/fdUhSJIkSVLPsFjt0te//vWqQ5AkSZKknuE0YEmSJElS7VisdumUU07hlFNOqToMSZIkSeoJTgPu0jXXXFN1CJIkSZLUMxxZlSRJkiTVjsWqJEmSJKl2LFYlSZIkSbXjPatdmj59etUhSJIkSVLPsFjt0pe+9KWqQ5AkSZKknuE0YEmSJElS7Visdunkk0/m5JNPrjoMSZIkSeoJTgPu0pIlS6oOQZIkSZJ6hiOrkiRJkqTasViVJEmSJNWOxaokSZIkqXa6KlYjYv+IWB4RKyLivR22/1FEXBURP4+I6yPiwNEPtVqzZs1i1qxZVYchSZIkST1hyAcsRcQE4ELg9cAqYHFELMjMG1uanQpclpmfiohdgUXAjDGItzLz5s2rOgRJkiRJ6hndjKzuCazIzNsy8xHgEuDgtjYJbFe+ngzcMXohSpIkSZJ6TWTm4A0iDgX2z8y3lO+PAfbKzJNa2jwH+DbwdGBrYN/M/GmHvk4ATgCYNm3ayy+55JLROo8xd/755wPw7ne/u+JInuzkk/cA4IILnvh6nT3K74RdcsEFI+pz7dq1bLPNNpsenDY7c9dM5q25zF1zmbvmMnfNZe6aayS5e93rXvfTzJw90mN28z2r0WFde4V7JDA/Mz8aEa8CvhgRL87MxzfaKXMeMA9g9uzZOWfOnBGEXI0zzzwTgDrGPGVK8XOj2MqVI423r6+vlueqoZm7ZjJvzWXumsvcNZe5ay5z11xV5K6bacCrgB1b3k/nydN83wxcBpCZ1wBPBaaORoCSJEmSpN7TTbG6GJgZETtFxBbAEcCCtja/BvYBiIhdKIrV349moJIkSZKk3jFksZqZ64GTgCuAmyie+rssIs6OiIPKZu8C/i4ifgF8FTg+h7oZVpIkSZKkAXRzzyqZuYji62ha153e8vpG4NWjG1q97LHHHlWHIEmSJEk9o6tiVXDBCJ+qK0mSJEkavm7uWZUkSZIkabOyWO3S0UcfzdFHH111GJIkSZLUE5wG3KVVq1ZVHYIkSZIk9QxHViVJkiRJtWOxKkmSJEmqHYtVSZIkSVLteM9ql171qldVHYIkSZIk9QyL1S6de+65VYcgSZIkST3DacCSJEmSpNqxWO3SIYccwiGHHFJ1GJIkSZLUE5wG3KW777676hAkSZIkqWc4sipJkiRJqh2LVUmSJElS7VisSpIkSZJqx3tWu7TPPvtUHYIkSZIk9QyL1S6ddtppVYcgSZIkST3DacCSJEmSpNqxWO3SAQccwAEHHFB1GJIkSZLUE7oqViNi/4hYHhErIuK9A7Q5LCJujIhlEfGV0Q2zeg899BAPPfRQ1WFIkiRJUk8Y8p7ViJgAXAi8HlgFLI6IBZl5Y0ubmcApwKsz896IeNZYBSxJkiRJGv+6GVndE1iRmbdl5iPAJcDBbW3+DrgwM+8FyMzfjW6YkiRJkqRe0k2xugOwsuX9qnJdq1nArIj4UURcGxH7j1aAkiRJkqTe081X10SHddmhn5nAHGA68IOIeHFmrtmoo4gTgBMApk2bRl9f33Djrcwuu+wCUMuY16zZA4C+viUb1u2xprj0S0YY79q1a2t5rhqauWsm89Zc5q65zF1zmbvmMnfNVUXuuilWVwE7tryfDtzRoc21mfko8L8RsZyieF3c2igz5wHzAGbPnp1z5swZYdibX51jnTKl+LlRjOXKkcbd19dX63PWwMxdM5m35jJ3zWXumsvcNZe5a64qctfNNODFwMyI2CkitgCOABa0tfkv4HUAETGVYlrwbaMZqCRJkiSpdwxZrGbmeuAk4ArgJuCyzFwWEWdHxEFlsyuAuyPiRuAq4D2ZefdYBV2FOXPm+CmQJEmSJG0m3UwDJjMXAYva1p3e8jqBd5aLJEmSJEmbpJtpwJIkSZIkbVYWq5IkSZKk2rFYlSRJkiTVTlf3rAoOO+ywqkOQJEmSpJ5hsdqlE088seoQJEmSJKlnOA24S+vWrWPdunVVhyFJkiRJPcGR1S4deOCBAPT19VUbiCRJkiT1AEdWJUmSJEm1Y7EqSZIkSaodi1VJkiRJUu1YrEqSJEmSascHLHXp+OOPrzoESZIkSeoZFqtdsliVJEmSpM3HacBdWr16NatXr646DEmSJEnqCY6sdunQQw8F/J5VSZIkSdocHFmVJEmSJNWOxaokSZIkqXYsViVJkiRJtWOxKkmSJEmqHR+w1KW3v/3tVYcgSZIkST2jq5HViNg/IpZHxIqIeO8g7Q6NiIyI2aMXYj0cfvjhHH744VWHIUmSJEk9YchiNSImABcCBwC7AkdGxK4d2m0L/APw49EOsg5WrlzJypUrqw5DkiRJknpCNyOrewIrMvO2zHwEuAQ4uEO7c4CPAH8Yxfhq45hjjuGYY46pOgxJkiRJ6gndFKs7AK1DiqvKdRtExMuAHTPzG6MYmyRJkiSpR3XzgKXosC43bIx4CvAx4PghO4o4ATgBYNq0afT19XUVZB2sWbMGoJYxr1mzBwB9fUs2rNujjHfJCONdu3ZtLc9VQzN3zWTemsvcNZe5ay5z11zmrrmqyF03xeoqYMeW99OBO1rebwu8GOiLCIBnAwsi4qDMvK61o8ycB8wDmD17ds6ZM2fkkW9mU6ZMAaCOMZehbRzbJsbb19dXy3PV0MxdM5m35jJ3zWXumsvcNZe5a64qctfNNODFwMyI2CkitgCOABb0b8zM+zJzambOyMwZwLXAkwpVSZIkSZK6NeTIamauj4iTgCuACcDnMnNZRJwNXJeZCwbvYXx417veVXUIkiRJktQzupkGTGYuAha1rTt9gLZzNj2s+pk7d27VIUiSJElSz+hmGrCA5cuXs3z58qrDkCRJkqSe0NXIquCtb30rUM+nAUuSJEnSeOPIqiRJkiSpdixWJUmSJEm1Y7EqSZIkSaodi1VJkiRJUu34gKUunXrqqVWHIEmSJEk9w2K1S/vuu2/VIUiSJElSz3AacJeWLFnCkiVLqg5DkiRJknqCI6tdOvnkkwG/Z1WSJEmSNgdHViVJkiRJtWOxKkmSJEmqHYtVSZIkSVLtWKxKkiRJkmrHByx16UMf+lDVIUiSJElSz7BY7dLee+9ddQiSJEmS1DOcBtylq6++mquvvrrqMCRJkiSpJziy2qX3ve99gN+zKkmSJEmbgyOrkiRJkqTasViVJEmSJNVOV8VqROwfEcsjYkVEvLfD9ndGxI0RcX1EXBkRzxv9UCVJkiRJvWLIYjUiJgAXAgcAuwJHRsSubc1+DszOzJcAlwMfGe1AJUmSJEm9o5sHLO0JrMjM2wAi4hLgYODG/gaZeVVL+2uBo0czyDq44IILqg5BkiRJknpGN8XqDsDKlvergL0Gaf9m4JudNkTECcAJANOmTWvkk3XrGPOaNXsA0Ne3ZMO6PdasAWDJCONdu3ZtLc9VQzN3zWTemsvcNZe5ay5z11zmrrmqyF03xWp0WJcdG0YcDcwGXttpe2bOA+YBzJ49O+fMmdNdlDXwne98B4B999234kiebMqU4udG17NcOdJr3NfXN+J9VS1z10zmrbnMXXOZu+Yyd81l7pqritx1U6yuAnZseT8duKO9UUTsC7wfeG1mPjw64dXHBz7wAaCexaokSZIkjTfdPA14MTAzInaKiC2AI4AFrQ0i4mXAp4GDMvN3ox+mJEmSJKmXDFmsZuZ64CTgCuAm4LLMXBYRZ0fEQWWz84BtgK9FxJKIWDBAd5IkSZIkDambacBk5iJgUdu601teOzdWkiRJkjRqupkGLEmSJEnSZtXVyKrg05/+dNUhSJIkSVLPsFjt0s4771x1CJIkSZLUM5wG3KWFCxeycOHCqsOQJEmSpJ7gyGqXPvrRjwIwd+7ciiORJEmSpPHPkVVJkiRJUu1YrEqSJEmSasdiVZIkSZJUOxarkiRJkqTa8QFLXfriF79YdQiSJEmS1DMsVru04447Vh2CJEmSJPUMpwF36dJLL+XSSy+tOgxJkiRJ6gmOrHbpU5/6FACHH354xZFIkiRJ0vjnyKokSZIkqXYsViVJkiRJtWOxKkmSJEmqHYtVSZIkSVLt+IClLl1++eVVhyBJkiRJPcNitUtTp06tOgRJkiRJ6hldTQOOiP0jYnlErIiI93bYvmVEXFpu/3FEzBjtQKs2f/585s+fX3UYkiRJktQTIjMHbxAxAbgZeD2wClgMHJmZN7a0ORF4SWa+LSKOAN6YmYN+Iens2bPzuuuu29T4N5s5c+YA0NfXV2kcnZSh0Rra2le8gnvuuYfPH3ssABFBZg75s9+sWbO45ZZbumo7kv672Wes+69jTKPR/8yZMwfMXdOv6XiOf9asWdx88821iqlJ+1R5zgPlrinxNyGmseq/P3de0+b1v8suu7DLLruw++67o2bp6+vb8He1mmUkuYuIn2bm7JEes5uR1T2BFZl5W2Y+AlwCHNzW5mDgC+Xry4F9IiJGGpQ2zdKlS1m9ejWPP/bYhnX9/xMY6mer0Wxbx/7rGFPT+x/rmMZz/EP1UUVMTdpnrNpuSu6aEn8TYhqr/jvxmjaj/8cee4yFCxeydOnSJ+0rafzopljdAVjZ8n5Vua5jm8xcD9wHbD8aAWr4rrzyShjkf8SSJElN9+ijjxZ/80gat7p5wFKnEdL2SqibNkTECcAJANOmTavllNqBrFmzBqjnNOA1a/YAoK9vCVBc26dttRVQTOcdiS233HLE+6pa5q6ZzFtzmbvmMnfN1Zq7Ov5tpoGtXbvWnDVUFbnrplhdBezY8n46cMcAbVZFxERgMnBPe0eZOQ+YB8U9q02arz5lyhSAWs6xL0PbENsFF1zAQ+vWATzpXpxudbqPR81g7prJvDWXuWsuc9dc/bmbPHkyRx55ZNXhaBi8Z7W5qshdN9OAFwMzI2KniNgCOAJY0NZmAXBc+fpQ4Ls52A0hDbRo0SIWLVpUdRhd2WeffcBbhiVJ0jg2adKk4m8eSePWkMVqeQ/qScAVwE3AZZm5LCLOjoiDymafBbaPiBXAO4Enfb1N02211VZsVU6trbvdd9+dqVOn8pQJEzas63/e1VA/W41m2zr2X8eYmt7/WMc0nuMfqo8qYmrSPmPVdlNy15T4mxDTWPXfide0Gf1PmDCBuXPn+jRgaZzrZhowmbkIWNS27vSW138A/np0Q6uXT37ykwCceOKJFUfSnW223ppttt6aM844Y0T79/X1Oa2mocxdM5m35jJ3zWXumquvr89CVeoB3UwDFnDZZZdx2WWXVR2GJEmSJPUEi1VJkiRJUu1YrEqSJEmSasdiVZIkSZJUOxarkiRJkqTaiaq+DjUifg/8qpKDqxtTgdVVB6ERMXfNZN6ay9w1l7lrLnPXXOauuUamvQpZAAAKNUlEQVSSu+dl5jNHesDKilXVW0Rcl5mzq45Dw2fumsm8NZe5ay5z11zmrrnMXXNVkTunAUuSJEmSasdiVZIkSZJUOxarGsi8qgPQiJm7ZjJvzWXumsvcNZe5ay5z11ybPXfesypJkiRJqh1HViVJkiRJtWOx2nARsX9ELI+IFRHx3pb1fxYRP4uIGyLiCxExcYD9v1zuf0NEfC4iJpXrIyI+XvZ7fUT8cYd9d4yIqyLipohYFhH/2LLtvIj4Zbnvf0bElLE4/yYbw9y9KCKuiYiHI+Ldgxz/5RGxtDz+xyMiyvV/Xebz8YjwaX0d1DV3LdvfHREZEVNH65zHi7rmLiIujYgl5XJ7RCwZ7XNvuhrk7oMRsTIi1rat37LM34qI+HFEzBidMx4/apy7t5W/j0si4ocRsetonfN4UNe8ldsOi4gbo/h75Sujcb7jSV1zFxHPi4gro6gP+iJi+pAnk5kuDV2ACcCtwPOBLYBfALtSfAixEphVtjsbePMAfRwIRLl8FXh7y/pvlutfCfy4w77PAf64fL0tcDOwa/l+P2Bi+frDwIervl51WsY4d88CXgF8EHj3IDH8BHhVuf83gQPK9bsAOwN9wOyqr1Xdljrnrty2I3AFxfdYT636etVpqXvuWtp8FDi96utVp6UmuXslxf/31ratPxG4qHx9BHBp1derTkvNc7ddy+uDgG9Vfb3qstQ8bzOBnwNP7++v6utVp6XmufsacFz5+s+ALw51Po6sNtuewIrMvC0zHwEuAQ4Gtgcezsyby3b/AxzSqYPMXJQlij+i+j/hOBi4uNx0LTAlIp7Ttu+dmfmz8vUDwE3ADuX7b2fm+rLptS39qjBmucvM32XmYuDRgQ5e5nK7zLym3P9i4C/L/W/KzOWjcpbjU21zV/oY8M+ADyR4srrnjnKk9TCKPw70hEpzV7a7NjPv7LDpYOAL5evLgX36R8wF1Dh3mXl/y9ut8b+brWqbN+DvgAsz897+/oZ/euNanXO3K3Bl+fqqMq5BWaw22w4Un5D0W1WuWw1MiiemcB5KMdoyoHJ4/xjgW0P0PdD+M4CXAT/usPlNFCMIesJY5q7b46/qcHwNrba5i4iDgN9k5i+G0V8vqW3uWrwGuCszbxlGv72g6tx1FVv5Ie19FH8UqlDn3BER74iIW4GPAP8wWv2OA3XO2yxgVkT8KCKujYj9R6nf8aLOufsFTxTIbwS2jYhB/3tpsdpsnT657f8U5AjgYxHxE+ABYH2Htq0+CXw/M38wWN8dg4jYBvg6cHLbp5RExPvLY395iOP3mrHM3YiPP4z9e1ktcxcRWwHvB04fRl+9ppa5a3t/JI6qdlJ17oYd2yj1PR7UOXdk5oWZ+QLgX4BTR6vfcaDOeZtIMRV4DsV/M/89fDZKqzrn7t3AayPi58Brgd8MFUPHm2rVGKvY+BOR6cAdAJl5DcUn9ETEfhSfQhERVwDTgOsy8y3lujOAZwJv7abvVuUnLl8HvpyZ/9G27TjgDcA+5S+InjCWuev2+K1TszvmVx3VNXcvAHYCflHOQJwO/Cwi9szM3w7zGONVXXNH2e9E4K+Alw+z315Qde66iW1VmcPJwD2j2H/T1Tl3rS4BPjVGfTdRnfO2Crg2Mx8F/jcillMUr4tH8RhNVtvcZeYdFP+f6x/sOiQz7xtqJ5eGLhQfNtxG8Qdq/w3Uu5XbnlX+3JJibvifDdDHW4Crgae1rf8LNn7A0k867BsU91xd0GHb/sCNwDOrvk51XMYydy3bz2Twm98Xl7ntf9DLgW3b+/ABS43MXdnmdnzAUqNyV/5383tVX6c6LnXIXUu79geGvIONH7B0WdXXq05LzXM3s+X1XIo/1Cu/ZnVYap63/YEvlK+nUkx53b7qa1aXpea5mwo8pXz9QeDsIfuo+oK6bNpC8bSumyme+vX+lvXnUTzwaDnF9NyB9l9f7rukXE4v1wdwYbltKR2KFuBPKKY6Xd+y/4HlthXlfzz6119U9bWq2zKGuXs2xadq9wNrytfbddh/NnBD2ccngCjXv7Hc52HgLuCKqq9V3Za65q6tze1YrDYqd8B84G1VX6O6LjXI3UfKbY+XP88s1z+V4gmXKygeRPL8qq9V3ZYa5+7fgGVln1dR/kHvUvu8BfCvFIMiS4Ejqr5WdVtqnLtDgVvK2P4d2HKoc+n/41SSJEmSpNrwAUuSJEmSpNqxWJUkSZIk1Y7FqiRJkiSpdixWJUmSJEm1Y7EqSZIkSaodi1VJ0rgTETdExI0RsSQifhMRZ1Yd02iJiDMjIiPihS3r/qlcN7t8v01EfDoibo2IZRHx/YjYq9y2tmW/55Rt5m7+M5EkaXAWq5Kk8eqAzNwD+FjVgYyBpcARLe8PpfjOwX7/DtwDzMzM3YDjKb6MfYOI2BZYBHw4MxeOabSSJI2AxaokaTyaBDzcaUNEvCciFkfE9RFxVrluRkTc0NLm0IiYX76eHxGHdnvg1vYRMScivlG+3jMiro6In5c/dy7XT4iI8yNiaRnT33dxmP8CDi73fz5wH/D78v0LgL2AUzPzcYDMvC0z/7slxknAfwALMnNet+cmSdLmNLHqACRJGgPbAg+0r4yI/YCZwJ5AAAsi4k+BX4/isR8v+273S+BPM3N9ROwLfAg4BDgB2Al4WbntGV0c435gZUS8mKJovRT423LbbsCSzHxskP0/B7wW6KYwliSpEo6sSpLGlYiYAGybmQ922Lxfufwc+BnwIoriFeAF5T2uS4Dz2vY7r9x2ZUTMGiKEVcDLOqyfDHytHMH9GEVRCbAvcFFmrgfIzHuG6L/fJRRTgf8S+M8u9wHYGngGxdTgC4exnyRJm5XFqiRpvHk+cPMA2wI4NzP3KJcXZuZny2239q8H3tO233vK9V8Fzhzi+J8E9oqI6ynuHe13DnBVZr4YmAs8tSWm7ObE2iwEjgF+nZn3t6xfBrw0Igb6f/zDwGGZ+RXg0Yg4agTHliRpzFmsSpLGm8OAawbYdgXwpojYBiAidoiIZw2j77uBLcp9T4qIk9obZOZvM3OfzHwJ8JaWTZOB35Svj29Z/23gbRExsez3GeXPcyPijQMFkpkPAf8CfLBt/a3AdcBZERFlXzMj4uCyyfqWUeeTgA9GxOQhz1ySpM3Me1YlSeNGRLydYgTz1xHxJ+XqZwITIuJnmbkgInYBrinruLXA0cBg93cCnBMRJwNbAm8t170I+NEwwvsI8IWIeCfw3Zb1/w7MAq6PiEeBzwCfAHYHFgzWYWZeMsCmtwAfBVZExDqKIrt9tJjMXBERn6e4f/YdwzgXSZLGXGSOZOaRJEn1U36f6u2ZOb+b9Zt4rG8Af5WZj4xWn239X5GZfz4WfUuS1ASOrEqSNAKZ+YYx7t9CVZLU0xxZlSSNG+V9n9n+tS0DrZckSfVlsSpJkiRJqh2fBixJkiRJqh2LVUmSJElS7VisSpIkSZJqx2JVkiRJklQ7FquSJEmSpNr5/wG6uW/aNShLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3768\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 25354\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 26580\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 32510\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11437\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 12896\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 20873\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 10865\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 15121\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 12890\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 14230\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 26190\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3714\n"
     ]
    },
    {
     "data": {
      "image/png": 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wtqeXMc+cOXPMdzNes2aNd0BuKXPXTuatvcxde5m79jJ37WXu2quO3E1EsboK2Knj9Y7Afb0aZuYCYAHAc5/73LzrrrsmYPcbx2OPPQZAE2Neu3ZvYMPY9l67FiiuDz7iiCPG1Ofg4CADAwMTEp82LnPXTuatvcxde5m79jJ37WXu2quO3E1EsboIODEiLqe4sdLDmfnTCei3UY488si6QxiX2GQT5s+fX3cYkiRJkjQmoxarEfEFYACYERGrgDOBzQAy8xJgMbA/sAJYC7y1yo6nTZs21H8r7gbc7P6Lmyx1t910002Zvu22PH+PPaqkRJIkSZIaY9RiNTNHnD+aRQX1rrHueObMmZx55plj3aw25557LhHB6aefXncoG7jmmuLnGWec0XuFJEmSJLXMRNwNuC8sWbLEu+pKkiRJ0kZisSpJkiRJahyLVUmSJElS41isSpIkSZIaZyK+uqYvbLfddnWHIEmSJEl9w2K1oi9/+ct1hyBJkiRJfcNpwJIkSZKkxrFYrejUU0/l1FNPrTsMSZIkSeoLTgOu6Lrrrqs7BEmSJEnqG46sSpIkSZIax2JVkiRJktQ4FquSJEmSpMbxmtWKdtxxx7pDkCRJkqS+YbFa0Wc/+9m6Q5AkSZKkvuE0YEmSJElS41isVnTSSSdx0kkn1R2GJEmSJPUFpwFXtHTp0rpDkCRJkqS+4ciqJEmSJKlxLFYlSZIkSY1jsSpJkiRJapxKxWpE7BsRyyNiRUSc0mP98yLimoi4OSJujYj9Jz7Ues2ZM4c5c+bUHYYkSZIk9YVRb7AUEdOAi4DXAKuAGyJiUWbe0dHsNODKzLw4InYFFgOzJiHe2ixYsKDuECRJkiSpb1QZWd0TWJGZd2fm74DLgQO72iTwzPL5NsB9ExeiJEmSJKnfRGaO3CDiEGDfzDy2fH0UsFdmntjR5jnAN4FtgWcA+2TmTT36Og44DmDmzJl/dPnll0/UcUy6888/H4CTTz655kg2dNJJcwG48ML1v15nbvm9sEsvvHDMfa5Zs4atttrqqQenjc7ctZN5ay9z117mrr3MXXuZu/YaT+5e9apX3ZSZ88a7zyrfsxo9lnVXuEcACzPzgojYG/hMROyemU+st1HmAmABwLx583JgYGAcIdfjrLPOAqCJMU+fXvzcILZyxXhiHhwcbOSxanTmrp3MW3uZu/Yyd+1l7trL3LVXHbmrMg14FbBTx+sd2XCa79uBKwEy8zrgacCMiQhQkiRJktR/qhSrNwCzI+IFEbE5cDiwqKvNvcB8gIjYhaJY/eVEBipJkiRJ6h+jFquZuQ44EbgauJPirr+3R8Q5EfGGstl7gL+MiFuALwDH5GgXw0qSJEmSNIwq16ySmYspvo6mc9kZHc/vAP7HxIbWLHPnzq07BEmSJEnqG5WKVcGF47ijriRJkiRpfKpcsypJkiRJ0kZlsVrRkUceyZFHHll3GJIkSZLUF5wGXNGqVavqDkGSJEmS+oYjq5IkSZKkxrFYlSRJkiQ1jsWqJEmSJKlxvGa1or333rvuECRJkiSpb1isVvShD32o7hAkSZIkqW84DViSJEmS1DgWqxUdfPDBHHzwwXWHIUmSJEl9wWnAFT3wwAN1hyBJkiRJfcORVUmSJElS41isSpIkSZIax2JVkiRJktQ4XrNa0fz58+sOQZIkSZL6hsVqRaeffnrdIUiSJElS33AasCRJkiSpcSxWK9pvv/3Yb7/96g5DkiRJkvpCpWI1IvaNiOURsSIiThmmzaERcUdE3B4Rn5/YMOv3yCOP8Mgjj9QdhiRJkiT1hVGvWY2IacBFwGuAVcANEbEoM+/oaDMbOBX4H5n5UEQ8e7ICliRJkiRNfVVGVvcEVmTm3Zn5O+By4MCuNn8JXJSZDwFk5i8mNkxJkiRJUj+pUqzuAKzseL2qXNZpDjAnIr4TEddHxL4TFaAkSZIkqf9U+eqa6LEse/QzGxgAdgS+HRG7Z+bq9TqKOA44DmDmzJkMDg6ONd7a7LLLLgCNjHn16rkADA4uXW/53NXF6V86jpjXrFnTyGPV6MxdO5m39jJ37WXu2svctZe5a686clelWF0F7NTxekfgvh5trs/Mx4D/iojlFMXrDZ2NMnMBsABg3rx5OTAwMM6wN74mxzp9evFzgxjLFeOJfXBwsNHHrOGZu3Yyb+1l7trL3LWXuWsvc9dedeSuyjTgG4DZEfGCiNgcOBxY1NXmq8CrACJiBsW04LsnMlBJkiRJUv8YtVjNzHXAicDVwJ3AlZl5e0ScExFvKJtdDTwQEXcA1wDvzcwHJivoOgwMDPgpkCRJkiRtJFWmAZOZi4HFXcvO6HiewLvLhyRJkiRJT0mVacCSJEmSJG1UFquSJEmSpMaxWJUkSZIkNU6la1YFhx56aN0hSJIkSVLfsFit6J3vfGfdIUiSJElS33AacEVr165l7dq1dYchSZIkSX3BkdWK9t9/fwAGBwfrDUSSJEmS+oAjq5IkSZKkxrFYlSRJkiQ1jsWqJEmSJKlxLFYlSZIkSY3jDZYqOuaYY+oOQZIkSZL6hsVqRRarkiRJkrTxOA24ovvvv5/777+/7jAkSZIkqS84slrRIYccAvg9q5IkSZK0MTiyKkmSJElqHItVSZIkSVLjWKxKkiRJkhrHYlWSJEmS1DjeYKmid7zjHXWHIEmSJEl9o9LIakTsGxHLI2JFRJwyQrtDIiIjYt7EhdgMhx12GIcddljdYUiSJElSXxi1WI2IacBFwH7ArsAREbFrj3ZbA38FfHeig2yClStXsnLlyrrDkCRJkqS+UGVkdU9gRWbenZm/Ay4HDuzR7lzgI8BvJzC+xjjqqKM46qij6g5DkiRJkvpClWJ1B6BzSHFVuexJEfEyYKfM/NoExiZJkiRJ6lNVbrAUPZblkysjNgE+BhwzakcRxwHHAcycOZPBwcFKQTbB6tWrARoZ8+rVcwEYHFy63vK5ZcxLxxHzmjVrGnmsGp25ayfz1l7mrr3MXXuZu/Yyd+1VR+6qFKurgJ06Xu8I3Nfxemtgd2AwIgD+AFgUEW/IzBs7O8rMBcACgHnz5uXAwMD4I9/Ipk+fDkATYy5D2zC2pxDz4OBgI49VozN37WTe2svctZe5ay9z117mrr3qyF2VacA3ALMj4gURsTlwOLBoaGVmPpyZMzJzVmbOAq4HNihUJUmSJEmqatSR1cxcFxEnAlcD04BPZ+btEXEOcGNmLhq5h6nhPe95T90hSJIkSVLfqDINmMxcDCzuWnbGMG0HnnpYzXPAAQfUHYIkSZIk9Y0q04AFLF++nOXLl9cdhiRJkiT1hUojq4Ljjz8eaObdgCVJkiRpqnFkVZIkSZLUOBarkiRJkqTGsViVJEmSJDWOxaokSZIkqXG8wVJFp512Wt0hSJIkSVLfsFitaJ999qk7BEmSJEnqG04Drmjp0qUsXbq07jAkSZIkqS84slrRSSedBPg9q5IkSZK0MTiyKkmSJElqHItVSZIkSVLjWKxKkiRJkhrHYlWSJEmS1DjeYKmiD37wg3WHIEmSJEl9w2K1ole84hV1hyBJkiRJfcNpwBVde+21XHvttXWHIUmSJEl9wZHVit73vvcBfs+qJEmSJG0MjqxKkiRJkhrHYlWSJEmS1DiVitWI2DcilkfEiog4pcf6d0fEHRFxa0QsiYjnT3yokiRJkqR+MWqxGhHTgIuA/YBdgSMiYteuZjcD8zLzJcCXgI9MdKCSJEmSpP5R5QZLewIrMvNugIi4HDgQuGOoQWZe09H+euDIiQyyCS688MK6Q5AkSZKkvlGlWN0BWNnxehWw1wjt3w58vdeKiDgOOA5g5syZrbyzbhNjXr16LgCDg0vXWz539WoAlo4j5jVr1jTyWDU6c9dO5q29zF17mbv2MnftZe7aq47cVSlWo8ey7Nkw4khgHvDKXuszcwGwAGDevHk5MDBQLcoG+Na3vgXAPvvsU3MkG5o+vfi5wfksV4znPA8ODo5rO9XP3LWTeWsvc9de5q69zF17mbv2qiN3VYrVVcBOHa93BO7rbhQR+wDvB16ZmY9OTHjN8YEPfABoZrEqSZIkSVNNlbsB3wDMjogXRMTmwOHAos4GEfEy4JPAGzLzFxMfpiRJkiSpn4xarGbmOuBE4GrgTuDKzLw9Is6JiDeUzT4KbAV8MSKWRsSiYbqTJEmSJGlUVaYBk5mLgcVdy87oeO7cWEmSJEnShKkyDViSJEmSpI2q0siq4JOf/GTdIUiSJElS37BYrWjnnXeuOwRJkiRJ6htOA67oqquu4qqrrqo7DEmSJEnqC46sVnTBBRcAcMABB9QciSRJkiRNfY6sSpIkSZIax2JVkiRJktQ4FquSJEmSpMaxWJUkSZIkNY43WKroM5/5TN0hSJIkSVLfsFitaKeddqo7BEmSJEnqG04DruiKK67giiuuqDsMSZIkSeoLjqxWdPHFFwNw2GGH1RyJJEmSJE19jqxKkiRJkhrHYlWSJEmS1DgWq5IkSZKkxrFYlSRJkiQ1jjdYquhLX/pS3SFIkiRJUt+wWK1oxowZdYcgSZIkSX2j0jTgiNg3IpZHxIqIOKXH+i0i4opy/XcjYtZEB1q3hQsXsnDhwrrDkCRJkqS+EJk5coOIacBdwGuAVcANwBGZeUdHm3cCL8nMEyLicOCNmTniF5LOmzcvb7zxxqca/0YzMDAAwODgYK1x9FKGRmdoy5YtY5uDDuKJxx/n0re+lYggM0f9OWTOnDn88Ic/HNM2wIS23VjbTFb/dR3r7Nmzh81dP53/JsfUq+2cOXO46667ptz5aWL8E30c3blrW/xT9XejStuNnbsm9T/ZsUz2Nrvssgu77LILe+yxB2qXwcHBJ99Xq13Gk7uIuCkz5413n1VGVvcEVmTm3Zn5O+By4MCuNgcCl5bPvwTMj4gYb1B6apYtW8ZXv/pVnnj88SeXDf3jP9rPTpOxzWT336SY+ulYjemp9z/ctpMdy2SfnybGP9HH0b28bfFP1d+NKm271zchpqly/id7m8cff5yrrrqKZcuWbbCNpKmjSrG6A7Cy4/WqclnPNpm5DngY2G4iAtTYLVmyhCeeeKLuMCRJkibNY489xpIlS+oOQ9IkqnKDpV4jpN0ffVVpQ0QcBxwHMHPmzEZOqR3O6tWrgWZOA169ei4Ag4NLgeLczpw5k6dvuSVQTOkdqy222GJc26l+5q6dzFt7mbv2Mnft1Zm7Jr430/DWrFljzlqqjtxVKVZXATt1vN4RuG+YNqsiYlNgG+DB7o4ycwGwAIprVts0X3369OkAjZxjX4b2ZGwXXnghDz/8MHuvXQvAXXfdNeY+h67jUfuYu3Yyb+1l7trL3LXXUO622WYbjjjiiLrD0Rh4zWp71ZG7KtOAbwBmR8QLImJz4HBgUVebRcDR5fNDgH/LXhcetNjixYtZvHhx3WFUMn/+fDbZpNKNniVJklpps802Y/78+XWHIWkSjVrRlNegnghcDdwJXJmZt0fEORHxhrLZp4DtImIF8G5gg6+3abstt9ySLctptU23xx57cNBBB7HJtGlPLhu639VoPztNxjaT3X+TYuqnYzWmp97/cNtOdiyTfX6aGP9EH0f38rbFP1V/N6q07V7fhJimyvmf7G2mTZvGAQcc4N2ApSmuyjRgMnMxsLhr2Rkdz38L/PnEhtYsn/jEJwB45zvfWXMk1eyxxx6wUzF7+8wzzxzz9oODg06raSlz107mrb3MXXuZu/YaHBy0UJX6gHNFK7ryyiu58sor6w5DkiRJkvqCxaokSZIkqXEsViVJkiRJjWOxKkmSJElqHItVSZIkSVLjRF1fhxoRvwTuqWXnqmIGcH/dQWhczF07mbf2MnftZe7ay9y1l7lrr/Hk7vmZuf14d1hbsapmi4gbM3Ne3XFo7MxdO5m39jJ37WXu2svctZe5a686cuc0YEmSJElS41isSpIkSZIax2JVw1lQdwAaN3PXTuatvcxde5m79jJ37WXu2muj585rViVJkiRJjePIqiRJkiSpcSxWWy4i9o2I5RGxIiJO6Vj+6oj4fkTcFhGXRsSmw2z/uXL72yLi0xGxWbk8IuLjZb+3RsTLe2y7U0RcExF3RsTtEfG/OtZ9NCI5QO7nAAAJg0lEQVR+UG77lYiYPhnH32aTmLsXR8R1EfFoRJw8wv7/KCKWlfv/eEREufzPy3w+ERHera+HpuauY/3JEZERMWOijnmqaGruIuKKiFhaPn4cEUsn+tjbrgG5Oy8iVkbEmq7lW5T5WxER342IWRNzxFNHg3N3Qvn3uDQi/jMidp2oY54Kmpq3ct2hEXFHFO9XPj8RxzuVNDV3EfH8iFgSRX0wGBE7jnowmemjpQ9gGvAj4IXA5sAtwK4UH0KsBOaU7c4B3j5MH/sDUT6+ALyjY/nXy+X/Hfhuj22fA7y8fL41cBewa/n6tcCm5fMPAx+u+3w16THJuXs28N+A84CTR4jhe8De5fZfB/Yrl+8C7AwMAvPqPldNezQ5d+W6nYCrKb7Hekbd56tJj6bnrqPNBcAZdZ+vJj0akrv/TvH/3pqu5e8ELimfHw5cUff5atKj4bl7ZsfzNwDfqPt8NeXR8LzNBm4Gth3qr+7z1aRHw3P3ReDo8vmrgc+MdjyOrLbbnsCKzLw7M38HXA4cCGwHPJqZd5Xt/h9wcK8OMnNxlijeRA19wnEgcFm56npgekQ8p2vbn2bm98vnvwbuBHYoX38zM9eVTa/v6FeFSctdZv4iM28AHhtu52Uun5mZ15XbXwYcVG5/Z2Yun5CjnJoam7vSx4C/BrwhwYaanjvKkdZDKd4c6PdqzV3Z7vrM/GmPVQcCl5bPvwTMHxoxF9Dg3GXmrzpePgP/3ezU2LwBfwlclJkPDfU39sOb0pqcu12BJeXza8q4RmSx2m47UHxCMmRVuex+YLP4/RTOQyhGW4ZVDu8fBXxjlL6H234W8DLguz1Wv41iBEG/N5m5q7r/VT32r9E1NncR8QbgJ5l5yxj66yeNzV2HPwF+npk/HEO//aDu3FWKrfyQ9mGKN4UqNDl3RMS7IuJHwEeAv5qofqeAJudtDjAnIr4TEddHxL4T1O9U0eTc3cLvC+Q3AltHxIj/XlqstluvT26HPgU5HPhYRHwP+DWwrkfbTp8A/iMzvz1S3z2DiNgK+DJwUtenlETE+8t9f26U/febyczduPc/hu37WSNzFxFbAu8HzhhDX/2mkbnren0Ejqr2UnfuxhzbBPU9FTQ5d2TmRZn5IuBvgNMmqt8poMl525RiKvAAxb+Z/xTeG6VTk3N3MvDKiLgZeCXwk9Fi6HlRrVpjFet/IrIjcB9AZl5H8Qk9EfFaik+hiIirgZnAjZl5bLnsTGB74PgqfXcqP3H5MvC5zPyXrnVHA68H5pd/IPq9ycxd1f13Ts3umV/11NTcvQh4AXBLOQNxR+D7EbFnZv5sjPuYqpqaO8p+NwXeBPzRGPvtB3Xnrkpsq8ocbgM8OIH9t12Tc9fpcuDiSeq7jZqct1XA9Zn5GPBfEbGconi9YQL30WaNzV1m3kfx/9zQYNfBmfnwaBv5aOmD4sOGuyneoA5dQL1bue7Z5c8tKOaGv3qYPo4FrgWe3rX8z1j/Bkvf67FtUFxzdWGPdfsCdwDb132emviYzNx1rD+LkS9+v6HM7dCNXvbvWj+IN1hqZe7KNj/GGyy1Knflv5v/Xvd5auKjCbnraNd9w5B3sf4Nlq6s+3w16dHw3M3ueH4AxRv12s9ZEx4Nz9u+wKXl8xkUU163q/ucNeXR8NzNADYpn58HnDNqH3WfUB9P7UFxt667KO769f6O5R+luOHRcorpucNtv67cdmn5OKNcHsBF5bpl9ChagD+mmOp0a8f2+5frVpT/eAwtv6Tuc9W0xyTm7g8oPlX7FbC6fP7MHtvPA24r+/gHIMrlbyy3eRT4OXB13eeqaY+m5q6rzY+xWG1V7oCFwAl1n6OmPhqQu4+U654of55VLn8axR0uV1DciOSFdZ+rpj0anLu/B24v+7yG8g29j8bnLYC/oxgUWQYcXve5atqjwbk7BPhhGds/AVuMdixDb04lSZIkSWoMb7AkSZIkSWoci1VJkiRJUuNYrEqSJEmSGsdiVZIkSZLUOBarkiRJkqTGsViVJE05EXFbRNwREUsj4icRcVbdMU2UiDgrIjIi/rBj2f8ul80rX28VEZ+MiB9FxO0R8R8RsVe5bk3Hds8p2xyw8Y9EkqSRWaxKkqaq/TJzLvCxugOZBMuAwzteH0LxnYND/gl4EJidmbsBx1B8GfuTImJrYDHw4cy8alKjlSRpHCxWJUlT0WbAo71WRMR7I+KGiLg1Is4ul82KiNs62hwSEQvL5wsj4pCqO+5sHxEDEfG18vmeEXFtRNxc/ty5XD4tIs6PiGVlTP+zwm6+ChxYbv9C4GHgl+XrFwF7Aadl5hMAmXl3Zv7fjhg3A/4FWJSZC6oemyRJG9OmdQcgSdIk2Br4dffCiHgtMBvYEwhgUUT8KXDvBO77ibLvbj8A/jQz10XEPsAHgYOB44AXAC8r1z2rwj5+BayMiN0pitYrgLeW63YDlmbm4yNs/2nglUCVwliSpFo4sipJmlIiYhqwdWb+psfq15aPm4HvAy+mKF4BXlRe47oU+GjXdh8t1y2JiDmjhLAKeFmP5dsAXyxHcD9GUVQC7ANckpnrADLzwVH6H3I5xVTgg4CvVNwG4BnAsyimBl80hu0kSdqoLFYlSVPNC4G7hlkXwIcyc275+MPM/FS57kdDy4H3dm333nL5F4CzRtn/J4C9IuJWimtHh5wLXJOZuwMHAE/riCmrHFiXq4CjgHsz81cdy28HXhoRw/0f/yhwaGZ+HngsIt48jn1LkjTpLFYlSVPNocB1w6y7GnhbRGwFEBE7RMSzx9D3A8Dm5bYnRsSJ3Q0y82eZOT8zXwIc27FqG+An5fNjOpZ/EzghIjYt+31W+fNDEfHG4QLJzEeAvwHO61r+I+BG4OyIiLKv2RFxYNlkXceo84nAeRGxzahHLknSRuY1q5KkKSMi3kExgnlvRPxxuXh7YFpEfD8zF0XELsB1ZR23BjgSGOn6ToBzI+IkYAvg+HLZi4HvjCG8jwCXRsS7gX/rWP5PwBzg1oh4DPhH4B+APYBFI3WYmZcPs+pY4AJgRUSspSiyu0eLycwVEfHPFNfPvmsMxyJJ0qSLzPHMPJIkqXnK71P9cWYurLL8Ke7ra8CbMvN3E9VnV/9XZ+brJqNvSZLawJFVSZLGITNfP8n9W6hKkvqaI6uSpCmjvO4zu7+2ZbjlkiSpuSxWJUmSJEmN492AJUmSJEmNY7EqSZIkSWoci1VJkiRJUuNYrEqSJEmSGsdiVZIkSZLUOP8fUhJ3Ze6r9woAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 18906\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11429\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 30741\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 14680\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 22643\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 18691\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11902\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3696\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 241\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11994\n"
     ]
    },
    {
     "data": {
      "image/png": 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pnH766XWHIUmSJEk9oco04AXA54GvDNG+D7BL+XgpcE75c1i///3v+djHPkZEkJlP/Ow0uG191l3fbb785S8DsGrVqnHfz/oex223HUEmnHLKV9Za54jbboNMvnvmmcydO5cXvOAFI6VFkiRJkhphxJHVzPwP4P5hVtkf+EoWrgKmRcQzRur3scceG+h/rZ+D9j3sz9Gs2+Rt1r//7tsONDz44INcfPHF3HDDDetsK0mSJElNNB7XrG4PLOt4vbxcpgZZvXo1l112Wd1hSJIkSVIl43E34OiybN3hPyAijgKOAth2222ZNWvWOOx+w5gyZQpAI2OeMmVzYN3YNu8Sc9W7Gq9cudI7ILeUuWsn89Ze5q69zF17mbv2MnftVUfuxqNYXQ7s0PF6JnBntxUzcz4wH+CZz3xm3nLLLeOw+w1j9erVADQx5lWrXg6sG9vLV61aa/nUqVM59NBDK/XZ399PX1/f+AWpDcbctZN5ay9z117mrr3MXXuZu/aqI3fjUawuBI6JiAsobqz0YGbeNQ79Nsphhx1WdwjrZfLkycydO7fuMCRJkiSpkhGL1Yj4BtAHTI+I5cBJwGSAzPwCsAjYF1gKrALeVmXHkyZNGui/FXcDnsht1r//4l5K66xTNkydOtW7AUuSJElqlRGL1cwcdt5oFpXTe0e74xkzZnDSSSeNdrPanHrqqQCccMIJNUeyrssvL36eeOKJXRvmzZu3gSOSJEmSpPUzHncD7gmXXXaZd9OVJEmSpA3EYlWSJEmS1DgWq5IkSZKkxrFYlSRJkiQ1znh8dU1P2HbbbesOQZIkSZJ6hsVqRd/+9rfrDkGSJEmSeobTgCVJkiRJjWOxWtGHP/xhPvzhD9cdhiRJkiT1BKcBV3TllVfWHYIkSZIk9QxHViVJkiRJjWOxKkmSJElqHItVSZIkSVLjeM1qRTNnzqw7BEmSJEnqGRarFX31q1+tOwRJkiRJ6hlOA5YkSZIkNY7FakXz5s1j3rx5dYchSZIkST3BacAVLV68uO4QJEmSJKlnOLIqSZIkSWoci1VJkiRJUuNYrEqSJEmSGqdSsRoRe0fEkohYGhHHdWl/VkRcHhHXRcT1EbHv+Idar1mzZjFr1qy6w5AkSZKknjDiDZYiYhJwFvAaYDlwdUQszMybO1Y7HrgoM8+JiN2BRcCOExBvbebPn193CJIkSZLUM6qMrO4BLM3MWzPzUeACYP9B6ySwVfl8KnDn+IUoSZIkSeo1kZnDrxBxILB3Zr6zfH048NLMPKZjnWcAPwC2BrYA9srMa7v0dRRwFMCMGTP+4oILLhiv45hwp59+OgDHHntszZGsa9682QCceebaX68zu/xe2MVnnjnqPleuXMmWW265/sFpgzN37WTe2svctZe5ay9z117mrr3GkrtXvepV12bmnLHus8r3rEaXZYMr3EOBBZl5RkS8HDg/Ip6fmY+vtVHmfGA+wJw5c7Kvr28MIdfj5JNPBqCJMU+bVvxcJ7ayYSwx9/f3N/JYNTJz107mrb3MXXuZu/Yyd+1l7tqrjtxVmQa8HNih4/VM1p3m+w7gIoDMvBJ4KjB9PAKUJEmSJPWeKsXq1cAuEbFTRGwKHAIsHLTO7cBcgIjYjaJY/cN4BipJkiRJ6h0jFquZuQY4BrgU+DXFXX9viohTIuIN5WrvB/4uIn4FfAM4Mke6GFaSJEmSpCFUuWaVzFxE8XU0nctO7Hh+M/CX4xtas8yePbvuECRJkiSpZ1QqVgVnjuGOupIkSZKksalyzaokSZIkSRuUxWpFhx12GIcddljdYUiSJElST3AacEXLly+vOwRJkiRJ6hmOrEqSJEmSGsdiVZIkSZLUOBarkiRJkqTG8ZrVil7+8pfXHYIkSZIk9QyL1Yo+9alP1R2CJEmSJPUMpwFLkiRJkhrHYrWiAw44gAMOOKDuMCRJkiSpJzgNuKL77ruv7hAkSZIkqWc4sipJkiRJahyLVUmSJElS41isSpIkSZIax2tWK5o7d27dIUiSJElSz7BYreiEE06oOwRJkiRJ6hlOA5YkSZIkNY7FakX77LMP++yzT91hSJIkSVJPqFSsRsTeEbEkIpZGxHFDrHNQRNwcETdFxNfHN8z6Pfzwwzz88MN1hyFJkiRJPWHEa1YjYhJwFvAaYDlwdUQszMybO9bZBfgw8JeZ+UBEPH2iApYkSZIkbfyqjKzuASzNzFsz81HgAmD/Qev8HXBWZj4AkJn3jG+YkiRJkqReUqVY3R5Y1vF6ebms0yxgVkT8LCKuioi9xytASZIkSVLvqfLVNdFlWXbpZxegD5gJ/CQinp+ZK9bqKOIo4CiAGTNm0N/fP9p4a7PbbrsBNDLmFStmA9Dfv3it5bNXFKd/8RhiXrlyZSOPVSMzd+1k3trL3LWXuWsvc9de5q696shdlWJ1ObBDx+uZwJ1d1rkqM1cD/xURSyiK16s7V8rM+cB8gDlz5mRfX98Yw97wmhzrtGnFz3ViLBvGEnt/f3+jj1lDM3ftZN7ay9y1l7lrL3PXXuauverIXZVpwFcDu0TEThGxKXAIsHDQOt8FXgUQEdMppgXfOp6BSpIkSZJ6x4jFamauAY4BLgV+DVyUmTdFxCkR8YZytUuB+yLiZuBy4AOZed9EBV2Hvr4+PwWSJEmSpA2kyjRgMnMRsGjQshM7nifwvvIhSZIkSdJ6qTINWJIkSZKkDcpiVZIkSZLUOBarkiRJkqTGqXTNquCggw6qOwRJkiRJ6hkWqxUdffTRdYcgSZIkST3DacAVrVq1ilWrVtUdhiRJkiT1BEdWK9p3330B6O/vrzcQSZIkSeoBjqxKkiRJkhrHYlWSJEmS1DgWq5IkSZKkxrFYlSRJkiQ1jjdYqujII4+sOwRJkiRJ6hkWqxVZrEqSJEnShuM04Iruvfde7r333rrDkCRJkqSe4MhqRQceeCDg96xKkiRJ0obgyKokSZIkqXEsViVJkiRJjWOxKkmSJElqHItVSZIkSVLjeIOlit7znvfUHYIkSZIk9YxKI6sRsXdELImIpRFx3DDrHRgRGRFzxi/EZjj44IM5+OCD6w5DkiRJknrCiMVqREwCzgL2AXYHDo2I3bus9zTg74Gfj3eQTbBs2TKWLVtWdxiSJEmS1BOqjKzuASzNzFsz81HgAmD/LuudCpwG/Pc4xtcYhx9+OIcffnjdYUiSJElST6hSrG4PdA4pLi+XPSEiXgzskJnfG8fYJEmSJEk9qsoNlqLLsnyiMeIpwGeBI0fsKOIo4CiAGTNm0N/fXynIJlixYgVAI2NesWI2AP39i9daPruMefEYYl65cmUjj1UjM3ftZN7ay9y1l7lrL3PXXuauverIXZVidTmwQ8frmcCdHa+fBjwf6I8IgD8DFkbEGzLzms6OMnM+MB9gzpw52dfXN/bIN7Bp06YB0MSYy9DWjW09Yu7v72/ksWpk5q6dzFt7mbv2MnftZe7ay9y1Vx25qzIN+Gpgl4jYKSI2BQ4BFg40ZuaDmTk9M3fMzB2Bq4B1ClVJkiRJkqoacWQ1M9dExDHApcAk4EuZeVNEnAJck5kLh+9h4/D+97+/7hAkSZIkqWdUmQZMZi4CFg1aduIQ6/atf1jNs99++9UdgiRJkiT1jCrTgAUsWbKEJUuW1B2GJEmSJPWESiOrgne9611AM+8GLEmSJEkbG0dWJUmSJEmNY7EqSZIkSWoci1VJkiRJUuNYrEqSJEmSGscbLFV0/PHH1x2CJEmSJPUMi9WK9tprr7pDkCRJkqSe4TTgihYvXszixYvrDkOSJEmSeoIjqxXNmzcP8HtWJUmSJGlDcGRVkiRJktQ4FquSJEmSpMaxWJUkSZIkNY7FqiRJkiSpcbzBUkWf/OQn6w5BkiRJknqGxWpFr3jFK+oOQZIkSZJ6htOAK7riiiu44oor6g5DkiRJknqCI6sVfeQjHwH8nlVJkiRJ2hAcWZUkSZIkNY7FqiRJkiSpcSoVqxGxd0QsiYilEXFcl/b3RcTNEXF9RFwWEc8e/1AlSZIkSb1ixGI1IiYBZwH7ALsDh0bE7oNWuw6Yk5kvBL4FnDbegUqSJEmSekeVGyztASzNzFsBIuICYH/g5oEVMvPyjvWvAg4bzyCb4Mwzz6w7BEmSJEnqGVWK1e2BZR2vlwMvHWb9dwCXdGuIiKOAowBmzJjRyjvrNjHmFStmA9Dfv3it5bNXrABg8RhiXrlyZSOPVSMzd+1k3trL3LWXuWsvc9de5q696shdlWI1uizLritGHAbMAfbs1p6Z84H5AHPmzMm+vr5qUTbAj370IwD22muvmiNZ17Rpxc91zmfZMJbz3N/fP6btVD9z107mrb3MXXuZu/Yyd+1l7tqrjtxVKVaXAzt0vJ4J3Dl4pYjYC/gosGdmPjI+4TXHxz/+caCZxaokSZIkbWyq3A34amCXiNgpIjYFDgEWdq4QES8GzgXekJn3jH+YkiRJkqReMmKxmplrgGOAS4FfAxdl5k0RcUpEvKFc7TPAlsA3I2JxRCwcojtJkiRJkkZUZRowmbkIWDRo2Ykdz50bK0mSJEkaN1WmAUuSJEmStEFVGlkVnHvuuXWHIEmSJEk9w2K1ol133bXuECRJkiSpZzgNuKKLL76Yiy++uO4wJEmSJKknOLJa0RlnnAHAfvvtV3MkkiRJkrTxc2RVkiRJktQ4FquSJEmSpMaxWJUkSZIkNY7FqiRJkiSpcbzBUkXnn39+3SFIkiRJUs+wWK1ohx12qDsESZIkSeoZTgOu6MILL+TCCy+sOwxJkiRJ6gmOrFZ0zjnnAHDwwQfXHIkkSZIkbfwcWZUkSZIkNY7FqiRJkiSpcSxWJUmSJEmNY7EqSZIkSWocb7BU0be+9a26Q5AkSZKknmGxWtH06dPrDkGSJEmSekalacARsXdELImIpRFxXJf2zSLiwrL95xGx43gHWrcFCxawYMGCusOQJEmSpJ4QmTn8ChGTgFuA1wDLgauBQzPz5o51jgZemJnvjohDgDdl5rBfSDpnzpy85ppr1jf+Daavrw+A/v7+WuPopgyNdULr62PlQw9x9pvfzMMPPwxARJCZI/6cNWsWt9xyS6VtOlXtfzTbTHT/Ex3Tho5/1qxZ/OY3v2nN+Wli/3XENPA3t7H+no6l/7Yc80i5a3r8dW9T5zEPzl3bz08Tz/9EHcduu+3Gbrvtxgte8ALULv39/U+8r1a7jCV3EXFtZs4Z6z6rjKzuASzNzFsz81HgAmD/QevsD5xXPv8WMDciYqxBaXysfOgh7r333icKVeCJf/xH+tlpPNdtYv8THVPb4+/F/uuIaSL2syHjn4j+23LMI/XR9Pjr3mai1q2yzeDl491/E4+5DX/HVbZ57LHHuPjii7nhhhvWWVfSxqNKsbo9sKzj9fJyWdd1MnMN8CCw7XgEqLFb8cADMMybYkmSpLZavXo1l112Wd1hSJpAVW6w1G2EdHAFVGUdIuIo4CiAGTNmNHJK7VBWrFgBNHMa8IoVswHo71+81vLdNt2UyZtuyqxZs0bd52abbTam7VQ/c9dO5q29zF17mbv26sxdE9+baWgrV640Zy1VR+6qFKvLgR06Xs8E7hxineURsQkwFbh/cEeZOR+YD8U1q22arz5t2jSARs6xL0NbJ7bljz7KmjVrnrj2dDQ6r1lVu5i7djJv7WXu2svctddA7qZOncqhhx5adzgaBa9Zba86clelWL0a2CUidgLuAA4B3jJonYXAEcCVwIHAj3O4i7JaaNGiRXWHMGrTtt6ae++9t+4wJEmSxt3kyZOZO3du3WFImkAjXrNaXoN6DHAp8Gvgosy8KSJOiYg3lKt9Edg2IpYC7wPW+XqbtpsyZQpTpkypO4xR2XKLLZg+fTqbb775E8sG7ns10s9O47luE/uf6JjaHn8v9l9HTBOxnw0Z/0T035ZjHqmPpsdf9zYTtW6VbQYvH+/+m3jMbfg7rrLNpEmT2G+//bwbsLSRqzKySmYuAhYNWnZix/P/Bt48vqE1y9lnnw3A0UcfXXMko7PlFlvwwQ9+cNTb9ff3O62mpcxdO5m39jJ37WXu2qu/v99CVeoBVe4GLOCiiy7ioosuqjsMSZIkSeoJFquSJEmSpMaxWJUkSZLoiBU/AAAKdklEQVQkNY7FqiRJkiSpcSxWJUmSJEmNE3V9HWpE/AG4rZadq4rpgF/S2k7mrp3MW3uZu/Yyd+1l7trL3LXXWHL37Mzcbqw7rK1YVbNFxDWZOafuODR65q6dzFt7mbv2MnftZe7ay9y1Vx25cxqwJEmSJKlxLFYlSZIkSY1jsaqhzK87AI2ZuWsn89Ze5q69zF17mbv2MnfttcFz5zWrkiRJkqTGcWRVkiRJktQ4FqstFxF7R8SSiFgaEcd1LH91RPwyIm6MiPMiYpMhtv9auf2NEfGliJhcLo+I+FzZ7/UR8ZIu2+4QEZdHxK8j4qaI+N8dbZ+JiP8st/1OREybiONvswnM3XMj4sqIeCQijh1m/38RETeU+/9cRES5/M1lPh+PCO/W10VTc9fRfmxEZERMH69j3lg0NXcRcWFELC4fv4uIxeN97G3XgNx9IiKWRcTKQcs3K/O3NCJ+HhE7js8RbzwanLt3l3+PiyPipxGx+3gd88agqXkr2w6KiJujeL/y9fE43o1JU3MXEc+OiMuiqA/6I2LmiAeTmT5a+gAmAb8FngNsCvwK2J3iQ4hlwKxyvVOAdwzRx75AlI9vAO/pWH5JufxlwM+7bPsM4CXl86cBtwC7l69fC2xSPv808Om6z1eTHhOcu6cD/wP4BHDsMDH8Anh5uf0lwD7l8t2AXYF+YE7d56ppjybnrmzbAbiU4nusp9d9vpr0aHruOtY5Azix7vPVpEdDcvcyiv/3Vg5afjTwhfL5IcCFdZ+vJj0anrutOp6/Afh+3eerKY+G520X4Dpg64H+6j5fTXo0PHffBI4on78aOH+k43Fktd32AJZm5q2Z+ShwAbA/sC3wSGbeUq73Q+CAbh1k5qIsUbyJGviEY3/gK2XTVcC0iHjGoG3vysxfls//BPwa2L58/YPMXFOuelVHvypMWO4y857MvBpYPdTOy1xulZlXltt/BXhjuf2vM3PJuBzlxqmxuSt9Fvgg4A0J1tX03FGOtB5E8eZAT6o1d+V6V2XmXV2a9gfOK59/C5g7MGIuoMG5y8w/drzcAv/d7NTYvAF/B5yVmQ8M9Df6w9uoNTl3uwOXlc8vL+MalsVqu21P8QnJgOXlsnuByfHkFM4DKUZbhlQO7x8OfH+EvofafkfgxcDPuzS/nWIEQU+ayNxV3f/yLvvXyBqbu4h4A3BHZv5qFP31ksbmrsNfA7/PzN+Mot9eUHfuKsVWfkj7IMWbQhWanDsi4r0R8VvgNODvx6vfjUCT8zYLmBURP4uIqyJi73Hqd2PR5Nz9iicL5DcBT4uIYf+9tFhtt26f3A58CnII8NmI+AXwJ2BNl3U7nQ38R2b+ZLi+uwYRsSXwbWDeoE8piYiPlvv+2gj77zUTmbsx738U2/eyRuYuIqYAHwVOHEVfvaaRuRv0+lAcVe2m7tyNOrZx6ntj0OTckZlnZebOwIeA48er341Ak/O2CcVU4D6KfzP/Jbw3Sqcm5+5YYM+IuA7YE7hjpBi6XlSr1ljO2p+IzATuBMjMKyk+oSciXkvxKRQRcSkwA7gmM99ZLjsJ2A54V5W+O5WfuHwb+Fpm/uugtiOA1wNzyz8QPWkic1d1/51Ts7vmV101NXc7AzsBvypnIM4EfhkRe2Tm3aPcx8aqqbmj7HcT4G+Bvxhlv72g7txViW15mcOpwP3j2H/bNTl3nS4AzpmgvtuoyXlbDlyVmauB/4qIJRTF69XjuI82a2zuMvNOiv/nBga7DsjMB0fayEdLHxQfNtxK8QZ14ALq55VtTy9/bkYxN/zVQ/TxTuAKYPNBy/+GtW+w9Isu2wbFNVdndmnbG7gZ2K7u89TEx0TmrqP9ZIa/+P3qMrcDN3rZd1B7P95gqZW5K9f5Hd5gqVW5K//d/Pe6z1MTH03IXcd6g28Y8l7WvsHSRXWfryY9Gp67XTqe70fxRr32c9aER8PztjdwXvl8OsWU123rPmdNeTQ8d9OBp5TPPwGcMmIfdZ9QH+v3oLhb1y0Ud/36aMfyz1Dc8GgJxfTcobZfU267uHycWC4P4Kyy7Qa6FC3AX1FMdbq+Y/t9y7al5T8eA8u/UPe5atpjAnP3ZxSfqv0RWFE+36rL9nOAG8s+Pg9EufxN5TaPAL8HLq37XDXt0dTcDVrnd1istip3wALg3XWfo6Y+GpC708q2x8ufJ5fLn0pxh8ulFDcieU7d56ppjwbn7v8AN5V9Xk75ht5H4/MWwD9RDIrcABxS97lq2qPBuTsQ+E0Z278Am410LANvTiVJkiRJagxvsCRJkiRJahyLVUmSJElS41isSpIkSZIax2JVkiRJktQ4FquSJEmSpMaxWJUkbXQi4saIuDkiFkfEHRFxct0xjZeIODkiMiL+vGPZP5TL5pSvt4yIcyPitxFxU0T8R0S8tGxb2bHdM8p19tvwRyJJ0vAsViVJG6t9MnM28Nm6A5kANwCHdLw+kOI7Bwf8C3A/sEtmPg84kuLL2J8QEU8DFgGfzsyLJzRaSZLGwGJVkrQxmgw80q0hIj4QEVdHxPUR8bFy2Y4RcWPHOgdGxILy+YKIOLDqjjvXj4i+iPhe+XyPiLgiIq4rf+5aLp8UEadHxA1lTP+rwm6+C+xfbv8c4EHgD+XrnYGXAsdn5uMAmXlrZv6/jhgnA/8KLMzM+VWPTZKkDWmTugOQJGkCPA340+CFEfFaYBdgDyCAhRHxSuD2cdz342Xfg/0n8MrMXBMRewGfBA4AjgJ2Al5ctm1TYR9/BJZFxPMpitYLgbeVbc8DFmfmY8Ns/yVgT6BKYSxJUi0cWZUkbVQiYhLwtMx8qEvza8vHdcAvgedSFK8AO5fXuC4GPjNou8+UbZdFxKwRQlgOvLjL8qnAN8sR3M9SFJUAewFfyMw1AJl5/wj9D7iAYirwG4HvVNwGYAtgG4qpwWeNYjtJkjYoi1VJ0sbmOcAtQ7QF8KnMnF0+/jwzv1i2/XZgOfCBQdt9oFz+DeDkEfZ/NvDSiLie4trRAacCl2fm84H9gKd2xJRVDmyQi4HDgdsz848dy28CXhQRQ/0f/whwUGZ+HVgdEW8dw74lSZpwFquSpI3NQcCVQ7RdCrw9IrYEiIjtI+Lpo+j7PmDTcttjIuKYwStk5t2ZOTczXwi8s6NpKnBH+fzIjuU/AN4dEZuU/W5T/vxURLxpqEAy82HgQ8AnBi3/LXAN8LGIiLKvXSJi/3KVNR2jzscAn4iIqSMeuSRJG5jXrEqSNhoR8R6KEczbI+KvysXbAZMi4peZuTAidgOuLOu4lcBhwHDXdwKcGhHzgM2Ad5XLngv8bBThnQacFxHvA37csfxfgFnA9RGxGvhn4PPAC4CFw3WYmRcM0fRO4AxgaUSsoiiyB48Wk5lLI+LLFNfPvncUxyJJ0oSLzLHMPJIkqXnK71P9XWYuqLJ8Pff1PeBvM/PR8epzUP+XZubrJqJvSZLawJFVSZLGIDNfP8H9W6hKknqaI6uSpI1Ged1nDv7alqGWS5Kk5rJYlSRJkiQ1jncDliRJkiQ1jsWqJEmSJKlxLFYlSZIkSY1jsSpJkiRJahyLVUmSJElS4/x/6p22OGdTLSgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11046\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11501\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 28137\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 19878\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 35271\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 27858\n"
     ]
    },
    {
     "data": {
      "image/png": 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On2XrdwMCSY4FjgXYaaedWLhw4SwcftPYZpttADoZ8zbbPADoH9sDJsQ96KzGa9eudQbkEWXuRpN5G13mbnSZu9Fl7kaXuRtdw8jdbBSrq4Fde17vAlzfb8OqWgIsAXj4wx9e11xzzSwcftO44447AOhizOvWPRnoH9uT1627Z90OO+zAEUccMVCbY2NjLF68eNZi1KZj7kaTeRtd5m50mbvRZe5Gl7kbXcPI3WwUq+cAxyc5k2ZipZuq6mez0G6nHHnkkcMO4T7Zcsst2W+//YYdhiRJkiQNZNpiNcm/AouB+UlWAycDWwJU1QeBZcBzgJXAOuDvBjnwvHnzxtsfidmAh93+1Ps0kyz12wdgiy224KCDDnI2YEmSJEkjY9pitaqmHDdaTQX18pkeeMGCBZx88skz3W1o3vzmN5OEN77xjcMOZT0XXtj8POmkk9ZfecEFAOxioSpJkiRphMzGbMBzwvnnn+9supIkSZK0iVisSpIkSZI6x2JVkiRJktQ5FquSJEmSpM6Zja+umRN22mmnYYcgSZIkSXOGxeqAPve5zw07BEmSJEmaMxwGLEmSJEnqHIvVAZ144omceOKJww5DkiRJkuYEhwEP6OKLLx52CJIkSZI0Z9izKkmSJEnqHItVSZIkSVLnWKxKkiRJkjrHe1YHtMsuuww7BEmSJEmaMyxWB/TJT35y2CFIkiRJ0pzhMGBJkiRJUudYrA7ohBNO4IQTThh2GJIkSZI0JzgMeEDLly8fdgiSJEmSNGfYsypJkiRJ6hyLVUmSJElS51isSpIkSZI6Z6BiNckBSVYkWZnktX3W/36SC5N8J8nlSZ4z+6EO18KFC1m4cOGww5AkSZKkOWHaCZaSzAPOAJ4JrAYuTXJOVV3Vs9kbgLOr6gNJ9gKWAbtthHiHZsmSJcMOQZIkSZLmjEF6VvcFVlbVtVV1O3AmcPCEbQp4YPt8B+D62QtRkiRJkjTXpKqm3iA5FDigql7Uvj4KeFJVHd+zzcOALwMPArYF9q+qb/Vp61jgWIAFCxb80Zlnnjlb57HRnXbaaQC86lWvGnIk6zvhhH0AOP309b9eZ5/2u2GXn376jNpcu3Yt22233X0PTpucuRtN5m10mbvRZe5Gl7kbXeZudG1I7v7sz/7sW1W1aEOPOcj3rKbPsokV7hHA0qp6d5InA59I8riquvteO1UtAZYALFq0qBYvXrwBIQ/HKaecAkAXY95xx+Zn39jalTONe2xsrJPnqumZu9Fk3kaXuRtd5m50mbvRZe5G1zByN8gw4NXArj2vd2H9Yb7/AJwNUFUXA/cH5s9GgJIkSZKkuWeQYvVSYPckj0yyFXA4cM6EbX4C7AeQZE+aYvVXsxmoJEmSJGnumLZYrao7geOB84CraWb9vTLJqUme2272SuDFSb4L/CtwTE13M6wkSZIkSZMY5J5VqmoZzdfR9C47qef5VcBTZze0btlnn32GHYIkSZIkzRkDFauC02c4m64kSZIkacMNcs+qJEmSJEmblMXqgI488kiOPPLIYYchSZIkSXOCw4AHtHr16mGHIEmSJElzhj2rkiRJkqTOsViVJEmSJHWOxaokSZIkqXO8Z3VAT37yk4cdgiRJkiTNGRarA3r7298+7BAkSZIkac5wGLAkSZIkqXMsVgd0yCGHcMghhww7DEmSJEmaExwGPKBf//rXww5BkiRJkuYMe1YlSZIkSZ1jsSpJkiRJ6hyLVUmSJElS53jP6oD222+/YYcgSZIkSXOGxeqA3vjGNw47BEmSJEmaMxwGLEmSJEnqHIvVAR144IEceOCBww5DkiRJkuaEgYrVJAckWZFkZZLXTrLNYUmuSnJlkk/PbpjDd+utt3LrrbcOOwxJkiRJmhOmvWc1yTzgDOCZwGrg0iTnVNVVPdvsDpwIPLWqfpPkoRsrYEmSJEnS5m+QntV9gZVVdW1V3Q6cCRw8YZsXA2dU1W8AquqXsxumJEmSJGkuGaRY3RlY1fN6dbus10JgYZJvJLkkyQGzFaAkSZIkae4Z5Ktr0mdZ9Wlnd2AxsAvwtSSPq6o192ooORY4FmDBggWMjY3NNN6h2XPPPQE6GfOaNfsAMDa2fL11+6xpUrB8hnGvXbu2k+eq6Zm70WTeRpe5G13mbnSZu9Fl7kbXMHI3SLG6Gti15/UuwPV9trmkqu4AfpRkBU3xemnvRlW1BFgCsGjRolq8ePEGhr3pdTnWHXdsfvaNsV050/jHxsY6fc6anLkbTeZtdJm70WXuRpe5G13mbnQNI3eDDAO+FNg9ySOTbAUcDpwzYZt/B/4MIMl8mmHB185moJIkSZKkuWPaYrWq7gSOB84DrgbOrqork5ya5LntZucBv05yFXAh8Oqq+vXGCnoYFi9e7KdAkiRJkrSJDDIMmKpaBiybsOyknucFvKJ9SJIkSZJ0nwwyDFiSJEmSpE3KYlWSJEmS1DkWq5IkSZKkzhnonlXBYYcdNuwQJEmSJGnOsFgd0HHHHTfsECRJkiRpznAY8IDWrVvHunXrhh2GJEmSJM0J9qwO6DnPeQ4AY2Njww1EkiRJkuYAe1YlSZIkSZ1jsSpJkiRJ6hyLVUmSJElS51isSpIkSZI6xwmWBnTMMccMOwRJkiRJmjMsVgdksSpJkiRJm47DgAd0ww03cMMNNww7DEmSJEmaE+xZHdChhx4K+D2rkiRJkrQp2LMqSZIkSeoci1VJkiRJUudYrEqSJEmSOsdiVZIkSZLUOU6wNKCXvexlww5BkiRJkuaMgXpWkxyQZEWSlUleO8V2hyapJItmL8RueP7zn8/zn//8YYchSZIkSXPCtMVqknnAGcCBwF7AEUn26rPd9sA/At+c7SC7YNWqVaxatWrYYUiSJEnSnDBIz+q+wMqquraqbgfOBA7us92bgXcC/zOL8XXGUUcdxVFHHTXsMCRJkiRpThikWN0Z6O1SXN0uu0eSJwK7VtUXZjE2SZIkSdIcNcgES+mzrO5ZmdwPeA9wzLQNJccCxwIsWLCAsbGxgYLsgjVr1gB0MuY1a/YBYGxs+Xrr9mnjXj7DuNeuXdvJc9X0zN1oMm+jy9yNLnM3uszd6DJ3o2sYuRukWF0N7Nrzehfg+p7X2wOPA8aSAPwecE6S51bVZb0NVdUSYAnAokWLavHixRse+Sa24447AtDFmNvQ+se2gXGPjY118lw1PXM3mszb6DJ3o8vcjS5zN7rM3egaRu4GGQZ8KbB7kkcm2Qo4HDhnfGVV3VRV86tqt6raDbgEWK9QlSRJkiRpUNP2rFbVnUmOB84D5gEfqaork5wKXFZV50zdwubhla985bBDkCRJkqQ5Y5BhwFTVMmDZhGUnTbLt4vseVvccdNBBww5BkiRJkuaMQYYBC1ixYgUrVqwYdhiSJEmSNCcM1LMqeMlLXgJ0czZgSZIkSdrc2LMqSZIkSeoci1VJkiRJUudYrEqSJEmSOsdiVZIkSZLUOU6wNKA3vOENww5BkiRJkuYMi9UB7b///sMOQZIkSZLmDIcBD2j58uUsX7582GFIkiRJ0pxgz+qATjjhBMDvWZUkSZKkTcGeVUmSJElS51isSpIkSZI6x2JVkiRJktQ5FquSJEmSpM5xgqUBve1tbxt2CJIkSZI0Z1isDugpT3nKsEOQJEmSpDnDYcADuuiii7jooouGHYYkSZIkzQn2rA7oda97HeD3rEqSJEnSpmDPqiRJkiSpcyxWJUmSJEmdM1CxmuSAJCuSrEzy2j7rX5HkqiSXJzk/ySNmP1RJkiRJ0lwxbbGaZB5wBnAgsBdwRJK9Jmz2HWBRVT0e+CzwztkOVJIkSZI0dwwywdK+wMqquhYgyZnAwcBV4xtU1YU9218CHDmbQXbB6aefPuwQJEmSJGnOGKRY3RlY1fN6NfCkKbb/B+CL/VYkORY4FmDBggUjObNuF2Nes2YfAMbGlq+3bp81awBYPsO4165d28lz1fTM3Wgyb6PL3I0ucze6zN3oMnejaxi5G6RYTZ9l1XfD5EhgEfCMfuuragmwBGDRokW1ePHiwaLsgK985SsA7L///kOOZH077tj87Hs925UzvdZjY2Mz3kfdYO5Gk3kbXeZudJm70WXuRpe5G13DyN0gxepqYNee17sA10/cKMn+wOuBZ1TVbbMTXne85S1vAbpZrEqSJEnS5maQ2YAvBXZP8sgkWwGHA+f0bpDkicCHgOdW1S9nP0xJkiRJ0lwybbFaVXcCxwPnAVcDZ1fVlUlOTfLcdrN3AdsBn0myPMk5kzQnSZIkSdK0BhkGTFUtA5ZNWHZSz3PHxkqSJEmSZs0gw4AlSZIkSdqkBupZFXzoQx8adgiSJEmSNGdYrA5ojz32GHYIkiRJkjRnOAx4QOeeey7nnnvusMOQJEmSpDnBntUBvfvd7wbgoIMOGnIkkiRJkrT5s2dVkiRJktQ5FquSJEmSpM6xWJUkSZIkdY7FqiRJkiSpc5xgaUCf+MQnhh2CJEmSJM0ZFqsD2nXXXYcdgiRJkiTNGQ4DHtBZZ53FWWedNewwJEmSJGlOsGd1QB/4wAcAeP7znz/kSCRJkiRp82fPqiRJkiSpcyxWJUmSJEmdY7EqSZIkSeoci1VJkiRJUuc4wdKAPvvZzw47BEmSJEmaMyxWBzR//vxhhyBJkiRJc8ZAw4CTHJBkRZKVSV7bZ/3WSc5q138zyW6zHeiwLV26lKVLlw47DEmSJEmaE1JVU2+QzAOuAZ4JrAYuBY6oqqt6tjkOeHxVvTTJ4cDzqmrKLyRdtGhRXXbZZfc1/k1m8eLFAIyNjQ01jn7a0OgX2to//mNuvPFGPvrCFwKQhKqa9Oe4hQsX8oMf/GDKbSfuM5P2B9nW9jes/d13333a3G1u5zxqMfXbduHChVxzzTWbPKYNaXdUrummimWy3HXp+hjTYLnr0vWx/am33XPPPdlzzz3Ze++90WgZGxu75321RsuG5C7Jt6pq0YYec5Ce1X2BlVV1bVXdDpwJHDxhm4OBj7XPPwvslyQbGpRmxxVXXMENN9zA3Xfddc+y8f8MJvvZa7ptN2Qf2x9u+12MaWO338WY+m073b4bK6YNaXdUrummimW65cOIqYvXqYsxTVw+zFhsf2b73HXXXZx77rlcccUV6+0rafMxSLG6M7Cq5/XqdlnfbarqTuAmYKfZCFAb7vzzz4c+/wFIkiSNujvuuKN5ryNpszXIBEv9ekgnVkCDbEOSY4FjARYsWNDJIbWTWbNmDdDNYcBr1uwDwNjY8nstX7BgAQ/YZhugGdY7E1tvvfWM91E3mLvRZN5Gl7kbXeZudPXmrovvzTS5tWvXmrMRNYzcDVKsrgZ27Xm9C3D9JNusTrIFsANw48SGqmoJsASae1ZHabz6jjvuCNDJMfZtaOvFdvrpp3PrunUAXHPNNTNqc/w+Ho0eczeazNvoMnejy9yNrvHc7bDDDhxxxBHDDkcz4D2ro2sYuRtkGPClwO5JHplkK+Bw4JwJ25wDHN0+PxS4oPrdgDDCli1bxrJly4Ydxozst99+4K3DkiRpM7Tllls273UkbbamLVbbe1CPB84DrgbOrqork5ya5LntZv8C7JRkJfAKYL2vtxl122yzDdu0Q2pHxd577838+fO537x59ywbn/dqsp+9ptt2Q/ax/eG238WYNnb7XYyp37bT7buxYtqQdkflmm6qWKZbPoyYuniduhjTxOXDjMX2Z7bPvHnzOOigg5wNWNrMDTIMmKpaBiybsOyknuf/A/zN7IbWLe9///sBOO6444Ycycxst+22bLfttpx88skz2m9sbMxhNSPK3I0m8za6zN3oMneja2xszEJVmgMGGQYs4Oyzz+bss88edhiSJEmSNCdYrEqSJEmSOsdiVZIkSZLUORarkiRJkqTOsViVJEmSJHVOhvV1qEl+Bfx4KAfXIOYDNww7CG0QczeazNvoMnejy9yNLnM3uszd6NqQ3D2iqh6yoQccWrGqbktyWVUtGnYcmjlzN5rM2+gyd6PL3I0ucze6zN3oGkbuHAYsSZIkSeoci1VJkiRJUudYrGoyS4YdgDaYuRtN5m10mbvRZe5Gl7kbXeZudG3y3HnPqiRJkiSpc+xZlSRJkiR1jsXqiEtyQJIVSVYmeW0aMy6AAAAJsElEQVTP8j9P8u0k30vysSRbTLL/p9r9v5fkI0m2bJcnyXvbdi9P8od99t01yYVJrk5yZZJ/6ln3riTfb/f9tyQ7bozzH2UbMXePSXJxktuSvGqK4/9Rkiva4783Sdrlf9Pm8+4kztbXR1dz17P+VUkqyfzZOufNRVdzl+SsJMvbx3VJls/2uY+6DuTurUlWJVk7YfnWbf5WJvlmkt1m54w3Hx3O3Uvbv8flSb6eZK/ZOufNQVfz1q47LMlVad6vfHo2zndz0tXcJXlEkvPT1AdjSXaZ9mSqyseIPoB5wA+BRwFbAd8F9qL5EGIVsLDd7lTgHyZp4zlA2se/Ai/rWf7FdvmfAN/ss+/DgD9sn28PXAPs1b5+FrBF+/wdwDuGfb269NjIuXso8MfAW4FXTRHDfwNPbvf/InBgu3xPYA9gDFg07GvVtUeXc9eu2xU4j+Z7rOcP+3p16dH13PVs827gpGFfry49OpK7P6H5f2/thOXHAR9snx8OnDXs69WlR8dz98Ce588FvjTs69WVR8fztjvwHeBB4+0N+3p16dHx3H0GOLp9/ufAJ6Y7H3tWR9u+wMqquraqbgfOBA4GdgJuq6pr2u3+EzikXwNVtaxaNG+ixj/hOBj4eLvqEmDHJA+bsO/Pqurb7fObgauBndvXX66qO9tNL+lpV42Nlruq+mVVXQrcMdnB21w+sKoubvf/OPBX7f5XV9WKWTnLzVNnc9d6D/B/AU5IsL6u5462p/UwmjcH+p2h5q7d7pKq+lmfVQcDH2uffxbYb7zHXECHc1dVv+15uS3+u9mrs3kDXgycUVW/GW9v5qe3Wety7vYCzm+fX9jGNSWL1dG2M80nJONWt8tuALbM74ZwHkrT2zKptnv/KOBL07Q92f67AU8Evtln9d/T9CDodzZm7gY9/uo+x9f0Opu7JM8FflpV351Be3NJZ3PX4+nAL6rqBzNody4Ydu4Giq39kPYmmjeFanQ5dyR5eZIfAu8E/nG22t0MdDlvC4GFSb6R5JIkB8xSu5uLLufuu/yuQH4esH2SKf+9tFgdbf0+uR3/FORw4D1J/hu4Gbizz7a93g98taq+NlXbfYNItgM+B5ww4VNKkry+Pfanpjn+XLMxc7fBx5/B/nNZJ3OXZBvg9cBJM2hrrulk7ia8PgJ7VfsZdu5mHNsstb056HLuqKozqurRwGuAN8xWu5uBLudtC5qhwItp/s38cJwbpVeXc/cq4BlJvgM8A/jpdDH0valWI2M19/5EZBfgeoCqupjmE3qSPIvmUyiSnAcsAC6rqhe1y04GHgK8ZJC2e7WfuHwO+FRVfX7CuqOBvwT2a/9A9DsbM3eDHr93aHbf/Kqvrubu0cAjge+2IxB3Ab6dZN+q+vkMj7G56mruaNvdAvhr4I9m2O5cMOzcDRLb6jaHOwA3zmL7o67Luet1JvCBjdT2KOpy3lYDl1TVHcCPkqygKV4vncVjjLLO5q6qrqf5f268s+uQqrppup18jOiD5sOGa2neoI7fQP3Ydt1D259b04wN//NJ2ngRcBHwgAnL/4J7T7D03332Dc09V6f3WXcAcBXwkGFfpy4+NmbuetafwtQ3v1/a5nZ8opfnTFg/hhMsjWTu2m2uwwmWRip37b+b/zXs69TFRxdy17PdxAlDXs69J1g6e9jXq0uPjudu957nB9G8UR/6NevCo+N5OwD4WPt8Ps2Q152Gfc268uh47uYD92ufvxU4ddo2hn1Bfdy3B81sXdfQzPr1+p7l76KZ8GgFzfDcyfa/s913efs4qV0e4Ix23RX0KVqAp9EMdbq8Z//ntOtWtv94jC//4LCvVdceGzF3v0fzqdpvgTXt8wf22X8R8L22jfcBaZc/r93nNuAXwHnDvlZde3Q1dxO2uQ6L1ZHKHbAUeOmwr1FXHx3I3TvbdXe3P09pl9+fZobLlTQTkTxq2Neqa48O5+6fgSvbNi+kfUPvo/N5C/D/0HSKXAEcPuxr1bVHh3N3KPCDNrYPA1tPdy7jb04lSZIkSeoMJ1iSJEmSJHWOxaokSZIkqXMsViVJkiRJnWOxKkmSJEnqHItVSZIkSVLnWKxKkjY7Sb6X5Koky5P8NMkpw45ptiQ5JUkl+YOeZf+7Xbaofb1dkg8l+WGSK5N8NcmT2nVre/Z7WLvNQZv+TCRJmprFqiRpc3VgVe0DvGfYgWwEVwCH97w+lOY7B8d9GLgR2L2qHgscQ/Nl7PdIsj2wDHhHVZ27UaOVJGkDWKxKkjZHWwK39VuR5NVJLk1yeZI3tct2S/K9nm0OTbK0fb40yaGDHrh3+ySLk3yhfb5vkouSfKf9uUe7fF6S05Jc0cb0vwY4zL8DB7f7Pwq4CfhV+/rRwJOAN1TV3QBVdW1V/UdPjFsCnwfOqaolg56bJEmb0hbDDkCSpI1ge+DmiQuTPAvYHdgXCHBOkj8FfjKLx767bXui7wN/WlV3JtkfeBtwCHAs8Ejgie26Bw9wjN8Cq5I8jqZoPQv4u3bdY4HlVXXXFPt/BHgGMEhhLEnSUNizKknarCSZB2xfVbf0Wf2s9vEd4NvAY2iKV4BHt/e4LgfeNWG/d7Xrzk+ycJoQVgNP7LN8B+AzbQ/ue2iKSoD9gQ9W1Z0AVXXjNO2PO5NmKPBfAf824D4A2wIPphkafMYM9pMkaZOyWJUkbW4eBVwzyboAb6+qfdrHH1TVv7Trfji+HHj1hP1e3S7/V+CUaY7/fuBJSS6nuXd03JuBC6vqccBBwP17YqpBTmyCc4GjgJ9U1W97ll8JPCHJZP/H3wYcVlWfBu5I8oINOLYkSRudxaokaXNzGHDxJOvOA/4+yXYASXZO8tAZtP1rYKt23+OTHD9xg6r6eVXtV1WPB17Us2oH4Kft82N6ln8ZeGmSLdp2H9z+fHuS500WSFXdCrwGeOuE5T8ELgPelCRtW7snObjd5M6eXufjgbcm2WHaM5ckaRPznlVJ0mYjyctoejB/kuRp7eKHAPOSfLuqzkmyJ3BxW8etBY4Eprq/E+DNSU4AtgZe0i57DPCNGYT3TuBjSV4BXNCz/MPAQuDyJHcA/wd4H7A3cM5UDVbVmZOsehHwbmBlknU0RfbE3mKqamWSj9LcP/vyGZyLJEkbXao2ZOSRJEnd036f6nVVtXSQ5ffxWF8A/rqqbp+tNie0f15VPXtjtC1J0iiwZ1WSpA1QVX+5kdu3UJUkzWn2rEqSNhvtfZ818WtbJlsuSZK6y2JVkiRJktQ5zgYsSZIkSeoci1VJkiRJUudYrEqSJEmSOsdiVZIkSZLUORarkiRJkqTO+f8BCl/4RuMBESQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 28161\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11487\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 30097\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 1341\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 26656\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 2590\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 401\n"
     ]
    },
    {
     "data": {
      "image/png": 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OnDljF6TWG3PXTOatucxdc5m75jJ3zWXumquK3I1FsboQODIizqd4sNJ9mfm7Mei3Vg455JCqQxgTG264IXPnzq06DEmSJEka0rDFakScB8wBpkbEcuB4YEOAzPw8sAjYC1gKrALe1suBJ02aNNh/I54GXJf+O+9TPEOpa9uyweTJk30asCRJkqRGGLZYzcwh54tmUTm9Z6QHnjZtGscff/xId6vMSSedBMCxxx5bcSRru/zy4udxxx03ZIN58+atp4gkSZIkad2MxdOA+8Jll13mU3QlSZIkaT2xWJUkSZIk1Y7FqiRJkiSpdixWJUmSJEm1MxZfXdMXttpqq6pDkCRJkqS+YbHao4suuqjqECRJkiSpbzgNWJIkSZJUOxarPTrmmGM45phjqg5DkiRJkvqC04B7dOWVV1YdgiRJkiT1DUdWJUmSJEm1Y7EqSZIkSaodi1VJkiRJUu14z2qPpk+fXnUIkiRJktQ3LFZ79NWvfrXqECRJkiSpbzgNWJIkSZJUOxarPZo3bx7z5s2rOgxJkiRJ6gtOA+7R4sWLqw5BkiRJkvqGI6uSJEmSpNqxWJUkSZIk1Y7FqiRJkiSpdnoqViNij4hYEhFLI+LoDtv/KiIuj4jrIuKGiNhr7EOt1syZM5k5c2bVYUiSJElSXxj2AUsRMQk4HXgtsBy4OiIWZubNLc0+DCzIzDMjYmdgETBjHOKtzPz586sOQZIkSZL6Ri8jq7sBSzPztsx8CDgf2LetTQJblK8nA3eMXYiSJEmSpH4TmTl0g4j9gT0y8x3l+0OBF2XmkS1tng58B3gysCmwe2Ze26Gvw4HDAaZNm/aC888/f6zOY9ydcsopABx11FEVR7K2efNmAXDaaZ2/XmdW+f2wi087rec+V65cyWabbbbuwWm9M3fNZN6ay9w1l7lrLnPXXOauuUaTu1e/+tXXZubs0R6zl+9ZjQ7r2ivcg4FzMvPUiHgJcG5E7JKZjzxup8z5wHyA2bNn55w5c0YRcjVOOOEEAOoY85Qpxc+usZUNRhL7wMBALc9VwzN3zWTemsvcNZe5ay5z11zmrrmqyF0v04CXA9u2vJ/O2tN83w4sAMjMK4EnAlPHIkBJkiRJUv/ppVi9GtghIraPiI2Ag4CFbW1+A8wFiIidKIrVP45loJIkSZKk/jFssZqZa4AjgUuBX1A89femiDgxIvYpm70f+IeIuB44Dzgsh7sZVpIkSZKkLnq5Z5XMXETxdTSt645reX0z8LKxDa1eZs2aVXUIkiRJktQ3eipWBaeN4Em6kiRJkqR108s9q5IkSZIkrVcWqz065JBDOOSQQ6oOQ5IkSZL6gtOAe7R8+fKqQ5AkSZKkvuHIqiRJkiSpdixWJUmSJEm1Y7EqSZIkSaod71nt0Ute8pKqQ5AkSZKkvmGx2qOPf/zjVYcgSZIkSX3DacCSJEmSpNqxWO3Rfvvtx3777Vd1GJIkSZLUF5wG3KO777676hAkSZIkqW84sipJkiRJqh2LVUmSJElS7VisSpIkSZJqx3tWezR37tyqQ5AkSZKkvmGx2qNjjz226hAkSZIkqW84DViSJEmSVDsWqz3ac8892XPPPasOQ5IkSZL6Qk/FakTsERFLImJpRBzdpc0BEXFzRNwUEV8f2zCr98ADD/DAAw9UHYYkSZIk9YVh71mNiEnA6cBrgeXA1RGxMDNvbmmzA3AM8LLMvDcinjpeAUuSJEmSJr5eRlZ3A5Zm5m2Z+RBwPrBvW5t/AE7PzHsBMvMPYxumJEmSJKmf9FKsbgMsa3m/vFzXaiYwMyJ+HBFXRcQeYxWgJEmSJKn/9PLVNdFhXXboZwdgDjAd+GFE7JKZKx7XUcThwOEA06ZNY2BgYKTxVmannXYCqGXMK1bMAmBgYHHH7bNWFGlYPILYV65cWctz1fDMXTOZt+Yyd81l7prL3DWXuWuuKnLXS7G6HNi25f104I4Oba7KzNXA/0bEEori9erWRpk5H5gPMHv27JwzZ84ow17/6hzrlCnFz64xlg1Gcg4DAwO1Pmd1Z+6aybw1l7lrLnPXXOauucxdc1WRu16mAV8N7BAR20fERsBBwMK2Nt8CXg0QEVMppgXfNpaBSpIkSZL6x7DFamauAY4ELgV+ASzIzJsi4sSI2Kdsdilwd0TcDFwOfCAz7x6voKswZ84cPwWSJEmSpPWkl2nAZOYiYFHbuuNaXifwvnKRJEmSJGmd9DINWJIkSZKk9cpiVZIkSZJUOxarkiRJkqTa6emeVcEBBxxQdQiSJEmS1DcsVnt0xBFHVB2CJEmSJPUNpwH3aNWqVaxatarqMCRJkiSpLziy2qO99toLgIGBgWoDkSRJkqQ+4MiqJEmSJKl2LFYlSZIkSbVjsSpJkiRJqh2LVUmSJElS7fiApR4ddthhVYcgSZIkSX3DYrVHFquSJEmStP44DbhHd911F3fddVfVYUiSJElSX3BktUf7778/4PesSpIkSdL64MiqJEmSJKl2LFYlSZIkSbVjsSpJkiRJqh2LVUmSJElS7fiApR69+93vrjoESZIkSeobPY2sRsQeEbEkIpZGxNFDtNs/IjIiZo9diPVw4IEHcuCBB1YdhiRJkiT1hWGL1YiYBJwO7AnsDBwcETt3aLc58F7gJ2MdZB0sW7aMZcuWVR2GJEmSJPWFXkZWdwOWZuZtmfkQcD6wb4d2JwGfBP4yhvHVxqGHHsqhhx5adRiSJEmS1Bd6KVa3AVqHFJeX6x4VEc8Dts3Mb49hbJIkSZKkPtXLA5aiw7p8dGPEE4BPA4cN21HE4cDhANOmTWNgYKCnIOtgxYoVALWMecWKWQAMDCzuuH1WGfviEcS+cuXKWp6rhmfumsm8NZe5ay5z11zmrrnMXXNVkbteitXlwLYt76cDd7S83xzYBRiICICnAQsjYp/MvKa1o8ycD8wHmD17ds6ZM2f0ka9nU6ZMAaCOMZehdY9tFLEPDAzU8lw1PHPXTOatucxdc5m75jJ3zWXumquK3PUyDfhqYIeI2D4iNgIOAhYObszM+zJzambOyMwZwFXAWoWqJEmSJEm9GnZkNTPXRMSRwKXAJOBLmXlTRJwIXJOZC4fuYWJ4//vfX3UIkiRJktQ3epkGTGYuAha1rTuuS9s56x5W/ey9995VhyBJkiRJfaOXacAClixZwpIlS6oOQ5IkSZL6Qk8jq4J3vvOdQD2fBixJkiRJE40jq5IkSZKk2rFYlSRJkiTVjsWqJEmSJKl2LFYlSZIkSbXjA5Z69OEPf7jqECRJkiSpb1is9mj33XevOgRJkiRJ6htOA+7R4sWLWbx4cdVhSJIkSVJfcGS1R/PmzQP8nlVJkiRJWh8cWZUkSZIk1Y7FqiRJkiSpdixWJUmSJEm1Y7EqSZIkSaodH7DUo4997GNVhyBJkiRJfcNitUcvfelLqw5BkiRJkvqG04B7dMUVV3DFFVdUHYYkSZIk9QVHVnv0wQ9+EPB7ViVJkiRpfXBkVZIkSZJUOxarkiRJkqTa6alYjYg9ImJJRCyNiKM7bH9fRNwcETdExGURsd3YhypJkiRJ6hfDFqsRMQk4HdgT2Bk4OCJ2bmt2HTA7M58DXAh8cqwDlSRJkiT1j14esLQbsDQzbwOIiPOBfYGbBxtk5uUt7a8CDhnLIOvgtNNOqzoESZIkSeobvRSr2wDLWt4vB140RPu3A5d02hARhwOHA0ybNq2RT9atY8wrVswCYGBgccfts1asAGDxCGJfuXJlLc9VwzN3zWTemsvcNZe5ay5z11zmrrmqyF0vxWp0WJcdG0YcAswGXtVpe2bOB+YDzJ49O+fMmdNblDXw3e9+F4Ddd9+94kjWNmVK8bPr9SwbjOR6DwwMjKi96sPcNZN5ay5z11zmrrnMXXOZu+aqIne9FKvLgW1b3k8H7mhvFBG7Ax8CXpWZD45NePXx0Y9+FKhnsSpJkiRJE00vTwO+GtghIraPiI2Ag4CFrQ0i4nnAWcA+mfmHsQ9TkiRJktRPhi1WM3MNcCRwKfALYEFm3hQRJ0bEPmWzTwGbAd+IiMURsbBLd5IkSZIkDauXacBk5iJgUdu641peOzdWkiRJkjRmepkGLEmSJEnSetXTyKrgrLPOqjoESZIkSeobFqs92nHHHasOQZIkSZL6htOAe3TxxRdz8cUXVx2GJEmSJPUFR1Z7dOqppwKw9957VxyJJEmSJE18jqxKkiRJkmrHYlWSJEmSVDsWq5IkSZKk2rFYlSRJkiTVjg9Y6tG5555bdQiSJEmS1DcsVnu07bbbVh2CJEmSJPUNpwH36IILLuCCCy6oOgxJkiRJ6guOrPbozDPPBODAAw+sOBJJkiRJmvgcWZUkSZIk1Y7FqiRJkiSpdixWJUmSJEm1Y7EqSZIkSaodH7DUowsvvLDqECRJkiSpb1is9mjq1KlVhyBJkiRJfaOnacARsUdELImIpRFxdIftG0fEBeX2n0TEjLEOtGrnnHMO55xzTtVhSJIkSVJfiMwcukHEJOAW4LXAcuBq4ODMvLmlzRHAczLzXRFxEPDGzBzyC0lnz56d11xzzbrGv97MmTMHgIGBgUrj6KQMjW6hrXzhC1lx77188dBDiQgyc9ifM2fO5JZbbgEYtm2rXvsfyT5N7399xzRz5kx+9atf9dU5T4T+B/+bqyqmpv9OjCaWsTrOcLmr0znXqf86xNSeu9H0P5J9x7v/OlzT9dX/TjvtxE477cSuu+6KmmVgYODRv6vVLKPJXURcm5mzR3vMXkZWdwOWZuZtmfkQcD6wb1ubfYEvl68vBOZGRIw2KI2dG2+8kbvvvps1a9YAPPqPwHA/W41l237sv44xjXf/dYyp7v2Px3HWZ/xVX9PRxDJWxxlu3/E6j5G0rWP/dYipff1o+h/JvuPdfx2u6frq/+GHH+biiy/mxhtvXGsfSRNHL8XqNsCylvfLy3Ud22TmGuA+YKuxCFDr5rLLLiMfeaTqMCRJksbU6tWrueyyy6oOQ9I46uUBS51GSNs/+uqlDRFxOHA4wLRp02o5pbabFStWAPWcBrxixSwABgYWr7Vt2rRpPGmTTYBimmGvNt544xG1V32Yu2Yyb81l7prL3DVXa+7q+LeZulu5cqU5a6gqctdLsboc2Lbl/XTgji5tlkfEBsBk4J72jjJzPjAfintWmzRffcqUKQC1nGNfhtYxttNOO40HVq0CePQe1F603rOqZjF3zWTemsvcNZe5a67B3E2ePJmDDz646nA0At6z2lxV5K6XacBXAztExPYRsRFwELCwrc1C4K3l6/2B7+VQN2U10KJFi1i0aFHVYYzY3LlziSf09NBnSZKkxthwww2ZO3du1WFIGkfDVjHlPahHApcCvwAWZOZNEXFiROxTNvsisFVELAXeB6z19TZNt8kmm7BJOZ22SXbddVe22morNtigGEQffO7VcD9bjWXbfuy/jjGNd/91jKnu/Y/HcdZn/FVf09HEMlbHGW7f8TqPkbStY/91iKl9/Wj6H8m+491/Ha7p+up/0qRJ7L333j4NWJrgepkGTGYuAha1rTuu5fVfgL8b29Dq5YwzzgDgiCOOqDiSkdts003ZbNNNOf7443veZ2BgwGk1DWXumsm8NZe5ay5z11wDAwMWqlIfcH5ojxYsWMCCBQuqDkOSJEmS+oLFqiRJkiSpdixWJUmSJEm1Y7EqSZIkSaodi1VJkiRJUu1EVV+HGhF/BH5dycHVi6nAXVUHoVExd81k3prL3DWXuWsuc9dc5q65RpO77TLzKaM9YGXFquotIq7JzNlVx6GRM3fNZN6ay9w1l7lrLnPXXOauuarIndOAJUmSJEm1Y7EqSZIkSaodi1V1M7/qADRq5q6ZzFtzmbvmMnfNZe6ay9w113rPnfesSpIkSZJqx5FVSZIkSVLtWKw2XETsERFLImJpRBzdsv41EfGziPh5RHw5Ijbosv/Xyv1/HhFfiogNy/UREZ8t+70hIp7fYd9tI+LyiPhFRNwUEf/Usu1TEfHLct9vRsSU8Tj/JhvH3D0rIq6MiAcj4qghjv+CiLixPP5nIyLK9X9X5vORiPBpfR3UNXct24+KiIyIqWN1zhNFXXMXERdExOJyuT0iFo/1uTddDXJ3ckQsi4imfOMaAAAJJUlEQVSVbes3LvO3NCJ+EhEzxuaMJ44a5+5d5X+PiyPiRxGx81id80RQ17yV2w6IiJuj+Hvl62NxvhNJXXMXEdtFxGVR1AcDETF92JPJTJeGLsAk4FbgGcBGwPXAzhQfQiwDZpbtTgTe3qWPvYAol/OAd7esv6Rc/2LgJx32fTrw/PL15sAtwM7l+9cBG5SvPwF8ourrVadlnHP3VOCFwMnAUUPE8FPgJeX+lwB7lut3AnYEBoDZVV+rui11zl25bVvgUorvsZ5a9fWq01L33LW0ORU4rurrVaelJrl7McW/eyvb1h8BfL58fRBwQdXXq05LzXO3RcvrfYD/rvp61WWped52AK4DnjzYX9XXq05LzXP3DeCt5evXAOcOdz6OrDbbbsDSzLwtMx8Czgf2BbYCHszMW8p2/wPs16mDzFyUJYo/ogY/4dgX+Eq56SpgSkQ8vW3f32Xmz8rXfwZ+AWxTvv9OZq4pm17V0q8K45a7zPxDZl4NrO528DKXW2TmleX+XwHeUO7/i8xcMiZnOTHVNnelTwP/DPhAgrXVPXeUI60HUPxxoMdUmruy3VWZ+bsOm/YFvly+vhCYOzhiLqDGucvMP7W83RT/v9mqtnkD/gE4PTPvHexv5Kc3odU5dzsDl5WvLy/jGpLFarNtQ/EJyaDl5bq7gA3jsSmc+1OMtnRVDu8fCvz3MH13238G8DzgJx02/z3FCIIeM5656/X4yzscX8Orbe4iYh/gt5l5/Qj66ye1zV2LVwC/z8xfjaDfflB17nqKrfyQ9j6KPwpVqHPuiIj3RMStwCeB945VvxNAnfM2E5gZET+OiKsiYo8x6neiqHPuruexAvmNwOYRMeT/Ly1Wm63TJ7eDn4IcBHw6In4K/BlY06FtqzOAH2TmD4fqu2MQEZsBFwHz2j6lJCI+VB77a8Mcv9+MZ+5GffwR7N/Papm7iNgE+BBw3Aj66je1zF3b+4NxVLWTqnM34tjGqO+JoM65IzNPz8xnAv8CfHis+p0A6py3DSimAs+h+H/mF8Jno7Sqc+6OAl4VEdcBrwJ+O1wMHW+qVWMs5/GfiEwH7gDIzCspPqEnIl5H8SkUEXEpMA24JjPfUa47HngK8M5e+m5VfuJyEfC1zPyPtm1vBV4PzC3/A9FjxjN3vR6/dWp2x/yqo7rm7pnA9sD15QzE6cDPImK3zLxzhMeYqOqaO8p+NwDeBLxghP32g6pz10tsy8scTgbuGcP+m67OuWt1PnDmOPXdRHXO23LgqsxcDfxvRCyhKF6vHsNjNFltc5eZd1D8Ozc42LVfZt433E4uDV0oPmy4jeIP1MEbqJ9dbntq+XNjirnhr+nSxzuAK4Anta3/Wx7/gKWfdtg3KO65Oq3Dtj2Am4GnVH2d6riMZ+5atp/A0De/X13mdvBBL3u1bR/AByw1Mndlm9vxAUuNyl35/83vV32d6rjUIXct7dofGPIeHv+ApQVVX686LTXP3Q4tr/em+EO98mtWh6XmedsD+HL5eirFlNetqr5mdVlqnrupwBPK1ycDJw7bR9UX1GXdFoqndd1C8dSvD7Ws/xTFA4+WUEzP7bb/mnLfxeVyXLk+gNPLbTfSoWgBXk4x1emGlv33KrctLf/nMbj+81Vfq7ot45i7p1F8qvYnYEX5eosO+88Gfl728TkgyvVvLPd5EPg9cGnV16puS11z19bmdixWG5U74BzgXVVfo7ouNcjdJ8ttj5Q/TyjXP5HiCZdLKR5E8oyqr1Xdlhrn7jPATWWfl1P+Qe9S+7wF8G8UgyI3AgdVfa3qttQ4d/sDvypj+wKw8XDnMvjHqSRJkiRJteEDliRJkiRJtWOxKkmSJEmqHYtVSZIkSVLtWKxKkiRJkmrHYlWSJEmSVDsWq5KkCScifh4RN0fE4oj4bUScUHVMYyUiToiIjIi/bln3f8t1s8v3m0XEWRFxa0TcFBE/iIgXldtWtuz39LLN3uv/TCRJGprFqiRpotozM2cBn646kHFwI3BQy/v9Kb5zcNAXgHuAHTLz2cBhFF/G/qiI2BxYBHwiMy8e12glSRoFi1VJ0kS0IfBgpw0R8YGIuDoiboiIj5TrZkTEz1va7B8R55Svz4mI/Xs9cGv7iJgTEd8uX+8WEVdExHXlzx3L9ZMi4pSIuLGM6R97OMy3gH3L/Z8B3Af8sXz/TOBFwIcz8xGAzLwtM/+rJcYNgf8AFmbm/F7PTZKk9WmDqgOQJGkcbA78uX1lRLwO2AHYDQhgYUS8EvjNGB77kbLvdr8EXpmZayJid+BjwH7A4cD2wPPKbVv2cIw/AcsiYheKovUC4G3ltmcDizPz4SH2/xLwKqCXwliSpEo4sipJmlAiYhKweWbe32Hz68rlOuBnwLMoileAZ5b3uC4GPtW236fKbZdFxMxhQlgOPK/D+snAN8oR3E9TFJUAuwOfz8w1AJl5zzD9DzqfYirwG4Bv9rgPwKbAlhRTg08fwX6SJK1XFquSpInmGcAtXbYF8PHMnFUuf52ZXyy33Tq4HvhA234fKNefB5wwzPHPAF4UETdQ3Ds66CTg8szcBdgbeGJLTNnLibW5GDgU+E1m/qll/U3AcyOi27/xDwIHZObXgdUR8ZZRHFuSpHFnsSpJmmgOAK7ssu1S4O8jYjOAiNgmIp46gr7vBjYq9z0yIo5sb5CZd2bm3Mx8DvCOlk2Tgd+Wrw9rWf8d4F0RsUHZ75blz49HxBu7BZKZDwD/Apzctv5W4BrgIxERZV87RMS+ZZM1LaPORwInR8TkYc9ckqT1zHtWJUkTRkS8m2IE8zcR8fJy9VOASRHxs8xcGBE7AVeWddxK4BBgqPs7AU6KiHnAxsA7y3XPAn48gvA+CXw5It4HfK9l/ReAmcANEbEa+Hfgc8CuwMKhOszM87tsegdwKrA0IlZRFNnto8Vk5tKIOJvi/tn3jOBcJEkad5E5mplHkiTVT/l9qrdn5jm9rF/HY30beFNmPjRWfbb1f2lm/s149C1JUhM4sipJ0ihk5uvHuX8LVUlSX3NkVZI0YZT3fWb717Z0Wy9JkurLYlWSJEmSVDs+DViSJEmSVDsWq5IkSZKk2rFYlSRJkiTVjsWqJEmSJKl2LFYlSZIkSbXz/wEV/HH+DLekhwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 884\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11473\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 19803\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 1227\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 10822\n"
     ]
    },
    {
     "data": {
      "image/png": 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ueQWZcOaZ5z+8zXbbbcchhxzC/vvv3y8VkiRJktQ4fUdWM/O/gLvGaHI48JksXAFMi4inVtn5SFE22vN42jZ5m8mP6VGbsH79er7+9a+zbNmyR6+UJEmSpIabiGtWdwNWdbxfXS5TzR588EGWLFlSdxiSJEmSNG4TcTfg6LGsx1gfRMSJwIkAu+yyC7Nnz56A3W8e22+/PUAjY95+++2A0WPrvJPxnDVrAFja5+7Ga9eu9Q7ILWXu2sm8tZe5ay9z117mrr3MXXvVkbuJKFZXA3t0vN8duLVXw8xcACwA2HXXXfOGG26YgN1vHg888AAATYx53brnAr1jmzp1Kscee+zGBdOmATA0NDRmn8PDw33bqJnMXTuZt/Yyd+1l7trL3LWXuWuvOnI3EcXqIuDkiLiA4sZK92TmbRPQb6Mcd9xxdYcwbltttRXz5s2rOwxJkiRJGre+xWpEfBEYAqZHxGrgdGAbgMz8GLAYOBRYCawD/rbqzuu+i+7m2mbyY3r0TZa8G7AkSZKkNutbrGbmsX3WJ/CG8e5411135bTTThvvZrU566yziAhOPfXUukN5lEsvLZ5PP/30egORJEmSpAkyEXcDHghLlizxzrqSJEmStJlYrEqSJEmSGsdiVZIkSZLUOBarkiRJkqTGmYivrhkIu+yyS90hSJIkSdLAsFit6Ctf+UrdIUiSJEnSwHAasCRJkiSpcSxWK3rb297G2972trrDkCRJkqSB4DTgii6//PK6Q5AkSZKkgeHIqiRJkiSpcSxWJUmSJEmNY7EqSZIkSWocr1mtaPfdd687BEmSJEkaGBarFX3uc5+rOwRJkiRJGhhOA5YkSZIkNY7FakWnnHIKp5xySt1hSJIkSdJAcBpwRUuXLq07BEmSJEkaGI6sSpIkSZIax2JVkiRJktQ4FquSJEmSpMapVKxGxMERsSIiVkbEW3us/52IuDQifhIR10TEoRMfar1mz57N7Nmz6w5DkiRJkgZC3xssRcRWwLnAi4HVwJURsSgzr+to9k7gosw8LyL2BRYDMych3tosWLCg7hAkSZIkaWBUGVk9AFiZmTdl5v3ABcDhXW0SeEL5eipw68SFKEmSJEkaNJGZYzeIOBI4ODNfXb4/HjgwM0/uaPNU4NvAzsAOwEGZeXWPvk4ETgSYMWPG719wwQUTdRyT7uyzzwbgzW9+c82RPNopp8wB4Jxz+n+9zpzyu2KXnnPOmO3Wrl3Ljjvu+NiD02Zn7trJvLWXuWsvc9de5q69zF17bUruXvSiF12dmXM3dZ9Vvmc1eizrrnCPBRZm5gcj4rnAZyPiWZn50CM2ylwALACYO3duDg0NbULI9TjjjDMAaGLM06YVz5ViKxv3azs8PNzIY1V/5q6dzFt7mbv2MnftZe7ay9y1Vx25qzINeDWwR8f73Xn0NN9XARcBZOblwOOB6RMRoCRJkiRp8FQpVq8EZkXEXhGxLXAMsKirzc+AeQARsQ9FsfqriQxUkiRJkjQ4+harmbkBOBm4BLie4q6/yyNifkS8tGz2JuA1EfFT4IvACdnvYlhJkiRJkkZR5ZpVMnMxxdfRdC47reP1dcDzJza0ZpkzZ07dIUiSJEnSwKhUrArO6XP3XEmSJEnSxKlyzaokSZIkSZuVxWpFxx13HMcdd1zdYUiSJEnSQHAacEWrV6+uOwRJkiRJGhiOrEqSJEmSGsdiVZIkSZLUOBarkiRJkqTG8ZrVip773OfWHYIkSZIkDQyL1Yre+9731h2CJEmSJA0MpwFLkiRJkhrHYrWiI444giOOOKLuMCRJkiRpIDgNuKI777yz7hAkSZIkaWA4sipJkiRJahyLVUmSJElS41isSpIkSZIax2tWK5o3b17dIUiSJEnSwLBYrejUU0+tOwRJkiRJGhhOA5YkSZIkNY7FakWHHHIIhxxySN1hSJIkSdJAqFSsRsTBEbEiIlZGxFtHaXNURFwXEcsj4gsTG2b91q9fz/r16+sOQ5IkSZIGQt9rViNiK+Bc4MXAauDKiFiUmdd1tJkFvA14fmbeHRFPnqyAJUmSJElbviojqwcAKzPzpsy8H7gAOLyrzWuAczPzboDM/OXEhilJkiRJGiRVitXdgFUd71eXyzrNBmZHxA8i4oqIOHiiApQkSZIkDZ4qX10TPZZlj35mAUPA7sD3IuJZmbnmER1FnAicCDBjxgyGh4fHG29t9tlnH4BGxrxmzRwAhoeX9m07Z02RkqV9jmPt2rWNPFb1Z+7ayby1l7lrL3PXXuauvcxde9WRuyrF6mpgj473uwO39mhzRWY+APxvRKygKF6v7GyUmQuABQBz587NoaGhTQx782tyrNOmFc+VYiwb92s7PDzc6GPW6MxdO5m39jJ37WXu2svctZe5a686cldlGvCVwKyI2CsitgWOARZ1tfk34EUAETGdYlrwTRMZqCRJkiRpcPQtVjNzA3AycAlwPXBRZi6PiPkR8dKy2SXAnRFxHXAp8JbMvHOygq7D0NCQnwJJkiRJ0mZSZRowmbkYWNy17LSO1wm8sXxIkiRJkvSYVJkGLEmSJEnSZmWxKkmSJElqHItVSZIkSVLjVLpmVXDUUUfVHYIkSZIkDQyL1YpOOumkukOQJEmSpIHhNOCK1q1bx7p16+oOQ5IkSZIGgiOrFR166KEADA8P1xuIJEmSJA0AR1YlSZIkSY1jsSpJkiRJahyLVUmSJElS41isSpIkSZIaxxssVXTCCSfUHYIkSZIkDQyL1YosViVJkiRp83EacEV33HEHd9xxR91hSJIkSdJAcGS1oiOPPBLwe1YlSZIkaXNwZFWSJEmS1DgWq5IkSZKkxrFYlSRJkiQ1jsWqJEmSJKlxvMFSRa9//evrDkGSJEmSBkalkdWIODgiVkTEyoh46xjtjoyIjIi5ExdiMxx99NEcffTRdYchSZIkSQOhb7EaEVsB5wKHAPsCx0bEvj3a7QT8PfDDiQ6yCVatWsWqVavqDkOSJEmSBkKVkdUDgJWZeVNm3g9cABzeo91ZwPuB305gfI1x/PHHc/zxx9cdhiRJkiQNhCrF6m5A55Di6nLZwyLiOcAemfmNCYxNkiRJkjSgqtxgKXosy4dXRjwO+BBwQt+OIk4ETgSYMWMGw8PDlYJsgjVr1gA0MuY1a+YAMDy8tG/bOeVxLO1zHGvXrm3ksao/c9dO5q29zF17mbv2MnftZe7aq47cVSlWVwN7dLzfHbi14/1OwLOA4YgAeAqwKCJemplXdXaUmQuABQBz587NoaGhTY98M5s2bRoATYy5DK1abBWPY3h4uJHHqv7MXTuZt/Yyd+1l7trL3LWXuWuvOnJXZRrwlcCsiNgrIrYFjgEWjazMzHsyc3pmzszMmcAVwKMKVUmSJEmSquo7spqZGyLiZOASYCvgU5m5PCLmA1dl5qKxe9gyvOlNb6o7BEmSJEkaGFWmAZOZi4HFXctOG6Xt0GMPq3kOO+ywukOQJEmSpIFRZRqwgBUrVrBixYq6w5AkSZKkgVBpZFXw2te+Fmjm3YAlSZIkaUvjyKokSZIkqXEsViVJkiRJjWOxKkmSJElqHItVSZIkSVLjeIOlit75znfWHYIkSZIkDQyL1YoOOuigukOQJEmSpIHhNOCKli5dytKlS+sOQ5IkSZIGgiOrFZ1yyimA37MqSZIkSZuDI6uSJEmSpMaxWJUkSZIkNY7FqiRJkiSpcSxWJUmSJEmN4w2WKnrPe95TdwiSJEmSNDAsVit63vOeV3cIkiRJkjQwnAZc0WWXXcZll11WdxiSJEmSNBAcWa3o7W9/O+D3rEqSJEnS5uDIqiRJkiSpcSxWJUmSJEmNU6lYjYiDI2JFRKyMiLf2WP/GiLguIq6JiCURsefEhypJkiRJGhR9i9WI2Ao4FzgE2Bc4NiL27Wr2E2BuZj4b+DLw/okOVJIkSZI0OKrcYOkAYGVm3gQQERcAhwPXjTTIzEs72l8BHDeRQTbBOeecU3cIkiRJkjQwqhSruwGrOt6vBg4co/2rgG/2WhERJwInAsyYMaOVd9ZtYsxr1swBYHh4ad+2c9asAWBpn+NYu3ZtI49V/Zm7djJv7WXu2svctZe5ay9z11515K5KsRo9lmXPhhHHAXOBF/Zan5kLgAUAc+fOzaGhoWpRNsB3vvMdAA466KCaI3m0adOK50rns2zcr+3w8HC1/tQ45q6dzFt7mbv2MnftZe7ay9y1Vx25q1Ksrgb26Hi/O3Brd6OIOAh4B/DCzLxvYsJrjne9611AM4tVSZIkSdrSVLkb8JXArIjYKyK2BY4BFnU2iIjnAB8HXpqZv5z4MCVJkiRJg6RvsZqZG4CTgUuA64GLMnN5RMyPiJeWzT4A7Ah8KSKWRsSiUbqTJEmSJKmvKtOAyczFwOKuZad1vHZurCRJkiRpwlSZBixJkiRJ0mZVaWRV8PGPf7zuECRJkiRpYFisVrT33nvXHYIkSZIkDQynAVd08cUXc/HFF9cdhiRJkiQNBEdWK/rgBz8IwGGHHVZzJJIkSZK05XNkVZIkSZLUOBarkiRJkqTGsViVJEmSJDWOxaokSZIkqXG8wVJFn/3sZ+sOQZIkSZIGhsVqRXvssUfdIUiSJEnSwHAacEUXXnghF154Yd1hSJIkSdJAcGS1ovPOOw+Ao48+uuZIJEmSJGnL58iqJEmSJKlxLFYlSZIkSY1jsSpJkiRJahyLVUmSJElS43iDpYq+/OUv1x2CJEmSJA0Mi9WKpk+fXncIkiRJkjQwKk0DjoiDI2JFRKyMiLf2WD8lIi4s1/8wImZOdKB1W7hwIQsXLqw7DEmSJEkaCH1HViNiK+Bc4MXAauDKiFiUmdd1NHsVcHdmPiMijgHeB2xRX0g6UqiecMIJtcZRxbJly1iyZAn33HMPEUFmPvz8iltugUzOP/PMh9t3t4kIZs2axfz58x+xvFOvbTa1bdv735RYJnM/nblr0jG3+ZxujmOePXs2Z5a/l5PRf9vPTxOPebJz18Tz08SfjcfS/+zZsx/1f92Wdk6bFMtEbbPddtux//77I2nLV2Vk9QBgZWbelJn3AxcAh3e1ORw4v3z9ZWBeRMTEhamqli1bxsUXX8w999wD8PA/8A//Q9/1D36vNqM9j2ebQep/U2IZxGOe7P4H8ZibFFMT42/7cTQpliaf07b33/bfzcnuv9c269evZ82aNSxbtuxR6yRtWaoUq7sBqzrery6X9WyTmRuAe4BdJiJAjc+SJUt44IEH6g5DkiRpUi1ZsqTuECRNsio3WOo1Qtr9MVeVNkTEicCJADNmzGB4eLjC7pthzZo1AI2Mec2aOQAMDy9lxowZzJgxY9S2222/PVBMfRrLlClT+rZRM5m7djJv7WXu2svctdeUKVNa97ekCmvXrjVvLVVH7qoUq6uBPTre7w7cOkqb1RGxNTAVuKu7o8xcACwAmDt3bg4NDW1CyPWYNm0aAE2MuQyNoaEhzjnnnIenAPfy3HXrALjhhhvG7HP27Nl926iZzF07mbf2MnftZe7aa/bs2dx+++0ce+yxdYeicRoeHm7k39Pqr47cVZkGfCUwKyL2iohtgWOARV1tFgGvKF8fCfxn9rrIoMUWL17M4sWL6w6jr3nz5rHNNtvUHYYkSdKkmjdvXt0hSJpkfYvV8hrUk4FLgOuBizJzeUTMj4iXls0+CewSESuBNwKP+nqbttt+++3ZvpxC22T7778/hx12GFOnTgWKu+x1PtPjvlfdbUZ7Hs82g9T/psQyiMc82f0P4jE3KaYmxt/242hSLE0+p23vv+2/m5Pdf69ttttuO6ZNm+YdgaUBUGUaMJm5GFjctey0jte/Bf5qYkNrlo9+9KMAnHTSSTVH0t/+++8/+j/gl14KwOmnnz5mH8PDw06taSlz107mrb3MXXuZu/bymkdpMFSZBizgoosu4qKLLqo7DEmSJEkaCBarkiRJkqTGsViVJEmSJDWOxaokSZIkqXEsViVJkiRJjRN1fR1qRPwKuKWWnauK6cAddQehTWLu2sm8tZe5ay9z117mrr3MXXttSu72zMwnbeoOaytW1WwRcVVmzq07Do2fuWsn89Ze5q69zF17mbv2MnftVUfunAYsSZIkSWoci1VJkiRJUuNfWjclAAAKAElEQVRYrGo0C+oOQJvM3LWTeWsvc9de5q69zF17mbv22uy585pVSZIkSVLjOLIqSZIkSWoci9WWi4iDI2JFRKyMiLd2LP+TiPhxRFwbEedHxNajbP/5cvtrI+JTEbFNuTwi4sNlv9dExO/12HaPiLg0Iq6PiOUR8Q8d6z4QEf9dbvu1iJg2GcffZpOYu2dGxOURcV9EvHmM/f9+RCwr9//hiIhy+V+V+XwoIrxbXw9NzV3H+jdHREbE9Ik65i1FU3MXERdGxNLycXNELJ3oY2+7BuTu3RGxKiLWdi2fUuZvZUT8MCJmTswRbzkanLvXlb+PSyPi+xGx70Qd85agqXkr1x0VEddF8ffKFybieLckTc1dROwZEUuiqA+GI2L3vgeTmT5a+gC2Am4EngZsC/wU2JfiQ4hVwOyy3XzgVaP0cSgQ5eOLwOs7ln+zXP6HwA97bPtU4PfK1zsBNwD7lu9fAmxdvn4f8L66z1eTHpOcuycDfwC8G3jzGDH8CHhuuf03gUPK5fsAewPDwNy6z1XTHk3OXbluD+ASiu+xnl73+WrSo+m562jzQeC0us9Xkx4Nyd0fUvy/t7Zr+UnAx8rXxwAX1n2+mvRoeO6e0PH6pcC36j5fTXk0PG+zgJ8AO4/0V/f5atKj4bn7EvCK8vWfAJ/tdzyOrLbbAcDKzLwpM+8HLgAOB3YB7svMG8p2/wEc0auDzFycJYo/okY+4Tgc+Ey56gpgWkQ8tWvb2zLzx+Xre4Hrgd3K99/OzA1l0ys6+lVh0nKXmb/MzCuBB0bbeZnLJ2Tm5eX2nwH+otz++sxcMSFHuWVqbO5KHwL+CfCGBI/W9NxRjrQeRfHHgTaqNXdluysy87Yeqw4Hzi9ffxmYNzJiLqDBucvMX3e83QH/3ezU2LwBrwHOzcy7R/ob/+Ft0Zqcu32BJeXrS8u4xmSx2m67UXxCMmJ1uewOYJvYOIXzSIrRllGVw/vHA9/q0/do288EngP8sMfqV1KMIGijycxd1f2v7rF/9dfY3EXES4GfZ+ZPx9HfIGls7jq8ALg9M/9nHP0OgrpzVym28kPaeyj+KFShybkjIt4QETcC7wf+fqL63QI0OW+zgdkR8YOIuCIiDp6gfrcUTc7dT9lYIL8M2Ckixvz30mK13Xp9cjvyKcgxwIci4kfAvcCGHm07fRT4r8z83lh99wwiYkfgK8ApXZ9SEhHvKPf9+T77HzSTmbtN3v84th9kjcxdRGwPvAM4bRx9DZpG5q7r/bE4qtpL3bkbd2wT1PeWoMm5IzPPzcynA/8MvHOi+t0CNDlvW1NMBR6i+DfzX8N7o3Rqcu7eDLwwIn4CvBD4eb8Yel5Uq9ZYzSM/EdkduBUgMy+n+ISeiHgJxadQRMQlwAzgqsx8dbnsdOBJwGur9N2p/MTlK8DnM/OrXeteAfw5MK/8BdFGk5m7qvvvnJrdM7/qqam5ezqwF/DTcgbi7sCPI+KAzPzFOPexpWpq7ij73Rr4S+D3x9nvIKg7d1ViW13mcCpw1wT233ZNzl2nC4DzJqnvNmpy3lYDV2TmA8D/RsQKiuL1ygncR5s1NneZeSvF/3Mjg11HZOY9/Tby0dIHxYcNN1H8gTpyAfV+5bonl89TKOaG/8kofbwauAzYrmv5n/HIGyz9qMe2QXHN1Tk91h0MXAc8qe7z1MTHZOauY/0ZjH3x+5Vlbkdu9HJo1/phvMFSK3NXtrkZb7DUqtyV/25+t+7z1MRHE3LX0a77hiFv4JE3WLqo7vPVpEfDczer4/VhFH+o137OmvBoeN4OBs4vX0+nmPK6S93nrCmPhuduOvC48vW7gfl9+6j7hPp4bA+Ku3XdQHHXr3d0LP8AxQ2PVlBMzx1t+w3ltkvLx2nl8gDOLdcto0fRAvwRxVSnazq2P7Rct7L8x2Nk+cfqPldNe0xi7p5C8anar4E15esn9Nh+LnBt2cdHgCiXv6zc5j7gduCSus9V0x5NzV1Xm5uxWG1V7oCFwOvqPkdNfTQgd+8v1z1UPp9RLn88xR0uV1LciORpdZ+rpj0anLv/Cywv+7yU8g96H43PWwD/QjEosgw4pu5z1bRHg3N3JPA/ZWz/Ckzpdywjf5xKkiRJktQY3mBJkiRJktQ4FquSJEmSpMaxWJUkSZIkNY7FqiRJkiSpcSxWJUmSJEmNY7EqSdriRMS1EXFdRCyNiJ9HxBl1xzRRIuKMiMiIeEbHsn8sl80t3+8YER+PiBsjYnlE/FdEHFiuW9ux3VPLNodt/iORJGlsFquSpC3VIZk5B/hQ3YFMgmXAMR3vj6T4zsER/wrcBczKzP2AEyi+jP1hEbETsBh4X2ZePKnRSpK0CSxWJUlbom2A+3qtiIi3RMSVEXFNRJxZLpsZEdd2tDkyIhaWrxdGxJFVd9zZPiKGIuIb5esDIuKyiPhJ+bx3uXyriDg7IpaVMf1dhd38G3B4uf3TgHuAX5Xvnw4cCLwzMx8CyMybMvPfO2LcBvgqsCgzF1Q9NkmSNqet6w5AkqRJsBNwb/fCiHgJMAs4AAhgUUT8MfCzCdz3Q2Xf3f4b+OPM3BARBwHvAY4ATgT2Ap5TrntihX38GlgVEc+iKFovBP62XLcfsDQzHxxj+08BLwSqFMaSJNXCkVVJ0hYlIrYCdsrM3/RY/ZLy8RPgx8AzKYpXgKeX17guBT7Qtd0HynVLImJ2nxBWA8/psXwq8KVyBPdDFEUlwEHAxzJzA0Bm3tWn/xEXUEwF/gvgaxW3AdgBeCLF1OBzx7GdJEmblcWqJGlL8zTghlHWBfDezJxTPp6RmZ8s1904shx4S9d2bymXfxE4o8/+PwocGBHXUFw7OuIs4NLMfBZwGPD4jpiyyoF1uRg4HvhZZv66Y/ly4HcjYrT/4+8DjsrMLwAPRMTLN2HfkiRNOotVSdKW5ijg8lHWXQK8MiJ2BIiI3SLiyePo+05g23LbkyPi5O4GmfmLzJyXmc8GXt2xairw8/L1CR3Lvw28LiK2Lvt9Yvn83oh42WiBZOZ64J+Bd3ctvxG4CjgzIqLsa1ZEHF422dAx6nwy8O6ImNr3yCVJ2sy8ZlWStMWIiNdTjGD+LCL+qFz8JGCriPhxZi6KiH2Ay8s6bi1wHDDW9Z0AZ0XEKcAU4LXlsmcCPxhHeO8Hzo+INwL/2bH8X4HZwDUR8QDwCeAjwP7AorE6zMwLRln1auCDwMqIWEdRZHePFpOZKyPi0xTXz75hHMciSdKki8xNmXkkSVLzlN+nenNmLqyy/DHu6xvAX2bm/RPVZ1f/l2Tmn05G35IktYEjq5IkbYLM/PNJ7t9CVZI00BxZlSRtMcrrPrP7a1tGWy5JkprLYlWSJEmS1DjeDViSJEmS1DgWq5IkSZKkxrFYlSRJkiQ1jsWqJEmSJKlxLFYlSZIkSY3z/wFQeaZjGQr/UgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 31198\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 31479\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 15523\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 17744\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3834\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 22777\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 35632\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 2274\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 21451\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3868\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 13321\n"
     ]
    },
    {
     "data": {
      "image/png": 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j3SOHA4GIOB44HmDnnXdm1qxZ43D4zWO77bYDaGTM2223LTBybJ1PM569ejUAS0Z4wvHatWt9AnJLmbt2Mm/tZe7ay9y1l7lrL3PXXnXkbjyK1VXA7h3vdwNu7dUwM+cB8wB22WWXvPHGG8fh8JvH+vXrAWhizOvWPRsYPrYpU6Zw9NFHP7Ri6lQABgYGhu1zcHBwxO1qLnPXTuatvcxde5m79jJ37WXu2quO3I1HsboAODEiLqR4sNKazLxtHPptlGOOOabuEDbK5MmTmTt3bt1hSJIkSdKYjFqsRsSXgAFgWkSsAk4DJgNk5seBRcDBwApgHfCPVQ48adKkof5rf5pu+/svHrLUvd6nAUuSJElqq1GL1cw8epTtCbxprAeePn06p5122lh3q81ZZ51FRHDKKafUHcojXHFF8fPUU0+tNxBJkiRJGifj8TTgvrB48WKfqitJkiRJm4nFqiRJkiSpcSxWJUmSJEmNY7EqSZIkSWqc8fjqmr6w88471x2CJEmSJPUNi9WKLr300rpDkCRJkqS+4TRgSZIkSVLjWKxW9I53vIN3vOMddYchSZIkSX3BacAVXXXVVXWHIEmSJEl9w5FVSZIkSVLjWKxKkiRJkhrHYlWSJEmS1Djes1rRbrvtVncIkiRJktQ3LFYr+vznP193CJIkSZLUN5wGLEmSJElqHIvVik466SROOumkusOQJEmSpL7gNOCKlixZUncIkiRJktQ3HFmVJEmSJDWOxaokSZIkqXEsViVJkiRJjVOpWI2IAyNieUSsiIi399j+ZxFxRUT8NCKui4iDxz/Ues2aNYtZs2bVHYYkSZIk9YVRH7AUEZOAc4EXAauAayJiQWbe0NHs3cDFmXleROwNLAJmTEC8tZk3b17dIUiSJElS36gysrofsCIzb87M+4ALgUO72iSwU/l6CnDr+IUoSZIkSeo3kZkjN4g4HDgwM19Xvj8W2D8zT+xo80Tgm8BjgO2BAzLzxz36Oh44HmD69Ol/ceGFF47XeUy4s88+G4CTTz655kge6aSTZgNwzjnVvl5ndvl9sUvOOWfYNmvXrmWHHXbY9OC02Zm7djJv7WXu2svctZe5ay9z114bk7sXvvCFP87MORt7zCrfsxo91nVXuEcD8zPzwxHxbOBzEfH0zHzwYTtlzgPmAcyZMycHBgY2IuR6nH766QA0MeapU4uflWMrdxip/eDgYCPPVaMzd+1k3trL3LWXuWsvc9de5q696shdlWnAq4DdO97vxiOn+b4WuBggM68CHg1MG48AJUmSJEn9p0qxeg0wMyL2iIitgaOABV1tfgXMBYiIvSiK1d+NZ6CSJEmSpP4xarGamfcDJwKXAz+neOrvsog4MyJeWjZ7C/BPEfEz4EvAcTnazbCSJEmSJA2jyj2rZOYiiq+j6Vx3asfrG4Dnjm9ozTJ79uy6Q5AkSZKkvlGpWBWcM8KTcyVJkiRJ46vKPauSJEmSJG1WFqsVHXPMMRxzzDF1hyFJkiRJfcFpwBWtWrWq7hAkSZIkqW84sipJkiRJahyLVUmSJElS41isSpIkSZIax3tWK3r2s59ddwiSJEmS1DcsVit6//vfX3cIkiRJktQ3nAYsSZIkSWoci9WKDjvsMA477LC6w5AkSZKkvuA04IruvPPOukOQJEmSpL7hyKokSZIkqXEsViVJkiRJjWOxKkmSJElqHO9ZrWju3Ll1hyBJkiRJfcNitaJTTjml7hAkSZIkqW84DViSJEmS1DgWqxUddNBBHHTQQXWHIUmSJEl9oVKxGhEHRsTyiFgREW8fps0REXFDRCyLiC+Ob5j1u+eee7jnnnvqDkOSJEmS+sKo96xGxCTgXOBFwCrgmohYkJk3dLSZCbwDeG5m/j4iHj9RAUuSJEmStnxVRlb3A1Zk5s2ZeR9wIXBoV5t/As7NzN8DZOZvxzdMSZIkSVI/qVKs7gqs7Hi/qlzXaRYwKyJ+EBFXR8SB4xWgJEmSJKn/VPnqmuixLnv0MxMYAHYDvhcRT8/M1Q/rKOJ44HiA6dOnMzg4ONZ4a7PXXnsBNDLm1atnAzA4uKRS+9mri7QsGeFc1q5d28hz1ejMXTuZt/Yyd+1l7trL3LWXuWuvOnJXpVhdBeze8X434NYeba7OzPXA/0bEcori9ZrORpk5D5gHMGfOnBwYGNjIsDe/Jsc6dWrxs3KM5Q4jtR8cHGz0OWt45q6dzFt7mbv2MnftZe7ay9y1Vx25qzIN+BpgZkTsERFbA0cBC7rafA14IUBETKOYFnzzeAYqSZIkSeofoxarmXk/cCJwOfBz4OLMXBYRZ0bES8tmlwN3RsQNwBXAWzPzzokKug4DAwN+CiRJkiRJm0mVacBk5iJgUde6UzteJ/DmcpEkSZIkaZNUmQYsSZIkSdJmZbEqSZIkSWoci1VJkiRJUuNUumdVcMQRR9QdgiRJkiT1DYvVik444YS6Q5AkSZKkvuE04IrWrVvHunXr6g5DkiRJkvqCI6sVHXzwwQAMDg7WG4gkSZIk9QFHViVJkiRJjWOxKkmSJElqHItVSZIkSVLjWKxKkiRJkhrHByxVdNxxx9UdgiRJkiT1DYvViixWJUmSJGnzcRpwRXfccQd33HFH3WFIkiRJUl9wZLWiww8/HPB7ViVJkiRpc3BkVZIkSZLUOBarkiRJkqTGsViVJEmSJDWOxaokSZIkqXF8wFJFb3zjG+sOQZIkSZL6RqWR1Yg4MCKWR8SKiHj7CO0Oj4iMiDnjF2IzHHnkkRx55JF1hyFJkiRJfWHUYjUiJgHnAgcBewNHR8TePdrtCPwf4IfjHWQTrFy5kpUrV9YdhiRJkiT1hSojq/sBKzLz5sy8D7gQOLRHu7OADwJ/Gsf4GuPYY4/l2GOPrTsMSZIkSeoLVYrVXYHOIcVV5boNIuJZwO6Z+fVxjE2SJEmS1KeqPGApeqzLDRsjHgV8BDhu1I4ijgeOB5g+fTqDg4OVgmyC1atXAzQy5tWrZwMwOLikUvvZ5bksGeFc1q5d28hz1ejMXTuZt/Yyd+1l7trL3LWXuWuvOnJXpVhdBeze8X434NaO9zsCTwcGIwLgCcCCiHhpZl7b2VFmzgPmAcyZMycHBgY2PvLNbOrUqQA0MeYytOqxVTiXwcHBRp6rRmfu2sm8tZe5ay9z117mrr3MXXvVkbsq04CvAWZGxB4RsTVwFLBgaGNmrsnMaZk5IzNnAFcDjyhUJUmSJEmqatSR1cy8PyJOBC4HJgGfycxlEXEmcG1mLhi5hy3DW97ylrpDkCRJkqS+UWUaMJm5CFjUte7UYdoObHpYzXPIIYfUHYIkSZIk9Y0q04AFLF++nOXLl9cdhiRJkiT1hUojq4LXv/71QDOfBixJkiRJWxpHViVJkiRJjWOxKkmSJElqHItVSZIkSVLjWKxKkiRJkhrHByxV9O53v7vuECRJkiSpb1isVnTAAQfUHYIkSZIk9Q2nAVe0ZMkSlixZUncYkiRJktQXHFmt6KSTTgL8nlVJkiRJ2hwcWZUkSZIkNY7FqiRJkiSpcSxWJUmSJEmNY7EqSZIkSWocH7BU0fve9766Q5AkSZKkvmGxWtFznvOcukOQJEmSpL7hNOCKrrzySq688sq6w5AkSZKkvuDIakXvfOc7Ab9nVZIkSZI2B0dWJUmSJEmNY7EqSZIkSWqcSsVqRBwYEcsjYkVEvL3H9jdHxA0RcV1ELI6IJ41/qJIkSZKkfjFqsRoRk4BzgYOAvYGjI2LvrmY/BeZk5jOAS4APjnegkiRJkqT+UeUBS/sBKzLzZoCIuBA4FLhhqEFmXtHR/mrgmPEMsgnOOeecukOQJEmSpL5RpVjdFVjZ8X4VsP8I7V8LXNZrQ0QcDxwPMH369FY+WbeJMa9ePRuAwcElldrPXr0agCUjnMvatWsbea4anblrJ/PWXuauvcxde5m79jJ37VVH7qoUq9FjXfZsGHEMMAd4Qa/tmTkPmAcwZ86cHBgYqBZlA3zrW98C4IADDqg5kkeaOrX4Wfl6ljuM1H5wcLB6f2oUc9dO5q29zF17mbv2MnftZe7aq47cVSlWVwG7d7zfDbi1u1FEHAC8C3hBZt47PuE1x3ve8x6gmcWqJEmSJG1pqjwN+BpgZkTsERFbA0cBCzobRMSzgE8AL83M345/mJIkSZKkfjJqsZqZ9wMnApcDPwcuzsxlEXFmRLy0bPYhYAfgyxGxJCIWDNOdJEmSJEmjqjINmMxcBCzqWndqx2vnxkqSJEmSxk2VacCSJEmSJG1WlUZWBZ/4xCfqDkGSJEmS+obFakV77rln3SFIkiRJUt9wGnBFCxcuZOHChXWHIUmSJEl9wZHVij784Q8DcMghh9QciSRJkiRt+RxZlSRJkiQ1jsWqJEmSJKlxLFYlSZIkSY1jsSpJkiRJahwfsFTR5z73ubpDkCRJkqS+YbFa0e677153CJIkSZLUN5wGXNFFF13ERRddVHcYkiRJktQXHFmt6LzzzgPgyCOPrDkSSZIkSdryObIqSZIkSWoci1VJkiRJUuNYrEqSJEmSGsdiVZIkSZLUOD5gqaJLLrmk7hAkSZIkqW9YrFY0bdq0ukOQJEmSpL5RaRpwRBwYEcsjYkVEvL3H9m0i4qJy+w8jYsZ4B1q3+fPnM3/+/LrDkCRJkqS+EJk5coOIScCNwIuAVcA1wNGZeUNHmxOAZ2TmGyLiKODlmTniF5LOmTMnr7322k2Nf7MZGBgAYHBwsNY4eilDozO0pUuXctlll3HPPfcAEBFkJhHBqz7zGYjg/OOO27C+U0Qwc+ZMfvGLX2zYp/Nnd9tebYb7OZZ9N+Y4E71PE9qOts94565JOWt7/yPtM2vWLG688cYt7pzrvKabq2137toWf5Ov/0TvM5S7tp9zk67p5up/r732Yq+99mLfffdF7TI4OLjh72q1y8bkLiJ+nJlzNvaYVUZW9wNWZObNmXkfcCFwaFebQ4Hzy9eXAHMjIjY2KG2apUuX8rWvfW1DoQps+J/Ahv8ZdL/v0N32EfuOoe2m7Lsxx5nofZrQtsn72P/G7zNcHxMdU9v7b8LvZvf2tsXf5Os/0fv00sZznuj+mxjTAw88wMKFC1m6dOkj9pW05ahSrO4KrOx4v6pc17NNZt4PrAF2Ho8ANXaLFy/mwQcfrDsMSZKkCbN+/XoWL15cdxiSJlCVByz1GiHt/gisShsi4njgeIDp06c3ckrtcFavXg00cxrw6tWzARgcXAIU13b69OnDtt92u+0AmDVr1rBtttlmmxG3q7nMXTuZt/Yyd+1l7tqrM3dN/NtMw1u7dq05a6k6clelWF0F7N7xfjfg1mHarIqIrYApwF3dHWXmPGAeFPestmm++tSpUwEaOce+DG1DbOeccw5r1qwZtv2z160DeMR9Op163cejdjB37WTe2svctZe5a6+h3E2ZMoWjjz667nA0Bt6z2l515K7KNOBrgJkRsUdEbA0cBSzoarMAeHX5+nDg2znSDSEttGjRIhYtWlR3GJXMnTuXRz2q0oOeJUmSWmny5MnMnTu37jAkTaBRK5ryHtQTgcuBnwMXZ+ayiDgzIl5aNvs0sHNErADeDDzi623abrvttmO7cvps0+2777687GUvY9ttt92wbuh5Vxuee9X9vkN320fsO4a2m7LvxhxnovdpQtsm72P/G7/PcH1MdExt778Jv5vd29sWf5Ov/0Tv00sbz3mi+29iTJMmTeKQQw7xacDSFq7KNGAycxGwqGvdqR2v/wT8/fiG1iwf+9jHADjhhBNqjqSafffdd/h/wL/9bQBOO+20YfcfHBx0Wk1Lmbt2Mm/tZe7ay9y11+DgoIWq1AecK1rRxRdfzMUXX1x3GJIkSZLUFyxWJUmSJEmNY7EqSZIkSWoci1VJkiRJUuNYrEqSJEmSGifq+jrUiPgd8MtaDq4qpgF31B2ENoq5ayfz1l7mrr3MXXuZu/Yyd+21Mbl7UmY+bmMPWFuxqmaLiGszc07dcWjszF07mbf2MnftZe7ay9y1l7lrrzpy5zRgSZIkSVLjWKxKkiRJkhrHYlXDmVd3ANpo5q6dzFt7mbv2MnftZe7ay9y112bPnfesSpIkSZIax5FVSZIkSVLjWKy2XEQcGBFStq7wAAAJwklEQVTLI2JFRLy9Y/3fRMRPIuL6iDg/IrYaZv8vlPtfHxGfiYjJ5fqIiI+W/V4XEX/eY9/dI+KKiPh5RCyLiH/p2PahiPifct+vRsTUiTj/NpvA3D0tIq6KiHsj4uQRjv8XEbG0PP5HIyLK9X9f5vPBiPBpfT00NXcd20+OiIyIaeN1zluKpuYuIi6KiCXlcktELBnvc2+7BuTuvRGxMiLWdq3fpszfioj4YUTMGJ8z3nI0OHdvKH8fl0TE9yNi7/E65y1BU/NWbjsiIm6I4u+VL47H+W5Jmpq7iHhSRCyOoj4YjIjdRj2ZzHRp6QJMAm4CngxsDfwM2JviQ4iVwKyy3ZnAa4fp42AgyuVLwBs71l9Wrv8r4Ic99n0i8Ofl6x2BG4G9y/cvBrYqX38A+EDd16tJywTn7vHAXwLvBU4eIYYfAc8u978MOKhcvxewJzAIzKn7WjVtaXLuym27A5dTfI/1tLqvV5OWpueuo82HgVPrvl5NWhqSu7+i+P/e2q71JwAfL18fBVxU9/Vq0tLw3O3U8fqlwDfqvl5NWRqet5nAT4HHDPVX9/Vq0tLw3H0ZeHX5+m+Az412Po6sttt+wIrMvDkz7wMuBA4Fdgbuzcwby3b/DRzWq4PMXJQlij+ihj7hOBS4oNx0NTA1Ip7Yte9tmfmT8vXdwM+BXcv338zM+8umV3f0q8KE5S4zf5uZ1wDrhzt4mcudMvOqcv8LgJeV+/88M5ePy1lumRqbu9JHgH8DfCDBIzU9d5QjrUdQ/HGgh9Sau7Ld1Zl5W49NhwLnl68vAeYOjZgLaHDuMvMPHW+3x383OzU2b8A/Aedm5u+H+hv76W3Rmpy7vYHF5esryrhGZLHabrtSfEIyZFW57g5gcjw0hfNwitGWYZXD+8cC3xil7+H2nwE8C/hhj82voRhB0EMmMndVj7+qx/E1usbmLiJeCvw6M382hv76SWNz1+H5wO2Z+Ysx9NsP6s5dpdjKD2nXUPxRqEKTc0dEvCkibgI+CPyf8ep3C9DkvM0CZkXEDyLi6og4cJz63VI0OXc/46EC+eXAjhEx4r+XFqvt1uuT26FPQY4CPhIRPwLuBu7v0bbTx4DvZub3Ruq7ZxAROwCXAid1fUpJRLyrPPYXRjl+v5nI3G308cewfz9rZO4iYjvgXcCpY+ir3zQyd13vj8ZR1V7qzt2YYxunvrcETc4dmXluZj4FeBvw7vHqdwvQ5LxtRTEVeIDi38xPhc9G6dTk3J0MvCAifgq8APj1aDH0vKlWrbGKh38ishtwK0BmXkXxCT0R8WKKT6GIiMuB6cC1mfm6ct1pwOOA11fpu1P5iculwBcy8ytd214NvASYW/6C6CETmbuqx++cmt0zv+qpqbl7CrAH8LNyBuJuwE8iYr/M/M0Yj7GlamruKPvdCngF8Bdj7Lcf1J27KrGtKnM4BbhrHPtvuybnrtOFwHkT1HcbNTlvq4CrM3M98L8RsZyieL1mHI/RZo3NXWbeSvH/uaHBrsMyc81oO7m0dKH4sOFmij9Qh26g3qfc9vjy5zYUc8P/Zpg+XgdcCWzbtf7vePgDln7UY9+guOfqnB7bDgRuAB5X93Vq4jKRuevYfjoj3/x+TZnboQe9HNy1fRAfsNTK3JVtbsEHLLUqd+W/m9+p+zo1cWlC7jradT8w5E08/AFLF9d9vZq0NDx3MzteH0Lxh3rt16wJS8PzdiBwfvl6GsWU153rvmZNWRqeu2nAo8rX7wXOHLWPui+oy6YtFE/rupHiqV/v6lj/IYoHHi2nmJ473P73l/suKZdTy/UBnFtuW0qPogV4HsVUp+s69j+43Lai/MdjaP3H675WTVsmMHdPoPhU7Q/A6vL1Tj32nwNcX/bxn0CU619e7nMvcDtwed3XqmlLU3PX1eYWLFZblTtgPvCGuq9RU5cG5O6D5bYHy5+nl+sfTfGEyxUUDyJ5ct3XqmlLg3P3/4BlZZ9XUP5B79L4vAXw7xSDIkuBo+q+Vk1bGpy7w4FflLF9CthmtHMZ+uNUkiRJkqTG8AFLkiRJkqTGsViVJEmSJDWOxaokSZIkqXEsViVJkiRJjWOxKkmSJElqHItVSdIWJyKuj4gbImJJRPw6Ik6vO6bxEhGnR0RGxFM71v1ruW5O+X6HiPhERNwUEcsi4rsRsX+5bW3Hfk8s2xyy+c9EkqSRWaxKkrZUB2XmbOAjdQcyAZYCR3W8P5ziOweHfAq4C5iZmfsAx1F8GfsGEbEjsAj4QGYunNBoJUnaCBarkqQt0WTg3l4bIuKtEXFNRFwXEWeU62ZExPUdbQ6PiPnl6/kRcXjVA3e2j4iBiPh6+Xq/iLgyIn5a/tyzXD8pIs6OiKVlTP9c4TBfAw4t938ysAb4Xfn+KcD+wLsz80GAzLw5M/+rI8bJwFeABZk5r+q5SZK0OW1VdwCSJE2AHYG7u1dGxIuBmcB+QAALIuKvgV+N47EfLPvu9j/AX2fm/RFxAPA+4DDgeGAP4FnltsdWOMYfgJUR8XSKovUi4B/LbfsASzLzgRH2/wzwAqBKYSxJUi0cWZUkbVEiYhKwY2b+scfmF5fLT4GfAE+jKF4BnlLe47oE+FDXfh8qty2OiFmjhLAKeFaP9VOAL5cjuB+hKCoBDgA+npn3A2TmXaP0P+RCiqnALwO+WnEfgO2Bx1JMDT53DPtJkrRZWaxKkrY0TwZuHGZbAO/PzNnl8tTM/HS57aah9cBbu/Z7a7n+S8Dpoxz/Y8D+EXEdxb2jQ84CrsjMpwOHAI/uiCmrnFiXhcCxwK8y8w8d65cBz4yI4f4ffy9wRGZ+EVgfEa/ciGNLkjThLFYlSVuaI4Crhtl2OfCaiNgBICJ2jYjHj6HvO4Gty31PjIgTuxtk5m8yc25mPgN4XcemKcCvy9fHdaz/JvCGiNiq7Pex5c/3R8TLhwskM+8B3ga8t2v9TcC1wBkREWVfMyPi0LLJ/R2jzicC742IKaOeuSRJm5n3rEqSthgR8UaKEcxfRcTzytWPAyZFxE8yc0FE7AVcVdZxa4FjgJHu7wQ4KyJOArYBXl+uexrwgzGE90Hg/Ih4M/DtjvWfAmYB10XEeuCTwH8C+wILRuowMy8cZtPrgA8DKyJiHUWR3T1aTGauiIjPUtw/+6YxnIskSRMuMjdm5pEkSc1Tfp/qLZk5v8r6TTzW14FXZOZ949VnV/+XZ+bfTkTfkiS1gSOrkiRthMx8yQT3b6EqSeprjqxKkrYY5X2f2f21LcOtlyRJzWWxKkmSJElqHJ8GLEmSJElqHItVSZIkSVLjWKxKkiRJkhrHYlWSJEmS1DgWq5IkSZKkxvn/rK2VBelTXngAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3815\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11116\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11361\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 652\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 17703\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3613\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3892\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 626\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 28335\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 4440\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 17706\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 4453\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 4358\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 25203\n"
     ]
    },
    {
     "data": {
      "image/png": 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N7Nmzt73ebbfdzF0DbdiwwXyNoP193qrq82bumqtOuavze7yO6pQ7jY25a64qcteNYnUdMLfl9Rzg3qFWzMwlwBKAJz3pSXnXXXd1Yfc7x+C3nXWMeePGI4DuxXbExo3sMX06d911FzNmzOCUU07pSruaGJdffjnr16/f9nrBggXmroH6+/vp6+urOozaan+fD6rD+9zcNVedclfn93gd1Sl3Ghtz11xV5K4bw4CXAn9V3hX4ecD60a5XbaJTTz2VU089teowdqpp06axaNGiqsPQKBYtWsS0adMeNc/cabLxfa7Jzve4JG1v1J7ViPgM0AfMioh1wIXANIDM/BCwHDgGWANsBP66kx1PmTJlsP3K76bb/PaLmyx1K6bB9RYvXuxNHRpgMEeDd5CcMmWKudOk0/4+906pmmx8j0vS9jq5G/CIY0/KuwC/bqw7nj17NhdeeOFYN6vMpZdeCsD5559fcSTbu+GG4vGCCy7oToNf/SoDAwP+B9kghx566LZ89ff3mztNSq3vc2ky8j0uSY/WjWHAPWHFihXekU+SJEmSdhKLVUmSJElS7VisSpIkSZJqx2JVkiRJklQ73fid1Z6wzz77VB2CJEmSJPUMi9UOfe5zn6s6BEmSJEnqGQ4DliRJkiTVjsVqh84991zOPffcqsOQJEmSpJ7gMOAO3XTTTVWHIEmSJEk9w55VSZIkSVLtWKxKkiRJkmrHYlWSJEmSVDtes9qhOXPmVB2CJEmSJPUMi9UOffKTn6w6BEmSJEnqGQ4DliRJkiTVjsVqh84++2zOPvvsqsOQJEmSpJ7gMOAOrVy5suoQJEmSJKln2LMqSZIkSaodi1VJkiRJUu1YrEqSJEmSaqejYjUijoqI1RGxJiLOGWL5kyPihoj4bkTcFhHHdD/Uai1YsIAFCxZUHYYkSZIk9YRRb7AUEVOAK4AXAeuAWyJiaWbe2bLaW4FrM/ODEXEQsByYNwHxVmbJkiVVhyBJkiRJPaOTntXDgTWZeXdmPgJcDRzXtk4CjymfzwDu7V6IkiRJkqRe08lP1+wLrG15vQ54bts6FwH/HhH/E9gTOHKohiLiDOAMgNmzZ9Pf3z/GcKtz2WWXAfCmN72p4ki2NzBwGAD9/d35eZ3DBgbYunVro/Kj39mwYYO5ayDz1lzmrrnMXXOZu+Yyd81VRe46KVZjiHnZ9voU4KrMfG9EHAF8IiIOyczfPmqjzCXAEoCFCxdmX1/fOEKuxkUXXQRAHWOeObN47FpsM2cyMDBQy2PV6Pr7+81dA5m35jJ3zWXumsvcNZe5a64qctfJMOB1wNyW13PYfpjvK4FrATLzJmB3YFY3ApQkSZIk9Z5OitVbgPkRsX9E7AqcDCxtW+cnwCKAiDiQoli9r5uBSpIkSZJ6x6jFamZuAc4Crge+T3HX3zsi4pKIOLZc7Y3A30TE94DPAKdnZvtQYUmSJEmSOtLJNatk5nKKn6NpnXdBy/M7ged3N7R6Oeyww6oOQZIkSZJ6RkfFquDyyy+vOgRJkiRJ6hmdXLMqSZIkSdJOZbHaoVNPPZVTTz216jAkSZIkqSc4DLhD69atqzoESZIkSeoZ9qxKkiRJkmrHYlWSJEmSVDsWq5IkSZKk2vGa1Q4dccQRVYcgSZIkST3DYrVD73znO6sOQZIkSZJ6hsOAJUmSJEm1Y7HaoeOPP57jjz++6jAkSZIkqSc4DLhDDzzwQNUhSJIkSVLPsGdVkiRJklQ7FquSJEmSpNqxWJUkSZIk1Y7XrHZo0aJFVYcgSZIkST3DYrVD559/ftUhSJIkSVLPcBiwJEmSJKl2LFY7dPTRR3P00UdXHYYkSZIk9YSOitWIOCoiVkfEmog4Z5h1ToyIOyPijoj4dHfDrN6mTZvYtGlT1WFIkiRJUk8Y9ZrViJgCXAG8CFgH3BIRSzPzzpZ15gPnAs/PzAcj4gkTFbAkSZIkafLrpGf1cGBNZt6dmY8AVwPHta3zN8AVmfkgQGb+srthSpIkSZJ6SSfF6r7A2pbX68p5rRYACyLimxFxc0Qc1a0AJUmSJEm9p5Ofrokh5uUQ7cwH+oA5wNcj4pDMHHhUQxFnAGcAzJ49m/7+/rHGW5kDDzwQoJYxDwwcBkB//8qutHfYwABbt26t5bFqdBs2bDB3DWTemsvcNZe5ay5z11zmrrmqyF0nxeo6YG7L6znAvUOsc3NmbgZ+FBGrKYrXW1pXyswlwBKAhQsXZl9f3zjD3vnqHOvMmcVj12KcOZOBgYFaH7OG19/fb+4ayLw1l7lrLnPXXOauucxdc1WRu06GAd8CzI+I/SNiV+BkYGnbOv8C/A+AiJhFMSz47m4GKkmSJEnqHaMWq5m5BTgLuB74PnBtZt4REZdExLHlatcDD0TEncANwJsz84GJCroKfX19fgskSZIkSTtJJ8OAyczlwPK2eRe0PE/gDeUkSZIkSdIO6WQYsCRJkiRJO5XFqiRJkiSpdixWJUmSJEm109E1q4ITTzyx6hAkSZIkqWdYrHbozDPPrDoESZIkSeoZDgPu0MaNG9m4cWPVYUiSJElST7BntUPHHHMMAP39/dUGIkmSJEk9wJ5VSZIkSVLtWKxKkiRJkmrHYlWSJEmSVDsWq5IkSZKk2vEGSx06/fTTqw5BkiRJknqGxWqHLFYlSZIkaedxGHCH7r//fu6///6qw5AkSZKknmDPaodOOOEEwN9ZlSRJkqSdwZ5VSZIkSVLtWKxKkiRJkmrHYlWSJEmSVDsWq5IkSZKk2vEGSx167WtfW3UIkiRJktQzOupZjYijImJ1RKyJiHNGWO+EiMiIWNi9EOvhpJNO4qSTTqo6DEmSJEnqCaMWqxExBbgCOBo4CDglIg4aYr29gdcD3+p2kHWwdu1a1q5dW3UYkiRJktQTOulZPRxYk5l3Z+YjwNXAcUOsdynwbuC/uxhfbZx22mmcdtppVYchSZIkST2hk2J1X6C1S3FdOW+biHgWMDczv9jF2CRJkiRJPaqTGyzFEPNy28KIXYD3AaeP2lDEGcAZALNnz6a/v7+jIOtgYGAAoJYxDwwcBkB//8qutHfYwABbt26t5bFqdBs2bDB3DWTemsvcNZe5ay5z11zmrrmqyF0nxeo6YG7L6znAvS2v9wYOAfojAuD3gKURcWxm3traUGYuAZYALFy4MPv6+sYf+U42c+ZMAOoYcxla92KbOZOBgYFaHqtG19/fb+4ayLw1l7lrLnPXXOauucxdc1WRu06GAd8CzI+I/SNiV+BkYOngwsxcn5mzMnNeZs4Dbga2K1QlSZIkSerUqD2rmbklIs4CrgemAB/JzDsi4hLg1sxcOnILk8Mb3/jGqkOQJEmSpJ7RyTBgMnM5sLxt3gXDrNu342HVz+LFi6sOQZIkSZJ6RifDgAWsXr2a1atXVx2GJEmSJPWEjnpWBa9+9auBet4NWJIkSZImG3tWJUmSJEm1Y7EqSZIkSaodi1VJkiRJUu1YrEqSJEmSascbLHXorW99a9UhSJIkSVLPsFjt0JFHHll1CJIkSZLUMxwG3KGVK1eycuXKqsOQJEmSpJ5gz2qHzj77bMDfWZUkSZKkncGeVUmSJElS7VisSpIkSZJqx2JVkiRJklQ7FquSJEmSpNrxBksdesc73lF1CJIkSZLUMyxWO/QHf/AHVYcgSZIkST3DYcAduvHGG7nxxhurDkOSJEmSeoI9qx0677zzAH9nVZIkSZJ2BntWJUmSJEm1Y7EqSZIkSaqdjorViDgqIlZHxJqIOGeI5W+IiDsj4raIWBER+3U/VEmSJElSrxi1WI2IKcAVwNHAQcApEXFQ22rfBRZm5jOA64B3dztQSZIkSVLv6OQGS4cDazLzboCIuBo4DrhzcIXMvKFl/ZuBU7sZZB1cfvnlVYcgSZIkST2jk2J1X2Bty+t1wHNHWP+VwJeGWhARZwBnAMyePbuRd9atY8wDA4cB0N+/sivtHTYwwNatW2t5rBrdhg0bzF0DmbfmMnfNZe6ay9w1l7lrripy10mxGkPMyyFXjDgVWAi8cKjlmbkEWAKwcOHC7Ovr6yzKGvjKV74CwJFHHllxJNubObN47Nr5nDmTgYGB7rWnnaq/v9/cNZB5ay5z11zmrrnMXXOZu+aqInedFKvrgLktr+cA97avFBFHAm8BXpiZD3cnvPp429veBtSzWJUkSZKkyaaTuwHfAsyPiP0jYlfgZGBp6woR8SzgSuDYzPxl98OUJEmSJPWSUYvVzNwCnAVcD3wfuDYz74iISyLi2HK19wB7AZ+NiJURsXSY5iRJkiRJGlUnw4DJzOXA8rZ5F7Q8d2ysJEmSJKlrOhkGLEmSJEnSTtVRz6rgyiuvrDoESZIkSeoZFqsdOuCAA6oOQZIkSZJ6hsOAO7Rs2TKWLVtWdRiSJEmS1BPsWe3Qe9/7XgAWL15ccSSSJEmSNPnZsypJkiRJqh2LVUmSJElS7VisSpIkSZJqx2JVkiRJklQ73mCpQ5/4xCeqDkGSJEmSeobFaofmzp1bdQiSJEmS1DMcBtyha665hmuuuabqMCRJkiSpJ9iz2qEPfvCDAJx00kkVRyJJkiRJk589q5IkSZKk2rFYlSRJkiTVjsWqJEmSJKl2LFYlSZIkSbXjDZY6dN1111UdgiRJkiT1DIvVDs2aNavqECRJkiSpZ3Q0DDgijoqI1RGxJiLOGWL5bhFxTbn8WxExr9uBVu2qq67iqquuqjoMSZIkSeoJo/asRsQU4ArgRcA64JaIWJqZd7as9krgwcx8WkScDLwLmFQ/SDpYqJ5++umVxjHRVq1axWPXrWParrtyySWXkJlExIiPrUZbdzzbTNS6dWx/R7bZY489AJg7d+6ouavTMdf5nO7M41iwYAEXX3xxY+PfWe3PmDGD+fPn84Mf/ID169fXIqbhcteUc9pLf2fty7qRu26v2/4er1PO6vCemDFjBosWLUJSb+ikZ/VwYE1m3p2ZjwBXA8e1rXMc8LHy+XXAooiI7oWpnWHVqlUsW7aMLVu2AGz7D2O0x1YTsc1ErVvH9ndkm02bNrFp06bGHfNEt9+U4xht27rHv7PaX79+Pbfeeuu2D/F1iGm4NrrVftNzVueYRptfRfzt7/GJiqUO538826xfv55ly5Zt+/9O0uTWSbG6L7C25fW6ct6Q62TmFmA9sE83AtTOs2LFCjZv3lx1GJIkScPavHkzDz30UNVhSNoJOrnB0lA9pO1ffXWyDhFxBnAGwOzZs+nv7+9g9/UwMDAAUMuYBwYOA6C/f+UOtTN79mxmz57NHtOns8suu7BgwYJuhKedbLfddjN3DWTemsvcNZe5a66pU6fW8jOZRrdhwwZz11BV5K6TYnUdMLfl9Rzg3mHWWRcRU4EZwK/aG8rMJcASgIULF2ZfX984Qq7GzJkzAahjzGVoOxzb5Zdfzvr16zli40b2mD6du+66a8eD0063YMECc9dA5q25zF1zmbvmOvDAA2v5mUyj6+/vN3cNVUXuOhkGfAswPyL2j4hdgZOBpW3rLAVeXj4/AfhqjnRRVgMtX76c5cuXVx3GhFq0aBHTpk2rOgxJkqRhTZs2jb333rvqMCTtBKMWq+U1qGcB1wPfB67NzDsi4pKIOLZc7Z+BfSJiDfAGYLuft2m66dOnM3369KrDmFCHHnooixcvZurUosN98B5Zoz22mohtJmrdOra/I9vsscce2+4I3KRjnuj2m3Ico21b9/h3VvszZsxg4cKFzJgxozYxDddGt9pves7qHNNo86uIv/09PlGx1OH8j2ebGTNmsHjx4m3/30ma3DoZBkxmLgeWt827oOX5fwN/0d3Q6uUDH/gAAGeeeWbFkUysQw89FObMYWBggAsuuGD0DVQ7/f39nHLKKVWHoTEyb81l7prL3DWX1zxKvaGTYcACrr32Wq699tqqw5AkSZKknmCxKkmSJEmqHYtVSZIkSVLtWKxKkiRJkmrHYlWSJEmSVDtR1c+hRsR9wI8r2bk6MQu4v+ogNC7mrpnMW3OZu+Yyd81l7prL3DXXeHK3X2Y+frw7rKxYVb1FxK2ZubDqODR25q6ZzFtzmbvmMnfNZe6ay9w1VxW5cxiwJEmSJKl2LFYlSZIkSbVjsarhLKk6AI2I/GSvAAAJ9UlEQVSbuWsm89Zc5q65zF1zmbvmMnfNtdNz5zWrkiRJkqTasWdVkiRJklQ7FqsNFxFHRcTqiFgTEee0zP/jiPhORNweER+LiKnDbP+pcvvbI+IjETGtnB8R8Y9lu7dFxLOH2HZuRNwQEd+PiDsi4m9blr0nIv6r3PYLETFzIo6/ySYwd0+PiJsi4uGIeNMI+//9iFhV7v8fIyLK+X9R5vO3EeHd+oZQ19y1LH9TRGREzOrWMU8Wdc1dRFwTESvL6Z6IWNntY2+6GuTu7RGxNiI2tM3frczfmoj4VkTM684RTx41zt1ryr/HlRHxjYg4qFvHPBnUNW/lshMj4s4oPq98uhvHO5nUNXcRsV9ErIiiPuiPiDmjHkxmOjV0AqYAPwSeAuwKfA84iOJLiLXAgnK9S4BXDtPGMUCU02eA17bM/1I5/3nAt4bY9onAs8vnewN3AQeVr18MTC2fvwt4V9Xnq07TBOfuCcBzgLcDbxohhm8DR5Tbfwk4upx/IHAA0A8srPpc1W2qc+7KZXOB6yl+x3pW1eerTlPdc9eyznuBC6o+X3WaapK751H8v7ehbf6ZwIfK5ycD11R9vuo01Tx3j2l5fizw5arPV12mmudtPvBd4LGD7VV9vuo01Tx3nwVeXj7/Y+ATox2PPavNdjiwJjPvzsxHgKuB44B9gIcz865yvf8HHD9UA5m5PEsUH6IGv+E4Dvh4uehmYGZEPLFt259l5nfK5w8B3wf2LV//e2ZuKVe9uaVdFSYsd5n5y8y8Bdg83M7LXD4mM28qt/848Gfl9t/PzNVdOcrJqba5K70P+N+ANyTYXt1zR9nTeiLFhwP9TqW5K9e7OTN/NsSi44CPlc+vAxYN9pgLqHHuMvPXLS/3xH83W9U2b8DfAFdk5oOD7Y398Ca1OufuIGBF+fyGMq4RWaw2274U35AMWlfOux+YFr8bwnkCRW/LsMru/dOAL4/S9nDbzwOeBXxriMWvoOhB0O9MZO463f+6Ifav0dU2dxFxLPDTzPzeGNrrJbXNXYs/BH6RmT8YQ7u9oOrcdRRb+SXteooPhSrUOXdExOsi4ofAu4HXd6vdSaDOeVsALIiIb0bEzRFxVJfanSzqnLvv8bsC+c+BvSNixH8vLVabbahvbge/BTkZeF9EfBt4CNgyxLqtPgB8LTO/PlLbQwYRsRfwOeDstm8piYi3lPv+1Cj77zUTmbtx738M2/eyWuYuIqYDbwEuGENbvaaWuWt7fQr2qg6l6tyNObYutT0Z1Dl3ZOYVmflU4O+At3ar3UmgznmbSjEUuI/i38wPh/dGaVXn3L0JeGFEfBd4IfDT0WIY8qJaNcY6Hv2NyBzgXoDMvIniG3oi4sUU30IREdcDs4FbM/NV5bwLgccDr+6k7VblNy6fAz6VmZ9vW/Zy4CXAovIPRL8zkbnrdP+tQ7OHzK+GVNfcPRXYH/heOQJxDvCdiDg8M38+xn1MVnXNHWW7U4GXAr8/xnZ7QdW56yS2dWUOZwC/6mL7TVfn3LW6GvjgBLXdRHXO2zrg5szcDPwoIlZTFK+3dHEfTVbb3GXmvRT/zw12dh2fmetH28ipoRPFlw13U3xAHbyA+uBy2RPKx90oxob/8TBtvAq4Edijbf6f8ugbLH17iG2D4pqry4dYdhRwJ/D4qs9THaeJzF3L8osY+eL3W8rcDt7o5Zi25f14g6VG5q5c5x68wVKjclf+u/kfVZ+nOk51yF3Leu03DHkdj77B0rVVn686TTXP3fyW54spPqhXfs7qMNU8b0cBHyufz6IY8rpP1eesLlPNczcL2KV8/nbgklHbqPqEOu3YRHG3rrso7vr1lpb576G44dFqiuG5w22/pdx2ZTldUM4P4Ipy2SqGKFqAF1AMdbqtZftjymVryn88Bud/qOpzVbdpAnP3exTfqv0aGCifP2aI7RcCt5dtvB+Icv6fl9s8DPwCuL7qc1W3qa65a1vnHixWG5U74CrgNVWfo7pONcjdu8tlvy0fLyrn705xh8s1FDcieUrV56puU41z9w/AHWWbN1B+oHeqfd4C+D8UnSKrgJOrPld1m2qcuxOAH5SxfRjYbbRjGfxwKkmSJElSbXiDJUmSJElS7VisSpIkSZJqx2JVkiRJklQ7FquSJEmSpNqxWJUkSZIk1Y7FqiRp0omI2yPizohYGRE/jYiLqo6pWyLioojIiHhay7z/Vc5bWL7eKyKujIgfRsQdEfG1iHhuuWxDy3ZPLNdZvPOPRJKkkVmsSpImq6Mz8zDgfVUHMgFWASe3vD6B4jcHB30Y+BUwPzMPBk6n+DH2bSJib2A58K7MXDah0UqSNA4Wq5KkyWga8PBQCyLizRFxS0TcFhEXl/PmRcTtLeucEBFXlc+viogTOt1x6/oR0RcRXyyfHx4RN0bEd8vHA8r5UyLisohYVcb0PzvYzb8Ax5XbPwVYD9xXvn4q8FzgrZn5W4DMvDsz/60lxmnA54Glmbmk02OTJGlnmlp1AJIkTYC9gYfaZ0bEi4H5wOFAAEsj4o+An3Rx378t2273X8AfZeaWiDgSeAdwPHAGsD/wrHLZ4zrYx6+BtRFxCEXReg3w1+Wyg4GVmbl1hO0/ArwQ6KQwliSpEvasSpImlYiYAuydmb8ZYvGLy+m7wHeAp1MUrwBPLa9xXQm8p22795TLVkTEglFCWAc8a4j5M4DPlj2476MoKgGOBD6UmVsAMvNXo7Q/6GqKocB/Bnyhw20A9gQeRzE0+IoxbCdJ0k5lsSpJmmyeAtw1zLIA3pmZh5XT0zLzn8tlPxycD7y5bbs3l/M/A1w0yv4/ADw3Im6juHZ00KXADZl5CLAY2L0lpuzkwNosA04DfpKZv26ZfwfwzIgY7v/4h4ETM/PTwOaIeNk49i1J0oSzWJUkTTYnAjcNs+x64BURsRdAROwbEU8YQ9sPALuW254VEWe1r5CZP8/MRZn5DOBVLYtmAD8tn5/eMv/fgddExNSy3ceVj++MiD8fLpDM3AT8HfD2tvk/BG4FLo6IKNuaHxHHlatsael1Pgt4e0TMGPXIJUnaybxmVZI0aUTEayl6MH8SES8oZz8emBIR38nMpRFxIHBTWcdtAE4FRrq+E+DSiDgb2A14dTnv6cA3xxDeu4GPRcQbgK+2zP8wsAC4LSI2A/8EvB84FFg6UoOZefUwi14FvBdYExEbKYrs9t5iMnNNRHyU4vrZ143hWCRJmnCROZ6RR5Ik1U/5e6r3ZOZVnczfwX19EXhpZj7SrTbb2r8+M/9kItqWJKkJ7FmVJGkcMvMlE9y+haokqafZsypJmjTK6z6z/WdbhpsvSZLqy2JVkiRJklQ73g1YkiRJklQ7FquSJEmSpNqxWJUkSZIk1Y7FqiRJkiSpdixWJUmSJEm18/8B/b32qQaQsDwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 13910\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 31213\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 4123\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 20001\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 27016\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 26538\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 35437\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 23973\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 462\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 26666\n"
     ]
    },
    {
     "data": {
      "image/png": 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w5shqZn4buHuUTY4EvpCFq4GZEbHXWP3+5je/Ge6/0zEr/ZzsfXonps77djsW2p5v2rSJFStWsGbNmq32lSRpLGvWrGHFihVs2rQJ2PZ/Wzup2n8TX1f0ev+VXot0aJvsuCa7/8mOaSKxNDGmJvXf69enzt+j8erGZ1b3Bm5reb6hXKc+8OCDD7Jq1aq6w5Ak9aBVq1bx4IMP1h2GJKmhunE34OiwrmMZHREnAycD7L777gwMDHTh8NvG9OnTARoZ8/TpOwHdjW3atGlb9bfTKNfAuyU3x+bNm81HDzJvvcvcTdysWbOYNWtWbcfv9LdOvcHc9S5z17vqyF03itUNwD4tz2cDt3faMDOXAksBnva0p+WNN97YhcNvG8Pv/DYx5i1bDgG6G9vAwMBW/R2yZUvH48yYMYPjjz++a8fW4zM0NMTg4GDdYWiczFvvMncTd/755z8yBbgOnf7WqTeYu95l7npXHbnrxjTg5cBro/ACYFNm/qwL/TbKCSecwAknnFB3GI0zdepUFi5cWHcYkqQetHDhQqZOnVp3GJKkhqry1TVfBa4C9ouIDRHxxoh4c0S8udxkJXATsB74e+CUKgeeMmXKcP+djlnp52Tv0zsxdd6327HQ9nzGjBksWrTIuwFLkiZk3rx5LFq0iBkzZgDb/m9rJ1X7b+Lril7vv9JrkQ5tkx3XZPc/2TFNJJYmxtSk/nv9+tT5ezRe0Y27NE3EggUL8tprr63l2BNx7rnnAnDmmWfWHMnWhmefdfMjUx2ntU3GgdR1TknsTeatd5m73mXuepe5613mrndNJHcR8f3MXDDRY3ZjGnBfWLVqlXe9lSRJkqRtxGJVkiRJktQ4FquSJEmSpMaxWJUkSZIkNU43vme1L+y+++51hyBJkiRJfcNitaKvfe1rdYcgSZIkSX3DacCSJEmSpMaxWK3ojDPO4Iwzzqg7DEmSJEnqC04Druiqq66qOwRJkiRJ6huOrEqSJEmSGsdiVZIkSZLUOBarkiRJkqTG8TOrFc2ePbvuECRJkiSpb1isVvSlL32p7hAkSZIkqW84DViSJEmS1DgWqxWddtppnHbaaXWHIUmSJEl9wWnAFa1evbruECRJkiSpbziyKkmSJElqHItVSZIkSVLjWKxKkiRJkhqnUrEaEYdHxLqIWB8Rp3do/62IuDwifhgR10XEy7sfar0GBgYYGBioOwxJkiRJ6gtj3mApIqYAFwAvBTYA10TE8sy8vmWz9wAXZ+anIuIAYCUwZxLirc3SpUvrDkGSJEmS+kaVkdWDgPWZeVNmPgBcCBzZtk0Cu5aPZwC3dy9ESZIkSVK/icwcfYOIo4HDM/Ok8vmJwMGZeWrLNnsB/wbsBjwJOCwzv9+hr5OBkwFmzZr1/AsvvLBb5zHpzjvvPADe8Y531BzJ1k47bT4A55/fva/X2bx5MzvvvPNj1s0vv2d29fnnd+046r5OuVPzmbfeZe56l7nrXeaud5m73jWR3L3kJS/5fmYumOgxq3zPanRY117hHg8sy8yPRsQhwBcj4jmZ+fBjdspcCiwFWLBgQQ4ODk4g5HqcffbZADQx5pkzi5/djG1oaGjr/soDNfEa6FEdc6fGM2+9y9z1LnPXu8xd7zJ3vauO3FWZBrwB2Kfl+Wy2nub7RuBigMy8CngisEc3ApQkSZIk9Z8qxeo1wNyI2DcidgSOA5a3bXMrsBAgIvanKFZ/2c1AJUmSJEn9Y8xiNTMfAk4FLgNuoLjr79qIWBIRryw3ezvwZxHxI+CrwOIc68OwkiRJkiSNoMpnVsnMlRRfR9O67qyWx9cDL+puaM0yf/78ukOQJEmSpL5RqVgVnO8dcCVJkiRpm6nymVVJkiRJkrYpi9WKTjjhBE444YS6w5AkSZKkvuA04Io2bNhQdwiSJEmS1DccWZUkSZIkNY7FqiRJkiSpcSxWJUmSJEmN42dWKzrkkEPqDkGSJEmS+obFakUf/OAH6w5BkiRJkvqG04AlSZIkSY1jsVrRUUcdxVFHHVV3GJIkSZLUF5wGXNFdd91VdwiSJEmS1DccWZUkSZIkNY7FqiRJkiSpcSxWJUmSJEmN42dWK1q4cGHdIUiSJElS37BYrejMM8+sOwRJkiRJ6htOA5YkSZIkNY7FakVHHHEERxxxRN1hSJIkSVJfqFSsRsThEbEuItZHxOkjbHNMRFwfEWsj4ivdDbN+9913H/fdd1/dYUiSJElSXxjzM6sRMQW4AHgpsAG4JiKWZ+b1LdvMBc4AXpSZv4qIp0xWwJIkSZKk7V+VkdWDgPWZeVNmPgBcCBzZts2fARdk5q8AMvMX3Q1TkiRJktRPqhSrewO3tTzfUK5rNQAMRMR/RMTVEXF4twKUJEmSJPWfKl9dEx3WZYd+5gKDwGzgOxHxnMzc+JiOIk4GTgaYNWsWQ0ND4423Nvvvvz9AI2PeuHE+AENDq7vW5+bNm7c61/kbi3SubuA10KM65U7NZ956l7nrXeaud5m73mXuelcduatSrG4A9ml5Phu4vcM2V2fmg8B/R8Q6iuL1mtaNMnMpsBRgwYIFOTg4OMGwt70mxzpzZvGzmzEODQ1t3V95oCZfC42QOzWeeetd5q53mbveZe56l7nrXXXkrso04GuAuRGxb0TsCBwHLG/b5uvASwAiYg+KacE3dTNQSZIkSVL/GLNYzcyHgFOBy4AbgIszc21ELImIV5abXQbcFRHXA5cD78zMuyYr6DoMDg76LpAkSZIkbSNVpgGTmSuBlW3rzmp5nMDbykWSJEmSpMelyjRgSZIkSZK2KYtVSZIkSVLjWKxKkiRJkhqn0mdWBcccc0zdIUiSJElS37BYreiUU06pOwRJkiRJ6htOA65oy5YtbNmype4wJEmSJKkvOLJa0ctf/nIAhoaG6g1EkiRJkvqAI6uSJEmSpMaxWJUkSZIkNY7FqiRJkiSpcSxWJUmSJEmN4w2WKlq8eHHdIUiSJElS37BYrchiVZIkSZK2HacBV3TnnXdy55131h2GJEmSJPUFR1YrOvroowG/Z1WSJEmStgVHViVJkiRJjWOxKkmSJElqHItVSZIkSVLjWKxKkiRJkhrHGyxV9Ja3vKXuECRJkiSpb1QaWY2IwyNiXUSsj4jTR9nu6IjIiFjQvRCb4dhjj+XYY4+tOwxJkiRJ6gtjFqsRMQW4ADgCOAA4PiIO6LDdLsBfAN/tdpBNcNttt3HbbbfVHYYkSZIk9YUqI6sHAesz86bMfAC4EDiyw3bnAh8G/qeL8TXGiSeeyIknnlh3GJIkSZLUF6oUq3sDrUOKG8p1j4iI5wH7ZOY3uhibJEmSJKlPVbnBUnRYl480RjwB+BiweMyOIk4GTgaYNWsWQ0NDlYJsgo0bNwI0MuaNG+cDMDS0umt9bt68eatznV9eg9UNvAZ6VKfcqfnMW+8yd73L3PUuc9e7zF3vqiN3VYrVDcA+Lc9nA7e3PN8FeA4wFBEATwWWR8QrM/Pa1o4ycymwFGDBggU5ODg48ci3sZkzZwLQxJjL0Loa29DQ0Nb9Nfga6FEdc6fGM2+9y9z1LnPXu8xd7zJ3vauO3FWZBnwNMDci9o2IHYHjgOXDjZm5KTP3yMw5mTkHuBrYqlCVJEmSJKmqMUdWM/OhiDgVuAyYAnw2M9dGxBLg2sxcPnoP24e3v/3tdYcgSZIkSX2jyjRgMnMlsLJt3VkjbDv4+MNqnkWLFtUdgiRJkiT1jSrTgAWsW7eOdevW1R2GJEmSJPWFSiOrgje96U1AM+8GLEmSJEnbG0dWJUmSJEmNY7EqSZIkSWoci1VJkiRJUuNYrEqSJEmSGscbLFX0nve8p+4QJEmSJKlvWKxWdNhhh9UdgiRJkiT1DacBV7R69WpWr15ddxiSJEmS1BccWa3otNNOA/yeVUmSJEnaFhxZlSRJkiQ1jsWqJEmSJKlxLFYlSZIkSY1jsSpJkiRJahxvsFTRBz7wgbpDkCRJkqS+YbFa0Qtf+MK6Q5AkSZKkvuE04IquvPJKrrzyyrrDkCRJkqS+4MhqRe9617sAv2dVkiRJkrYFR1YlSZIkSY1jsSpJkiRJapxKxWpEHB4R6yJifUSc3qH9bRFxfURcFxGrIuLp3Q9VkiRJktQvxixWI2IKcAFwBHAAcHxEHNC22Q+BBZn528AlwIe7HagkSZIkqX9UucHSQcD6zLwJICIuBI4Erh/eIDMvb9n+auCEbgbZBOeff37dIUiSJElS36hSrO4N3NbyfANw8CjbvxG4tFNDRJwMnAwwa9asnryzbhNj3rhxPgBDQ6u71ufmzZu3Otf5GzcCsLqB10CP6pQ7NZ95613mrneZu95l7nqXuetddeSuSrEaHdZlxw0jTgAWAC/u1J6ZS4GlAAsWLMjBwcFqUTbAN7/5TQAOO+ywmiPZ2syZxc9uXs+hoaGt+ysP1Et560cdc6fGM2+9y9z1LnPXu8xd7zJ3vauO3FUpVjcA+7Q8nw3c3r5RRBwGvBt4cWbe353wmuN973sf0MxiVZIkSZK2N1XuBnwNMDci9o2IHYHjgOWtG0TE84DPAK/MzF90P0xJkiRJUj8Zs1jNzIeAU4HLgBuAizNzbUQsiYhXlpt9BNgZ+KeIWB0Ry0foTpIkSZKkMVWZBkxmrgRWtq07q+Wxc2MlSZIkSV1TZRqwJEmSJEnbVKWRVcFnPvOZukOQJEmSpL5hsVrRfvvtV3cIkiRJktQ3nAZc0YoVK1ixYkXdYUiSJElSX3BktaKPfvSjACxatKjmSCRJkiRp++fIqiRJkiSpcSxWJUmSJEmNY7EqSZIkSWoci1VJkiRJUuN4g6WKvvjFL9YdgiRJkiT1DYvVivbZZ5+6Q5AkSZKkvuE04IouuugiLrroorrDkCRJkqS+4MhqRZ/61KcAOPbYY2uORJIkSZK2f46sSpIkSZIax2JVkiRJktQ4FquSJEmSpMaxWJUkSZIkNY43WKrokksuqTsESZIkSeobFqsV7bHHHnWHIEmSJEl9o9I04Ig4PCLWRcT6iDi9Q/u0iLiobP9uRMzpdqB1W7ZsGcuWLas7DEmSJEnqC2OOrEbEFOAC4KXABuCaiFiemde3bPZG4FeZ+ayIOA74ELBdfSHpcKG6ePHiWuNoijVr1nDppZdy3333ARARZOaYP1tNxj6T3X8TY2rfdu7cuSxZsqRn4+/HnGUmAwMDnHPOOds8pon0O9nXtNfyO1LumnQeTYplpJ8zZsxg4cKFzJs3D0mSoNrI6kHA+sy8KTMfAC4Ejmzb5kjg8+XjS4CFERHdC1NNsmbNGr7+9a8/UqgCj7xYGetnq8nYZ7L7b2JM9t97MXXadqx9JyumifQ72dd0ss51svofa30TzqNJsYz0c9OmTaxYsYI1a9Zs1ackqT9VKVb3Bm5reb6hXNdxm8x8CNgE7N6NANU8q1at4uGHH647DEnSdubBBx9k1apVdYchSWqIKjdY6jRC2v5WapVtiIiTgZMBZs2axdDQUIXDN8PGjRsBGhnzxo3zARgaWt21Pjdv3rzVuc4vr8GsWbOYNWtW146l7po2bRoDAwN1h6FxMm+9y9x137b6W9vpb516g7nrXeaud9WRuyrF6gZgn5bns4HbR9hmQ0TsAMwA7m7vKDOXAksBFixYkIODgxMIuR4zZ84EoIkxl6F1NbahoaGt+ysPdMcdd7Bp06auHUvdNTAwwI033lh3GBon89a7zF13zZgxg+OPP36bHKvj3zr1BHPXu8xd76ojd1WmAV8DzI2IfSNiR+A4YHnbNsuB15WPjwb+PTt9kKWHrVy5kpUrV9YdRiMsXLiQJzyh0o2kJUmqbOrUqSxcuLDuMCRJDTFmxVF+BvVU4DLgBuDizFwbEUsi4pXlZv8I7B4R64G3AVt9vU2vmz59OtOnT687jEaYN28er3rVq9hpp50eWTd8P62xfraajH0mu/8mxmT/vRdTp23H2neyYppIv5N9TSfrXCer/7HWN+E8mhTLSD9nzJjBokWLvBuwJOkRVaYBk5krgZVt685qefw/wJ90N7Rm+eQnPwnAKaecUnMkzTBv3jxfUDTU0NDQNptCp+4xb73L3EmSNDmcy1nRxRdfzMUXX1x3GJIkSZLUFyxWJUmSJEmNY7HV1VGaAAAKfElEQVQqSZIkSWoci1VJkiRJUuNYrEqSJEmSGifq+jrUiPglcEstB1cVewB31h2EJsTc9Sbz1rvMXe8yd73L3PUuc9e7JpK7p2fmnhM9YG3FqpotIq7NzAV1x6HxM3e9ybz1LnPXu8xd7zJ3vcvc9a46cuc0YEmSJElS41isSpIkSZIax2JVI1ladwCaMHPXm8xb7zJ3vcvc9S5z17vMXe/a5rnzM6uSJEmSpMZxZFWSJEmS1DgWqz0uIg6PiHURsT4iTm9Z/wcR8YOI+HFEfD4idhhh/y+X+/84Ij4bEVPL9RERHy/7vS4ifqfDvvtExOURcUNErI2Iv2xp+0hE/Ge57/+JiJmTcf69bBJz9+yIuCoi7o+Id4xy/OdHxJry+B+PiCjX/0mZz4cjwrv1ddDU3LW0vyMiMiL26NY5by+amruIuCgiVpfLzRGxutvn3usakLv3R8RtEbG5bf20Mn/rI+K7ETGnO2e8/Whw7t5c/ntcHRFXRMQB3Trn7UFT81a2HRMR10fxeuUr3Tjf7UlTcxcRT4+IVVHUB0MRMXvMk8lMlx5dgCnAT4BnADsCPwIOoHgT4jZgoNxuCfDGEfp4ORDl8lXgLS3rLy3XvwD4bod99wJ+p3y8C3AjcED5/GXADuXjDwEfqvt6NWmZ5Nw9Bfhd4P3AO0aJ4XvAIeX+lwJHlOv3B/YDhoAFdV+rpi1Nzl3Ztg9wGcX3WO9R9/Vq0tL03LVs81HgrLqvV5OWhuTuBRR/9za3rT8F+HT5+DjgorqvV5OWhudu15bHrwT+te7r1ZSl4XmbC/wQ2G24v7qvV5OWhufun4DXlY//APjiWOfjyGpvOwhYn5k3ZeYDwIXAkcDuwP2ZeWO53f8DjurUQWauzBLFi6jhdziOBL5QNl0NzIyIvdr2/Vlm/qB8/GvgBmDv8vm/ZeZD5aZXt/SrwqTlLjN/kZnXAA+OdPAyl7tm5lXl/l8AXlXuf0NmruvKWW6fGpu70seAvwa8IcHWmp47ypHWYyheHOhRteau3O7qzPxZh6Yjgc+Xjy8BFg6PmAtocO4y856Wp0/C/zdbNTZvwJ8BF2Tmr4b7G//pbdeanLsDgFXl48vLuEZlsdrb9qZ4h2TYhnLdncDUeHQK59EUoy0jKof3TwT+dYy+R9p/DvA84Lsdmt9AMYKgR01m7qoef0OH42tsjc1dRLwS+Glm/mgc/fWTxuauxaHAHZn5X+Potx/UnbtKsZVv0m6ieFGoQpNzR0S8NSJ+AnwY+Itu9bsdaHLeBoCBiPiPiLg6Ig7vUr/biybn7kc8WiC/GtglIkb9/9Jitbd1eud2+F2Q44CPRcT3gF8DD3XYttUngW9n5ndG67tjEBE7A18DTmt7l5KIeHd57C+Pcfx+M5m5m/Dxx7F/P2tk7iJiOvBu4Kxx9NVvGpm7tufH46hqJ3Xnbtyxdanv7UGTc0dmXpCZzwT+BnhPt/rdDjQ5bztQTAUepPg/8x/Ce6O0anLu3gG8OCJ+CLwY+OlYMXT8UK16xgYe+47IbOB2gMy8iuIdeiLiZRTvQhERlwGzgGsz86Ry3XuBPYE3Vem7VfmOy9eAL2fmP7e1vQ54BbCw/AeiR01m7qoev3Vqdsf8qqOm5u6ZwL7Aj8oZiLOBH0TEQZn583EeY3vV1NxR9rsD8MfA88fZbz+oO3dVYttQ5nAGcHcX++91Tc5dqwuBT01S372oyXnbAFydmQ8C/x0R6yiK12u6eIxe1tjcZebtFH/nhge7jsrMTWPt5NKjC8WbDTdRvEAd/gD1gWXbU8qf0yjmhv/BCH2cBFwJ7NS2/o947A2Wvtdh36D4zNX5HdoOB64H9qz7OjVxmczctbSfzegffr+mzO3wjV5e3tY+hDdY6sncldvcjDdY6qnclf9vfqvu69TEpQm5a9mu/YYhb+WxN1i6uO7r1aSl4bmb2/J4EcUL9dqvWROWhuftcODz5eM9KKa87l73NWvK0vDc7QE8oXz8fmDJmH3UfUFdHt9CcbeuGynu+vXulvUfobjh0TqK6bkj7f9Que/qcjmrXB/ABWXbGjoULcDvUUx1uq5l/5eXbevL/zyG13+67mvVtGUSc/dUinfV7gE2lo937bD/AuDHZR+fAKJc/+pyn/uBO4DL6r5WTVuamru2bW7GYrWncgcsA95c9zVq6tKA3H24bHu4/Hl2uf6JFHe4XE9xI5Jn1H2tmrY0OHf/G1hb9nk55Qt6l8bnLYD/RTEosgY4ru5r1bSlwbk7GvivMrZ/AKaNdS7DL04lSZIkSWoMb7AkSZIkSWoci1VJkiRJUuNYrEqSJEmSGsdiVZIkSZLUOBarkiRJkqTGsViVJG13IuLHEXF9RKyOiJ9GxNl1x9QtEXF2RGREPKtl3V+V6xaUz3eOiM9ExE8iYm1EfDsiDi7bNrfst1e5zaJtfyaSJI3OYlWStL06IjPnAx+rO5BJsAY4ruX50RTfOTjsH4C7gbmZeSCwmOLL2B8REbsAK4EPZeaKSY1WkqQJsFiVJG2PpgL3d2qIiHdGxDURcV1EnFOumxMRP27Z5uiIWFY+XhYRR1c9cOv2ETEYEd8oHx8UEVdGxA/Ln/uV66dExHkRsaaM6c8rHObrwJHl/s8ANgG/LJ8/EzgYeE9mPgyQmTdl5r+0xDgV+GdgeWYurXpukiRtSzvUHYAkSZNgF+DX7Ssj4mXAXOAgIIDlEfH7wK1dPPbDZd/t/hP4/cx8KCIOAz4AHAWcDOwLPK9se3KFY9wD3BYRz6EoWi8CXl+2HQiszszfjLL/Z4EXA1UKY0mSauHIqiRpuxIRU4BdMvPeDs0vK5cfAj8Ank1RvAI8s/yM62rgI237faRsWxURA2OEsAF4Xof1M4B/KkdwP0ZRVAIcBnw6Mx8CyMy7x+h/2IUUU4FfBfyfivsAPAl4MsXU4AvGsZ8kSduUxaokaXvzDODGEdoC+GBmzi+XZ2XmP5ZtPxleD7yzbb93luu/Cpw9xvE/CRwcEddRfHZ02LnA5Zn5HGAR8MSWmLLKibVZAZwI3JqZ97SsXws8NyJG+ht/P3BMZn4FeDAiXjOBY0uSNOksViVJ25tjgKtGaLsMeENE7AwQEXtHxFPG0fddwI7lvqdGxKntG2TmzzNzYWb+NnBSS9MM4Kfl48Ut6/8NeHNE7FD2++Ty5wcj4tUjBZKZ9wF/A7y/bf1PgGuBcyIiyr7mRsSR5SYPtYw6nwq8PyJmjHnmkiRtY35mVZK03YiIt1CMYN4aEb9Xrt4TmBIRP8jM5RGxP3BVWcdtBk4ARvt8J8C5EXEaMA14U7nu2cB/jCO8DwOfj4i3Af/esv4fgAHguoh4EPh74BPAPGD5aB1m5oUjNJ0EfBRYHxFbKIrs9tFiMnN9RHyO4vOzbx3HuUiSNOkicyIzjyRJap7y+1RvzsxlVdY/zmN9A/jjzHygW3229X9ZZv7hZPQtSVIvcGRVkqQJyMxXTHL/FqqSpL7myKokabtRfu4z27+2ZaT1kiSpuSxWJUmSJEmN492AJUmSJEmNY7EqSZIkSWoci1VJkiRJUuNYrEqSJEmSGsdiVZIkSZLUOP8fsSzUxReEjIoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 32988\n"
     ]
    },
    {
     "data": {
      "image/png": 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hVu+cc87hnHPOqToMSZIkSeoLnUwDng98Evhim/b9gJnlYy/g0+XPEf3ud7/j9NNPJyLIzMd+Nmpua/dzLNts6Lrz588nM1m9enWlMbXa5rbb3kAmnHHGF7sWy8DAAGeccUbLdd5w222QybfPPZc5c+bw3Oc+d7R0S5IkSdKYjDqympn/A9w9wioHAV/MwhXAlIh4+mj9PvLII8P9r/Ozad8d/RzLNuO17sbez7rbjLxtt2MZ3uG9997LokWLuP7669fbVpIkSZKeiG5cs7oDsLzh9YpymfrAmjVruOSSS6oOQ5IkSdIE0427AUeLZesP0wERcQxwDMB2223HwMBAF3a/cWyxxRYAtYx5iy2eAnQ3ts0337xtf09pcS68W3J9rFq1ynz0IPPWu8xd7zJ3vcvc9S5z17uqyF03itUVwI4Nr6cDt7daMTPnAfMAnvGMZ+Qtt9zShd1vHGvWrAGgjjGvXr030N3YBgYG2va39+rV6+xv8uTJHHHEEV3bt56YoaEhBgcHqw5DY2Teepe5613mrneZu95l7npXFbnrRrG6EDghIi6guLHSvZn52y70WytHHnlk1SHU0qabbsqcOXOqDkOSJEnSBDNqsRoRXwMGgakRsQI4FdgUIDM/AywG9geWAauBv+9kx5MmTRruvyfuBtxpLFXcDTiiuOfRxopleIeTJ0/2bsCSJEmSxsWoxWpmjji/M4sK521j3fG0adM49dRTx7pZZc4880wigpNPPrnqUNZz6aXFz1NOOaVrfQ4NDbWf2lvucO7cuV3bnyRJkiQ16sbdgPvCJZdc4l1vJUmSJGkjsViVJEmSJNWOxaokSZIkqXYsViVJkiRJtdONr67pC9ttt13VIUiSJElS37BY7dA3vvGNqkOQJEmSpL7hNGBJkiRJUu1YrHbopJNO4qSTTqo6DEmSJEnqC04D7tDll19edQiSJEmS1DccWZUkSZIk1Y7FqiRJkiSpdixWJUmSJEm14zWrHZo+fXrVIUiSJElS37BY7dCXv/zlqkOQJEmSpL7hNGBJkiRJUu1YrHZo7ty5zJ07t+owJEmSJKkvOA24Q0uWLKk6BEmSJEnqG46sSpIkSZJqx2JVkiRJklQ7FquSJEmSpNrpqFiNiH0jYmlELIuIE1u0/2lEXBoR10TEdRGxf/dDrdbAwAADAwNVhyFJkiRJfWHUGyxFxCTgPODlwArgyohYmJk3Naz2PmBBZn46InYDFgMzxiHeysybN6/qECRJkiSpb3QysronsCwzb83Mh4ELgIOa1klgm/L5ZOD27oUoSZIkSeo3kZkjrxBxCLBvZr65fH0UsFdmntCwztOB7wPbAlsC+2Tm1S36OgY4BmDatGkvuuCCC7p1HOPunHPOAeCd73xnxZGsb+7cWQCce273vl5n1apVbLXVVi3bZpXfN7vk3HO7tj91z0i5U32Zt95l7nqXuetd5q53mbvetSG5e+lLX3p1Zs7e0H128j2r0WJZc4V7BDA/Mz8SEXsDX4qIPTLz0XU2ypwHzAOYPXt2Dg4ObkDI1TjttNMAqGPMU6YUP7sZ29DQUPv+yh3W8VxolNyptsxb7zJ3vcvc9S5z17vMXe+qInedTANeAezY8Ho660/zfROwACAzLweeDEztRoCSJEmSpP7TSbF6JTAzInaKiM2Aw4GFTev8GpgDEBG7UhSrf+hmoJIkSZKk/jFqsZqZa4ETgIuBmynu+ntjRJwREQeWq/0z8JaIuBb4GnB0jnYxrCRJkiRJbXRyzSqZuZji62gal53S8Pwm4C+6G1q9zJo1q+oQJEmSJKlvdFSsCs71zreSJEmStNF0cs2qJEmSJEkblcVqh4488kiOPPLIqsOQJEmSpL7gNOAOrVixouoQJEmSJKlvOLIqSZIkSaodi1VJkiRJUu1YrEqSJEmSasdrVju09957Vx2CJEmSJPUNi9UOfeADH6g6BEmSJEnqG04DliRJkiTVjsVqhw4++GAOPvjgqsOQJEmSpL7gNOAO3XXXXVWHIEmSJEl9w5FVSZIkSVLtWKxKkiRJkmrHYlWSJEmSVDtes9qhOXPmVB2CJEmSJPUNi9UOnXzyyVWHIEmSJEl9w2nAkiRJkqTasVjt0H777cd+++1XdRiSJEmS1Bc6KlYjYt+IWBoRyyLixDbrHBoRN0XEjRHx1e6GWb0HH3yQBx98sOowJEmSJKkvjHrNakRMAs4DXg6sAK6MiIWZeVPDOjOBk4C/yMx7IuJp4xWwJEmSJGni62RkdU9gWWbempkPAxcABzWt8xbgvMy8ByAzf9/dMCVJkiRJ/aSTYnUHYHnD6xXlskYDwEBE/DgiroiIfbsVoCRJkiSp/3Ty1TXRYlm26GcmMAhMB/43IvbIzJXrdBRxDHAMwLRp0xgaGhprvJXZddddAWoZ88qVswAYGlrStT5XrVrV9lhnrSzSuqSG50Ij5071Zd56l7nrXeaud5m73mXuelcVueukWF0B7Njwejpwe4t1rsjMNcAvI2IpRfF6ZeNKmTkPmAcwe/bsHBwc3MCwN746xzplSvGzmzEODQ2176/cYZ3PST8bMXeqLfPWu8xd7zJ3vcvc9S5z17uqyF0n04CvBGZGxE4RsRlwOLCwaZ1vAy8FiIipFNOCb+1moJIkSZKk/jFqsZqZa4ETgIuBm4EFmXljRJwREQeWq10M3BURNwGXAu/KzLvGK+gqDA4O+imQJEmSJG0knUwDJjMXA4ublp3S8DyBd5QPSZIkSZKekE6mAUuSJEmStFFZrEqSJEmSasdiVZIkSZJUOx1dsyo49NBDqw5BkiRJkvqGxWqHjj/++KpDkCRJkqS+4TTgDq1evZrVq1dXHYYkSZIk9QVHVju0//77AzA0NFRtIJIkSZLUBxxZlSRJkiTVjsWqJEmSJKl2LFYlSZIkSbVjsSpJkiRJqh1vsNSho48+uuoQJEmSJKlvWKx2yGJVkiRJkjYepwF36M477+TOO++sOgxJkiRJ6guOrHbokEMOAfyeVUmSJEnaGBxZlSRJkiTVjsWqJEmSJKl2LFYlSZIkSbVjsSpJkiRJqh1vsNSht771rVWHIEmSJEl9o6OR1YjYNyKWRsSyiDhxhPUOiYiMiNndC7EeDjvsMA477LCqw5AkSZKkvjBqsRoRk4DzgP2A3YAjImK3FuttDbwd+Em3g6yD5cuXs3z58qrDkCRJkqS+0MnI6p7Assy8NTMfBi4ADmqx3pnAh4A/djG+2jjqqKM46qijqg5DkiRJkvpCJ8XqDkDjkOKKctljIuIFwI6Z+Z0uxiZJkiRJ6lOd3GApWizLxxojngR8DDh61I4ijgGOAZg2bRpDQ0MdBVkHK1euBKhlzCtXzgJgaGhJ1/pctWpV22OdVZ6LJTU8Fxo5d6ov89a7zF3vMne9y9z1LnPXu6rIXSfF6gpgx4bX04HbG15vDewBDEUEwJ8ACyPiwMy8qrGjzJwHzAOYPXt2Dg4ObnjkG9mUKVMAqGPMZWhdjW1oaKh9fzU+Fxold6ot89a7zF3vMne9y9z1LnPXu6rIXSfTgK8EZkbEThGxGXA4sHC4MTPvzcypmTkjM2cAVwDrFaqSJEmSJHVq1JHVzFwbEScAFwOTgM9n5o0RcQZwVWYuHLmHieGf//mfqw5BkiRJkvpGJ9OAyczFwOKmZae0WXfwiYdVPwcccEDVIUiSJElS3+hkGrCApUuXsnTp0qrDkCRJkqS+0NHIquDYY48F6nk3YEmSJEmaaBxZlSRJkiTVjsWqJEmSJKl2LFYlSZIkSbVjsSpJkiRJqh1vsNSh973vfVWHIEmSJEl9w2K1Q/vss0/VIUiSJElS33AacIeWLFnCkiVLqg5DkiRJkvqCI6sdmjt3LuD3rEqSJEnSxuDIqiRJkiSpdixWJUmSJEm1Y7EqSZIkSaodi1VJkiRJUu14g6UOnX322VWHIEmSJEl9w2K1Qy9+8YurDkGSJEmS+obTgDt02WWXcdlll1UdhiRJkiT1BUdWO/Se97wH8HtWJUmSJGljcGRVkiRJklQ7FquSJEmSpNrpqFiNiH0jYmlELIuIE1u0vyMiboqI6yLikoh4ZvdDlSRJkiT1i1GL1YiYBJwH7AfsBhwREbs1rXYNMDsznwdcBHyo24FKkiRJkvpHJzdY2hNYlpm3AkTEBcBBwE3DK2TmpQ3rXwEc2c0g6+Dcc8+tOgRJkiRJ6hudFKs7AMsbXq8A9hph/TcB323VEBHHAMcATJs2rSfvrFvHmFeunAXA0NCSrvW5atWqtsc6a+VKAJbU8Fxo5Nypvsxb7zJ3vcvc9S5z17vMXe+qInedFKvRYlm2XDHiSGA28JJW7Zk5D5gHMHv27BwcHOwsyhr4wQ9+AMA+++xTcSTrmzKl+NnN8zk0NNS+v3KHvZS/fjJi7lRb5q13mbveZe56l7nrXeaud1WRu06K1RXAjg2vpwO3N68UEfsA7wVekpkPdSe8+nj/+98P1LNYlSRJkqSJppO7AV8JzIyInSJiM+BwYGHjChHxAuCzwIGZ+fvuhylJkiRJ6iejFquZuRY4AbgYuBlYkJk3RsQZEXFgudqHga2Ar0fEkohY2KY7SZIkSZJG1ck0YDJzMbC4adkpDc+dGytJkiRJ6ppOpgFLkiRJkrRRdTSyKvjsZz9bdQiSJEmS1DcsVju0yy67VB2CJEmSJPUNpwF3aNGiRSxatKjqMCRJkiSpLziy2qGPfOQjABxwwAEVRyJJkiRJE58jq5IkSZKk2rFYlSRJkiTVjsWqJEmSJKl2LFYlSZIkSbXjDZY69KUvfanqECRJkiSpb1isdmjHHXesOgRJkiRJ6htOA+7QhRdeyIUXXlh1GJIkSZLUFxxZ7dCnP/1pAA477LCKI5EkSZKkic+RVUmSJElS7VisSpIkSZJqx2JVkiRJklQ7FquSJEmSpNrxBksduuiii6oOQZIkSZL6hsVqh6ZOnVp1CJIkSZLUNzqaBhwR+0bE0ohYFhEntmjfPCIuLNt/EhEzuh1o1ebPn8/8+fOrDkOSJEmS+sKoI6sRMQk4D3g5sAK4MiIWZuZNDau9CbgnM58dEYcDHwQm1BeSDheqRx99dKVx1MWqBx7gc+eey7333rvO8oggM9v+HMu6G2ubXo+ped2ZM2dyxhln9Ez8/dh/q20GBgY4/fTTJ+wx93r/I23TLndVxjRR++92TM256/Xz02vn/4lss+uuu3L99dfz3Oc+F0kTVycjq3sCyzLz1sx8GLgAOKhpnYOAL5TPLwLmRER0L0zVyaoHHuCuu+5ar1AFHvtPpt3Psay7sbbp9Zh6Pf5+7L/VNqNtO94x2f+Gb9Oujypjmqj9dzum5uVVxtIL/dcppkceeYRFixZx/fXXr7eNpImjk2J1B2B5w+sV5bKW62TmWuBeYLtuBKj6WXnPPeSjj1YdhiRJ6mNr1qzhkksuqToMSeOokxsstRohbf7oq5N1iIhjgGMApk2bxtDQUAe7r4eVK1cC1DLmlStnATA0tKRrfa5atartse662WZsutlmDAwMdG1/6p7NN9/c3PQg89a7zF3vMne9qzF3dXxvpvZGeo+peqsid50UqyuAHRteTwdub7POiojYBJgM3N3cUWbOA+YBzJ49OwcHBzcg5GpMmTIFgDrGXIbW1diGhoba9rfi4YdZu3Ytt9xyS9f2p+4ZGBgwNz3IvPUuc9e7zF3vGs7d5MmTOeKII6oOR2Mw0ntM1VsVueukWL0SmBkROwG/AQ4HXte0zkLgDcDlwCHAf+dIF2X1oMWLF1cdQm1M2XZb7rrrrqrDkCRJfWzTTTdlzpw5VYchaRyNes1qeQ3qCcDFwM3Agsy8MSLOiIgDy9XOB7aLiGXAO4D1vt6m122xxRZsscUWVYdRC1ttuSXbbbcdkydPXq9t+L5a7X6OZd2NtU2vx9Tr8fdj/yPdf26iHnOv9z/SNu36qDKmidp/t2NqXl5lLL3Qf51imjRpEgcccIB3A5YmuE5GVsnMxcDipmWnNDz/I/C33Q2tXj71qU8BcPzxx1ccST1steWWzJ07t+ow1MLQ0JBTonqQeetd5q53mbveNTQ0ZKEq9YFO7gYsYMGCBSxYsKDqMCRJkiSpL1isSpIkSZJqx2Knjnv3AAAKd0lEQVRVkiRJklQ7FquSJEmSpNqxWJUkSZIk1U5U9XWoEfEH4LZKdq5OTAXurDoIbRBz15vMW+8yd73L3PUuc9e7zF3v2pDcPTMzt9/QHVZWrKreIuKqzJxddRwaO3PXm8xb7zJ3vcvc9S5z17vMXe+qIndOA5YkSZIk1Y7FqiRJkiSpdixW1c68qgPQBjN3vcm89S5z17vMXe8yd73L3PWujZ47r1mVJEmSJNWOI6uSJEmSpNqxWO1xEbFvRCyNiGURcWLD8pdFxM8i4oaI+EJEbNJm+6+U298QEZ+PiE3L5RERnyj7vS4iXthi2x0j4tKIuDkiboyIf2xo+3BE/Lzc9lsRMWU8jr+XjWPunhMRl0fEQxHxzhH2/6KIuL7c/yciIsrlf1vm89GI8G59LdQ1dw3t74yIjIip3TrmiaKuuYuICyNiSfn4VUQs6fax97oa5O6siFgeEaualm9e5m9ZRPwkImZ054gnjhrn7rjy73FJRPwoInbr1jFPBHXNW9l2aETcFMX7la9243gnkrrmLiKeGRGXRFEfDEXE9FEPJjN99OgDmAT8AngWsBlwLbAbxYcQy4GBcr0zgDe16WN/IMrH14C3Niz/brn8z4GftNj26cALy+dbA7cAu5WvXwFsUj7/IPDBqs9XnR7jnLunAX8GnAW8c4QYfgrsXW7/XWC/cvmuwC7AEDC76nNVt0edc1e27QhcTPE91lOrPl91etQ9dw3rfAQ4perzVadHTXL35xT/761qWn488Jny+eHAhVWfrzo9ap67bRqeHwh8r+rzVZdHzfM2E7gG2Ha4v6rPV50eNc/d14E3lM9fBnxptONxZLW37Qksy8xbM/Nh4ALgIGA74KHMvKVc77+Ag1t1kJmLs0TxJmr4E46DgC+WTVcAUyLi6U3b/jYzf1Y+vx+4GdihfP39zFxbrnpFQ78qjFvuMvP3mXklsKbdzstcbpOZl5fbfxF4dbn9zZm5tCtHOTHVNneljwH/AnhDgvXVPXeUI62HUrw50OMqzV253hWZ+dsWTQcBXyifXwTMGR4xF1Dj3GXmfQ0vt8R/NxvVNm/AW4DzMvOe4f7GfngTWp1ztxtwSfn80jKuEVms9rYdKD4hGbaiXHYnsGk8PoXzEIrRlrbK4f2jgO+N0ne77WcALwB+0qL5jRQjCHrceOau0/2vaLF/ja62uYuIA4HfZOa1Y+ivn9Q2dw3+CvhdZv7fGPrtB1XnrqPYyg9p76V4U6hCnXNHRLwtIn4BfAh4e7f6nQDqnLcBYCAifhwRV0TEvl3qd6Koc+6u5fEC+TXA1hEx4r+XFqu9rdUnt8OfghwOfCwifgrcD6xtsW6jTwH/k5n/O1LfLYOI2Ar4BjC36VNKIuK95b6/Msr++8145m6D9z+G7ftZLXMXEVsA7wVOGUNf/aaWuWt6fQSOqrZSde7GHFuX+p4I6pw7MvO8zNwZeDfwvm71OwHUOW+bUEwFHqT4N/Nz4b1RGtU5d+8EXhIR1wAvAX4zWgwtL6pVz1jBup+ITAduB8jMyyk+oSciXkHxKRQRcTEwDbgqM99cLjsV2B44tpO+G5WfuHwD+EpmfrOp7Q3Aq4A55R+IHjeeuet0/41Ts1vmVy3VNXc7AzsB15YzEKcDP4uIPTPzjjHuY6Kqa+4o+90EeC3wojH22w+qzl0nsa0oczgZuLuL/fe6Oueu0QXAp8ep715U57ytAK7IzDXALyNiKUXxemUX99HLapu7zLyd4v+54cGugzPz3tE28tGjD4oPG26leIM6fAH17mXb08qfm1PMDX9Zmz7eDFwGPKVp+d+w7g2Wftpi26C45urcFm37AjcB21d9nur4GM/cNbSfxsgXv19Z5nb4Ri/7N7UP4Q2WejJ35Tq/whss9VTuyn83f1j1earjow65a1iv+YYhb2PdGywtqPp81elR89zNbHh+AMUb9crPWR0eNc/bvsAXyudTKaa8blf1OavLo+a5mwo8qXx+FnDGqH1UfUJ9PLEHxd26bqG469d7G5Z/mOKGR0sppue2235tue2S8nFKuTyA88q262lRtAB/STHV6bqG7fcv25aV/3gML/9M1eeqbo9xzN2fUHyqdh+wsny+TYvtZwM3lH18Eohy+WvKbR4CfgdcXPW5qtujrrlrWudXWKz2VO6A+cBxVZ+juj5qkLsPlW2Plj9PK5c/meIOl8sobkTyrKrPVd0eNc7dx4Ebyz4vpXxD76P2eQvgoxSDItcDh1d9rur2qHHuDgH+r4ztc8Dmox3L8JtTSZIkSZJqwxssSZIkSZJqx2JVkiRJklQ7FquSJEmSpNqxWJUkSZIk1Y7FqiRJkiSpdixWJUkTTkTcEBE3RcSSiPhNRJxWdUzdEhGnRURGxLMblv1TuWx2+XqriPhsRPwiIm6MiP+JiL3KtlUN2z29XOeAjX8kkiSNzGJVkjRR7ZeZs4CPVR3IOLgeOLzh9SEU3zk47HPA3cDMzNwdOJriy9gfExFbA4uBD2bmonGNVpKkDWCxKkmaiDYFHmrVEBHviogrI+K6iDi9XDYjIm5oWOeQiJhfPp8fEYd0uuPG9SNiMCK+Uz7fMyIui4hryp+7lMsnRcQ5EXF9GdM/dLCbbwMHlds/C7gX+EP5emdgL+B9mfkoQGbempn/2RDjpsA3gYWZOa/TY5MkaWPapOoAJEkaB1sD9zcvjIhXADOBPYEAFkbEXwO/7uK+Hy37bvZz4K8zc21E7AOcDRwMHAPsBLygbHtqB/u4D1geEXtQFK0XAn9ftu0OLMnMR0bY/vPAS4BOCmNJkirhyKokaUKJiEnA1pn5QIvmV5SPa4CfAc+hKF4Bdi6vcV0CfLhpuw+XbZdExMAoIawAXtBi+WTg6+UI7scoikqAfYDPZOZagMy8e5T+h11AMRX41cC3OtwGYEvgqRRTg88bw3aSJG1UFquSpInmWcAtbdoC+EBmziofz87M88u2XwwvB97VtN27yuVfA04bZf+fAvaKiOsorh0ddiZwaWbuARwAPLkhpuzkwJosAo4Cfp2Z9zUsvxF4fkS0+z/+IeDQzPwqsCYiXr8B+5YkadxZrEqSJppDgcvbtF0MvDEitgKIiB0i4mlj6PsuYLNy2xMi4oTmFTLzjsyck5nPA97c0DQZ+E35/OiG5d8HjouITcp+n1r+/EBEvKZdIJn5IPBu4Kym5b8ArgJOj4go+5oZEQeVq6xtGHU+ATgrIiaPeuSSJG1kXrMqSZowIuKtFCOYv46IvywXbw9MioifZebCiNgVuLys41YBRwIjXd8JcGZEzAU2B44tlz0H+PEYwvsQ8IWIeAfw3w3LPwcMANdFxBrg34BPAs8FFo7UYWZe0KbpzcBHgGURsZqiyG4eLSYzl0XEv1NcP/u2MRyLJEnjLjI3ZOaRJEn1U36f6q8yc34ny5/gvr4DvDYzH+5Wn039X5yZrxyPviVJ6gWOrEqStAEy81Xj3L+FqiSprzmyKkmaMMrrPrP5a1vaLZckSfVlsSpJkiRJqh3vBixJkiRJqh2LVUmSJElS7VisSpIkSZJqx2JVkiRJklQ7FquSJEmSpNr5/xSByfe9cjNuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3946\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 4042\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11038\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 33182\n"
     ]
    },
    {
     "data": {
      "image/png": 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wX0mSJEmaqOxZlSRJkiTVzojFakR8LiLuiIjrh1gfEfGxiFgdEddFxF92P8zqXXjhhVx44YVVhyFJkiRJfaGTYcCLgI8DXxhi/SHAzPLxQuCT5c9h/eEPf+C888573LKIIDOH/Dmabceyz3DbLlq0iMxk/fr1tYmp8fM3v3kDmbBgwRe61v7MmTNZsGDBqPb5h1tvZfLkydyzciX77rtvu7RLkiRJUkdG7FnNzP8E7h5mk8OAL2ThSmBqRDx1pHYffvjhdsca9udoth3LPuPd/vjFxBj2GZ/4N27cyNKlS1m5cuUm20qSJElSp7pxz+quwJqm12vLZepTGzZsYPny5VWHIUmSJKmHdWM24GizbNMuOCAiTgROBNh5552ZNWtWFw6/eWyzzTYAtYx5m222Brob25Zbbjnq9rZuuUbOoFyNwcFBr30PMm+9y9z1LnPXu8xd7zJ3vauK3HWjWF0L7Nb0egZwW7sNM3MhsBDgaU97Wt58881dOPzmsWHDBgDqGPP69QcA3Y1t1qxZo27vgPXrH41jxx135JhjjulaPOrcwMAAc+fOrToMjZJ5613mrneZu95l7nqXuetdVeSuG8XqEuDkiLiEYmKlezPz911ot1aOPfbYqkPoGVOmTGHevHlVhyFJkiSph41YrEbEV4G5wLSIWAucA0wByMxPAcuAQ4HVwHrgHzs58KRJk9odq7azAdc7pmKSpW62P9y+w+0zefJk5s+f72zAkiRJkp6QEYvVzBx2LGcW1ctbR3vg6dOnc84554x2t8qcf/75RARnnXVW1aFs4vLLi59nn31219ocGBgY/TDeH/4QgBkWqpIkSZKeoG7MBtwXli9f7gy3kiRJkrSZWKxKkiRJkmrHYlWSJEmSVDsWq5IkSZKk2unGV9f0hZ133rnqECRJkiSpb1isdugb3/hG1SFIkiRJUt9wGLAkSZIkqXYsVjt0xhlncMYZZ1QdhiRJkiT1BYcBd+iKK66oOgRJkiRJ6hv2rEqSJEmSasdiVZIkSZJUOxarkiRJkqTa8Z7VDs2YMaPqECRJkiSpb1isduhLX/pS1SFIkiRJUt9wGLAkSZIkqXYsVjt0yimncMopp1QdhiRJkiT1BYcBd2jFihVVhyBJkiRJfcOeVUmSJElS7VisSpIkSZJqx2JVkiRJklQ7HRWrEXFwRKyKiNURcXqb9U+PiMsj4pqIuC4iDu1+qNWaNWsWs2bNqjoMSZIkSeoLI06wFBGTgIuBlwNrgasiYklm3ti02ZnA4sz8ZETsAywD9hiHeCuzcOHCqkOQJEmSpL7RSc/q/sDqzLwlMx8CLgEOa9kmgR3K5zsCt3UvREmSJElSv4nMHH6DiCOAgzPzhPL1ccALM/Pkpm2eCnwfeDKwLXBQZv68TVsnAicCTJ8+/QWXXHJJt85j3F144YUAnHrqqRVHsqlTTpkNwEUXde/rdQYHB9luu+1Gtc/s8ntoV1x0Udfi0OiNJXeqnnnrXeaud5m73mXuepe5611jyd3LXvayn2fmnLEes5PvWY02y1or3GOARZn5oYg4APhiRDw3Mx953E6ZC4GFAHPmzMm5c+eOIeRqnHvuuQDUMeapU4uf3YxtYGBg9O2VgdTxGvWTMeVOlTNvvcvc9S5z17vMXe8yd72ritx1Mgx4LbBb0+sZbDrM943AYoDMvALYCpjWjQAlSZIkSf2nk2L1KmBmROwZEVsARwNLWrb5LTAPICL2pihW/9jNQCVJkiRJ/WPEYjUzNwInA5cBN1HM+ntDRCyIiFeVm70D+OeIuBb4KnB8jnQzrCRJkiRJQ+jknlUycxnF19E0Lzu76fmNwIu7G1q9zJ49u+oQJEmSJKlvdFSsCi5yhltJkiRJ2mw6uWdVkiRJkqTNymK1Q8ceeyzHHnts1WFIkiRJUl9wGHCH1q5dW3UIkiRJktQ37FmVJEmSJNWOxaokSZIkqXYsViVJkiRJteM9qx064IADqg5BkiRJkvqGxWqH3ve+91UdgiRJkiT1DYcBS5IkSZJqx2K1Q4cffjiHH3541WFIkiRJUl9wGHCH7rrrrqpDkCRJkqS+Yc+qJEmSJKl2LFYlSZIkSbVjsSpJkiRJqh3vWe3QvHnzqg5BkiRJkvqGxWqHzjrrrKpDkCRJkqS+4TBgSZIkSVLtWKx26JBDDuGQQw6pOgxJkiRJ6gsdFasRcXBErIqI1RFx+hDbHBkRN0bEDRHxle6GWb0HHniABx54oOowJEmSJKkvjHjPakRMAi4GXg6sBa6KiCWZeWPTNjOBM4AXZ+Y9EfGU8QpYkiRJkjTxddKzuj+wOjNvycyHgEuAw1q2+Wfg4sy8ByAz7+humJIkSZKkftJJsborsKbp9dpyWbNZwKyI+HFEXBkRB3crQEmSJElS/+nkq2uizbJs085MYC4wA/hRRDw3M9c9rqGIE4ETAaZPn87AwMBo463M3nvvDVDLmNetmw3AwMCKrrU5ODg46nOdva5I94oaXqN+MpbcqXrmrXeZu95l7nqXuetd5q53VZG7TorVtcBuTa9nALe12ebKzNwA/DoiVlEUr1c1b5SZC4GFAHPmzMm5c+eOMezNr86xTp1a/OxmjAMDA6NvrwykzteqH4wpd6qceetd5q53mbveZe56l7nrXVXkrpNhwFcBMyNiz4jYAjgaWNKyzbeBlwFExDSKYcG3dDNQSZIkSVL/GLFYzcyNwMnAZcBNwOLMvCEiFkTEq8rNLgPuiogbgcuB0zLzrvEKugpz5871UyBJkiRJ2kw6GQZMZi4DlrUsO7vpeQJvLx+SJEmSJD0hnQwDliRJkiRps7JYlSRJkiTVjsWqJEmSJKl2OrpnVXDkkUdWHYIkSZIk9Q2L1Q6ddNJJVYcgSZIkSX3DYcAdWr9+PevXr686DEmSJEnqC/asdujQQw8FYGBgoNpAJEmSJKkP2LMqSZIkSaodi1VJkiRJUu1YrEqSJEmSasdiVZIkSZJUO06w1KHjjz++6hAkSZIkqW9YrHbIYlWSJEmSNh+HAXfozjvv5M4776w6DEmSJEnqC/asduiII44A/J5VSZIkSdoc7FmVJEmSJNWOxaokSZIkqXYsViVJkiRJtWOxKkmSJEmqHSdY6tBb3vKWqkOQJEmSpL7RUc9qRBwcEasiYnVEnD7MdkdEREbEnO6FWA9HHXUURx11VNVhSJIkSVJfGLFYjYhJwMXAIcA+wDERsU+b7bYH3gb8tNtB1sGaNWtYs2ZN1WFIkiRJUl/opGd1f2B1Zt6SmQ8BlwCHtdnufOADwJ+7GF9tHHfccRx33HFVhyFJkiRJfaGTYnVXoLlLcW257FER8Xxgt8z8ThdjkyRJkiT1qU4mWIo2y/LRlRFPAj4CHD9iQxEnAicCTJ8+nYGBgY6CrIN169YB1DLmdetmAzAwsKJrbQ4ODo76XGeX12hFDa9RPxlL7lQ989a7zF3vMne9y9z1LnPXu6rIXSfF6lpgt6bXM4Dbml5vDzwXGIgIgL8AlkTEqzLz6uaGMnMhsBBgzpw5OXfu3LFHvplNnToVgDrGXIbW1dgGBgZG316Nr1E/GVPuVDnz1rvMXe8yd73L3PUuc9e7qshdJ8OArwJmRsSeEbEFcDSwpLEyM+/NzGmZuUdm7gFcCWxSqEqSJEmS1KkRe1Yzc2NEnAxcBkwCPpeZN0TEAuDqzFwyfAsTwzve8Y6qQ5AkSZKkvtHJMGAycxmwrGXZ2UNsO/eJh1U/8+fPrzoESZIkSeobnQwDFrBq1SpWrVpVdRiSJEmS1Bc66lkVvOlNbwLqORuwJEmSJE009qxKkiRJkmrHYlWSJEmSVDsWq5IkSZKk2rFYlSRJkiTVjhMsdejMM8+sOgRJkiRJ6hsWqx066KCDqg5BkiRJkvqGw4A7tGLFClasWFF1GJIkSZLUF+xZ7dApp5wC+D2rkiRJkrQ52LMqSZIkSaodi1VJkiRJUu1YrEqSJEmSasdiVZIkSZJUO06w1KH3vve9VYcgSZIkSX3DYrVDL3rRi6oOQZIkSZL6hsOAO/STn/yEn/zkJ1WHIUmSJEl9wZ7VDr3rXe8C/J5VSZIkSdoc7FmVJEmSJNWOxaokSZIkqXY6KlYj4uCIWBURqyPi9Dbr3x4RN0bEdRGxPCJ2736okiRJkqR+MWKxGhGTgIuBQ4B9gGMiYp+Wza4B5mTmfsDXgQ90O1BJkiRJUv/oZIKl/YHVmXkLQERcAhwG3NjYIDMvb9r+SuDYbgZZBxdddFHVIUiSJElS3+ikWN0VWNP0ei3wwmG2fyPw3XYrIuJE4ESA6dOn9+TMunWMed262QAMDKzoWpuDg4OjPtfZ69YBsKKG16ifjCV3qp55613mrneZu95l7nqXuetdVeSuk2I12izLthtGHAvMAQ5stz4zFwILAebMmZNz587tLMoa+MEPfgDAQQcdVHEkm5o6tfjZzes5MDAw+vbKQHoprxPRmHKnypm33mXuepe5613mrneZu95VRe46KVbXArs1vZ4B3Na6UUQcBLwbODAzH+xOePXxnve8B6hnsSpJkiRJE00nswFfBcyMiD0jYgvgaGBJ8wYR8Xzg08CrMvOO7ocpSZIkSeonIxarmbkROBm4DLgJWJyZN0TEgoh4VbnZB4HtgK9FxIqIWDJEc5IkSZIkjaiTYcBk5jJgWcuys5ueOzZWkiRJktQ1nQwDliRJkiRps+qoZ1Xw6U9/uuoQJEmSJKlvWKx2aK+99qo6BEmSJEnqGw4D7tDSpUtZunRp1WFIkiRJUl+wZ7VDH/rQhwCYP39+xZFIkiRJ0sRnz6okSZIkqXYsViVJkiRJtWOxKkmSJEmqHYtVSZIkSVLtOMFSh774xS9WHYIkSZIk9Q2L1Q7ttttuVYcgSZIkSX3DYcAduvTSS7n00kurDkOSJEmS+oI9qx365Cc/CcBRRx1VcSSSJEmSNPHZsypJkiRJqh2LVUmSJElS7VisSpIkSZJqx2JVkiRJklQ7TrDUoa9//etVhyBJkiRJfcNitUPTpk2rOgRJkiRJ6hsdDQOOiIMjYlVErI6I09us3zIiLi3X/zQi9uh2oFVbtGgRixYtqjoMSZIkSeoLI/asRsQk4GLg5cBa4KqIWJKZNzZt9kbgnsx8VkQcDbwfmFBfSNooVI8//vhK46izwfvvZ9099/DZ884jIsjMR382a123ubbtl/ZnzpzJggULxty+OasmplmzZnFe09/OeMXUq9enzu03clen+Ot4neoUy1hyt7liqlMe6th+4+fee+/NypUr2XfffZE0cXXSs7o/sDozb8nMh4BLgMNatjkM+Hz5/OvAvIiI7oWpulu5ciV33XUXGzduBHj0P5/W/4Tardtc29p+Z+2bs2pial0/XjGNV7t1zlk/tt/r5zHesUyUmOp4HuPdfuPnww8/zNKlS1m5cuUmbUiaODopVncF1jS9Xlsua7tNZm4E7gV27kaA6g3Lly8nH3mk6jAkSVKf2LBhA8uXL686DEnjqJMJltr1kLZ+FNbJNkTEicCJANOnT2dgYKCDw9fDunXrAGoZ87p1swEYGFjRtTYHBwdHda7Tp09n6222AWDWrFldi0Ojt+WWW5qDHmTeepe5613mrnc1566O7800tNG+x1R9VJG7TorVtcBuTa9nALcNsc3aiJgM7Ajc3dpQZi4EFgLMmTMn586dO4aQqzF16lQA6hhzGVpXYxsYGBhVexdddBEPrF8PwM0339y1ODR6s2bNMgc9yLz1LnPXu8xd72rkbscdd+SYY46pOhyNwmjfY6o+qshdJ8OArwJmRsSeEbEFcDSwpGWbJcAbyudHAD/Mdjci9LBly5axbNmyqsOorXnz5hFP6mhyaUmSpCdsypQpzJs3r+owJI2jEauL8h7Uk4HLgJuAxZl5Q0QsiIhXlZt9Ftg5IlYDbwc2+XqbXrfNNtuwTTnMVZvad9992XnnnZk8ueisb8yv1W6erdZ1m2tb2++sfXNWTUyt68crpvFqt84568f2e/08xjuWiRJTHc9jvNtv/Jw0aRLz5893NmBpgutkGDCZuQxY1rLs7KbnfwZe293Q6uUTn/gEACeddFLFkdTXdttuy3bbbss555xTdSh9bWBgwCFRPci89S5z17tTgCvyAAAKoElEQVTMXe8aGBiwUJX6gOM2O7R48WIWL15cdRiSJEmS1BcsViVJkiRJtWOxKkmSJEmqHYtVSZIkSVLtWKxKkiRJkmonqvo61Ij4I/CbSg6uTkwD7qw6CI2JuetN5q13mbveZe56l7nrXeaud40ld7tn5i5jPWBlxarqLSKuzsw5Vceh0TN3vcm89S5z17vMXe8yd73L3PWuKnLnMGBJkiRJUu1YrEqSJEmSasdiVUNZWHUAGjNz15vMW+8yd73L3PUuc9e7zF3v2uy5855VSZIkSVLt2LMqSZIkSaodi9UeFxEHR8SqiFgdEac3Lf+biPhFRFwfEZ+PiMlD7P/lcv/rI+JzETGlXB4R8bGy3esi4i/b7LtbRFweETdFxA0R8S9N6z4YEb8s9/1WREwdj/PvZeOYu2dHxBUR8WBEnDrM8V8QESvL438sIqJc/toyn49EhLP1tVHX3DWtPzUiMiKmdeucJ4q65i4iLo2IFeXj1ohY0e1z73U1yN0FEbEmIgZblm9Z5m91RPw0IvbozhlPHDXO3ZvLv8cVEfFfEbFPt855Iqhr3sp1R0bEjVG8X/lKN853Iqlr7iJi94hYHkV9MBARM0Y8mcz00aMPYBLwK+AZwBbAtcA+FB9CrAFmldstAN44RBuHAlE+vgq8pWn5d8vlfwX8tM2+TwX+sny+PXAzsE/5+hXA5PL5+4H3V3296vQY59w9BfgfwAXAqcPE8DPggHL/7wKHlMv3BvYCBoA5VV+ruj3qnLty3W7AZRTfYz2t6utVp0fdc9e0zYeAs6u+XnV61CR3f0Xx/95gy/KTgE+Vz48GLq36etXpUfPc7dD0/FXA96q+XnV51DxvM4FrgCc32qv6etXpUfPcfQ14Q/n8b4AvjnQ+9qz2tv2B1Zl5S2Y+BFwCHAbsDDyYmTeX2/0/4PB2DWTmsixRvIlqfMJxGPCFctWVwNSIeGrLvr/PzF+Uz+8DbgJ2LV9/PzM3lpte2dSuCuOWu8y8IzOvAjYMdfAylztk5hXl/l8A/r7c/6bMXNWVs5yYapu70keA/w04IcGm6p47yp7WIyneHOgxleau3O7KzPx9m1WHAZ8vn38dmNfoMRdQ49xl5p+aXm6L/242q23egH8GLs7Mexrtjf70JrQ6524fYHn5/PIyrmFZrPa2XSk+IWlYWy67E5gSjw3hPIKit2VIZff+ccD3Rmh7qP33AJ4P/LTN6n+i6EHQY8Yzd50ef22b42tktc1dRLwK+F1mXjuK9vpJbXPX5CXAHzLzv0fRbj+oOncdxVZ+SHsvxZtCFeqcOyLirRHxK+ADwNu61e4EUOe8zQJmRcSPI+LKiDi4S+1OFHXO3bU8ViC/Gtg+Iob999Jitbe1++S28SnI0cBHIuJnwH3AxjbbNvsE8J+Z+aPh2m4bRMR2wDeAU1o+pSQi3l0e+8sjHL/fjGfuxnz8Uezfz2qZu4jYBng3cPYo2uo3tcxdy+tjsFe1napzN+rYutT2RFDn3JGZF2fmM4F3Amd2q90JoM55m0wxFHguxb+ZnwnnRmlW59ydChwYEdcABwK/GymGtjfVqmes5fGfiMwAbgPIzCsoPqEnIl5B8SkUEXEZMB24OjNPKJedA+wCvKmTtpuVn7h8A/hyZn6zZd0bgL8D5pV/IHrMeOau0+M3D81um1+1VdfcPRPYE7i2HIE4A/hFROyfmbeP8hgTVV1zR9nuZOA1wAtG2W4/qDp3ncS2tszhjsDdXWy/19U5d80uAT45Tm33ojrnbS1wZWZuAH4dEasoiteruniMXlbb3GXmbRT/zzU6uw7PzHtH2slHjz4oPmy4heINauMG6ueU655S/tySYmz43wzRxgnAT4CtW5b/LY+fYOlnbfYNinuuLmqz7mDgRmCXqq9THR/jmbum9ecy/M3vV5W5bUz0cmjL+gGcYKknc1ducytOsNRTuSv/3fyPqq9THR91yF3Tdq0ThryVx0+wtLjq61WnR81zN7Pp+XyKN+qVX7M6PGqet4OBz5fPp1EMed256mtWl0fNczcNeFL5/AJgwYhtVH1BfTyxB8VsXTdTzPr17qblH6SY8GgVxfDcofbfWO67onycXS4P4OJy3UraFC3AX1MMdbquaf9Dy3Wry388Gss/VfW1qttjHHP3FxSfqv0JWFc+36HN/nOA68s2Pg5EufzV5T4PAn8ALqv6WtXtUdfctWxzKxarPZU7YBHw5qqvUV0fNcjdB8p1j5Q/zy2Xb0Uxw+VqiolInlH1tarbo8a5+yhwQ9nm5ZRv6H3UPm8BfJiiU2QlcHTV16pujxrn7gjgv8vYPgNsOdK5NN6cSpIkSZJUG06wJEmSJEmqHYtVSZIkSVLtWKxKkiRJkmrHYlWSJEmSVDsWq5IkSZKk2rFYlSRNOBFxfUTcGBErIuJ3EXFu1TF1S0ScGxEZEc9qWva/ymVzytfbRcSnI+JXEXFDRPxnRLywXDfYtN9Ty23mb/4zkSRpeBarkqSJ6pDMnA18pOpAxsFK4Oim10dQfOdgw2eAu4GZmfkc4HiKL2N/VERsDywD3p+ZS8c1WkmSxsBiVZI0EU0BHmy3IiJOi4irIuK6iDivXLZHRFzftM0REbGofL4oIo7o9MDN20fE3Ij4Tvl8/4j4SURcU/7cq1w+KSIujIiVZUz/s4PDfBs4rNz/GcC9wB/L188EXgicmZmPAGTmLZn5700xTgG+CSzJzIWdnpskSZvT5KoDkCRpHGwP3Ne6MCJeAcwE9gcCWBIRLwV+28VjP1K23eqXwEszc2NEHAS8FzgcOBHYE3h+uW6nDo7xJ2BNRDyXomi9FPjHct1zgBWZ+fAw+38OOBDopDCWJKkS9qxKkiaUiJgEbJ+Z97dZ/YrycQ3wC+DZFMUrwDPLe1xXAB9s2e+D5brlETFrhBDWAs9vs3xH4GtlD+5HKIpKgIOAT2XmRoDMvHuE9hsuoRgK/PfAtzrcB2BbYCeKocEXj2I/SZI2K4tVSdJE8wzg5iHWBfC+zJxdPp6VmZ8t1/2qsRw4rWW/08rlXwXOHeH4nwBeGBHXUdw72nA+cHlmPheYD2zVFFN2cmItlgLHAb/NzD81Lb8BeF5EDPV//IPAkZn5FWBDRLx+DMeWJGncWaxKkiaaI4Erhlh3GfBPEbEdQETsGhFPGUXbdwFblPueHBEnt26Qmbdn5rzM3A84oWnVjsDvyufHNy3/PvDmiJhctrtT+fN9EfHqoQLJzAeAdwIXtCz/FXA1cF5ERNnWzIg4rNxkY1Ov88nABRGx44hnLknSZuY9q5KkCSMi3kLRg/nbiPjrcvEuwKSI+EVmLomIvYEryjpuEDgWGO7+ToDzI+IUYEvgTeWyZwM/HkV4HwA+HxFvB37YtPwzwCzguojYAPxf4OPAvsCS4RrMzEuGWHUC8CFgdUSspyiyW3uLyczVEfGvFPfPvnUU5yJJ0riLzLGMPJIkqX7K71O9NTMXdbL8CR7rO8BrMvOhbrXZ0v5lmfnK8WhbkqReYM+qJEljkJl/N87tW6hKkvqaPauSpAmjvO8zW7+2ZajlkiSpvixWJUmSJEm142zAkiRJkqTasViVJEmSJNWOxaokSZIkqXYsViVJkiRJtWOxKkmSJEmqnf8fYVi/Qmc4hE4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 28662\n"
     ]
    },
    {
     "data": {
      "image/png": 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cdNFFdYchSZIkSX2hyjTghcA/A58Zov0gYEa5vBT4WPl1WPfccw/nnnsuABFBZo74tdV47DPctgsXLiQzWbdu3bj0vzH7/Oxnx5EJ5557Wdf6nzFjBuedd96oYnnjnXcyadIkHli+nH333XekbwFJkiRJGtKII6uZ+d/A/cNscijwmSzcAEyJiGeP1O/jjz/eeoxKX9vi6vo+vdv/UzatLf4NGzZw9dVXs3z58qcGJUmSJEkVdeOe1V2AVS3vV5fr1KfWr1/PkiVL6g5DkiRJUg/rxtOAo8O6DmN9EBHzgfkAO+64IzNnzuzC4TeNbbbZBqCRMW+zzdZAd2PbcsstR93f1m3XyCco12Pt2rVe+x5k3nqXuetd5q53mbveZe56Vx2560axuhrYteX9dODuThtm5gJgAcDOO++ct99+excOv2msX78egCbGvG7dy4DuxjZz5sxR9/eydet+F8cOO+zA0Ucf3bV4VN3AwABz5sypOwyNknnrXeaud5m73mXuepe561115K4bxeoi4KSIuILiwUoPZuYvutBvoxxzzDF1h9AzJk+ezNy5c+sOQ5IkSVIPG7FYjYgvAHOAqRGxGjgbmAyQmZcCi4GDgZXAOuCvqhx4s82euF22F54G3Oz+n/qQpY3tv1MfI/UPMGnSJObNm+fTgCVJkiRtlBGL1cwcdi5nFlXM20d74Gc961mcffbZo92tNu9973uJCM4888y6Q3mKa68tvnbzeg4MDIx+Gu83vwnAdAtVSZIkSRupG08D7gtLlizxCbeSJEmStIlYrEqSJEmSGsdiVZIkSZLUOBarkiRJkqTG6cZH1/SFHXfcse4QJEmSJKlvWKxW9OUvf7nuECRJkiSpbzgNWJIkSZLUOBarFZ1++umcfvrpdYchSZIkSX3BacAVXX/99XWHIEmSJEl9w5FVSZIkSVLjWKxKkiRJkhrHYlWSJEmS1Djes1rR9OnT6w5BkiRJkvqGxWpFn/vc5+oOQZIkSZL6htOAJUmSJEmNY7Fa0cknn8zJJ59cdxiSJEmS1BecBlzRsmXL6g5BkiRJkvqGI6uSJEmSpMaxWJUkSZIkNY7FqiRJkiSpcSoVqxFxYESsiIiVEXFah/bnRMS1EXFTRNwcEQd3P9R6zZw5k5kzZ9YdhiRJkiT1hREfsBQRmwOXAK8CVgNLI2JRZt7WstkZwFWZ+bGI2AtYDOw2DvHWZsGCBXWHIEmSJEl9o8rI6n7Aysy8IzMfA64ADm3bJoGnla93AO7uXoiSJEmSpH4TmTn8BhGHAwdm5gnl+2OBl2bmSS3bPBv4OvB0YFvggMz8Xoe+5gPzAaZNm/aSK664olvnMe4uuugiAE455ZSaI3mqk0+eBcDFF3fv43XWrl3LdtttN6p9ZpWfQ7vs4ou7FodGbyy5U/3MW+8yd73L3PUuc9e7zF3vGkvuXvnKV34vM2eP9ZhVPmc1Oqxrr3CPBhZm5oci4mXAZyNin8x8/Ek7ZS4AFgDMnj0758yZM4aQ63HOOecA0MSYp0wpvnYztoGBgdH3VwbSxGvUT8aUO9XOvPUuc9e7zF3vMne9y9z1rjpyV2Ua8Gpg15b303nqNN83A1cBZOb1wFbA1G4EKEmSJEnqP1WK1aXAjIh4XkRsARwFLGrb5i5gLkBE7ElRrP6qm4FKkiRJkvrHiMVqZm4ATgKuAX5I8dTfWyPivIg4pNzsncBfR8QPgC8Ax+dIN8NKkiRJkjSEKveskpmLKT6OpnXdWS2vbwP+qLuhNcusWbPqDkGSJEmS+kalYlVwsU+4lSRJkqRNpso9q5IkSZIkbVIWqxUdc8wxHHPMMXWHIUmSJEl9wWnAFa1evbruECRJkiSpbziyKkmSJElqHItVSZIkSVLjWKxKkiRJkhrHe1YretnLXlZ3CJIkSZLUNyxWK3rf+95XdwiSJEmS1DecBixJkiRJahyL1YoOO+wwDjvssLrDkCRJkqS+4DTgiu677766Q5AkSZKkvuHIqiRJkiSpcSxWJUmSJEmNY7EqSZIkSWoc71mtaO7cuXWHIEmSJEl9w2K1ojPPPLPuECRJkiSpbzgNWJIkSZLUOBarFR100EEcdNBBdYchSZIkSX2hUrEaEQdGxIqIWBkRpw2xzRERcVtE3BoRl3c3zPo98sgjPPLII3WHIUmSJEl9YcR7ViNic+AS4FXAamBpRCzKzNtatpkBnA78UWY+EBHPHK+AJUmSJEkTX5WR1f2AlZl5R2Y+BlwBHNq2zV8Dl2TmAwCZ+cvuhilJkiRJ6idVitVdgFUt71eX61rNBGZGxLcj4oaIOLBbAUqSJEmS+k+Vj66JDuuyQz8zgDnAdOBbEbFPZq55UkcR84H5ANOmTWNgYGC08dZmzz33BGhkzGvWzAJgYGBZ1/pcu3btqM911poi3csaeI36yVhyp/qZt95l7nqXuetd5q53mbveVUfuqhSrq4FdW95PB+7usM0Nmbke+GlErKAoXpe2bpSZC4AFALNnz845c+aMMexNr8mxTplSfO1mjAMDA6PvrwykydeqH4wpd6qdeetd5q53mbveZe56l7nrXXXkrso04KXAjIh4XkRsARwFLGrb5l+BVwJExFSKacF3dDNQSZIkSVL/GLFYzcwNwEnANcAPgasy89aIOC8iDik3uwa4LyJuA64FTs3M+8Yr6DrMmTPHvwJJkiRJ0iZSZRowmbkYWNy27qyW1wm8o1wkSZIkSdooVaYBS5IkSZK0SVmsSpIkSZIax2JVkiRJktQ4le5ZFRxxxBF1hyBJkiRJfcNitaITTzyx7hAkSZIkqW84DbiidevWsW7durrDkCRJkqS+4MhqRQcffDAAAwMD9QYiSZIkSX3AkVVJkiRJUuNYrEqSJEmSGsdiVZIkSZLUOBarkiRJkqTG8QFLFR1//PF1hyBJkiRJfcNitSKLVUmSJEnadJwGXNG9997LvffeW3cYkiRJktQXHFmt6PDDDwf8nFVJkiRJ2hQcWZUkSZIkNY7FqiRJkiSpcSxWJUmSJEmNY7EqSZIkSWocH7BU0dve9ra6Q5AkSZKkvlFpZDUiDoyIFRGxMiJOG2a7wyMiI2J290JshiOPPJIjjzyy7jAkSZIkqS+MWKxGxObAJcBBwF7A0RGxV4fttgf+FvhOt4NsglWrVrFq1aq6w5AkSZKkvlBlZHU/YGVm3pGZjwFXAId22O69wAeA33QxvsY49thjOfbYY+sOQ5IkSZL6QpVidRegdUhxdbnudyLixcCumfnvXYxNkiRJktSnqjxgKTqsy981RmwGfBg4fsSOIuYD8wGmTZvGwMBApSCbYM2aNQCNjHnNmlkADAws61qfa9euHfW5ziqv0bIGXqN+MpbcqX7mrXeZu95l7nqXuetd5q531ZG7KsXqamDXlvfTgbtb3m8P7AMMRATAs4BFEXFIZt7Y2lFmLgAWAMyePTvnzJkz9sg3sSlTpgDQxJjL0Loa28DAwOj7a/A16idjyp1qZ956l7nrXeaud5m73mXuelcduasyDXgpMCMinhcRWwBHAYsGGzPzwcycmpm7ZeZuwA3AUwpVSZIkSZKqGnFkNTM3RMRJwDXA5sCnMvPWiDgPuDEzFw3fw8Twzne+s+4QJEmSJKlvVJkGTGYuBha3rTtriG3nbHxYzTNv3ry6Q5AkSZKkvlFlGrCAFStWsGLFirrDkCRJkqS+UGlkVfCWt7wFaObTgCVJkiRponFkVZIkSZLUOBarkiRJkqTGsViVJEmSJDWOxaokSZIkqXF8wFJFZ5xxRt0hSJIkSVLfsFit6IADDqg7BEmSJEnqG04DrmjZsmUsW7as7jAkSZIkqS84slrRySefDPg5q5IkSZK0KTiyKkmSJElqHItVSZIkSVLjWKxKkiRJkhrHYlWSJEmS1Dg+YKmiCy+8sO4QJEmSJKlvWKxW9PKXv7zuECRJkiSpbzgNuKLrrruO6667ru4wJEmSJKkvOLJa0bvf/W7Az1mVJEmSpE3BkVVJkiRJUuNYrEqSJEmSGqdSsRoRB0bEiohYGRGndWh/R0TcFhE3R8SSiHhu90OVJEmSJPWLEYvViNgcuAQ4CNgLODoi9mrb7CZgdma+CPgS8IFuBypJkiRJ6h9VHrC0H7AyM+8AiIgrgEOB2wY3yMxrW7a/ATimm0E2wcUXX1x3CJIkSZLUN6oUq7sAq1rerwZeOsz2bwa+2qkhIuYD8wGmTZvWk0/WbWLMa9bMAmBgYFnX+ly7du2oz3XWmjUALGvgNeonY8md6mfeepe5613mrneZu95l7npXHbmrUqxGh3XZccOIY4DZwP6d2jNzAbAAYPbs2TlnzpxqUTbAN77xDQAOOOCAmiN5qilTiq/dvJ4DAwOj768MpJfyOhGNKXeqnXnrXeaud5m73mXuepe561115K5Ksboa2LXl/XTg7vaNIuIA4D3A/pn5aHfCa47zzz8faGaxKkmSJEkTTZWnAS8FZkTE8yJiC+AoYFHrBhHxYuDjwCGZ+cvuhylJkiRJ6icjFquZuQE4CbgG+CFwVWbeGhHnRcQh5WYfBLYDvhgRyyJi0RDdSZIkSZI0oirTgMnMxcDitnVntbx2bqwkSZIkqWuqTAOWJEmSJGmTqjSyKvj4xz9edwiSJEmS1DcsVivaY4896g5BkiRJkvqG04Aruvrqq7n66qvrDkOSJEmS+oIjqxV96EMfAmDevHk1RyJJkiRJE58jq5IkSZKkxrFYlSRJkiQ1jsWqJEmSJKlxLFYlSZIkSY3jA5Yq+uxnP1t3CJIkSZLUNyxWK9p1113rDkGSJEmS+obTgCu68sorufLKK+sOQ5IkSZL6giOrFX3sYx8D4Mgjj6w5EkmSJEma+BxZlSRJkiQ1jsWqJEmSJKlxLFYlSZIkSY1jsSpJkiRJahwfsFTRl770pbpDkCRJkqS+YbFa0dSpU+sOQZIkSZL6RqVpwBFxYESsiIiVEXFah/YtI+LKsv07EbFbtwOt28KFC1m4cGHdYUiSJElSXxhxZDUiNgcuAV4FrAaWRsSizLytZbM3Aw9k5gsi4ijg/cCE+kDSwUL1+OOPrzWOJlv78MOseeABPnnuuUQEmfmk9sF1Q30dzbYbs+94xzTe+4y07YwZMzjvvPP66pyb/j1RZd+ZM2dy7ib82WnSNW1iTKPZdjB3/XR9Jkr/rblrSkzjtc9Y+m3Sz1n71z333JPly5ez7777ImniqjKyuh+wMjPvyMzHgCuAQ9u2ORS4rHz9JWBuRET3wlTTLV++nPvuu48NGzYAPOU/odZ1Q30dzbYbs+94xzTe+/R6/02MabxjqbJv+/rxjmm89+n1mMa67Xj038Tr04/993pMY+m3ST9n7V9/+9vfcvXVV7N8+fKn9CVp4qhSrO4CrGp5v7pc13GbzNwAPAjs2I0A1RuWLFlCPv543WFIkqQ+sX79epYsWVJ3GJLGUZUHLHUaIW3/k1iVbYiI+cB8gGnTpjEwMFDh8M2wZs0agEbGvGbNLAAGBpZ1rc+1a9eO6lynTZvG1ttsA8DMmTO7FodGb8sttzQHPci89S5z17vMXe9qzV0TfzfT0Eb7O6aao47cVSlWVwO7tryfDtw9xDarI2ISsANwf3tHmbkAWAAwe/bsnDNnzhhCrseUKVMAaGLMZWhdjW1gYGBU/V188cU8sm4dALfffnvX4tDozZw50xz0IPPWu8xd7zJ3vWswdzvssANHH3103eFoFEb7O6aao47cVZkGvBSYERHPi4gtgKOARW3bLAKOK18fDnwzh7uZpwctXryYxYsX1x1GY82dO5fYrNLDpSVJkjba5MmTmTt3bt1hSBpHI1YX5T2oJwHXAD8ErsrMWyPivIg4pNzsk8COEbESeAfwlI+36XXbbLMN25TTXPVU++67LzvuuCOTJhWD9Z2erzW4bqivo9l2Y/Yd75jGe59e77+JMY13LFX2bV8/3jGN9z69HtNYtx2P/pt4ffqx/16PaSz9NunnrP3r5ptvzrx583wasDTBVZkGTGYuBha3rTur5fVvgNd3N7Rm+ehHPwrAiSeeWHMkzbXdttuy3bbbcvbZZ9cdSl8bGBhwSlQPMm+9y9z1LnPXuwYGBixUpT7gvM2KrrrqKq666qr4m7TSAAAKiUlEQVS6w5AkSZKkvmCxKkmSJElqHItVSZIkSVLjWKxKkiRJkhrHYlWSJEmS1DhR18ehRsSvgJ/VcnBVMRW4t+4gNCbmrjeZt95l7nqXuetd5q53mbveNZbcPTczdxrrAWsrVtVsEXFjZs6uOw6NnrnrTeatd5m73mXuepe5613mrnfVkTunAUuSJEmSGsdiVZIkSZLUOBarGsqCugPQmJm73mTeepe5613mrneZu95l7nrXJs+d96xKkiRJkhrHkVVJkiRJUuNYrPa4iDgwIlZExMqIOK1l/Z9GxPcj4paIuCwiJg2x/+fL/W+JiE9FxORyfUTER8p+b46I3++w764RcW1E/DAibo2Iv2tp+2BE/Kjc9ysRMWU8zr+XjWPuXhgR10fEoxFxyjDHf0lELC+P/5GIiHL968t8Ph4RPq2vg6bmrqX9lIjIiJjarXOeKJqau4i4MiKWlcudEbGs2+fe6xqQuwsiYlVErG1bv2WZv5UR8Z2I2K07ZzxxNDh3by1/HpdFxP9ExF7dOueJoKl5K9uOiIjbovh95fJunO9E0tTcRcRzI2JJFPXBQERMH/FkMtOlRxdgc+AnwPOBLYAfAHtR/BFiFTCz3O484M1D9HEwEOXyBeBtLeu/Wq7/Q+A7HfZ9NvD75evtgduBvcr3rwYmla/fD7y/7uvVpGWcc/dM4A+AC4BThonhu8DLyv2/ChxUrt8T2AMYAGbXfa2atjQ5d2XbrsA1FJ9jPbXu69Wkpem5a9nmQ8BZdV+vJi0Nyd0fUvy/t7Zt/YnApeXro4Ar675eTVoanruntbw+BPha3derKUvD8zYDuAl4+mB/dV+vJi0Nz90XgePK138KfHak83FktbftB6zMzDsy8zHgCuBQYEfg0cy8vdzuP4HDOnWQmYuzRPFL1OBfOA4FPlM23QBMiYhnt+37i8z8fvn6IeCHwC7l+69n5oZy0xta+lVh3HKXmb/MzKXA+qEOXubyaZl5fbn/Z4A/L/f/YWau6MpZTkyNzV3pw8A/AD6Q4KmanjvKkdYjKH450BNqzV253Q2Z+YsOTYcCl5WvvwTMHRwxF9Dg3GXmr1vebov/brZqbN6AvwYuycwHBvsb/elNaE3O3V7AkvL1tWVcw7JY7W27UPyFZNDqct29wOR4Ygrn4RSjLUMqh/ePBb42Qt9D7b8b8GLgOx2a30QxgqAnjGfuqh5/dYfja2SNzV1EHAL8PDN/MIr++kljc9fiFcD/ZuaPR9FvP6g7d5ViK/9I+yDFL4UqNDl3RMTbI+InwAeAv+1WvxNAk/M2E5gZEd+OiBsi4sAu9TtRNDl3P+CJAvl1wPYRMey/lxarva3TX24H/wpyFPDhiPgu8BCwocO2rT4K/Hdmfmu4vjsGEbEd8GXg5La/UhIR7ymP/fkRjt9vxjN3Yz7+KPbvZ43MXURsA7wHOGsUffWbRuau7f3ROKraSd25G3VsXep7Imhy7sjMSzJzd+BdwBnd6ncCaHLeJlFMBZ5D8W/mJ8Jno7Rqcu5OAfaPiJuA/YGfjxRDx5tq1TNW8+S/iEwH7gbIzOsp/kJPRLya4q9QRMQ1wDTgxsw8oVx3NrAT8JYqfbcq/+LyZeDzmfkvbW3HAX8GzC1/QPSE8cxd1eO3Ts3umF911NTc7Q48D/hBOQNxOvD9iNgvM+8Z5TEmqqbmjrLfScBfAC8ZZb/9oO7cVYltdZnDHYD7u9h/r2ty7lpdAXxsnPruRU3O22rghsxcD/w0IlZQFK9Lu3iMXtbY3GXm3RT/zw0Odh2WmQ+OtJNLjy4Uf2y4g+IX1MEbqPcu255Zft2SYm74nw7RxwnAdcDWbetfy5MfsPTdDvsGxT1XF3doOxC4Ddip7uvUxGU8c9fSfg7D3/y+tMzt4INeDm5rH8AHLPVk7spt7sQHLPVU7sp/N/+r7uvUxKUJuWvZrv2BIW/nyQ9Yuqru69WkpeG5m9Hyeh7FL+q1X7MmLA3P24HAZeXrqRRTXnes+5o1ZWl47qYCm5WvLwDOG7GPui+oy8YtFE/rup3iqV/vaVn/QYoHHq2gmJ471P4byn2XlctZ5foALinbltOhaAH+mGKq080t+x9ctq0s//EYXH9p3deqacs45u5ZFH9V+zWwpnz9tA77zwZuKfv4ZyDK9a8r93kU+F/gmrqvVdOWpuaubZs7sVjtqdwBC4G31n2Nmro0IHcfKNseL7+eU67fiuIJlyspHkTy/LqvVdOWBufun4Bbyz6vpfyF3qXxeQvgHykGRZYDR9V9rZq2NDh3hwM/LmP7BLDlSOcy+MupJEmSJEmN4QOWJEmSJEmNY7EqSZIkSWoci1VJkiRJUuNYrEqSJEmSGsdiVZIkSZLUOBarkqQJJyJuiYjbImJZRPw8Is6pO6ZuiYhzIiIj4gUt6/6+XDe7fL9dRHw8In4SEbdGxH9HxEvLtrUt+z273Gbepj8TSZKGZ7EqSZqoDsrMWcCH6w5kHCwHjmp5fzjFZw4O+gRwPzAjM/cGjqf4MPbfiYjtgcXA+zPz6nGNVpKkMbBYlSRNRJOBRzs1RMSpEbE0Im6OiHPLdbtFxC0t2xweEQvL1wsj4vCqB27dPiLmRMS/l6/3i4jrIuKm8use5frNI+KiiFhexvQ3FQ7zr8Ch5f7PBx4EflW+3x14KXBGZj4OkJl3ZOZ/tMQ4GfgXYFFmLqh6bpIkbUqT6g5AkqRxsD3wUPvKiHg1MAPYDwhgUUT8CXBXF4/9eNl3ux8Bf5KZGyLiAOBC4DBgPvA84MVl2zMqHOPXwKqI2IeiaL0S+KuybW9gWWb+dpj9PwXsD1QpjCVJqoUjq5KkCSUiNge2z8yHOzS/ulxuAr4PvJCieAXYvbzHdRnwwbb9Pli2LYmImSOEsBp4cYf1OwBfLEdwP0xRVAIcAFyamRsAMvP+EfofdAXFVOA/B75ScR+AbYFnUEwNvmQU+0mStElZrEqSJprnA7cP0RbA+zJzVrm8IDM/Wbb9ZHA9cGrbfqeW678AnDPC8T8KvDQibqa4d3TQe4FrM3MfYB6wVUtMWeXE2lwNHAvclZm/bll/K/B7ETHU//GPAkdk5uXA+oh4wxiOLUnSuLNYlSRNNEcA1w/Rdg3wpojYDiAidomIZ46i7/uALcp9T4qIk9o3yMx7MnNuZr4IOKGlaQfg5+Xr41vWfx14a0RMKvt9Rvn1fRHxuqECycxHgHcBF7St/wlwI3BuRETZ14yIOLTcZEPLqPNJwAURscOIZy5J0ibmPauSpAkjIt5GMYJ5V0T8cbl6J2DziPh+Zi6KiD2B68s6bi1wDDDc/Z0A742Ik4EtgbeU614IfHsU4X0AuCwi3gF8s2X9J4CZwM0RsR74f8A/A/sCi4brMDOvGKLpBOBDwMqIWEdRZLePFpOZKyPi0xT3z759FOciSdK4i8yxzDySJKl5ys9TvTMzF1ZZv5HH+nfgLzLzsW712db/NZn5mvHoW5KkXuDIqiRJY5CZfzbO/VuoSpL6miOrkqQJo7zvM9s/tmWo9ZIkqbksViVJkiRJjePTgCVJkiRJjWOxKkmSJElqHItVSZIkSVLjWKxKkiRJkhrHYlWSJEmS1Dj/H2b4mkx5iTIfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 4496\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11344\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 28228\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 21035\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3841\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3804\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3782\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3888\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3553\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3880\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11992\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 13251\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 25003\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 4204\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 30569\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 26966\n"
     ]
    },
    {
     "data": {
      "image/png": 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Zs5qZ3wTuHWWVE4DPZOF6YGZEPHWsdn/9618Pt/+Yv237HvXvRK27s9ofz7ajr9N5/kTHP55tNm/ezD333MOWBx7YbltJkiRJateLa1b3Bza0PN9YzpMeIx95hE333Vd1GJIkSZIaoBd3A44O87bvegMi4izgLIB99tmHgYGBHux+55g+fTpALWOePn03oLexTZs2refHult5Dr2z8sTasmWL57iBzFtzmbvmMnfNZe6ay9w1VxW560WxuhE4oOX5HOCuTitm5hJgCcB+++2Xt912Ww92v3Ns27YNgDrGvHXrUUBvYxsYGOj5sR61dSu77LILg4ODPW1XjzU0NOQ5biDz1lzmrrnMXXOZu+Yyd81VRe56UawuB86OiGUUN1banJk/6UG7tXL66adXHULjxROewMy99646DEmSJEkNMGaxGhFfBAaBWRGxEbgQmAqQmR8HVgLHAeuBrcCfdrPjKVOmDLffiLsBT0T7vbobcERxk6Vext/rY54xYwb77LOPdwOWJEmS1JUxi9XMPG2M5Qm8abw7nj17NhdeeOF4N6vMJZdcQkRw/vnnVx3Kdq65pvh7wQUX9KzNoaEhTjtt1NSP31e+0tv2JEmSJE1avbgbcF9YtWoVq1atqjoMSZIkSeoLFquSJEmSpNqxWJUkSZIk1Y7FqiRJkiSpdnrx0zV9YZ999qk6BEmSJEnqGxarXfryl79cdQiSJEmS1DccBixJkiRJqh2L1S6dd955nHfeeVWHIUmSJEl9wWHAXbruuuuqDkGSJEmS+oY9q5IkSZKk2rFYlSRJkiTVjsWqJEmSJKl2vGa1S3PmzKk6BEmSJEnqGxarXfrc5z5XdQiSJEmS1DccBixJkiRJqh2L1S6dc845nHPOOVWHIUmSJEl9wWHAXVq9enXVIUiSJElS37BnVZIkSZJUOxarkiRJkqTasViVJEmSJNVOV8VqRBwTEesiYn1EnNth+f+IiGsi4qaIuDkijut9qNUaGBhgYGCg6jAkSZIkqS+MeYOliJgCXA68BNgI3BARyzPzlpbV3gVcmZkfi4hDgZXA3AmItzJLliypOgRJkiRJ6hvd9KweAazPzNsz81fAMuCEtnUS2Kt8PAO4q3chSpIkSZL6TWTm6CtEnAQck5mvK5+fARyZmWe3rPNU4F+AvYHdgaMz87sd2joLOAtg9uzZz122bFmvjmPCXXrppQC87W1vqziS7Z1zznwALrusdz+vs2XLFvbYY4+etQcwv/yd2tWXXdbTdvVYE5E7TTzz1lzmrrnMXXOZu+Yyd821I7l78Ytf/N3MXLCj++zmd1ajw7z2Cvc0YGlmfigijgI+GxHPysxHHrNR5hJgCcCCBQtycHBwB0KuxkUXXQRAHWOeObP428vYhoaGen+sZaB1PIeTyYTkThPOvDWXuWsuc9dc5q65zF1zVZG7boYBbwQOaHk+h+2H+b4WuBIgM68DngjM6kWAkiRJkqT+002xegMwLyIOjIhdgVOB5W3r/AhYCBARh1AUq7/oZaCSJEmSpP4xZrGamQ8DZwNXA7dS3PV3bUQsjojjy9XeCvxZRHwf+CJwZo51MawkSZIkSSPo5ppVMnMlxc/RtM67oOXxLcDzextavcyfP7/qECRJkiSpb3RVrAou8w62kiRJkrTTdHPNqiRJkiRJO5XFapdOP/10Tj/99KrDkCRJkqS+4DDgLm3cuLHqECRJkiSpb9izKkmSJEmqHYtVSZIkSVLtWKxKkiRJkmrHa1a7dNRRR1UdgiRJkiT1DYvVLr3vfe+rOgRJkiRJ6hsOA5YkSZIk1Y7FapdOPPFETjzxxKrDkCRJkqS+4DDgLt1zzz1VhyBJkiRJfcOeVUmSJElS7VisSpIkSZJqx2JVkiRJklQ7XrPapYULF1YdgiRJkiT1DYvVLp1//vlVhyBJkiRJfcNhwJIkSZKk2rFY7dKxxx7LscceW3UYkiRJktQXuipWI+KYiFgXEesj4twR1jk5Im6JiLUR8YXehlm9Bx98kAcffLDqMCRJkiSpL4x5zWpETAEuB14CbARuiIjlmXlLyzrzgPOA52fmfRHx5IkKWJIkSZI0+XXTs3oEsD4zb8/MXwHLgBPa1vkz4PLMvA8gM3/e2zAlSZIkSf2km2J1f2BDy/ON5bxWA8BARPx7RFwfEcf0KkBJkiRJUv/p5qdrosO87NDOPGAQmAP8W0Q8KzM3PaahiLOAswBmz57N0NDQeOOtzCGHHAJQy5g3bZoPwNDQ6p61uWXLlp4f6/xNxcthdQ3P4WQyEbnTxDNvzWXumsvcNZe5ay5z11xV5K6bYnUjcEDL8znAXR3WuT4ztwH/FRHrKIrXG1pXyswlwBKABQsW5ODg4A6GvfPVOdaZM4u/vYxxaGio98dcBlrnczkZTEjuNOHMW3OZu+Yyd81l7prL3DVXFbnrZhjwDcC8iDgwInYFTgWWt63zFeDFABExi2JY8O29DFSSJEmS1D/GLFYz82HgbOBq4FbgysxcGxGLI+L4crWrgXsi4hbgGuDtmXnPRAVdhcHBQb8FkiRJkqSdpJthwGTmSmBl27wLWh4n8JZykiRJkiTpcelmGLAkSZIkSTuVxaokSZIkqXYsViVJkiRJtdPVNauCk08+ueoQJEmSJKlvWKx26Y1vfGPVIUiSJElS33AYcJe2bt3K1q1bqw5DkiRJkvqCPatdOu644wAYGhqqNhBJkiRJ6gP2rEqSJEmSasdiVZIkSZJUOxarkiRJkqTasViVJEmSJNWON1jq0plnnll1CJIkSZLUNyxWu2SxKkmSJEk7j8OAu3T33Xdz9913Vx2GJEmSJPUFe1a7dNJJJwH+zqokSZIk7Qz2rEqSJEmSasdiVZIkSZJUOxarkiRJkqTasViVJEmSJNWON1jq0hve8IaqQ5AkSZKkvtFVz2pEHBMR6yJifUScO8p6J0VERsSC3oVYD6eccgqnnHJK1WFIkiRJUl8Ys1iNiCnA5cCxwKHAaRFxaIf19gT+Evh2r4Osgw0bNrBhw4aqw5AkSZKkvtBNz+oRwPrMvD0zfwUsA07osN4lwAeA/+5hfLVxxhlncMYZZ1QdhiRJkiT1hW6K1f2B1i7FjeW8R0XEs4EDMvOrPYxNkiRJktSnurnBUnSYl48ujHgC8GHgzDEbijgLOAtg9uzZDA0NdRVkHWzatAmgljFv2jQfgKGh1T1rc8uWLT0/1vnlOVxdw3M4mUxE7jTxzFtzmbvmMnfNZe6ay9w1VxW566ZY3Qgc0PJ8DnBXy/M9gWcBQxEB8BRgeUQcn5k3tjaUmUuAJQALFizIwcHBHY98J5s5cyYAdYy5DK2nsQ0NDfX+WGt8DieTCcmdJpx5ay5z11zmrrnMXXOZu+aqInfdDAO+AZgXEQdGxK7AqcDy4YWZuTkzZ2Xm3MycC1wPbFeoSpIkSZLUrTF7VjPz4Yg4G7gamAJ8MjPXRsRi4MbMXD56C5PDW9/61qpDkCRJkqS+0c0wYDJzJbCybd4FI6w7+PjDqp9FixZVHYIkSZIk9Y1uhgELWLduHevWras6DEmSJEnqC131rApe//rXA/W8G7AkSZIkTTb2rEqSJEmSasdiVZIkSZJUOxarkiRJkqTasViVJEmSJNWON1jq0rve9a6qQ5AkSZKkvmGx2qWjjz666hAkSZIkqW84DLhLq1evZvXq1VWHIUmSJEl9wZ7VLp1zzjmAv7MqSZIkSTuDPauSJEmSpNqxWJUkSZIk1Y7FqiRJkiSpdixWJUmSJEm14w2WuvTe97636hAkSZIkqW9YrHbpec97XtUhSJIkSVLfcBhwl6699lquvfbaqsOQJEmSpL5gz2qX3vGOdwD+zqokSZIk7Qz2rEqSJEmSasdiVZIkSZJUO10VqxFxTESsi4j1EXFuh+VviYhbIuLmiFgVEU/rfaiSJEmSpH4xZrEaEVOAy4FjgUOB0yLi0LbVbgIWZOZvAVcBH+h1oJIkSZKk/tHNDZaOANZn5u0AEbEMOAG4ZXiFzLymZf3rgdN7GWQdXHbZZVWHIEmSJEl9o5tidX9gQ8vzjcCRo6z/WuBrnRZExFnAWQCzZ89u5J116xjzpk3zARgaWt2zNrds2dLzY52/aRMAq2t4DieTicidJp55ay5z11zmrrnMXXOZu+aqInfdFKvRYV52XDHidGAB8KJOyzNzCbAEYMGCBTk4ONhdlDXw9a9/HYCjjz664ki2N3Nm8beX53NoaKin7QGPBtqkvDfRhOROE868NZe5ay5z11zmrrnMXXNVkbtuitWNwAEtz+cAd7WvFBFHA+8EXpSZD/UmvPp497vfDdSzWJUkSZKkyaabuwHfAMyLiAMjYlfgVGB56woR8WzgE8Dxmfnz3ocpSZIkSeonYxarmfkwcDZwNXArcGVmro2IxRFxfLnaB4E9gC9FxOqIWD5Cc5IkSZIkjambYcBk5kpgZdu8C1oeOzZWkiRJktQz3QwDliRJkiRpp+qqZ1XwiU98ouoQJEmSJKlvWKx26eCDD646BEmSJEnqGw4D7tKKFStYsWJF1WFIkiRJUl+wZ7VLH/rQhwBYtGhRxZFIkiRJ0uRnz6okSZIkqXYsViVJkiRJtWOxKkmSJEmqHYtVSZIkSVLteIOlLn32s5+tOgRJkiRJ6hsWq1064IADqg5BkiRJkvqGw4C7dMUVV3DFFVdUHYYkSZIk9QV7Vrv0sY99DIBTTjml4kgkSZIkafKzZ1WSJEmSVDsWq5IkSZKk2rFYlSRJkiTVjsWqJEmSJKl2vMFSl6666qqqQ5AkSZKkvmGx2qVZs2ZVHYIkSZIk9Y2uhgFHxDERsS4i1kfEuR2WT4uIK8rl346Iub0OtGpLly5l6dKlVYchSZIkSX1hzJ7ViJgCXA68BNgI3BARyzPzlpbVXgvcl5kHRcSpwPuBSfWDpMOF6plnnllpHE20Zs0aVq1axR/ecQcAn774YgAigswc82+rqtatY/sjbTNv3jwWL148Kc9pHWPq1boDAwNcfPHFjTjm8WxTp1gmqv323PXDMTeh/fHkbqLan2zntE7tD+duxowZLFy4kMMPPxxJk083PatHAOsz8/bM/BWwDDihbZ0TgE+Xj68CFkZE9C5MNdWaNWtYsWIFmzdv3m7Z8H9MY/0dzzYTtW4d26/jcTQ9/irPz1htTFRME71NnWKZqPbb5090/HU45ia0P57cTVT7k+2c1rH9zZs3s2LFCtasWbNdG5Kar5tidX9gQ8vzjeW8jutk5sPAZmCfXgSoZlu1ahXbtm2rOgxJkjRJbdu2jVWrVlUdhqQJ0M0Nljr1kLZ/BdbNOkTEWcBZALNnz2ZoaKiL3dfDpk2bAGoZ86ZN8wEYGlrdsza3bNnSk2OdPXs2s2fPBmC36dMBGBgYeNztamTTpk3zHDeQeWsuc9dc5q65OuWujp/RtL1efcbUzldF7ropVjcCB7Q8nwPcNcI6GyNiF2AGcG97Q5m5BFgCsGDBghwcHNyBkKsxc+ZMAOoYcxlaT2MbGhrqSXuXXXbZo0OAj9q6FYDbbrvtcberkQ0MDHiOG8i8NZe5ay5z11ztuZsxYwannXZahRGpW736jKmdr4rcdTMM+AZgXkQcGBG7AqcCy9vWWQ68unx8EvCvOdoFIQ20cuVKVq5cWXUYjbNw4UKmTp1adRiSJGmSmjp1KgsXLqw6DEkTYMxitbwG9WzgauBW4MrMXBsRiyPi+HK1fwD2iYj1wFuA7X7epummT5/O9HIYq7p3+OGHs2jRImbMmLHdsuF7cI31dzzbTNS6dWy/jsfR9PirPD9jtTFRMU30NnWKZaLab58/0fHX4Zib0P54cjdR7U+2c1rH9mfMmMGiRYu8G7A0SXUzDJjMXAmsbJt3Qcvj/wb+uLeh1ctHP/pRAN74xjdWHEnzHH744cV/Il/5CgAXXnhhxRFNbkNDQw6FaiDz1lzmrrnMXXOZO6k/dDMMWMCVV17JlVdeWXUYkiRJktQXLFYlSZIkSbVjsSpJkiRJqh2LVUmSJElS7VisSpIkSZJqJ6r6OdSI+AVwZyU7VzdmAXdXHYR2iLlrJvPWXOauucxdc5m75jJ3zbUjuXtaZu67ozusrFhVvUXEjZm5oOo4NH7mrpmb085rAAAKH0lEQVTMW3OZu+Yyd81l7prL3DVXFblzGLAkSZIkqXYsViVJkiRJtWOxqpEsqToA7TBz10zmrbnMXXOZu+Yyd81l7pprp+fOa1YlSZIkSbVjz6okSZIkqXYsVhsuIo6JiHURsT4izm2Z//sR8b2I+EFEfDoidhlh+8+X2/8gIj4ZEVPL+RERf1u2e3NEPKfDtgdExDURcWtErI2IN7cs+2BE/Ee57f+NiJkTcfxNNoG5e2ZEXBcRD0XE20bZ/3MjYk25/7+NiCjn/3GZz0ciwrv1dVDX3LUsf1tEZETM6tUxTxZ1zV1EXBERq8vpjohY3etjb7oa5O49EbEhIra0zZ9W5m99RHw7Iub25ognjxrn7s/L9+PqiPhWRBzaq2OeDOqat3LZyRFxSxSfV77Qi+OdTOqau4h4WkSsiqI+GIqIOWMeTGY6NXQCpgA/BJ4O7Ap8HziU4kuIDcBAud5i4LUjtHEcEOX0ReANLfO/Vs7/XeDbHbZ9KvCc8vGewG3AoeXzlwK7lI/fD7y/6vNVp2mCc/dk4HeA9wBvGyWG7wBHldt/DTi2nH8IcDAwBCyo+lzVbapz7splBwBXU/yO9ayqz1edprrnrmWdDwEXVH2+6jTVJHe/S/H/3pa2+W8EPl4+PhW4ourzVaep5rnbq+Xx8cA/V32+6jLVPG/zgJuAvYfbq/p81Wmqee6+BLy6fPz7wGfHOh57VpvtCGB9Zt6emb8ClgEnAPsAD2XmbeV6/w84sVMDmbkySxQfooa/4TgB+Ey56HpgZkQ8tW3bn2Tm98rHvwRuBfYvn/9LZj5crnp9S7sqTFjuMvPnmXkDsG2knZe53Cszryu3/wzwh+X2t2bmup4c5eRU29yVPgz8NeANCbZX99xR9rSeTPHhQL9Rae7K9a7PzJ90WHQC8Ony8VXAwuEecwE1zl1m3t/ydHf8d7NVbfMG/BlweWbeN9ze+A9vUqtz7g4FVpWPrynjGpXFarPtT/ENybCN5by7ganxmyGcJ1H0toyo7N4/A/jnMdoeafu5wLOBb3dY/BqKHgT9xkTmrtv9b+ywf42ttrmLiOOBH2fm98fRXj+pbe5avAD4WWb+5zja7QdV566r2MovaTdTfChUoc65IyLeFBE/BD4A/GWv2p0E6py3AWAgIv49Iq6PiGN61O5kUefcfZ/fFMivAPaMiFH/vbRYbbZO39wOfwtyKvDhiPgO8Evg4Q7rtvoo8M3M/LfR2u4YRMQewJeBc9q+pSQi3lnu+/Nj7L/fTGTudnj/49i+n9UydxExHXgncME42uo3tcxd2/PTsFe1k6pzN+7YetT2ZFDn3JGZl2fmM4C/Ad7Vq3YngTrnbReKocCDFP9m/n14b5RWdc7d24AXRcRNwIuAH48VQ8eLatUYG3nsNyJzgLsAMvM6im/oiYiXUnwLRURcDcwGbszM15XzLgT2BV7fTdutym9cvgx8PjP/sW3Zq4GXAwvLN4h+YyJz1+3+W4dmd8yvOqpr7p4BHAh8vxyBOAf4XkQckZk/Hec+Jqu65o6y3V2APwKeO852+0HVuesmto1lDmcA9/aw/aarc+5aLQM+NkFtN1Gd87YRuD4ztwH/FRHrKIrXG3q4jyarbe4y8y6K/+eGO7tOzMzNY23k1NCJ4suG2yk+oA5fQH1YuezJ5d9pFGPDf3+ENl4HXAvs1jb/D3jsDZa+02HboLjm6rIOy44BbgH2rfo81XGayNy1LL+I0S9+v6HM7fCNXo5rWz6EN1hqZO7Kde7AGyw1Knflv5vfqPo81XGqQ+5a1mu/YcibeOwNlq6s+nzVaap57ua1PF5E8UG98nNWh6nmeTsG+HT5eBbFkNd9qj5ndZlqnrtZwBPKx+8BFo/ZRtUn1OnxTRR367qN4q5f72yZ/0GKGx6toxieO9L2D5fbri6nC8r5AVxeLltDh6IF+D2KoU43t2x/XLlsffmPx/D8j1d9ruo2TWDunkLxrdr9wKby8V4dtl8A/KBs4yNAlPNfUW7zEPAz4Oqqz1Xdprrmrm2dO7BYbVTugKXAn1d9juo61SB3HyiXPVL+vaic/0SKO1yup7gRydOrPld1m2qcu/8NrC3bvIbyA71T7fMWwP+i6BRZA5xa9bmq21Tj3J0E/GcZ298D08Y6luEPp5IkSZIk1YY3WJIkSZIk1Y7FqiRJkiSpdixWJUmSJEm1Y7EqSZIkSaodi1VJkiRJUu1YrEqSJp2I+EFE3BIRqyPixxFxUdUx9UpEXBQRGREHtcz7q3LegvL5HhHxiYj4YUSsjYhvRsSR5bItLds9tVxn0c4/EkmSRmexKkmarI7NzPnAh6sOZAKsAU5teX4SxW8ODvt74F5gXmYeBpxJ8WPsj4qIPYGVwPszc8WERitJ0g6wWJUkTUZTgYc6LYiIt0fEDRFxc0RcXM6bGxE/aFnnpIhYWj5eGhEndbvj1vUjYjAivlo+PiIiro2Im8q/B5fzp0TEpRGxpozpL7rYzVeAE8rtnw5sBn5RPn8GcCTwrsx8BCAzb8/Mf2qJcSrwj8DyzFzS7bFJkrQz7VJ1AJIkTYA9gV+2z4yIlwLzgCOAAJZHxAuBH/Vw34+Ubbf7D+CFmflwRBwNvBc4ETgLOBB4drnsSV3s435gQ0Q8i6JovQL403LZYcDqzPz1KNt/EngR0E1hLElSJexZlSRNKhExBdgzMx/osPil5XQT8D3gmRTFK8AzymtcVwMfbNvug+WyVRExMEYIG4Fnd5g/A/hS2YP7YYqiEuBo4OOZ+TBAZt47RvvDllEMBf5D4P92uQ3A7sCTKIYGXz6O7SRJ2qksViVJk83TgdtGWBbA+zJzfjkdlJn/UC774fB84O1t2729nP9F4KIx9v9R4MiIuJni2tFhlwDXZOazgEXAE1tiym4OrM0K4AzgR5l5f8v8tcBvR8RI/8c/BJycmV8AtkXEq3Zg35IkTTiLVUnSZHMycN0Iy64GXhMRewBExP4R8eRxtH0PsGu57dkRcXb7Cpn508xcmJm/BbyuZdEM4Mfl4zNb5v8L8OcRsUvZ7pPKv++LiFeMFEhmPgj8DfCetvk/BG4ELo6IKNuaFxEnlKs83NLrfDbwnoiYMeaRS5K0k3nNqiRp0oiIN1D0YP4oIn6vnL0vMCUivpeZyyPiEOC6so7bApwOjHZ9J8AlEXEOMA14fTnvmcC/jyO8DwCfjoi3AP/aMv/vgQHg5ojYBvwd8BHgcGD5aA1m5rIRFr0O+BCwPiK2UhTZ7b3FZOb6iPgUxfWzbxrHsUiSNOEic0dGHkmSVD/l76nekZlLu5n/OPf1VeCPMvNXvWqzrf2rM/NlE9G2JElNYM+qJEk7IDNfPsHtW6hKkvqaPauSpEmjvO4z23+2ZaT5kiSpvixWJUmSJEm1492AJUmSJEm1Y7EqSZIkSaodi1VJkiRJUu1YrEqSJEmSasdiVZIkSZJUO/8/KOlKb1KpKe4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 19146\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 2559\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 23328\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 17285\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 34154\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11426\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 19166\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 17781\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 4383\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 20223\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 17708\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 17619\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3879\n"
     ]
    },
    {
     "data": {
      "image/png": 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ErgB2jYjVEfG6iDg6Io4umywBbgJWAv8OHFP34BFR6+dE9pns9ic7pjbG36bzmDZtGvvvv7+zAUuSJElT3Lg9q5k55ljLrKZpfdNED7zjjjty0kknTXS3xpx++ulEBCeeeGLToWzkssuqnyeffHLX2hwcHGzfMNtvfhOAORaqkiRJ0pTXjdmA+8LSpUudgVaSJEmSNhOLVUmSJElS61isSpIkSZJax2JVkiRJktQ63fjqmr4wc+bMpkOQJEmSpL5hsVrTRRdd1HQIkiRJktQ3HAYsSZIkSWodi9Wa3v72t/P2t7+96TAkSZIkqS84DLimK664oukQJEmSJKlv2LMqSZIkSWodi1VJkiRJUutYrEqSJEmSWsd7VmuaM2dO0yFIkiRJUt+wWK3pc5/7XNMhSJIkSVLfcBiwJEmSJKl1LFZrOu644zjuuOOaDkOSJEmS+oLDgGtatmxZ0yFIkiRJUt+wZ1WSJEmS1DoWq5IkSZKk1rFYlSRJkiS1Tq1iNSL2iYgVEbEyIk4YYf0jI+KyiLgmIq6LiP26H2qzBgYGGBgYaDoMSZIkSeoL406wFBFbAGcDzwdWA1dFxOLMvKFjs3cBizLznIjYDVgC7DIJ8TZm4cKFTYcgSZIkSX2jTs/qnsDKzLwpM+8GzgcOGLZNAg8qz3cAbuleiJIkSZKkfhOZOfYGEQcB+2Tm68vrI4C9MvPYjm0eAXwdeDCwLbB3Zv5ghLaOAo4CmD179tPPP//8bp3HpDvzzDMBOP744xuOZGPHHbcHAGed1b2v11m7di3bbbdd19rrhj3K99wuO+ushiNptzbmTuMzb73L3PUuc9e7zF3vMne9a1Ny99znPvcHmTlvU49Z53tWY4Rlwyvcw4BzM/ODEfFM4LyIeFJm3nufnTIXAgsB5s2bl/Pnz9+EkJtxyimnANDGmGfMqH52M7bBwcH2nWs50dbF1TKtzJ3GZd56l7nrXeaud5m73mXuelcTuaszDHg1sHPH6zlsPMz3dcAigMy8AnggMKsbAUqSJEmS+k+dYvUqYG5EPDoitgIOBRYP2+YXwAKAiHgCVbH6u24GKkmSJEnqH+MWq5m5ATgWuBT4MdWsv9dHxGkR8ZKy2T8B/xAR1wJfBI7M8W6GlSRJkiRpFHXuWSUzl1B9HU3nspM6nt8APKu7obXLHnvs0XQIkiRJktQ3ahWrgrOcgVaSJEmSNps696xKkiRJkrRZWazWdPjhh3P44Yc3HYYkSZIk9QWHAde0evXqpkOQJEmSpL5hz6okSZIkqXUsViVJkiRJrWOxKkmSJElqHe9ZremZz3xm0yFIkiRJUt+wWK3pve99b9MhSJIkSVLfcBiwJEmSJKl1LFZrOvDAAznwwAObDkOSJEmS+oLDgGu67bbbmg5BkiRJkvqGPauSJEmSpNaxWJUkSZIktY7FqiRJkiSpdbxntaYFCxY0HYIkSZIk9Q2L1ZpOPPHEpkOQJEmSpL7hMGBJkiRJUutYrNa07777su+++zYdhiRJkiT1hVrFakTsExErImJlRJwwyjYHR8QNEXF9RHyhu2E2b/369axfv77pMCRJkiSpL4x7z2pEbAGcDTwfWA1cFRGLM/OGjm3mAm8HnpWZd0TEwyYrYEmSJEnS1FenZ3VPYGVm3pSZdwPnAwcM2+YfgLMz8w6AzPxtd8OUJEmSJPWTOsXqTsCqjtery7JOA8BARHw3Iq6MiH26FaAkSZIkqf/U+eqaGGFZjtDOXGA+MAf4dkQ8KTPX3KehiKOAowBmz57N4ODgRONtzBOe8ASAVsa8Zs0eAAwOLutam2vXrm3due6xpno7LWtZXG3TxtxpfOatd5m73mXuepe5613mrnc1kbs6xepqYOeO13OAW0bY5srMvAf4WUSsoCper+rcKDMXAgsB5s2bl/Pnz9/EsDe/Nsc6Y0b1s5sxDg4Otu+cy4m2Lq6WaWXuNC7z1rvMXe8yd73L3PUuc9e7mshdnWHAVwFzI+LREbEVcCiweNg2XwWeCxARs6iGBd/UzUAlSZIkSf1j3GI1MzcAxwKXAj8GFmXm9RFxWkS8pGx2KXBbRNwAXAa8NTNvm6ygmzB//nw/BZIkSZKkzaTOMGAycwmwZNiykzqeJ/CW8pAkSZIk6X6pMwxYkiRJkqTNymJVkiRJktQ6FquSJEmSpNapdc+q4OCDD246BEmSJEnqGxarNR1zzDFNhyBJkiRJfcNhwDWtW7eOdevWNR2GJEmSJPUFe1Zr2m+//QAYHBxsNhBJkiRJ6gP2rEqSJEmSWsdiVZIkSZLUOharkiRJkqTWsViVJEmSJLWOEyzVdOSRRzYdgiRJkiT1DYvVmixWJUmSJGnzcRhwTbfeeiu33npr02FIkiRJUl+wZ7Wmgw46CPB7ViVJkiRpc7BnVZIkSZLUOharkiRJkqTWsViVJEmSJLWOxaokSZIkqXWcYKmmN77xjU2HIEmSJEl9o1bPakTsExErImJlRJwwxnYHRURGxLzuhdgOhxxyCIccckjTYUiSJElSXxi3WI2ILYCzgX2B3YDDImK3EbbbHngz8L1uB9kGq1atYtWqVU2HIUmSJEl9oU7P6p7Aysy8KTPvBs4HDhhhu9OB9wN/6mJ8rXHEEUdwxBFHNB2GJEmSJPWFOsXqTkBnl+LqsuwvIuKpwM6Z+bUuxiZJkiRJ6lN1JliKEZblX1ZGPAD4EHDkuA1FHAUcBTB79mwGBwdrBdkGa9asAWhlzGvW7AHA4OCyrrW5du3a1p3rHiUHy1oWV9u0MXcan3nrXeaud5m73mXuepe5611N5K5Osboa2Lnj9Rzglo7X2wNPAgYjAuDhwOKIeElmXt3ZUGYuBBYCzJs3L+fPn7/pkW9mM2bMAKCNMZfQuhrb4OBg+861xTlok1bmTuMyb73L3PUuc9e7zF3vMne9q4nc1RkGfBUwNyIeHRFbAYcCi4dWZubvM3NWZu6SmbsAVwIbFaqSJEmSJNU1bs9qZm6IiGOBS4EtgE9l5vURcRpwdWYuHruFqeGf/umfmg5BkiRJkvpGnWHAZOYSYMmwZSeNsu38+x9W++y///5NhyBJkiRJfaPOMGABK1asYMWKFU2HIUmSJEl9oVbPquANb3gD0M7ZgCVJkiRpqrFnVZIkSZLUOharkiRJkqTWsViVJEmSJLWOxaokSZIkqXWcYKmmd73rXU2HIEmSJEl9w2K1pr333rvpECRJkiSpbzgMuKZly5axbNmypsOQJEmSpL5gz2pNxx13HOD3rEqSJEnS5mDPqiRJkiSpdSxWJUmSJEmtY7EqSZIkSWodi1VJkiRJUus4wVJN73nPe5oOQZIkSZL6hsVqTX/zN3/TdAiSJEmS1DccBlzT5ZdfzuWXX950GJIkSZLUF+xZrekd73gH4PesSpIkSdLmYM+qJEmSJKl1LFYlSZIkSa1Tq1iNiH0iYkVErIyIE0ZY/5aIuCEirouIpRHxqO6HKkmSJEnqF+MWqxGxBXA2sC+wG3BYROw2bLNrgHmZ+WTgQuD93Q5UkiRJktQ/6kywtCewMjNvAoiI84EDgBuGNsjMyzq2vxI4vJtBtsFZZ53VdAiSJEmS1DfqFKs7Aas6Xq8G9hpj+9cBl4y0IiKOAo4CmD17dk/OrNvGmNes2QOAwcFlXWtz7dq1rTvXPdasAWBZy+JqmzbmTuMzb73L3PUuc9e7zF3vMne9q4nc1SlWY4RlOeKGEYcD84DnjLQ+MxcCCwHmzZuX8+fPrxdlC3zjG98AYO+99244ko3NmFH97Ob1HBwc7Gp7XVFOtHVxtUwrc6dxmbfeZe56l7nrXeaud5m73tVE7uoUq6uBnTtezwFuGb5RROwNvBN4Tmbe1Z3w2uPd73430M5iVZIkSZKmmjqzAV8FzI2IR0fEVsChwOLODSLiqcDHgZdk5m+7H6YkSZIkqZ+MW6xm5gbgWOBS4MfAosy8PiJOi4iXlM0+AGwHfCkilkXE4lGakyRJkiRpXHWGAZOZS4Alw5ad1PHcsbGSJEmSpK6pMwxYkiRJkqTNqlbPquDjH/940yFIkiRJUt+wWK1p1113bToESZIkSeobDgOu6eKLL+biiy9uOgxJkiRJ6gv2rNb0wQ9+EID999+/4UgkSZIkaeqzZ1WSJEmS1DoWq5IkSZKk1rFYlSRJkiS1jsWqJEmSJKl1nGCppvPOO6/pECRJkiSpb1is1rTzzjs3HYIkSZIk9Q2HAdd0wQUXcMEFFzQdhiRJkiT1BXtWazrnnHMAOOSQQxqORJIkSZKmPntWJUmSJEmtY7EqSZIkSWodi1VJkiRJUutYrEqSJEmSWscJlmq68MILmw5BkiRJkvqGxWpNs2bNajoESZIkSeobtYYBR8Q+EbEiIlZGxAkjrJ8eEReU9d+LiF26HWjTzj33XM4999ymw5AkSZKkvjBuz2pEbAGcDTwfWA1cFRGLM/OGjs1eB9yRmY+LiEOB9wFT6gtJhwrVI488stE4+tnaO+9kzR138MlTT73P8oggM8f9OZF9ern9uXPncmrHNeq1+Ps1poGBgfvkrdvt9/r1aWNMQwYGBjjttNP64vpMlfOYSO7aHH8b2m/i+my99dbsvvvuSJr66vSs7gmszMybMvNu4HzggGHbHAB8pjy/EFgQEdG9MNXvli9fzm233caGDRs2Wjf0n9h4Pyeyj+03234/xjQSr0+7Y2pTLG3ep9dj6vX4p+L1Wb9+PWvWrGH58uUbrZM0tdQpVncCVnW8Xl2WjbhNZm4Afg/M7EaAEsDSpUvJe+9tOgxJktQSS5cubToESZOszgRLI/WQDv+Yq842RMRRwFEAs2fPZnBwsMbh22HNmjUArYx5zZo9ABgcXNa1NteuXduqc509ezZbb7MNUA3b0uimT5/uNepB5q13mbveZe561/Tp03vub0lV2vY3puprInd1itXVwM4dr+cAt4yyzeqImAbsANw+vKHMXAgsBJg3b17Onz9/E0JuxowZMwBoY8wltK7GNjg42KpzPeuss1i/bh0AN954Y8PRtNvAwIDXqAeZt95l7nqXuetdAwMD/OY3v+Gwww5rOhRNUNv+xlR9TeSuzjDgq4C5EfHoiNgKOBRYPGybxcCry/ODgG/mWDdi9aAlS5awZMmSpsPoWwsWLCAeUGvyakmS1AcWLFjQdAiSJtm4f/2Xe1CPBS4FfgwsyszrI+K0iHhJ2eyTwMyIWAm8Bdjo62163TbbbMM2ZRiqNr/dd9+dmTNnMm3axoMBhubyGu/nRPax/Wbb78eYRuL1aXdMbYqlzfv0eky9Hv9UvD5bb701M2bMcEZgqQ/UGQZMZi4BlgxbdlLH8z8Br+huaO3y0Y9+FIBjjjmm4Uj613bbbst2227LySef3HQorTY4OOiwqB5k3nqXuetd5q53ec+j1B8cV1nTokWLWLRoUdNhSJIkSVJfsFiVJEmSJLWOxaokSZIkqXUsViVJkiRJrWOxKkmSJElqnWjq61Aj4nfAzxs5uOqYBdzadBDaJOauN5m33mXuepe5613mrneZu961Kbl7VGY+dFMP2FixqnaLiKszc17TcWjizF1vMm+9y9z1LnPXu8xd7zJ3vauJ3DkMWJIkSZLUOharkiRJkqTWsVjVaBY2HYA2mbnrTeatd5m73mXuepe5613mrndt9tx5z6okSZIkqXXsWZUkSZIktY7Fao+LiH0iYkVErIyIEzqWPy8ifhgRP4qIz0TEtFH2/3zZ/0cR8amI2LIsj4j4cGn3uoh42gj77hwRl0XEjyPi+oj4x451H4iIn5R9vxIRMybj/HvZJObu8RFxRUTcFRHHj3H8p0fE8nL8D0dElOWvKPm8NyKcrW8Ebc1dx/rjIyIjYla3znmqaGvuIuKCiFhWHjdHxLJun3uva0HuzoiIVRGxdtjy6SV/KyPiexGxS3fOeOpoce6OLr+PyyLiOxGxW7fOeSpoa97KuoMj4oao/l75QjfOdyppa+4i4lERsTSq+mAwIuaMezKZ6aNHH8AWwE+BxwBbAdcCu1F9CLEKGCjbnQa8bpQ29gOiPL4IvLFj+SVl+TOA742w7yOAp5Xn2wM3AruV1y8AppXn7wPe1/T1atNjknP3MOB/AWcAx48Rw/eBZ5Y4+gnWAAAIf0lEQVT9LwH2LcufAOwKDALzmr5WbXu0OXdl3c7ApVTfYz2r6evVpkfbc9exzQeBk5q+Xm16tCR3z6D6f2/tsOXHAB8rzw8FLmj6erXp0fLcPajj+UuA/2z6erXl0fK8zQWuAR481F7T16tNj5bn7kvAq8vz5wHnjXc+9qz2tj2BlZl5U2beDZwPHADMBO7KzBvLdv8FHDhSA5m5JAuqP6KGPuE4APhsWXUlMCMiHjFs319l5g/L8z8CPwZ2Kq+/npkbyqZXdrSryqTlLjN/m5lXAfeMdvCSywdl5hVl/88CLy37/zgzV3TlLKem1uau+BDwz4ATEmys7bmj9LQeTPXHgf6q0dyV7a7MzF+NsOoA4DPl+YXAgqEecwEtzl1m/qHj5bb472an1uYN+Afg7My8Y6i9iZ/elNbm3O0GLC3PLytxjclitbftRPUJyZDVZdmtwJbx1yGcB1H1toyqdO8fAfznOG2Ptv8uwFOB742w+rVUPQj6q8nMXd3jrx7h+Bpfa3MXES8BfpmZ106gvX7S2tx1+FvgN5n5PxNotx80nbtasZUPaX9P9UehKm3OHRHxpoj4KfB+4M3dancKaHPeBoCBiPhuRFwZEft0qd2pos25u5a/FsgvA7aPiDH/vbRY7W0jfXI79CnIocCHIuL7wB+BDSNs2+mjwLcy89tjtT1iEBHbARcBxw37lJKIeGc59ufHOX6/mczcbfLxJ7B/P2tl7iJiG+CdwEkTaKvftDJ3w14fhr2qI2k6dxOOrUttTwVtzh2ZeXZmPhZ4G/CubrU7BbQ5b9OohgLPp/o38xPh3Cid2py744HnRMQ1wHOAX44Xw4g31apnrOa+n4jMAW4ByMwrqD6hJyJeQPUpFBFxKTAbuDozX1+WnQw8FHhDnbY7lU9cLgI+n5lfHrbu1cCLgQXlF0R/NZm5q3v8zqHZI+ZXI2pr7h4LPBq4toxAnAP8MCL2zMxfT/AYU1Vbc0dpdxrwcuDpE2y3HzSduzqxrS453AG4vYvt97o2567T+cA5k9R2L2pz3lYDV2bmPcDPImIFVfF6VReP0ctam7vMvIXq/7mhzq4DM/P34+3ko0cfVB823ET1B+rQDdRPLOseVn5Opxob/rxR2ng9cDmw9bDlL+K+Eyx9f4R9g+qeq7NGWLcPcAPw0KavUxsfk5m7jvWnMPbN71eV3A5N9LLfsPWDOMFST+aubHMzTrDUU7kr/27+d9PXqY2PNuSuY7vhE4a8iftOsLSo6evVpkfLcze34/n+VH+oN37N2vBoed72AT5Tns+iGvI6s+lr1pZHy3M3C3hAeX4GcNq4bTR9QX3cvwfVbF03Us369c6O5R+gmvBoBdXw3NH231D2XVYeJ5XlAZxd1i1nhKIFeDbVUKfrOvbfr6xbWf7xGFr+saavVdsek5i7h1N9qvYHYE15/qAR9p8H/Ki08REgyvKXlX3uAn4DXNr0tWrbo625G7bNzVis9lTugHOBo5u+Rm19tCB37y/r7i0/TynLH0g1w+VKqolIHtP0tWrbo8W5+zfg+tLmZZQ/6H20Pm8B/CtVp8hy4NCmr1XbHi3O3UHA/5TYPgFMH+9chv44lSRJkiSpNZxgSZIkSZLUOharkiRJkqTWsViVJEmSJLWOxaokSZIkqXUsViVJkiRJrWOxKkmaciLiRxFxQ0Qsi4hfRsQpTcfULRFxSkRkRDyuY9n/KcvmldfbRcTHI+KnEXF9RHwrIvYq69Z27PeIss3+m/9MJEkam8WqJGmq2jcz9wA+1HQgk2A5cGjH64OovnNwyCeA24G5mflE4EiqL2P/i4jYHlgCvC8zL57UaCVJ2gQWq5KkqWhL4K6RVkTEWyPiqoi4LiJOLct2iYgfdWxzUEScW56fGxEH1T1w5/YRMT8ivlae7xkRl0fENeXnrmX5FhFxZkQsLzH97xqH+SpwQNn/McDvgd+V148F9gLelZn3AmTmTZn5Hx0xbgl8GVicmQvrnpskSZvTtKYDkCRpEmwP/HH4woh4ATAX2BMIYHFE/B3wiy4e+97S9nA/Af4uMzdExN7Ae4ADgaOARwNPLeseUuMYfwBWRcSTqIrWC4DXlHVPBJZl5p/H2P9TwHOAOoWxJEmNsGdVkjSlRMQWwPaZeecIq19QHtcAPwQeT1W8Ajy23OO6DPjAsP0+UNYtjYiBcUJYDTx1hOU7AF8qPbgfoioqAfYGPpaZGwAy8/Zx2h9yPtVQ4JcCX6m5D8C2wEOohgafPYH9JEnarCxWJUlTzWOAG0dZF8B7M3OP8nhcZn6yrPvp0HLgrcP2e2tZ/kXglHGO/1Fgr4i4jure0SGnA5dl5pOA/YEHdsSUdU5smIuBI4BfZOYfOpZfDzwlIkb7P/4u4ODM/AJwT0S8ahOOLUnSpLNYlSRNNQcDV4yy7lLgtRGxHUBE7BQRD5tA27cBW5V9j42IY4dvkJm/zswFmflk4PUdq3YAflmeH9mx/OvA0RExrbT7kPLzvRHxstECycz1wNuAM4Yt/ylwNXBqRERpa25EHFA22dDR63wscEZE7DDumUuStJl5z6okacqIiDdS9WD+IiKeXRY/FNgiIn6YmYsj4gnAFaWOWwscDox1fyfA6RFxHDAdeENZ9njguxMI7/3AZyLiLcA3O5Z/AhgArouIe4B/Bz4C7A4sHqvBzDx/lFWvBz4IrIyIdVRF9vDeYjJzZUR8mur+2TdN4FwkSZp0kbkpI48kSWqf8n2qN2fmuXWW389jfQ14eWbe3a02h7V/aWa+cDLaliSpF9izKknSJsjMF09y+xaqkqS+Zs+qJGnKKPd95vCvbRltuSRJai+LVUmSJElS6zgbsCRJkiSpdSxWJUmSJEmtY7EqSZIkSWodi1VJkiRJUutYrEqSJEmSWuf/A52WYGqX8rBVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11716\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 20955\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 12873\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 27383\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3763\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3869\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 28036\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 4854\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 4862\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3867\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 1316\n"
     ]
    },
    {
     "data": {
      "image/png": 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uwu63jM2bNwPQxJg3bXoR0N3YBgYGGnms7WbMmMHRRx89eqOZMwEYHByc/IAaYGhoqG+OdSoxb73L3PUuc9e7zF3vMne9q47cdaNYXQKcGBEXU9xYaUNm/rwL/TbKMcccU3cIajN9+nTmz59fdxiSJEmSJsGYxWpEfAkYBGZFxDrgPcB0gMz8OLAMOBhYA2wC/rrKjqdNmzbcf+130+39/oubLD2e/ptxHN4NWJIkSVJhzGI1M0edY5lFVfHW8e549uzZvOc97xnvZrU5++yziQhOP/30ukN5jCuuKJ7POOOMrvU5NDQ09vRaSZIkSZok3bgbcF9Yvny5d56VJEmSpC3EYlWSJEmS1DgWq5IkSZKkxrFYlSRJkiQ1Tjd+uqYv7LTTTnWHIEmSJEl9w2K1oi9/+ct1hyBJkiRJfcNpwJIkSZKkxrFYrejUU0/l1FNPrTsMSZIkSeoLTgOu6Kqrrqo7BEmSJEnqG46sSpIkSZIax2JVkiRJktQ4FquSJEmSpMbxmtWKdt1117pDkCRJkqS+YbFa0ec///m6Q5AkSZKkvuE0YEmSJElS41isVnTSSSdx0kkn1R2GJEmSJPUFpwFXtHLlyrpDkCRJkqS+4ciqJEmSJKlxLFYlSZIkSY1jsSpJkiRJapxKxWpEHBgRqyNiTUSc0mH9MyLiioj4QURcFxEHdz/Ueg0MDDAwMFB3GJIkSZLUF8a8wVJETAMuAF4OrANWRMSSzLyxpdlpwKWZeWFE7A0sA3afhHhrs2jRorpDkCRJkqS+UWVkdT9gTWbekpkPABcDh7a1SWDH8vUM4PbuhShJkiRJ6jeRmaM3iDgcODAz31i+PxbYPzNPbGnzNOAbwJOB7YADMvN7Hfo6HjgeYPbs2S+8+OKLu3Uck+68884D4OSTT645ksc66aS5AJx/fvd+Xmfjxo1sv/32XeuvTnPL38ddef75NUeyZUyl3PUT89a7zF3vMne9y9z1LnPXuyaSu5e+9KXfy8x5E91nld9ZjQ7L2ivco4HFmfmhiHgR8LmIeG5mPvyojTIXAYsA5s2bl4ODgxMIuR5nnnkmAE2MeebM4rmbsQ0NDTXyWCekPEFT5njGMKVy10fMW+8yd73L3PUuc9e7zF3vqiN3VaYBrwN2a3m/K4+d5vsG4FKAzLwKeCIwqxsBSpIkSZL6T5VidQUwJyL2iIitgaOAJW1tbgPmA0TEXhTF6q+6GagkSZIkqX+MWaxm5oPAicDlwE0Ud/29ISIWRsQhZbO3A38TET8EvgQcl2NdDCtJkiRJ0giqXLNKZi6j+Dma1mVntLy+Efjj7obWLHPnzq07BEmSJEnqG5WKVcH5fXInWUmSJElqgirXrEqSJEmStEVZrFZ0zDHHcMwxx9QdhiRJkiT1BacBV7Ru3bq6Q5AkSZKkvuHIqiRJkiSpcSxWJUmSJEmNY7EqSZIkSWocr1mt6EUvelHdIUiSJElS37BYrej9739/3SFIkiRJUt9wGrAkSZIkqXEsVis67LDDOOyww+oOQ5IkSZL6gtOAK7rrrrvqDkGSJEmS+oYjq5IkSZKkxrFYlSRJkiQ1jsWqJEmSJKlxvGa1ovnz59cdgiRJkiT1DYvVik4//fS6Q5AkSZKkvuE0YEmSJElS41isVnTQQQdx0EEH1R2GJEmSJPWFSsVqRBwYEasjYk1EnDJCmyMi4saIuCEivtjdMOt33333cd9999UdhiRJkiT1hTGvWY2IacAFwMuBdcCKiFiSmTe2tJkDnAr8cWbeExFPnayAJUmSJElTX5WR1f2ANZl5S2Y+AFwMHNrW5m+ACzLzHoDM/GV3w5QkSZIk9ZMqxeouwNqW9+vKZa0GgIGI+E5EXB0RB3YrQEmSJElS/6ny0zXRYVl26GcOMAjsCvxXRDw3M9c/qqOI44HjAWbPns3Q0NB4463NXnvtBdDImNevnwvA0NDKrvW5cePGRh7rRMxdX/wZrpwixzOWqZS7fmLeepe5613mrneZu95l7npXHbmrUqyuA3Zreb8rcHuHNldn5mbgJxGxmqJ4XdHaKDMXAYsA5s2bl4ODgxMMe8trcqwzZxbP3YxxaGio0cc8LuUJmjLHM4Yplbs+Yt56l7nrXeaud5m73mXuelcduasyDXgFMCci9oiIrYGjgCVtbb4KvBQgImZRTAu+pZuBSpIkSZL6x5jFamY+CJwIXA7cBFyamTdExMKIOKRsdjlwV0TcCFwBvCMz75qsoOswODjot0CSJEmStIVUmQZMZi4DlrUtO6PldQJvKx+SJEmSJD0uVaYBS5IkSZK0RVmsSpIkSZIax2JVkiRJktQ4la5ZFRxxxBF1hyBJkiRJfcNitaITTjih7hAkSZIkqW84DbiiTZs2sWnTprrDkCRJkqS+4MhqRQcffDAAQ0ND9QYiSZIkSX3AkVVJkiRJUuNYrEqSJEmSGsdiVZIkSZLUOBarkiRJkqTG8QZLFR133HF1hyBJkiRJfcNitSKLVUmSJEnacpwGXNGdd97JnXfeWXcYkiRJktQXHFmt6PDDDwf8nVVJkiRJ2hIcWZUkSZIkNY7FqiRJkiSpcSxWJUmSJEmNY7EqSZIkSWocb7BU0Vve8pa6Q5AkSZKkvlFpZDUiDoyI1RGxJiJOGaXd4RGRETGveyE2w5FHHsmRRx5ZdxiSJEmS1BfGLFYjYhpwAXAQsDdwdETs3aHdDsDfAdd0O8gmWLt2LWvXrq07DEmSJEnqC1VGVvcD1mTmLZn5AHAxcGiHdmcD5wK/7WJ8jXHsscdy7LHH1h2GJEmSJPWFKsXqLkDrkOK6ctkjIuL5wG6Z+bUuxiZJkiRJ6lNVbrAUHZblIysjngB8GDhuzI4ijgeOB5g9ezZDQ0OVgmyC9evXAzQy5vXr5wIwNLSya31u3Lixkcc6EXPL3K2cIsczlqmUu35i3nqXuetd5q53mbveZe56Vx25q1KsrgN2a3m/K3B7y/sdgOcCQxEB8HvAkog4JDOvbe0oMxcBiwDmzZuXg4ODE498C5s5cyYATYy5DK2rsQ0NDTXyWCekwbmbDFMqd33EvPUuc9e7zF3vMne9y9z1rjpyV2Ua8ApgTkTsERFbA0cBS4ZXZuaGzJyVmbtn5u7A1cBjClVJkiRJkqoac2Q1Mx+MiBOBy4FpwKcz84aIWAhcm5lLRu9hanj7299edwiSJEmS1DeqTAMmM5cBy9qWnTFC28HHH1bzLFiwoO4QJEmSJKlvVJkGLGD16tWsXr267jAkSZIkqS9UGlkVvOlNbwKaeTdgSZIkSZpqHFmVJEmSJDWOxaokSZIkqXEsViVJkiRJjWOxKkmSJElqHG+wVNFpp51WdwiSJEmS1DcsVis64IAD6g5BkiRJkvqG04ArWrlyJStXrqw7DEmSJEnqC46sVnTSSScB/s6qJEmSJG0JjqxKkiRJkhrHYlWSJEmS1DgWq5IkSZKkxrFYlSRJkiQ1jjdYquicc86pOwRJkiRJ6hsWqxX90R/9Ud0hSJIkSVLfcBpwRVdeeSVXXnll3WFIkiRJUl9wZLWid73rXYC/sypJkiRJW4Ijq5IkSZKkxrFYlSRJkiQ1TqViNSIOjIjVEbEmIk7psP5tEXFjRFwXEcsj4pndD1WSJEmS1C/GLFYjYhpwAXAQsDdwdETs3dbsB8C8zHwecBlwbrcDlSRJkiT1jyo3WNoPWJOZtwBExMXAocCNww0y84qW9lcDx3QzyCY4//zz6w5BkiRJkvpGlWJ1F2Bty/t1wP6jtH8D8PVOKyLieOB4gNmzZ/fknXWbGPP69XMBGBpa2bU+N27c2MhjnYi569cDsHKKHM9YplLu+ol5613mrneZu95l7nqXuetddeSuSrEaHZZlx4YRxwDzgJd0Wp+Zi4BFAPPmzcvBwcFqUTbAN7/5TQAOOOCAmiN5rJkzi+duns+hoaGu9ler8gRNmeMZw5TKXR8xb73L3PUuc9e7zF3vMne9q47cVSlW1wG7tbzfFbi9vVFEHAC8G3hJZt7fnfCa473vfS/QzGJVkiRJkqaaKncDXgHMiYg9ImJr4ChgSWuDiHg+8AngkMz8ZffDlCRJkiT1kzGL1cx8EDgRuBy4Cbg0M2+IiIURcUjZ7IPA9sC/RMTKiFgyQneSJEmSJI2pyjRgMnMZsKxt2Rktr50bK0mSJEnqmirTgCVJkiRJ2qIqjawKPvGJT9QdgiRJkiT1DYvVivbcc8+6Q5AkSZKkvuE04IqWLl3K0qVL6w5DkiRJkvqCI6sVfehDHwJgwYIFNUciSZIkSVOfI6uSJEmSpMaxWJUkSZIkNY7FqiRJkiSpcSxWJUmSJEmN4w2WKvrc5z5XdwiSJEmS1DcsVivabbfd6g5BkiRJkvqG04AruuSSS7jkkkvqDkOSJEmS+oIjqxVdeOGFABx55JE1RyJJkiRJU58jq5IkSZKkxrFYlSRJkiQ1jsWqJEmSJKlxLFYlSZIkSY3jDZYquuyyy+oOQZIkSZL6hsVqRbNmzao7BEmSJEnqG5WmAUfEgRGxOiLWRMQpHdZvExGXlOuviYjdux1o3RYvXszixYvrDkOSJEmS+sKYI6sRMQ24AHg5sA5YERFLMvPGlmZvAO7JzOdExFHAB4Ap9YOkw4XqcccdV2scglWrVrF8+XI2bNhARJCZjzy3Gl72up/+FDL57MKFY7Yd6Xk8bbfUNiO1nTNnDgvbjrXumLoVSxNj6tY2AwMDnHXWWY3OWRNjakIs7blrQkxTJb+Tvc3jyV2TjrlJ53RLxb/XXnuxatUq9t13XyRNXVVGVvcD1mTmLZn5AHAxcGhbm0OBi8rXlwHzIyK6F6ZUWLVqFUuXLmXDhg0Aj/xPrv1/do9a1tZmtLYjPY+n7ZbaptdjmkgsTYypW9uM1MdkxzTZ/fd6zqq0bV/fhJimSn4ne5v29ZN1HJMVfxPP6ZaK/6GHHmLp0qWsWrXqMX1ImjqqFKu7AGtb3q8rl3Vsk5kPAhuAnboRoNRq+fLlbN68ue4wJElSzTZv3szy5cvrDkPSJKpyg6VOI6TtX4VVaUNEHA8cDzB79myGhoYq7L4Z1q9fD9DImNevnwvA0NDKrvW5cePGRh7r7NmzmT179ri2edK22wIwMDAwGSE1zjbbbNM3xzqVmLfeZe56l7nrXa25a+LnFY2sqZ8xNbY6clelWF0H7Nbyflfg9hHarIuIrYAZwN3tHWXmImARwLx583JwcHACIddj5syZADQx5jK0rsY2NDTUyGM9//zzH5kCXNWLNm0C4Oabb56MkBpnYGCgb451KjFvvcvc9S5z17uGczdjxgyOPvrousPRODT1M6bGVkfuqkwDXgHMiYg9ImJr4ChgSVubJcDryteHA9/KThci9LBly5axbNmyusPoe/Pnz2f69Ol1hyFJkmo2ffp05s+fX3cYkibRmMVqeQ3qicDlwE3ApZl5Q0QsjIhDymafAnaKiDXA24DH/LxNr9t2223ZtpxOqvrsu+++LFiwgBkzZgDFXQNbn1s9sqytzWhtR3oeT9sttU2vxzSRWJoYU7e2GamPyY5psvvv9ZxVadu+vgkxTZX8TvY27esn6zgmK/4mntMtFf+0adNYsGCBdwOWprgq04DJzGXAsrZlZ7S8/i3wF90NrVk+9rGPAXDCCSfUHIn23Xff8f3P6YorADjjjDPGaDg1DA0NOSWqB5m33mXuepe5611DQ0MWqlIfqDINWMCll17KpZdeWncYkiRJktQXLFYlSZIkSY1jsSpJkiRJahyLVUmSJElS41isSpIkSZIaJ+r6OdSI+BXw01p2ripmAXfWHYQmxNz1JvPWu8xd7zJ3vcvc9S5z17smkrtnZubOE91hbcWqmi0irs3MeXXHofEzd73JvPUuc9e7zF3vMne9y9z1rjpy5zRgSZIkSVLjWKxKkiRJkhrHYlUjWVR3AJowc9ebzFvvMne9y9z1LnPXu8xd79riufOaVUmSJElS4ziyKkmSJElqHIvVHhcRB0bE6ohYExGntCx/WUR8PyKuj4iLImKrEbb/Qrn99RHx6YiYXi6PiPhI2e91EfGCDtvuFhFXRMRNEXFDRPx9y7oPRsSPym3/NSJmTsbx97JJzN3vR8RVEXF/RJw8yv5fGBG17qKqAAAJY0lEQVSryv1/JCKiXP4XZT4fjgjv1tdBU3PXsv7kiMiImNWtY54qmpq7iLgkIlaWj1sjYmW3j73XNSB374uItRGxsW35NmX+1kTENRGxe3eOeOpocO7eXP73uDIi/jsi9u7WMU8FTc1bue6IiLgxis8rX+zG8U4lTc1dRDwzIpZHUR8MRcSuYx5MZvro0QcwDfgx8Cxga+CHwN4UX0KsBQbKdguBN4zQx8FAlI8vAW9pWf71cvkfAtd02PZpwAvK1zsANwN7l+9fAWxVvv4A8IG6z1eTHpOcu6cC/wt4H3DyKDF8F3hRuf3XgYPK5XsBewJDwLy6z1XTHk3OXbluN+Byit+xnlX3+WrSo+m5a2nzIeCMus9Xkx4Nyd0fUvx/b2Pb8hOAj5evjwIuqft8NenR8Nzt2PL6EOA/6j5fTXk0PG9zgB8ATx7ur+7z1aRHw3P3L8DrytcvAz431vE4strb9gPWZOYtmfkAcDFwKLATcH9m3ly2+3/AYZ06yMxlWaL4EDX8DcehwGfLVVcDMyPiaW3b/jwzv1++/g1wE7BL+f4bmflg2fTqln5VmLTcZeYvM3MFsHmknZe53DEzryq3/yzw6nL7mzJzdVeOcmpqbO5KHwb+EfCGBI/V9NxRjrQeQfHhQL9Ta+7Kdldn5s87rDoUuKh8fRkwf3jEXECDc5eZv255ux3+u9mqsXkD/ga4IDPvGe5v/Ic3pTU5d3sDy8vXV5RxjcpitbftQvENybB15bI7genxuymch1OMtoyoHN4/FviPMfoeafvdgecD13RY/XqKEQT9zmTmrur+13XYv8bW2NxFxCHAzzLzh+Por580NnctXgz8IjP/Zxz99oO6c1cptvJL2g0UHwpVaHLuiIi3RsSPgXOBv+tWv1NAk/M2AAxExHci4uqIOLBL/U4VTc7dD/ldgfwaYIeIGPXfS4vV3tbpm9vhb0GOAj4cEd8FfgM82KFtq48B387M/xqt745BRGwPfBk4qe1bSiLi3eW+vzDG/vvNZOZuwvsfx/b9rJG5i4htgXcDZ4yjr37TyNy1vT8aR1U7qTt3446tS31PBU3OHZl5QWY+G3gncFq3+p0Cmpy3rSimAg9S/Jv5yfDeKK2anLuTgZdExA+AlwA/GyuGjhfVqmes49HfiOwK3A6QmVdRfENPRLyC4lsoIuJyYDZwbWa+sVz2HmBn4E1V+m5VfuPyZeALmfmVtnWvA14FzC//A9HvTGbuqu6/dWp2x/yqo6bm7tnAHsAPyxmIuwLfj4j9MvOOce5jqmpq7ij73Qr4c+CF4+y3H9SduyqxrStzOAO4u4v997om567VxcCFk9R3L2py3tYBV2fmZuAnEbGaonhd0cV99LLG5i4zb6f4/9zwYNdhmblhrI189OiD4suGWyg+oA5fQL1Pue6p5fM2FHPDXzZCH28ErgSe1Lb8lTz6Bkvf7bBtUFxzdX6HdQcCNwI7132emviYzNy1rD+T0S9+X1HmdvhGLwe3rR/CGyz1ZO7KNrfiDZZ6Knflv5v/Wfd5auKjCblradd+w5C38ugbLF1a9/lq0qPhuZvT8noBxQf12s9ZEx4Nz9uBwEXl61kUU153qvucNeXR8NzNAp5Qvn4fsHDMPuo+oT4e34Pibl03U9z1690tyz9IccOj1RTTc0fa/sFy25Xl44xyeQAXlOtW0aFoAf6EYqrTdS3bH1yuW1P+4zG8/ON1n6umPSYxd79H8a3ar4H15esdO2w/D7i+7OOjQJTLX1Nucz/wC+Dyus9V0x5NzV1bm1uxWO2p3AGLgTfXfY6a+mhA7s4t1z1cPp9ZLn8ixR0u11DciORZdZ+rpj0anLv/A9xQ9nkF5Qd6H43PWwD/RDEosgo4qu5z1bRHg3N3OPA/ZWyfBLYZ61iGP5xKkiRJktQY3mBJkiRJktQ4FquSJEmSpMaxWJUkSZIkNY7FqiRJkiSpcSxWJUmSJEmNY7EqSZpyIuL6iLgxIlZGxM8i4sy6Y+qWiDgzIjIintOy7B/KZfPK99tHxCci4scRcUNEfDsi9i/XbWzZ7mllmwVb/kgkSRqdxaokaao6KDPnAh+uO5BJsAo4quX94RS/OTjsk8DdwJzM3Ac4juLH2B8RETsAy4APZObSSY1WkqQJsFiVJE1F04H7O62IiHdExIqIuC4iziqX7R4R17e0OTwiFpevF0fE4VV33No+IgYj4mvl6/0i4sqI+EH5vGe5fFpEnBcRq8qY/rbCbr4KHFpu/yxgA/Cr8v2zgf2B0zLzYYDMvCUz/70lxunAV4Almbmo6rFJkrQlbVV3AJIkTYIdgN+0L4yIVwBzgP2AAJZExJ8Ct3Vx3w+Xfbf7EfCnmflgRBwAnAMcBhwP7AE8v1z3lAr7+DWwNiKeS1G0XgL8dbluH2BlZj40yvafBl4CVCmMJUmqhSOrkqQpJSKmATtk5r0dVr+ifPwA+D7w+xTFK8Czy2tcVwIfbNvug+W65RExMEYI64Dnd1g+A/iXcgT3wxRFJcABwMcz80GAzLx7jP6HXUwxFfjVwL9W3AZgO+ApFFODLxjHdpIkbVEWq5KkqeZZwM0jrAvg/Zk5t3w8JzM/Va778fBy4B1t272jXP4l4Mwx9v8xYP+IuI7i2tFhZwNXZOZzgQXAE1tiyioH1mYpcCxwW2b+umX5DcAfRMRI/4+/HzgiM78IbI6I105g35IkTTqLVUnSVHMEcNUI6y4HXh8R2wNExC4R8dRx9H0XsHW57YkRcWJ7g8y8IzPnZ+bzgDe2rJoB/Kx8fVzL8m8Ab46Ircp+n1I+vz8iXjNSIJl5H/BO4H1ty38MXAucFRFR9jUnIg4tmzzYMup8IvC+iJgx5pFLkrSFec2qJGnKiIi3UIxg3hYRf1Iu3hmYFhHfz8wlEbEXcFVZx20EjgFGu74T4OyIOAnYBnhTuez3ge+MI7xzgYsi4m3At1qWfxIYAK6LiM3APwMfBfYFlozWYWZePMKqNwIfAtZExCaKIrt9tJjMXBMRn6G4fvat4zgWSZImXWROZOaRJEnNU/6e6q2ZubjK8se5r68Bf56ZD3Srz7b+L8/MP5uMviVJ6gWOrEqSNAGZ+apJ7t9CVZLU1xxZlSRNGeV1n9n+sy0jLZckSc1lsSpJkiRJahzvBixJkiRJahyLVUmSJElS41isSpIkSZIax2JVkiRJktQ4FquSJEmSpMb5/0O3wBMAXjDuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 11423\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 30817\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 35318\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 20984\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 29176\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 22038\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 10262\n"
     ]
    },
    {
     "data": {
      "image/png": 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As2bNYmBgoAu73z522mkngEbGvNNOzwG6G9uMGTMaeawan7nrTVMhb89p+Zzsl1HUh4eH++ZYpxpz17vMXe8yd72rjtx1o1jdAOxVeT0XuL/dipm5BFgC8MIXvjDvvvvuLux++3jiiScAaGLMmza9CuhubAMDA408Vo3P3PWmqZC3V23aBBSfRbvvvjsnnHBCzRFtH0NDQwwODtYdhraCuetd5q53mbveVUfuulGsLgPOjIhrKQZWeiQzf9SFdhvlpJNOqjsESeoJO+ywAwsXLqw7DEmS1OM6+emaLwC3APtGxIaIeHNEnB4Rp5errADuAdYBnwTO6GTH06ZNG2n/GY8t+x7zcSLrNrH97m0z9raTHdNktz+RbZoUSz/HNNntNzGmbV13vG2bFP9Y20yfPp3Fixc7GrAkSdpm415Zzcwx+3FlMQTk2ya64zlz5nDBBRdMdLPaXHLJJUQE5513Xt2hbOGmm4rH888/v2ttDg0N9U0XvqnG3PWmKZG3r3wFgLkWqpIkqQu6MRpwX1i5cqWjW0qSJEnSdmKxKkmSJElqHItVSZIkSVLjWKxKkiRJkhqnGz9d0xdmzZpVdwiSJEmS1DcsVjv0pS99qe4QJEmSJKlv2A1YkiRJktQ4Fqsdeuc738k73/nOusOQJEmSpL5gN+AO3XLLLXWHIEmSJEl9wyurkiRJkqTGsViVJEmSJDWOxaokSZIkqXG8Z7VDc+fOrTsESZIkSeobFqsduuaaa+oOQZIkSZL6ht2AJUmSJEmNY7HaobPOOouzzjqr7jAkSZIkqS/YDbhDq1atqjsESZIkSeobXlmVJEmSJDWOxaokSZIkqXEsViVJkiRJjdNRsRoRh0fE2ohYFxHntln+ooi4KSLuiIg7I+KI7odar4GBAQYGBuoOQ5IkSZL6wrgDLEXENOAK4LXABuC2iFiWmXdVVnsPcH1mfiwi9gdWAPMmId7aLFmypO4QJEmSJKlvdHJl9WBgXWbek5m/BK4FjmpZJ4Hdyue7A/d3L0RJkiRJUr+JzBx7hYhjgMMz89Ty9cnAIZl5ZmWdFwD/DDwX2Bk4LDO/0aat04DTAObMmfOb1157bbeOY9JddtllAJxzzjk1R7Kls86aD8Dll3fv53WGh4fZZZddutaeth9z15umQt7ml79Fveryy2uOZPuaCrnrV+aud5m73mXuetfW5O41r3nNNzJzwdbus5PfWY0281or3BOApZn54Yh4FXB1RByQmU89Y6PMJcASgAULFuTg4OBWhFyPCy+8EIAmxjxzZvHYzdiGhoYaeawan7nrTVMib+WHUc8fxwRNidz1KXPXu8xd7zJ3vauO3HXSDXgDsFfl9Vy27Ob7ZuB6gMy8BXg2MLsbAUqSJEmS+k8nxeptwD4RsXdE7AgcDyxrWec+YCFAROxHUaz+rJuBSpIkSZL6x7jFamZuBs4EbgS+QzHq75qIuDgijixXezvwZxHxLeALwCk53s2wkiRJkiSNopN7VsnMFRQ/R1Odd37l+V3A73Q3tGaZP39+3SFIkiRJUt/oqFgVXN5no1tKkiRJUp06uWdVkiRJkqTtymK1QyeddBInnXRS3WFIkiRJUl+wG3CHNmzYUHcIkiRJktQ3vLIqSZIkSWoci1VJkiRJUuNYrEqSJEmSGsd7Vjv0qle9qu4QJEmSJKlvWKx26AMf+EDdIUiSJElS37AbsCRJkiSpcSxWO3T00Udz9NFH1x2GJEmSJPUFuwF36MEHH6w7BEmSJEnqG15ZlSRJkiQ1jsWqJEmSJKlxLFYlSZIkSY3jPasdWrhwYd0hSJIkSVLfsFjt0HnnnVd3CJIkSZLUN+wGLEmSJElqHIvVDi1atIhFixbVHYYkSZIk9YWOitWIODwi1kbEuog4d5R1jo2IuyJiTUR8vrth1u+xxx7jscceqzsMSZIkSeoL496zGhHTgCuA1wIbgNsiYllm3lVZZx/gncDvZObDEfH8yQpYkiRJkjT1dXJl9WBgXWbek5m/BK4FjmpZ58+AKzLzYYDM/Gl3w5QkSZIk9ZNOitU9gfWV1xvKeVUDwEBE/GdE3BoRh3crQEmSJElS/+nkp2uizbxs084+wCAwF/j3iDggMzc+o6GI04DTAObMmcPQ0NBE463NfvvtB9DImDdunA/A0NCqrrU5PDzcyGPV+Mxdb5oKeZu/sfjIX9XjxzFRUyF3/crc9S5z17vMXe+qI3edFKsbgL0qr+cC97dZ59bMfAL4fkSspSheb6uulJlLgCUACxYsyMHBwa0Me/trcqwzZxaP3YxxaGio0ces0Zm73jQl8lZ+GPX8cUzQlMhdnzJ3vcvc9S5z17vqyF0n3YBvA/aJiL0jYkfgeGBZyzp/B7wGICJmU3QLvqebgUqSJEmS+se4xWpmbgbOBG4EvgNcn5lrIuLiiDiyXO1G4MGIuAu4CXhHZj44WUHXYXBw0G+BJEmSJGk76aQbMJm5AljRMu/8yvMEzi4nSZIkSZK2SSfdgCVJkiRJ2q4sViVJkiRJjWOxKkmSJElqnI7uWRUce+yxdYcgSZIkSX3DYrVDZ5xxRt0hSJIkSVLfsBtwhzZt2sSmTZvqDkOSJEmS+oJXVjt0xBFHADA0NFRvIJIkSZLUB7yyKkmSJElqHItVSZIkSVLjWKxKkiRJkhrHYlWSJEmS1DgOsNShU045pe4QJEmSJKlvWKx2yGJVkiRJkrYfuwF36IEHHuCBBx6oOwxJkiRJ6gteWe3QMcccA/g7q5IkSZK0PXhlVZIkSZLUOBarkiRJkqTGsViVJEmSJDWOxaokSZIkqXEcYKlDb33rW+sOQZIkSZL6RkdXViPi8IhYGxHrIuLcMdY7JiIyIhZ0L8RmOO644zjuuOPqDkOSJEmS+sK4xWpETAOuABYB+wMnRMT+bdbbFfhz4GvdDrIJ1q9fz/r16+sOQ5IkSZL6QidXVg8G1mXmPZn5S+Ba4Kg2610CXAr8Vxfja4yTTz6Zk08+ue4wJEmSJKkvdFKs7glULyluKOc9LSIOAvbKzH/oYmySJEmSpD7VyQBL0WZePr0w4lnAR4BTxm0o4jTgNIA5c+YwNDTUUZBNsHHjRoBGxrxx43wAhoZWda3N4eHhRh6rxmfuetNUyNv88nNyVY8fx0RNhdz1K3PXu8xd7zJ3vauO3HVSrG4A9qq8ngvcX3m9K3AAMBQRAL8GLIuIIzPz9mpDmbkEWAKwYMGCHBwc3PrIt7OZM2cC0MSYy9C6GtvQ0FAjj1XjM3e9aUrkrcGfk5NpSuSuT5m73mXuepe561115K6TbsC3AftExN4RsSNwPLBsZGFmPpKZszNzXmbOA24FtihUJUmSJEnq1LhXVjNzc0ScCdwITAM+nZlrIuJi4PbMXDZ2C1PD29/+9rpDkCRJkqS+0Uk3YDJzBbCiZd75o6w7uO1hNc/ixYvrDkGSJEmS+kYn3YAFrF27lrVr19YdhiRJkiT1hY6urAre8pa3AM0cDViSJEmSphqvrEqSJEmSGsdiVZIkSZLUOBarkiRJkqTGsViVJEmSJDWOAyx16D3veU/dIUiSJElS37BY7dBhhx1WdwiSJEmS1DfsBtyhVatWsWrVqrrDkCRJkqS+4JXVDp111lmAv7MqSZIkSduDV1YlSZIkSY1jsSpJkiRJahyLVUmSJElS41isSpIkSZIaxwGWOvT+97+/7hAkSZIkqW9YrHbot3/7t+sOQZIkSZL6ht2AO3TzzTdz88031x2GJEmSJPUFr6x26F3vehfg76xKkiRJ0vbglVVJkiRJUuNYrEqSJEmSGqejYjUiDo+ItRGxLiLObbP87Ii4KyLujIiVEfHi7ocqSZIkSeoX4xarETENuAJYBOwPnBAR+7esdgewIDNfCdwAXNrtQCVJkiRJ/aOTAZYOBtZl5j0AEXEtcBRw18gKmXlTZf1bgZO6GWQTXH755XWHIEmSJEl9o5NidU9gfeX1BuCQMdZ/M/Dldgsi4jTgNIA5c+b05Mi6TYx548b5AAwNrepam8PDw408Vo3P3PWmqZC3+Rs3ArCqx49joqZC7vqVuetd5q53mbveVUfuOilWo828bLtixEnAAuDQdsszcwmwBGDBggU5ODjYWZQN8K//+q8AHHbYYTVHsqWZM4vHbp7PoaGhrran7cfc9aYpkbfyw6jnj2OCpkTu+pS5613mrneZu95VR+46KVY3AHtVXs8F7m9dKSIOA94NHJqZj3cnvOZ473vfCzSzWJUkSZKkqaaT0YBvA/aJiL0jYkfgeGBZdYWIOAj4BHBkZv60+2FKkiRJkvrJuMVqZm4GzgRuBL4DXJ+ZayLi4og4slztQ8AuwBcjYlVELBulOUmSJEmSxtVJN2AycwWwomXe+ZXn9o2VJEmSJHVNJ92AJUmSJEnarjq6sir4xCc+UXcIkiRJktQ3LFY7tO+++9YdgiRJkiT1DbsBd2j58uUsX7687jAkSZIkqS94ZbVDH/7whwFYvHhxzZFIkiRJ0tTnlVVJkiRJUuNYrEqSJEmSGsdiVZIkSZLUOBarkiRJkqTGcYClDl199dV1hyBJkiRJfcNitUN77bVX3SFIkiRJUt+wG3CHrrvuOq677rq6w5AkSZKkvuCV1Q597GMfA+C4446rORJJkiRJmvq8sipJkiRJahyLVUmSJElS41isSpIkSZIax2JVkiRJktQ4DrDUoRtuuKHuECRJkiSpb1isdmj27Nl1hyBJkiRJfaOjbsARcXhErI2IdRFxbpvlMyLiunL51yJiXrcDrdvSpUtZunRp3WFIkiRJUl8Y98pqREwDrgBeC2wAbouIZZl5V2W1NwMPZ+bLIuJ44IPAlPpB0pFC9ZRTTqk1DklqquFHH2Xjww/zqYsuIiLIzKcfq1qXjfY42dt0q/2BgQEu6rNjniqxtOau13PWpFgme5v99tuP1atXc+CBByJp6urkyurBwLrMvCczfwlcCxzVss5RwFXl8xuAhRER3QtTktRkq1ev5sEHH2Tz5s0AT//B2fqHZ7tloz1O9jbdan+0NiY7/jqPearE0rp8smPqh3O6vbZ58sknWb58OatXr95iG0lTRyfF6p7A+srrDeW8tutk5mbgEWBWNwKUJDXfypUryaeeqjsMSX3kiSeeYOXKlXWHIWkSdTLAUrsrpK1ffXWyDhFxGnAawJw5cxgaGupg982wceNGgEbGvHHjfACGhlZ1rc3h4eFGHqvGZ+56U6/nbc6cOTxnp50AGBgYqDma7WvGjBl9d8xThbnrXdXc9fJnZz/q9f/v+lkdueukWN0A7FV5PRe4f5R1NkTEdGB34KHWhjJzCbAEYMGCBTk4OLgVIddj5syZADQx5jK0rsY2NDTUyGPV+Mxdb+r1vF1++eU8tmkTAHfffXfN0WxfAwMDfXfMU4W5610judt999054YQT6g5HE9Dr/9/1szpy10k34NuAfSJi74jYETgeWNayzjLgjeXzY4CvZLsbD3rYihUrWLFiRd1hSFIjLVy4kHhWRwPMS1JX7LDDDixcuLDuMCRNonH/sijvQT0TuBH4DnB9Zq6JiIsj4shytU8BsyJiHXA2sMXP2/S6nXbaiZ3KLm6SpGc68MADmTVrFtOnFx12RsbYazfWXuuy0R4ne5tutT9aG5Mdf53HPFViaV0+2TH1wzndXttMmzaNxYsXOxqwNMV10g2YzFwBrGiZd37l+X8Bf9Ld0JrlyiuvBOCMM86oORJJaqZddt6ZXXbemQsuuKDuULaroaEhuyH2KHPXu4aGhixUpT5gn60OXX/99Vx//fV1hyFJkiRJfcFiVZIkSZLUOBarkiRJkqTGsViVJEmSJDWOxaokSZIkqXGirp9DjYifAT+oZefqxGzggbqD0FYxd73JvPUuc9e7zF3vMne9y9z1rq3J3Ysz83lbu8PailU1W0TcnpkL6o5DE2fuepN5613mrneZu95l7nqXuetddeTObsCSJEmSpMaxWJUkSZIkNY7FqkazpO4AtNXMXW8yb73L3PUuc9e7zF3vMne9a7vnzntWJUmSJEmN45VVSZIkSVLjWKz2uIg4PCLWRsS6iDi3Mv/3I+KbEfHtiLgqIqaPsv3nyu2/HRGfjogdyvkREX9VtntnRPwQ13WaAAAJk0lEQVRGm233ioibIuI7EbEmIv5XZdmHIuK75bZ/GxEzJ+P4e9kk5u7lEXFLRDweEeeMsf/fjIjV5f7/KiKinP8nZT6fighH62ujqbmrLD8nIjIiZnfrmKeKpuYuIq6LiFXldG9ErOr2sfe6BuTufRGxPiKGW+bPKPO3LiK+FhHzunPEU0eDc3d6+e9xVUT8R0Ts361jngqamrdy2bERcVcUf698vhvHO5U0NXcR8eKIWBlFfTAUEXPHPZjMdOrRCZgGfA94CbAj8C1gf4ovIdYDA+V6FwNvHqWNI4Aopy8Ab63M/3I5/7eAr7XZ9gXAb5TPdwXuBvYvX78OmF4+/yDwwbrPV5OmSc7d84H/BrwPOGeMGL4OvKrc/svAonL+fsC+wBCwoO5z1bSpybkrl+0F3EjxO9az6z5fTZqanrvKOh8Gzq/7fDVpakjufovi/73hlvlnAB8vnx8PXFf3+WrS1PDc7VZ5fiTwT3Wfr6ZMDc/bPsAdwHNH2qv7fDVpanjuvgi8sXz++8DV4x2PV1Z728HAusy8JzN/CVwLHAXMAh7PzLvL9f4FOLpdA5m5IksUf0SNfMNxFPDZctGtwMyIeEHLtj/KzG+Wz38BfAfYs3z9z5m5uVz11kq7Kkxa7jLzp5l5G/DEaDsvc7lbZt5Sbv9Z4A3l9t/JzLVdOcqpqbG5K30E+N+AAxJsqem5o7zSeizFHwf6lVpzV653a2b+qM2io4Cryuc3AAtHrpgLaHDuMvPnlZc74+dmVWPzBvwZcEVmPjzS3sQPb0prcu72B1aWz28q4xqTxWpv25PiG5IRG8p5DwA7xK+6cB5DcbVlVOXl/ZOBfxqn7dG2nwccBHytzeI3UVxB0K9MZu463f+GNvvX+Bqbu4g4EvhhZn5rAu31k8bmruJ3gZ9k5v+ZQLv9oO7cdRRb+SXtIxR/FKrQ5NwREW+LiO8BlwJ/3q12p4Am520AGIiI/4yIWyPi8C61O1U0OXff4lcF8h8Bu0bEmJ+XFqu9rd03tyPfghwPfCQivg78AtjcZt2qK4GvZua/j9V22yAidgG+BJzV8i0lEfHuct+fG2f//WYyc7fV+5/A9v2skbmLiJ2AdwPnT6CtftPI3LW8PgGvqrZTd+4mHFuX2p4Kmpw7MvOKzHwp8BfAe7rV7hTQ5LxNp+gKPEjxmfnX4dgoVU3O3TnAoRFxB3Ao8MPxYmh7U616xgae+Y3IXOB+gMy8heIbeiLidRTfQhERNwJzgNsz89Ry3gXA84C3dNJ2VfmNy5eAz2Xm37QseyPwemBh+Q9EvzKZuet0/9Wu2W3zq7aamruXAnsD3yp7IM4FvhkRB2fmjye4j6mqqbmjbHc68MfAb06w3X5Qd+46iW1DmcPdgYe62H6va3Luqq4FPjZJbfeiJudtA3BrZj4BfD8i1lIUr7d1cR+9rLG5y8z7Kf6fG7nYdXRmPjLeRk49OlF82XAPxR+oIzdQv6Jc9vzycQZF3/DfH6WNU4Gbgee0zP9DnjnA0tfbbBsU91xd3mbZ4cBdwPPqPk9NnCYzd5XlFzL2ze+3lbkdGejliJblQzjAUk/mrlznXhxgqadyV35u/lvd56mJUxNyV1mvdcCQt/HMAZaur/t8NWlqeO72qTxfTPGHeu3nrAlTw/N2OHBV+Xw2RZfXWXWfs6ZMDc/dbOBZ5fP3AReP20bdJ9Rp2yaK0bruphj1692V+R+iGPBoLUX33NG231xuu6qczi/nB3BFuWw1bYoW4NUUXZ3urGx/RLlsXfnhMTL/43Wfq6ZNk5i7X6P4Vu3nwMby+W5ttl8AfLts46NAlPP/qNzmceAnwI11n6umTU3NXcs692Kx2lO5A5YCp9d9jpo6NSB3l5bLniofLyznP5tihMt1FAORvKTuc9W0qcG5+/+ANWWbN1H+Qe/U+LwF8P9SXBRZDRxf97lq2tTg3B0D/J8ytr8GZox3LCN/nEqSJEmS1BgOsCRJkiRJahyLVUmSJElS41isSpIkSZIax2JVkiRJktQ4FquSJEmSpMaxWJUkTTkR8e2IuCsiVkXEDyPiwrpj6paIuDAiMiJeVpn3/5TzFpSvd4mIT0TE9yJiTUR8NSIOKZcNV7Z7QbnO4u1/JJIkjc1iVZI0VS3KzPnAR+oOZBKsBo6vvD6G4jcHR/w18BCwT2a+AjiF4sfYnxYRuwIrgA9m5vJJjVaSpK1gsSpJmop2AB5vtyAi3hERt0XEnRFxUTlvXkR8u7LOMRGxtHy+NCKO6XTH1fUjYjAi/qF8fnBE3BwRd5SP+5bzp0XEZRGxuozpf3awm78Djiq3fwnwCPCz8vVLgUOA92TmUwCZeU9m/mMlxh2AvwGWZeaSTo9NkqTtaXrdAUiSNAl2BX7ROjMiXgfsAxwMBLAsIn4PuK+L+36qbLvVd4Hfy8zNEXEY8H7gaOA0YG/goHLZHh3s4+fA+og4gKJovQ74H+WyVwCrMvPJMbb/NHAo0ElhLElSLbyyKkmaUiJiGrBrZj7aZvHryukO4JvAyymKV4CXlve4rgI+1LLdh8plKyNiYJwQNgAHtZm/O/DF8gruRyiKSoDDgI9n5maAzHxonPZHXEvRFfgNwN92uA3AzsAeFF2Dr5jAdpIkbVcWq5KkqeYlwN2jLAvgA5k5v5xelpmfKpd9b2Q+8I6W7d5Rzv8CcOE4+78SOCQi7qS4d3TEJcBNmXkAsBh4diWm7OTAWiwHTgbuy8yfV+avAX49Ikb7P/5x4NjM/DzwREScuBX7liRp0lmsSpKmmmOBW0ZZdiPwpojYBSAi9oyI50+g7QeBHcttz4yIM1tXyMwfZ+bCzHwlcGpl0e7AD8vnp1Tm/zNwekRML9vdo3z8QET80WiBZOZjwF8A72uZ/z3gduCiiIiyrX0i4qhylc2Vq85nAu+LiN3HPXJJkrYz71mVJE0ZEfFWiiuY90XEq8vZzwOmRcQ3M3NZROwH3FLWccPAScBY93cCXBIRZwEzgLeU814O/OcEwrsUuCoizga+Upn/18AAcGdEPAF8EvgocCCwbKwGM/PaURadCnwYWBcRmyiK7NarxWTmuoj4DMX9s2+bwLFIkjTpInNreh5JktQ85e+p3puZSzuZv437+gfgjzPzl91qs6X9GzPzDyajbUmSeoFXViVJ2gqZ+fpJbt9CVZLU17yyKkmaMsr7PrP1Z1tGmy9JkprLYlWSJEmS1DiOBixJkiRJahyLVUmSJElS41isSpIkSZIax2JVkiRJktQ4FquSJEmSpMb5v01DdrFJg8TRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 34854\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3828\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 847\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 21062\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 18806\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 3953\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 15209\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 4352\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 12642\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prb_id: 310\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if PROBE_PLOT:\n",
    "    for prb_id, red_dt in sorted(red_line.items(), key=lambda x: x[1]):\n",
    "        prb = d[d.prb_id == prb_id]\n",
    "        red_dt = pd.to_datetime(red_dt, unit='ns').floor('s')\n",
    "                                 \n",
    "        print 'prb_id: {}'.format(prb_id)\n",
    "        f = figure(figsize=(16,3))\n",
    "        xlim(d.timestamp.min(), d.timestamp.max())\n",
    "        grid()\n",
    "        f.axes[0].xaxis_date(TZ)\n",
    "        xlabel(u'День, час, МСК')\n",
    "        title('prb_id: {}, red_line: {} UTC'.format(prb_id, red_dt))\n",
    "        scatter(list(prb.timestamp), prb.good_cert.astype('int'), color='grey')\n",
    "        axvline(red_dt, color='red')\n",
    "        axvline(blue_dt, color='blue')\n",
    "        axvline(scan_dt, color='black', ls='--')\n",
    "        show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>prb_id</th>\n",
       "      <th>line</th>\n",
       "      <th>dt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>20749</td>\n",
       "      <td>1.537461e+18</td>\n",
       "      <td>2018-09-20 16:37:17.476489216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>14011</td>\n",
       "      <td>1.537467e+18</td>\n",
       "      <td>2018-09-20 18:15:36.665278208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>3959</td>\n",
       "      <td>1.537468e+18</td>\n",
       "      <td>2018-09-20 18:28:15.784489216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>3780</td>\n",
       "      <td>1.537468e+18</td>\n",
       "      <td>2018-09-20 18:34:55.509441280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>34179</td>\n",
       "      <td>1.537469e+18</td>\n",
       "      <td>2018-09-20 18:35:10.699724288</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     prb_id          line                            dt\n",
       "79    20749  1.537461e+18 2018-09-20 16:37:17.476489216\n",
       "46    14011  1.537467e+18 2018-09-20 18:15:36.665278208\n",
       "116    3959  1.537468e+18 2018-09-20 18:28:15.784489216\n",
       "47     3780  1.537468e+18 2018-09-20 18:34:55.509441280\n",
       "117   34179  1.537469e+18 2018-09-20 18:35:10.699724288"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "red = pd.DataFrame.from_records(red_line.items(), columns=['prb_id', 'line'])\n",
    "red['dt'] = pd.to_datetime(red.line, unit='ns')\n",
    "red.sort_values(by=['line'], inplace=True)\n",
    "red.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aRB1n7uw0OQRDferFtG/ujBVfkXfmHQdeiznW6JkvziT4x5k7C82AqLZfFb7Gr4bt+kK844p6X3jMIyVcZwRTEm4OH48AVkA+kdc0XP4N8Eb4d9Mw3+hZR7YBGVHb/4RgZqIdYV4pUeuOIvghlUMQpNwRta5JmFdum88m+IEWXc4bMe0Ye7wjCsgrJc62K6PyqkPQS/oDsBq4JmrdBIIfltH1WBqvfaLer7FlTQzXnU1wncgPBNePzARaRO3bM86+WVHrpxC8b7cQzNxSP+a1axS2Wb7Zbwg+JyMLeM1vIejl3kLwGe5alO+EcPkSghmKthLMOnVOAe+jPDPuEASRUwjGdX9HEKDnzjgzgryz0/wbOCXmvb6Y/TNUDST/7DTNY46xJ/lnp0lUftzZaRJ9VuK0axWCH4DfEbzn5wHdw3VXE3xX/EDw3fU8cHzUvt0IvkO/A54M084N03Jnp5kL9E9QfkpYxx0E77uCvhdT0Ow0ehzgw9xjO6dEJNmY2UCCf2jdC9s22YQ9mC+4+/jCthUpi8wsm2DK13wXXZc1ZjaCIAi/9nDXpawKhxitIfgBPftw10fKLw2nERERKUXunp4MAbwULBzud0w4FOw3BGfYPipkN5FSpSBeREREJLFuBEMRNxJcy3SxJ74mQKTUaTiNiIiIiEiSUU+8iIiIiEiSURAvIiIiIpJkinK76XKvXr16npKScsjL/eGHH6hevfohL/dIpLYsGWrHkqF2LBlqx5KjtiwZaseSUd7bccGCBRvd/bjCtlMQXwQpKSnMnz//kJeblZVFz549D3m5RyK1ZclQO5YMtWPJUDuWHLVlyVA7lozy3o5mFu+u7PloOI2IiIiISJJREC8iIiIikmQUxIuIiIiIJBmNiT9Au3fvZs2aNezcubPUyqhduzbLli0rtfzLE7VlyVA7Fq5q1ao0btyYypUrH+6qiIjIEUxB/AFas2YNNWvWJCUlBTMrlTK2bt1KzZo1SyXv8kZtWTLUjom5O5s2bWLNmjU0a9bscFdHRESOYBpOc4B27txJ3bp1Sy2AF5HkY2bUrVu3VM/QiYgcEpmZkJICFSoEz5mZh7tGEkNB/EE4nAH8nj176NOnD0uXLi3xvN98800GDhxY4vmKlAf6YS8iSS8zE4YMgVWrwD14HjJEgXwZoyA+SVWqVIkXXniB3/zmN+zevRuA77//nqeffvqg8z733HNp2bIlL7/88kHnFc/MmTPp3bs3Xbp0YciQIaVShoiIiByg4cNh+/a8adu3B+lSZmhMfBKrX78+r7zySmQ5N4gfNmzYQef9m9/85qDziOedd97h2Wef5cUXX6RBgwalUoaIiIgchNWri5cuh4V64o8gd999N1988QXp6enceeedrF27lrPOOov09HTatWvHBx98UCLljBgxgkcffRSAd999FzOL3NG2W7dudOzYkdTU1Lg9+ePGjWPHjh307t2bjh07Mnv27Mi6iRMnctxxx5Genk6dOnWYMWMGAFOmTKF9+/a0a9eOu+66K7J9jRo1APjf//5Heno6CxcujKyrWLEi6enpNG/enAsuuACAgQMHRvIcP348ZsbGjRsBeP755+nQoQNpaWn0798/0o7p6emRvNLT0/n222955pln6Ny5M2lpaVx22WVsj+2tEBERSWZNmhQvXQ4LBfElwKx0HrVqFW8WkIcffpiTTz6Z7OxsRo0axYsvvsg555xDdnY2CxcuJD09HYCrrroqEpRGP55//vliH/t9991H8+bNI8tz587l3//+N6NHj44E+tE2bNjAiSeeyJIlS5gyZQoDBgyIXAS4d+9err76arKzs7nooosA+Pbbb7nrrruYNWsW2dnZzJs3j5kzZ0byy8nJ4eKLL2b06NGkpaVF8qlevTrZ2dmMHz8+Xx127tzJ2LFjqV+/PgBLly5l5MiRzJo1i4ULF/LEE09E2jE7O5ujjz468nfDhg259NJLmTdvHgsXLqRNmzY8++yzxW43ERGRMmvkSKhWLW9atWpBupQZGk5zBOvcuTODBg1i9+7dXHzxxZEgfurUqSWS/8svv0znzp1ZsGBBJG39+vX06tWL1atXM2XKlHz7uDv9+/cHoHXr1jRt2pQVK1bQoUMHduzYQdWqVfNsP2/ePHr27Mlxxx0HQEZGBu+//z4XX3wx+/bt45JLLqFBgwb06tUrsk+8fKI99dRTDBgwgMceewyAWbNmcfnll1OvXj0A6tSpk/C4lyxZwm9/+1u+//57tm3bxjnnnJNwexERkaSSkRE8Dx8eDKFp0iQI4HPTpUxQT/wR7KyzzuL999+nUaNG9O/fP9LTXhI98Xv37uWRRx7hnnvuyZNev359li5dyj//+U/GjBmTb79atWoVmOe3335Lw4YN86S5e4Hb79ixgwsvvJCcnBxmzZqVMJ9cOTk5TJkyhZtuuilPGcWZUWTgwIH8+c9/ZvHixdx7772aTlBERI48GRmwciXs2xc8K4AvcxTElwD30nnk5GwtVj1q1qzJ1q3791m1ahX169fnxhtv5IYbbuDTTz8Fgp743OEh0Y/rrruuyGW98MIL9O3bN9J7DcEwlR9//BEI7lq5ZMmSfPt17dqVzHCKqhUrVrB69WpatWrFjh07ePXVVznjjDPybf/ee++xceNG9u7dy5QpU+jRowcA1atX5/bbb+cvf/kLt912Gzt27ABg2rRp+fLJNXr0aG677TaqVKkSSevduzfTpk1j06ZNAGzevDnhsW/dupUTTjiB3bt3R45FRERE5FDScJojSN26dTnjjDNo164d5513Hu3atWPUqFFUrlyZGjVqHNCY94KsW7eO//u//8uX1q9fP9ydPXv28Pjjj+fb7xe/+AWDBw+mXbt2VKlShYkTJ3LUUUfRs2dPrrrqKjp37pxn+xNOOIGHHnqIXr164e6cf/759OvXL882LVu25JprruHee++lcePGfPjhh0yaNCluvd2da6+9Nk9aamoqw4cPp0ePHlSsWJGOHTsyceLEAo/9gQceoGvXrjRt2pT27dvn+eEkIiIicihYouEKEujUqZPnzr6Sa9myZbRp06ZUy9Ut7kuO2rJkqB2LprDvh6ysLHr27HnoKnSEUjuWHLVlyVA7lozy3o5mtsDdOxW2nYbTiIiIiIgkGQXxIiIiIiJJRkG8iIiIiEiSURAvIiIiIpJkFMSLiIiIiCQZBfEiIiIiIklGQbwkjffff59TTjmFSpUqMWPGjEj67Nmz89x5tmrVqsycOROAd999l1NOOYUzzjiD7t278/nnn+fLd9OmTfTq1YsaNWpw6623RtK3bt2aJ9969epx++23R9ZPmzaNtm3bkpqayjXXXBO3zueeey5paWmkpqYydOhQ9u7dCwQ3lPrpT39KixYt+OlPf8p3332Xb9/s7Gy6detGamoqHTp0YOrUqZF1GRkZtGrVinbt2jFo0CB2794NwPLly+nWrRtHHXUUjz76aHGaV0RERJKIgnhJGk2aNGHixIn5AuZevXpF7jo7a9YsqlWrRp8+fQC4+eabyczM5MMPP+Saa67hwQcfzJdv1apVeeCBB/IFvTVr1sxzR9umTZty6aWXAvDZZ5/x0EMP8eGHH7J06dK4N7aCINBfuHAhS5YsYcOGDUyfPh2Ahx9+mN69e/PZZ5/Ru3dvHn744Xz7VqtWjeeff56lS5fy5ptvcvvtt/P9998DQRC/fPlyFi9ezI4dOxg/fjwAderU4cknn+RXv/pVcZpWREREkoyC+CS1cuVKjj766EgvcbNmzRg4cCAAq1atonfv3nTo0IHevXuzevVqAAYOHMjQoUM588wzadmyJa+++ioQBMHp6enUqFGDVq1akZ6ezt///ne2bdvG9ddfT/v27enQoQMvv/wyADVq1ADgf//7H+np6SxcuBAIAuZOnTqRmprKvffeG6lrSkoKGzduBGDjxo2kpKTEPaZHHnmE9u3bk5aWxt13351vfUpKCh06dKBChYLftjNmzOC8886jWrVqAJgZOTk5AGzZsoWGDRvm26d69ep0796dqlWrFpjvZ599xvr16znzzDMBeOaZZ7jllls49thjAahfv37c/WrVqgXAnj172LVrF2YGwCuvvMKAAQMAGDBgQOTMQbSWLVvSokULABo2bEj9+vXZsGEDAOeffz5mhpnRpUsX1qxZE6lH586dqVy5coHHIiIiIslPQXwJGTFiRCSoKuwxZMiQfPsPGTIkzzYjRowotMyTTz450ks8atSoSPqtt97Kddddx6JFi8jIyOC2226LrFu5ciXvvfcer732GkOHDmXnzp3Mnj2b7OxsOnXqRGZmJtnZ2Vx00UU88MAD1K5dm8WLF7No0SLOPvvsSD45OTlcfPHFjB49mrS0NABGjhzJ/PnzWbRoEe+99x6LFi0qcvu98cYbzJw5k48//piFCxfy61//usj7RnvppZe4+uqrI8vjx4/n/PPPp3Xr1kyePDnuj4OimDJlCldddVUkCF+xYgUrVqzgjDPO4LTTTuPNN98scN9zzjmH+vXrU7NmTS6//HIA1q1bxwknnADACSecwPr16xOW/8knn7Br1y5OPvnkPOm7d+9m8uTJnHvuuQd0XCIiIpKcFMQfgebOnRsZctK/f3/mzJkTWXfllVdSoUIFWrRowUknncTy5csLzOedd97hlltuiSzn9jrv27ePSy65hAYNGtCrV6/I+mnTpnHKKafQsWNHli5dyn/+85/Iutze/ujtY8u6/vrrIz3oderUKfZxr127lsWLF3POOedE0kaPHs3rr7/O8uXLuf7667njjjuKnS/k/3GwZ88ePvvsM7KyspgyZQqDBw+ODHWJ9dZbb7F27Vp+/PFHZs2aVeyy165dS//+/ZkwYUK+sxDDhg3jrLPOipwhEBERkfJBQXw5kNt7HPt3vOVo7h53/Y4dO7jwwgvJycmJBKVfffUVjz76KO+++y6LFi2ib9++7Ny5M7JPbm//7Nmzi1VWcUybNo1LLrkkMpRkw4YNLFy4kK5duwJw1VVX8a9//avY+S5cuJA9e/Zw6qmnRtIaN25Mv379qFy5Ms2aNaNVq1Z89tlnBeZRtWpVLrroIl555RUAGjRowNq1a4EgSC9oOE5OTg59+/blwQcf5LTTTsuz7r777mPDhg388Y9/LPYxiYiISHJTEF9CRowYgbsX6TFu3Lh8+48bNy7PNkUZTlOQ008/nZdeegmAzMxMunfvHlk3ffp09u3bxxdffMGXX35Jq1atCsynT58+/PnPf44s586gUr16dW6//Xb+8pe/cNttt7Fjxw5ycnKoXr06tWvXZt26dbzxxhvFqnOfPn147rnn2L59OxDM3lJcU6ZMydNbfuyxx7JlyxZWrFgBwNtvv02bNm0OOl+Aiy++OPKDZOPGjaxYsYKTTjopzzbbtm2LBOp79uzh9ddfp3Xr1gBcdNFFTJo0CYBJkybRr1+/fOXu2rWLSy65hOuuu44rrrgiz7rx48fz1ltvMWXKlITXCIiIiMiRSf/9j0BPPvkkEyZMoEOHDkyePJknnngisq5Vq1b06NGD8847j7Fjxya8mPO3v/0t3333He3atSMtLS1fL3rLli255ppruPfee0lLS6Njx46kpqYyaNAgzjjjjGLV+dxzz+Wiiy6iU6dOpKenx50ecd68eTRu3Jjp06dz0003kZqaGlm3cuVKvv76a3r06BFJq1SpEs888wyXXXYZp59+OpMnT45cO/D3v/+d3//+95FtU1JSuOOOO5g4cSKNGzfOMxRo2rRp+YL4c845h7p169K2bVt69erFqFGjqFu3LgDp6ekA/PDDD1x00UV06NCBtLQ06tevz9ChQwG4++67efvtt2nRogVvv/12ZKz+/PnzGTx4cKTc999/n4kTJ0YuYM7OzgZg6NChrFu3jm7dupGens79998PBBcbN27cmD/+8Y88+OCDNG7cOHJhr4iIiBw5zN0Pdx3KvE6dOvn8+fPzpC1btuyAenWLY+vWrdSsWbPE8hs4cCAXXHBB5OLK8qSk27K8UjsWTWHfD1lZWfTs2fPQVegIpXYsOWrLkqF2LBnlvR3NbIG7dypsO/XEi4iIiIgkmUqHuwJy6EycOPFwV0FERERESoBRGCfrAAAgAElEQVR64kVEREREkoyCeBERERGRJFNqQbyZnWtm/zWzz83s7qj0s83sUzNbYmaTzCzukB4zywz3X2Jmz5lZ5TC9tZnNNbMfzexXCco/1cwWh+U/aeEk5GZWx8zeNrPPwudjS/rYRURERERKU6kE8WZWEXgKOA9oC1xtZm3NrAIwCfiZu7cDVgEDCsgmE2gNtAeOBgaH6ZuB24D8cxDmNQYYArQIH7n3pb8beNfdWwDvhssiIiIiIkmjtHriuwCfu/uX7r4LeAnoB9QFfnT3FeF2bwOXxcvA3V/3EPAJ0DhMX+/u84DdBRVuZicAtdx9brj/88DF4ep+BD8kCJ8vjpOFHGLjx4/nzDPPpFOnTtx3332HuzpSxi1evJjLLruMrl270rlzZ/bu3Xu4qyQiInJIldbsNI2Ar6OW1wBdgY1AZTPr5O7zgcuBExNlFA6j6Q/8opjlr4kpv1H4dwN3Xwvg7mvNLO797s1sCEFPPg0aNCArKyvP+tq1a7N169ZiVKn49u7dW+pllAXPP/88n3zyCVOmTKF27doAJX7c5aUtS1tZaMcNGzYwaNAgHn/8cTp06AAQudNvWbFz58583xnRtm3blnC9FI3aseSoLUuG2rFkqB2LyN1L/AFcAYyPWu4P/Cn8uxvwAUHv+oPAvwvJ6xng8TjpI4BfFbBPZ+CdqOUzgX+Ef38fs+13hR3Pqaee6rH+85//5EtL6IUX3Js2dTcLnl94odBdcnJyClz31VdfOeBjxoxxd/c9e/Z4w4YNfcCAAe7uvnLlSj/77LO9ffv2fvbZZ/uqVavc3X3AgAHeqFEj37Nnj7u7P/300w74V1995e7ukydP9s6dO3taWpoPGTIksl316tUjZc+bN8979Ojh27dv97S0NE9LS/PKlSt7u3btPC0tzefNm+cDBgzw6dOn56nzqFGj/N577813LF26dPE+ffp4u3btvGvXrr5w4cLIunvvvdcbNmzoaWlpXr16dZ83b567uz/22GOemprqqampPnr06EibpKamunvw+nTo0MFXr17tX331lbdp08bd3Xft2uXNmjXzW265JdIeN910k3fv3t1btGjh//jHP9zdfceOHT5w4EBv166dp6en+6xZs9zdfcKECV6vXj3v0KGDn3zyyf7iiy9G6jlq1Ch3d3/ooYd84MCB+dLfeecdByLHEK1p06a+YcMGd3ffsGGDN23aNHJM3bt3944dO3rHjh39ww8/zLfvV1995a1atfLrrrvO27dv75dddpn/8MMP7u5+3333eadOnTw1NdVvvPFG37dvn7u733rrrd6xY0dv1aqVDx8+PHJsue3i7n7LLbf4hAkT8tQv+j3Zt29fnz17tq9cudKbN2/uGzZs8L1793r37t39rbfeylfPChUqRN4vLVu29B49ekTa6Nprr/VevXp58+bNfdy4ce7uvm/fPv/Vr37lqamp3q5dO3/ppZfc3f2pp57ybt26eZs2bQp8/d3dp0+fHvk8RL8fn3nmGQd8w4YNBb5n3N379evnp5xyirdt29b/8pe/uLsX+VgL+36YPXt2wvVSNGrHkqO2LBlqx5JR3tsRmO9FiLdLazjNGvL2sDcGvgXwYIjLme7eBXgf+AzAzN4ys2wzG5+7k5ndCxwH3HEA5TeOVz6wLhxukzvsZn0x8y6+zEwYMgRWrQL34HnIkCD9IDRv3pyZM2cC8Oabb3Liifub/NZbb+W6665j0aJFZGRkcNttt0XWNWrUiLfeeguAV155hebNmwPBXSanTp3Khx9+SHZ2NhUrViQzQR2PPvposrOzyc7OpmHDhsyePZvs7Gw6dSr0JmN5rF+/ntNPP53Fixfzhz/8geuuuy6ybu/evfzyl7/Mk++CBQuYMGECH3/8MR999BHPPPMM//73vyP7fPPNN/zsZz/jxRdfzNMmAOPGjaNGjRp50lauXMl7773Ha6+9xtChQ9m5cydPPfUUEAzbmDJlCgMGDGDnzp0AXHXVVSxcuJCHHnqI6dOn58nr+eef54MPPuCZZ57Jd5z33XdfpK2Lqn79+rz99tt8+umnTJ06Nc/rGO2///0vQ4YMYdGiRdSqVYunn34aCN4H8+bNY8mSJezYsYNXX30VgD/96U98+umnzJ07lyeeeCJybAeiadOm3HXXXQwdOpTHHnuMtm3b0qdPn3zbRb9fYt9XixYt4rXXXmPu3Lncf//9fPvtt/z1r38lOzubhQsX8s4773DnnXeydu1aNmzYQE5ODvPmzYv7+ieyc+dOxo4dS/36eU/AxXvPPPfccyxYsID58+fz5JNPsmnTpiIfq4iISGkrrSB+HtDCzJqZWRXgZ8DfAXKHr5jZUcBdwFgAdz/H3dPdfXC4fjBwDnC1u+8rTuEeDJfZamanhbPSXAe8Eq7+O/svph0QlV56hg+H2NP927cH6QfhqKOOonnz5ixdupTJkydz7bXXRtbNnTuXa665BoD+/fszZ86cyLr+/fszefJklixZQosWLTjqqKMAePfdd1mwYAGdO3cmPT2dd999ly+//BKAHTt2kJ6eTnp6OhkZGUWq35133kl6ejq9e/dmxYoVBW7n7vTv3x+As88+m02bNrFly5ZIuVWrVs2z/Zw5c7jkkkuoXr06NWrU4NJLL+WDDz4AglNw5557Lj179iQ1NTXPftu3b2fChAncfPPNedKvvPJKKlSoQIsWLTjppJNYvnw5c+bMidSpdevWNG3aNHIMU6dOpUOHDtxwww158nrnnXcYPHgwDz74IJUq5R2p9vLLL9O5c2caNWpEQXr16kV6ejq9evWKpO3evZsbb7yR9u3bc8UVV/Cf//wn7r4nnngiZ5xxBgDXXntt5PWePXs2Xbt2pX379syaNYulS5dG9rnwwgtp1KgRd9xxR6SNp06dGnmdp06dmq9+p59+Otdeey07duzIs27w4MFs3bqVsWPH8uijhV1znl+/fv04+uijqVevHr169eKTTz5hzpw5XH311VSsWJEGDRrQo0cP5s2bh7tz6aWXxn39v/jii0j977zzznzlPPXUUwwYMICjjz46klbQe+bJJ58kLS2N0047ja+//prPPvusRI5VRESkJJRKEO/ue4BbgbeAZcA0d8+NHu40s2XAIoIhLrMKyGYs0ACYG/bQ/x7AzI43szUEvfO/NbM1ZlYrzv43A+OBz4EvgDfC9IeBn5rZZ8BPw+XStXp18dKL4frrr+eRRx5hz549HH/88QVuF86wCcDxxx/P7t27GTVqFNdff30k3d0ZMGBApLf0v//9LyNGjAAS96IWZNSoUWRnZ3P11VdH8omnVq38L19ufb/99lsaNmyYZ11wpim+r7/+mnvuuYfZs2ezbNmyPOsef/xxhgwZkieAiy4rejlRGVdddRWLFi1iwYIF3HrrrZH0L7/8khdeeIE77rgjz/579+7lkUce4Z577ikwTyByJmP27NmRtNGjR9OgQQMWLlzI/Pnz2bVrV9x94x3Dzp07GTZsGDNmzGDx4sXceOONeXrc//GPf/D111/z2muvkZOTEzm23Nf5qquuyle/Dz/8EDNj8uTJedZt376dNWuCy1C2bduW8DiLWv+CXoN475dcJ598cqT+o0aNyrMuJyeHKVOmcNNNN+VJj/eeycrK4p133mHu3LksXLiQjh07RtruYI9VRESkJJTaPPEezC7T0t1PdveRUel3unsbd2/l7o8n2L9SuG96+Lg/TP+fuzd291rufkz4d06c/ee7e7swj1vDMUa4+yZ37+3uLcLnzaVx/Hk0aVK89GI49dRTWb9+fZ5gHOD000/npZdeAiAzM5Pu3bvnWX/99dezfv16TjnllEha7969mTFjBuvXByOMNm/ezKpVqw66jnXr1i0w+ATo2rVr5IdBVlYW9erVo1atWmzcuJEPPviArl275tn+rLPOYubMmWzfvp0ffviBv/3tb5x55pkAtGnThmuuuYY//elP3HTTTZFAMCcnh5kzZzJo0KB85U+fPp19+/bxxRdf8OWXX9KqVSvOOuusSJ1WrFjB6tWradWqVZ79atasyaZNmyLLQ4YM4corr6RZs2Z5htO88MIL9O3bl3r16hWn2QDYsmULJ5xwAhUqVGDy5MkFzsKyevVq5s6dC8CUKVPo3r17JOisV68e27ZtY8aMGZHtv//+ewAqV67MunXr8hxHImZGnTp18r2ed911FxkZGdx///3ceOONxT7OV155hZ07d7Jp0yaysrLo3LkzZ511FlOnTmXv3r1s2LCB999/ny5dutC1a1f+9re/xX39Exk9ejS33XYbVapUyZMe7z2zZcsWjj32WKpVq8by5cv56KOPSuxYRURESkJpzU4j0UaODMbARw+pqVYtSC8Bb7wRnGSIDtKefPJJBg0axKhRozjuuOOYMGFCnn369u1L375986S1bduWBx98kD59+rBv3z4qV67MU089RdOmTQ+oXr/73e94/PHH+fHHH/nLX/7CrFnxT7o88MADDBw4kA4dOlC9enUmTQpmAO3evTsjRozghBNOyLP9KaecwsCBA+nSpQsQDG/o2LEjK1eujGzTo0cPWrduzZgxYzj//PP55ptveOyxx/INcwFo1aoVPXr0YN26dYwdO5aqVasybNgwhg4dSvv27alUqRITJ06MDDuaOnUqc+bM4ccff+Sxxx7Ll99jjz1Gt27duPDCCwFYt24d//d//1f8BgSGDRvGZZddxvTp0+nVqxfVq1ePu12bNm2YNGkSN910Ey1atODmm2+mWrVqkaE4KSkpdO7cObL9FVdcwfr169m+fTs33HADzZo147333ktYlwsuuAB3p3bt2tx///28+eabALz33nvMmzePDz/8kIoVK/Lyyy8zYcKEfD8sE+nSpQt9+/Zl9erV/O53v6Nhw4ZccsklzJ07l7S0NMyMRx55hOOPP57jjz+eK664gk6dOlGhQgVuvPHGfK9/PO6eZ8hZrOj3zA033MDYsWPp0KEDrVq14rTTTiuxYxURESkJlmjYgAQ6derk8+fPz5O2bNky2rRpU/RMMjODMfCrVwc98CNHQiFjy7du3UrNmjUPpMoSo6C2HDhwIBdccAGXX375YahVyVi5ciUXXHABS5YsKfWySuM9OWLECGrUqMGvflXgDZiTTmHfD1lZWfTs2fPQVegIpXYsOWrLkqF2LBnlvR3NbIG7FzpLiHriD5WMjEKDdhERERGRolAQL+XaxIkTD3cVDlpKSsoh6YUvLYkuehYREZH4Su3CVhERERERKR0K4g+CricQkVj6XhARkUNBQfwBqlq1Kps2bdI/bBGJcHc2bdqU7wZlIiIiJU1j4g9Q48aNWbNmDRs2bCi1Mnbu3KlgoISoLUuG2rFwVatWpXHjxoe7GiIicoRTEH+AKleuTLNmzUq1jKysLDp27FiqZZQXasuSoXYUEREpGzScRkRERKS8y8yElBSoUCF4Du9aLmWXeuJFREREyrPMzLx3ll+1KlgG3eOmDFNPvIiIiEh5Nnz4/gA+1/btQbqUWQriRURERMqz1auLly5lgoJ4ERERkfKsSZPipUuZoCBeREREpDwbORKqVcubVq1akC5lloJ4ERERkfIsIwPGjYOmTcEseB43The1lnGanUZERESkvMvIUNCeZNQTLyIiIiKSZBTEi4iIiIgkGQXxIiIiIiJJRkG8iIiIiEiSURAvIiIiIpJkFMSLiIiIiCQZBfEiIiIiIklGQbyIiIiISJJREC8iIiIikmQUxIuIiIiIJBkF8SIiIiIiSUZBvIiIiIhIklEQLyIiIiKSZBTEi4iIiIgkGQXxIiIiIiJJRkG8iIiIiEiSURAvIiIiIpJkFMSLiIiIiCQZBfEiIiIiIklGQbyIiIiISJJREC8iIiIikmQUxIuIiIiIJBkF8SIiIiIiSUZBvIiIiIhIklEQLyIiIiKSZBTEi4iIiIgkGQXxIiIiIiJJRkG8iIiIiEiSURAvIiIiIpJkFMSLiIiIlDeZmZCSAhUqBM+ZmYe7RlJMlQ53BURERETkEMrMhCFDYPv2YHnVqmAZICPj8NVLikU98SIiIiLlyfDh+wP4XNu3B+mSNBTEi4iIiJQnq1cXL13KJAXxIiIiIuVJkybFS5cySUG8iIiISHkyciRUq5Y3rVq1IF2ShoJ4ERERkfIkIwPGjYOmTcEseB43The1JhnNTiMiIiJS3mRkKGhPcuqJFxERERFJMgriRURERESSjIJ4EREREZEkoyBeRERERCTJKIgXEREREUkyCuJFRERERJKMgngRERERkSSjIF5EREREJMkoiBcRERERSTIK4kVEREREkoyCeBERERGRJKMgXkREREQkySiIFxERERFJMgriRURERESSjIJ4EREREZEkoyBeRERERCTJKIgXEREREUkyCuJFRERERJKMgngRERERkSSjIF5EREREJMkoiBcRERERSTIK4kVEREREkoyCeBERERGRJKMgXkREREQkySiIFxERERFJMgriRURERJJNZiakpECFCsHzsGHFW87MPHx1lxKhIF5ERESkOAoKoBcsOLCAOl6AnShIr1cPBg2CVavAPXgeM6Z4y0OGKJBPcpUOdwVEREREypTMTBg+HFavhiZN4Pzz4fXXg+U6dWDrVti1K9g2N0DOVRLL118PZgWXsWnTwR/j9u3BMWZkHHxeclgoiBcREZHyLTpoLyxIL4kAujC7d5d+GRAcryQtDacRERGR8iPeMJUhQ/YPNdm0aX8Af6Rr0uRw10AOQqkF8WZ2rpn918w+N7O7o9LPNrNPzWyJmU0ys7hnA8wsM9x/iZk9Z2aVw3QzsyfDfBeZ2Slx9j3RzGab2TIzW2pmv4ha90C4X7aZ/dPMGpbG8YuIiEgZEB20xxtLPnZsMLSkvKlWDUaOPNy1kINQKkG8mVUEngLOA9oCV5tZWzOrAEwCfubu7YBVwIACsskEWgPtgaOBwWH6eUCL8DEEGBNn3z3AL929DXAacIuZtQ3XjXL3Du6eDrwK/P6gDlZERETKpszMwnvZ3Q9P3RKpXBmqVCl8m7p1g7HzTZvCzTcHz0VdHjdO4+GTXGmNie8CfO7uXwKY2UtAP2AD8KO7rwi3exu4B3g2NgN3fz33bzP7BGgcLvYDnnd3Bz4ys2PM7AR3Xxu171pgbfj3VjNbBjQC/uPuOVHFVAfK4KdXREREDtrw4aXTy165MtSqBZs3573wFYIAOfpC2NgLY4uynNtDXtDFtbnbKAgv10oriG8EfB21vAboCmwEKptZJ3efD1wOnJgoo3AYTX8gd0hMvLwbEQbtcfZPAToCH0eljQSuA7YAvYp4TCIiIpJMinrhplneHvmCgvTCAuisLFi5siRqHlCQLgmYl8JpJDO7AjjH3QeHy/2BLu7+czPrBjwCHAX8E+jr7h0T5PUM8IO73x4uvwY85O5zwuV3gV+7+4I4+9YA3gNGuvtf46y/B6jq7vfGWTeEYLgODRo0OPWll14qVhuUhG3btlGjRo1DXu6RSG1ZMtSOJUPtWDLUjiXniG3LxYsLv0i1QoVgWMqWLcG2VapAo0bBLDXFdMS24yFW3tuxV69eC9y9U2HblVZP/Bry9rA3Br4FcPe5wJkAZtYHaBn+/RbQAJgfFfzfCxwH3FSUvKOFPfgvA5nxAvjQi8BrQL4g3t3HAeMAOnXq5D179kx0vKUiKyuLw1HukUhtWTLUjiVD7Vgy1I4l54hty2++CcbERw+pie1lL8FhKUdsOx5iaseiKa3ZaeYBLcysmZlVAX4G/B3AzOqHz0cBdwFjAdz9HHdPjwrgBwPnAFe7+76ovP8OXBfOUnMasCV6PHy4rxGMs1/m7n+MWdciavEiYHlJHbSIiIiUIRkZwQWc0Rd0TpgAGzfCvn3B0BcNWZEkVSo98e6+x8xuBd4CKgLPufvScPWdZnYBwQ+IMe4+q4BsxhLMXjM3iMn5q7vfD7wOnA98DmwHro+z7xkE4+gXm1l2mPab8GLZh82sFbAvzH/owR2tiIiIlFkZGQrU5YhUandsDQPm1+Ok3wncWYT949YtnJXmlkL2nQNYAesuK6xsEREREZGyTHdsFRERkSNH7B1ZMzMPd41ESkWp9cSLiIiIHFK5N3fKvZB11apgGTSkRo446okXERGRI0O8mztt3x6kixxhFMSLiIjIkaGgmzsV9aZPIklEQbyIiIgcGZo0KV66SBJTEC8iIiLJK/pC1m3bgjuuRqtWLbihk8gRRkG8iIiIJKfcC1lXrQJ32LQpeK5bd//NncaN00WtckTS7DQiIiKSnOJdyLp7N9SoEdyVVeQIpp54ERERSU66kFXKMQXxIiIikpx0IauUYwriRUREJDmNHBlcuBpNF7JKOaEgXkRERJJTRkZw4WrTprqQVcodXdgqIiIiySsjQ0G7lEvqiRcREZHkET0vfEpKsCxSDqknXkRERJJD7rzwudNKrloVLIN646XcUU+8iIiIJId488Jv3x6ki5QzCuJFREQkOWheeJEIBfEiIiKSHDQvvEiEgngRERFJDpoXXiRCQbyIiIgkB80LLxKh2WlEREQkeWheeBFAPfEiIiIiIklHQbyIiIiISJJREC8iIiJll+7QKhKXxsSLiIhI2aQ7tIoUSD3xIiIiUnZE97wPGKA7tIoUQD3xIiIiUjbE9rzv3Rt/O92hVUQ98SIiInIYFdbzHo/u0CqinngRERE5TIra8x5Nd2gVAdQTLyIiIofSgfS8V6yoO7SKxFBPvIiIiBwaB9rzrsBdJB/1xIuIiMihMXy4et5FSoiCeBERETkwsTdiGjYs8fKqVYXnWa0aTJoE+/bBypUK4EUKoCBeREREAsUJyuvVg0GDgsDcPXgeMybxsln8ctXzLlJsCuJFRETKi4KC9AULih+Ub9oEu3YVr3z3/IG8et5FDogubBURESkPYi8qzQ3Kc23adGjq4R70uK9eHcz3PnKkAneRA6AgXkRE5EiUmRlcSJobLG/bVrSLSktb06ZBj7uIHBQF8SIiIkeC6KC9Th3YunX/cJeiXFB6KOhGTSIlRmPiRUREkkGii05jx7MfyHj1A1G5MtStu/+i1JtvDp4LWtZFqyIlRj3xIiIiZd2hGs9euTLUqgWbNwdDcM4/H15/ff+QnNhljWcXOWwUxIuIiJR1Rb1JUmHq1oUaNfIH5RD0lCsoF0kaCuJFRETKutWrDz6PatXgiSfiB+lZWbrYVCTJaEy8iIhIWdekSfH3iR2vrvHoIkcUBfEiIiJl3ciRQU96IrFB+4QJsHGjbqIkcoRSEC8iIlLWZWQEPemJZn5R0C5SrmhMvIiISDLIyFBgLiIR6okXEREREUkyCuJFRETKotibO2VmHu4aiUgZouE0IiIiZU28mzsNGRL8rSE1IoJ64kVERMqeeDd32r49SBcRQUG8iIhI6YgdDjNsWNGXV62Kn2dJ3PRJRI4IGk4jIiJS0uINhxkzZv/6wpYLciA3fRKRI5J64kVEREpavOEwB6tateCmTyIiKIgXEREpeSU57CX3Zk7jxumiVhGJUBAvIiJSXIWNd69Tp2TKadpUd2AVkbg0Jl5ERKQ4ijLevXJlqFIFdu068HI0fEZEElBPvIiISHEUZbz77t1Qs2bQk547HObmm4u3rOEzIpKAeuJFRESKo6jj3Tdvho0bS7cuIlJuqSdeRESkOIo6zaOmgxSRUqQgXkREpDhGjgzGqyei8ewiUsoUxIuIiBQmejaa4cNhwACNZxeRw0pj4kVERBKJNxvNpEkK1EXksFJPvIiISCLxZqPZvj1IFxE5TBTEi4iIJFLQbDQleVdWEZFiUhAvIiISK3oMfIUC/lVq9hkROYw0Jl5ERCRa7Bj4vXvzb6PZZ0TkMFNPvIiISLSC7shasaJmnxGRMqPAnngz6+vur8VJrwn8wd1/Xqo1ExERORwKGuu+b1/wEBEpAxL1xD9hZjdEJ5jZNcAiYH2p1kpERORQ0hh4EUkyicbEnwm8ZmaNgJeAp4FdwE/c/YtDUTkREZFSpzHwIpKECuyJd/e1QA+CYH4RMN7dz1cALyIiRxSNgReRJJRwdhp332pm5wHPAdeY2Ux333loqiYiInIIaAy8iCShRBe2bgU8dxGoDmw2s72Au3utQ1A/ERGR0tWkCaxaFT9dRKSMSjScpqa71wofNd29grtXy00/lJUUEREpNSNHBmPeo2kMvIiUcQUG8WbWORxKE5t+oZmdWrrVEhEROQjRs82kpMCwYQUvDx8OAwYEY981Bl5EkkSiMfGjgIFx0pcB44CzS6NCIiIixZaZGQTjq1dDnTqwdSvs2hWsW7UKxozZv2285UmTFLiLSFJJNE98XXdfGZvo7p8DdUutRiIiItEK6lVfsGD/8pAhQTDuDps27Q/gi2r79uBHgIhIkkjUE390gnXVS7oiIiIi+cTO4R6vF33s2CB4P1gFzVIjIlIGJeqJf8fMRpqZRSea2X3ArNKtloiICAXP4R6tJAJ40Gw0IpJUEgXxvwROAj43s5fDx+dAK+COQ1I7EREpf6KHz8Sb+rE0aDYaEUkyBQ6ncfcfgKvN7CQgNUxe6u5fHpKaiYhI+RM7fKaozPL2yFeuDLVqwebNQQ/7+efD668HQ2biLY8cqYtaRSSpJLrZ0ylRi9+Ez8fkprv7p6VZMRERKYeKMnwmVrVqwRSRCspFpBxJdGHrfGApsCFcjh4b72iKSRERKWmJLi41y9uLDsGc7grYRaQcShTE/xK4DNgBvAT8zd23HZJaiYjIkSN6DvfChrZUqAB79+bPo2lTWLkyb1pWVv40EZFyItGY+NHAaDNrBlwNvGtmq4A/uHv2oaqgiIgkmYO58VK8AF4XnYqI5JNodhoA3P0r4BXgn0AXoGVRMjazc83sv2b2uZndHZV+tpl9amZLzGySmcX9IWFmmeH+S8zsOTOrHKabmT0Z5rsoZozK39IAAB3TSURBVOx+7r4nmtlsM1tmZkvN7BdR60aZ2fJw37+Z2TFFOR4RESlA9Gwy9erBoEEHd+MlgIoVg+EzTZvqTqoiInEUGMSb2Ulm9hsz+xi4D1gItHb3aYVlamYVgaeA84C2BLPctDWzCsAk4Gfu3g5YBQwoIJtMoDXQnuDGU4PD9POAFuFjCDAmzr57gF+6exvgNOAWM2sbrnsbaOfuHYAVwD2FHY+IiBQgdzaZgw3aY+3bFzxWrlQALyISR6Ke+M+BK4E3gblAE2CYmd1hZoXNE98F+Nzdv3T3XQRj6vsBdYEf3X1FuN3bBOPu83H31z0EfAI0Dlf1A54PV31EMGPOCTH7rs2dPcfdtwLLgEbh8j/dfU+46UdR+YqISHEdyGwyRaEbL4mIJJTowtb7CWahAahRzHwbAV9HLa8BugIbgcpm1snd5wOXAycmyigcRtMfyB0SEy/vRsDaAvZPAToCH8dZPQiYWsB+Qwh6+mnQoAFZWVmJqlkqtm3bdljKPRKpLUuG2rFklKl23LwZvvkm6D2vUgVq14YtWwpebtQo2C93n5//vOTrVKFCMIymkDYqU+2Y5NSWJUPtWDLUjkWT6MLWEQeRr8VJc3d3M/sZwQWzRxGMs98TZ9toTwPvu/sHifKOWwmzGsDLwO3u/7+9+4+2q6zvPP7+JlyokboQkAxDSIIjHWXsD9MsS8c6k4FRfkwq9UdXsbeVBQNRgVWdZSliusx0ZrI6Pzo646r8iJIU27NkWILT2IkiS3KrrgVIQIswGZVFSQymIlgRzIz8yHf+2PuSk5tz7t33Zp97zpP7fq111jn72efZ5zlPdnI/98mzn50/nrJvff3ZnV51M3MTsAlg9erVuWbNmhma2b6JiQmG8blHIvuyHfZjO0amH+dyY6WxsWqu+mymzMzlxktve9uMhx2ZfjwC2JftsB/bYT82M91I/OHYw8Ej7MuA7wFk5l3AGwEi4s3UF8pGxO3AUmBHZl5al20AXgG8u8mxu9Uj+LcCncy8bcq+i4C1wNn1dB1JWnjmMhXmuedmfs/U0O467pLUukGF+HuB0+vlKR8DLgR+GyAiTsrMx+uR+KuBjQCZeU73ASLiUuAcqqC9v2vXVuDKiLiZaorOU5m5d0rdAG4EdmbmR6bsO7f+3H+emQOYyClJhZjuxkpzMXkzJkO7JA3cQEJ8Zj4fEVcCtwOLgc2Z+VC9+6qIWEt1Ue11mXlnn8NcT7V6zV1VJue2zPx3wDbgfKoLb/cBF/eo+waqefTfjIjJNe0/lJnbgD8FjgHuqI97d2a+57C+sCSVaPnyalWZNvS6GZMkaWBmHeIj4gLg7zKz14WiL6oD87Ye5VcBV830OZnZs2319JcrZqj7VXrPnSczXzXTZ0vSgrBxYztz4r0ZkyTNuxlv9tTDrwB/GBGfb7sxkqR5ND5e3UhpxYoDN1Z673un396yBTZvPrjMmzFJ0ryb9Uh8Zn5oEA2RJA3B+PjcArihXZKGasaR+Ii4IiKO69p+eURcPthmSZIkSeqnyXSayzLzR5Mbmfn3wGWDa5IkSZKk6TQJ8YvqJRsBiIjFwNGDa5IkqTWdDqxcWd0FdeVKuPzyg7c7Pe93J0kacU1C/O3ALRFxdkScBXwa+MJgmyVJamS6kH7iiXDJJdUykpnV83XXHby9bp1BXpIK1OTC1qup7pj6XqplG78IfHKQjZIkNdDpHLxE5GRIn/TkkzMfY9++6s6tXqgqSUWZMcTXd0u9rn5Ikoap06lC9+7d1Wj7Cy8c/jHbvnOrJGngZgzxEXE68MfAGcDPTJZn5isH2C5J0lRTR97bCPBQ3blVklSUJnPit1CNwj8P/AvgU8CfD7JRkqQe1q+f3d1Vm/Buq5JUpCYh/iWZ+SUgMnNXZv5b4KzBNkuSdIi5THsZG4MTTuh/B1bvtipJRWoS4v9fRCwCvhMRV0bEW4GTBtwuSRq+mZZnnOv2ffc1e3+nc3AbFvX5J3vx4v4hfcsWeOIJ2L8fHn0Urr22ep7cNsBLUpGarE7zfmAJ8HvAv6cahb9okI2SpBl1X+C5fDmcfz5s2zb37ckpJZPHPP54ePppePbZqnzqyi/zsX3xxVUYn2xDrznwS5Y4mi5JC1CT1WnurV8+A1w82OZIUm26kD6IgD01MDdZnnHQnnuud/nixdVI+uQvHwZ4SVpwmqxO8zkgp5Zn5lsG0iJJamP989nqF5hH0f791UOStGA1mU7zJ/VzAJ8ALh1ccySJwazCciRxSUhJWvCaTKf568nXEfGT7m1JGghvPlQZGzt4ig+4JKQkCWiwOk1EvC0i3h4R/wF4Yh7aJGmhG8ZI89gYHH30oWXTLc84121o9v4tW2DzZpeElCQdosl0ml8H9gN7AH9ySBqM7gtZjz++CtTdI9BTjY3By14GP/zhYFanGeRFoxMT1fKOTRnaJUlTNJlO44o0kgZr6oWsTz55YBS8X0gfVMA2MEuSCtBkJF6SBqvXhazPPQfHHlvdqEiSJB2kyR1bJWmw+l3I6gWukiT1ZIiXVE1nWbkSFi2qni+/vPf2ffdNv7/pdqdz8Gcu6vNPkUspSpLU06yn00TE5cCTwK2Z+Xz7TZI0renuZDqXCzgHcffT2d4d9YUXDv2eLqUoSVJfc5kTH8CvUa1U411bpUGbumrL4QbuqQF6EHc/nUm/u6MuXlzdiXSQF65KknQEmHWIz8yPD6Ih0oIxm5H0qaG9jcDdL0CPgv37q4ckSZpW4znxEfGqiOhExC0R8YuDbJRUjJnmkk+d+33iiXDJJdWIeOaBkfJ+208+Of1a6Uca58BLktTIbC5svQ64E/g0sGkwzZGmMdvAPIgLMru3mwTyiy8++D0LLZT30+vuqM6BlySpsdmE+BMy88bM/CxgCtHMmq54MqjA3P0emHnUe7bbTQL5c8+NXmjvFaAnb6wUAStWwHvfWz1P3Ybp9zfd3rIFNm8+uGzTJufAS5LU0Ixz4iPibfXL4yLirVTB//iBtkrtO9wVTZrcon66udyHu6JJk7ngozzXu01jY/Cyl/W/k+lc/uyaXkQ6MQGPPtredzG0S5I0J00ubP31+vmvObAazdcG0xzN2XQhfRBLCE5d4WQuoVvNTA3tba3aYoCWJKlYM4b4zLx4Phqiw9DpwLp1B25bPx+BeqGMeh+usbGDf9mZLJvNSLpLLUqSpCmaTKfZAuTU8sy8ZCAt0uytX38gwC9kvQLzfHzmdIH8cKauSJIk9dFkOs1f1c//GfiDAbZFc7V797BbMD/mEpgn3wPVxZOHey3AXEfJDe2SJKlFTabT3AoQEX84+VojZvnyAyuwzJcmo96HewFmm4G57QsyJUmShmg2d2w9ZEqNRsTGjQfPie9lEIEapl/xxmkjkiRJA9FkTvw3qQL8qyLiASCAzMxfGHTj1NBkUB5GoDakS5IkzbsmI/FrB94KHb7xcQO1JEnSAjHjHVszcxdwKnBW/Xpfk3qSJEmSBmPGMB4RG4CrgWvqojHgLwbZKEmSJEn9NRlRfyvVnVp/ApCZ3wN+dpCNkiRJktRfkxD/bGYm9eo0EfHSwTZJjXQ6sHIlLFpUPXc6w26RJEmS5kmTC1tviYgbgOMi4jLgEuCTg22WptXpHLyk5K5d1TZ4caskSdICENUg+wxvingT8Gaq5SVvz8w7Bt2wURKxOmHHsJshSZKkI17cl5mrZ3pXo5s91aH9xeAeEWuB4+vNP88mvwlIkiRJakXfEB8RH56m3nuAGybfindzlSRJkubNdBe2rqNakabX44XM/KP6sX/wzRyuX/5lyJz/x/btE733/UWHXPJSkjjwWPLSqnwI7Szh0bcvfdiP9mOxD/vRvhy1h/1oP7bxaGq66TQ/yMz/2mtHRPzOLHOw2jR58er69bB7NyxfDhs3elGrJEnSAjFdiB+LiGXAs8DTmfl/u/bN4vcEDcT4uKFdkiRpgZrpwtZtwNHAz0bEscC3gbuA4wbdMEmSJEm99Q3xmfna7u2IWAS8EvgtYEVEvKve5eo0kiRJ0jxqtMQkQH0B68PAxoh4EjiNalqNq9NIkiRJ86hxiO+Wmde33RBJkiRJzUy3xKQkSZKkEWSIlyRJkgpjiJckSZIKY4iXJEmSCmOIlyRJkgpjiJckSZIKY4iXJEmSCmOIL0WnAytXwqJF1XOnM+wWSZIkaUjmdLMnzbNOB9atg337qu1du6ptgPHx4bVLkiRJQ+FIfAnWrz8Q4Cft21eVS5IkacExxJdg9+7ZlUuSJOmIZogvwfLlsyuXJEnSEc0QX4KNG2HJkoPLliypyiVJkrTgGOJLMD4OmzbBihUQUT1v2uRFrZIkSQuUq9OUYnzc0C5JkiTAkXhJkiSpOIZ4SZIkqTCGeEmSJKkwhnhJkiSpMIZ4SZIkqTCGeEmSJKkwhnhJkiSpMIZ4SZIkqTCGeEmSJKkwhnhJkiSpMIZ4SZIkqTCGeEmSJKkwhnhJkiSpMIZ4SZIkqTCGeEmSJKkwhnhJkiSpMAML8RFxbkR8KyIejogPdpWfFRH3R8SDEXFTRBzVp36nrv9gRGyOiLG6PCLiY/VxH4iIVT3qnhoR2yNiZ0Q8FBHv69r3m3XZ/ohYPYjvLkmSJA3SQEJ8RCwGPg6cB5wBvDMizoiIRcBNwIWZ+VpgF3BRn8N0gFcDPw+8BLi0Lj8POL1+rAOu61H3eeADmfka4Ezgiog4o973IPA24MuH9SUlSZKkIRnUSPzrgYcz85HMfBa4GbgAOAH4aWZ+u37fHcDbex0gM7dlDfgasKzedQHwqXrX3cBxEXHylLp7M/P++vXTwE7glHp7Z2Z+q80vK0mSJM2nnlNZWnAK8N2u7T3ArwBPAGMRsTozdwDvAE6d7kD1NJrfBSanxPQ69inA3j71VwKvA+6ZzReIiHVUI/0sXbqUiYmJ2VRvxTPPPDOUzz0S2ZftsB/bYT+2w35sj33ZDvuxHfZjM4MK8dGjLDMzI+JC4KMRcQzwRaqpL9O5FvhyZn5lumP3bETEscCtwPsz88fNmv5iYzcBmwBWr16da9asmU31VkxMTDCMzz0S2ZftsB/bYT+2w35sj33ZDvuxHfZjM4MK8Xs4eIR9GfA9gMy8C3gjQES8Gfi5+vXtwFJgR2ZeWpdtAF4BvLvJsbvVI/i3Ap3MvK2VbyVJkiSNgEGF+HuB0yPiNOAx4ELgtwEi4qTMfLweib8a2AiQmed0HyAiLgXOAc7OzP1du7YCV0bEzVRTdJ7KzL1T6gZwI7AzMz8yiC8oSZIkDctALmzNzOeBK4HbqS4qvSUzH6p3XxURO4EHgM9l5p19DnM91cj8XRHxjYj4cF2+DXgEeBj4BHB5j7pvoJpHf1Zd9xsRcT5ARLw1IvYAvwr8r/p/ACRJkqRiDGoknszcRhW4p5ZfBVzVoH7PttWr1VwxQ92v0nvuPJn5WeCzM32+JEmSNKq8Y6skSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklSazPQxw+Pkk09OoNHjsssuy6kuu+yyxvU3bNjwYr3t27dnZubatWsb17/hhhsO+fxVq1Y1rr9169ZD6s/m++/YseOQ+k3rAvnYY48dVPexxx6bVf2pduzY0bjuySeffEj9rVu3Nq6/atWqQ+rfcMMNjeuvXbv2kPobNmwYyrk3yXPPc89zb2Gce5M/bzI99w7n3Nu+fbvn3izPvW6eey+eezuyQT51JF6SJEkqjCFekiRJKkxU//Oi6axevTp37Ngx7587MTHBmjVr5v1zj0T2ZTvsx3bYj+2wH9tjX7bDfmzHQu/HiLgvM1fP9D5H4iVJkqTCGOIlSZKkwhjiJUmSpMIY4iVJkqTCGOIlSZKkwhjiJUmSpMIY4iVJkqTCGOIlSZKkwhjiJUmSpMIY4iVJkqTCGOIlSZKkwhjiJUmSpMIY4iVJkqTCGOIlSZKkwhjiJUmSpMIY4iVJkqTCGOIlSZKkwhjiJUmSpMIY4iVJkqTCGOIlSZKkwhjiJUmSpMIY4iVJkqTCGOIlSZKkwhjiJUmSpMIY4iVJkqTCGOIlSZKkwhjiJUmSpMIY4iVJkqTCGOIlSZKkwhjiJUmSpMIY4iVJkqTCGOIlSZKkwgwsxEfEuRHxrYh4OCI+2FV+VkTcHxEPRsRNEXFUn/qduv6DEbE5Isbq8oiIj9XHfSAiVvWoe2pEbI+InRHxUES8r2vf8RFxR0R8p35++SC+vyRJkjQoAwnxEbEY+DhwHnAG8M6IOCMiFgE3ARdm5muBXcBFfQ7TAV4N/DzwEuDSuvw84PT6sQ64rkfd54EPZOZrgDOBKyLijHrfB4EvZebpwJfqbUmSJKkYgxqJfz3wcGY+kpnPAjcDFwAnAD/NzG/X77sDeHuvA2TmtqwBXwOW1bsuAD5V77obOC4iTp5Sd29m3l+/fhrYCZzSVf+m+vVNwG8c/teVJEmS5s+gQvwpwHe7tvfUZU8AYxGxui5/B3DqdAeqp9H8LvCFGY7dr/5K4HXAPXXR0szcC1XYB06a8dtIkiRJI6TnfPQWRI+yzMyMiAuBj0bEMcAXqaa+TOda4MuZ+ZXpjt2zERHHArcC78/MHzdr+ot111FN12Hp0qVMTEzMpnornnnmmaF87pHIvmyH/dgO+7Ed9mN77Mt22I/tsB+bGVSI38PBI+zLgO8BZOZdwBsBIuLNwM/Vr28HlgI7MvPSumwD8Arg3U2O3a0ewb8V6GTmbV27vh8RJ2fm3noazuO9vkBmbgI2AaxevTrXrFnT6Iu3aWJigmF87pHIvmyH/dgO+7Ed9mN77Mt22I/tsB+bGdR0mnuB0yPitIg4GrgQ2AoQESfVz8cAVwPXA2TmOZn5S10B/lLgHOCdmbm/69hbgXfVq9ScCTw1OT1mUkQEcCOwMzM/MqVtWzlwMe1FwF+29aUlSZKk+TCQEJ+ZzwNXArdTXVR6S2Y+VO++KiJ2Ag8An8vMO/sc5nqqkfm7IuIbEfHhunwb8AjwMPAJ4PIedd9ANY/+rLruNyLi/HrffwTeFBHfAd5Ub0uSJEnFGNR0GjJzG1Xgnlp+FXBVg/o921avVnPFDHW/Su+582Tmk8DZM32+JEmSNKq8Y6skSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ/wo6nRg5Uq4777qudMZdoskSZI0Qo4adgM0RacD69bBvn3V9q5d1TbA+Pjw2iVJkqSR4Uj8qFm//kCAn7RvX1UuSZIkYYgfPbt3z65ckiRJC44hftQsXz67ckmSJC04hvhRs3EjLFlycNmSJVW5JEmShCF+9IyPw6ZNsGJFtb1iRbXtRa2SJEmquTrNKBofrx4TE/Doo8NujSRJkkaMI/GSJElSYQzxkiRJUmEM8ZIkSVJhDPGSJElSYQzxkiRJUmEM8ZIkSVJhDPGSJElSYQzxkiRJUmEM8ZIkSVJhDPGSJElSYQzxkiRJUmEM8ZIkSVJhDPGSJElSYQzxkiRJUmEM8ZIkSVJhDPGSJElSYQzxkiRJUmEM8ZIkSVJhDPGSJElSYQzxkiRJUmEM8ZIkSVJhDPGSJElSYQzxkiRJUmEM8ZIkSVJhDPGSJElSYQzxkiRJUmEM8ZIkSVJhDPGSJElSYQzxkiRJUmEM8ZIkSVJhDPGSJElSYQzxkiRJUmEM8ZIkSVJhDPGSJElSYQzxkiRJUmEiM4fdhpEXET8Adg3ho08EnhjC5x6J7Mt22I/tsB/bYT+2x75sh/3YjoXejysy8xUzvckQP8IiYkdmrh52O44E9mU77Md22I/tsB/bY1+2w35sh/3YjNNpJEmSpMIY4iVJkqTCGOJH26ZhN+AIYl+2w35sh/3YDvuxPfZlO+zHdtiPDTgnXpIkSSqMI/GSJElSYQzxIyoizo2Ib0XEwxHxwWG3pxQRcWpEbI+InRHxUES8ry4/PiLuiIjv1M8vH3ZbSxARiyPi6xHxV/X2aRFxT92P/yMijh52G0sQEcdFxGci4v/U5+avek7OXkT8m/rv9YMR8emI+BnPyZlFxOaIeDwiHuwq63n+ReVj9c+eByJi1fBaPnr69OV/qf9uPxARn42I47r2XVP35bci4pzhtHr09OrHrn2/HxEZESfW256TfRjiR1BELAY+DpwHnAG8MyLOGG6rivE88IHMfA1wJnBF3XcfBL6UmacDX6q3NbP3ATu7tv8T8NG6H/8e+NdDaVV5/jvwhcx8NfCLVH3qOTkLEXEK8HvA6sx8LbAYuBDPySb+DDh3Slm/8+884PT6sQ64bp7aWIo/49C+vAN4bWb+AvBt4BqA+mfPhcA/qetcW/98V+9+JCJOBd4E7O4q9pzswxA/ml4PPJyZj2Tms8DNwAVDblMRMnNvZt5fv36aKiydQtV/N9Vvuwn4jeG0sBwRsQz4V8An6+0AzgI+U7/FfmwgIl4G/DPgRoDMfDYzf4Tn5FwcBbwkIo4ClgB78ZycUWZ+GfjhlOJ+598FwKeycjdwXEScPD8tHX29+jIzv5iZz9ebdwPL6tcXADdn5k8z82+Bh6l+vi94fc5JgI8CfwB0X7DpOdmHIX40nQJ8t2t7T12mWYiIlcDrgHuApZm5F6qgD5w0vJYV479R/WO6v94+AfhR1w8rz8tmXgn8ANhST036ZES8FM/JWcnMx4A/oRqh2ws8BdyH5+Rc9Tv//PlzeC4BPl+/ti9nISLeAjyWmX8zZZf92IchfjRFjzKXEZqFiDgWuBV4f2b+eNjtKU1ErAUez8z7uot7vNXzcmZHAauA6zLzdcBPcOrMrNVzti8ATgP+IfBSqv9mn8pz8vD493yOImI91ZTOzmRRj7fZlz1ExBJgPfDhXrt7lNmPGOJH1R7g1K7tZcD3htSW4kTEGFWA72TmbXXx9yf/+61+fnxY7SvEG4C3RMSjVNO5zqIamT+unsoAnpdN7QH2ZOY99fZnqEK95+Ts/EvgbzPzB5n5HHAb8E/xnJyrfuefP3/mICIuAtYC43lg7W77srl/RPUL+t/UP3eWAfdHxD/AfuzLED+a7gVOr1ddOJrqwpitQ25TEep52zcCOzPzI127tgIX1a8vAv5yvttWksy8JjOXZeZKqvPvzswcB7YD76jfZj82kJl/B3w3Iv5xXXQ28L/xnJyt3cCZEbGk/ns+2Y+ek3PT7/zbCryrXhHkTOCpyWk36i0izgWuBt6Smfu6dm0FLoyIYyLiNKoLM782jDaOusz8ZmaelJkr6587e4BV9b+fnpN9eLOnERUR51ONfC4GNmfmxiE3qQgR8WvAV4BvcmAu94eo5sXfAiynCgO/mZm9LqrRFBGxBvj9zFwbEa+kGpk/Hvg68DuZ+dNhtq8EEfFLVBcIHw08AlxMNYjiOTkLEfFHwG9RTVn4OnAp1dxYz8lpRMSngTXAicD3gQ3A/6TH+Vf/gvSnVCuH7AMuzswdw2j3KOrTl9cAxwBP1m+7OzPfU79/PdU8+eeppnd+fuoxF6Je/ZiZN3btf5RqJaonPCf7M8RLkiRJhXE6jSRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUGEO8JEmSVBhDvCRJklQYQ7wkSZJUmP8PGw5y34o9Q0MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = figure(figsize=(12,9))\n",
    "ylim(d.timestamp.min(), red.dt.quantile(0.90))\n",
    "axhline(blue_dt, color='blue', label=u'`ts=` из блоклиста', lw=3)\n",
    "axhline(scan_dt, color='black', ls='--', label=u'портскан с 178.176.30.221', lw=3)\n",
    "scatter(range(len(red.dt)), list(red.dt), color='red', label=u'моменты блокировки на разных пробниках')\n",
    "title(u'Блокировка сервиса {}, эксперимент {}'.format(dst, experiment))\n",
    "legend(loc='upper left')\n",
    "ylabel(u'День, час, МСК')\n",
    "f.axes[0].yaxis_date(TZ)\n",
    "grid()\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count                         2\n",
       "mean     0 days 01:01:32.929116\n",
       "std      0 days 01:09:31.356396\n",
       "min      0 days 00:12:23.334721\n",
       "25%      0 days 00:36:58.131919\n",
       "50%      0 days 01:01:32.929116\n",
       "75%      0 days 01:26:07.726313\n",
       "max      0 days 01:50:42.523510\n",
       "Name: advance, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "the_fastest_draw = red[red.dt < blue_dt].copy()\n",
    "the_fastest_draw['advance'] = blue_dt - the_fastest_draw.dt\n",
    "the_fastest_draw.advance.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "ip_to_prb_id = dict(zip(d['from'], d.prb_id))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "whois = []\n",
    "if PROBE_PLOT:\n",
    "    with requests.Session() as sess:\n",
    "        for ip in set(d[d.prb_id.isin(the_fastest_draw.prb_id)]['from']):\n",
    "            wh = sess.get('https://stat.ripe.net/data/prefix-overview/data.json?resource={}/32'.format(ip)).json()\n",
    "            assert len(wh['data']['asns']) == 1\n",
    "            whois.append({\n",
    "                'ip': ip,\n",
    "                'prb_id': ip_to_prb_id[ip],\n",
    "                'resource': wh['data']['resource'],\n",
    "                'asn': wh['data']['asns'][0]['asn'],\n",
    "                'holder': wh['data']['asns'][0]['holder'],\n",
    "            })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ip</th>\n",
       "      <th>prb_id</th>\n",
       "      <th>resource</th>\n",
       "      <th>asn</th>\n",
       "      <th>holder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>109.252.14.245</td>\n",
       "      <td>14011</td>\n",
       "      <td>109.252.0.0/16</td>\n",
       "      <td>25513</td>\n",
       "      <td>ASN-MGTS-USPD - OJS Moscow city telephone network</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>195.209.139.6</td>\n",
       "      <td>20749</td>\n",
       "      <td>195.209.139.0/24</td>\n",
       "      <td>29114</td>\n",
       "      <td>RUBIT-AS - Limited Liability Company \"Business...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               ip  prb_id          resource    asn  \\\n",
       "0  109.252.14.245   14011    109.252.0.0/16  25513   \n",
       "1   195.209.139.6   20749  195.209.139.0/24  29114   \n",
       "\n",
       "                                              holder  \n",
       "0  ASN-MGTS-USPD - OJS Moscow city telephone network  \n",
       "1  RUBIT-AS - Limited Liability Company \"Business...  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "whois.sort(key=lambda x: (x['asn'], x['ip']))\n",
    "pd.DataFrame(whois, columns=['ip', 'prb_id', 'resource', 'asn', 'holder'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}