notebooks/Publicaciones/Publicaciones.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Publicaciones NILM/NILMTK - Estado del Arte"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Se usa el programa [Publish or Perish](https://harzing.com/resources/publish-or-perish/windows) para realizar una busqueda de las publicaciones en [GoogleScholar](https://scholar.google.es/)\n",
    "\n",
    "El criterio de busqueda contempla las publicaciones que en su titulo tengan las siguientes palabras:\n",
    "- Non-Intrusive Load Monitoring\n",
    "- Nonintrusive Load Monitoring\n",
    "\n",
    "Adicionalmente se realiza una búsqueda para las publicaciones que en sus palabras clave hagan referencia a NILMTK\n",
    "\n",
    "La busqueda se realiza entre los años 1990 y 2019 (consulta al 27 de Diciembre de 2019)\n",
    "\n",
    "**Idea original de Oliver Parson:** \n",
    "- http://blog.oliverparson.co.uk/2015/03/overview-of-nilm-field.html\n",
    "- https://github.com/oliparson/nilm-papers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Publicaciones NILM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Archivo CSV de consulta de publicaciones NILM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(585, 23)\n"
     ]
    },
    {
     "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>Cites</th>\n",
       "      <th>Authors</th>\n",
       "      <th>Title</th>\n",
       "      <th>Year</th>\n",
       "      <th>Source</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>ArticleURL</th>\n",
       "      <th>CitesURL</th>\n",
       "      <th>GSRank</th>\n",
       "      <th>QueryDate</th>\n",
       "      <th>...</th>\n",
       "      <th>CitationURL</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Issue</th>\n",
       "      <th>StartPage</th>\n",
       "      <th>EndPage</th>\n",
       "      <th>ECC</th>\n",
       "      <th>CitesPerYear</th>\n",
       "      <th>CitesPerAuthor</th>\n",
       "      <th>AuthorCount</th>\n",
       "      <th>Age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>2118</td>\n",
       "      <td>GW Hart</td>\n",
       "      <td>Nonintrusive appliance load monitoring</td>\n",
       "      <td>1992</td>\n",
       "      <td>Proceedings of the IEEE</td>\n",
       "      <td>ieeexplore.ieee.org</td>\n",
       "      <td>https://ieeexplore.ieee.org/abstract/document/...</td>\n",
       "      <td>https://scholar.google.com/scholar?cites=13659...</td>\n",
       "      <td>7</td>\n",
       "      <td>2020-01-11 17:36:20</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2118</td>\n",
       "      <td>75.64</td>\n",
       "      <td>2118</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>771</td>\n",
       "      <td>M Zeifman, K Roth</td>\n",
       "      <td>Nonintrusive appliance load monitoring: Review...</td>\n",
       "      <td>2011</td>\n",
       "      <td>IEEE transactions on Consumer …</td>\n",
       "      <td>ieeexplore.ieee.org</td>\n",
       "      <td>https://ieeexplore.ieee.org/abstract/document/...</td>\n",
       "      <td>https://scholar.google.com/scholar?cites=11426...</td>\n",
       "      <td>13</td>\n",
       "      <td>2020-01-11 17:36:20</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>771</td>\n",
       "      <td>85.67</td>\n",
       "      <td>386</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>642</td>\n",
       "      <td>A Zoha, A Gluhak, M Imran, S Rajasegarar</td>\n",
       "      <td>Non-intrusive load monitoring approaches for d...</td>\n",
       "      <td>2012</td>\n",
       "      <td>Sensors</td>\n",
       "      <td>mdpi.com</td>\n",
       "      <td>https://www.mdpi.com/1424-8220/12/12/16838</td>\n",
       "      <td>https://scholar.google.com/scholar?cites=18443...</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-11 17:36:20</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>642</td>\n",
       "      <td>80.25</td>\n",
       "      <td>161</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Cites                                   Authors  \\\n",
       "152   2118                                   GW Hart   \n",
       "146    771                         M Zeifman, K Roth   \n",
       "199    642  A Zoha, A Gluhak, M Imran, S Rajasegarar   \n",
       "\n",
       "                                                 Title  Year  \\\n",
       "152             Nonintrusive appliance load monitoring  1992   \n",
       "146  Nonintrusive appliance load monitoring: Review...  2011   \n",
       "199  Non-intrusive load monitoring approaches for d...  2012   \n",
       "\n",
       "                              Source            Publisher  \\\n",
       "152          Proceedings of the IEEE  ieeexplore.ieee.org   \n",
       "146  IEEE transactions on Consumer …  ieeexplore.ieee.org   \n",
       "199                          Sensors             mdpi.com   \n",
       "\n",
       "                                            ArticleURL  \\\n",
       "152  https://ieeexplore.ieee.org/abstract/document/...   \n",
       "146  https://ieeexplore.ieee.org/abstract/document/...   \n",
       "199         https://www.mdpi.com/1424-8220/12/12/16838   \n",
       "\n",
       "                                              CitesURL  GSRank  \\\n",
       "152  https://scholar.google.com/scholar?cites=13659...       7   \n",
       "146  https://scholar.google.com/scholar?cites=11426...      13   \n",
       "199  https://scholar.google.com/scholar?cites=18443...       1   \n",
       "\n",
       "               QueryDate  ... CitationURL  Volume  Issue  StartPage  EndPage  \\\n",
       "152  2020-01-11 17:36:20  ...         NaN     NaN    NaN        NaN      NaN   \n",
       "146  2020-01-11 17:36:20  ...         NaN     NaN    NaN        NaN      NaN   \n",
       "199  2020-01-11 17:36:20  ...         NaN     NaN    NaN        NaN      NaN   \n",
       "\n",
       "      ECC  CitesPerYear  CitesPerAuthor  AuthorCount  Age  \n",
       "152  2118         75.64            2118            1   28  \n",
       "146   771         85.67             386            2    9  \n",
       "199   642         80.25             161            4    8  \n",
       "\n",
       "[3 rows x 23 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('/notebooks/Publicaciones/NILM_search.csv')#, encoding = 'latin1')\n",
    "df.sort_values(by='Cites', inplace=True, ascending=False)\n",
    "print(df.shape)\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Numero de publicaciones NILM por año"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rcParams['figure.figsize'] = (8, 5)\n",
    "nonzero_years = df[(df.Year>=1990) & (df.Year<=2019)]\n",
    "pd.DataFrame(nonzero_years.Year.value_counts()).sort_index().plot(color='g', linewidth=2.2, fontsize=12, legend=False)\n",
    "plt.xlabel('Año', fontsize=11)\n",
    "plt.ylabel('Número de publicaciones', fontsize=11)\n",
    "a=[1990, 1995, 2000, 2005, 2010, 2015, 2019]\n",
    "plt.xticks(a)\n",
    "plt.xlim(1990, 2019)\n",
    "plt.yticks(np.arange(0, 101, 10))\n",
    "plt.tight_layout() #no corta el eje"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Numero de citaciones por Autor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "df['Author, year'] = df['Authors'] + ', ' + [str(x) for x in df['Year']]\n",
    "df.set_index('Author, year').Cites.head(10).plot(kind='barh', color='g', fontsize=11)\n",
    "plt.xlabel('Numero de citaciones por Autor')\n",
    "plt.ylabel('')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Numero de citaciones por año"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CBpCChn/n4y6rcdxFPwV+VcjszCZn+w4ErimM9YiyZsXP7VHgCEm/kLQtKbAsuT8i3om0JepTfH6vVwRulTQeuB9YDlhH0tKk+3QdQESMBMa15gJzNuxA4LutOa6aiLgkItYFNgVOlTRbYBsRl0VEQ0Q00KUeZzUzM7O5wQGWfdH8Gngd2CBnpJ7m8+lh3wB+BiwBDJO0S56+tR5prU0fYEKe7ncgsAWwZUSsD1zMrNPMphVez2TurXf8AbAssElE9AHuLI0jIh4DlspT8QaSghgAAWOLQWhErBYRjblujkTEUNI9PriZZnsASwNDJU0lTSvcRlIx4/NBoc/bgK8BL5DWMV1XaFftXv8JGA6snwPtV/n8M2rzXtmS9gZ+BexUCEQhZazWKLxfHXiFVoiIccC/SIGumZmZzYccYNkXTVfglYiYIak3sCV8NoXuKxHxdEScDTwAbCBpRWDxiBhC+mL/LvCV3M+bEfG+pGXIU/FaIql7ngpWz+t5LSKmSerO7NPsrgV+CGxFmr4H8CSwtgo7FErqL0nAMGBXSV/KVbOswZI0VNLGNYzrFNJ6rGqOAI6PiB75Z3VSAHhYpcaS1gJej4jBwM9J0ztb0hWYGhEhaQdSho6IeA8Yz+fTJzcG1i+c63hJFdeRKW1scT4puJpaVn0LpN9OpbTJRX9gSEuDLExRRdKXgQ1I00rNzMxsPuRdBO2L5pfAdZIOJmVDHs3lnYDBeX3Sp6TMwymkjMTlOQDrTJpONxKYAOwpaQLwT+AxYPEazt8NmNMd8TrzedbmQuAWSaPzmIeWtb0G+AdwdZ7ySES8LWkP0tTCC4BFSFMhd4+IsZJ+DTwh6XXgnlJHkjqRplO+2tIAI6JR0rOkqYizUNopb2tmD0pvIE3R/FWFLvcDDpI0nZR9OrGlMZA+v4slnUKaxjm2UHdoPtcPSFMrRxbqepLuWSVXA9NJUw9LZdvlNVPnkJ6hKaRM2lER8T6ApANy/bKk5+YU0nq/icDPJa0HfJKPOyEinqvh+szMzKwDUlq2YGbzQv5C/0ZEXD8HfVyU+/h5/UZW03k3BI6NiCPn5XnnNUmPALuVgqOOqKGhIRobG9t7GGZmZl9okkZV+vU6zmCZzUMRcX5bj80bQzQCb5Kmyc1TEfEssEAHVwARsXV7j8HMzMzmXw6wzOYTETGdtNGGmZmZmXVQ3uTCzMzMzMysThxgmZmZmZmZ1YkDLDMzMzMzszpxgGVmZmZmZlYnDrDMzMzMzMzqxAGWmZmZmZlZnTjAMjMzMzMzqxNFRHuPwczMWkHdFBzd3qOwtohB/jvXzGxBIWlURDSUlzuDZWZmZmZmVicOsKxNJO0rabSkJkmTJN1YqJuay8ZIek7Skc30s42kp3I/z0l6WNJChX56z4vrKRvTsZLG5fFPknRuoS4kjS1c96+a6SckLVmnMQ2Q1NiG43pIerNK3Wfjk7SipGcl/bLKuUPST+Z0PPnYtfOzM1rSQW3po9DXQEm3zkkfrTjX5pKelDQx/5xTelZz/e75mZgi6SZJXWqs+6mkCfl5e1zSevPieszMzGzucIBlrSZpFeBiYI+I6Af0BH5b1myfiOgL7AtcLKlbhX46A7cB34mIfhHRE/gh0G5zaCT1B74PbJnHvx5wbVmzzfN1bwgcJGmTeTzMupK0KvAocENEnFal2WvA9yV1ncNzdQK+ATwZERtExA2tOLbznJy7Dt4DDouIXsAGwGbAQQA5UL0c2D0i1gLeB06uoa4fcAywcX7ebgbOmZcXZWZmZvXlAMvaYmXgE+AtgEiaKjWMiPHA20D3CtVLAUsA/y60Hx2zLgzcT9KInM06vlQo6VxJz+R/9R8qaY1cfpakH+XX+0n6VNKX8vt7Je3YwrWtCrwLfJDHMzMixlZp2wXoDLzTQp+zkLSJpGGSRuWfrxfqdpX0RC4fIWnTwqELS7o6Z5qeltSrNeetYi3gEeC8iDivmXb/Am4BflKpUtKhOes3VtIdhXs+UNIQSddJGgWcQgpg981ZwDUlrZU/w7H52nYu9BuSfiRpODBI0iKSLpU0WdLDwMZ1uAc1iYjxEfF8fv0xMBpYI1fvAjSW6oFLgG/VUBfAwqRnCWAZ4NW5dhFmZmY217X3vwjb/GkM8DTwcv7i+zhwXUS8Vd5Q0teAN/Mxs4iItyVdDjwv6RHgCVIW5ZVCsy4RsZmkHsB4SYMj4gPg7IgoZQGOBH4D7A8MJWUHzgG2A0YC20q6Ddgkj7U5D5CCiJfymIYD10fER4U2T0oCWBv4U0RMbqHP4v3oSvqCvWtEvJazgc8oTYVcHjgd2Cki3stTxe4DVs+H9wFOiIhHJB1GyqzNtrCylR4CfhwRV9XQ9hfAOEkXll1Tb+BsYKN8Tb8A/sDnQcQWQN+IeCG3XxhYsvD5PQVcFhFX5qDxUUk9I+I/+fiFImJAbvs94MtAb1Jg8igwtW2X3nY5gPwmUAqOVwdeKjR5GVitpbqIGCPpfGCqpHdIwfpWc3HoZmZmNpc5g2WtFhGfRsRewABgGOlL5lhJyxWa3SppMik7ckpETK/S1/FAP+CvQH9SELV2oclfcruppEzYqrl8F0kjJY0nBVT9cvkTwMaSFgG+BpwJbA9sCowrC5QqjedD0tSvvYBG4EhgRO6vZPOI6AOsAgyQtFdzfZbZnBQg3CepiRRABSmTtBOwJinAaAJuADpLWikfOyUiHsmvrwPWl7R0K85dyT3AtyUt1VLDiHiDNNXt9LKqbYB7I+K1/P5S0j0vebwUXJXL5+0HXJ3PMRFoIn1eJdeUneuaiPgkf5bXtzTuestjvouU9Rs9h32tAewJrBkR3YHBzHq9xbZHSWqU1EizT7GZmZm1JwdY1mZ5ytRFEbEDaVrdgEL1PhGxDnAAcH0hSKjUz4sRcUVEfBN4Eti9UD2t8HomKeBYA/gdcEBE9AaOABbLff2PlC07gLRuaBgpYNoOeLjG64qIeCYizidlX9YgZUzK270DPAjsUEu/mYCxec1Z6We1iGjMdUPK6rpFxL9b6HNOHA+MA4bUEmSRMoN7kwLBEjH7urni+w+a6U9VyqsdX639PJE3p7gbeKBsSuXLfD5dEFLW6pUa6vYlBf6v5/fXkoLI2UTEZRHREBENn00oNDMzsw7HAZa1mqTukjYrvF8VWBH4R3nbiLiFNO3ulAr9LClpR+X5dnn63Jcr9VNmaWA68LrSLm7HlNUPBX4ODM1rZV4FBuby0rmHSppt/Y6kdTXrzoXrAItQYV1MzmptDvy9hfEWPQmsLemzL9GS+ud78ACwswq7yCltulGylqQt8+sDSV/M38vtJkmqtM6tJQF8FxhPDUFWRLwLnAcUN8MYCuwqaeX8/jukqYctnzyNvwk4DNL9B/oCT1U5ZChwiKTOkhYn3Qfysd0lTarlvM2pdi8lLQb8DRgZEf9XVj0E6F/Ivh5D2rCipbp/AFtIWiK/35X0WZiZmdl8ygGWtUVn4Od5o4Em4F7gtGamS/0UOKLwBbxEwHHAJElj+HwN1h3NnTwixpE2XJhAykqVB2RDSRmDoYX3K5DWjZV2sutL5c0EupB2PZyUr20wcHCeHlfyZK4bC0wE/tTMcCdLejX/TI6It4E9SBs2jJH0HHAG6Zd+Pw8cDFxZqCv+Otkm4IC8WcQJwKH5elYkrd/6b5UxLFsYw6uSZgl+8qYix5DuZy2ZrD9SWL8ZERNIn/GDksaS7u2JLfRRdBBwcD72RuCQwvqrcpeRMkITSJmkRwp13YAZlQ6S1CDp3sL7eyU15NfHSDozv27uXn6blKXdSWmDjiZJpwJExPvAUcDdkqaQNqs4t6U64HZSADYq/xkYCBxe5drNzMxsPqBZN2wzW/BJ2hA4NiKq/n6u+YmkbwC9ImK232H1RSLpB8AbEdHmdVnzy71UN8UsobfNN2KQ/841M1tQSBoVEbNtOOYAy8xsPtPQ0BCNjW36Pc9mZmZWJ9UCLE8RNDMzMzMzqxMHWGZmZmZmZnXiAMvMzMzMzKxOHGCZmZmZmZnViQMsMzMzMzOzOnGAZWZmZmZmVicOsMzMzMzMzOrEAZaZmZmZmVmdOMAyMzMzMzOrE0VEe4/BzMxaQd0UHN3eo7A5EYP8d6+Z2fxO0qiIaCgvdwbLzMzMzMysThxgmQGSFpZ0pqS/S5og6TlJ50lauELb4ZLekLRkWdluNZxnqqTe9R5/a0nqIemosrJ7Ja05B31OlTRJ0hhJUyT9VdLmVdoOkXR0WZkk/UPSVq08bw9Jb7Z13K04z+aSnpQ0Mf+cI2mhQv3u+fqnSLpJUpdcvmi+3jcrjVPSTyWNz8deI2nRuX0tZmZmNvc4wDJLrgbWAzaKiPWAPsBkoNqX3Y+AH86jsc0NPYBZAqyI2DUiXpjDfveJiL4RsRZwDXCvpE0qtLsKOLysbAAwIyIeLRZKWkiS5nBc9fAecFhE9AI2ADYDDgLIwfblwO752t8HTs7HzQTOBbYv71DSjsABwCZAT2A68P25exlmZmY2NznAsi88SWsDewNHRsT7ABHxSURcFhEfVDnsLOBYSStU6O9ASU9JGp1/tqty3uE5S/aYpFcknSzpgJwlmSpp30LbkHRGrpss6ZuFuhskNUoaJ+kOScvm8gGSmiRdKmlsziz1zIddBPTK9bfm9p9l1yQNyhmVpnwNXVt7XyPiduASPg80iu4E1pLUq1B2OCnQJV/r9ZLuBMYAXSWdK+mZfB1DJa1R4Z4uKulmSefnjNgP8zGjJY2Q1C+36yLplpyJGiPp5hquZ3xEPJ9ffwyMBkpj2AVoLNXn6/5WbjsjIh4C3qnQbV/gsYj4MNKC2PvIQZuZmZnNnxxgmaVsxPMR8XYrjvkncC1waoW6+4FNI2IDYH9SJqeaVYGtSRmMM4HeEbE5sB/wu7K2n+a6PYDLJH0pl58YEQ0RsT4wAfhJ4Zj1gEsiog9wM3BaLj8OmBgR/SJin+JJcoB2MrBBRPQDtgKqBZoteSqPYRYRMR24ERiYz7kUsBez3qutSEHv+vmzOTsi+kdEX+DPwG/Kxr0c6d4/ERE/yAHLtfmYDYDTSYEPwE7AshHRK/fXqi0j8r3/JnBPLlodeKnQ5GVgtRq6GgXsIGkFSZ1Jn/tsgWM+51E5kG7ko9aM1szMzOalzu09ALMOoK3Tz84CnpNUHgitCfxZUnfgE2BlSStHxOsV+rglIj4F/iXpLeCOXD4K6C5psYiYlsuuBIiIyZKeBTYF7gIOlXQQsAiwBPD3Qv+TI2J0fj0S2L2G63qPND3yeklDgLtLmb02aO7eXgkMkfQzUrbn8Yj4Z6H+3ogorlnaRdJxwJLM/v+uxYDHgUERcUuhfKPc/3LAp8BXc/kYYF1JFwHD+TxQavmCUjB4F3Be4d62SUQ8nMfwADANGEp6Ziq1vQy4DPIugmZmZtYhOYNlBs8Ca5em1tUqIv4L/AE4o6zqz8DFeS3XhsAMUgBQybTC65ml9xExM5dV+0cQASFpS+C7wM45g3Va2bnK+2/xH1XyuTcFLiRl2EZJ6tPScVX0B8ZXOc8Y4DVgZ9L0wKvKmnyWNcvTAX8HHBARvYEjmPU6p5MCyD0kdcrHLALcCpyUj9mZvKYuIl4krXl6kLQ2aoykap/RZ/LGFXcDD0TEeYWql5k187Q68EpL/eWx/D4iNszZyXHAc7UcZ2ZmZh2TAyz7wsvrZu4CLs3ZCSR1knSiCjsFVvE70nSz4u57XYF/5NffpvpGGa11eB7b2kA/0vS7rsC7wFt597kjauzrPWCZShX5HqwYEY9ExCBSgFRam3WtpL1rOYGkPUnB3/nNNLuKFKB+lfQZVLM0KYh6XWnnvmPK6j8l3ev3gJuUdn9cjBRQlgKdYwtjWxWYGRF3kjaVWJGU5SKvPete4XoWA/4GjIyI/yurHgL0z58NeXwtruvK/a6c/7sscAppQwwzMzObTznAMksOA54nZWvGkzIJqwEfN3dQRHxImiq4aqH4JOBOSY+Tdut7q05j/FjSE6QMytER8QZpU4QXgEn59bM19jUWmKy0PfitZXXLkMY/Nt+L14Hbc91GwKvN9Htr3jRiCing2TUiRjbT/gbSGq0b8rqsiiJiHHALaY3Zw3wewBbbRC1uOUMAACAASURBVEQcB0wlbaIxHfg/4BlJjwIfFpqvD4yQNAZ4GjgrIv4laUVgeeC/FYbxbdJOhzvlzT+aJJ2az/0+aVfGu/O1L0MhUJL0DDACWFbSq5KuKPT7oKQJpIB5cA76zMzMbD6ltA7czDoySQEs1cyuhvNiDMsBN0XEDu01hrlN0jeAXhHxy/YeS3MaGhqisbGxvYdhZmb2hSZpVEQ0lJd7kwszq0lec7bABlfw2dbyt7fY0MzMzKwKB1hm84GI6Ai/aNfMzMzMWuA1WGZmZmZmZnXiAMvMzMzMzKxOHGCZmZmZmZnViQMsMzMzMzOzOnGAZWZmZmZmVicOsMzMzMzMzOrEAZaZmZmZmVmdKCLaewxmZtYK6qbg6PYehbWnGOS/u83M2pukURHRUF7uDJaZmZmZmVmdOMCyOSJpqqRJkpryfy+XtHCFdnvkNsWf1yS9nuvPkHTuPB537xbaLCLpYkkTJI2VNF7Sgbmun6T96jCOAZIa57SfQn9nSvpWG4/tJukDSV3LyreR9IIklZV/oe5PPn5PSaPytU6Q9MOy+u9ImpLv1x8lLZTLu0saJundSteT79ejkibmn13aOkYzMzNrX53bewC2QNgnIsZL6gQ8BnwDuKnYICLuAu4qvZe0AjAK+NG8HGgrnQgsD/SJiJmSlgRWyXX9gN2Am9trcJVExP/NwbH/kvQosD9wSaFqIHB1zD6f+At1f7LXgd3zvVoGGCXp6Yh4TNKXgUHABsBbwH3AwcC1wAe5bmngjGKHkpYAbgcOjIiRkjoDy8zhOM3MzKydOINl9bRY/nm7uUY5EPsLcEtEFL+Ad5d0b86E3SOpS26/naQRkkZLGidp/0Jfa0kamjMoz0rauY7XsyrwekTMBIiIDyLieUnLA2cC2+dM3IV5LDdIasxjvEPSsrl8QG53aR7nGEk9K9yXrpIelnRSft8/X/fY/N/+ufxKSScWjust6UUlgyUdn8sXkXRuzraMkXRHDdd8FXB4oe+lgL2Ba3x/ICKeioh/5dfvAs8Ba+TqfYA7I+I/EfEpcDnwrVLbiHiUFGiVOxB4PCJG5rYzIuKtlsZiZmZmHZMDLKuHWyU1kf51/x8R8UAL7c8COgE/KStvIH3Z7AksDByUy58FtoiIDYDtgXNLX86BG4AbI6IPKVtwvaQV5/SCsiuAfXNAcImkvQDyl9//Ax6KiH4RcUJuf2JENETE+sCEsutbD7gkj/Nm4LTiiSStAQwFLo6ICyQtAtwGnJ6POQ24LZcPBg4rHH44MLhChumnwFeADSOiL/CdGq75LuArknrl9/sBT0bEK74/s5K0LrAp8HAuWh14qdDkZWC1GrrqBXyS/3GhKQeIy5Y3knRUDlAb+ag1IzUzM7N5yQGW1cM+EdEPWBFYrJRhqETSN0lT0L5VynwU3B8R7+Qvwk8Ba+byFUlB3HjgfmA5YJ2cXekHXA0QEROBJtKX3jkWEeNIX8B/CLwB/EHSJc0ccqjS+pxxpECxX6FuckSMzq9HFq4N0rS6YaQA5NZctg4wPSIeymMZCkwH1omIx4ClJPXJ08kOoHKGaTfggoiYnvt4s4Zrnk4KWktZrMNJWa1Kbb9w96dE0irAX4HjShmtOdAZ2A74NrAh8D5wXnmjiLgsB6gNdJnDM5qZmdlc4wDL6iYipgF3AztUqs/Tvi4hBWRvVGgyrfB6Jp+vEfwTMBxYPwdyr5KmIs6y6UJxKK0efLWOIqZFxAN57c4+pMBgNpK2BL4L7JwzNKflMZZUuzZIUyonA7sWu6TydZTKriVlaXYBnouIlyq0rXZ/WnIlcEj+vNYlBRIVfRHvj6QvAQ8B55RNcX2Zz6cLQspoVcr8lXsJeDgiXstTC28ENm7L2MzMzKz9OcCyulHaMW1r4O8V6pYC7gBOjYinW9l1V2BqRISkHYC1ACLiPVLG6rB8jnWBvqTsF5KulbR3Gy8HSVtKWqlQtCHwj/z6PWbdiKAr8C7wlqRFgSNacappwJ5AT0m/lyRgErCopG3yWLYhTZss3dtrSJmZI8kZvAr+BpyUp82VNhYp7Wg3qdpgcmbqVVKQcmNEfFyp3Rfx/uT1ZQ8Cf4yIK8qqbwP2krRi/rPwHWrb5ONmYOP8ZwRgZ2BMDceZmZlZB+QAy+qhtAZrPOmZOrNCm+NIgdGxmn279qUqtC86hbTuagQpSzK2UHcQcLCksaR/+T8kIv6T6zYiBQrVPCTp1cJP+bqXHsAQ5W3IgW+S1nlBWg+0RN4c4ULSjnEvkL7430daN1azPE1tX2Al4DJgRj7fr/O5f03K/JWms70MTAQGkHagq+RsYCrQlD+f0vS9brn/5lxJWhNXcXpg1oMv3v05BfgqcHTh+T08n/NF4BekKY7PAy8C10Pa2EXSq8AtQJ/8vJ1RGOtvgRH5WjYCftCa+2NmZmYdh2Zf9202/5O0HHBTRFScrvhFJukHwBsRcX17j6Ujmh/uj7opOLq9R2HtKQb5724zs/YmaVRENMxW7gDLzGz+0tDQEI2Ndfv9y2ZmZtYG1QIsTxE0MzMzMzOrEwdYZmZmZmZmdeIAy8zMzMzMrE4cYJmZmZmZmdWJAywzMzMzM7M6cYBlZmZmZmZWJw6wzMzMzMzM6sQBlpmZmZmZWZ04wDIzMzMzM6sTRUR7j8HMzFpB3RQc3d6jsI4uBvnvdzOzuUnSqIhoKC93BsvMaiZpUUknSVqivcdiZmZm1hE5wOogJO0rabSkJkmTJN1Ypd1ASSHpuEKZJL0o6c0azjNAUmMdx91N0rA69DM1X3dT/vldlXYhaaykMfl+bTen554TeayLt9BmuKTd2tD3YEnHS9pU0quSOpXVHy7p4QrHDZT0TuFePitp2xrO1yDphvx6ts9V0qLAlUBjRHxYQ3/D83PZJGmipNskLVOlrSR9T9L4/ByMljRE0ua5fg9J5+TXnz3DknrU8tzXg6SF8jVMzs/fg5LWLNSvJOkBSX/P9ZsU6k7Ox31a/iyU3acmSYfPi+sxMzOzuaNzew/AQNIqwMXAhhHxiiQBfZs5ZDRwKHBRfj8A+C+w9NwcZyUR8S9gmzp1t09EjK+h3eYR8YGkPYGbJH0pIj6t0xhaJSL6zYNzjJT0LrADMKRQNRC4vMphD0XEPgCSdiU9Kz1bOE8jcFB+PdvnGhEfAwe3cvgnRMTd+Zn+C3AM8JsK7X4BbA3sFBH/zOPeDlgfeDIi7gLuauW554ZrgLsj4lNJxwOXAaUg/yzg0YjYUdIWwA2S1o40D/sR4E7giir9nhARd8/twZuZmdnc5wxWx7Ay8AnwFkAkTc20fxGYJqlXfj8QGFxsIOkGSY2Sxkm6Q9Ky5Z1I6irpYUkn5ff9JY3IGaIRkvrn8h6S3pT0q5xZmJy/QM6WQcgZpp9Jeib/q/w323pTavAgsDywvKQlJV2dMyDjJf2kMKbhki7I/50i6deFurUkDc3X/KyknXP50ZIuyq83ztdVuh8XSzqqcL1L5tc9cwZjbL7vhxXGurWkx/M9ObsN13o18FlmI2dO+gC31XDsMsDbhWMrPhvNZYYkbZbHPyb/7NjK8XcGuhTHUeh7SeBk4MhScAUQEUMj4tLcZqCkW1t5zrqKiE8j4q5CMD8CWKPQZD/gktz2cWAa0JDfPxMRU+bleM3MzKx9OMDqGMYATwMvS7pVaY3L8i0ccw1wWP5y+jVmzWwAnBgRDRGxPjAB+EmxUtIawFDg4oi4QNIipC/rp0dEH+A04LZcDimQGRERGwBnUjkLUfJeRPQHDgEubOE6im4tTJPaqYb2+wGvRsR/gNNJz/P6wObAoZJ2KbTtBWwP9AN2L0zTugG4MV/zwcD1klYk3ZtSZmI70pfp4vuhxYFI6gz8Fbg8Ivrk+17MSKwObAVsABwpae0arq/oWmDXQqA8ELgpIv5Xpf32+T5OIX3p/3Ghrtlno5yk5YA7gB9HRF9gQ+CZGsd9oaQm4N/ACqTntlwvYFpETK6xz47ieHJWLf95VUQUpyu+DKxWY1/n5ID3ekndKzWQdFQOjBv5aI7GbWZmZnORA6wOIP/L+F6kqX7DgK8DY/MX22puBvYG9idNPZpRVn+opFGSxgEHkgKLklXyeU6MiFJWYB1gekQ8lMc0FJieywE+KExhGgmsSXV/KbTrJmmxZtoW7RMR/fLP/c20ezJ/aT8A2CuXbU8KbiIi3gP+nMtKromIGRHxQR7ftpKWIt2XqwEiYiLQBGyasw2LS1qVFFD9FNhO0mrAohHxQtmY1gE6R8QtpYKIeKtQf0v+nN8FnqP5+zebiHiDFNQdKGkh0hTRq5o55KF8H9cC9gT+IqlLrmvu2ahkM2BiRDyZxzIzImbLRFVxQp5GuSIwnuYDc+CzzGqTpOck3V7jeeYpST8iTbk8rQ7dHRIRPUmfwyTgpkqNIuKyHBg30KVSCzMzM+sIHGB1IBExPiIuiogdgHdJAVe1th+QApizmX164JbAd4Gdc5biNKAY5LwNTAZ2LR4GVNrTt1T2caFsJs2v35uWxzgzv6/3Wr/Nc/CwU0SMymWVxl9tj+JSW1WpLx33MCnYXSkiHiEFpl/P5ZX6bM60wuuW7l81V5GmCW4HvB8RT9dyUEQMBxYG1qvh2aikpWurZQwzgdtJ68jKTQQWK2X1IuKdHJT9CGjuHxnaRV57dSCwa0R8BJ8H05JWKDRdHXilpf4i4pX835nA74FNcxBtZmZm8yH/Jd4BSOouabPC+1VJ/+L/jxYOPRsYVGFjiK6kAO0tpZ3fjiirn0bKavSU9HtJIv3L+aKStslj2Ib0pfzvbbys2Ui6VtLe9eqvzIOkqXfKman9gYcK9YdI6qy0vfi+wLCc6WoCDsvjW5e0uchT+ZihpMzVE/n9E8AplE0PzCYBMyTtWyqoYZonSrsEnlXjNd4LdAd+TfPZq/JzrA8sBUyl5WejkieBXqVnVFKnwrqts3LAUYttqPA85X8sOB+4QlK3QlWrt4KvxzPW3DXltXdHAztGxH/Lqm8hbeKB0hrFxYFRNCM/kysVig4AxrXXpi1mZmY25xxgdQydgZ8rbR7RRPoifVpEjG7uoIiYGBEXVai6D3iB9KX/PuDZCsdOJwUaK5F2QpsBfBP4taSxpC/x++R29bIR8God+yv6BSnTMo60Xuq6iCiuS3uWFHA1AfcUpjseBBycr/lG0nSt/+S6h0mbGJQCqqH5/WwZrIiYQQpaj8lracYwa4awmp7kzU1aks9xLSkIvK6F5qU1WGNI68wG5utq6dmYLeuXA4lvAOfn+zSK9FlC2mjj9WbGcWEexwTS+riTqrQ7lbTO60GlbdofJ63h+3kL11mu6jMm6V5JDfn1MZLOzK+75T93JRWvKQfulwBL5nE2SXqq0OQUYICk50m7gh5SCpQk/UjSq6TploOVtt1fGlgUuEd5YxTSfd6/lddsZmZmHYjSDsJmc1deT3ZTnv44r889HDi3I26DLekRYLeIeL8DjGU/4IiI2LnG9guRgtnNOkLGpR7PWEe7pmoaGhqisbFuv87OzMzM2kDSqIhoKC/378GyeSJnQeZ5cNXRRcTW7T0GSNvSk7ZKP66ltiU5ANmkxYbzSD2esY52TWZmZjb/cYBlC7yIGNDeY+jo8u+burS9x2FmZmY2v/MaLDMzMzMzszpxgGVmZmZmZlYnDrDMzMzMzMzqxAGWmZmZmZlZnTjAMjMzMzMzqxMHWGZmZmZmZnXiAMvMzMzMzKxOFBHtPQYzM2sFdVNwdHuPwuYXMch/z5uZzQ2SRkVEQ3m5M1hmZmZmZmZ14gDLOiRJ+0oaLalJ0iRJNxbqpkp6TVKnQtnhkkLS8RX6eir3M1HSjPy6SdLVLYzhl5LObsPYj5C0Vo1tr5d0TGvP0Ux/nfK1LVJD2+0kPZ3bPydpaJV220v6MH8eE/LPuZK6FtrcL6lHC+dr9bVKGinpm4X3F0j6V+F9Z0nvS1qj7LjF8ue9R6HsMEkjJLX5/3uSjpE0VtI4SWMkHVBWf4akF/LPzwrlG0l6UtJHkv5Sod/tJY3K93a8pN5tHaOZmZm1r87tPQCzcpJWAS4GNoyIVyQJ6FvW7DVgJ+De/P4wYFSl/iJik9xvD6AxIvrNhWEXHQH8C5gyl88zm4iYCbR4fTkAuxXYMiLG57INmzlkXERsmtstDVwAPChpk4j4NCJ2mvPRVzQcGADclt9vBbwqaZ2ImAw0AP+JiJeKB0XENEkDgdslPQ4sDpwFbBMRn87BeCYBW0XEO5JWB0ZLejw/p9sCewLrAZ2ApyUNj4gngdeBk4D+wJbFDnM/lwM7RMQUSV3y8WZmZjYfcgbLOqKVgU+AtwAiaSprMxgYCCDpy0AXYHxrTySpu6Thkp7NGY9flzXpIem+XHeLpKXycTvmbMjonM3YN5cfSQpwLsqZoW0k9ZP0eD7HBEnfKzvHhpKGSpos6RJJC+e+DsnZt9H52AGFcfeUNERSY86kHJrLO+dM3mItXPoywGLAv0sFEfFsLfcsIt4DjgG6ATvk874qad38ejVJd+RMz1hJPy7vI2dsxkrq2cLphpECLHLGrDMp2BqQ6weQgrBK43wauB64iBTAnJuDstmyk7VmKyNieES8k1+/DLwBdM/V3wKuiYhpEfEhcF0uIyL+mcfzcYVujwOujogpue1HEfF+S2MxMzOzjskBlnVEY4CngZcl3SrpJEnLl7UZBvSRtCwp0Lq2jef6L/D1iNiQFBhtIWn7Qv2WwKGkrMT/gFNz+TPAFhGxAbAj8DtJS0fEFUATcFxE9IuIYcCLwLb5HJsCx0v6auEc/YE9gN7A2sC3c/m9EbFJPsfBpWvMAdgNwAl5YeWWwOmqcVoiQET8hxSkTpF0l6SfSFq1FcdPz9e5XoXqG4FHI6JPRPQBripW5mDwV8BOEfFcC6d6HPiqpBVI2avHgEeZNcAa1szxg4DNgeVIWbe6yc9JF9J9AFgdKGbSXgZWq6GrXsAykh7OwfS5qjDFU9JROaBu5KM5Hb2ZmZnNLQ6wrMPJU8724vMvz18HxkpartgMuBnYn5Ql+HMbT9cJOF/SWKAR6MmsU+zuioj/RNpu80pg21y+Emn62XjgPmB5oBg0FS0BDJY0jhQwrAz0KdT/JSI+jIhPSEFU6RxrS3ogn+NGoHsONHoC6wI3S2oiBRwL5/KaRcR3gQ2Bu4BNgPGSvtKKLjRbgbQMadre7wvnebPQ5DvAkcD2EfFaDWP8kDT1c+v8M5z0OTVI6gx8jSoZrGwjUtZrVaBrM+1aJa+RugrYPyKmzWF3pevYixSArwmcXN4oIi6LiIaIaKDLHJ7RzMzM5hoHWNZhRcT4iLgoInYA3uXzrEXJYOBMYHxEvNXG0/wIWBLon7MtfyNNnatEpMAO4FLgAWD9vKbrtWaOO5uUzegXEX1JAUMt57gJuDAiepMChZn5OAGv5wxZ6adHRPytpisuiIgXIuKKiPgGKSu3Wy3H5QxLX2afljlb0FWmiTS1cN1WDHM46bPfipQZ+4SUKToI+HdEvFJljIuTgqDDSYHrhYXqGcz6/7+WplQW+10HuBs4MiJGFKpeBoqbbawOVBxbmZdIgfx7EfExcAuwca3jMTMzs47FAZZ1OHld1GaF96sCKwL/KLaLiBdJU/Z+MQen6wr8KyI+lrQasHtZ/e45awRpI41hheOmRkRI2gX4cuGY90hrnIrneCUiZkrqS8pWFH1LUpc89e+gwjmW4fNrPoqUpQKYCMyUdGCpA0m9JC1ZfnGSfqsKO/dJWlrSDoX3ywI9KLvHleR1aBeRNvJ4qFiX1yc1AicU2q9QaPIMsA/wZ0lb5PpOSjtFrlTllMOAXYHFIqK0ZuxR0mc/vJmh/hp4LCIeAM4A+kkqfb4vkLJgylm3rxfGu5mk+6tc+1rAENIU0AfKqm8BDlPawbALcAgpy9qSG4FtJS0sSaTNW8bUcJyZmZl1QA6wrCPqDPw8b/rQRNop8LSIGF3eME+bmpMvoxcA20gaDfwReLis/iHS9L6JwFKktUMAPwF+L2kEaf1UMZNzKXBmaZMLUpbtWElP5+MeKzvHY6RpeuNJ67WuzOUnAXdLegxYhZTFI2dwdgMOyRtFTAD+AFTamr0vaQe7cgK+l+/xGNLUxcHNZMHWz9czARhJCiJ3qLIj34GkgGF87ntgsTJvWLIH6b5uD3wJWBZ4p8q5nyBN8Xu8UPYIab3a8EoH5OBtb+CH+ZzTSZmsi/JmGTcD7wMTSBthNBYO70Fab1fJOXmsv9Ln2/1vn8/xECmzNZH0Wf45Ip7I41lT0qvAb4E98qYgA/NxjwJDSUHVOOBTUtbTzMzM5kNKS0vMbEGj9HvCngQ2jQ78B13SfsBXIqJDBBWSLgKui4iR7T2WatRNwdHtPQqbX8SgDvvH38xsviZpVN5wbNbyDvy9y8zMKmhoaIjGxsaWG5qZmdlcUy3A8hRBMzMzMzOzOnGAZWZmZmZmVicOsMzMzMzMzOrEAZaZmZmZmVmdOMAyMzMzMzOrEwdYZmZmZmZmdeIAy8zMzMzMrE4cYJmZmZmZmdWJAywzMzMzM7M6UUS09xjMzKwV1E3B0e09CpsfxSD/nW9mVi+SRkVEQ3m5M1hmZmZmZmZ14gBrHpG0sKQzJf1d0gRJz0k6T9LCZe0aJDWV/bwkaYakJSUNlHRre11HkaQzJIWkrxfKlpT0gaTGKseUX9uE3MfOknpIenPeXUF1kq6oMNaPJZ1doe0rkjYpvL9V0jOF9ytKmiZp8Xk1/sK5B+dzr15WdnyV9gvnz3Vy/mya8vX0asO5h0varbV1rTzHPPvzIOn/2bvvaDuq8o3j34cECD2ACIQWpElISCA3ID3RoIBUQaUT6aIIP4oiiiCigIAlSFdK6IQmIj2kGEiA9EboERAsSBcDAs/vj71PMjmcdpNzc5Pwfta6K2dm9uzZe2Zu1rzn3Xvu1pIelTQt/5wnabHC9t0kTZf0rKSbJS2d1y8p6T5Jr1W6vyX9MJ/riZJGStpkfvQnhBBCCG0jAqz55ypgE6C37U2ATYGngCWLhWyPsd2r9AN8AXgN+KHtd+d3oxswHjiksPx1YHq1wsW+5f6NAP4M3N+2zWwd24eXtfNs4FXg/ArFhwN9C8ubAUtIWj4v7wA8bvu/bdnmGv4O/LTBsleR7s0t8326GXAzsHEbta1hkjq2cxPeBg6x3Y10XrYCDoD0xQJwBbCb7fWBd4CT8n4fke6b/uUVSuoFHA1sYbsncAtwXhv3I4QQQghtKAKs+UDSBsBewOG23wGw/T/blzcQNF0CPG+7+NC1fP6GfKqkRyStlo/TQ9JfJI3L37AfX2jD1ZIulfSwpGckDZKkvG0NSUNyfXdJ+lO1DEcFQ4FNJa2Ylw8Brm5kR0mHkB46D3RhMqCkn0san7Mo2xbWHyxpsqRJku6Q9Nm8foCkB6qckyUkXa6UORwp6XetzXjkjMJFwD62K2XYhpIDrJzpeYYUOG6Xt/cFhuXtX5I0KvdvsqR9C8cZlrMiIyU9X8yWSeom6TFJUyRdJ2l0KzJAlwA71stCFe7Tw2y/CeBksO3bcpllJV2V2zFF0g8qtHGcpOuATg1uO1HSE/mcjMpBR2mbJZ0saRhwer6el+V742FgiwbPwTyzPcX2M/nz+6QvF9bJm3cGxpS2A5cC38xlP7T9EPBmpWqBxYGl8/IKwMtt04MQQgghzA8RYM0fmwHP2H6jNTtJOgbYEvhW2aY+wEk5wzANODavnwH0t7056cHzSEnFzEN3YBdyJo3Z36gPBIbm+o4lZVwaZdK37vtKWpf0oDilgb5tDlwAfK30MJ+tDIyyvRlwJnBuLt8dOAf4su1N8zEuLOxX7ZwcBawNdMv9/cRExDrtXAG4A/i+7YrDHknB0zY5w9KXlNEaweysVl9SEAYwDtg2968/cH4hOCW3dXvSPXN4DnoArgUutN0d+E3ub6P+Q8rA/bxOuUbu09NI/2/0ALYGDpa0c6GNF+f773dlbay1bZDtPvmcnEYKTooWs93X9mmk67ku6V7elfkYYBXl4H5vUvYV0nX7a6HIi8Ba9eqxPRH4FTBD0t+AfYEfVjnmkZLGSBrDe/PS+hBCCCG0pQiw5g+1egdpK9Kwrr0qZLkesf1S/jwaWC9/Xhr4g6TJwCNAF6BnYb87bc+0/QHpQb+0Xz/S0DBs/xUY0srmXg0cDAwABtUrLGll4DbgWNuTyza/a/vu/LnYt37APbZfzcuXMeeQq2rnpB9wbc4izARubLRTOcM3iBR8XlmtnO3ngDdIQesOpIBrBLCDpM/ktozKxVcBbpU0hTQsciVgo0J1g21/bPst4ElgvTzUsDtwQz7eGGBSo/3ILidlGresWzLLWacJOfv327y6P3BFzmy9TTqf/QttvDa3cTQwOddTdVvWW9KIfE5+BfRiTtcUPvcDrskZ4PeA6xrtT7NIWg64C7jA9vh5rGsdYA9gPdtrkH6XrqlUNme8W2y3zMp3hRBCCGGBEwHW/DEO2KAsU1GVpFVJWaEjbD9VocjMwuePgNLclF+Q5ttsludzPE5hKFaN/SBlouaK7eeBD4AjqBPAKL0U4AZSsFep7PtV2qgKbSwuV+tbpf0a9WNgVWZnw2opzcPqTRoq9g9SwLs78FgO7iAN1xsG9Mhzu16m/jUq9WFertH/gNNJmaxqxpPu0855n2m5jQNJQ9eg9nWo1b6K2yQtAdwKHJ+zcztRNi8RKH7B0OovK5pJ6cUVdwMP2L6gsOlFZg8XhJTReon6vg5Mtv33vDyIFESGEEIIYSEVAdZ8kOdl3AVclr/9RlIHSccpTY6fJQ8zu4WUdbmzlYfqDLxk+8M8pG67ejtkw0jZJyStBXyx0J69JNXNSgGnkIbR/btOubNIAcXJDbatZAiwS2luFSmYe6iB/YYCB0rqKKkTeV4MzJp7VvGFHJJ2Ao4hzbv6oMHjkswZDAAAIABJREFUHEaaL/e/vO5R0nkZVijXGZhh25J2BNavV3HOZk0D9stt25w0RK/U1u9KqhU4ldxAGoJZcQhovk//CFyRh0aWLFP4/CBp6KLyvbwv8FDOZk0B9s9t2qLUxlrbSPdCR2YHI8fU6cMQ4KB8PZcq1ZnrrXo9W0PpTYBrVFjfCfgTMNr2T8o23wf0KQzpPJr0e1zPC8C2kkrneBcaGGIbQgghhAVXBFjzzyGklx+MzUOhJpPmaLxfVm4f0hycXfXJ14RvRG1nAUcovSL8x6Rhao04jvQShImkt509AryVt61PentaTbZH2a45XEtSF1LAsRYwpqxvB9SpfyppbsqDkiaRhj4eV69dpPk8rwJTSZmHsczuWxfgwyr7/QboANxd1s5fVyk/FNiAlMkqGZ7XDSusO4U072oU6Vo3OtTvYOB4SWNJD+8TC/3YGKgX2GL7Y+BHQNcaxQaQ3gL5hNILQ0aSsnID8/afkbJIk0nDHq+1fV+hjcdKGkcKgEeXtf8T23Lw9ZN8vBGk+WK1XE7KFpWuZ/F8V72eSn/+4J7C8j2SWvLnoyWdmT+vQgpCX69QzWGkLOVXCvfDj3I/3gGOJN0vz5IyfrPeOJl/J0cBK0p6WdLv86bbScHZ2Pz7N4BPzrkMIYQQwkJEhZe3hU+pnAn4X858rQ48AXzJ9lOSbgNOtD2jXRs5DyQtZ/sdSUuSMomDbf9e0gnAP+sFhguCnOF4L2e+upGCto1svyFpOLBr6Q2Vn1bNuJ6SvgZ0s31W81rWfC0tLR4zpto7V0IIIYQwP0gaa/sTL1Br778rExYMGwCl17YvDvy0NPfL9t7t2rLmeCgHV51IwwqvBrD9q/ZsVCttA5yXrxGk+XlvANhuzVsfF1nNuJ62bydllUIIIYQQ5koEWAHbk/jkm9sWGbYbfnPegsr2A8AD7d2OEEIIIYRQW8zBCiGEEEIIIYQmiQArhBBCCCGEEJokAqwQQgghhBBCaJIIsEIIIYQQQgihSSLACiGEEEIIIYQmiQArhBBCCCGEEJokAqwQQgghhBBCaBLZbu82hBBCaAV1kTmqvVsRwmw+PZ4lQgifPpLG2m4pXx8ZrBBCCCGEEEJokroBlqQZkrrnz0tLul/SVZI6VCm/iyRL2nNuGyVpmKRd53b/+UnS45ImNFDuCElTJT0p6WlJP5K0SAS4kgZIelPS+Ny/iZJOl7RUnfIT8s84SV+cxzZ0kTS0sHyGpCXmpc46x5shaXru67OS/ihp6xrlF5d0Zr72pfvgAkmLz8WxLWnZeevB3JF0TD5+rxpl+kp6L1/bKZKGS/r8/GxnW5C0sqR7JD0laZKk2yWtUti+oaRR+RqPkrRBYdv5kl7I5657o3WGEEIIYeHT8AO+pBWAB4DpwKG2P6pS9FDg4fzvfCOp4/w8Xj7mJsCqwDKSNq9R7iDgeGBn2xsDWwJfBk6dLw2dPx6yvVnu345Ab+DmOuV72e4F/Bi4aF4ObvsV2/0Kq04H2izAyvax3dP2+sA1wD2StqxS9ipgE6C37U2ATYGngCUbPVh73OMVNPr7PS1f3+7AaODXbd6ytmfgl7Y3sr0p8BxwTmH7pcBFtjck3c+XFbbdCWwP/LWVdYYQQghhIdNogPVZYBjwsO3jXGXilqSVgS8B+wPbSFqtsG2YpPMkjZT0vKRzCtu6SXosZzKuAzoVtq0u6dacKZos6dTCthmSTsuZi8skbZS/OZ6Yvzk/KZdbNmfdpuSfHzTSrgYcBgwiPVzXeuD8KXCi7RcBbL8BHA2cKmnJ3I5dJY3JbR8vadO83pJOlfREbt/ehbZvKWmopLH556t5fUelTOOYnC25qpTNydmjByTdnLc9UrpOOetzfqH+OZYbZfufwCFA/xyE1rMC8EYD/eoq6TVJP8/n6ClJ2xa35c+lYO3RnEXpLGl5Sb/P99EkSb+V1EHSZzU7kzZB0uuSWh0M2L6d9IB9Uvm2nMnYCzjc9ju5/P9sX277XUk9JP0l3//TJB1f2PdqSRdKug94rKzexSRdrNmZtEcK2w7Ovy+TJN0h6bN5fdXrX4+kHsAqpHt9v9K924BhwNqFetaXNCS3bZyknfL6o0rXTtIW+d7vk5cvlnRk/lzx/mhrtl+3PaywajSwTm7TZ4HNgRvzthuBzZWzUbZH2n6pNXWGEEIIYeHUaIB1C/An2z+pU+6gXO4fwO3AwWXb1yZ9i7sZcLhmD6G5FrjY9ubA74A+hX0GAQNtb0HKiuwsacfC9tVt97N9GHAMcE/OKnQH/pDLnJb72gPYGjhY0s4NtKsqpaFdBwBXkwKsfSs9cEpaDliX9OA0i+0ngQ+ADSRtCPwe2M92T+ALwAuF4m/b7kM6vwNzvZ1JD/T72+4N7EoKMjsDH+X1LUB3oANzBoB9gJNyJmUacGy9/rZWDiKfIWVtKumfA5pncz++30C/AFYGRtneDDgTOLfCsb+TP26dsyhvAr8Chuf7qBfpS4NDbf+zkEn7FvAm6R6cG49V6e9mwDP5nFQyA+if7/8tgCMlbVzYvhWwdz4fRT2B/kC3fN/sCqA0BO0c4Ms5KzIFuLCw39xe/8OAa2z/FZgA7FFvB6VhsHsANxVWXw/ckNt2IHBdDkSGkL6gIf87qmx5SAP3x3yR+/Vt4K68ai3gb6XMfv73lbx+buss335k/tJkDO/NS+tDCCGE0JYaDbDuAb4pafU65b5FCjjI/5ZndQbb/tj2W8CTwHqSlicFAdcC2B4NTAaQtAzQFxioNM/pcaALUHz4HFT4PAI4VNLPlOb0vJnX9weucPI26dvl/rXaVaefALsBT9l+Ln8zPZ6UpWgN5X93JAWGzwDYfr+U6chKD6ejgS6SOpECxXWBe/O5uZc03Gh90nU9Ka+fBHyRFFSUPFL4Nn00jfV3bqjGttIQwfXJD+CSlqZ2vwDetX13/tyatu8OnJzrHEcK1jec1VBpLeBW4ADbzzVYZ7lq/a11HgCWBv4gaTLwCOke71nYfqvt/1TY73lS8PwHpWGoJf1I99Orefky5rzfW339cwZ0f9KXCVD597uoWz7X/yD9DpcyU8uR7sWrAGxPIwVrX7D9LLCUpDVJAdUPgS/la7Nkvi717o/55ULgXeY+GG91nTnj2WK7haWbeNQQQgghNFWjczp+SQoohknqW3hwm0VSC9ANuFKa9TzZRdLWth/NyzMLu3xUOH6197sulrf1sf2/KmXeLX2wfZukUaT5TaeQHgAPJD3glh+juFytXbUcSnqInJGXl8nrit/UY/sdSS+QslL3ldbnDMXiwLOkB9BaZua6PsrntiOpT5Nsb19eOD9sbwtsl49/KoVggur9/ZA5g+5OzCVJK5IeeqfUK2t7WM4IbkLtfnUF3i+savRakevd0/bzFepdHrgb+IHtUQ3WV0kfKvd3HClTuWKVLNYvgL8DA2x/KOkB5jz371bYB9tvKQ3B7EsKSM5VmgvYFvf77sDypCwSpPtkVUlrVRr6RpqD1ZIDs5uAS4BvUj3YLLXvYeCrwKq2h+chg1/N66HG/TG/KA2b3QDYzfbHefVLwBqSOuTf0w6kQLnSuWm0zhBCCCEshBp+yYXts0nfXg+rksk6FDjXdtfSD+lFAzUnw+eM0hTSt+NI2oI0lI+cxfkLKVgib1+r2pwRSesDf7d9NWne0xZ504OkoX/K36DvCzxUr8+Svivp7ArrVycNKVy30Ne1gBZJa5eXz205P38TXwo+LgHOsT0TuB/YpTQ0UdKSuZ21PEp6aJ/1YgdJfZSefjsDr+XgagXyuW3Ac0Bvpbk9y5GHnOW6t5A0pJFK8nCvK0lZqmkNlO8BLEcaKlerX63xDmluV8ldwCn5wRdJn5G0rtKLI24FrrV9a1m7BklqKCspaQ/S8K5flW/Lmcm7SEPZlsvlO0g6TultgJ2Bl3Jw1R3YrsFjrgIsZfs+0u/IW8DnSEPtdin8nhxBY/f7GpKmV9l8KPDdwu/32qQs1iG16rT9Aem87CypV/59n1DaT+ntgj2ZPb9sCClzVZpP9kjuW+neq3l/KM3tKv3ez5Va113Sz0nZzz1tzwr287zDCcB+edV+wHjb/2rgeBXrDCGEEMLCqVWvCbf9C9KQvGGSupTW5yFr+5LmVhTdAHw9D/Wr5WDgWEnjSA+DxflKB5AyRZPzEKqbSQ+klXwDmCxpPGm4zXF5/c9I33xPJs3ruDY/lNazMfDvKu29tziMLwdKdwIDygvbvoY07Od+SU+ShjoOAc7K258h9ftmSRNzG7vWaljOhOwOnK70goMngTNyPwcBy0maCgwmBamNuA14HZhKunZjC9vWAf5bY9/+Si+emE56mJ9IyljUKj8h9/d6UvbmX3X61RoXAA/nY3QmvcXxI2Bivo/uA9YAtiFlfw7U7BddnJzr6A28XOMYt+Y2Pkuan7RLHuJaySGkOWljJU0h3YtrkTJyZwFHSHqC9EbFEQ32cS3goXwOJ5GGy422PZUUpDwoaRIpgDmuejWzdCFlMeeQf9d3IAWiRdcD36oX/OY5meeTvnCB9Dt9YG7bDcBBhUDkYdK9VgqohuTlh3NdVe+PHDz3pMo1y9e2S/58pqSj8+cWSfcUila87jlbeCrpPJVeoHJHocjRpP/HnibNazu6sO9ASS8Da5Ku2dQG6wwhhBDCQkau/ELAAEgaDuxaNh/qU0nSQOAW2yPbuy3zg6SVgJtt71i38CJC0gnAP21f195tmRtKwyOPsX34PNSxUFz3lpYWjxkzpr2bEUIIIXyqSRqbXyo35/oIsEIIYeESAVYIIYTQ/qoFWK0aIhhCCCGEEEIIoboIsEIIIYQQQgihSSLACiGEEEIIIYQmiQArhBBCCCGEEJokAqwQQgghhBBCaJIIsEIIIYQQQgihSSLACiGEEEIIIYQmiQArhBBCCCGEEJokAqwQQgghhBBCaBLZbu82hBBCaAV1kTmqvVsRwif59HimCCF8ekgaa7ulfH1ksEIIIYQQQgihST4VAZakxSWdKelpSVMlPSnpAkmLVyg7TNLzkiZImibpNkkrzMOxB0i6tZX7dJX0WgPlzpJ0SWF5V0mWtElh3d2SDquw7xmSzi8sHynpOUnrNdpmSbtLOq+xXs2x39GS/q+1+7WVsmv+lKQf1yl/gKTxkqbne+kmSWtL6iJp6Dy2Y9e52O94SZ8tLPeV9OXCckPtkvRY4b7/MH+eIOmqCmV75vaWyj8qadW8bYCkDVvbjwrHmCGp+7zW00ySjpA0SdLk/O+BZdtPy79Hz0k6rbC+l6RHJL1X7XdL0iqS/tHa/y9CCCGEsGDp2N4NmE+uApYCett+JwdW3wKWBP5Xofz3bN8tScBNwNHAufOttY0bBlxYWN4BeAzoC0yV1AHYFvherUoknUw6H9vb/puk7Ro5uO27gLta22jbl7Z2n7klabF0yLpjYUvXfHXgSUkP2n6sQn2HAycAe9h+Jq/rC6xm+3GgX3N70JDjgYeAf+blvsCywAMAtl9ppF22t4QU4ANjbPeqUfwG4Ae27877bAD8J28bALwGPN2qXiwcngF2sP2GpDWBCZJG2p4haXvg60ApKHxM0nDbI0jX5gSgF7BjlbovBu4BlmvbLoQQQgihLS3yGaz84LcXcLjtdwBs/8/25bbfrbN7R2Bp4I1Cfd+X9LikcZL+JGm1vH4JSedLmiJpoqQ7KrRlLUljJH0jL28paaiksfnnq63s3iPAuqXMASnAOov0gA2wGfC27eerVSDpLOCb5OCqSplDcnZjrKSHJW2U18/KdOWsyURJV+Rv98dJ2kTSLTnDcb+kZXLZWdmzXMcDkm5Wyi4+UnZOL1fKPI6U9Lvit/s1rsUZkq6TdCcwEejc6Am1/SrwFLB2lSKnA/9XCq7yPsNsP66yzKOkrXK7J+afL+f1G+c+lzIhhxTq3yHv87ykcwp1rS7p1tzfyZJOzet/BHQBbs3ZpJ6kLwQOzsunlLerSdYEZt0vtp+x/a6kbwEtwMB8/P6Sekj6S75O0yQdX+jX/vneGp9/vlTpYJJOlDRE0gr5vjgvn4sJkq6VtGyT+1dRvtZv5M8vA6+SzgWk36NBtv9r+7/AoLwO26/kgP39SvVKOgD4BzC8jbsQQgghhDa2yAdYpCDjmdJDUYMGSppAeuD5DHANgNJwoPWBL9jenPRt8wV5nx8CnwM2t90TOKJYYX7wvRc4wfYtkjoDlwL72+4N7Apcltc3JD/EPQH0lbQcsEw+Rinz0BeoNTRsALAn8EXbFR/AlbJZ3yAFYL2B84Arq9TXDbjIdg9gFHA/qb/dgI+A/ars1wc4yfYmwDTg2Lz+KFKg0w3oT3pwL7Wr1rUA2J4UVPdozbVXGtq2Mik7WL7ts6SH6U9ktiqUXQm4A/h+vh82B56Q1BH4I3CF7U3zubq7sOvaue2bAYfnLwggPawPtL0F0BvYWdKOtn8OvALsY7uX7Ymk+2pQXj6HtvFz4C85UPyppM8D2L4KGEPKCPay/RAwA+ifr9MWwJGSNs713E+6hpsB+5J/1woWkzSw1GfbbwHfB96yvUXOsr1C+v2br5Qyl52BsXnV2sBfC0VeBNZqoJ4upOzWKXXKHZm/oBnDe3PV5BBCCCHMB5+GIYKai31Kw8U6kB5WzyUNw9qd9JA/ThKk8/dW3mdX4ETbHwCUBSybArcDu9p+Mq/bGlgXuDfXBWBS0NCabMNQUiD1NjDS9keSnlGah9UXuK3Gvo+THuR3Am6pUmY3oCdpuBOk87lilbJP2Z6QP48D1snf8kN6CF2/yn6P2H4pfx7N7CFU/YBrbX8IfCjpRqA0fLHWtQC4p1rQWMVASecCnydd/39VKNOae2krYJrtRwFsfwS8ka9LR9uDSwVt/7uw32DbHwNvSXoSWE/SK6RruUrhXlkO2Bh4sBVtahrbv5R0HfBFUvA7VtLOeThcuaWBS/KXDB+TMm49gSeB9YAbJa1BGq67mqTVbP8973slKVg/oDDMc3dgeUn75OUlSZnK+UZSN1LQu1/+omNeXEEKxN8tXN9PsH05cDnktwiGEEIIYYH0aQiwxgEbSFqxlVkscrByO1B6GYSAs2xXyuDUevh+mfRA3Jf0UFkqP8n29p+oKM2BadQw4CJScFEaXjSC9OC7LfDdGvtOI31rfr8kbFcKsgRcafsnDbRlZuHzRxWWl2pwv9J9KVLQWUmtawFQb/hnuVJQvQ3woKQRticXC9j+h6S/kbIwD9Spr9r9UC9Iq3QuFiOdhz62K80ZbBd5btd1wHWS/gvsQ7r3yv0C+DswwPaHkh4AOuVtN5K+mLhTab7ce4Vt5Pr6Aqswe46ZgGNsP9zkLjUkZxXvAY6yPbKw6UVgncLy2sBL1LcV8IccXC0LLCXpHtu7NKnJIYQQQpiPFvkhgnmuzF2k4XfLAUjqIOm4Budt9GP2ZP27gGMkrZjrWTJ/Kw/wJ+B4SUvkbZ8p1PE66Vv+gySdmNc9Sgr8Zr18QFIfVfgKW9IgSXtVad+jQFdgb2YPaxtBGmb3pu0ZtTpnexLwFVIG5xsVivyJNJ9nzdyWDpJ616qziYYCB0rqKKkTeT5LVutafIKksyXVCjYBsP0IKWA9s0qRnwG/krReoe6vSNqyrNyjQDdJW+UyHXJbp5OycV8v7L9ynTa9A/yFwhAypfl8q+XFt4Himy7Ll+dQ535qiKQ983BH8rXZGHihyvE7Ay/l4Ko7s7OQpW2l/Q4jZaOKriQN/RySh9JBuvYnSFoqH3+50pBDSXtJGjSPfdtC0pAq2z5HGtb4Pdv3lm0eTPpdWSq37WCqZ4Znsb2S7a62uwInAfdGcBVCCCEsvBb5ACs7hPT2r7GSpgCTSXMjKk44Z/YE/alAD9LwQGxfC1wPDJc0iTTsbZu8zzmkuSYT8vytOd6Ul+eOfBnYTdJPcjZtd+B0pRcgPAmcQeUMR29SFuwTbM8kzwnKGQVI87LWoMI8oip1FIOsb5ZtGwH8CLhL0kRgCrBHI/U2waWklwhMJc1TGkseBljnWlSyKSmL0oifA9tJ+sRb9GxfBvyS9FKJ6ZKmkeayvVJW7nXga6RgrNS+3nm44x7A0Uovq5gINPIwfQApYJssaTJwM7Nf3jEQuCrfs91Ic79a8nKleT1V76dW2If0psqJpCzxROB3edvlwGlKL63oT3rxyhGSngB+zJxZruOBOyWNJH1RUBwuCYDt60m/G0NydvecfLwn8rkdSQrwIA1DfbtSg5X+PMCZ+XOX/Hta2vZ7SbvnxXWAasP+ziXN0TtTs19j/5XczmGkocBTSPfs7baH5/q7SnoZ+BWwi6SXVeHPJ4QQQghh4SfXfXt1aE9KL0u42Xa1Vzsv0iQt5/Rq/SVJmYvBtn/fyjoWI83j2SrPb/rUWtTvJ0m3kYYczpiHOgYCt5QN/1ugtLS0eMyYMe3djBBCCOFTTdJY2y2fWB8BVliQSXqMNGysE+lvPR2fs0AhfGpFgBVCCCG0v2oB1qfhJRdhIeb8x29DCCGEEEJYGHxa5mCFEEIIIYQQQpuLACuEEEIIIYQQmiQCrBBCCCGEEEJokgiwQgghhBBCCKFJIsAKIYQQQgghhCaJACuEEEIIIYQQmiQCrBBCCCGEEEJokvhDwyGEsJBRF5mj2rsVISxcfHo874QQmqvaHxqODFYIIYQQQgghNEkEWIswSUtKukDSc5KmSxovac8a5YdJel7ShFz+uPnZ3taStISkiyVNlTRJ0hRJ+1cpK0nH5jKlc3GfpK3z9gGSbm1i22ZI6j4X+w2TNFPSSoV1/SRZ0vkVyh8u6d7Ccvdc9quFdb+T9LO56Ufev1XnRtIuuQ217rWukj7M99okSWNK12JBJum0fL9NlDRW0lcK2zpIuij/vj0r6fDCti/nPr5ffh1r1RlCCCGEhU/H9m5AaFMXA8sCm9iemR/475P0uu0RVfb5nu27Ja0FTJE0zPbERg4maTHAnn/jTo8DVgY2tf2RpGWB1auU/RmwA/AV238DkPQloAfw6PxobCtMA/YlXT+AAcDYKmWHAb+W1NH2h6Q+Pgb0Bf6cy/QFvtc2Ta3oUODh/O+dNcq9absXgKRvA38ANm775kHhfLXW48AFtt+T1BMYLml12/8FDgDWBzYg3ZfjJT1kewbwPHAEsDfQqRV1hhBCCGEhExmsRZSkdYBvAt+2PRPA9hTg58Dp9fa3/RLwFLChpNUkDc3frk+V9MvCcc6QdJ2kO4GJwEo5qzQ9fyP/SKHswZIm54zFHZI+m9cPkPSApJtz/Y9IWq2Bbq4J/N32R7nN79p+psK5WBY4CTi8FFzl8kNsX1YounylNuTMxPk5+zUlf+6Qtx0p6clCJubzhfq+IWlUzmZ9t4H+lFwNHFxo+zbAfZUK2n4WeAPonVftAJwFbJ/3/wywHjAqL29ZuJZjS5kuSR0l3Z+zLFMlXSVpiVa0mVzPysCXgP2BbRq8jpACxbUL9aya75FJ+Z45uLBtu8J99FtJf81fHiBpI0n3Snoi33/fKuxnSSdLGgacLmlrSePytZsqab96jbR9v+338uIkQKRgCtLv2xW2P7b9L1Jw+fW837O2xwOfCOrq1BlCCCGEhUwEWIuuHsCztl8vWz8a6FlvZ0ndgM+THvjeBHaz3RvoBbRI2qlQfHtS8NKD9JDcH+hmuyewa66vO3AO8GXbmwJTgAsLdfQBTrK9CSmDc2wDffw98PX8sH2pqg9J6wbMtP1UnfqqteHI3O/N889meR3AeblPvfL+LxbqW9r2VqQM0jk5WGrE88D7kjYmPaDfSYUH84Lh+RiQAq37gE6Sls/rH7f9X0mdgUuB/fO13BW4LK//KK9vAboDHUgZqNY6CPiT7X8At5MDxQbsBdxUWB4ITMn3ypeBc5WGPy4J3Agck7cNIwdmkjoCNwD/Z7sPsC1wSlnQu5jtvrZPA34A/Dpfu+7AvbTOwcBztl/Oy2sDfy1sfxFYax7rnCUH82MkjeG9CnuGEEIIYYEQAdaiS3O530BJE4ArgaNyUNIBOE/SRNJQte6kgKPkHtuv5c/P5/J/kHRQoUy/XO7VvHwZKRAreSRnzSAFgevVa6jtycDngBOBfwIXSrq03n6SOuesxZOSbm+gDf2Bq21/YPsD4KpC2x8GrpJ0LLBGIRMBOWDIQ8TeIGXcGnUNcEj+ubpO2aFA3xyQPZuHvj0CbEcKsIblclsD6wL35mt8L2DSsLbFgJPy+knAF5nzGjfqW4X2Xk3tIK10Hf5GGu55VmFbf9I9Qr5n/ky6hzYC/mv7L3nbHaQvAAA2JA0xvCn34y/Aksw57PCawuehwA8l/RjYwvabNEjSDqRhp3WzXs2q0/bltltst7B0s44aQgghhGaLAGvRNRlYX4WXJWRfID1AV/M9271sf8H2jXndCcCKwJY5a3Anc84jebf0wfZbwCbAzcCmwNQ8TEykh/mi4vLMwuePaHB+oO2Zth+w/RNgH9LQtHLTSBmdDfI+pbk/JwPF81OtDbXa/jXgVGAZYKiknee1T9ktpL4snYd21jKMNIzwS6RsFsAIUnDVlxRIQOrHpHx9Sz9r2R6Tj7UtsF3ORF7MJ+cK1SSphZQtvFLSDOB64HOq/vKK0nVYm3S/3FS2vdI5r3QtZjUBeK2sf11zEFZSvFd/A+wG/IsUnJ9FAyRtBVwH7FmWFX0RWKewvDbwEg2oUWcIIYQQFjIRYC2ictZkMHCJpE4wa5jej4CftrK6zsCr+UUZawB7VCsoaRVgKdv3AacAb5GyTEOAXQpzco4AHqp3YElrSJpeZdt2klYtrNoceKG8nO13gV8Bv5fUpbBpmXrHzx4EBkhaXNLipKzSQ3lI2udsP277HOAB0vDBen06u96crNzmk0lzx2qy/TzwOulFFsPy6uHAnqRzPzqvexTYQFK/Qlv6SBLpGr9m+x1JK1A5UC3tMz3fB+UOBc7NQU1X210Z5ad7AAAgAElEQVRJ8/1qDjXMc+i+D6wuqXRvPUQehpnvmV1IgeJ0YBlJ2+Rte+S2Q5oz+F4xcyrp83moZKV+bGj7uTwP77fAFnn9XpIGVdmnDykY3Mf2uLLNg4EjJC2Wfw/2BG6r1fcG6gwhhBDCQibeIrho+zZwNjBN0gekjMpxtofX3u0TBgKDJY0nfSM/pEbZtYArcvDRkTQMbbTtjyX9EHhQkklDCRv5U6ldqD7/qCtpSOMSpAzRP4EDq5T9EWkY2oNKL6h4jTS0rJFg83LSMLrxefl+4ApS/67Oc5g+Jp2bUxqob1OqvxVwFts3N1BXyTDSfK0n8r6vpriJxwsvOXlD0u6k4Z6/AZYgXYfdgEHAHpKmAn8jDa9bqvwgOXBYmRTQFdd3Ir35cJuyXW4AJkk6zvZ/avR1Zh6qdzrwR1KweJmk0ksfTrE9NR9rf+BSSe+Rhmj+A3jL9oeSdgN+I+lk0lDVfwDfqHLY7+Vg8wPgfWbPuVsfeLvKPheTzstl+fwCHJSHq14LbAmUXrRyZg5+kbQtKUO3fFrUvsBhtu+vU2cIIYQQFjKaf2/UDqH1JJ0A/NP2de3dlmZQepX9KGAr2x+3d3taS9LXSC8waWg4XRu1YTnb7+TP/Ujzqro263xKug04MWeBF0gtLS0eM2ZMezcjhBBC+FSTNDa/IGwOkcEKCzTbv2rvNjRTDgK2bO92zC3bt5PeDtie9pb0f6QhzjOB/ZoZrNreu1l1hRBCCOHTJwKsEMJCxfbV1H+zYgghhBBCu4iXXIQQQgghhBBCk0SAFUIIIYQQQghNEgFWCCGEEEIIITRJBFghhBBCCCGE0CQRYIUQQgghhBBCk0SAFUIIIYQQQghNEgFWCCGEEEIIITRJBFghhBBCCCGE0CSy3d5tCCGE0ArqInNUe7cihLAg8OnxHBdCe5E01nZL+frIYC3CJM2QNEXSYmXrulco21XSh5Im5J8nJX2vweOcIWmJZra90KbXqmwbIOnWwvKukl6WtEWdOmftJ6mvpDFNaOeeksZJmi7pOUkXSFqyxvHfzOd4mqTbJK00r21oS5XuGUljJPWtUt6SJuWfpyXdKKlbg8caIGnDwnIvSd+Ypw40iaQNJQ3N13mKpKskLVXY/gVJE3OfH5D02cK26yW9ks/NslXqv7LW9hBCCCEsHCLAWvQtCxzUYNk3bfey3QvYHviFpNUa2O90oGKAJaljg8eea5L2Ay4CvmL78bY+Xtmxtwd+Bxxi+/PAJsCauT3VPJTPcXfAwI9becw2P6dNsLXtTYHPA8OBRySt28B+A4ANC8u9gAUiwAI+AE7I13lTYGngJABJAq4DvmN7Q2AEcE5h3z+Q+lKRpN1I90IIIYQQFnIRYC36zgDmJsO0HOmB8r8Akk6U9ISk8ZJGSeqV15cCiUdzVqazpKslXSjpPuCxXO76nPWYLOkOSSs2o3OSjgJ+BvSzPbWw/hBJj0kaK+lhSRvVqediSScVljeT9FR+cK7lDOAs25MBbM8Evg3sK2mdWjva/hh4GNgoH/P8fI4nShpS2r+UycuZwpHA4ZL2yOdyQs6m9M1l18/7TspZtZ0KfbKkU/Mxnpe0d52+zTPbH9u+FLgfOCa3Y5ikXQvtGpYzkN8CWoCBuV/fBM4E+uflgbl8m9xLDfRlhu3xpX4BjwOla9wCzLQ9Mi9fSiEwtP2w7X9WqlfSyqQvKU5oq7aHEEIIYf6JAGvRNyb/fLuBsp1LD+zAk8CZtt/K2wbZ7mN7M+A00gMktr+Tt2+ds19v5uWtgL1t987Lx9lusd0DmAr8YN67Rj9SgLO97edLKyVtR3q43T4f/zzgyjp1XQgcXQiovgtc7PqTFDcFRhdX2H4deA7oUWvHPIxwd2B8XnVOPsc9gRuBcwvFVwaetL1tDljOBI7JmbCewLhc7nrghpw9OhC4TtIqhXrett2HlNUcWKdvRbdq9vDRCUBDQ/4KHiNl96qyfRXpXv1evpduBn5CzvjZLg1ZbYt7qVXy0MBDgbvyqrWBv5a2234NWKzB4Z8XAWcUftdCCCGEsBBbGIYahXn3Y2CopD/UKfdmfmBHUhdglKSRtscAvSWdCqwEfMycw7gqudX2fwrLB0s6gDSUcBng6bnpSJnpwKrAfsAFhfW7kYKOx3K8JKBmlsP2k5KeB3aSNJoU+DSSUaiX4aqkfw5SAB4Bzs6fd5b0HdKwzvLfzZnALYXlh4ELJA0G7rU9RdJypGFoV+U+TcvH+QLwp7zfTfnf0UAXSZ1y1q2efWxPKS2o9XPX5uY8VdMW91LD8hDNm4CHbd9Vr3ydur4OfGD77gbKHgkcCcAK83LUEEIIIbSlCLA+BWw/JekeWjEEyfYrOdDoJ2kScCspIzQuB19/q1PFu6UPOaP0bVKW61+S9qf0oDhvXgW+CQyThO1SkCXgSts/aWV9A0nD2LoBtzeYUZhICmBKARM5a7EeMKXKPg/Z3qe4Ig8H/DXQx/YLkrYGbigU+U8xm2b7/yT1AL4IDJb0K+DmKscrZuFm5v0/ysHn/Po/oA+zz8eHzJk979RoJW14LzV6/A6kLOEbQPElMC8ye7ggkj4DOGcza+kHfFHSjMK6qZJ2tj2tWND25cDlkN8iGEIIIYQFUgwR/PQ4A/gOaW5VXTkb0puUHehEehB/KW8+pqz4O9T+Tr0z8Bbw7zws7tCyY02XtEYj7Spn+2XSQ+oxkk7Mq/9EynKsmevvIKl3tToK7iHNhzoBuLjQvr0kDaqyz5nAj3Owg6ROwCXALbZntKIry5PmvP1d6a2PR9cqLGkj25Nt/5b0coU+tt8mBXqH5DKfJ2fy6h1c0iBJe7WivQ2RtJikw4GdSOcF0vDJPnl7N+Z8+cPbzHkvlS+32b1UqGOIKryNMl+Xq4GPgMPKho+OBZaStG1ePpo5M44V2T7G9pq2u9rumldvUh5chRBCCGHhEQHWp0QORK4lDfGrpjQHawLwBHCT7T/mB/efAE9IGgH8p2y/C4CH876dK9R7L+mhenr+XJovRJ4ftDJQ6Zv+juSMS52+vQT0JQdZtkcAPwLukjSRlDnZo4F6PgauAV6wPbGwaX3Sg36lfYaRMhmDJE0HpgGvkILZhuWXZAwmzSl6GHihzi7n5JdbTAB2ZPZ8rQOAA3PW8QbgINv/aqAJvYGXW9PmOh7NbZgO9Ae2sV3q07nALnmY4UnMnoMGKUNzmtLLVPoDQ4BllF78MZC5vJckdSkMy0TS7yXtnj/vLun3+XMHUlBa6VzsTJrX1gMYm+/3i2DWvXMQcImkZ4AdgFMKx7tdUqnOpyTdX+f8hRBCCGEhFX9oOLQrSV8Dutk+q8K2r5Ne5NBvPrbnQeBy24ML624DTmxlRmqhkYc03mx7x/Zuy7yodS+1oo7NSffc4c1rWfPFHxoOIZTEHxoOof2oyh8ajgArLJAkXUt6Q99RtkfXK9+E47WQ5jCNB76RMxIhLJBaWlo8Zsw8/43sEEIIIcyDagFWvOQiLJBsN/rHkZt1vDGkF1OEEEIIIYQw12IOVgghhBBCCCE0SQRYIYQQQgghhNAkEWCFEEIIIYQQQpNEgBVCCCGEEEIITRIBVgghhBBCCCE0SQRYIYQQQgghhNAkEWCFEEIIIYQQQpNEgBVCCCGEEEIITSLb7d2GEEIIraAuMke1dytCCCEsSnx6xAStJWms7Zby9ZHBCiGEEEIIIYQmiQArhNB0khaXdIakpyRNlTRB0q2SuklaWtL7klYtlB8jaXBhuUXSS1XqtqRly9a9JqnrXLSzl6RvtKL8+ZJeyG3oXrbtq5LGSZosabikdettk7SypHvyeZok6XZJq7S2HyGEEEJYcESAFUJoC1cBmwJb2t4E2Ay4GdjY9nvAE0BfAEnLA0vn8iV9gaFt2UBJHYFeQMMBFnAnsD3w17K6VgSuAfa13QO4Arik3jbAwC9tb2R7U+A54Jy57lQIIYQQ2l0EWCGEppK0AbAXcJjtNwGcDLZ9Wy42lBxgAdsCI4CnJW2S1/UFhs3l8U+U9ISk8ZJGSepV2GZJJ0saBvwaOBPonzNsA+vVbXuk7UqZtfWBf9h+Oi/fA3xF0mdqbbP9uu1iP0cD67SyyyGEEEJYgHRs7waEEBY5mwHP2H6jRplhwO/y577AcGBNoK+k6aSg69ga+z8q6ePCcufC50G2LwCQ1B+4FPhCYftitvvm7WOBXW3vU6dP9TwNrCapj+0ngAPy+rXrbHutVIGkxYBvA3dVOoCkI4EjAVhhHlsbQgghhDYTAVYIoU1J6gbcQBoGeK/t44BHgXXzPKwdSNmktYCTgceAt2y/UKParW2/WzjGa4VtvSWdCqwEfAxsWLbvNfPYpU+w/ZakbwK/ltQJuBd4E/hfrW1l1VwIvMvswLP8GJcDl0N+i2AIIYQQFkgRYIUQmm08sIGkzrbftD0N6CXpu0ALgO3/Snoc2BVY1varkv4FbM48zL+StARwK7C97XGSugB/Kyv27if3nHe2HwIeyu1YlRQsPl9vW153PrABsJvtjwkhhBDCQivmYIUQmsr2M8AfgSskFQezLVNWdCjwA+CRvN+HpJc8HMlczr8COpG+OCrNkzqmTvm3KRtwJ2mQpL1ae2BJq+V/FwN+AVxq+z8NbPs50BvY0/b7rT1uCCGEEBYsEWCFENrCAGA68ER+TftIUhBRfJHEUFLWZnhh3fC8btjcHNT228BP8nFHAP+ps8sQYBlJEwsvuegNvFypsKSBkl4mzRd7SNLUwuazJD0JPAN8AJxSb1t+qcepQBfSvLIJku5ovMchhBBCWNDIjqH8IYQAIGkl4GbbO7Z3W2ppaWnxmDFj2rsZIYQQwqeapLG2W8rXxxysEELIbL8OLNDBVQghhBAWbDFEMIQQQgghhBCaJAKsEEIIIYQQQmiSCLBCCCGEEEIIoUkiwAohhBBCCCGEJokAK4QQQgghhBCaJAKsEEIIIYQQQmiSCLBCCCGEEEIIoUkiwAohhBBCCCGEJpHt9m5DCCGEVlAXmaPauxUhhBBC43z6ohdzSBpru6V8fWSwQgghhBBCCKFJIsBqJ5JWlDRT0m9qlNld0oSyn1cl/b2B+odJ2rW5rW6s3bnc4pLOkPSUpKm57bdK6pa3nyHp/AaO11C5Cvu1uv+S+kqypPMq1GVJy1bZZ0xr2ze/SPq6pPH5/E+XdEOVcgMkvZnLTZP0Z0mrNVB/F0lDm9/yBY+kxSTdlu/piZIelLReYfuqkh6Q9HTevmVh20l5v4+L92W9OkMIIYSw8IkAq/0cAIwC9pO0RKUCtu+y3av0A/QHPgC+Nx/bWa5uu7OrgE2BLW1vAmwG3Axs3PZNnCdPAXtK6gAgaV1g6bY+aOl4Ta5zdeBiYPd8/2wM/LLGLg/lcpsA7wCn1zuG7Vds92tGe9uCpI6tKLuYJNUpdg2wse2ewB+BywvbzgZG2N4Q+A5wfaG+4cBXgRGtrDOEEEIIC5kIsNrPocBZwGRg93qF8wP4TcBg27fkdctKukrSlPzzg7LddpA0UtLzks4p1HWipCdyZmOUpF7NbLekDYC9gMNsvwngZLDt2yqUnyNLVSFrtYake3IG5s+Sls7lvpTbP17SZEn7VmnPvrm/azbQv3dJAeRX8vIAYFAD+yGpq6TXJJ2d2zRdUm9JV0iaJOmxUlYoZ4zuk3StpLFAj1rXJWfQTs3bn5e0dwNNWg34H/BvmHUNJtTbyWli5nBg7cLxz8/HnihpiKR1in0ulLte0ph8Pe6QtGJev1Hu08R8r56U1y8h6TxJj+fs2bWlTKGkNfKxpkq6S9KfJH03b9s/n8/x+edLhTbMkHRazqxdJmk1SUMljc11/bJQ9gxJ10m6E5gIdK5xXj7OX3p8nFeNAtYpFPkGcGkuOxKYCbTk5SdsPzsXdYYQQghhIRMBVjuQ1BNYCXiYlOk5tIHdzgY6AMUg6jTSNewBbA0cLGnnwva1ge1J2aPDc+ADMMh2H9ub5ToubXK7NwOesf1GI/U2oAXYn5SBWZyURQMYB2yb+9EfOL/0QF9o8/eBw4H+tl9u8HhXA4fk7MM3gRtb0daVgZG5TX8AhgAX2d4UGAt8t1B2W+AM271z4FPvurxtuw9wEDCwgbZMBB4HXlQannm8pJXr7ZQzk7uQMo4l5+S29SSdj3Or7H6c7RbbPYCpzL5fjwHusd3TdnfSuQH4PvCW7S1y9uwV4Id520BgaM6AHgvsUDjO/cAX8rnal5QFKlrddj/bhwFvArvZ7g30Alok7VQouz1wuO0erbxnvwvcBZDPq2y/Vtj+IrBWK+qbo84QQgghLJwaHj4Tmuow0sO0Jd0OXChpDdt/q1Q4Zyv2BVpsf1TY1J/0QGvgbUk35nX35u2D8zfjb0l6ElgPeAboLelUUrD0MbBhW7S70P5uwA2koXb32j6uweOV3F/KhEl6LPcDYBXgyhw4fpj7sxEwOm8/g/SQu4vtD1pxvKGkoXV7AlNs/7v+yLFZ3rX95/x5HPByIWs0FtixUHak7ecKy/Wuy03539FAF0mdbM+s1pB87feU1J0UnOwJnCyph+3XK+zSX9IEYF1ScHZLYdvOkr4DLEvt/zcOlnQAsASwDPB0Xj+CFAAvQTq/pXlbuwPLS9onLy+Zjw3Qjzwc1vZfJQ0pHGc94EZJa5CydKtJWs12aX5iMevYAThP0taASJm9XsB9efs9ZYFRXZJOJgX8X2zNfvNSp6QjgSMBWKFZRw0hhBBCs0UGaz7LD5j7A4dKmgE8ScrKHFKl/MakTMY+tv9Zvhkof+dlcbn48P0R0DEf/1bg+JxJ2In0UNvMdo8HNpDUGcD2tJydGEjlR8MPmfNe7FS2/RP9yJ8vAYYBPXL9L5ftO5o0n6hVQ65ywHoLcAUpm9Ua75e1tVrbIQ1HBGad33rXZWZuXynIbugLEttTbF9ke0fgLaBvlaKlOVhrkq7tT3Pb1gF+DeyX23Yon7xGSNoO+DawU85g/bhULg8N3QZ4DjgFuLa0G3BMYa7hxraLQz2rvdP1RuDinN3anHQPFdv0buHzCcCKpPmAmwJ31ihbVx6muD8pcH8v9+/fedtnCkXXBl6a2zrL2b48Zwdb2n5WYAghhBDmVgRY89+ewHTba9ruarsr8GXgW+UFJS0H3AH8yPbjFep6kDT0T7nsvsBDdY7fifRgXnrwO6bsmIMk7TUv7bb9DGmy/hWSigHVMlXa9Bwpe7NY7kejb//rDMzIGbUdgfXLtt9HeuC/R9ImuX9rSJreQN3/396dh8lV1Wkc/74kbMomCEpkiSiLghBIQAMYYRR5xgUGZAyLbOOCLBMWdUQRcRlGNkUjCqJCCKKyCMgIGhcMCCIkkJAAD4FRAgbiMIDKIjAS3vnjnpY7RVenOlSs3OL9PE89VXXOufec363uTv/6nHvyDaoNIX6yuIZdMuTnMpR2n1mJdXzt/XpUs373DHU+248BhwCHq7pnbDWqzVX+IGk54MNtDl2DKoF7WNKK1JaQSnot8AfbU6gSt+1K1RXAMZJWLu1WLX9UgCp5PqiUr8//n9lZoxbH+xn6jwRrAAttP1VmvHYfKn5V99Ad0abuQ1TX5u2DzAJeTLk2knYEVqaatRzSYs4ZERERDZME6+/vYOCCeoHtG4DlJE1oaXs4VdJwmJ6/XfuqwOepZgDmUt0cf77tIRMC248CnwZmSLoWeKKlyViqmaAXMm6ofjG+s/Rzu6TryrkHu3foB8AjVPfsfJcOfiktjqVadnYDsBcwp7WB7avLWK6QtA0wimq2Y0i277d9iu3Ftu2GDj6XobT7zEYCn1W1Bfhs4CrgU7ZndTCeOVSzeB+3PZcqebid6v671gRtYJbpx1TJ8p3l9S21Nu8F5kqaBXwVGFgmehLVksAZkuYA1/HcTpNHArtIuhU4DbieKoEDOAq4vHxdjaZs5NHGZGCH0veZVPfFDWVL4Hn/FUL5njuLapnkz8r34Y21JscCO0m6m2qJ6f4Dm1dI+pikBcB4YIqkBZJW6+CcERER0TCqVkNFgKQ1gQvLUrK+JOkY4EHb3+n1WLqh15+ZpO2o7svbbCmce2Xgr7afUbXl/AzgrbbndbuvWp/LUf2xYnxtZ79ljkbJHNLrUURERHTOJ/RfziHpZtvjnleeBCsiloSq/zB3MtVOiB1tZT/M829JtVmFqO4JO932N7vdTxONGzfOM2cus/+/dURExItCuwQruwhGxBKx/SPgR0vx/HOodvuLiIiIaIzcgxUREREREdElSbAiIiIiIiK6JAlWRERERERElyTBioiIiIiI6JIkWBEREREREV2SBCsiIiIiIqJLkmBFRERERER0SRKsiIiIiIiILpHtXo8hIiKGQaNkDun1KCIiIpZ9PmHp5TqSbrY9rrU8M1gRERERERFdkgQrokckzZe0UNKIWtnBkizpiEHa7yZpdstjoaQ/dNDX5yRNLK9XkHSVpDmSTu9uVMNXrsMW5fVLJE2TdG79upS60ZKeKXHPkTRT0vYd9nGUpHVq7z8j6bQlGOsHS99zy/P7WuqPl/Tb8ji+Vj5G0vWS/iLpkpZj2tZFRERE84zs9QAiXuQWArsCV5X3BwI3D9bQ9hXAFQPvJb28tP3Y4jqx/ena262BDW1vvoRjXiokrQ5cSRXTUR58/fKfbI8p7Q8Fvg28roPTHwX8HHjwBQ7zbuAttv8oaT1gtqTrbM+XNAH4Z2CL0vZGSdfYvrb0ewwwBtil5ZxD1UVERETDZAYroremAAcBSHo18BLgtsUdVGZ3vg9cbPuiUraCpFMl3VRmec6XtEqpmyLpCEmbAhcAry5tJpbZnO+XWa3/knShpK0lXV1mYk6t9fsRSTMkzZJ0g6QxtTpL+mSp/52k9wzjOqwDTAeutn1km+Sq1XRgg1r/r5B0WW2G6YBSfhwwCrikxPz6csirSsx3SrpS0ksW16Ht6bb/WF4voEqQ1yvVE4Gptp+0/SQwtZRh+wHbNwJPD3LOtnURERHRPEmwInrrl8CWkl5GlWhN7fC4LwAjgI/Xyv4N+LPt7coszwPAJ+oH2Z4HfAC4w/YY2xeWqrHAPsCmwGbAScA/AlsCB0rauLSbantb21sDxwNntYzrUdvbAvsDkzuMBeAi4D9bZtoWZw+qJHPAZOA221sCbwdOlrSF7ROprsVeJeY7SvtxwL5UM2DLA/sNo28k7QSswXMzjhsA99aa3AesP5xzLqa/D5VlkTP5S7fOGhEREd2WJYIRvWWq5GJvqtmOHah+8W+rzAztDYyzvahWtRuwmqS9yvsVgVs7HMc0238u558D3Gr7aeBpSfOA11Atjxsr6ZPAmsCzwCYt5xlIeH4DjJK0ku2nOuj/KmCipDNtLxyi3RqSZgNrU/38elOt7m3ARwBsL5R0JbAz7WcEp9n+U4n5xhJjR8os2FRgnzJbtdTZPhs4G8oughEREbFMSoIV0XtTgBuBa2w/LKltQ0mvo5o1eqft1vuJBBxm++olGEM9CVo0yPuRklYALgEm2L5F0ijg/sHOY3tRiaPTnzGnAO8GpkvaaYgk60+2x5QlkqdTJXRvrNW3Jh5DJSKtMa7cyUDLbN5VwCG2r6tV3QdsWHu/AfD7Ts4ZERER/SNLBCN6zPbvgOOAzw/VTtKqwGXAcbZvGqTJFcAxklYeaF8Ssm5ZiSphGkgaDuv0QElTJe0xVBvbXwDOo0qy1l1M20VUSyLXlbR7Kf458KHS3yuBd1AtwQR4FFi9w7FuJ+kXbeo2AqYBk2z/uKX6YuAASSuXz+AAqtnJiIiIeBFJghWxDLB9tu3FLec7HHgtcJiev137qlT3Td0KzCjL/K6jsx32Oh3jo8Cny/mvBZ4YxuFjgQUd9PEfVEvvppcZsqHaPgV8CjihFE0Ctiqx/ww41vbtpW4ycG7LJhftbAi0W/Z3MrAW8Lnatd+1jGc6cCnVksTbgUttXwN/22J+AfAl4B2SFkh6/+LqIiIionnU2WZdERFLRtKawIW2G7EFuaTJwEUty/+WKePGjfPMmTN7PYyIiIgXNUk3237evfO5Bysilirbj9Cg/9/J9qRejyEiIiKaK0sEIyIiIiIiuiQJVkRERERERJckwYqIiIiIiOiSbHIREdEwkh4D5vV6HEvBy4GHej2IpaAf4+rHmCBxNU0/xtWPMUH/xrWh7bVbC7PJRURE88wbbNeippM0M3E1Qz/GBImrafoxrn6MCfo3rnayRDAiIiIiIqJLkmBFRERERER0SRKsiIjmObvXA1hKEldz9GNMkLiaph/j6seYoH/jGlQ2uYiIiIiIiOiSzGBFRERERER0SRKsiIiIiIiILkmCFRHREJI2kXSDpLvK88a9HtOSkHSapHskWdIWtfLGxidpLUlXSZonaY6kSyWtXeoaGxeApMsl3SpplqRfSRpTyhsd1wBJJ9S/Fpsel6T5ku6UNLs8di3ljY1L0kqSzpR0t6S5ks4u5U2OaXTtM5pdPrdHSl1j4wKQ9K7y82J2+Xm4ZylvdFzDkQQrIqI5zgK+ZnsT4GvAN3o8niV1OTABuLelvMnxGTjF9qa2twR+C5xU6pocF8CBtreyvTVwGnBOKW96XEjaBngTcF+tuPFxAXvZHlMe00pZk+M6BXgK2MT2G4DjS3ljY7I9v/YZjaH6ufjdUt3YuCQJOB/Yv8T1PuA8ScvR4LiGK5tcREQ0gKR1gLuAtWwvkjQCeBjY2Pb/9HZ0S0bSfOBdtm/rt/gkvQc4FNiX/orrAGAS8A4aHpekFYHpVJ/RL4F3AQ/S/LjmU76vamWN/f6StAqwAFjP9uO18sbG1ErSCsD9wK5UsTY2rpJgPQTsZvt6SROAbwE70uC4hiszWBERzbA+cL/tRQDl+YFS3g/6Jr7yl9pDgSvok7gkfUvSfcCJwIH0R1yfA75j+55aWT/EBXBBWZr1dUlr0Oy4XkP1i/gJkmZKmi5pR3yzK28AAAb4SURBVJodU6vdqGK5hYbH5Wrm5r3ADyXdSzUz1y8/MzqWBCsiIqK7vgo8DpzR64F0i+0P2N4A+CRwaq/H80JJGg9sC3y912NZCt5seyuq+ETzvw5HAhsBs2yPAz4OXAqs0tNRdde/8NzS20aTNBL4BLC77Q2BdwMX0l+f12IlwYqIaIbfA68qyyooz6NKeT/oi/gknQZsDEy0/Sx9EtcA2+cDO1MtY2pyXG8BNgPuKUvq1gOmUc2WNDkubP++PD9NlUDuQLO/Du8FngG+B2D7RqolaE/S3Jj+RtIoqq/HC0pRkz8rgDHAKNvXA5TnJ6juoWtyXMOSBCsiogFsPwjMBvYpRftQ/UW3L9au90N8kk4ExgL/VH65bXxcklaRtH7t/buBR6juVWpsXLZPsj3K9mjbo6kSxl1tX0SD45L0Ukmrl9cC9gZmN/nr0PZDVPfI7QLVTnTAwP1XjYypxUHAlbYfhub/zKDcLydpUwBJrwNeCdxNs+MalmxyERHREJI2A84DXgb8ETjA9rzejmr4JE0G9qT6R/ch4GHbmzc5PkmbA7dR/dL3ZCm+x/YeDY/rFcAPgZcCi6iSq4/avqXJcbVq2XClsXFJ2gj4ATCiPO4AJtle2AdxnQOsBfwVOM72j5sc0wBJd1F9Rj+plTU6Lkn7AccCz5aiE2xf3vS4hiMJVkRERERERJdkiWBERERERESXJMGKiIiIiIjokiRYERERERERXZIEKyIiIiIiokuSYEVERERERHRJEqyIiIhoBEmHS1ql1+OIiBhKEqyIiIjoKUmW9MXa+49K+kxLm/2BNW0//vceXzuSpkjaqwvn+XV5Hi1p3xc+sr8fSTtI+rWkH0o6qNfjiVgWJMGKiIiIXnsa2FPSy4doMwL496XRuaSRS+O8nbK9fXk5Guh5gjWc62H7etvb297d9pSlOKyIxkiCFREREb32DHA2cHRrxcAske0pti3p8VK+k6RrJF0k6S5JJ0naT9JNkuZKek1pt7akH0iaUR47lPLPSDpb0k+BqZJWknRuOXaWpJ0HGYsknSHpDklXAuvU6saW8dwsaZqkdQc5/hWSLpN0a3lsX8oHZuVOAt4sabako8uM1q8k3VIeA+3XlXRtaXebpDcP0td8SSeX63GTpNeW8g0l/ULSnPK8Qe06f0nSL4GTW87Vbhw7SZou6RJJd0q6QJJK3VvLdZwr6RxJKw75FRDRR5JgRURExLLga8B+klYfxjFbAUcCbwD2BzaxvR3wLeBfS5uvAKfb3hZ4T6kbMBbY3fa+wOEAtt8A7AOcJ2mllv72ADYt/X0QGEg0lge+CuxleyxwDnDiIOOdDFxjeytgG+D2lvpjgV/ZHmP7dOBBYBfb2wATy/FQzXJNsz2mXIPZba7Po+V6nAF8uZSdAUy1vSVwQe2cAJsAb7P9kZbztBsHwNbAUcDrgY2AHcp1mwJMLNdzJHBomzFG9J2eTolHREREANh+VNJUYBLwZIeHzbC9EEDSb4GflvK5wMAM1NuA15eJFYDVJK1aXl9he6CvHamSJGzfKeleqoRjTq2/CcD3bC8CHpB0dSnfFNgC+FnpZwSwcJDx/gNwQOljEfDnxcS3PHCGpDHAojIegBnAOSWxu9x2uwTre7Xn08vr8cCe5fX5wCm19heXcXU6DoCbbC8AkDSbapnjY8A9tu8qbc6jSmC/TMSLQBKsiIiIWFZ8GbgFOLdW9gxlxU1ZfrZCre7p2utna++f5bnfcZYDxtcSKcq5AJ6oF3U4Rg9SJuB22+M7PEenjgb+m2qWajngKQDb10qaALwTOF/SqbanLmasg427tfyJNm0GHUdR/wwWUV33Tq9lRF/KEsGIiIhYJth+BLgIeH+teD7VUj6A3almU4bjp8ARA2/KLMxgrgX2K202ATYA5g3SZm9JI8o9VgOzZPOAtSWNL8cvL2nzQfr4BWWpXDnHai31jwGr1t6vDiy0/SzVEsgR5dgNgQdtfxP4NtVyw8FMrD3fUF7/Gti7vN4PuK7NsXWDjmMIdwKjB+77Ksdc00E/EX0hCVZEREQsS74I1HcT/CbwFkk3AW+k/SxLO5OAcWVThzuAD7dp93VghKS5wIXAQbafbmlzGXA31RLEMylJg+3/BfYCTpZ0K9U9UdvzfEcCO5c+bgZak7A5wDNlA4yjy5gOlPQbqmV5A7HvBMyWNIvqvrKvtIlpRUk3ln4HNhCZBBwsaQ5V4nNkm2Pr2o1jULafAg4GLi6xPguc1UE/EX1BdrsZ44iIiIhoIknzgXG2H+r1WCJebDKDFRERERER0SWZwYqIiIiIiOiSzGBFRERERER0SRKsiIiIiIiILkmCFRERERER0SVJsCIiIiIiIrokCVZERERERESX/B8VzfiQ5VpQcAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "df.set_index('Author, year').sort_values(by='CitesPerYear',ascending=False)['CitesPerYear'].head(15).plot(kind='barh', color='g', fontsize=11)\n",
    "plt.ylabel('')\n",
    "plt.xlabel('Número de citas por año')\n",
    "plt.tight_layout()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}