eda.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>date</th>\n",
       "      <th>time</th>\n",
       "      <th>type</th>\n",
       "      <th>instruments</th>\n",
       "      <th>time_start</th>\n",
       "      <th>time_end</th>\n",
       "      <th>date_start</th>\n",
       "      <th>date_end</th>\n",
       "      <th>datetime_start</th>\n",
       "      <th>datetime_end</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16861</th>\n",
       "      <td>20220918</td>\n",
       "      <td>10:49-10:50</td>\n",
       "      <td>3</td>\n",
       "      <td>SWISS-Landschlacht</td>\n",
       "      <td>10:49</td>\n",
       "      <td>10:50</td>\n",
       "      <td>20220918</td>\n",
       "      <td>20220918</td>\n",
       "      <td>2022-09-18 10:49:00</td>\n",
       "      <td>2022-09-18 10:50:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8665</th>\n",
       "      <td>20220421</td>\n",
       "      <td>04:26-04:26</td>\n",
       "      <td>3</td>\n",
       "      <td>ALASKA-COHOE</td>\n",
       "      <td>04:26</td>\n",
       "      <td>04:26</td>\n",
       "      <td>20220421</td>\n",
       "      <td>20220421</td>\n",
       "      <td>2022-04-21 04:26:00</td>\n",
       "      <td>2022-04-21 04:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7444</th>\n",
       "      <td>20220328</td>\n",
       "      <td>11:23-11:38</td>\n",
       "      <td>2</td>\n",
       "      <td>SPAIN-ALCALA</td>\n",
       "      <td>11:23</td>\n",
       "      <td>11:38</td>\n",
       "      <td>20220328</td>\n",
       "      <td>20220328</td>\n",
       "      <td>2022-03-28 11:23:00</td>\n",
       "      <td>2022-03-28 11:38:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19144</th>\n",
       "      <td>20221111</td>\n",
       "      <td>02:34-02:36</td>\n",
       "      <td>3</td>\n",
       "      <td>Australia-ASSA</td>\n",
       "      <td>02:34</td>\n",
       "      <td>02:36</td>\n",
       "      <td>20221111</td>\n",
       "      <td>20221111</td>\n",
       "      <td>2022-11-11 02:34:00</td>\n",
       "      <td>2022-11-11 02:36:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>20210506</td>\n",
       "      <td>15:02-15:02</td>\n",
       "      <td>3</td>\n",
       "      <td>SWISS-HEITERSWIL</td>\n",
       "      <td>15:02</td>\n",
       "      <td>15:02</td>\n",
       "      <td>20210506</td>\n",
       "      <td>20210506</td>\n",
       "      <td>2021-05-06 15:02:00</td>\n",
       "      <td>2021-05-06 15:02:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date         time  type         instruments time_start time_end  \\\n",
       "16861  20220918  10:49-10:50     3  SWISS-Landschlacht      10:49    10:50   \n",
       "8665   20220421  04:26-04:26     3        ALASKA-COHOE      04:26    04:26   \n",
       "7444   20220328  11:23-11:38     2        SPAIN-ALCALA      11:23    11:38   \n",
       "19144  20221111  02:34-02:36     3      Australia-ASSA      02:34    02:36   \n",
       "385    20210506  15:02-15:02     3    SWISS-HEITERSWIL      15:02    15:02   \n",
       "\n",
       "       date_start  date_end      datetime_start        datetime_end  \n",
       "16861    20220918  20220918 2022-09-18 10:49:00 2022-09-18 10:50:00  \n",
       "8665     20220421  20220421 2022-04-21 04:26:00 2022-04-21 04:26:00  \n",
       "7444     20220328  20220328 2022-03-28 11:23:00 2022-03-28 11:38:00  \n",
       "19144    20221111  20221111 2022-11-11 02:34:00 2022-11-11 02:36:00  \n",
       "385      20210506  20210506 2021-05-06 15:02:00 2021-05-06 15:02:00  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "burst_list = pd.read_excel('burst_list.xlsx')\n",
    "burst_list.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "burst_list['duration'] = burst_list['datetime_end'] - burst_list['datetime_start']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    32469\n",
       "mean         8\n",
       "std         63\n",
       "min       -538\n",
       "25%          0\n",
       "50%          1\n",
       "75%          5\n",
       "max       1439\n",
       "Name: duration, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Mean duration of bursts in minutes\n",
    "(burst_list.duration.dt.total_seconds()/60).describe().astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "burst_list = burst_list[burst_list.duration.dt.total_seconds() > 0]\n",
    "burst_list.instruments = burst_list.instruments.str.strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "instrument_count = burst_list.instruments.value_counts()\n",
    "instrument_count = instrument_count[instrument_count > 60]\n",
    "plt.bar(instrument_count.index, instrument_count.values, color='blue')\n",
    "plt.xticks(rotation=90)\n",
    "plt.title('Number of bursts per instrument')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "type_count = burst_list.type.value_counts()\n",
    "plt.bar(type_count.index, type_count.values, color='blue')\n",
    "plt.xticks(rotation=90)\n",
    "plt.title('Count of bursts')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Type per top 10 instruments'}, xlabel='instruments'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QUJQoUUIMGjRIXL58OcfHqI2MjLK9/333ULZsWeHl5aW2LykpSYwbN05UqlRJ6OrqipIlS4r//e9/Ys6cOarPYda/x2+//ZbtY7779ZGeni6GDh0qSpUqJRQKher7bfPmzaJ169bCyspK6OrqCgcHBzFo0CDx6NGjHD8HRB+iEEKDkVdEn4kdO3bgyy+/xNGjR1WPh75NoVDAz88PS5YsKdAchXWdgjR58mRMmTIFT548yfVf8EREH8MxMERv+f3331GhQgU0btxY6ihERPQBHANDhDfrs1y8eBF//fUXFi5cmO+P+hIRUf5iAUOEN08gGRsbw9fXF999953UcYiI6CM4BoaIiIhkh2NgiIiISHZYwBAREZHsFNsxMJmZmXj48CFMTEw4IJOIiEgmhBBISkqCnZ0dlMr3t7MU2wLm4cOH2RZ2IyIiInmIiYlBmTJl3nu82BYwWdN4x8TEwNTUVOI0REREpInExETY29urfo+/T7EtYLK6jUxNTVnAEBERyczHhn9wEC8RERHJDgsYIiIikh0WMERERCQ7xXYMDBERkVxlZGQgLS1N6hgFQkdHB1paWp/8cVjAEBERFRFCCMTGxiI+Pl7qKAXK3NwcNjY2nzRPGwsYIiKiIiKreLGysoKhoWGxm4hVCIEXL14gLi4OAGBra5vnj8UChoiIqAjIyMhQFS+WlpZSxykwBgYGAIC4uDhYWVnluTuJg3iJiIiKgKwxL4aGhhInKXhZ9/gp43xYwBARERUhxa3bKCf5cY8sYIiIiEh2WMAQERGR7LCAISIiKgaaN2+OESNGSB2j0LCAISIiItlhAUNERCRz/fr1w5EjR7Bw4UIoFAooFApoa2tjzpw5audFRkZCoVDg9u3bAN4Mpl2+fDk8PT1hYGCAChUqYPPmzWrviYmJQbdu3WBubg4LCwt07NgR9+7dK6xbey8WMERERDK3cOFCuLq64ptvvsGjR4/w6NEjTJkyBYGBgWrnBQYGomnTpqhUqZJq34QJE9C5c2dcuHABPj4+6NGjB65duwbgzWPOHh4eMDExwbFjx3DixAkYGxujTZs2eP36daHe47s4kR0RfdTc7u0K/Bo/bNhd4NcgKq7MzMygq6sLQ0ND2NjYAAD69++PSZMm4fTp02jQoAHS0tKwbt26bK0yXbt2xddffw0AmDZtGkJDQ7F48WIsW7YMGzZsQGZmJv744w/Vo8+BgYEwNzfH4cOH0bp168K90bewBYaIiKgYsrOzg5eXFwICAgAAu3btQmpqKrp27ap2nqura7btrBaYCxcu4Pbt2zAxMYGxsTGMjY1hYWGBV69e4c6dO4VzI+/BFhgiIqJi6uuvv0bv3r0xf/58BAYGonv37rma6Tc5ORl169bF2rVrsx0rVapUfkbNtVy3wBw9ehTt27eHnZ0dFAoFtm/fnu2ca9euoUOHDjAzM4ORkRHq16+P6Oho1fFXr17Bz88PlpaWMDY2RufOnfH48WO1jxEdHQ0vLy8YGhrCysoKo0ePRnp6eu7vkIiI6DOgq6uLjIwMtX1t27aFkZERli9fjr1792LAgAHZ3hceHp5tu3r16gCAL774Ardu3YKVlRUqVaqk9jIzMyu4m9FArguYlJQU1K5dG0uXLs3x+J07d9C4cWNUq1YNhw8fxsWLFzFhwgTo6+urzvn++++xa9cubNq0CUeOHMHDhw/h7e2tOp6RkQEvLy+8fv0aJ0+eRHBwMIKCgjBx4sQ83CIREVHxV65cOZw6dQr37t3D06dPkZmZCS0tLfTr1w/jxo1D5cqVs3UXAcCmTZsQEBCAmzdvqsbMDBkyBADg4+ODkiVLomPHjjh27BiioqJw+PBhDBs2DA8ePCjsW1ST6wLG09MT06dPR6dOnXI8/vPPP6Nt27aYPXs26tSpg4oVK6JDhw6wsrICACQkJMDf3x/z5s1DixYtULduXQQGBuLkyZOqKnD//v24evUq1qxZA2dnZ3h6emLatGlYunSp5KOeiYiIiqJRo0ZBS0sLjo6OKFWqlKrnw9fXF69fv0b//v1zfN+UKVOwfv161KpVC6tXr0ZISAgcHR0BvFl08ejRo3BwcIC3tzeqV68OX19fvHr1CqampoV2bznJ10G8mZmZ+Ouvv1ClShV4eHjAysoKLi4uat1MERERSEtLg7u7u2pftWrV4ODggLCwMABAWFgYatasCWtra9U5Hh4eSExMxJUrV3K8dmpqKhITE9VeREREn4sqVaogLCwML168gBAC5cqVAwD8+++/0NHRQZ8+fXJ8n52dHfbv349Xr14hKioK3bp1UztuY2OD4OBgPHnyRDV4d9WqVcWrgImLi0NycjJmzZqFNm3aYP/+/ejUqRO8vb1x5MgRAEBsbCx0dXVhbm6u9l5ra2vExsaqznm7eMk6nnUsJzNnzoSZmZnqZW9vn5+3RkREJCupqal48OABJk+ejK5du2b7vSp3+d4CAwAdO3bE999/D2dnZ4wdOxbt2rXDihUr8vNS2YwbNw4JCQmqV0xMTIFej4iIqCgLCQlB2bJlER8fj9mzZ0sdJ9/l62PUJUuWhLa2tqrvLEv16tVx/PhxAG+aol6/fo34+Hi1VpjHjx+rJt+xsbHB6dOn1T5G1lNKWee8S09PD3p6evl1K0RERLLWr18/9OvX74PnCCEKJ0wByNcWGF1dXdSvXx83btxQ23/z5k2ULVsWAFC3bl3o6OjgwIEDquM3btxAdHS0anS0q6srLl26hLi4ONU5oaGhMDU1zVYcERER0ecn1y0wycnJqkWgACAqKgqRkZGwsLCAg4MDRo8eje7du6Np06Zwc3PD3r17sWvXLhw+fBjAm+mOfX19MXLkSFhYWMDU1BRDhw6Fq6srGjZsCABo3bo1HB0d0bt3b8yePRuxsbEYP348/Pz82MpCREREuS9gzp49Czc3N9X2yJEjAQB9+/ZFUFAQOnXqhBUrVmDmzJkYNmwYqlatii1btqBx48aq98yfPx9KpRKdO3dGamoqPDw8sGzZMtVxLS0t7N69G4MHD4arqyuMjIzQt29fTJ069VPulYiIiIoJhZBzB9gHJCYmwszMDAkJCZI/6kUkd1zMkajgZT3GXL58ebXJX4ujD92rpr+/uZgjERERyQ4LGCIiIpIdFjBEREQkO/k6DwwRERHlv3Jj/yq0a92b5ZXr9xw9ehS//fYbIiIi8OjRI2zbtg1ffvll/od7C1tgiIiI6JOkpKSgdu3aWLp0aaFdky0wRERE9Ek8PT3h6elZqNdkCwwRERHJDgsYIiIikh0WMERERCQ7LGCIiIhIdljAEBERkezwKSQiIiL6JMnJybh9+7ZqOyoqCpGRkbCwsICDg0OBXJMFDBEREX2Ss2fPws3NTbU9cuRIAEDfvn0RFBRUINdkAUNERFTE5WV23MLUvHlzCCEK9ZocA0NERESywwKGiIiIZIcFDBEREckOCxgiIiKSHRYwREREJDssYIiIiEh2WMAQERGR7LCAISIiItlhAUNERESywwKGiIiIZIdLCRARERV1k80K8VoJuX7LzJkzsXXrVly/fh0GBgb43//+h19//RVVq1YtgIBvsAWGiIiIPsmRI0fg5+eH8PBwhIaGIi0tDa1bt0ZKSkqBXZMtMERERPRJ9u7dq7YdFBQEKysrREREoGnTpgVyTbbAEBERUb5KSHjTDWVhYVFg12ABQ0RERPkmMzMTI0aMQKNGjeDk5FRg12EXEhEREeUbPz8/XL58GcePHy/Q67CAISIionwxZMgQ7N69G0ePHkWZMmUK9FosYIiIiOiTCCEwdOhQbNu2DYcPH0b58uUL/Jq5HgNz9OhRtG/fHnZ2dlAoFNi+fft7z/3222+hUCiwYMECtf3Pnj2Dj48PTE1NYW5uDl9fXyQnJ6udc/HiRTRp0gT6+vqwt7fH7NmzcxuViIiICoGfnx/WrFmDdevWwcTEBLGxsYiNjcXLly8L7Jq5LmBSUlJQu3ZtLF269IPnbdu2DeHh4bCzs8t2zMfHB1euXEFoaKiqqWngwIGq44mJiWjdujXKli2LiIgI/Pbbb5g8eTJWrVqV27hERERUwJYvX46EhAQ0b94ctra2qteGDRsK7Jq57kLy9PSEp6fnB8/5999/MXToUOzbtw9eXl5qx65du4a9e/fizJkzqFevHgBg8eLFaNu2LebMmQM7OzusXbsWr1+/RkBAAHR1dVGjRg1ERkZi3rx5aoUOERHRZyEPs+MWJiFEoV8z3x+jzszMRO/evTF69GjUqFEj2/GwsDCYm5urihcAcHd3h1KpxKlTp1TnNG3aFLq6uqpzPDw8cOPGDTx//jzH66ampiIxMVHtRURERMVTvhcwv/76K7S1tTFs2LAcj8fGxsLKykptn7a2NiwsLBAbG6s6x9raWu2crO2sc941c+ZMmJmZqV729vafeitERERUROVrARMREYGFCxciKCgICoUiPz/0R40bNw4JCQmqV0xMTKFen4iIiApPvhYwx44dQ1xcHBwcHKCtrQ1tbW3cv38fP/zwA8qVKwcAsLGxQVxcnNr70tPT8ezZM9jY2KjOefz4sdo5WdtZ57xLT08Ppqamai8iIiIqnvK1gOnduzcuXryIyMhI1cvOzg6jR4/Gvn37AACurq6Ij49HRESE6n0HDx5EZmYmXFxcVOccPXoUaWlpqnNCQ0NRtWpVlChRIj8jExERkQzl+imk5ORk3L59W7UdFRWFyMhIWFhYwMHBAZaWlmrn6+jowMbGBlWrVgUAVK9eHW3atME333yDFStWIC0tDUOGDEGPHj1Uj1z36tULU6ZMga+vL8aMGYPLly9j4cKFmD9//qfcKxERERUTuS5gzp49Czc3N9X2yJEjAQB9+/ZFUFCQRh9j7dq1GDJkCFq2bAmlUonOnTtj0aJFquNmZmbYv38//Pz8ULduXZQsWRITJ07kI9REREQEIA8FTPPmzXP1vPe9e/ey7bOwsMC6des++L5atWrh2LFjuY1HREREn4F8f4yaiIiIqKCxgCEiIiLZ4WrURERERVzN4JqFdq1LfS/l+j3Lly/H8uXLVcNGatSogYkTJ3506aFPwRYYIiIi+iRlypTBrFmzEBERgbNnz6JFixbo2LEjrly5UmDXZAsMERERfZL27durbf/yyy9Yvnw5wsPDc1wXMT+wgCEiIqJ8k5GRgU2bNiElJQWurq4Fdh0WMERERPTJLl26BFdXV7x69QrGxsbYtm0bHB0dC+x6HANDREREn6xq1aqIjIzEqVOnMHjwYPTt2xdXr14tsOuxBYaIiIg+ma6uLipVqgQAqFu3Ls6cOYOFCxdi5cqVBXI9tsAQERFRvsvMzERqamqBfXy2wBAREdEnGTduHDw9PeHg4ICkpCSsW7cOhw8fxr59+wrsmixgiArQ3O7tCvwaP2zYXeDX0C8xssCvQUTyFRcXhz59+uDRo0cwMzNDrVq1sG/fPrRq1arArskChoiIqIjLy+y4hcnf37/Qr8kxMERERCQ7LGCIiIhIdljAEBERkeywgCEiIiLZYQFDREREssMChoiIiGSHj1ET0Ue1OOxXCFe5VgjXIKLigi0wREREJDtsgSGij+o2ruB/VBTtabqIqKhhCwwRERHJDltgiIiIirhr1aoX2rWqX/+08WizZs3CuHHjMHz4cCxYsCB/QuWALTBERESUL86cOYOVK1eiVq1aBX4tFjBERET0yZKTk+Hj44Pff/8dJUqUKPDrsYAhIiKiT+bn5wcvLy+4u7sXyvU4BoaIiIg+yfr163Hu3DmcOXOm0K7JAoaIiIjyLCYmBsOHD0doaCj09fUL7bosYIiIiCjPIiIiEBcXhy+++EK1LyMjA0ePHsWSJUuQmpoKLS2tfL8uCxgiIiLKs5YtW+LSJfWpKPv3749q1aphzJgxBVK8ACxgiIiI6BOYmJjAyclJbZ+RkREsLS2z7c9PuX4K6ejRo2jfvj3s7OygUCiwfft21bG0tDSMGTMGNWvWhJGREezs7NCnTx88fPhQ7WM8e/YMPj4+MDU1hbm5OXx9fZGcnKx2zsWLF9GkSRPo6+vD3t4es2fPztsdEhERUbGT6xaYlJQU1K5dGwMGDIC3t7fasRcvXuDcuXOYMGECateujefPn2P48OHo0KEDzp49qzrPx8cHjx49QmhoKNLS0tC/f38MHDgQ69atAwAkJiaidevWcHd3x4oVK3Dp0iUMGDAA5ubmGDhw4CfeMhERkbx86uy4he3w4cMFfo1cFzCenp7w9PTM8ZiZmRlCQ0PV9i1ZsgQNGjRAdHQ0HBwccO3aNezduxdnzpxBvXr1AACLFy9G27ZtMWfOHNjZ2WHt2rV4/fo1AgICoKurixo1aiAyMhLz5s1jAUNEREQFP5FdQkICFAoFzM3NAQBhYWEwNzdXFS8A4O7uDqVSiVOnTqnOadq0KXR1dVXneHh44MaNG3j+/HmO10lNTUViYqLai4iIiIqnAi1gXr16hTFjxqBnz54wNTUFAMTGxsLKykrtPG1tbVhYWCA2NlZ1jrW1tdo5WdtZ57xr5syZMDMzU73s7e3z+3aIiIioiCiwAiYtLQ3dunWDEALLly8vqMuojBs3DgkJCapXTExMgV+TiIiIpFEgj1FnFS/379/HwYMHVa0vAGBjY4O4uDi189PT0/Hs2TPY2Nioznn8+LHaOVnbWee8S09PD3p6evl5G0RERFRE5XsLTFbxcuvWLfzzzz+wtLRUO+7q6or4+HhERESo9h08eBCZmZlwcXFRnXP06FGkpaWpzgkNDUXVqlULZYVLIiIiKtpy3QKTnJyM27dvq7ajoqIQGRkJCwsL2NraokuXLjh37hx2796NjIwM1ZgVCwsL6Orqonr16mjTpg2++eYbrFixAmlpaRgyZAh69OgBOzs7AECvXr0wZcoU+Pr6YsyYMbh8+TIWLlyI+fPn59Nt52xu93YF+vEB4IcNuwv8GkRERMVdrguYs2fPws3NTbU9cuRIAEDfvn0xefJk7Ny5EwDg7Oys9r5Dhw6hefPmAIC1a9diyJAhaNmyJZRKJTp37oxFixapzjUzM8P+/fvh5+eHunXromTJkpg4cSIfoSYiIiIAeShgmjdvDiHEe49/6FgWCwsL1aR171OrVi0cO3Yst/GIiIjoM1Dg88AQERER5Tcu5khERFTELf32YKFdy29Fi1y/Z/LkyZgyZYravqpVq+L69ev5FSsbFjBERFToCvqhCT4wUfhq1KiBf/75R7WtrV2wJQYLGCIiGeHTklRUaWtrv3eutoLAMTBERET0yW7dugU7OztUqFABPj4+iI6OLtDrsYAhIiKiT+Li4oKgoCDs3bsXy5cvR1RUFJo0aYKkpKQCuya7kIiIiOiTeHp6qv6/Vq1acHFxQdmyZbFx40b4+voWyDXZAkNERET5ytzcHFWqVFGbuT+/sYAhIiKifJWcnIw7d+7A1ta2wK7BAoaIiIg+yahRo3DkyBHcu3cPJ0+eRKdOnaClpYWePXsW2DU5BoaIiKiIy8vkcoXpwYMH6NmzJ/777z+UKlUKjRs3Rnh4OEqVKlVg12QBQ0RERJ9k/fr1hX5NFjBEBUi/xEipIxARFUscA0NERESywxYYIiKiz1jsnVsFfg2bipXz/WOyBYaIiIhkhwUMERERyQ67kIgKUIvDfoVwlWuFcA0ioqKFLTBEREQkO2yBISpA3cYV/LfYpQK/AhFR0cMWGCIiIpIdFjBEREQkO+xCKobmdm9X4Nf4YcPuAr8GERG9URg/17P4zJifp/c9io3F9NlzcOjoUbx8+RLlypbF/F9nwrlmzXxO+AYLGCIiIvok8QkJ6NC9Jxo1dMFa/99haWGBu/fuw9zUrMCuyQKGiIiIPsnSlatgZ2uDBb/OUu1zsLcv0GtyDAwRERF9kn0HDqK2U018M2QYnBo0RKv2HbFm/YYCvSYLGCIiIvok0TExWL1uHcqXK4uQwAD08emJCdOmY+PWrQV2TXYhERER0SfJFAK1nZzw06gfAAA1azjixs1bWL1uPbp5exfINdkCQ0RERJ/EqlQpVKlUUW1f5YoV8e+jhwV2TRYwRERE9Eka1P0Ct6Oi1PbdibqHMnalC+yaLGCIiIjokwzs3w/nIi9g4bLliLp3H1t37sKaDRvQ7yufArsmx8AQEREVcQU5eWjsnVuf/DGca9VCwLKlmDFnLuYvWQp7+zKY+vNP6NyxQz4kzFmuW2COHj2K9u3bw87ODgqFAtu3b1c7LoTAxIkTYWtrCwMDA7i7u+PWLfVPzrNnz+Dj4wNTU1OYm5vD19cXycnJaudcvHgRTZo0gb6+Puzt7TF79uzc3x0REREVilYt3HBoz27cu3oZx/btxVc9uhfo9XJdwKSkpKB27dpYunRpjsdnz56NRYsWYcWKFTh16hSMjIzg4eGBV69eqc7x8fHBlStXEBoait27d+Po0aMYOHCg6nhiYiJat26NsmXLIiIiAr/99hsmT56MVatW5eEWiYiIqLjJdReSp6cnPD09czwmhMCCBQswfvx4dOzYEQCwevVqWFtbY/v27ejRoweuXbuGvXv34syZM6hXrx4AYPHixWjbti3mzJkDOzs7rF27Fq9fv0ZAQAB0dXVRo0YNREZGYt68eWqFDhEREX2e8nUQb1RUFGJjY+Hu7q7aZ2ZmBhcXF4SFhQEAwsLCYG5uripeAMDd3R1KpRKnTp1SndO0aVPo6uqqzvHw8MCNGzfw/Pnz/IxMREREMpSvg3hjY2MBANbW1mr7ra2tVcdiY2NhZWWlHkJbGxYWFmrnlC9fPtvHyDpWokSJbNdOTU1FamqqajsxMfET74aIiIiKqmLzGPXMmTNhZmametkX8CJSREREBUEIIXWEApcf95ivLTA2NjYAgMePH8PW1la1//Hjx3B2dladExcXp/a+9PR0PHv2TPV+GxsbPH78WO2crO2sc941btw4jBw5UrWdmJiY6yJGv8TIj59ERERUAHR0dAAAL168gIGBgcRpCtaLFy8A/P97zot8LWDKly8PGxsbHDhwQFWwJCYm4tSpUxg8eDAAwNXVFfHx8YiIiEDdunUBAAcPHkRmZiZcXFxU5/z8889IS0tT3VxoaCiqVq2aY/cRAOjp6UFPTy8/b4eIiKjQaGlpwdzcXPVHvqGhIRQKRYFfNy0jo8CvkfUkshACL168QFxcHMzNzaGlpZXnj5nrAiY5ORm3b99WbUdFRSEyMhIWFhZwcHDAiBEjMH36dFSuXBnly5fHhAkTYGdnhy+//BIAUL16dbRp0wbffPMNVqxYgbS0NAwZMgQ9evSAnZ0dAKBXr16YMmUKfH19MWbMGFy+fBkLFy7E/Pnz83yjRERERV1WL8O7PRUFKfFJwV8rOUO9y8jc3Py9PSqaynUBc/bsWbi5uam2s7pt+vbti6CgIPz4449ISUnBwIEDER8fj8aNG2Pv3r3Q19dXvWft2rUYMmQIWrZsCaVSic6dO2PRokWq42ZmZti/fz/8/PxQt25dlCxZEhMnTuQj1EREVKwpFArY2trCysoKaWlphXLNwEW/Fvg1+s9fofp/HR2dT2p5yZLrAqZ58+YfHHyjUCgwdepUTJ069b3nWFhYYN26dR+8Tq1atXDs2LHcxiMiIpI9LS2tfPklr4kXz54W+DXebsTIL1wLiYiICh0fmqBPxQLmLS0O+xXCVa4VwjWIiKigze3ersCvUZCLOModCxgiIhlhywXRGyxg3tJtXMF/Oi4V+BWIiIiKv2IzEy8RERF9PljAEBERkeywC4mIiApdwT80wQcmijsWMEREMlJcnpYs6DGHHG9Y/LGAISKSET5sQPlNrk+2cQwMERERyQ4LGCIiIpIdFjBEREQkOyxgiIiISHY4iLcYkuuALCIiIk2xgCEiIvqMyfXRfBYwREREnzG5PprPMTBEREQkOyxgiIiISHbYhVQMybU/k4iISFMsYIohufZnEhERaYoFDBVZc7u3K9CP/8OG3QX68YmIqOBwDAwRERHJDgsYIiIikh0WMERERCQ7HANDRJ+Fgh5TBXBcFVFhYgsMERERyQ4LGCIiIpIdFjBEREQkOyxgiIiISHZYwBAREZHssIAhIiIi2WEBQ0RERLKT7wVMRkYGJkyYgPLly8PAwAAVK1bEtGnTIIRQnSOEwMSJE2FrawsDAwO4u7vj1q1bah/n2bNn8PHxgampKczNzeHr64vk5OT8jktEREQylO8T2f36669Yvnw5goODUaNGDZw9exb9+/eHmZkZhg0bBgCYPXs2Fi1ahODgYJQvXx4TJkyAh4cHrl69Cn19fQCAj48PHj16hNDQUKSlpaF///4YOHAg1q1bl9+RiYiIck2/xEipI3zW8r2AOXnyJDp27AgvLy8AQLly5RASEoLTp08DeNP6smDBAowfPx4dO3YEAKxevRrW1tbYvn07evTogWvXrmHv3r04c+YM6tWrBwBYvHgx2rZtizlz5sDOzi6/YxMREZGM5HsX0v/+9z8cOHAAN2/eBABcuHABx48fh6enJwAgKioKsbGxcHd3V73HzMwMLi4uCAsLAwCEhYXB3NxcVbwAgLu7O5RKJU6dOpXfkYmIiEhm8r0FZuzYsUhMTES1atWgpaWFjIwM/PLLL/Dx8QEAxMbGAgCsra3V3mdtba06FhsbCysrK/Wg2tqwsLBQnfOu1NRUpKamqrYTExPz7Z6IiIioaMn3FpiNGzdi7dq1WLduHc6dO4fg4GDMmTMHwcHB+X0pNTNnzoSZmZnqZW9vX6DXIyIiIunkewEzevRojB07Fj169EDNmjXRu3dvfP/995g5cyYAwMbGBgDw+PFjtfc9fvxYdczGxgZxcXFqx9PT0/Hs2TPVOe8aN24cEhISVK+YmJj8vjUiIiIqIvK9C+nFixdQKtXrIi0tLWRmZgIAypcvDxsbGxw4cADOzs4A3nT3nDp1CoMHDwYAuLq6Ij4+HhEREahbty4A4ODBg8jMzISLi0uO19XT04Oenl5+3w4REVGOWhz2K4SrXCuEa8hTvhcw7du3xy+//AIHBwfUqFED58+fx7x58zBgwAAAgEKhwIgRIzB9+nRUrlxZ9Ri1nZ0dvvzySwBA9erV0aZNG3zzzTdYsWIF0tLSMGTIEPTo0YNPIBERUZHQbVy+/wrN5lKBX0G+8v2zv3jxYkyYMAHfffcd4uLiYGdnh0GDBmHixImqc3788UekpKRg4MCBiI+PR+PGjbF3717VHDAAsHbtWgwZMgQtW7aEUqlE586dsWjRovyOS0RERDKU7wWMiYkJFixYgAULFrz3HIVCgalTp2Lq1KnvPcfCwoKT1hEREVGOuBYSERERyQ4LGCIiIpIdFjBEREQkOyxgiIiISHZYwBAREZHssIAhIiIi2WEBQ0RERLLDAoaIiIhkhwUMERERyQ4LGCIiIpKdgl+JioioCNAvMVLqCESUj9gCQ0RERLLDFhgqsvgXMxERvQ9bYIiIiEh22AJDRJ+FFof9CuEq1wrhGkQEsIAhos9Et3EF/+PuUoFfgYiysAuJiIiIZIctMFRkFXyTP5v7iYjkigUMFVkF3eTP5n4iIvliFxIRERHJDgsYIiIikh0WMERERCQ7LGCIiIhIdljAEBERkeywgCEiIiLZYQFDREREssMChoiIiGSHBQwRERHJDgsYIiIikh0WMERERCQ7LGCIiIhIdljAEBERkewUSAHz77//4quvvoKlpSUMDAxQs2ZNnD17VnVcCIGJEyfC1tYWBgYGcHd3x61bt9Q+xrNnz+Dj4wNTU1OYm5vD19cXycnJBRGXiIiIZCbfC5jnz5+jUaNG0NHRwd9//42rV69i7ty5KFGihOqc2bNnY9GiRVixYgVOnToFIyMjeHh44NWrV6pzfHx8cOXKFYSGhmL37t04evQoBg4cmN9xiYiISIa08/sD/vrrr7C3t0dgYKBqX/ny5VX/L4TAggULMH78eHTs2BEAsHr1alhbW2P79u3o0aMHrl27hr179+LMmTOoV68eAGDx4sVo27Yt5syZAzs7u/yOTURERDKS7y0wO3fuRL169dC1a1dYWVmhTp06+P3331XHo6KiEBsbC3d3d9U+MzMzuLi4ICwsDAAQFhYGc3NzVfECAO7u7lAqlTh16lR+RyYiIiKZyfcC5u7du1i+fDkqV66Mffv2YfDgwRg2bBiCg4MBALGxsQAAa2trtfdZW1urjsXGxsLKykrtuLa2NiwsLFTnvCs1NRWJiYlqLyIiIiqe8r0LKTMzE/Xq1cOMGTMAAHXq1MHly5exYsUK9O3bN78vpzJz5kxMmTKlwD4+ERERFR353gJja2sLR0dHtX3Vq1dHdHQ0AMDGxgYA8PjxY7VzHj9+rDpmY2ODuLg4tePp6el49uyZ6px3jRs3DgkJCapXTExMvtwPERERFT35XsA0atQIN27cUNt38+ZNlC1bFsCbAb02NjY4cOCA6nhiYiJOnToFV1dXAICrqyvi4+MRERGhOufgwYPIzMyEi4tLjtfV09ODqamp2ouIiIiKp3zvQvr+++/xv//9DzNmzEC3bt1w+vRprFq1CqtWrQIAKBQKjBgxAtOnT0flypVRvnx5TJgwAXZ2dvjyyy8BvGmxadOmDb755husWLECaWlpGDJkCHr06MEnkIiIiCj/C5j69etj27ZtGDduHKZOnYry5ctjwYIF8PHxUZ3z448/IiUlBQMHDkR8fDwaN26MvXv3Ql9fX3XO2rVrMWTIELRs2RJKpRKdO3fGokWL8jsuERERyVC+FzAA0K5dO7Rr1+69xxUKBaZOnYqpU6e+9xwLCwusW7euIOIRERGRzHEtJCIiIpIdFjBEREQkOyxgiIiISHZYwBAREZHssIAhIiIi2WEBQ0RERLLDAoaIiIhkhwUMERERyQ4LGCIiIpIdFjBEREQkOyxgiIiISHZYwBAREZHssIAhIiIi2WEBQ0RERLLDAoaIiIhkhwUMERERyQ4LGCIiIpIdFjBEREQkOyxgiIiISHZYwBAREZHssIAhIiIi2WEBQ0RERLLDAoaIiIhkhwUMERERyQ4LGCIiIpIdFjBEREQkOyxgiIiISHZYwBAREZHssIAhIiIi2WEBQ0RERLLDAoaIiIhkhwUMERERyU6BFzCzZs2CQqHAiBEjVPtevXoFPz8/WFpawtjYGJ07d8bjx4/V3hcdHQ0vLy8YGhrCysoKo0ePRnp6ekHHJSIiIhko0ALmzJkzWLlyJWrVqqW2//vvv8euXbuwadMmHDlyBA8fPoS3t7fqeEZGBry8vPD69WucPHkSwcHBCAoKwsSJEwsyLhEREclEgRUwycnJ8PHxwe+//44SJUqo9ickJMDf3x/z5s1DixYtULduXQQGBuLkyZMIDw8HAOzfvx9Xr17FmjVr4OzsDE9PT0ybNg1Lly7F69evCyoyERERyUSBFTB+fn7w8vKCu7u72v6IiAikpaWp7a9WrRocHBwQFhYGAAgLC0PNmjVhbW2tOsfDwwOJiYm4cuVKQUUmIiIimdAuiA+6fv16nDt3DmfOnMl2LDY2Frq6ujA3N1fbb21tjdjYWNU5bxcvWcezjuUkNTUVqampqu3ExMRPuQUiIiIqwvK9BSYmJgbDhw/H2rVroa+vn98f/r1mzpwJMzMz1cve3r7Qrk1ERESFK98LmIiICMTFxeGLL76AtrY2tLW1ceTIESxatAja2tqwtrbG69evER8fr/a+x48fw8bGBgBgY2OT7amkrO2sc941btw4JCQkqF4xMTH5fWtERERUROR7AdOyZUtcunQJkZGRqle9evXg4+Oj+n8dHR0cOHBA9Z4bN24gOjoarq6uAABXV1dcunQJcXFxqnNCQ0NhamoKR0fHHK+rp6cHU1NTtRcREREVT/k+BsbExAROTk5q+4yMjGBpaana7+vri5EjR8LCwgKmpqYYOnQoXF1d0bBhQwBA69at4ejoiN69e2P27NmIjY3F+PHj4efnBz09vfyOTERERDJTIIN4P2b+/PlQKpXo3LkzUlNT4eHhgWXLlqmOa2lpYffu3Rg8eDBcXV1hZGSEvn37YurUqVLEJSIioiKmUAqYw4cPq23r6+tj6dKlWLp06XvfU7ZsWezZs6eAkxEREZEccS0kIiIikh0WMERERCQ7LGCIiIhIdljAEBERkeywgCEiIiLZYQFDREREssMChoiIiGSHBQwRERHJDgsYIiIikh0WMERERCQ7LGCIiIhIdljAEBERkeywgCEiIiLZYQFDREREssMChoiIiGSHBQwRERHJDgsYIiIikh0WMERERCQ7LGCIiIhIdljAEBERkeywgCEiIiLZYQFDREREssMChoiIiGSHBQwRERHJDgsYIiIikh0WMERERCQ7LGCIiIhIdljAEBERkeywgCEiIiLZYQFDREREssMChoiIiGSHBQwRERHJTr4XMDNnzkT9+vVhYmICKysrfPnll7hx44baOa9evYKfnx8sLS1hbGyMzp074/Hjx2rnREdHw8vLC4aGhrCyssLo0aORnp6e33GJiIhIhvK9gDly5Aj8/PwQHh6O0NBQpKWloXXr1khJSVGd8/3332PXrl3YtGkTjhw5gocPH8Lb21t1PCMjA15eXnj9+jVOnjyJ4OBgBAUFYeLEifkdl4iIiGRIO78/4N69e9W2g4KCYGVlhYiICDRt2hQJCQnw9/fHunXr0KJFCwBAYGAgqlevjvDwcDRs2BD79+/H1atX8c8//8Da2hrOzs6YNm0axowZg8mTJ0NXVze/YxMREZGMFPgYmISEBACAhYUFACAiIgJpaWlwd3dXnVOtWjU4ODggLCwMABAWFoaaNWvC2tpadY6HhwcSExNx5cqVgo5MRERERVy+t8C8LTMzEyNGjECjRo3g5OQEAIiNjYWuri7Mzc3VzrW2tkZsbKzqnLeLl6zjWcdykpqaitTUVNV2YmJift0GERERFTEF2gLj5+eHy5cvY/369QV5GQBvBg+bmZmpXvb29gV+TSIiIpJGgRUwQ4YMwe7du3Ho0CGUKVNGtd/GxgavX79GfHy82vmPHz+GjY2N6px3n0rK2s46513jxo1DQkKC6hUTE5OPd0NERERFSb4XMEIIDBkyBNu2bcPBgwdRvnx5teN169aFjo4ODhw4oNp348YNREdHw9XVFQDg6uqKS5cuIS4uTnVOaGgoTE1N4ejomON19fT0YGpqqvYiIiKi4infx8D4+flh3bp12LFjB0xMTFRjVszMzGBgYAAzMzP4+vpi5MiRsLCwgKmpKYYOHQpXV1c0bNgQANC6dWs4Ojqid+/emD17NmJjYzF+/Hj4+flBT08vvyMTERGRzOR7AbN8+XIAQPPmzdX2BwYGol+/fgCA+fPnQ6lUonPnzkhNTYWHhweWLVumOldLSwu7d+/G4MGD4erqCiMjI/Tt2xdTp07N77hEREQkQ/lewAghPnqOvr4+li5diqVLl773nLJly2LPnj35GY2IiIiKCa6FRERERLLDAoaIiIhkhwUMERERyQ4LGCIiIpIdFjBEREQkOyxgiIiISHZYwBAREZHssIAhIiIi2WEBQ0RERLLDAoaIiIhkhwUMERERyQ4LGCIiIpIdFjBEREQkOyxgiIiISHZYwBAREZHssIAhIiIi2WEBQ0RERLLDAoaIiIhkhwUMERERyQ4LGCIiIpIdFjBEREQkOyxgiIiISHa0pQ5AREXfpahoqSMQEalhAfMW/pAmIiKSBxYwREREnzG5/vHOAoaKLLl+U72tONwDFS3F5WuqONxHcbgHOWMBUwzxm4qIiIo7PoVEREREssMWGCL6LLBlkqh4YQsMERERyQ4LGCIiIpIdFjBEREQkO0W6gFm6dCnKlSsHfX19uLi44PTp01JHIiIioiKgyBYwGzZswMiRIzFp0iScO3cOtWvXhoeHB+Li4qSORkRERBIrsgXMvHnz8M0336B///5wdHTEihUrYGhoiICAAKmjERERkcSKZAHz+vVrREREwN3dXbVPqVTC3d0dYWFhEiYjIiKioqBIzgPz9OlTZGRkwNraWm2/tbU1rl+/nuN7UlNTkZqaqtpOSEgAACQmJmp+4VSR+7C5lZs8ecX70ExxuAegUO7DKeGPAr/G5YK+j2Lyb8H70BC/LzRXxL6msn5vC/GRXKII+vfffwUAcfLkSbX9o0ePFg0aNMjxPZMmTRIA+OKLL7744ouvYvCKiYn5YK1QJFtgSpYsCS0tLTx+/Fht/+PHj2FjY5Pje8aNG4eRI0eqtjMzM/Hs2TNYWlpCoVAUSM7ExETY29sjJiYGpqamBXKNglYc7gHgfRQlxeEegOJxH8XhHgDeR1FSGPcghEBSUhLs7Ow+eF6RLGB0dXVRt25dHDhwAF9++SWANwXJgQMHMGTIkBzfo6enBz09PbV95ubmBZz0DVNTU9l+MWYpDvcA8D6KkuJwD0DxuI/icA8A76MoKeh7MDMz++g5RbKAAYCRI0eib9++qFevHho0aIAFCxYgJSUF/fv3lzoaERERSazIFjDdu3fHkydPMHHiRMTGxsLZ2Rl79+7NNrCXiIiIPj9FtoABgCFDhry3y6go0NPTw6RJk7J1XclJcbgHgPdRlBSHewCKx30Uh3sAeB9FSVG6B4UQH3tOiYiIiKhoKZIT2RERERF9CAsYIiIikh0WMERERCQ7LGCIiIhIdljAEBER0XutXr1aba3BLK9fv8bq1aslSPQGCxgNbNy4Ea9fv1ZtP3jwAJmZmartFy9eYPbs2VJE01hKSgoGDx6M0qVLo1SpUujRoweePHkidaxcO3bsmNq/xbtevXol6TdUbh06dEjqCAVCCIG///4bXbp0kTrKZ6Ns2bLo378/Vq9ejZiYGKnjfPZSUlKkjpBv+vfvr1og+W1JSUmSTi7LAkYDPXv2RHx8vGrb0dER9+7dU20nJSVh3LhxhR8sFyZMmIA///wT7dq1g4+PDw4ePIiBAwdKHSvXmjVrhqZNm+LRo0c5Hk9ISJDVbM1t2rRBxYoVMX369GLxSycqKgoTJkyAg4MDOnXqhFevXkkdKV88evSoSM9JBbz5JRMVFYVBgwahXLlyqFSpEr755huEhIQgNjZW6nifnVq1auH48eNSx8gXQogc1xR88OCBRlP+F5j8WD26uFMoFOLx48eqbWNjY3Hnzh3VdmxsrFAqlVJE01i5cuXExo0bVdtnz54V2traIi0tTcJUuadQKETNmjWFnZ2dCA8Pz3ZcDv8Wb3vy5ImYN2+eqF27ttDW1hatW7cWGzZsEKmpqVJH09irV6/EmjVrhJubm9DR0RFKpVLMmzdPJCQkSB0tVy5fviwWL14sVq5cKZ4/fy6EePPvM2LECKGvry8cHR2lDaihV69eiQMHDoiJEyeKpk2bCj09PaFUKkW1atXEd999J3W8j1IoFEKpVH7wpaWlJXXMjxo9erTQ0dERo0aNktX389ucnZ1FnTp1hFKpFDVr1hR16tRRvWrVqiVMTExE165dJcvHiew0oFQqERsbCysrKwCAiYkJLly4gAoVKgB4s0q2nZ0dMjIypIz5QTo6Orh//77a6p6Ghoa4fv06HBwcJEyWO1paWrh37x6mTp2KNWvWYNmyZWotLnL4t3ifc+fOITAwECEhIQCAXr16wdfXF7Vr15Y4Wc4iIiLg7++PkJAQVKpUCb1790b37t1RpkwZXLhwAY6OjlJH1NjOnTvRpUsXpKenAwAqVKiA33//Hd26dUPdunUxYsQItGnTRuKUefP8+XPMnTsXixcvRnJycpH/3tixY8d7j4WFhWHRokXIzMyUReteeHg4BgwYAKVSiT///BN16tSROlKuTJkyRfXfH374AcbGxqpjurq6KFeuHDp37gxdXV1pAkpWOslIcWiBUSqVIi4uTm2fiYmJuHv3rkSJ8ubtf4ulS5cKXV1dMWzYMJGRkSGEkMe/xYf8+++/YtKkSUJPT08YGRkJLS0t0bhxY3H58mWpo2WjpaUlRowYIa5fv662X1tbW1y5ckWiVHlTv359MWLECJGUlCTmz58vFAqFcHJyEqdPn5Y6Wq6lpqaKw4cPi8mTJ4vmzZsLAwMDUalSJTFgwAARHBwsdbw8uX79uvjyyy+FlpaW6NOnj7h3757UkTT26tUrMWrUKKGvry/at28vOnXqpPaSg6CgIPHy5UupY2RTpNdCKkr27dun6uvLzMzEgQMHcPnyZQBQGx9TVAkh0LJlS2hr//9/8hcvXqB9+/Zq1fO5c+ekiJcn3333HZycnNC1a1dcuXIFmzZtkjpSnqSlpWHHjh0ICAhAaGgo6tWrhyVLlqBnz5548uQJxo8fj65du+Lq1atSR1XTsmVL+Pv7Iy4uDr1794aHh0eO/eRycOPGDaxbtw7GxsYYOnQoRo0ahfnz56N+/fpSR9PY1KlTcfjwYZw6dQply5ZF06ZNMXDgQKxdu1at5VVOHj58iEmTJiE4OBgeHh6IjIyEk5OT1LFyJTU1FXFxcVAoFDAzM1P7GSwXffv2BfDmqaO4uDi1h1gASNaKzy4kDSiVHx/rrFAoinTTbFZT4MdMmjSpgJN8mne78wAgOjoanTp1QkJCApYvX442bdoU6X+Ltw0dOhQhISEQQqB37974+uuvs/2Ajo2NhZ2dXbYfGkVBTEwMAgMDERgYiJcvX6J79+5YtmwZLl68iOrVq0sdT2Mf6yaWA6VSCQcHB4wdOxZdu3aFpaWl1JHyLCEhATNmzMDixYvh7OyMX3/9FU2aNJE6Vq6FhoZiwIABsLW1RXBwsKy+J95269YtDBgwACdPnlTbL/5vcK9UP29ZwJCs5FTAAG8en/b19cXmzZuRnp4umwKmZcuW+Prrr+Ht7f3e1V3T09Nx4sQJNGvWrJDT5U5oaCgCAwOxbds22Nvbo0uXLujSpQu++OILqaN9lFKpRHBwsKqVtWfPnliwYAGsra3VzuvQoYMU8TSyb98+HDp0CIcPH8b58+dRpUoVNG/eHM2aNUOzZs1QqlQpqSNqZPbs2fj1119hY2ODGTNmoGPHjlJHypNBgwYhODgYP/30E37++WdoaWlJHSnPGjVqBG1tbYwdOxa2trbZWlqlGqfHAoYAvCkAlixZglGjRkkd5YPc3Nywbds2mJub53j8t99+w/Lly3H37t3CDZYHaWlpGDRoECZMmIDy5ctLHSffPH/+HGvWrEFAQAAuXrwoi2KyOLSyvi0pKQnHjh3DkSNHcOjQIVy4cAGVKlWCm5sblixZInW8D1IqlTAwMIC7u/sHf+lv3bq1EFPlnpOTE1avXi2LAv5jjIyMEBERgWrVqkkdRQ0LmFzYtGkTQkJCcPPmTQBAlSpV0KtXL9lM1vXkyROcOnUKurq6aNmyJbS0tJCWloZly5Zh5syZSE9Px9OnT6WO+ckuX74sm35yMzMzREZGFqsC5m3nzp0rFj/A5SojIwOnT5/Gzp07sWzZMlk8hdSvXz+NxlIFBgYWQpq8K126NC5evCjrrrws9evXx/z589G4cWOpo6hhAaOBzMxM9OzZE5s2bUKVKlVUVei1a9dw+/ZtdO3aFSEhIUV6AOPx48fRrl07JCYmQqFQoF69eggMDMSXX34JbW1tDBs2DH379oWBgYHUUfMkKSkJISEh+OOPPxAREVHkf0hn6du3L5ydnfH9999LHSVfvHr1Chs2bEBKSgpat26NSpUqSR3ps5KZmYmzZ8+qupJOnDiBlJQUlClTBm5ubnBzc1MNyKSCpaWlhUePHmXr7paLxMRE1f+fPXsW48ePx4wZM1CzZk3o6OionWtqalrY8QCwgNHI/PnzMX36dAQHB6Ndu3Zqx3bu3In+/ftjwoQJGDFihDQBNdC8eXPY2dnhp59+QnBwMObOnYvKlSvjl19+kU0LUk6OHj0Kf39/bNmyBXZ2dvD29kbnzp1l8/TI9OnTMXfuXLRs2RJ169aFkZGR2vFhw4ZJlOzjRo4cibS0NCxevBjAmycUXFxccOXKFRgaGiI9PR2hoaFwdXWVOOnH7dy5U6PzivIYGE9PT5w8eRJJSUmws7ODm5sbmjdvDjc3N1kNRi4u3jdeTy6USqXaH+Uih9l4OYhXBmrVqoURI0ZgwIABOR739/fHwoULcfHixUJOpjlLS0scO3YMjo6OePnyJYyNjbF161ZZDpCLjY1FUFAQ/P39kZiYiG7dumHFihWymzwNwAe7jhQKRZEey+Pk5IQZM2aofqkHBgbihx9+wPnz5+Hg4IABAwYgLi4Of/31l8RJP644jIHp2bOnqpWlcuXKUsfJM29vb43OK+pjYN4dGP4+RbUoPnLkiMbnSvWAAQsYDRgYGODGjRvvfdb9/v37qFatGl6+fFnIyTSX02OikZGRqFixosTJcqd9+/Y4evQovLy84OPjgzZt2kBLSws6OjqyLGDkzNTUFOfOnVN1E/Xs2RMmJiZYtWoVACAyMhJt27bFw4cPpYxJMqPpWmZFfQxMcSiKizr5zagjAQMDA8THx7+3gElMTIS+vn4hp8q9q1evqhZ1E0Lgxo0b2VZMrVWrlhTRNPb3339j2LBhGDx4sKz/ysxJ1t8SRXks1duUSiXe/vsnPDwcEyZMUG2bm5vj+fPnUkTLs//++0816DImJga///47Xr16hfbt28tiHpL09HTMnz8/x4cNhg8fnm3sQlFU1AuT3JBzF9LbAgMDYWxsjK5du6rt37RpE168eCHduKrCm/RXvtq2bSu+/fbb9x4fNGiQ8PT0LMREuZe1QJpCocj2ytovhyn4w8LCxNdffy1MTExEgwYNxOLFi8WTJ09kOX19luDgYOHk5CT09PSEnp6eqFmzpli9erXUsT6qYcOGYu7cuUKINwshKpVKtaUpDh8+LMqWLStRuty5ePGiKFu2rFAqlaJq1ari/PnzwtraWhgbGwtTU1OhpaUltm3bJnXMD3rx4oVo1KiRUCqVonXr1mL48OFi+PDhonXr1kKpVIomTZoUyengcyMzM1Ps2bNHdO7cWeooH6VUKtWWoJGzypUri4MHD2bbf/jwYVGlShUJEr3BAkYDJ06cEDo6OqJr167i1KlTIiEhQcTHx4uwsDDRpUsXoaOjI44fPy51zA+6d++eRi+5SE5OFv7+/qJRo0aqFZAXLFggEhMTpY6WK3PnzhWGhobixx9/FDt27BA7duwQo0ePFoaGhmLevHlSx/ugrVu3Cl1dXdGiRQthbW0t2rVrp3b8xx9/lHSl2txo06aNaNeunTh+/LgYNGiQKF26tBgwYIDIyMgQGRkZ4rvvvhMuLi5Sx/ygiRMnCgcHB3HhwoVsxyIjI4WDg4OYNGlS4QfLB3fv3hXjx48XZcqUEXp6esLLy0vqSB/17hp6cqanpyeioqKy7Y+KihL6+vqFH+j/sIDR0NatW0XJkiWzLetuaWkpNm/eLHW8fHHp0iWpI+TJ9evXxejRo4WNjY1qwTS5KFeuXI4L7AUFBYly5cpJkCh3/vnnHzFixAgxa9YskZKSonZs8uTJ4tChQ9IEyyVLS0vVL/6kpCShUCjE2bNnVcevXbsmzMzMJEqnmSpVqnzwZ9HGjRtF5cqVCzHRp3n16pVYs2aNcHNzU/2RMm/ePJGQkCB1NI3069dPdn9QvY+9vb3YsWNHtv3bt28XpUuXliDRGxzEmwsvXrzAvn37cOvWLQBv+pZbt24NQ0NDiZPlnVznT8lJRkYGdu3ahcDAQOzYsUPqOBrR19fH5cuXs82XcuvWLdSsWROvXr2SKNnn5WNrIT1+/Bh2dnZF+vtDX18ft27dgr29fY7HY2JiULly5SL/NRUREQF/f3+EhISgUqVK6N27N7p3744yZcrIcqD+v//+iy1btqjGJFWtWhXe3t4oXbq0xMk0N2bMGGzYsAGBgYFo2rQpgDdPKQ0YMABdunTBnDlzJMnFQby5YGhoiE6dOkkdI1/kNH/K0qVLpY71SbS0tJCRkYGoqCipo2isUqVK2LhxI3766Se1/Rs2bCjyg5SfPn2KlJQUlC1bVrXvypUrmDNnDlJSUvDll1+iV69eEibMnXcHT8tlMHUWU1NTxMXFvbeAiY2NhYmJSSGnyj0XFxcMHToU4eHhqFq1qtRxPsmyZcswcuRIvH79WjXZW2JiIkaPHo158+bhu+++kzihZqZNm4Z79+6hZcuWqtW0MzMz0adPH8yYMUOyXCxgNLBo0SKNzivKk44BOc+fkpqaiu3bt8vqr5qVK1ciNDQUurq6GD58OFxcXHDw4EH88MMPuHnzpqxmGp0yZQq6d++Oo0ePolGjRgCAEydO4MCBA9i4caPE6T5s6NChsLOzw9y5cwEAcXFxaNKkCezs7FCxYkX069cPGRkZ6N27t8RJNdOvXz/VgpqvXr3Ct99+q5pYMDU1VcpoGnFzc8OMGTOwZcuWHI/PmjULbm5uhZwq91q2bAl/f3/ExcWhd+/e8PDwkF0xCQB//fUXhg0bhhEjRuCHH36Ara0tAODRo0f47bffMHz4cJQrVw5t27aVOOnH6erqYsOGDZg2bRouXLgAAwMD1KxZU+2PFymwC0kD7042FhMTA1tbW1UlChT9SceKy/wps2bNwsSJE1GrVi1cv34dQgj8/PPPWLx4MYYPH45BgwahRIkSUsfMlYiICMyfPx/Xrl0DAFSvXh0//PAD6tSpI3GyDytfvjyCgoJUk1jNmTMHK1aswPXr16GtrY05c+Zg8+bNCA8PlzjpxxWHuUeuXr0KFxcX1KhRAyNHjkS1atUghMC1a9cwf/58XL16FeHh4ahRo4bUUT8qJiYGgYGBCAwMxMuXL9G9e3csW7YMFy9eRPXq1aWOp5HmzZujcePGmD59eo7Hx48fj+PHj+Pw4cOFG6wYYQGTB+/2j8tB1npH786fIrcCpmrVqvjpp5/Qt29fHDt2DM2aNUPbtm2xYcOGbNPwU8EyMDDA9evXVX+FtW3bFk5OTpg9ezYA4ObNm3B1dcV///0nZczPSnh4OHx9fXHt2jVVq4UQAtWqVYO/v78slnV4V2hoKAIDA7Ft2zbY29ujS5cu6NKlS5FfJNTU1BRnzpx5bzfYjRs3UL9+fbU1h4qyBw8eYOfOnYiOjsbr16/Vjs2bN0+STOxC+kwcP34c/v7+qFu3LqpXr47evXujR48eUsfKtejoaLRo0QIA0KRJE+jo6GDKlCmyLV7et+Dbf//9BysrqyI9aNTU1BTx8fGqAub06dPw9fVVHVcoFLLoeilOGjZsiCtXriAyMlJtIjtnZ2dpg32CVq1aoVWrVnj+/DnWrFmDgIAA/Prrr0X6ewN481DBhyYO1NHRKfL3kOXAgQPo0KEDKlSogOvXr8PJyQn37t2DEELSQvLjcx1TsdCwYUP8/vvvePToEQYNGoT169fDzs4OmZmZCA0NRVJSktQRNZKamqo267Guri4sLCwkTPRp3tcAmpqaCl1d3UJOkzsNGzbEokWLkJmZic2bNyMpKUlVXAJvWmDeN6CUCpazszO6deuGbt26ybp4eVuJEiUwdOhQnD9/HmfOnJE6zkfVqFHjg09Dbt++XRbdeQAwbtw4jBo1CpcuXYK+vj62bNmCmJgYNGvWLNvsvIWJLTCfGSMjIwwYMAADBgzAjRs34O/vj1mzZmHs2LFo1aqVxqvySmnChAmqR9dfv36N6dOnZ1swTaomTU1lDQxXKBT4448/YGxsrDqWkZGBo0ePolq1alLF08i0adPQsmVLrFmzBunp6fjpp5/Uxh+tX79eskXePkfx8fEICQnB4MGDAQA+Pj5q67NpaWnh999/h7m5uUQJNRMdHf3Rc0qWLFkIST6Nn58fBg8eDD09PQwcOFA1ZjI9PR0rV67E+PHjsWzZMolTaubatWsICQkB8GY4QtaCwFOnTkXHjh1VX3OFjWNgNPBuH2WZMmVw/PhxlCtXTm1/1mNycpM1f0pAQECRL2CaN2/+0ScSFAoFDh48WEiJ8iZrYPj9+/dRpkwZaGlpqY7p6uqiXLlymDp1KlxcXKSKqJGnT5/ixIkTsLGxyZb1r7/+Qo0aNbJ9n1DB+O233xAZGYm1a9cCeDNWz8PDQ/XodFhYGHr06IHJkydLmPLj3v5eEDmsDyaEkM0iiKNGjcK8efNgYmKCihUrQgiBu3fvIjk5GcOGDcP8+fOljqgRGxsbHDp0CNWrV4ejoyNmzZqFDh064MKFC2jUqBGSk5MlycUCRgNKpTLHb6B3t+XwDfU+mZmZ2LNnD9q1ayd1lM+Km5sbtm7dKrsnpzQRHx+PNWvWYMiQIVJH+Sy4uLjgl19+gbu7O4DsDxts27YNU6dOxfnz56WM+VHa2tooU6YM+vXrh/bt26s97fm22rVrF3KyvAkPD0dISIjaBKg9evRAw4YNJU6muS+//BJeXl745ptvMGrUKOzYsQP9+vVT/ez6559/JMnFAkYDR44c0eg8OTaX3759GwEBAQgKCsKTJ0+QlpYmdSSSuQMHDsDf3x/btm2DoaEhn0IqJKVKlcK5c+dU447q1auH7du3o0yZMgCAu3fvolatWpL9tayp2NhYBAcHIzAwEPHx8fjqq6/g6+srm8eni6OsVqNatWohJSUFP/zwA06ePInKlStj3rx5ks0HwwLmM/Ty5Uts2rQJf/zxB06cOIEmTZqgR48e6NSpE6ytraWO90HFpZ//bUXx8cTcenvejujoaPTo0QO9e/dGy5YtP/gkBuUfQ0NDnD59Gk5OTjkev3TpElxcXPDixYtCTpZ3x48fR2BgIDZt2gRHR0f4+vrC19cXSqV8nj85c+YMQkJC1JYS6NmzJ+rVqydxsmKg8JZdkr8HDx6IhQsXCj8/P+Hn5ycWLVokHjx4IHUsjZ0+fVoMHDhQmJqaijp16og5c+YILS0tceXKFamjaWz27NmiV69eqm1jY2PRuXNn0a9fP9GvXz9RtWpVWa24+88//whDQ0Ph5OQktLW1hbOzszA3NxdmZmbCzc1N6ngf9Pr1a7Fx40bRunVrYWBgIDp16iQ2bdoktLW1ZfU1VVzUqFEjx4VBswQEBAhHR8dCTJR/YmNjhZubm1AqleK///6TOo7GRo8eLRQKhTAxMRG1a9cWtWvXFsbGxkKpVIoff/xR6niyxwJGQ0uXLhV6enpCoVAIMzMzYWZmJhQKhdDT0xNLly6VOt5H1axZU5QtW1aMGzdOXL58WbVfbr9sGjRoIEJDQ1XbxsbG4s6dO6rtrVu3CmdnZymi5Un9+vXFxIkThRD//16SkpJEhw4dxLJlyyRO92GlSpUSTZo0EStXrhTPnj1T7Zfb11RxMX78eGFvby9iY2OzHXv06JGwt7cXP//8swTJ8u7EiRPC19dXmJqaivr164vly5eLjIwMqWNpJCgoSOjr64vFixeL169fq/a/fv1aLFy4UOjr63+w4JSaubm5KFGihEYvqfAxag0UhzUtbty4ge7du8PNzU02s+7m5O7du2ozW1atWlVtvpTatWurBsvJQVF9PFET6enpUCgUUCgUak+OkDR+/PFHbNmyBZUrV0bv3r1RpUoVAG++99esWYPSpUtjzJgxEqf8uEePHmH16tUIDAzE8+fP4ePjgxMnTry3a6yoWrp0KWbMmJFtELuOjg6GDRuG9PR0LFmyBH369JEo4YctWLBA6ggfJ1npJCPNmjX74F8uP//8s2jWrFnhBcqDBw8eiOnTp4uKFSsKOzs78cMPP4hz584JHR0dWf21bGBgIC5duvTe4xcvXhQGBgaFmOjTWFtbi6tXrwohhKhevbrYsWOHEEKIyMhIYWRkJGW0j3r58qVYs2aNcHNzEwYGBsLb21ts3bpVdl9TxcmzZ8/EoEGDRIkSJYRCoRAKhUKUKFFCDBo0SDZdL9ra2qJs2bJi4sSJ4uzZs+LChQs5voo6Q0NDtdbhd925c0cYGhoWYqLih4N4NVDc1rQ4ePAgAgICsHXrVrx69QqjRo3C119/rfqLrShzcnLCjz/++N6/WgIDAzFnzhxcuXKlkJPlTVF9PDG37ty5g8DAQAQHB+Pff/9Fz5490a9fP7Ro0YKtMxIQQuDJkycA3jydJKfVnN8eoPv2ek5vk8O0Faampjh9+vR7J6SU2++NzMxM3L59G3FxccjMzFQ71rRpU0kysYDRgJGRES5duvTexRvv3r2LmjVrIiUlpZCTfZqEhASsXbsWAQEBOHfuHJycnHDx4kWpY33QhAkTEBwcjDNnzmR7Yio2NhYNGjRAnz593rsCbFFTVB9PzKvMzEzs3bsXAQEB2LVrF0xMTPD06VOpY33Wjhw5gpSUFLi6uspivqH79+9rdF5R/95o3rw5mjRpgmnTpuV4XE6rUYeHh6NXr164f/9+0SomJWz9kY369euLefPmvff43LlzRf369QsxUf47f/68GDp0qNQxPioxMVFUr15dmJiYiO+++04sWLBALFiwQAwePFiYmJiIatWqicTERKljkhAiLi5OzJ07V+oYn41Zs2aJ8ePHq7YzMzOFh4eHqivJ2tpabQA/Faxdu3YJLS0tMXr0aLWB1Y8ePRKjRo0S2traYteuXRIm1Fzt2rVF165dxdWrV8Xz589FfHy82ksqLGA0EBQUJAwMDMTSpUtFWlqaan9aWppYsmSJMDAwEIGBgdIF/MwUh37+LL6+vuLQoUNSx8g3Tk5OIjo6WuoYn6U6deqI9evXq7Y3btwoDAwMxPHjx8V///0nvLy8RNeuXSVMqJkdO3bk+Dp8+LB4+PCh1PFyZdGiRUJXV1colUrVEztKpVLo6uqKBQsWSB1PY4aGhuLWrVtSx8iGXUgakvuaFnXq1NFoDaGIiIhCSvTphIz7+bN07NgR+/btQ6lSpdCjRw989dVXspkiPSfvTl9PhadEiRI4efKkasba/v37IyMjA6tXrwbwphuga9euiImJkTLmR31okjqFQoEePXrg999/Vy3oWtQ9ePAAmzZtUltKoHPnzrJaqb1Fixb48ccf0aZNG6mjqGEBkwtyXtNiypQpqv8XQmDmzJn49ttvYWFhoXbepEmTCjvaZ+/58+fYtGkT1q1bh2PHjqFatWrw8fFBr169ZLcQIgsY6bz7ua9WrRpGjBiBb7/9FsCbVZ6rVq2qNnO1nCQkJCAiIgJ+fn7o1KkTZsyYIXWkYu3t8ZB37tzB+PHjMXr0aNSsWTPb7Nq1atUq7HgAWMB8tuT6i0aTliQAOHfuXCGkyX8PHjxASEgIAgICcOvWLaSnp0sdKVfatm0Lf39/1VxJVHicnZ0xYsQI9OvXD9HR0ShXrhwuX76smvfp5MmT6NatGx48eCBx0k+zd+9ejBgxAtevX5c6Sq599913mDp1KkqWLCl1lI/KWsT4fSVC1jEpB/FyIjsN3Lp1CxMnTsTKlSthamqqdiwhIQGDBw/G9OnTZVcMyNGXX34pdYQCk5aWhrNnz+LUqVO4d+9ekV+XKid79uyROsJny8/PD0OGDMGxY8cQHh4OV1dXtUkrDx48iDp16kiYMH9Uq1ZNtkXYmjVrMGrUKFkUMFFRUVJH+CgWMBr47bffYG9vn614AQAzMzPY29vjt99+w/LlyyVI93kpjl1chw4dwrp167BlyxZkZmbC29sbu3fvRosWLaSOlitXr17NcUHKDh06SJTo8/LNN99AS0sLu3btQtOmTbN9rzx8+BD9+/eXKF3+uXv3Luzs7KSOkSdy6vAo6o+pAyxgNHLkyBGsWbPmvce7deuGXr16FWIiKi5Kly6NZ8+eoU2bNli1ahXat28PPT09qWPlyt27d9GpUydcunRJrck5q6uvqE84VpwMGDAAAwYMyPHYsmXL8OzZs0JOlL8iIyMxatQoeHl5SR3lszJz5kxYW1tn+9oKCAjAkydPJFuiggWMBqKjo2FlZfXe4yVLlizyI/sXLVqktp2eno6goKBsTZnDhg0rzFi55ubmptHTVAcOHCikRJ9m8uTJ6Nq1K8zNzaWOkmfDhw9H+fLlceDAAZQvXx6nT5/Gf//9hx9++AFz5syROh4B2L9/P/z9/bFz584iP4i3RIkSOX6Pp6SkID09Ha1atVJ7KEFOkpKSVP+fmZmJPXv2oF27dhIm0szKlSuxbt26bPtr1KiBHj16sIApyszMzHDnzp33Nqndvn07x+6louTdx7xtbGzw559/qu1TKBRFvoBxdnZ+77GkpCSsW7cOqamphRfoE6SlpWHw4MFwdXWVdQETFhaGgwcPomTJklAqlVAqlWjcuDFmzpyJYcOG4fz581JH/Czdv38fAQEBCA4OxvPnz+Hp6al6pLoomz9/fo4FjKmpKapWrSrrxWiBN78vAgICEBQUhCdPniAtLU3qSB8VGxub48D8UqVK4dGjRxIkeoMFjAaaNm2KxYsXv3dMwqJFi9CkSZNCTpU7chiQpYmc5ttJT0/H0qVL8csvv6B06dLvnbq7qNHR0YGDg4Psu1gyMjJgYmIC4E1r5MOHD1G1alWULVsWN27ckDjd5+X169fYunUr/vjjD5w4cQLu7u548OABzp8/j5o1a0odTyPe3t4fPJ61dlBR/6PxbS9fvsSmTZtU/y5NmjTBxIkT0alTJ6mjacTe3h4nTpxA+fLl1fafOHFC2vFIkkyfJzPnzp0Tenp6onPnzuLUqVOq6ZPDw8OFt7e30NPTExEREVLHzLWYmBiRkZEhdYxPsmbNGlGhQgVha2ubbaZkOfjjjz9E27ZtZTeD8NsaN24stm3bJoQQomfPnqJNmzbi+PHjok+fPqJGjRrShvuMDBkyRFhaWoqGDRuKJUuWiKdPnwoh3qzuLKfVwRUKhVAqle99ZR2Xg9OnT4uBAwcKU1NTUadOHTFnzhyhpaUlq38PIYT49ddfhaWlpQgICBD37t0T9+7dE/7+/sLS0lLMmDFDslycB0ZDu3fvxoABA/Dff/+p7be0tMQff/whyyctTE1NERkZKcvHv/fu3YuxY8ciKioKo0aNwsiRI2FkZCR1rFyrU6cObt++jbS0NJQtWzbbPchhPpt9+/YhJSUF3t7euH37Ntq1a4ebN2/C0tISGzZskN3TVHKlra2NMWPGYOzYsaoWMeBNS9+FCxdk0/Vy5MgR1f8LIdC2bVv88ccfKF26tNp5zZo1K+xouVKrVi0kJiaiV69e8PHxQY0aNQDI798DePPvMHbsWCxatEj1lKG+vj7GjBmDiRMnSpaLXUgaateuHe7fv4+9e/fi9u3bEEKgSpUqaN26tWymtH6XHGvX06dPY8yYMQgPD8e3336Lf/75RxZzKrxPcZjXxsPDQ/X/lSpVwvXr1/Hs2bP3DsakgvHnn38iICAAtra28PLyQu/eveHp6Sl1rFx7tzDR0tJCw4YNZfeH1o0bN9C9e3e4ubnJqljJiUKhwK+//ooJEybg2rVrMDAwQOXKlSV/YpItMHn04MED2NnZfXDdjqJOjrPxKpVKGBgYYODAgdn6Y99W1AcjExWUqKgoBAUFISgoCC9evMCzZ8+wYcMGdOnSRepoeSLHn1MA8O+//yIoKAiBgYF4+fIlevbsCR8fH7i4uCAyMlLWRU1iYiIOHjyIqlWrqtbekgILmDySc/dLlpkzZ2Lw4MGyegKmXLlyGj1Gfffu3UJK9Oni4+OxefNm3LlzB6NHj4aFhQXOnTsHa2vrbM3mRYW3tzeCgoJgamr60UGXW7duLaRU9DYhhNrj0yVLloS3t3e2KRWKOrkWMG87ePAgAgICsHXrVrx69QqjRo3C119/jSpVqkgdTSPdunVD06ZNMWTIELx8+RK1a9fGvXv3IITA+vXr0blzZ0lysQspj4pD3Tdu3DgAb6rptWvXwt/fH2fPnpU41Yfdu3dP6gj56uLFi3B3d4eZmRnu3buHb775BhYWFti6dSuio6OL7GOvZmZmqkLSzMxM4jSUE4VCAQ8PD3h4eODZs2dYvXo1goKCpI6VJ3LvimzRogVatGiBhIQErF27FgEBAZgzZw6cnJzUFk0sqo4ePYqff/4ZALBt2zYIIRAfH4/g4GBMnz5dsgKGLTB5VBz+Kjh06JDqrwIzMzN06tQJS5culTrWZ8Xd3R1ffPEFZs+erfY1dfLkSfTq1avYFWwknfj4eOzZs6fIzxr+boverl270KJFi2wD3OXeshcZGYmAgABZtIgZGBjg5s2bsLe3R58+fWBnZ4dZs2YhOjoajo6OSE5OliQXW2Dy6KeffoKFhYXUMXLt7X7Z+Ph4PH/+HOvWrUO3bt1k8VfOyJEjc9xvZmaGKlWqwNvbW/KBZblx5swZrFy5Mtv+0qVLIzY2VoJEVFzdv38fvXv3LvIFzLstel999ZVESQqWs7OzLIoX4M08MGFhYbCwsMDevXuxfv16AMDz58+hr68vWS4WMHkkt+6XLVu2wN/fH0ePHoWnpyfmzp0LT09PGBkZoWbNmrIoXgC8d1bX+Ph43L59GxMmTMDBgwfh4OBQyMnyRk9PTzUx19tu3ryJUqVKSZBIM3Xq1NH4a0YOj4JT0REYGCh1hHyhyfeIQqFAREREISXKuxEjRsDHxwfGxsYoW7YsmjdvDuBN15KUEySygMmjnLpfirLu3btjzJgx2LBhg9ocEXJz6NCh9x5LTEyEj48Pxo4dm+O6HUVRhw4dMHXqVGzcuBHAmx9o0dHRGDNmjGT9ypooDo9/ExWk4vQ98t1336FBgwaIiYlBq1atVE/fVqhQAdOnT5csF8fA5IKcu18GDRqEDRs2oEaNGujduze6d++OEiVKyHJSpQ85ffo0unbtivv370sdRSMJCQno0qULzp49i6SkJNjZ2SE2Nhaurq7Ys2ePLCfno6LpwoUL+OKLL2S/dAVRFrbAaKA4dL+sXLkSCxYswMaNGxEQEIARI0bAw8MDQghkZmZKHS/flCxZEs+ePZM6hsbMzMwQGhqKEydO4MKFC0hOTsYXX3wBd3d3qaORzHxsPMW///5bSEnoXU+fPsW9e/egUChQrlw5WFpaSh3po9433jAn8+bNK8Ak78cWGA0Ulym633br1i0EBgYiODgYycnJ8PLyQpcuXT46p0dRt27dOsyePRuRkZFSR8mz+Ph4Wc3Nk5GRgfnz52Pjxo2Ijo5WTTWeRU4FpZx9aGLHtxWXhV3l4MqVKxg8eDBOnDihtr9Zs2ZYvnw5qlatKlGyj3Nzc1PbPnfuHNLT01WZb968CS0tLdStWxcHDx6UIiIXc9TEwIEDhZmZmfjf//4nli9fLp49eyaEkN8iaTnJyMgQO3fuFB07dpTFAmkXLlzI8XX06FExf/58UapUKbFkyRKpY2ps1qxZYv369artrl27CqVSKezs7ERkZKSEyTQ3YcIEYWtrK+bMmSP09fXFtGnThK+vr7C0tBQLFy6UOh6RJB49eiQsLS1FtWrVxIIFC8TevXvF33//LebOnSuqVasmSpUqJR4/fix1TI3MnTtXtG/fXvW7Twghnj17Jjp27CjmzJkjWS4WMBp68eKFCAoKEk2bNhV6enqiQ4cOQktLS1y6dEnqaBrZsGHDB4+npaUJT0/PQkqTd1kr0SoUimyvUqVKiZkzZ4rMzEypY2qsXLly4sSJE0IIIfbv3y/Mzc3Fvn37hK+vr2jVqpXE6TRToUIFsXv3biGEEMbGxuL27dtCCCEWLlwoevbsKWW0z8rLly/Frl27VNtjx44V33//veo1evRo8fLlSwkTfl5+/PFH8cUXX+T4OX/x4oX44osvxNixYyVIlnt2dnbi8uXL2fZfunRJ2NraSpDoDRYweXDz5k0xbtw4YWdnJ0xNTUXPnj3Fli1bpI71QXp6emL//v05HktPTxfe3t7CxsamkFPlXtZS7u++3v7LQE709fVFdHS0EEKIYcOGiYEDBwohhLhx44YwNzeXMprGDA0Nxf3794UQQtjY2IiIiAghhBB37twRpqamUkb7rCxfvly0a9dOtW1sbCxcXFxE8+bNRfPmzYWNjY2YO3euhAk/L3Xq1PngH44hISGiTp06hZgo74yNjcWhQ4ey7T948KAwNjYu/ED/hwXMJ5BT98uCBQuEsbGxCA8PV9ufkZEhvL29hZWVVY4VNhUsW1tbVQtMlSpVxMaNG4UQQly/fl2YmJhIGU1jVapUUX1dNWrUSMycOVMIIcT69etFqVKlpIz2WWncuLHYuXOnatvY2FjcuXNHtf3nn3+Khg0bShHts2RmZiZu3br13uO3bt0SZmZmhRfoE/Tu3VuUK1dObNmyRcTExIiYmBixefNmUb58edGnTx/JcrGA0UBx6X6ZOHGisLCwUBUq6enponPnzqJUqVKy6QrLiYmJidoPajnx8/MTZcuWFe7u7sLS0lIkJSUJIeT119mYMWPEL7/8IoR4U7Roa2uLSpUqCV1dXTFmzBiJ030+bGxsRFRUlGq7ZMmSats3btxgi1ghUiqVHxzjEhsbK7S0tAoxUd6lpKSIwYMHCz09PaFUKoVSqRS6urpi8ODBIjk5WbJcfApJA/r6+ti1axdatWqV7VhGRga6deuGkydP4tGjRxKky52hQ4di69atOHToEMaPH49Dhw7hwIEDqFWrltTR8kzO61KlpaVh4cKFiImJQb9+/VCnTh0AwPz582FiYoKvv/5a4oS5Fx4ejpMnT6Jy5cpo37691HE+GwYGBoiMjHzvky3Xr1+Hs7MzXr16VcjJPk9aWlofnFH78ePHqFatmqzm5UlJScGdO3cAABUrVpR+nirJSicZKW7dLz4+PkJfX1+ULFlSXLhwQeo4n+zdpnIqPK9fvxb9+/cXd+/elTrKZ69SpUpi8+bN7z2+YcMGUbFixUJM9HnLeuDgfa+s45R3nMhOA8OHD8ezZ8/Qtm1bHD16FDVq1EBGRga6d++OY8eO4eDBg6hRo4bUMT/o7UmJSpQoASEEnJ2dERQUpHaeVBMSfYqvvvoKpqamUsfIsxs3bmDx4sW4du0aAKB69eoYOnRokZ4jIouOjg62bNmCCRMmSB3ls9e2bVtMnDgRXl5e2RbYe/nyJaZMmQIvLy+J0n1+PrTsidykpKRg1qxZOHDgAOLi4rJNfnr37l1JcrELKRfk3P3y7qREOVEoFNJNSJQPhBDYu3cv/P39sXnzZqnjaGTLli3o0aMH6tWrB1dXVwBvumDOnDmD9evXF+n1kLL07dsXzs7O+P7776WO8ll7/PgxnJ2doauriyFDhqBKlSoA3hTIS5YsQXp6Os6fPw9ra2uJk5Lc9OzZE0eOHEHv3r1ha2ubbfb54cOHS5KLBUwuffXVV9iyZQuMjY1lU7wUd1FRUQgICEBQUBCePHkCd3d37N69W+pYGqlYsSJ8fHwwdepUtf2TJk3CmjVrVP3NRdn06dMxd+5ctGzZEnXr1s3WLz5s2DCJkn1+oqKiMHjwYISGhiLrR7tCoUCrVq2wbNkyWY4TI+mZm5vjr7/+QqNGjaSOooYFjAbe7n5JS0vD77//jiZNmmRbRlyO3S/p6el49eoVjI2NpY6SK6mpqdi8eTP8/f1x/PhxZGRkYM6cOfD19ZVVd5KhoSEuXryISpUqqe2/desWateujRcvXkiUTHMfmsJeoVBI1rz8OXv27Blu374NAKhUqRIsLCwkTvT5USqVH10nT6FQID09vZAS5V358uWxZ88eVK9eXeooajgGRgPnz59X23Z1dVU1x2Yp6gs67tq1C//99x/69eun2vfLL79g2rRpSE9PR4sWLbBhwwaUKFFCupAaiIiIgL+/P0JCQlCpUiX07t0bISEhKFOmDDw8PGRVvABA8+bNcezYsWwFzPHjx9GkSROJUuUO19YpeiwsLNCgQQOpY3zWtm3b9t5jYWFhWLRokWwW0p02bRomTpyI4OBgGBoaSh1HhS0wnwk3Nzd06dIFfn5+AICTJ0+iSZMmmDp1KqpXr46ff/4Znp6eRb4VSVtbG0OHDsW3336rNshVTgtr7ty5U/X/Dx8+xMSJE9GtWzc0bNgQwJsxMJs2bcKUKVPw7bffShVTY1OnTsWoUaOy/WB7+fIlfvvtN0ycOFGiZERFy40bNzB27Fjs2rVL1XVctmxZqWN9VJ06dXDnzh0IIVCuXDno6OioHT937pwkuVjAfAI5db9YWVlh3759qnlGRo4ciatXr2Lv3r0AgD179mD48OG4deuWlDE/ysPDA2FhYWjfvj169+4NDw8PKBQKWRUwSqVSo/MUCoUs5ojQ0tLCo0ePYGVlpbb/v//+g5WVlSzugaggPXz4EJMmTUJwcDA8PDwwc+ZMODk5SR1LY1OmTPng8UmTJhVSEnXsQtJAceh+SUpKgqWlpWr7+PHj6Nq1q2q7Ro0aePjwoRTRcmXfvn2IiYlBYGAgBg8ejJcvX6J79+4Ain43Xha5NBtrSgiR4+f+woULHHtBn7WEhATMmDEDixcvhrOzMw4cOCCbruG3SVWgfIxmfwp+5ubNm4eUlBTV9smTJzFx4kRMmDABGzduRExMDKZNmyZhwo8rXbq0ap6R5ORkXLhwAf/73/9Ux//7778i1bf5Ifb29pg4cSKioqLw559/4smTJ9DW1kbHjh3x008/Sdac+bkpUaIELCwsoFAoUKVKFVhYWKheZmZmaNWqFbp16yZ1TCJJzJ49GxUqVMDu3bsREhKi6ran/MMuJA0Uh+6XcePGYfv27fjpp5+wZ88enDx5Enfv3oWWlhYAYNWqVVi9ejWOHz8ucdK8ef78OdasWYOAgABcvHhRFt0W6enpmD9/PkJCQnDz5k0AQJUqVdCrVy8MHz48Wz9zURMcHAwhBAYMGIAFCxbAzMxMdUxXVxflypVTzW1D9LlRKpUwMDCAu7u76udsTrZu3VqIqfImIyMD8+fPx8aNGxEdHY3Xr1+rHX/27JkkudiFpIHi0P0yceJE/Pvvvxg2bBhsbGywZs0atW+qkJAQWa9bU6JECQwdOhRDhw6VRQvMy5cv0apVK4SFhcHd3R1NmzYFAFy7dg1jxozBzp07sX///mwzqhYlffv2BfDmEctGjRpBW5s/Toiy9OnTRzbd2h8zZcoU/PHHH/jhhx8wfvx4/Pzzz7h37x62b98u6SB9tsBooFKlSli6dCk8PDyQnJwMS0tLHDx4UDWpz7lz5+Dh4YEnT55InLT4u3jxokbnFfUJBidNmoSgoCDs2rUrW9YLFy6gQ4cO6N+/PyZPnixNwFw4d+4cdHR0VPMi7dixA4GBgXB0dMTkyZOhq6srcUIi+hQVK1bEokWL4OXlBRMTE0RGRqr2hYeHY926dZLkYgGjgeLe/ZKYmIi1a9fC398fZ8+elTrOB2VNDvWhL1s5PL1TtWpVzJgx471LBWzatAk///yzqmupKKtfvz7Gjh2Lzp074+7du3B0dIS3tzfOnDkDLy8vLFiwQOqIRIXO29v7o+coFAps2bKlENJ8GiMjI1y7dg0ODg6wtbXFX3/9hS+++AJ3795FnTp1kJCQIEkutvlqoLh2vxw6dAgBAQHYunUrzMzM0KlTJ6kjfVRxmTTt/v37H5xorGHDhoiOji7ERHl38+ZNODs7A3hTeDVr1gzr1q3DiRMn0KNHDxYw9Fl6e0yY3JUpUwaPHj2Cg4MDKlasiP379+OLL77AmTNnoKenJ1kuFjAaMDAwwOrVq997XE6rjv77778ICgpCYGAg4uPj8fz5c6xbtw7dunWTRX+tHCZ90oSpqSni4uJgb2+f4/HY2FiYmJgUcqq8EUKoHg3/559/0K5dOwBvnhZ7+vSplNGIJBMYGCh1hHzTqVMnHDhwAC4uLhg6dCi++uor+Pv7Izo6WtJFXNmF9Ink0v2yZcsW+Pv74+jRo/D09MRXX30FT09PGBkZyWYCOE1s3boVkydP1nisjFS6d++O9PT09zYfd+7cGVpaWti4cWMhJ8u9Fi1awN7eHu7u7vD19cXVq1dRqVIlHDlyBH379sW9e/ekjkhE+Sg8PBwnT55E5cqVpe19EJQnBw8eFF999ZUwNDQUtra24rvvvpM60gdpaWmJn376SSQmJqrt19bWFleuXJEoVd6sWLFCdO7cWfTs2VOEh4cLIYQ4cOCAcHZ2FoaGhuLbb7+VOOHHXblyRRgbGwsXFxexYcMGceHCBREZGSlCQkJEgwYNhLGxsbh8+bLUMTVy4cIF4eTkJExNTcXkyZNV+4cMGSJ69uwpYTIiKkiPHz8Wv/zyi2TXZwGTCw8ePBDTp08XFStWFJaWlkKpVIr169eLzMxMqaN91MCBA4WZmZn43//+J5YvXy6ePXsmhJBfATNz5kyho6Mj6tatK4yMjIShoaH45ZdfhI2NjZg5c6bqvuQgLCxMODo6CoVCIZRKpVAqlUKhUIjq1auLkydPSh3vk718+VK8fv1a6hhEVEAiIyOFUqmU7PrsQtJAcel+efnyJTZu3IiAgACcOnUKHh4e+OuvvxAZGSmbdTmqVq2Kn376CX379sWxY8fQrFkztG3bFhs2bICRkZHU8fIkMjJSbSK7rAGxRERF2YULF/DFF19I9tQnCxgNaGtrY8yYMRg7dqzawEo5LSD4rlu3biEwMBDBwcFITk6Gl5cXunTpotGjf1IyMDDAzZs3VYNf9fT0cPLkSdStW1fiZJ+vrEfb36eoP9JORHkjdQHDtZA04Ovri6VLl6JNmzZYsWIFnj9/LnWkT1a5cmXMmDEDMTExWLNmDV68eIGePXtKHeujUlNT1Wan1dXVLTYLBtasWRMxMTFSx8i1bdu2YevWrarXhg0bMHbsWNja2mLVqlVSxyOiYootMBoqDt0vH5Keno6HDx/CwcFB6igfpFQqMXDgQNXCk0uXLsVXX32Vbc6FefPmSRHvk5iYmODChQuoUKGC1FHyxbp167Bhwwbs2LFD6ihElAcjR4784PEnT55g3bp17EKSE7l2v3yI1E2BmmrevPlH56tRKBQ4ePBgISXKP8WtgLl79y5q1aqF5ORkqaMQUR64ublpdJ5Uc6GxgPkEmZmZ+Ouvv+Dv74+///4bqampUkfKswsXLqBOnTqqCcmo8LVt2xb+/v6wtbWVOsone/nyJcaNG4e///4bN27ckDoOERVDLGDygVy6Xz5ELi0wFSpUwJkzZ9RWBydplShRQq1VTAiBpKQkGBgYYO3atejQoYOE6YgoP504cQL16tWTdAmBLFxKIB9cuXJFFr/8i4N79+4Vu89zRkYGtm/fjmvXrgEAatSogQ4dOqitt1WUvbvWkVKpRKlSpeDi4oJ///1XmlBEVCA8PT0RGRlZJLq6WcDkk6LekPWxqfXZzC+N27dvw8vLCw8ePEDVqlUBADNnzoS9vT3++usvVKxYUeKEH9e3b1+17aSkJISEhGDSpEk4e/ZssSs4iT5nRel3HQuYfFLUF0J0dnaGQqH44BdfUb+HLPv27fvoSq9y6bYYNmwYKlSogLCwMNXj4P/99x+++uorDBs2DH/99ZfECTV39OhR+Pv7Y8uWLbCzs4O3tzeWLFkidSwiKqZYwHwmoqKiPnpOUlJSIST5dO/+xf8uhUIhm7/6jxw5gvDwcLW5bCwtLTFr1iw0atRIwmSaiY2NRVBQEPz9/ZGYmIhu3bohNTUV27dvl+UEj0T0YStXroS1tbXUMQCwgNFIceh+KVu2bI77s5r7s1bTlsMv/tjYWFhZWUkdI1/o6enlWDgmJydDV1dXgkSaa9++PY4ePQovLy8sWLAAbdq0gZaWFlasWCF1NCIqIL169cL9+/dx//59VKtWDUqldPPhsoDRQHHqfski1+Z+uX2eP6Zdu3YYOHAg/P390aBBAwDAqVOn8O233xb5brC///4bw4YNw+DBg1G5cmWp4xBRPgsICEB8fLzahHZZP6+AN2vT7du3T7W0S2HjUgIaiIqKwt27dxEVFfXe14ULF6SO+VGxsbGYNWsWKleujK5du8LU1FTV3D9r1izUr19f6ogfVZQGkOWHRYsWoWLFinB1dYW+vj709fXRqFEjVKpUCQsXLpQ63gcdP34cSUlJqFu3LlxcXLBkyRI8ffpU6lhElE9WrVqFEiVKqLb37t2LwMBArF69GmfOnIG5uTmmTJkiWT7OA/MJ5NT98nZzv4+Pj6q5X24LUvbv3x+LFi1SW1SzOLh16xauXbsGhUKB6tWro1KlSlJH0lhKSgo2bNiAgIAAnD59GhkZGZg3bx4GDBhQ7P6diD4nlpaWOHz4MGrWrAkAGDx4MJ48eYLNmzcDAA4fPoz+/ftrNMayILCAyYOcul86d+5cpFswtLW1c2zul1sBk5aWhszMTLVJlB4/fowVK1YgJSUFHTp0QOPGjSVMmHdZ34py7ia7ceMG/P398eeffyI+Ph6tWrXCzp07pY5FRHlgaGiIa9euqcZQ1q5dG76+vhg2bBgAIDo6GlWrVsXLly8lyccuJA3JvfuluDT3Dxw4UPXNA7xpBatfvz6WLl2Kffv2wc3NDXv27JEwYe75+/vDyclJ1YXk5OSEP/74Q+pYeVK1alXMnj0bDx48QEhIiNRxiOgTlC1bFhEREQCAp0+f4sqVK2pPR8bGxn50SosCJeij2rVrJ0xNTUXPnj3F7t27RXp6uhBCCG1tbXHlyhWJ0+VOcnKy8Pf3F40aNRI6OjpCqVSKBQsWiMTERKmjaaRy5cpi3759qu0lS5YIOzs7ER8fL4QQ4scffxTNmzeXKl6uTZgwQRgZGYmxY8eKHTt2iB07doixY8cKY2NjMWHCBKnjEdFnbObMmcLGxkZMnTpVNG/eXNSoUUPt+Pz580XLli0lSicECxgNaGlpie+//17cvHlTbb8cC5i3Xb9+XYwePVrY2NgIfX190b59e6kjfZShoaG4e/euartTp05i6NChqu0rV66IUqVKSREtT0qWLCnWrVuXbf+6deuEpaWlBImIiN7IyMgQEyZMEM7OzqJNmzbi6tWrase7dOki/vjjD4nSCcEuJA0Ul+6Xd8mxuV9fX1+tvzU8PBwuLi5qx5OTk6WIlidpaWmoV69etv1169ZFenq6BImIiN5QKpWYOnUqzp8/j7///hvVq1dXO75p0yb4+vpKlI5jYDTSsGFD/P7773j06BEGDRqE9evXw87ODpmZmQgNDZXNDLbvo6WlhS+//FIWgy2dnZ3x559/AgCOHTuGx48fo0WLFqrjd+7cgZ2dnVTxcq13795Yvnx5tv2rVq2Cj4+PBImIiN7v1atXCA4OxrJly3D79m1Js/AppDzi0xbSOHLkCDw9PWFra4tHjx6hZ8+eqkmVAOC7775DSkoKgoODJUz5YW9PCpWeno6goCA4ODigYcOGAN5MZBcdHY0+ffpg8eLFUsUkos/cyJEjkZaWpvo59Pr1a7i4uODKlSswNDREeno6QkND4erqKkk+FjCfKCMjA7t27UJAQAALmEJy9epVhIaGwsbGBl27dlWbynrVqlVo0KABnJ2dpQv4EW5ubhqdp1AocPDgwQJOQ0SUMycnJ8yYMUM1K3hgYCB++OEHnD9/Hg4ODhgwYADi4uIkW3SWBQwRERFlY2pqinPnzqkm1uzZsydMTEywatUqAEBkZCTatm2Lhw8fSpKPayGRrCxatCjH/WZmZqhSpYpkTZlERMWNUqlUW74lPDwcEyZMUG2bm5vj+fPnUkQDwAKGZGb+/Pk57o+Pj0dCQgL+97//YefOnbCwsCjkZJrz9vZGUFAQTE1N4e3t/cFzt27dWkipiIjUVa9eHbt27cLIkSNx5coVREdHq3WB379/H9bW1pLlYwFDsvKhNTfu3r2Lr776CuPHj8eyZcsKMVXumJmZqZYLkHQWSyKiD/jxxx/Ro0cP/PXXX7hy5Qratm2L8uXLq47v2bMHDRo0kCwfx8BQsXL06FEMGDBA8sf7iIiKgwMHDmD37t2wsbHB0KFDYWhoqDo2ZcoUNGvWDM2bN5ckGwsYKlbu3bsHJycn2UxmFxUVhfT0dLUFNoE3q1Pr6OigXLly0gQjIiri2IVExcqlS5dUK6fKQb9+/TBgwIBsBcypU6fwxx9/4PDhw9IEI6LP3sWLFzU6r1atWgWcJGcsYEhWEhMTc9yfkJCAiIgI/PDDD+jbt28hp8q78+fPq63umqVhw4YYMmSIBImIiN5wdnaGQqFATh01WfsVCgUyMjIkSMcChmTG3NxcNQD2XQqFAl9//TXGjh1byKnyTqFQ5LgURUJCgmQ/FIiIgA8/NFEUcAwMycqRI0dy3G9qaorKlSvD2NgYly9fhpOTUyEny5v27dvDwMAAISEh0NLSAvBmdufu3bsjJSUFf//9t8QJiYiKJhYwVCwkJSUhJCQE/v7+OHv2rGxaL65evYqmTZvC3NwcTZo0AfBmkcrExEQcPHhQNoUYERU/ZcuWRYsWLeDm5gY3NzfY29tLHUkNV6MmWTt69Cj69u0LW1tbzJkzB25ubggPD5c6lsYcHR1x8eJFdOvWDXFxcUhKSkKfPn1w/fp1Fi9EJKn+/fsjKioKgwYNQrly5VCpUiV88803CAkJQWxsrNTx2AJD8hMbG4ugoCD4+/sjMTER3bp1w4oVK3DhwgU4OjpKHY+IqFhJTU3FiRMncOTIERw+fBinTp1CWloaqlSpghYtWmDp0qWS5GIBQ7LSvn17HD16FF5eXvDx8UGbNm2gpaUFHR0d2RYwx44dw8qVK3H37l1s2rQJpUuXxp9//ony5cujcePGUscjIlLz/PlzzJ07F4sXL0ZycjKfQiLSxN9//41hw4Zh8ODB2eZOkaMtW7agd+/e8PHxwblz55CamgrgzVNIM2bMwJ49eyROSESfu9evXyMsLAyHDx9WtcCULl0aXbp0QbNmzSTLxTEwJCvHjx9HUlIS6tatCxcXFyxZsgRPnz6VOlaeTZ8+HStWrMDvv/8OHR0d1f5GjRrh3LlzEiYjos/d1KlT0aJFC5QoUQKDBw/Go0ePMHDgQNy+fRu3bt2Cv78/+vTpI1k+diGRLKWkpGDDhg0ICAjA6dOnkZGRgXnz5mHAgAEwMTGROp7GDA0NcfXqVZQrVw4mJia4cOECKlSogLt378LR0RGvXr2SOiIRfaaUSiUcHBwwduxYdO3aFZaWllJHUsMWGJIlIyMjDBgwAMePH8elS5fwww8/YNasWbCyskKHDh2kjqcxGxubHBeePH78OCpUqCBBIiKiN/7++2/06NEDQUFBsLOzQ82aNTF06FBs3rwZT548kToeW2Co+MjIyMCuXbsQEBCAnTt3Sh1HIzNnzsSaNWsQEBCAVq1aYc+ePbh//z6+//57TJgwAUOHDpU6IhERkpKScOzYMRw5cgSHDh3ChQsXUKlSJbi5uWHJkiWSZGIBQyQhIQRmzJiBmTNn4sWLFwAAPT09jBo1CtOmTZM4HRGRuoyMDJw+fRo7d+7EsmXLJH0KiQUMkUQyMjJw4sQJ1KpVC4aGhrh9+zaSk5Ph6OgIY2NjqeMRESEzMxNnz57FoUOHcPjwYZw4cQIpKSkoU6aMaoZeqRbQZQFDJCF9fX1cu3YN5cuXlzoKEZEaT09PnDx5EklJSbCzs4ObmxuaN28ONze3IjFGj/PAEEnIyckJd+/eZQFDREWOubk5fvvtN7i5uRXJebf4FBKRhKZPn45Ro0Zh9+7dePToERITE9VeRERSGTp0KOzs7NSKl9WrV6N8+fKwsrLCwIEDVZNvSoFdSEQSUir//98QCoVC9f9CCCgUCtmsqk1ExY+npyeaN2+OMWPGAAAuXbqEL774Av369UP16tXx22+/YdCgQZg8ebIk+diFRCShQ4cOvffYpUuXCjEJEZG6yMhItach169fDxcXF/z+++8AAHt7e0yaNEmyAoYtMERFSFJSEkJCQvDHH38gIiKCLTBEJBl9fX3cunUL9vb2AIDGjRvD09MTP//8MwDg3r17qFmzJpKSkiTJxzEwREXA0aNH0bdvX9ja2mLOnDlo0aIFwsPDpY5FRJ8xa2trREVFAXizoOO5c+fQsGFD1fGkpCS1NdwKG7uQiCQSGxuLoKAg+Pv7IzExEd26dUNqaiq2b98OR0dHqeMR0Weubdu2GDt2LH799Vds374dhoaGaNKkier4xYsXUbFiRcnysQWG6P+1d68hUW19GMCfPTo1XlPDG6HbrmZgXlKK/OCtrExBw5QuiAgRxqTRpwRRJ8sg8FIGYV4SJKKLDZkkKJJUIN1otBtDhn5qwGKmTCssZ50Ph7N55208+TadMw7v84MB15o9f//bD/Kw195rnCA7OxuRkZEYGRlBY2Mj3r59i6amJme3RUSkqKmpgbu7O5KTk9HS0oKWlhYsWrRIeb+9vR0ZGRlO64/3wBA5gbu7O0pLS1FSUmLziKJarcbw8DCvwBDRgvHx40d4e3vDzc3NZt5sNsPb29sm1PybeAWGyAnu37+PT58+YcOGDdi4cSPOnTuH9+/fO7stIqIfLFmy5IfwAgABAQFOCy8Ar8AQOdX09DSuXLmC9vZ2PHz4ELOzs6ivr0dxcTF8fHyc3R4R0YLFAEO0QBiNRrS1taGzsxMfPnzA1q1b0d3d7ey2iIgWJAYYogVmdnYWt27dQnt7OwMMEdEcGGCIiIjI5fAmXiIiInI5DDBERETkchhgiIiIyOUwwBCRXSkpKThy5Iiz2yAisos38RKRXWazGWq1+rfsRyNJEvR6PXJychxvzIkGBweRmpoKi8UCPz8/Z7dD9H+NX+ZIRHYFBAT8q79vZmbGqbt6EpFr4RISEdn1n0tIERERqK2tVXYIDg8Px4ULF5RjZ2ZmoNVqERoaCo1GA1mWcerUKeWzAJCbmwtJkpRxdXU1YmNj0draiuXLl0Oj0SjHNzY22vQSGxuL6upqZSxJEpqbm5GVlQVPT09ERUVhaGgIo6OjSElJgZeXFzZv3ow3b97Y1Ll58ybi4+Oh0WiwYsUK6HQ6fP/+3aZua2srcnNz4enpidWrVyt78YyPjyM1NRUA4O/vD0mSUFRUBAC4fv06oqOj4eHhgaVLl2LLli2Ynp7+5b89Ef0cAwwRzUtdXR0SEhLw9OlTHDp0CCUlJTAajQCAs2fPoru7G1evXoXRaMSlS5eUoPLo0SMAwMWLF2EymZQxAIyOjqKrqws3btyAwWD4n/qpqalBYWEhDAYD1q5di7179+LgwYMoLy/H48ePIYSAVqtVjr937x4KCwtRVlaGly9form5GR0dHTh58qRNXZ1Oh/z8fIyMjCAzMxP79u2D2WxGWFgYurq6APy5a7LJZMKZM2dgMpmwZ88eFBcX49WrVxgcHMSuXbvA1Xmif5ggIrIjOTlZlJWVCSGEkGVZ7N+/X3nParWKoKAgcf78eSGEEIcPHxZpaWnCarXarQVA6PV6m7mqqiqhVqvFxMSEzbwsy6KhocFmLiYmRlRVVdnUq6ioUMZDQ0MCgGhra1PmLl++LDQajTJOT08XtbW1NnU7OztFaGjonHWnpqYEANHb2yuEEOLOnTsCgLBYLMoxT548EQDE+Pi43XMnon8Gr8AQ0bysX79e+VmSJISEhGBiYgIAUFRUBIPBgMjISJSWlqKvr29eNWVZRmBgoMP9BAcHAwCio6Nt5r5+/YrJyUkAwPDwMI4fPw5vb2/ldeDAAZhMJnz+/NluXS8vL/j6+irnaU9MTAzS09MRHR2N3bt3o6WlBRaL5ZfOiYjmjwGGiOZFrVbbjCVJgtVqBQDEx8djbGwMNTU1+PLlC/Lz85GXl/fTml5eXj/MqVSqH5Zfvn379rf9SJI059xfPU5NTUGn08FgMCivZ8+e4fXr18r9Nz87T3vc3NzQ39+P3t5erFu3Dk1NTYiMjMTY2NicnyEix/EpJCL6LXx9fVFQUICCggLk5eVh+/btMJvNCAgIgFqtxuzs7LzqBAYGwmQyKePJycnfEgbi4+NhNBqxatWqX67x11NS/30ukiQhKSkJSUlJqKyshCzL0Ov1OHr0qEM9E9HcGGCIyGH19fUIDQ1FXFwcVCoVrl27hpCQEGWvlIiICAwMDCApKQmLFy+Gv7//nLXS0tLQ0dGB7Oxs+Pn5obKyEm5ubg73WFlZiaysLISHhyMvLw8qlQrDw8N4/vw5Tpw4Ma8asixDkiT09PQgMzMTHh4eePHiBQYGBpCRkYGgoCA8ePAA7969Q1RUlMM9E9HcuIRERA7z8fHB6dOnkZCQgMTERIyPj+P27dtQqf78F1NXV4f+/n6EhYUhLi7ub2uVl5cjOTkZWVlZ2LlzJ3JycrBy5UqHe9y2bRt6enrQ19eHxMREbNq0CQ0NDZBled41li1bBp1Oh2PHjiE4OBharRa+vr64e/cuMjMzsWbNGlRUVKCurg47duxwuGcimht34iUiIiKXwyswRERE5HIYYIiIiMjlMMAQERGRy2GAISIiIpfDAENEREQuhwGGiIiIXA4DDBEREbkcBhgiIiJyOQwwRERE5HIYYIiIiMjlMMAQERGRy2GAISIiIpfzB6rhh/fVAHxyAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Type per top 10 instruments\n",
    "burst_list[burst_list.instruments.isin(instrument_count.index[:10])].groupby(['instruments', 'type']).size().unstack().plot(kind='bar', stacked=True, title='Type per top 10 instruments')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Average duration per type of burst\n",
    "avg_duration_type = burst_list.groupby('type').duration.mean().dt.seconds // 60\n",
    "plt.bar(avg_duration_type.index, avg_duration_type)\n",
    "plt.xlabel('Type')\n",
    "plt.ylabel('Duration (min)')\n",
    "plt.title('Average duration in minutes per Type')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "median_duration_type = burst_list.groupby('type').duration.median().dt.seconds // 60\n",
    "plt.bar(median_duration_type.index, median_duration_type)\n",
    "plt.xlabel('Type')\n",
    "plt.ylabel('Duration (min)')\n",
    "plt.title('Median duration in minutes per Type')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>date</th>\n",
       "      <th>time</th>\n",
       "      <th>type</th>\n",
       "      <th>instruments</th>\n",
       "      <th>time_start</th>\n",
       "      <th>time_end</th>\n",
       "      <th>date_start</th>\n",
       "      <th>date_end</th>\n",
       "      <th>datetime_start</th>\n",
       "      <th>datetime_end</th>\n",
       "      <th>duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15925</th>\n",
       "      <td>20220818</td>\n",
       "      <td>10:23-13:15</td>\n",
       "      <td>4</td>\n",
       "      <td>AUSTRIA-MICHELBACH</td>\n",
       "      <td>10:23</td>\n",
       "      <td>13:15</td>\n",
       "      <td>20220818</td>\n",
       "      <td>20220818</td>\n",
       "      <td>2022-08-18 10:23:00</td>\n",
       "      <td>2022-08-18 13:15:00</td>\n",
       "      <td>0 days 02:52:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15931</th>\n",
       "      <td>20220818</td>\n",
       "      <td>10:23-13:15</td>\n",
       "      <td>4</td>\n",
       "      <td>SWISS-Landschlacht</td>\n",
       "      <td>10:23</td>\n",
       "      <td>13:15</td>\n",
       "      <td>20220818</td>\n",
       "      <td>20220818</td>\n",
       "      <td>2022-08-18 10:23:00</td>\n",
       "      <td>2022-08-18 13:15:00</td>\n",
       "      <td>0 days 02:52:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15924</th>\n",
       "      <td>20220818</td>\n",
       "      <td>10:23-13:15</td>\n",
       "      <td>4</td>\n",
       "      <td>ALMATY</td>\n",
       "      <td>10:23</td>\n",
       "      <td>13:15</td>\n",
       "      <td>20220818</td>\n",
       "      <td>20220818</td>\n",
       "      <td>2022-08-18 10:23:00</td>\n",
       "      <td>2022-08-18 13:15:00</td>\n",
       "      <td>0 days 02:52:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15926</th>\n",
       "      <td>20220818</td>\n",
       "      <td>10:23-13:15</td>\n",
       "      <td>4</td>\n",
       "      <td>GLASGOW</td>\n",
       "      <td>10:23</td>\n",
       "      <td>13:15</td>\n",
       "      <td>20220818</td>\n",
       "      <td>20220818</td>\n",
       "      <td>2022-08-18 10:23:00</td>\n",
       "      <td>2022-08-18 13:15:00</td>\n",
       "      <td>0 days 02:52:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15932</th>\n",
       "      <td>20220818</td>\n",
       "      <td>10:23-13:15</td>\n",
       "      <td>4</td>\n",
       "      <td>TRIEST</td>\n",
       "      <td>10:23</td>\n",
       "      <td>13:15</td>\n",
       "      <td>20220818</td>\n",
       "      <td>20220818</td>\n",
       "      <td>2022-08-18 10:23:00</td>\n",
       "      <td>2022-08-18 13:15:00</td>\n",
       "      <td>0 days 02:52:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6592</th>\n",
       "      <td>20220213</td>\n",
       "      <td>13:46-13:47</td>\n",
       "      <td>4</td>\n",
       "      <td>SWISS-Landschlacht</td>\n",
       "      <td>13:46</td>\n",
       "      <td>13:47</td>\n",
       "      <td>20220213</td>\n",
       "      <td>20220213</td>\n",
       "      <td>2022-02-13 13:46:00</td>\n",
       "      <td>2022-02-13 13:47:00</td>\n",
       "      <td>0 days 00:01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15164</th>\n",
       "      <td>20220731</td>\n",
       "      <td>00:42-00:43</td>\n",
       "      <td>4</td>\n",
       "      <td>ALASKA-COHOE</td>\n",
       "      <td>00:42</td>\n",
       "      <td>00:43</td>\n",
       "      <td>20220731</td>\n",
       "      <td>20220731</td>\n",
       "      <td>2022-07-31 00:42:00</td>\n",
       "      <td>2022-07-31 00:43:00</td>\n",
       "      <td>0 days 00:01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15165</th>\n",
       "      <td>20220731</td>\n",
       "      <td>00:42-00:43</td>\n",
       "      <td>4</td>\n",
       "      <td>ALASKA-HAARP</td>\n",
       "      <td>00:42</td>\n",
       "      <td>00:43</td>\n",
       "      <td>20220731</td>\n",
       "      <td>20220731</td>\n",
       "      <td>2022-07-31 00:42:00</td>\n",
       "      <td>2022-07-31 00:43:00</td>\n",
       "      <td>0 days 00:01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15166</th>\n",
       "      <td>20220731</td>\n",
       "      <td>00:42-00:43</td>\n",
       "      <td>4</td>\n",
       "      <td>Australia-ASSA</td>\n",
       "      <td>00:42</td>\n",
       "      <td>00:43</td>\n",
       "      <td>20220731</td>\n",
       "      <td>20220731</td>\n",
       "      <td>2022-07-31 00:42:00</td>\n",
       "      <td>2022-07-31 00:43:00</td>\n",
       "      <td>0 days 00:01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32467</th>\n",
       "      <td>20230707</td>\n",
       "      <td>10:15-10:16</td>\n",
       "      <td>4</td>\n",
       "      <td>SWISS-Landschlacht</td>\n",
       "      <td>10:15</td>\n",
       "      <td>10:16</td>\n",
       "      <td>20230707</td>\n",
       "      <td>20230707</td>\n",
       "      <td>2023-07-07 10:15:00</td>\n",
       "      <td>2023-07-07 10:16:00</td>\n",
       "      <td>0 days 00:01:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>159 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           date         time  type         instruments time_start time_end  \\\n",
       "15925  20220818  10:23-13:15     4  AUSTRIA-MICHELBACH      10:23    13:15   \n",
       "15931  20220818  10:23-13:15     4  SWISS-Landschlacht      10:23    13:15   \n",
       "15924  20220818  10:23-13:15     4              ALMATY      10:23    13:15   \n",
       "15926  20220818  10:23-13:15     4             GLASGOW      10:23    13:15   \n",
       "15932  20220818  10:23-13:15     4              TRIEST      10:23    13:15   \n",
       "...         ...          ...   ...                 ...        ...      ...   \n",
       "6592   20220213  13:46-13:47     4  SWISS-Landschlacht      13:46    13:47   \n",
       "15164  20220731  00:42-00:43     4        ALASKA-COHOE      00:42    00:43   \n",
       "15165  20220731  00:42-00:43     4        ALASKA-HAARP      00:42    00:43   \n",
       "15166  20220731  00:42-00:43     4      Australia-ASSA      00:42    00:43   \n",
       "32467  20230707  10:15-10:16     4  SWISS-Landschlacht      10:15    10:16   \n",
       "\n",
       "       date_start  date_end      datetime_start        datetime_end  \\\n",
       "15925    20220818  20220818 2022-08-18 10:23:00 2022-08-18 13:15:00   \n",
       "15931    20220818  20220818 2022-08-18 10:23:00 2022-08-18 13:15:00   \n",
       "15924    20220818  20220818 2022-08-18 10:23:00 2022-08-18 13:15:00   \n",
       "15926    20220818  20220818 2022-08-18 10:23:00 2022-08-18 13:15:00   \n",
       "15932    20220818  20220818 2022-08-18 10:23:00 2022-08-18 13:15:00   \n",
       "...           ...       ...                 ...                 ...   \n",
       "6592     20220213  20220213 2022-02-13 13:46:00 2022-02-13 13:47:00   \n",
       "15164    20220731  20220731 2022-07-31 00:42:00 2022-07-31 00:43:00   \n",
       "15165    20220731  20220731 2022-07-31 00:42:00 2022-07-31 00:43:00   \n",
       "15166    20220731  20220731 2022-07-31 00:42:00 2022-07-31 00:43:00   \n",
       "32467    20230707  20230707 2023-07-07 10:15:00 2023-07-07 10:16:00   \n",
       "\n",
       "             duration  \n",
       "15925 0 days 02:52:00  \n",
       "15931 0 days 02:52:00  \n",
       "15924 0 days 02:52:00  \n",
       "15926 0 days 02:52:00  \n",
       "15932 0 days 02:52:00  \n",
       "...               ...  \n",
       "6592  0 days 00:01:00  \n",
       "15164 0 days 00:01:00  \n",
       "15165 0 days 00:01:00  \n",
       "15166 0 days 00:01:00  \n",
       "32467 0 days 00:01:00  \n",
       "\n",
       "[159 rows x 11 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(burst_list[burst_list.type == 4].sort_values('duration', ascending=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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