{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "# XPN 90s A to Z Countdown\n",
    "\n",
    "It's countdown time at [XPN](https://xpn.org).\n",
    "While I took a year off from doing stats last year,\n",
    "as the station did a bang up job and I had other things going on,\n",
    "I'm up for another crack at it.\n",
    "\n",
    "This year it's the [90s A-Z](https://xpn.org/program/90s-a-z/) countdown, \n",
    "which stated at 8am on December 1st.\n",
    "There's a [Real Time Countdown](https://xpn.org/countdown/90s-a-z/)\n",
    "and the usual [Twitter banter](https://twitter.com/search?q=%23XPN90sAtoZ).\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from IPython.display import display, HTML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "## Status\n",
    "\n",
    "It's Thursday, Dec 8, things have been running for over a week.\n",
    "And We're just finished Z at 8:30.\n",
    "\n",
    "  - Resurrected most of the [Data Loading](Dataloading2.ipynb) with updates for the new playlist format\n",
    "  - Started with the the absolute basics\n",
    "  - Added in the trivial manipulations that don't need much data augmentation\n",
    "  - Took a pass at doing breakdown by years. It needs work. But running with it for the moment\n",
    "  - Added scan for sequential tracks by the same artist.\n",
    "  - Added pivots for artist by year and by letter."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "## Loading Data\n",
    "\n",
    "Most people don't care about how I get the data.\n",
    "If you do, checkout my [Dataloading](Dataloading2.ipynp) notebook.\n",
    "If you just want to play with the data,\n",
    "the playlist with some data augmentation, is here as [90sA2Z.csv](data/90sA2Z.csv).\n",
    "If you do something interesting, let me know,\n",
    "and post with the `#XPN90sAtoZ` hashtag so people can find it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p>So far, as of Dec 08 08:27AM, we have seen 2133 tracks with 2083 unique titles, from 860 artists.</p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from datetime import date, datetime, time, timedelta\n",
    "from os import path\n",
    "data_dir = './data'\n",
    "playlist_file = path.join(data_dir, '90sA2Z.csv')\n",
    "playlist = pd.read_csv(playlist_file)\n",
    "\n",
    "playlist['Air Time'] = pd.to_datetime(playlist['Air Time'], errors='coerce')\n",
    "last_play = playlist.loc[playlist['Air Time'].idxmax()]\n",
    "end_time = last_play['Air Time'] + timedelta(seconds = 60 * last_play['Duration'])\n",
    "HTML('<p>So far, as of %s, we have seen %d tracks with %d unique titles, from %d artists.</p>' %\\\n",
    "    (end_time.strftime('%b %d %I:%M%p'),\n",
    "     len(playlist),\n",
    "     playlist.describe(include='all')['Title']['unique'], \n",
    "     playlist.describe(include='all')['Artist']['unique']\n",
    "     ))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "## Analysis\n",
    "\n",
    "### Most Popular Artist\n",
    "The first question everyone seems to ask is \"which artist has been played the most\".\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x7f4bcb167450>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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P19ChQzVy5Ej16NFDTk5Oev311633PObl5RW6/1FSoXser3XtpfBrmUymG/58LWdnZ5lM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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4bcb5f4b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "c = playlist['Artist'].value_counts()\n",
    "artists = pd.DataFrame(zip(c.keys().tolist(), c.tolist()),\n",
    "                       columns=('Artist', 'Count'))\n",
    "f, ax = plt.subplots(figsize=(6, 8))\n",
    "sns.set_color_codes('pastel')\n",
    "sns.barplot(y='Artist', x='Count', data=artists[artists['Count'] > 10], color='b')\n",
    "ax.set(xlabel=\"Appearences in the Playlist (so far)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "### Popular Albums\n",
    "\n",
    "I'd always wanted to group on albums. \n",
    "But using an external source like [MusicBrainz](https://musicbrainz.org/) \n",
    "to find / guess album names based on artist and title was kind of problematic.\n",
    "Now that album is in the new playlist format, this is easy.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x7f4bcafafc50>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2hoODA/r3748hQ4agV69eGDt2LA4ePFjldKny/c+dOxcHDhxA165dER4ejiVLlsDMzAyD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\nD4lNVLhYt63YAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4bcadacb50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "albums = playlist.groupby(['Artist', 'Album']).size().reset_index().rename(columns={0:'Count'})\n",
    "albums = albums.sort_values(by=['Count'], ascending=False)\n",
    "albums[\"label\"] = albums['Artist'] + ', ' + albums['Album']\n",
    "f, ax = plt.subplots(figsize=(6, 8))\n",
    "sns.set_color_codes('pastel')\n",
    "sns.barplot(y='label', x='Count', data=albums[albums['Count'] > 5], color='b')\n",
    "ax.set(xlabel=\"Appearences in the Playlist (so far)\")\n",
    "ax.set(ylabel=\"Album\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "### Songs By Letter\n",
    "If we are doing A to Z, it's probably good to know how far we are, \n",
    "and have some notion of where we're going."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x7f4bcae60810>,\n",
       " <matplotlib.text.Text at 0x7f4bcae12450>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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W1tHemWXmyO/323NtAICjubZwBAIBVVXVKBxuMB0lISQnt1N6eiozAwDYgj0cAADAdhQO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\nyMrKwul0cvHiRYaHh6mrq/PZrSMi46PAITJJTZ0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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4bcafd1750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(6, 8))\n",
    "sns.set_color_codes('pastel')\n",
    "sns.countplot(y='Letter', data=playlist, color='b')\n",
    "ax.set(xlabel=\"Songs Played\", ylabel=\"First Letter\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "# Tracks by Year\n",
    "Well, years are what a 90s countdown is about.\n",
    "I've had mixed results in earlier years trying to get release dates \n",
    "by looking for matches on [MusicBrainz](https://musicbrainz.org/).\n",
    "So, right now I'm using the datas from the [90s A-Z playlist page](https://xpn.org/countdown/90s-a-z/).\n",
    "They may not be a lot better.\n",
    "We're only batting a bit over 90%\n",
    "But here's what we got."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Of 2133 tracks, 1937 had valid dates and 196 did not\n"
     ]
    }
   ],
   "source": [
    "print \"Of %d tracks, %d had valid dates and %d did not\" % \\\n",
    "    (len(playlist), len(playlist[playlist['Year'] > 0]), len(playlist[playlist['Year'] == 0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x7f4bc8fd9710>,\n",
       " <matplotlib.text.Text at 0x7f4bd9bf84d0>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rlw4dOhRcr6mp0ahRo4Lhsm3bNpWWluqXv/wl0QIAwOdARIdLS0uLCgoK1NTUpM7OTpWU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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4bc90267d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(6, 8))\n",
    "sns.set_color_codes('pastel')\n",
    "sns.countplot(y='Year', data=playlist[playlist['Year'] > 0], color='b')\n",
    "ax.set(xlabel=\"Songs Played\", ylabel=\"Release Year\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "### Tracks by Frist word\n",
    "Back in the origional A-Z the first thing I did was break things down by popular first words.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x7f4bc9042510>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5eRW92507d1Z8fDwxAwCAgarMOTMLFixQ7969rwoZSerbt69Wr16tjIwMGyYDAAAlUWUe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\nPwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4bcb5f4bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = playlist['First Word'].value_counts()\n",
    "words = pd.DataFrame(zip(c.keys().tolist(), c.tolist()),\n",
    "                       columns=('First Word', 'Count'))\n",
    "f, ax = plt.subplots(figsize=(6, 8))\n",
    "sns.set_color_codes('pastel')\n",
    "sns.barplot(y='First Word', x='Count', data=words[words['Count'] > 10], color='b')\n",
    "ax.set(xlabel=\"Tracks by First Word\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "### Covererage\n",
    "\n",
    "Has an artist had a track played for each letter yet?  Unlikely, but who comes the closest?\n",
    "This really relates to number of tracks played and, to some degree, diversity of naming.\n",
    "Similary, has any artist had a track played for each year?\n",
    "That's an easier goal, but relies a lot on consistant output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x7f4bc8d539d0>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tNq6uD/ewe1U12Wo9qnJUZWltG9LaMUhVlsp2aW2b1uLxrFTodGX3siLp0IoH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\nK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bOGXbt2ER4eXvB8Tk4Oly5dYv/+/Xh7e5e6piVLlnD8+HG2bt3KwYMH8fDwYMyYMQbr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\nCtBnGvI+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4bc9039550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = playlist[playlist.groupby('Artist')['Artist'].transform('size') >= 10]\n",
    "c = c.groupby(['Artist', 'Letter']).count()\n",
    "c.reset_index(level=[0,1], inplace=True)\n",
    "c = c.pivot('Artist', 'Letter', 'Title').fillna(0)\n",
    "f, ax = plt.subplots(figsize=(7, 8))\n",
    "sns.set_color_codes('pastel')\n",
    "ax = sns.heatmap(c, annot=True, cmap='PuBu')\n",
    "ax.set(xlabel=\"Songs played by letter for Artists with 10 or more Songs (so far)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x7f4bc81a2c90>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xbsw7esuq2FYFIDU1VYlIqsxUKI1GuYeKyKlbUajw8HACAwPp1q0bAF988QWX\nL1/G39+fChUqsHjxYiZMmEBQUBAAEydOpEWLFixbtozr16/j4+PDCy+8gKOjo67N+/fvM3bsWAYN\nGkSvXr2M8j7CbtxAo9HgaO+gt7xmjZqUKVOG6/8UssamxlyS6emFhf1JQMBamjZtiWNtJ+PvX6X9\nZKKB6hUsOHMznk4Na+DqWBlzMxP+jE5i29lI7mdkGz2TWvvKyso637Jjx49gYWFB3TrG/0yBOjMJ\nw0ihJwo0c+ZM5syZQ05ODllZWbi5uTF48GC0Wi1bt27lq6++okqVKgC8/fbbrF27lvPnz1OmTBmu\nXr3K2rVrMTc3x9nZma+//prq1R9clK7RaMjJyeG9997j5ZdfZsKECUZ7T8kpyQBYWlrmW2dpaUlS\ncrLRsuSlxlyS6cmtX7eCXbs2o9Xm0LFjT4YOHadIDrX2U3lzM0xMNHi8WJXQiHus+S0MG8uy9Gpc\ni9Ft6rFw/1WjZ1JrXz3s2PEj7A7azvA3x1C+fP6sSlBjpnzkZgxACj3xCH5+fvTv3x+A5ORkfvzx\nR3r27Im/vz8pKSmMGzdOd2OFVqtFq9Vy+/ZttFotVlZWWFv/+9efm5sb8OBUrVarZdGiRZw4cYKj\nR5U7hSREcevRYxBtPTsRFvYXG9avJDLyFh98+LniNyCphck/1+DFpaSzMzQKgL8T0sjRannTvS4N\n7CrwR1SikhFV6dDhA8z9bAbt23Vi0IChSscB1JlJPJqUu6JAea/Rs7KyYty4cZibm7N37140Gg0b\nN24kNDSU0NBQzp8/z4ULF+jQoQMmJibk5OQ8tu3o6GgcHR355ptvSvpt6LG2rgBAcnJKvnUpKSlU\nrFDBqHlyqTGXZHpyVtYVqFWrNu7u7Zgy5VPOnz/N7ycOGT2HWvspPfPBqdmIeP3rua7HPhg1s6tU\nzuiZ1NpXubZu28SsOX5069oL3/eLfjNccVBjJvF4UugJg2m1WnJycqhUqRKXL1/WWxcZGQmAg4MD\nKSkp3LlzR7fuwIEDnD59Wvd87ty5fPbZZ6xfv15veUlzqlMXrVbLzfBbessjIiPJzMyknlM9o2VR\ney7JZJikpASOHTtIQkK83nIHxwfzREZE3DR6JjX2E0B6Vg5JaVmUNzfVW5474pmW+fg/EEuCWvsK\nYMfOLSxdvohRI8cxfuy7iuXIS42ZHktjotxDRdSVRqhSRkYGq1ev5t69e7Rr147+/fvrbrTIyspi\nzZo19OuzG1EvAAAgAElEQVTXj/T0dJydnalfvz6LFi3i/v37XL16lQ8++IC0tDRdeyYmJjg7OzNm\nzBh8fX25f/++Ud6Hg709TnXrcvDQr3rLg38JxszMDI9W7kbJ8SzkkkyGychI56tFn3Lo0F695Tdu\nPJhuwuafuxKNSY39lOvy34k416igN5WKU1VL0MLfCca/c1OtfXX27GkWf7OAsaMn0b/vG4pkeJga\nMwnDSKEnCjRz5kxcXFxwcXHB3d2dQ4cO8d133+Hg4MD48ePx8PBg8ODBtGjRggMHDrBq1SrKli0L\nwPLly4mIiKBVq1aMHTuWiRMn4u7+4D/MvNcrjR49GltbW+bOnWu09zVp/ET2Bu9jzdofiPo7iuCD\nv7B05XKG+QzFprJys7urMZdkKpytbTXatu3MloC1/HowiOjoKC5eCGHF8vlUrmxLixZtjJ4J1NdP\nuX65HE0ZUxN8WtSmilVZXqxuRc9Xa3EjLoW/YpS58UGNfbV4yXwaNmhE27btuRsfp/dQaioTNWYq\nlEyvAoBGq/QMtkI8qbSsIr18Z9AuVqz6lpvht6hia0vfXn0Y99aYYgpXunI9D5lCrxZtUtysrCwC\nNv/I0aPB3L0bS6VKNtSv78LAgSOe+ivQXP6v6COBxd1PUwIvFjkTPLgWr5uLHY425cnK0XIh4h6B\noVFkZD3dqdv53RsWOVNx91VEdNJTvzY65jY+Q3s/cv0QnxEM9Rnx1O0/jZLMZF+75IrpMgM/K7G2\nC5P5s69i+36YFHri2VPEQk+IvIpa6JWE4ij0iltxFXrFrTgKveJWlELveVOihd6gL0qs7cJk/vS+\nYvt+mJy6FUIIIYQopaTQE0IIIYQopWTCZCGEEEKUPiqb5kQp0gtCCCGEEKWUjOgJIYQQovRR2TQn\nSpERPSGEEEKIUkoKPSGEEEKIUkpO3QohhBCi9JFTt4AUekIUWVJKhtIRCmRtaa50hGdCRFK60hHy\nsVXhhLtqnJgY1PnzZ1/dWukI+cgkzs8vKfSEEEIIUQrJiB7INXpCCCGEEKWWFHpCCCGEEKWUnLoV\nQgghROkjN2MAMqInhBBCCFFqSaEnio2XlxcbN25UOkah/LdsxrtXd155zZXWr3vx+cL5ZGVlKR2L\n9T+vw61NMz78eJrSUXTU2FdqzJTX8gXTeG9EJ+LjYpSOQtCeHYweO5SuPbwYPKQnXy6cy7178Ypm\nUuPxk589w6jx8/RYGhPlHioip26Fwby8vIiJicHU1BSNRoOVlRXNmzdn6tSpVK1aVel4Btm2Yzt+\nM2cwbYov7Ty9uHL1CtNnfExqaioff/CRIpkSExP5eNZHXL16BQsLC0UyFESNfaXGTHn9fmQv1y6f\nRw13+/lv3sDKVUsY89ZE3Nw8iIqMYMHCOYRH3GLhgmWKZFLb8ZOfPcOp8fMkDKOuslOonp+fH6Gh\noZw7d46tW7cSFxfHRx8p/wvWUEtWLKNrZ2+GvuFDLTs7vNp6Mmn8BDYFbCYmNlaRTHv2B5Gelsb6\nNT9hbaWe+bfU2FdqzJQr8V4cgZtW4tbWW9Ecufw3b6Bjhy706T0Qu5q1aNq0OT4+w7n4RyjXw/5S\nJJPajp/87BlOjZ+nQmk0yj1URAo98US0Wq3u31WrVuX1118nLCws33ZDhgzhyy+/1D2/fv06zs7O\nREVFAQ9GB5cvX0779u2ZMWNGyQcHbt66SXhEBG08PPSWt3b3IDs7m6PHjholx8M8Wnqw5KvlVKpU\nWZH9F0SNfaXGTHkFrFuC04sNadTUXdEcub5f9RPjxryjt6yK7YOR99TUVKPnUePxk589w6nt8yQM\nJ6duxVMLDw8nMDCQbt26GbS95qG/cnbt2sXq1atxcHAoiXj5hN24gUajwdFef381a9SkTJkyXC+g\nYDWGmjXtFNnv46ixr9SYKde5U4f589JZfGetIjYmUrEceVkVMEJ17PgRLCwsqFvHyeh51Hj85GfP\ncGr7PAnDyYieeCIzZ87ExcWFV155hQ4dOmBpacngwYOfqq3WrVsbrcgDSE5JBsDS0jLfOktLS5KS\nk42WRe3U2FdqzARwPyWJrRuW4d13OBUr2yqSwRDHjh9hd9B2Bg8aRvny+fuwpKn1+KnNs9JPSn+e\nDKNR8KEeUuiJJ5J7jd6FCxc4deoUTZs2pWfPnty7d++J27KzU99f00I8qW0bllGlWk1aeRo2sq2E\nQ4cP8OmsD2nfrhODBgxVOo54xsnn6dkihZ54Inmv0bOysmLcuHGYm5sTFBT02Nfl5OTkW2ZmZtwr\nB6ytKwCQnJySb11KSgoVK1Qwah41U2NfqTHTpQunOB/yGwOGvfvvwjw/I2qwddsmZs3xo1vXXvi+\n76dYDjUePzVSez+p5fNkELkZA5Br9EQx0Gq1pKen6y0rW7as3gW6N2/eNHasfJzq1EWr1XIz/BYu\njRrplkdERpKZmUk9p3oKplMXNfaVGjOFnjpMVmYGn/uN/nehVgtomT11GC+81IgxU+YZPVeuHTu3\nsHT5IkaNHE//vm8olgPUefzUSM39pKbPkzCcjOiJp5aRkcHq1au5d+8e7dq101tXp04dTpw4QWJi\nIrGxsaqYSNnB3h6nunU5eOhXveXBvwRjZmaGRyt13C2pBmrsKzVm6tJ7GFNmLGfKJ8t0j/7D3gU0\nvPXu7H/+rYyzZ0+z+JsFjB09SRW/lNV4/NRIrf2kts+TMJwUeuKJ5N6M4eLigru7O4cOHeK7777D\nwcFB767aESNGYG1tTZs2bRg5ciTDhg3Ta+fhO3CNZdL4iewN3seatT8Q9XcUwQd/YenK5QzzGYpN\nZWWmWEhMTCTubhx34u6QnZNDRkYGcXfjiLsbl2+k1JjU2Fdqy1Shki01atXWe9hUrQFoqVq9FjZV\nqhs9U67FS+bTsEEj2rZtz934OL2HUtNhqO34yc+e4dT4eSrUM3Tq9siRI7Rq1Yr33nsv37rdu3fT\nvXt3GjduTJ8+ffjtt9+erBu0WpVdUCJEYdKK9jVAO4N2sWLVt9wMv0UVW1v69urDuLfGPHV7SSkZ\nRcozesIozp4LKXCd34ef0LXz013kb21pXpRYQPH3VXEo7ky7zkQUYzr468p5ln3uy/TPf6CybbWn\nasPFvmKRMkTH3MZnaO9Hrh/iM4KhPiOeqE376sUzobCafv6ep5+9iOikp35tSXyectnXLrnCtcyb\nyn1jR+bqsQZvu2rVKgICArCxsaFGjRosWLBAt+7SpUsMGDCAJUuW0Lx5c/bu3Yufnx979uyhenXD\n/pCUQk88e4pY6BW3ohZ6JaU4ftk8D4q70CsORS30SkJxFXrFTY0/f2r82StKoVeSSrbQW15ibRcm\nc7XhRfm6devo2bMns2fPJiMjQ6/QmzlzJrGxsSxevFi3bMCAAbRv355Ro0YZ1L6cuhVCCCGEUIiP\njw9WVlYFrvvjjz94+eWX9Za9/PLLXLhwweD2pdATQgghhFCh+Ph4Kjw0pU7FihWJj483uA2ZXkUI\nIYQQpY/K5rN7WkW9wk5G9IQQQgghVMjGxibfN0/du3cPW1vDv25RCj0hhBBClD7P0PQqj9KwYUP+\n+OMPvWUXLlzAxcXF4Dak0BNCCCGEUKH+/ftz7NgxDh06REZGBps3b+bmzZt0797d4DbkGj0hhBBC\nlELPxjV6jRo1QqPRkJX1YOqw/fv3o9FoCA0N5cUXX2T+/PnMmTOHv//+mxdeeIEVK1Y80albKfSE\nEEIIIRRy/vz5x65v37497du3f+r2pdAToohmHLiqdIQCze/eUOkI4impdXJiNZLJiQ0jn6nnlxR6\nQgghhCh9Ssn0KkUlN2MIIYQQQpRSMqInhBBCiNJHI2NZICN6QgghhBCllhR6QgghhBCllBR6pdxH\nH33E1KlTFdt/VFQUjRo14ubNm4pleJj/ls149+rOK6+50vp1Lz5fOF83f5GSKpcvw39a1mFmz1f4\ntEdD/tOyDhXLlVE0kxr7So2Z8lq+YBrvjehEfFyMojnU2k9qzKXGTEF7djB67FC69vBi8JCefLlw\nLvfuGf5F9iVBjf30eBoFH+oh1+iVMC8vL2JiYjA1NUWj0WBlZUXz5s3x9fWlWrVqJb7/mTNnPvVr\np02bxvbt2ylT5t9iw9ramsaNG/P+++/j4OBQaBt2dnZ6cwSdOHECa2trGjRoADyYGNLZ2dmgtorD\nth3b8Zs5g2lTfGnn6cWVq1eYPuNjUlNT+fiDj4ySoSAWZUwY2/YFIu+lsvjAVczNTOjbxIFRrZ2Y\nv/eKIpnU2FdqzJTX70f2cu3yeZT+j16t/aTGXGrM5L95AytXLWHMWxNxc/MgKjKCBQvnEB5xi4UL\nlimSSY39JAwjI3pG4OfnR2hoKOfOnWPr1q3ExcXh5+endCyDdO7cmdDQUN0jMDAQU1NTxowZg1ar\nfeL21qxZw4ULF3TPFy9ezI0bN4ox8eMtWbGMrp29GfqGD7Xs7PBq68mk8RPYFLCZmNhYo+V4mPuL\nVTE10bDuxE1ik9KJjE9l3fEb7Ll4G1MTZYoGNfaVGjPlSrwXR+Cmlbi19VY0B6i3n9SYS42Z/Ddv\noGOHLvTpPRC7mrVo2rQ5Pj7DufhHKNfD/lIkkxr7qTAajUaxh5pIoWcEeQuiqlWr8vrrrxMWFqZb\nlpGRwaxZs/D09MTV1ZUhQ4Zw+fJl3XpnZ2f279/P4MGDcXV1pVu3brr1J0+epGnTphw5coTOnTvj\n6urKyJEjSUp6MGHntGnTeO+993Rt7d69m549e+Lq6srrr7/Opk2bnui92NjYMHXqVK5du8b169cB\niI+P5+2336Zly5Y0a9aMt956i+joaAAiIyNxdnYmLCyMsWPH8uuvvzJr1izefPNNevTowZ9//sm4\nceP48MMPn7BXn9zNWzcJj4igjYeH3vLW7h5kZ2dz9NjREs/wKK/UqsjFyASyc/79rMSlZORbZixq\n7Cs1ZsorYN0SnF5sSKOm7ormUGs/qTGXGjMBfL/qJ8aNeUdvWRXbqgCkpqYaPY9a+0kYRgo9IwsP\nDycwMJBu3brpln355ZecOXOGDRs28Pvvv1O/fn1Gjx6td+3Dd999x9y5czlx4gTVq1dn4cKFunWp\nqans3r0bf39/9uzZw5UrVwos4C5cuMCHH36Ir68vISEhzJs3j3nz5nHu3Lkneg8ZGRl6z7/44gtS\nU1M5ePAghw4dAmD27Nm69bl/3Sxbtgw7Ozv8/PxYvXo127dvB2D58uV625eUsBs30Gg0ONrrnyau\nWaMmZcqU4Xqe4tuYTDRQvYIFcSkZdGpYg2ld6vNx9wYMbu5IeXNTRTKpsa/UmCnXuVOH+fPSWfoO\neVuxDLnU2k9qzKXGTABWVtaUL2+pt+zY8SNYWFhQt46T0fOotZ+EYaTQM4KZM2fi4uLCK6+8QocO\nHbC0tGTw4MG69QEBAYwePZqaNWtibm7OO++8Q2xsLCEhIbptevToQe3atSlbtixeXl5cu3ZNty4n\nJ4eRI0diZWVF9erVadKkid76XFu3bsXLyws3Nzc0Gg1NmjShc+fOuoLLENHR0cybN48GDRpQr149\nAGbMmMHixYspW7Ys5cqVo3379ly8eFH3modP8Rb2vKQkpyQDYGlpmW+dpaUlScnJRsnxsPLmZpiY\naPB4sSpmpias+S2MzacjcKpqxeg29RTJpMa+UmMmgPspSWzdsAzvvsOpWNnwLxovKWrtJzXmUmOm\nghw7foTdQdsZPGhYvgLQGJ6VfspHo1HuoSJyM4YR+Pn50b9/fwCSk5P58ccf6dmzJzt27ECj0ZCU\nlIST079/pZUvXx5bW1siIyN1y2rVqqX7d7ly5UhLS9Pbh729vd769PT0fDlu3brF8ePHCQ4OBh4U\nWFqtFo+HhuPzCgoK0m2fk5NDZmYmvXr14tNPP9Vtc+PGDebNm8eFCxdIT08nOzubSpUqGdQ3Akz+\nuQYvLiWdnaFRAPydkEaOVsub7nVpYFeBP6ISlYwoHmPbhmVUqVaTVp7dCt9YiCd06PAB5n42g/bt\nOjFowFCl44hnkIzoGUHeESsrKyvGjRtHmTJlCAoKyncaNK+8F3SamDz+UBly8aeFhQWDBg3S3Vhx\n/vx5Lly4wNKlSx/5mrw3Yxw6dIiKFSvSsmVLbG1tde9t9OjRVK1alX379hEaGsonn3xSaBYlWFtX\nACA5OSXfupSUFCpWqGDsSACkZ2YDEBGvf+3N9dgHfyXbVSpn9Exq7Cs1Zrp04RTnQ35jwLB3/11o\npBHqR1FjP4E6c6kxU15bt21i1hw/unXthe/7yt3Ap/Z+eiQZ0QOk0FNUeno6tra2WFpa6m5sAEhI\nSCAuLg5HR8di3Z+DgwNXruhP1REdHU1OTo5Br7exsWHy5MnMnj2b+PgH8znduXOHqKgofHx8dKN4\nf/zxR7HmLi5Odeqi1Wq5GX5Lb3lEZCSZmZnUc1LmNGl6Vg5JaVn5rsfLLd7TMg07PsVJjX2lxkyh\npw6TlZnB536jmTKqC1NGdWH5/KmAltlTh/3zb+NSYz+pNZcaM+XasXMLS5cvYtTIcYwf+27hLyhB\nau4nUTgp9IwsIyOD1atXc+/ePdq1a4dGo6Fr166sXLmS6Oho7t+/z/z583FwcMDV1bVY992vXz/O\nnj3L1q1byczM5NKlS/Tr1499+/YZ3MaAAQOoW7cus2bNAh4Uf+XLl+fcuXNkZGSwc+dOLl26REpK\nCvfv38/3egsLC27dukXyP9d0lC1blps3b+qelyQHe3uc6tbl4KFf9ZYH/xKMmZkZHq2Uu1vy8t+J\nONeooDeVilNVS9DC3wnGv8tOjX2lxkxdeg9jyozlTPlkme7Rf9i7gIa33p39z7+NS439pNZcaswE\ncPbsaRZ/s4CxoyfRv+8bimTIS639VDiZMBmk0DOK3JsxXFxccHd359ChQ3z33Xe66+qmTp1K/fr1\n6devH15eXty5c4c1a9boRnSKa04eJycnFixYwLfffstrr73GpEmTGDlyJJ06dXqidmbMmMG+ffs4\ndOgQpqamzJgxg+XLl9OqVStOnz7NkiVLqFatGh06dMiXv3///mzYsIEhQ4YAMHDgQD7//HN8fX2L\n5T0WZtL4iewN3seatT8Q9XcUwQd/YenK5QzzGYpN5cpGyVCQXy5HU8bUBJ8WtaliVZYXq1vR89Va\n3IhL4a8YZS50VmNfqS1ThUq21KhVW+9hU7UGoKVq9VrYVKlu9Eygvn5Scy41Zlq8ZD4NGzSibdv2\n3I2P03soMb0KqLOfhGE0WmPd8ihEcUkr2lfu7AzaxYpV33Iz/BZVbG3p26sP494a89TtTQm8WPhG\nBrCrVI5uLnY42pQnK0fLhYh7BIZGkZH1dKdu53dvWORMxd1XxaG4M+06E1GM6eCvK+dZ9rkv0z//\ngcq2T/ftN95N7AvfqBBqPHZqzVXcmSKik576tdExt/EZ2vuR64f4jGCoz4gnbte+uvVTZ8pVIsfO\nouTuCTUfs7bE2i5MxvIhiu37YVLoiWdPEQu94lZchV5xK45C73lQ3IVecSiOQk8opyiFXkkpjkKv\nRJRkoTd2XYm1XZiMZT6K7fthcupWCCGEEKKUknn0hBBCCFH6qGyaE6XIiJ4QQgghRCklhZ4QQggh\nRCklp26FEEIIUQrJqVuQET0hhBBCiFJLRvSEEEIIUfrIzRiAjOgJIYQQQpRaMqInRBHJxMSG8/7h\npNIR8tn1n2ZKR8gnKSVD6Qj5JCSnKx2hQGqcCFiNmdQ4iTOAfe0S/Po0GdEDZERPCCGEEKLUkkJP\nCCGEEKKUklO3QgghhCiFZCwLpBeEEEIIIUotGdETQgghROkjN2MAUuipVqNGjVixYgVubm5KRyl1\n/LdsZs3aH7kVEU7lSpXp2qULkye+g5mZsj8OasylpkxVrcry/eDGaLUF//+98OBf/PJnrNFzgbr6\nKa/1P6/jm2WL8Wrbjtkz5iqaJVfQnh1s2+5PZFQEFSpUoGnj5gx/cwyVKpXg3ZeFUOPxU2MmNR47\nUTgp9P4RFhbGkiVLOH78OPfv38fW1hZPT08mTJhAxYoVS3z///vf/0hISNAVdufPny/R/e3cuZN1\n69Zx9epVTE1NqVu3LgMHDqR3794lul+lbduxHb+ZM5g2xZd2nl5cuXqF6TM+JjU1lY8/+EhyqThT\nbHI6Pj+ezrf8VfuKvN26Hn/cTjR6JlBfPwEkJiby8ayPuHr1ChYWFopkKIj/5g2sXLWEMW9NxM3N\ng6jICBYsnEN4xC0WLlimSCY1Hj81ZlLjsROGkWv0gEuXLtG3b1/s7OzYsWMHISEhfPPNN1y+fJnB\ngweTkVHyc1oFBARw7NixEt8PwKJFi5g3bx5vvfUWJ0+e5MiRIwwbNoy5c+fyzTffGCWDUpasWEbX\nzt4MfcOHWnZ2eLX1ZNL4CWwK2ExMrDKjQWrNpcZMCWmZeo+k9EwGNrZn+4W/iU5SZp43NfbTnv1B\npKelsX7NT1hbqWdON//NG+jYoQt9eg/ErmYtmjZtjo/PcC7+Ecr1sL8UyaTG46fGTGo8doXSaJR7\nqIgUesDMmTNp3bo1kydPxsbGBo1Gg7OzMytWrMDFxYXo6GgAoqOjGTduHC1atOC1115j8uTJJCY+\nGEXYunUr7u7ueu0OGDBAVzh98803jBs3jlWrVuHu7k6zZs2YM2cOALNmzWLDhg2sXr2ajh07AuDs\n7MzRo0cBGDJkCCtWrOC///0vTZo0oU2bNgQGBur2c/78eTp16oSrqyvjxo1j/fr1eHl5Ffhew8LC\nWLFiBXPmzMHLywszMzMsLCzo0qULX3zxBVqtVvd+unXrxmeffYarqyuxsbFotVqWLFlChw4dePXV\nV+nduzcnTpwA4I033mD9+vW6/bz//vu0atVK9/zWrVu8/PLLJCcns2XLFjp27IirqyteXl6sXr36\nKY/ck7l56ybhERG08fDQW97a3YPs7GyOHjtqlBzPQi41ZipIz0Z2WJqbsfFshCL7V2s/ebT0YMlX\ny1V3Su37VT8xbsw7esuq2FYFIDU11eh51Hj81JgJ1HfshOGe+0Lv7t27hISE8MYbb+RbV758eebM\nmYODgwMAY8eOpWLFihw8eJC9e/cSExPDxx9/bPC+QkJCyM7O5uDBg3z11Vf8+OOPXLhwgenTp9O0\naVOGDx/O3r17C3zthg0b6NmzJydPnqRfv37MnDmT7OxsMjIyGDt2LF5eXvz+++8MGDCAZcuWoXnE\nXxQHDhzA3t6e1q1b51vXtm1bJk6cqHseExODhYUFZ86coWrVqqxbt46AgACWLl3K6dOn6datG+PG\njePu3bs0b96ckJAQ3WvPnDlDhQoVuHXrlu55w4YNSUlJYebMmSxZsoSzZ8/y9ddfs2LFCi5fvmxw\nPz6tsBs30Gg0ONo76C2vWaMmZcqU4XpYWIlneFZyqTHTw8qamdDHpRZbQiNJz8pRJINa+6lmTbtH\n/h+gJCsra8qXt9Rbduz4ESwsLKhbx8noedR4/NSYCdR37AyjUfChHs99oRceHo5Go6Fu3bqP3e7y\n5ctcunSJ999/n3LlymFjY8OoUaMIDg4mMzPToH2ZmZkxevRoypQpg5ubGzY2Nly7ds2g17q6utKy\nZUtMTU3p3LkzycnJxMTEcPHiReLj4xk7dizm5ua0adOG5s2bP/b91qlTx6B9JicnM3LkSExMHnxM\nAgICeOONN3jhhRcwMzPjzTffpFy5chw6dIgWLVpw9uxZAKKionTv8cyZMwCcPn0aNzc3kpOT0Wq1\nuuuGGjRowIkTJ3B2djYoU1EkpyQDYGlpmW+dpaUlScnJJZ6hIGrMpcZMD+tUvzoaIOhStGIZnoV+\nUrNjx4+wO2g7gwcNy1dEGIMaj58aMxVE6WMnDPfcF3q5f/VmZ2c/druIiAd3GdnY2OiW1a5dm6ys\nLGJiYgzal52dnd5zCwsL0tMNu67I3t5e73UAaWlpxMbGYmVlhbX1v9fhvPLKK49sR6PRkJNj2OhH\nhQoV9P6ziYiIwMlJ/y83BwcHIiMjefXVV7l79y4xMTGcOnWKxo0b4+Likq/Qq1evHt27d6dz586M\nGDGC1atXc+/ePYPyCJFX94Y12X8lRrHRPFE0hw4f4NNZH9K+XScGDRiqdBzxBOTYPVue+0LP0dER\nrVbLX389/mLSx92Q8ahTJA8Xj7kjY0/jUa/NycnJd7v94/ZTp04dg0cRTU1N9Z4/rg/Mzc1xdXUl\nJCSE06dP06RJE1xdXTlz5gxxcXFER0fTuHFjAD799FN2796Nu7s7e/bswdvbm8jISIMyFYW1dQUA\nkpNT8q1LSUmhYoUKJZ6hIGrMpcZMeb1QxZJq1mU5ceOuojnU3k9qtXXbJmbN8aNb1174vu+nWA41\nHj81ZspLLcfOIHIzBiCFHpUqVaJZs2Z8//33+dalpqbSu3dvzp49i4ODA4mJidy9++8vlmvXrlG2\nbFmqV69O2bJlSUtL063LyckxSvFia2tLQkIC9+/f1y173NQs7dq1486dO+zatSvfuqNHjzJgwIBH\njvg5Ojpy/fp13fPs7Gxu3bpF7dq1AWjWrBlnz57lzJkzNG3aFEdHR5KSkggODqZx48aYm5uj1WpJ\nSkrCwcGBN998k40bN1KvXj3279//tF1gMKc6ddFqtdwMv6W3PCIykszMTOo51SvxDM9KLjVmyqtl\nXVuS0rK4FJ2kaA6195Ma7di5haXLFzFq5DjGj31X0SxqPH5qzJRLTcdOGO65L/QAPvzwQ0JDQ3nv\nvfeIjo5Gq9Vy6dIlRo0ahaWlJY0aNeKVV16hXr16zJ8/n9TUVKKjo1m+fDldu3bF1NSU2rVrk5KS\nwrFjx8jMzGT58uW6O1gNYWFhQUREhO4u3sLktt2wYUPKlSvHypUrycjI4PDhw5w6deqRr3NwcGDM\nmDFMnz4df39/0tPTSUtLY+fOnUyePJlevXo9ckSwe/furF+/nmvXrpGRkcGyZcvIzs7G09MTgBYt\nWvG3rwUAACAASURBVHD48GESExN11wG6uLiwdu1aWrRoAcDu3bvp168fYf9cUBwZGUl0dDSOjo4G\nve+icLC3x6luXQ4e+lVvefAvwZiZmeHRyr3gFz6HudSYKa9GdhW4GqP8tUpq7ye1OXv2NIu/WcDY\n0ZPo3zf/DXDGpsbjp8ZMoL5jZxAZ0QOk0APgpZdeYtOmTWi1Wnr16kXjxo2ZPHkybm5ufPfdd7pT\nmEuXLiUmJoa2bdsycOBAXn31VT766MHklQ0aNGDYsGG88847tGnTBnNzc92pykfJe8q3d+/eHDp0\niI4dO5KTk4NGo9GtL+jUcO6y8uXLs2jRIrZv346bmxs7duzgzTfffOzp2wkTJvDpp5/i7++Pm5sb\nbdq0YePGjcyfP5+BAwc+8nUjRoygU6dOjBo1Cnd3d06dOsW6deuwsrICHlwbGBMTo/e+GzduzLVr\n12jZsiUA3t7edO7cmf/85z+4uroybNgw+vTp88jpYIrbpPET2Ru8jzVrfyDq7yiCD/7C0pXLGeYz\nFJvKyk1FocZcasyUy75SOf5OTCt8QyNQYz8lJiYSdzeOO3F3yM7JISMjg7i7ccTdjTP4uuCSsHjJ\nfBo2aETbtu25Gx+n91Bqig41Hj81ZlLjsROG0WifZNhJqNLDheHXX3/N77//zrp16xROVkLSsor0\n8p1Bu1ix6ltuht+iiq0tfXv1YdxbY4opXOnKVdyZvH84WSy5Ake5selsBOtOhxe5rV3/aVbkNoq7\nn5JSijZJ++gJozh7LqTAdX4ffkLXzt2euM2E5KIViNExt/EZ+uhv3hniM4KhPiOeuF376kWfEPp5\n+NmLKMJlDiV17ADsa5dc4Wr+zrYSa7swGYt6Krbvh0mhVwp06NCBjh07MmnSJCIjIxk+fDgDBw5k\n1KhRSkcrGUUs9IRyiqvQK07FUegVt6IWeiWhqIVeSSmOQu95UJRCryRJoVfy5LtuS4FFixYxa9Ys\nmjdvjrW1NZ06dWLYsGFKxxJCCCGEwqTQKwVefvllNmzYoHQMIYQQQj1UdlOEUuRmDCGEEEKIUkpG\n9IQQQghR6pjIiB4gI3pCCCGEEKWWFHpCCCGEEKWUnLoVQgghRKkjZ24fkBE9IYQQQohSSkb0hBBG\no8bJiacEXlQ6Qj7zuzdUOkI+607eUjpCgcaqcMLkXWcilI6Qj3cTe6UjGJ3cjPGAjOgJIYQQQpRS\nUugJIYQQQpRScupWCCGEEKWOiZy5BWRETwghhBCi1JIRPSGEEEKUOhq5GQOQQk9R06ZNIyMjgwUL\nFigdRTEZGRk0atSItWvX8tprrxlln/5bNrNm7Y/cigincqXKdO3ShckT38HMTNkfBzXmkkyGqVy+\nDN1frcUL1azRarVci01m29lIElIzFcukxn76bsYoku7F5ltepYYjPr6LFUj0gBr7Kq/lC6bx5//O\nMv3zH6lsW02xHGrvJ1EwxY+Ol5cXMTExmJqaAmBra0vz5s0ZOXIk9erVM3qer7/+miVLljB37lx6\n9eqlt+7u3bt4eHjQpEkTfvzxx0LbysnJ4ccff2TYsGEAJCQksG/fPvr161cS0Yvs5MmTDB06lLJl\nywJgampKjRo16N27NyNHjlQ4XfHYtmM7fjNnMG2KL+08vbhy9QrTZ3xMamoqH3/wkeSSTE/MoowJ\nY9u+QOS9VBYfuIq5mQl9mzgwqrUT8/deUSSTGvsJHkxg28SzF008e+gtNzFV7lfR/7N353FR1fsf\nx18DyA5iuCGIgXXTmwoIroEiWgqoqC0uoFdLc0lT0TJz3+re+9PKDXdTSy33FTVRtAhLzQU110AE\njEUs9p35/cF1agIVBWYO9Hk+HvN4yPfMnPOe7zkOH77nnO8ota8e+PG7I/xyLQrQ7+iU0vupLHKN\nXglFXKM3c+ZMLl68yLlz51i7di02Nja8+uqr/PjjjzrPolKpqFu3Lvv37y+17NChQ9jY2JR7XVeu\nXGHt2rWan0+dOsWOHTsqJWdVUalUnD17VrM/Zs+ezfLly/nmm2/0Ha1SLF+1gp6+/gwJDMK+USN8\nvLsw/p2xbNu5g+SU0iMNf+dckql8PJ+vh6GBii9/iCUlI4+E33L48tRtDl9OxFBPv2mU2E8P1DI2\nwdzKRutham6ptzxK7qv031PZt201Hbz99ZoDlN1P4tEUUeip1WqgZATJ2dmZKVOmMHjwYKZNm6ZZ\ndunSJQIDA2nTpg2enp7Mnj2boqIiMjMzadmyJWfPntVaZ+/evVmzZg1QUmANGDCA1q1b07lzZ0JC\nQh6Zx8PDg6ioKFL+cvAePHiQTp06abVFRETQr18/zbqXLl0KQFRUFAMHDiQ1NRUXFxcOHz7MpEmT\niIqKwsXFhfj4PybUXLp0Ke3ataNNmzZs2LBB056WlsbkyZPx9PTE3d2dMWPGkJycTF5eHi1btuTm\nzZua53p7exMcHKz5efv27fTr1w+Af//733h6euLm5kafPn2IiIh45Pt/0OcAbdu2pWnTpsTExDz2\nPQPs3r2bgIAA9uzZg4+PD61btyY4OJiioiIAcnJyCA4Opk2bNrzyyiscP378kVkqU+ydWOLi4+ns\n5aXV3snTi6KiIiIiH90vf6dckqn8WtrX5nJCGkXFf/y/Sc3KL9WmK0rtJyVSel/t/HI5zs+3oJWH\np15zKL2fxKMpotAry9ChQ4mPj+fy5ZJZ64ODg+nQoQNnzpxhx44dhIeH89VXX2FpaclLL71EWFiY\n5rVxcXHcvHkTf39/kpKSeOeddxg0aJBmxPDrr7/m4MGDD922mZkZXl5eWs+5e/cu8fHxeHh4aNpy\ncnJ49913CQoK0qx7/fr1nDhxglatWjFv3jxsbW25ePEiPXr0YPTo0bi4uHDx4kUcHEpmKT916hSO\njo58//33BAcHs3DhQu7fvw/AlClTyM/P5/Dhw3z77bdYWFgwdepUTExMcHFx4fz58wDEx8djYmLC\nhQsXNNnOnTtHx44dOXDgAD/88AMHDx7k3LlzDBkyhA8++EBTeD1KQUEB4eHhxMXF0a1bt8e+5wcS\nEhK4cuUKoaGhbNu2jbCwMI4ePQrAihUruHHjBqGhoezYsYPDhw/r7ILZmNu3UalUODo01mq3a2hH\nrVq1iP5TMatLSswlmcrHQAUNrE1JzcqnR4uGTPVrzqzeLzKonSPmxoY6zwPK7CelUnJfXTjzLTev\nnue1we/qLcMDSu6nR1GpVHp7KIliCz1bW1usra01I1979+5l5MiRADRs2BAPDw9NEdijRw+OHTum\neW1YWBitWrWiUaNG7N+/n3/84x/07t0bgOeff57+/fuzZ8+eR26/d+/e7Nu3T/PzgQMH8PX1xcDg\njy4zMzPj22+/1VzL9/zzz/PCCy9ocpWHg4MDAQEBGBkZ4e/vT2FhIXFxcdy/f58TJ04wceJELC0t\nsbCwIDg4mO+//57U1FTat2+vKfTOnj1L27ZtMTc3JyEhQdPWoUMH0tPTMTQ0xMTEBJVKRb9+/YiI\niNBcE/lXarWaNm3a4OLigqurK++++67W9ZLlec/Z2dkEBwdjamrKc889xwsvvMAvv/yi2TcDBw6k\nXr16WFtbM2LECK0RxKqUmZUJgIWFRallFhYWZGRm6iTHXykxl2QqH3NjIwwMVHg9Xw8jQwM2fB/D\njrPxONezZGRn3V9jDMrspz9LjrvFnlVzWTNrGOtmv8WxbSFkZ6bpJYtS+yo7K4PdW1bg/9qb1K5j\nq5cMf6bUfhLlo/ebMR6lsLBQU5BERkYSEhJCTEwMRUVFFBUV0aNHDwC6devGzJkzuX79Oi+88AJH\njx7F37/kmoa4uDjN6dIH1Go1zs7Oj9y2l5cXH374IdHR0Tg7O3Pw4EEWLFigdboUIDQ0lI0bN3L3\n7l2KioooLCykbdvyf5/ng5E9AFNTU6DkTtS4uDgA+vTpo5XbyMiIX3/9lXbt2jF9+nQAzpw5Q5s2\nbSguLuann36iVq1aJCUl4eHhQYsWLdi7dy+dOnXipZdewtvbG39//4feJfXgGr1atWoBEBMTw/Tp\n04mLi2Pu3Lnles916tTBzMxM633l5eUBkJiYqPWen3322XL3lRBKY/C/a/BSs/I4cPEuAL+m5VKs\nVjPM04kXG1lz5W66PiMqipllbfLzcnDv0hdr2/qkJMQQsX8jd2OuMWjSIgyNauk7oiLs2bKCuvXt\neKlLL31HqdbkZowSii30YmNjyc7OxtnZmejoaCZMmMDUqVN5/fXXMTY25v3339ecfrS0tKRjx46E\nhYVha2tLVFQUixcvBkqKjM6dO7NixYon2v6DEbZ9+/bRq1cv8vLyaNGihVahd+rUKebMmcMnn3xC\nt27dMDQ0JDAw8Im287Ah3gcjcN999x3W1tallhcUFJCcnMz9+/c5e/Yso0aNoqCggLNnz2JkZISr\nqysmJiaYmJjw9ddfc+HCBcLDw1m6dClbt25ly5YtWqOTf/bnETYnJycmTJjAv/71L6ZNm8a5c+ce\n+54fNWydn59PYWFhmduqalZWJf2YmZlVallWVha1y+hnXVBiLslUPnkFJZ9B8b/laLVHp5SMcDSy\nMdN5oafEfnpgYPBCrZ9tGzpibmXDrhWzuHHhe5p7eOs0jxL76uqlM0Sd+57gmcv+aNTh52RZlNhP\novwUe+p26dKlNGvWjOeee46rV69ibGxMYGAgxsbGqNVqrl69qvX8Hj16EB4eTlhYGG5ubtSrVw8A\nR0dHbty4ofXce/fukZ+f/9gMvXv35siRI4SGhtKrV+m/rC5duoSzszPdu3fH0NCQvLw8zSnKinJw\ncEClUnHt2jVNW2FhIcnJyQDUqlULNzc3vvnmG7Kzs2ncuDGtW7fm/PnzmuvzoKSwys3NxdXVlYkT\nJ7J//36uX7+utd7HUavVqNVqcnNzK/ye69evT2Jioubnmzdv6ux6BudnnVCr1cTG3dFqj09IoKCg\ngKbO+jnVpsRckql88gqLycgtLHU93oNjOregWOeZlNhPj1LP3gmAzN9Tdb5tJfbVxTPfUliQz39n\njmTyCD8mj/Bj5cIPADULPhj6v3/rlhL7SZSf4gq9pKQkPv74Y44fP878+fMBsLe3Jy8vj2vXrpGW\nlsbChQsxNjbWFD1Qcvr21q1b7Nu3D19fX027v78/aWlprFixgry8POLi4hg2bBhffPHFY7O0atUK\nKLk+8ME1fn9mb29PYmIiiYmJ3Lt3jzlz5tCgQQOSkpKAklG5zMxMzZ2yJiYmJCcnk5aW9thC09LS\nEj8/PxYuXEhSUhK5ubksWrSIt956S/Ocdu3asXHjRs0NIk2bNiUlJYVTp07RoUMHAObPn8/777/P\nb7/9BqC5ls7Ozu6x7x/g119/JSQkhM6dO1O7du3HvufH6dSpE19//TX37t3j/v37rFu3rlyvqwyN\nHRxwdnIi/OQJrfaw42EYGRnh9ZJ+7mxTYi7JVH7Xfk2nWUNrralUnOtZgBp+Tct5xCurhlL76X5S\nPEc2f8b9pHit9sTYkrMkderb6zyTEvvKr99QJs9ZyeTZKzSPN4ZOBFS8PXHB//6tW0rsp/KQmzFK\nKKLQmzdvHi4uLrRq1Yo+ffqQkpLC9u3badGiBQCurq4EBgYSFBREr169cHBwYNq0ady4cUMzpYil\npSXt27cnKipKc+0egI2NDSEhIRw9epS2bdsyZMgQunbtyptvvlmubAEBAdja2tK4ceNSy7p3706n\nTp3w8/Nj4MCBdOnShVGjRnH06FEWLVpEhw4dsLe35+WXX+b48eN069YNtVqNt7c3P//8c5nb+/MB\nMmPGDBwdHfH396dz585ER0drTQ3Trl07bt++rXUnsIuLCykpKZoi9b333sPQ0JDu3bvTunVrPv74\nYz755BPq1Knz0Pf84GYMFxcXBgwYQNOmTVm4cGG53vPj3tPkyZNxcnKiR48evPHGG/Tr1++hN4ZU\nhfHvjONI2Dds+GIjd3+9S1j4cUJWr2Ro0BCeeUSf/B1zSabyOX4tiVqGBgS1b0JdSxOeb2BJH1d7\nbqdmcStZPxepK7GfrGzqEn/rCqEbF3Ln+gXSUpO4FfUDx7evpK5dE5xb6Oabcf5KaX1lbWNLQ/sm\nWo9n6jUE1NRrYM8zdRvoPBMor59E+anUurxISojKkFv4+Oc8woFDB1m1dg2xcXeoa2vLa31fZczb\noyopXM3K9XfINHlf+e+Sf5hGNmb0cmmE4zPmFBaruRT/O/su3iW/8OlO3S7s3aLCmSq7n1aE36pw\npvTfUjgVupn4m5fIzkzDzMIapxfb0NE/EDOLp7vOa3SX5yqcq7L76uBP8Y9/0hO4dT2KFf+dwvT/\nbnzqr0Dzd3d4/JMeo0o+D0yr7laB+tNCq2zdj5O8wE9v2/4rKfRE9VPBQk+IP6uMQq+yVUahV9kq\no9CrCpVR6FW2yi70KkNlFHpVQgq9KqfYu26FEEIIIZ6W0q6V0xdFXKMnhBBCCCEqnxR6QgghhBA1\nlJy6FUIIIUSNI9+MUUJG9IQQQgghaigZ0RNCCCFEjSM3Y5SQET0hhBBCiBpKCj0hhBBCiBpKTt0K\nIXQmPilD3xFKmdX1H/qOUC0EtXXUd4RqI+TyXX1HKEWxEyZXIbkZo4SM6AkhhBBC1FAyoieEEEKI\nGkduxighI3pCCCGEEDWUFHpCCCGEEDWUnLoVQgghRI0jN2OUkEKvhtq7dy9Llizh2LFjZS5ftGgR\nFy5c4IsvvtBxMv3bvmsHG77YxJ34OOrY1KGnnx/B4yZgZKTf/w5KzKXETIcO72fP3u0k3I3H2toa\nj9bteHPYKGxs6ugtE8Dmr75k2Yol+Hh3ZcGcj/WaBZS570B5/QTK6qt6liasH9QatRrKusTs0/Bb\nHL+ZovNcoKx+EuUne0dPfHx8SE5OxtDQEABbW1vatWvH8OHDadq0aYXXHxAQQEBAwCOf87gLVbdu\n3cquXbuIjo5GpVJhb29Pz549efPNNzW5q5s9+/cyc94cpk6eQtcuPly/cZ3pc2aRk5PDrA9nSC6F\nZ9q+Ywur1y5n1Nvj6NDBi7sJ8Sz69CPi4u/w6aIVesmUnp7OrPkzuHHjOqampnrJ8FdK3HdK7CdQ\nXl+lZOYRtOlsqXZXh9q826kpVxLTdZ4JlNdP5WEgN2MAco2eXs2cOZOLFy9y7tw51q5di42NDa++\n+io//vijvqPx/vvvs2nTJt577z3OnDlDZGQkkyZNYsuWLUycOFHf8Z7a8lUr6Onrz5DAIOwbNcLH\nuwvj3xnLtp07SE7Rz1/JSs2lxEzbd2yh+yt+vNpvAI3s7PHwaEdQ0JtcvnKR6Jhbesl0+Ogh8nJz\n2bxhK1aWVnrJ8FdK3HdK7CdQZl+l5RZoPTLyChjQ2oG9l34lKSNPL5mU2E+ifKTQ0yO1Wg2AoaEh\nzs7OTJkyhcGDBzNt2jTNskuXLhEYGEibNm3w9PRk9uzZFBUVkZmZScuWLTl7Vvsvv4CAANasWcPu\n3bvx9PTUtB8/fpwePXrQunVrgoODycnJeWiuyMhIDh48SEhICG3btsXAwABjY2M6derEihUraNeu\nHUVFRQBMnTqV6dOnM3jwYHr16gXAnTt3GD58OO3ataN9+/ZMmjSJzMxMAF555RU2b96stb0PP/yQ\nyZMnV7A3Hy/2Tixx8fF09vLSau/k6UVRURERkRFVnqG65FJiJoD1a7cyZtQErba6tvUAHnlMVyWv\njl4sX7xS76eOH1DqvlNaP4Fy++qv+rRqhIWxEV+fj9fL9qtLP/2VSqW/h5JIoacwQ4cOJT4+nsuX\nLwMQHBxMhw4dOHPmDDt27CA8PJyvvvoKS0tLXnrpJcLCwjSvjYuL48aNG/j5+WmtMz09neDgYAYP\nHszp06fp06cPe/fufWiGo0eP0r59e5ycnEota9asGYGBgVqnbo8fP87w4cPZv38/ADNmzKBhw4ZE\nRkZy+PBhYmJiWL58OQC9e/fWPA+guLiY48ePP/Y0c2WIuX0blUqFo0NjrXa7hnbUqlWL6JiYKs9Q\nXXIpMROApaUV5uYWWm2Rp77D1NQUp2ed9ZLJzq6RoubrUuq+U1o/gXL76s9MjAx41cWeXRcTyCss\n1kuG6tBP4uGk0FMYW1tbrK2tiY8v+ctt7969jBw5EoCGDRvi4eGhKQJ79OihdbNFWFgYrVq1wt7e\nXmudERERWFhYEBgYiJGREZ06dcLd3f2hGeLi4mjSpEm5M9vb29O5c2fNz2vWrGHmzJkYGhpiY2OD\nl5eXJnNAQABRUVHExcUB8OOPP2JoaMhLL71U7u09rcysklFFCwuLUsssLCzI+N+oo64pMZcSM5Ul\n8tR3hB7ay6CBQ0sVgH9X1WXfKUF16KsezRugAg5dTdJbhurQT+LhpNBToMLCQs2IWWRkJP3798fN\nzY1WrVpx+PBh8vPzAejWrRtJSUlcv34dKBmJ8/f3L7W+pKQk7OzstNrKGq17QKVSUVhYqNX21ltv\n0apVK1q1akWLFi20RgQbNWqk9dyoqCiGDh2Ku7s7rVq1Yt26dRQUFADQuHFj3NzcNKN6YWFh+Pr6\nYmAgh6J4Mie/Pcbc+dPo1rUHA/sP0XccIapE7xZ2HL2erLfRvOrMQKXS2+NJXL16lX/961+aS7Te\ne+897t+/X3n9UGlrEpUiNjaW7OxsnJ2diY6OZsKECZobNKKiorQKOUtLSzp27EhYWBj37t0jKiqK\nHj16lFpnfn6+5pq6B4qLH/6h4eTkRHR0tFbbunXriIqKIioqivr162uuIQS0bq1PT09n5MiReHh4\n8N133xEVFcWIESO01tWnTx8OHDgAlBR6D67tq2pWVtYAZGZmlVqWlZVFbWtrneT4KyXmUmKmP9u9\nZxvzP5pJr559mfLeTL1mURql7zslUXpfPVfXgvpWJvxwu/J+6T8NpfdTdVZUVMTbb7+Nm5sbp06d\n4uDBg9y/f5+5c+dW2jak0FOYpUuX0qxZM5577jmuXr2KsbExgYGBGBsbo1aruXr1qtbze/ToQXh4\nOGFhYbi5uVG/fv1S66xfvz5JSdrD/rduPfwORT8/P3766SeioqLKXP7nIu+voqOjyc7OZtiwYZib\nmwPw888/az3H19eXu3fvsnXrVkxNTXFxcXno+iqT87NOqNVqYuPuaLXHJyRQUFBAU+eKT2tTU3Ip\nMdMD+w/sImTlZ4wYPoZ3RlffO8CripL3ndIova86OtmSkVvI1aQMveZQej89THW4GSMlJYWUlBR6\n9+6NkZERtWvX5uWXXy71u74ipNBTiKSkJD7++GOOHz/O/PnzgZJr3/Ly8rh27RppaWksXLgQY2Nj\nkpOTNa/r1q0bt27dYt++ffj6+pa57o4dO5KRkcHXX39NQUEBYWFhDy3iAFxdXQkMDGTkyJGaU8XF\nxcVcuXKFCRMmkJ6e/tC5/uzs7DAwMODChQvk5OSwceNG7t27x7179zSjipaWlnTp0oVFixbpbDQP\noLGDA85OToSfPKHVHnY8DCMjI7xe8iz7hX/DXErMBHD+/FmWLFvE6JHjeeO1QL1kUDql7jslUnpf\ntWpkzY1k/V//pvR+qs4aNGjAP//5T7Zt20Z2djapqal88803dOnSpdK2IYWeHs2bNw8XFxdatWpF\nnz59SElJYfv27bRo0QL4o+AKCgqiV69eODg4MG3aNG7cuEFwcDBQUjS1b9/+oadtoeRA+uSTT1i3\nbh1t27blwIEDDBo06JHZpk+fznvvvcf69etp3749Hh4evPfeezRs2JCDBw/SsmXLh24rODiYDz74\nAB8fH9LT01m0aBH5+fkEBv7xi7lPnz5kZWXRs2fPp+m6pzb+nXEcCfuGDV9s5O6vdwkLP07I6pUM\nDRrCM3X0N+2DEnMpMdOS5Qtp8WIrvL27cf+3VK2HvqZXSU9PJ/V+KvdS71FUXEx+fj6p91NJvZ9K\nXp5+5jxT4r5TYj+BMvvqAQcbM35Nz9VrhgeU3E/VmUqlYvHixYSFheHu7o6npydFRUWa3/GVsg31\no87DCVFFdu7cye7du/nyyy+f/MW5hY9/ziMcOHSQVWvXEBt3h7q2trzW91XGvD2qQuusDErMVdmZ\n4itwCiopOZGgIf0eunxw0FsMCXrriddb29LkqTMBjBw7gvMXzpW5bOa02fT0ffJRaysL4wplgsrf\ndxlZ+RXKUxX9BMrsK/+NpyucCWDfiA5sOx/Pl2fjKryug/9qW+F1VMlnlGnVfUHXCx+FPf5JVeT6\nh93K9bz8/Hz69euHj48PI0eOJDs7m9mzZ2NgYMDSpUsrJYsUekLnYmJiGDp0KPPnz8frLxNwlksF\nCz2hPxUp9KpKRQu9qlAZxUtlq2ihV1WU2FeVVehVpsoo9KrE37zQO3nyJBMmTOD8+fOatmvXrtGn\nTx9Onz6NdSXc6CLfdSt0atasWRw5coQ333zz6Yo8IYQQohwUNj93mYqLizWPB9OM5efnV+rk4nKN\nntCpOXPm8MMPP/D222/rO4oQQgihV25ubpibm7NkyRJyc3P57bffWLlyJW3atKmU0TyQQk8IIYQQ\nQi9sbGxYt24d586do3PnzvTq1QszMzMWLVpUaduQU7dCCCGEqHGe9Bsq9OWf//wnmzZtqrL1y4ie\nEEIIIUQNJSN6QgghhKhxqsmAXpWTET0hhBBCiBpKRvSEEDrj0MBK3xFKWRH+8O991pegto76jlCK\nEuerA7h4I0XfEUpR7Jx1fzPV5Rq9qiYjekIIIYQQNZQUekIIIYQQNZScuhVCCCFEjSNnbkvIiJ4Q\nQgghRA0lI3pCCCGEqHHkZowSMqInhBBCCFFDyYie+NvZvmsHG77YxJ34OOrY1KGnnx/B4yZgZKTf\n/w5KzCWZHm/dnBFk/F56io+6DR0JmrJED4n+sPmrL1m2Ygk+3l1ZMOdjvWZ5QGn7T61Wc+DANk6E\nHyYp6S4mJqa0aNGawYNHUbdeA71kAuX1k1IziceTvaMQsbGxrFy5ku+//5709HSsra1xdXVl3eMO\nPAAAIABJREFU9OjRNG/eXN/xAEhISKBr164YGxujUqkwMDDA3t6eLl26MHz4cGrXrq3viI+1Z/9e\nZs6bw9TJU+jaxYfrN64zfc4scnJymPXhDMklmZ6YSgXuXfri3iVAq93AUH8fr+np6cyaP4MbN65j\namqqtxx/pcT9t2ljCMePhzLi7WBeeOFFEhMTWL1qEXPmTOSzxZsw1MN+VGI/KTHT48iZ2xJy6lYB\nrl69yquvvkr9+vXZvXs3Fy5c4KuvvqJu3boMHDiQS5cu6TuihkqlYt++fVy8eJHIyEg++ugjbty4\nQd++fbl3756+4z3W8lUr6Onrz5DAIOwbNcLHuwvj3xnLtp07SE7R38SrSswlmcqvlrEJ5lY2Wg9T\nc0u95Tl89BB5ubls3rAVK0vlTFKttP1XXFTE6dPfEdBnIJ6eXalXryEtW7rzRv9hJCcnEhsbrfNM\noLx+UmomUT5S6CnAvHnz8Pb2ZuLEidja2gLQqFEjZs6cSXBwMLVq1QJKRtSaNWvG1q1badeuHaGh\noQCEhobSp08f3NzcePnll9m2bZtm3Wq1miVLlvDyyy/j6urK66+/zrlz5zTLfXx82L59OyNHjtS8\nPjIy8qFZ1Wo1arUaADMzM1q1asWKFSto2LAhixYt0jxv3759+Pv74+bmRrdu3di6dSsAZ8+epUWL\nFqSlpWmem5eXh5ub2yO3Wxli78QSFx9PZy8vrfZOnl4UFRURERlRpduvTrkkU/Xm1dGL5YtXYmNT\nR99RNJS4/wwMDVke8hX9+gVptasoGQoy0sNonhL7SYmZysNApdLbQ0mk0NOz+/fvc+7cOYKCgspc\nPmTIEJo1a6bVdubMGcLDw/Hz8+PSpUtMmzaNKVOmcO7cOf7973/z73//mwsXLgCwYcMGQkNDWb9+\nPWfPnqVPnz6MHj2a3Nxczfo+//xzxo0bx5kzZ2jbti0fffTRE70HAwMDBg8ezNGjR1Gr1cTHxzN1\n6lRmzJjB+fPnmT9/PvPmzePGjRt4eHhgZ2fH4cOHNa//7rvvsLS0pEOHDk+03ScVc/s2KpUKR4fG\nWu12De2oVasW0TExVbr96pRLMlVvdnaNUCnsl0112X8xMTfZufMLPDw64tjEWffbV2A/KTGTKD8p\n9PQsLi6u5D+QY/m/27JPnz6Ym5sDsHv3bnx8fOjQoQMqlQp3d3d8fX3Zu3cvADt37mTYsGE0btwY\nIyMjAgMDsba2Jjw8XLO+Ll260KJFC4yMjHjllVe4ffv2E78PJycnsrKy+O2333BwcOCHH36gffv2\nALRv3x5bW1uuXLkCQO/evdm/f7/mtUePHsXf37/KfzFlZmUCYGFhUWqZhYUFGZmZVbr9h1FiLsn0\nZJLjbrFn1VzWzBrGutlvcWxbCNmZaY9/4d+IkvcfwOYvVzFo4Mt8OHUULi4eTJo0Ry85lNhPSsxU\nHgYq/T2URG7G0LMHxU1RUZGm7ezZs7z55puoVCqKi4tp1KgRR44c0Sxv1KiR5t937tzh1KlThIWF\nAX+cWvX63xD7nTt3mD9/vmaUTq1WU1xcTFJSkmYdDg4Omn+bmZlRVFREfn4+xsbl/xLzB/kNDEr+\ndti8eTM7d+4kJSWF4uJiCgoKyM/PB0oK1ZUrV/Lrr79Sr149Tpw4wfr168u9LSGUxMyyNvl5Obh3\n6Yu1bX1SEmKI2L+RuzHXGDRpEYZGtfQdUZRDQMBAvLv0ICbmFls2ryYh4Q4fTvuv4kZGhXhSUujp\n2bPPPgvAL7/8Qr169QDw8PAgKioKKBmxW7ZsmdZrDA0NNf82NTVl4MCBTJ8+vcz1m5qa8tFHH9Gt\nW7eHZnhQnFXEzz//TJ06dbCxsWH79u2sXbuWFStW4OHhgUqlwtvbW/Pcxo0b4+LiwoEDB3jxxRex\ntbXlxRdfrHCGx7GysgYgMzOr1LKsrCxqW1tXeYayKDGXZCq/gcELtX62beiIuZUNu1bM4saF72nu\n4a2XXEqj1P33gKWVNZZW1tjbN6GRnQNTp47ixx9O0r6Dt05zKLGflJhJlJ+cutUza2trOnbsyOef\nf17m8j+P9AGl/rps3Lgx169f12pLSkqiuLhYs/zatWtayxMSEp46b1l/3ebn57N69Wp69uwJwKVL\nl/Dw8KBNmzaoVCpSUlJITk7Wek1AQACHDh3i0KFD9OrV66nzPAnnZ51Qq9XExt3Rao9PSKCgoICm\nzk11kqM65JJMFVPP3gmAzN9T9ZxEOZS4/zIy0oiMDCct7Tet9saOJfsvPj5W55mU2E9KzFQeKpVK\nbw8lkUJPAaZPn05UVBSTJk3SFGFpaWls376dTz/9FFdXV81zH9zx+sDrr7/O+fPn2b17NwUFBVy9\nepXXX3+db775BoABAwawefNmLl68SHFxMaGhofTs2ZPExMSnyvrX7V+/fp3Ro0dTq1Ytxo0bB5Sc\nCo6OjiY9PZ2EhAQWLFiAvb291uliPz8/fvnlFw4fPqwpEKtaYwcHnJ2cCD95Qqs97HgYRkZGeL3k\nqZMc1SGXZCqf+0nxHNn8GfeT4rXaE2NvAlCnvr3OMymVEvdffn4eiz+by8mTR7Tab9++BcAztvV0\nnkmJ/aTETKL85NStAjg5ObFz506WL1/OoEGDSEtLw9zcnBdffJFp06bh5+enee5f/1JwdnZm0aJF\nLF68mDlz5lC/fn2GDx9Ojx49AHjttddITExk7NixZGZm4uzsTEhICA0bNixzfY+jUqkICAhApVKh\nVqupW7cu3bt359NPP8XKqmS+roEDB3L69Gk6d+6Mg4MDs2bN4vLlyyxevJi6desyaNAgrKys8Pb2\nJikpicaNGz9mq5Vn/DvjmPj+ZDZ8sZFXur3Mz9euEbJ6JUODhvBMHf1NRaHEXJLp8axs6hJ/6wop\nCbfpFDCU2nXtSEmI4eTuddS1a4JzizY6zwQlEyYXFBagVqspKi4mPz+f1Pslo4uWFpaYmJjoJZfS\n9p+tbX28vX3ZtfMLrK1q0/yfLqQkJ7JhwzLq1LGlffvOOs8EyusnpWZ6HKXdFKEvKvVfh2iE0JHB\ngwfTt29f+vXr92QvzC2s0HYPHDrIqrVriI27Q11bW17r+ypj3h5VoXVWBiXm+jtkWhF+q0J50n9L\n4VToZuJvXiI7Mw0zC2ucXmxDR/9AzCye7tqloLblvwu/LCPHjuD8hXNlLps5bTY9fZ/8cgkri/Lf\nnPUolb3/Lt6o2GS9hYWF7NyxiYiIMO7fT8HG5hmaN3dhwIC3nvor0Fz+UfGRwL/D/z0ATKtuvKn9\n4pNVtu7H+WG8fv5IKIsUekIvtmzZwtq1azl8+PAT3d0LVLjQE+LPKlroVYWKFnpVobIKvcpW0UKv\nKlRGofe3IYVelZNTt0LnXFxccHR0ZOnSpU9e5AkhhBDloLRvqNAXKfSEzl28eFHfEYQQQoi/BSn0\nhBBCCFHjyM0YJWR6FSGEEEKIGkoKPSGEEEKIGkpO3QohhBCixpGbMUrIiJ4QQgghRA0lI3qi2olP\nytB3BC0ODaz0HaFMSpwfbnSX5/QdoZRe/3y6SXGrklLnrBPVV0ZWvr4jlMmqCufRk5GsEtIPQggh\nhBA1lIzoCSGEEKLGedLvcq+pZERPCCGEEKKGkkJPCCGEEKKGklO3QgghhKhx5JsxSsiInhBCCCFE\nDSUjetVQ//798fLyYuzYsbz11lu4uLjw7rvv6i3P3r17WbJkCceOHStz+bJly/juu+/4+uuvdZzs\n4Q4d3s+evdtJuBuPtbU1Hq3b8eawUdjY1NFbpu27drDhi03ciY+jjk0devr5ETxuAkZG+vlvum7O\nCDJ+TynVXrehI0FTlughUQml9RPI8VSdc6nVag4c2MaJ8MMkJd3FxMSUFi1aM3jwKOrW09/UO0rr\npwc2f/Uly1Yswce7KwvmfKzXLI8jI3olpNDTg8GDB+Pm5kZwcHCF17Vu3bpKSPRwly9fZvXq1Zw9\ne5bs7Gzq1KlD+/btGTNmDI0bNwYgICCAgICAR65HSXc/bd+xhdVrlzPq7XF06ODF3YR4Fn36EXHx\nd/h00Qq9ZNqzfy8z581h6uQpdO3iw/Ub15k+ZxY5OTnM+nCGXjKpVODepS/uXbT3rYGh/j42lNhP\ncjxV71ybNoZw/HgoI94O5oUXXiQxMYHVqxYxZ85EPlu8CUM9HO9K7Kf09HRmzZ/BjRvXMTU11UsG\n8XTk1K14qG+//ZbBgwfj7u7OkSNHuHDhAuvXrycnJ4fXXnuNX3/9Vd8Rn8r2HVvo/oofr/YbQCM7\nezw82hEU9CaXr1wkOkY/kwwvX7WCnr7+DAkMwr5RI3y8uzD+nbFs27mD5JTSo2q6UsvYBHMrG62H\nqbml3vIosZ/keKq+uYqLijh9+jsC+gzE07Mr9eo1pGVLd97oP4zk5ERiY6N1ngmU108Ah48eIi83\nl80btmJlqcxJ4kXZpNDTs4SEBJo1a0ZkZCR9+/bFzc2NAQMGcPfuXc1zli9fjqenJx06dCAkJETr\n9YMHD+aTTz4BoLi4mLlz5+Lm5oaPjw+hoaF0796dPXv2AJCfn8/8+fPp0qULbm5uDB48mGvXrpWZ\nq7i4mNmzZzNkyBD+9a9/YWVV8h/bycmJTz/9lLfeeovCwkIAdu/ejaenp9b72bp1K+3atSM0NFRr\nvbm5uXzwwQd07NgRd3d3Bg4cyJUrVyqhJ8tv/dqtjBk1Qautrm09AHJycnSaBSD2Tixx8fF09vLS\nau/k6UVRURERkRE6z6RESu0nOZ6qby4DQ0OWh3xFv35BWu0qSs5AGOlhNE+J/QTg1dGL5YtX6vVy\nhCdloFLp7aEkUugpxKZNm1izZg0nT54kJyeHtWvXAhAREcGaNWtYtmwZJ0+epLi4mBs3bjx0HUeO\nHGHHjh3s27ePQ4cOkZycrFn+ySef8NNPP7FlyxZ+/PFHmjdvzsiRIzUF259dvnyZX3/9lcDAwFLL\nVCoVb7/9tubUbVnOnDlDeHg4fn5+Wu0bNmwgNTWVY8eO8eOPP+Ll5cWMGbo9FWFpaYW5uYVWW+Sp\n7zA1NcXpWWedZgGIuX0blUqFo4N2f9o1tKNWrVpEx8ToPJMSKbWf5Hiq3rn+KibmJjt3foGHR0cc\nm8j+02zfrpGiLsER5SeFnkIMGjSIunXrYm1tjaenJ7/88gsAYWFhdOrUCVdXV4yNjRk1ahTGxmV/\nD+a3335Lz549adq0KZaWlkyaNElrRGHnzp2MHDkSOzs7jI2NmTBhAikpKZw7d67UuuLj4zE1NaV+\n/fpP9X769OmDubl5qfaMjAyMjIwwNjbGyMiIMWPGsGvXrqfaRmWJPPUdoYf2Mmjg0FK/sHUhMysT\nAAuL0tu2sLAgIzNT15E0kuNusWfVXNbMGsa62W9xbFsI2Zlpesmi5H76MzmeyqbUXA9s/nIVgwa+\nzIdTR+Hi4sGkSXP0kkPp/VSdGOjxoSRKy/O3ZW9vr/m3mZkZeXl5ACQmJuLg4KBZZmRkpPXcP0tJ\nSdFa9uyzz2JpWXI9VXp6OhkZGTg7//EXqrm5Oba2tiQkJJS5vuLiYq2f9+7dS6tWrXBxcaFFixYM\nGzbsoe+nUaNGZbYPGjSImJgYOnfuzNSpUwkLC3voOnTh5LfHmDt/Gt269mBg/yF6zaI0Zpa1yc/L\nwcXTj36j5/BSryHE/HyWnctnUFRYoO94iiTHU/UVEDCQ/1u4lnfGfsjp0xF8/PEHqNVqfccSosLk\nrluFMDAou+YuKCigqKhIq+1hHz7FxcWlbr1/sN78/PyHbrus4XhnZ2fy8/OJi4sr8+7aZcuWcfr0\n6Yeu09DQsMx2e3t7Dh06xA8//EB4eDizZ89m//79LF68+KHrqiq792wjZOVi+gS8xjujJ+p8+w9Y\nWVkDkJmZVWpZVlYWta2tdR0JgIHBC7V+tm3oiLmVDbtWzOLGhe9p7uGt0zxK7acH5Hh6NKXmesDS\nyhpLK2vs7ZvQyM6BqVNH8eMPJ2nfwVunOZTeT6L6kRE9BXjUdQ/169fXurv1QfFVlmeeeUbrJo7Y\n2FjS09MBsLW1xcLCgujoP+4iS0tLIzU1tcxr7Zo1a4aTkxOff/55mdv6a/FZ3veTnZ1NYWEhHTp0\n4MMPP2Tbtm0cOXKEtDTdng7cf2AXISs/Y8TwMXr9pQzg/KwTarWa2Lg7Wu3xCQkUFBTQ1LmpnpKV\nVs/eCYDM31N1vm0l95McT9UzV0ZGGpGR4aSl/abV3tix5DiPj4/VeSYl9lN1JTdjlJBCTwEedXrA\ny8uLiIgIoqKiyMvLY9myZQ99fvv27dm/fz+3b98mIyODzz77THOdnEqlomfPnqxevZqkpCSys7NZ\nuHAhjRs3pnXr1mWub+7cuezevZsFCxZw7949oOT08Pr169m0aROurq5P/H7GjRvHf/7zH7KyslCr\n1Zw7d446depQu3bth76msp0/f5YlyxYxeuR43nit9M0mutbYwQFnJyfCT57Qag87HoaRkRFeL3nq\nPNP9pHiObP6M+0nxWu2JsTcBqFO/7MsHqpIS+wnkeKrOufLz81j82VxOnjyi1X77dsm0OM/87+5p\nXVJiP4nqTU7d6sFfR7weNQLm5+fHzZs3GT16NMXFxQQFBWkVWH9+7fDhw4mOjiYgIAA7OzumTp3K\n6dOnNc/54IMPmD9/Pq+//jr5+fm4ubmxYcOGh27fw8ODbdu2sXz5cgICAsjKysLKygpXV1cWL16s\nmVLlce/vzxYsWMCMGTPo1KkTBgYGPP/886WmjKlqS5YvpMWLrfD27sb937RHpsxMzTEzM9NpHoDx\n74xj4vuT2fDFRl7p9jI/X7tGyOqVDA0awjN1dD+dgZVNXeJvXSEl4TadAoZSu64dKQkxnNy9jrp2\nTXBu0UbnmUB5/QRyPFXnXLa29fH29mXXzi+wtqpN83+6kJKcyIYNy6hTx5b27TvrPBMor5+g5Drv\ngsIC1Go1RcXF5Ofnk3q/5Hi3tLDExMREL7keRb4Zo4RKLVeb1ij5+fmau3ILCwtxdXVl7dq1tG/f\nXs/JKk987G+Pf9JDJCUnEjSk30OXDw56iyFBbz3ROh0aVM7koQcOHWTV2jXExt2hrq0tr/V9lTFv\nj3rq9a0Ir9hkvem/pXAqdDPxNy+RnZmGmYU1Ti+2oaN/IGYWT3ed0Oguz1UoE1R+P8UnZTz1a6vi\neILKOaYqu58qS2XnunijYhMIFxYWsnPHJiIiwrh/PwUbm2do3tyFAQPeeuqvQHP5R8VHAiu7nzKy\nHn6ddnmMHDuC8xdKz9AAMHPabHr69nqq9VrZlp6dobL0Wh1ZZet+nP1vd9Tbtv9KCr0aZO/evfzf\n//0fX375Jfb29qxatYotW7Zw9OjRMm/Vr64qUuhVhcoq9CpbRQu9qlAZhV5lq0ihV1WUekwpUUUL\nvapQGYVeZatooVdVqrLQC1hzqsrW/Th7R3TQ27b/Sk7d1iC9e/cmOjqaIUOGkJWVxXPPPUdISEiN\nKvKEEEIIUX5S6NUgKpWKiRMnMnGifu/6E0IIIYQySKEnhBBCiBpHphUpIf0ghBBCCFFDyYieEEII\nIWocpU1crC8yoieEEEIIUUNJoSeEEEIIUUPJqVtR7dS2VN4M7ErU0V53XytXncmcdeWjxPnqQJlz\n1gllkG/GKCEjekIIIYQQNZSM6AkhhBCixpGbMUrIiJ4QQgghRA0lhZ4QQgghRA0lp26FEEIIUePI\nzRglZERPCCGEEKKGkkJPPLHdu3fj6emp7xgVsvmrL+nQuS3TZk3VdxSN7bt24N+3Ny3buNHpZR/+\n++lCCgsL9ZZHrVazf//XTAoeRlBgd956M4BPP5nDvZQkvWUC5fWTZCo/OaaqdyZQ5mfnwxig0ttD\nSaTQUxgfHx++/vrrKt/O1KlTmTRpUpVvR2nS09OZ+P54tnz1JaampvqOo7Fn/15mzptD/9fe4PDe\ng8yeNoM9+/ax4L8f6y3Tpo0h7Ni+ib79gvj0s41MmDiT6OjrzJkzkaIi/fzCUWI/Sabyk2Oq+mZS\n6meneDwp9MTfyuGjh8jLzWXzhq1YWSpnotzlq1bQ09efIYFB2DdqhI93F8a/M5ZtO3eQnKL7iWqL\ni4o4ffo7AvoMxNOzK/XqNaRlS3fe6D+M5OREYmOjdZ4JlNdPkqn85Jiq3pmU+tn5KAYq/T2URAq9\naubs2bP079+f1q1b06lTJz777DPNstu3bzNs2DDatGlDu3btGDduHL///vtTbScpKYkxY8bQvn17\n2rRpQ3BwMOnp6VrP2bVrF507d6Zdu3bMnDlT67TCV199hZ+fH66urvj5+REaGqpZduLECXr37o2b\nmxteXl4sXLjwqTI+Da+OXixfvBIbmzo62+bjxN6JJS4+ns5eXlrtnTy9KCoqIiIyQueZDAwNWR7y\nFf36BWm1q/53SsLIUPf3cSmxnyRT+ckxVX0zgTI/O0X5SKFXjaSmpjJ8+HD69u3L6dOnWbVqFTt2\n7GDr1q0AzJs3D3d3d06fPk1YWBhFRUWsXLnyqbY1evRoateuTXh4OEeOHCE5OZlZs2Zplqenp3Ph\nwgUOHz7Mli1bOHbsGJs2bQLg+PHjLFy4kPnz5/PTTz8xduxY3n//fW7evElhYSETJ07kww8/5Pz5\n82zevJlvvvmGY8eOVbyDysHOrhEqhU2iGXP7NiqVCkeHxlrtdg3tqFWrFtExMXpKpi0m5iY7d36B\nh0dHHJs46377CuwnyVQxckxVj0ygzM9OUT4yvUo1cuDAAezt7RkwYAAAzZs3JyAggNDQUAYOHEh6\nejomJiaoVCqsrKwICQl5qu1cu3aNq1evsnbtWszMzDAzM2PEiBGMHTuWgoICAAoKChg/fjxmZmY0\nbdqUnj17cvLkSd5880127txJr169aN26NQB+fn58/vnnHDlyhGHDhpGfn4+5uTkAjo6OfPPNN5XQ\nO9VXZlYmABYWFqWWWVhYkJGZqetIWjZ/uYqDB3egVhfTvXsfhgwZo5ccSuwnyfR05Jh6OCVmqq7k\nmzFKyIheNRIfH0/Tpk212po0aUJCQgIAY8eOZc2aNfTs2ZOPP/6YS5cuPfV2rK2teeaZZ7S2U1hY\nSHJyMgDW1tbY2tpqljs6OpKUlPTQnI6OjiQkJGBhYcHo0aMJDAwkMDCQkJAQEhMTnyqn0I2AgIH8\n38K1vDP2Q06fjuDjjz9ArVbrO5aoxuSYEkJ3pNCrRvLz88tsfzCc3rlzZ06ePMk777xDamoqgwcP\nZvPmzZW2nT9vy8BA+9BRq9WYmJg89vVQUpAeO3YMf39/zp49i5+f31MXpTWBlZU1AJmZWaWWZWVl\nUdvaWteRtFhaWWNv3wRPz65MnjyXqKiz/PjDSZ3nUGI/SaanI8fUwykxU3UlN2OUkEKvGnF0dCQ6\nWvvOtOjoaBwdHQH4/fffMTMzw9fXl4ULFzJ79uynmqqlcePGpKenc//+fU3bL7/8gomJCQ0aNAAg\nLS1N60aPO3fuaJaVlTMmJkaTMy0tjfr16zNo0CDWr19P9+7d2bt37xPnrCmcn3VCrVYTG3dHqz0+\nIYGCggKaOjd9yCurTkZGGpGR4aSl/abV3tjRqSRbfKzOMymxnyRT+ckxVX0ziepNCr1qxNfXl7i4\nOLZv305RURFRUVHs3r2bvn37kpeXR/fu3dm/fz9FRUXk5uZy+fJlmjRp8sTbadmyJU2bNmXhwoXk\n5OSQlJTEypUr6dmzJ4aGhgDUqlWLZcuWkZeXR3R0NKGhobz88ssABAQEsH//fi5evEhhYSG7du3i\n1q1b+Pv7c+HCBXx9fTUjeKmpqdy+ffupctYUjR0ccHZyIvzkCa32sONhGBkZ4fWS7ienzs/PY/Fn\nczl58ohW++3btwB4xraezjMpsZ8kU/nJMVV9M4nqTW7GUKB58+bx0UcfASWnRFUqFRs3bsTV1ZWl\nS5fy2Wef8e9//5v69eszceJEevfuDcCSJUv4z3/+w8yZMzEzM8PDw4MZM2Y8dDuHDx8mLCxMaztj\nx45lxIgRhISEMHfuXLy9vTE3N6dbt25MnjxZ89r69evTrFkzunXrRkFBAT179uTVV18FSm6+uHv3\nLu+//z6pqak4Ozuzfv16HB0dcXR0ZMyYMUyYMIHU1FRsbGzw9fUlMDCwqrpTS3p6OgWFBajVaoqK\ni8nPzyf1fioAlhaWmtPPujb+nXFMfH8yG77YyCvdXubna9cIWb2SoUFDeKaO7qczsLWtj7e3L7t2\nfoG1VW2a/9OFlORENmxYRp06trRv31nnmUB5/SSZyk+OqeqdSamfnY8iN2OUUKnlClhRzWSkZj/1\na0eOHcH5C+fKXDZz2mx6+vZ64nVaWRg/dZ4/O3DoIKvWriE27g51bW15re+rjHl71FOv7+KNik2s\nWlhYyM4dm4iICOP+/RRsbJ6heXMXBgx4i7r1GjzVOl3+UfFRm8rup8rwd8hU0eMJ5JjSZ6aMrEdf\nO/04VfHZCWBla16RWI/01hdnq2zdj7NusIfetv1XUuiJaqcihV5VqKxCr7JVxi/mylYZv5SFfijx\neAI5psqrooVeVanKQm+4Hgu9tQoq9OQaPSGEEEKIGkqu0RNCCCFEjaO0aU70RUb0hBBCCCFqKCn0\nhBBCCCFqKDl1K4QQQogaR6ZXKfHEI3o7duwosz07O5u1a9dWOJAQQgghhKgcT1zozZs3r8z2jIwM\nlixZUuFAQgghhBAVJd91W6Lcp27Xr1/P+vXryc/Px9Oz9FewZGZmYmdnV6nhhCiL0uat8994Wt8R\nyvTVa676jlDKivBb+o5Qyti5c/QdoZSi8C/0HaEUma+uelPa56bQnXIXegMGDODZZ59l3LhxDBgw\noNRyMzMzXnnllUoNJ4QQQgghnl65Cz1zc3N8fHz48MMPdfa9pEIIIYQQT8MAhZ1D1ZMnvkYvICCA\nTz/9VPPztm3bCAgIIDg4mN9++61SwwkhhBBCiKf3xIXeggULOHPmDAC//PILc+fOxcdqZb7LAAAg\nAElEQVTHh7y8PP7zn/9UekAhhBBCiCclN2OUeOJ59L799lt2794NwIEDB3jppZcYP348v//+O716\n9ar0gEIIIYQQ4uk88YhednY29evXB+DUqVN06dIFABsbGzIyMio3nRBCCCGEeGpPPKLXoEEDrl27\nhqmpKZcuXWLhwoUAREdHY21tXekBReW6e/cuPXr0YP/+/TRp0kTfcfRi+64dbPhiE3fi46hjU4ee\nfn4Ej5uAkZF+viimnqUJ6we1Rq2GsiZy/zT8Fsdvpug+GLD5qy9ZtmIJPt5dWTDnY71k+LN1c0aQ\n8Xvpvqjb0JGgKbqbx3P8AF8+Hj2QXSdOEzRrmdYyT5cXmDn8NVyfb0JhUTE/XY1m2sqviLp1R2f5\nQHnHuZJzSabqm+lR5JsxSjzx3hk8eDBvvPEGKpWK7t274+DgQEZGBuPHj8fPz68qMoon4OPjQ1FR\nEUeOHMHU1FTTfvr0aT744AOOHz9OVFSUHhPq1579e5k5bw5TJ0+haxcfrt+4zvQ5s8jJyWHWhzP0\nkiklM4+gTWdLtbs61ObdTk25kpiu80zp6enMmj+DGzeuax1H+qZSgXuXvrh3CdBqNzDUzS8aGysL\nNswYjes/niU7N6/U8nYvPsc3S6ax5ZvveXfh55iZGLNw/GC+WTKNloHvkfKbbvalEo9zpeaSTNU3\nU02zYsUKNm/eTFZWFm5ubsybNw97e/sKr/eJT90GBgayadMmli1bprn5wtzcHH9/fyZNmlThQKLi\nCgoKWL58eal2lfx1w/JVK+jp68+QwCDsGzXCx7sL498Zy7adO0hO0c+oGUBaboHWIyOvgAGtHdh7\n6VeSMkoXFFXt8NFD5OXmsnnDVqwsrXS+/UepZWyCuZWN1sPU3FIn2x74SkfMTI1x/9dUfs/MLrV8\nfH9fbv+awvAFq7gWe5fzN27z9sersa1tyRtdO+gkIyj3OFdiLslUfTM9TnW6GWPz5s0cOHCAzZs3\nExERQdOmTdmwYUPl9MPTvMjV1RUvLy9q1aoFgKGhIaNGjdL8LPRr3LhxbN68mdjY2FLLEhISaNas\nGTExMUDJCODKlSvp1q0bs2fPxtPTkz179mi9ZvTo0cyePRuAiIgI+vXrR+vWrencuTNLly7VPG/3\n7t0EBASwZ88efHx8aN26NcHBwRQVFQGQn5/P9OnT8fT0xMPDg6CgIG7evFlFvVBa7J1Y4uLj6ezl\npdXeydOLoqIiIiIjdJblcfq0aoSFsRFfn4/Xy/a9OnqxfPFKbGzq6GX7SnXw+/N0f/cjUtPKvh75\nzQUr8Ro5W6stIeU+AJbmuhkZVepxrsRckqn6ZqppPv/8cyZOnEiTJk2wsLBg2rRpTJs2rVLWXa7z\nHV27duXYsWMAZX792Z9FRMgO17fnnnuO/v37M2/ePNauXfvY5x88eJDPP/+cxo0bY2hoyLFjx+jT\npw8AOTk5REZGsm7dOnJycnj33XeZPn06/fr14+bNm7zxxhu0bNkSb29voKSQvHLlCqGhocTHx9Ov\nXz+OHj1Kjx49WLNmDZcuXeLQoUOYmZkxZ84cpkyZwq5du6qyOzRibt9GpVLh6NBYq92uoR21atUi\n+n/Fr76ZGBnwqos928/Hk1dYrJcMdnaN9LJdpbuTeO+Ry3PzCsjNK9BqC/DyQK2GHy7dqMpoGko9\nzpWYSzJV30zlUV2u0UtKSiI+Pp7ff/8df39/7t27R7t27Zg9ezbPPPNMhddfrkLvtdde0/y7rK8/\nE8rzzjvv4OvrS1hYGN26dXvkczt16kTjxiX/gX19fRkxYgT5+fkYGxvz7bffUrt2bTw8PICS6XUs\nLCwAeP7553nhhRe4fPmyptDLzs4mODgYU1NTnnvuOV544QV++eUXAEaNGsWwYcMwNzcHoHv37uze\nvZvi4mIMDJ5qcPmJZGZlAmjy/5mFhQUZmZlVnqE8ejRvgAo4dDVJ31EUKTnuFntWzSXlbgwGKgOe\n/ac7HfwCMbesre9opTRpWJfFwUP55seLnDx/VSfbVOpxrsRckql8lJipJklKKvmsP3LkCBs3bqSo\nqIh3332XmTNnsmzZsse8+vHKVeiNHj1a8293d3c6dCh9rUlubq5m1E/on6WlJZMnT+ajjz6iU6dO\nj3xuo0Z/jN64u7tjaWlJREQEPj4+hIWF0aNHD83y0NBQNm7cyN27dykqKqKwsJC2bdtqltepUwcz\nMzPNz6ampuTllVxjdu/ePebPn8+ZM2fIzs6muLhYsw5jY/nC7Qd6t7Dj6PVkvY3mKZmZZW3y83Jw\n79IXa9v6pCTEELF/I3djrjFo0iIMjZRz+UjzZ+059NlU4lPuEzir4h/WQoiaSa1WAzBixAjq1q0L\nlFyC9fbbb2sGXSriiYdRRo0aVWZ7bm5upZ1PFpUjICAAOzs7Vq5c+cjn/fnW+Ad3U4eFhVFYWMiJ\nEyfw9/cHSuZNnDNnDu+++y5nz54lKioKNzc3rXU96oaPiRMnkp2dzb59+4iKimLNmjUVeHdPzsqq\nZPqfzMysUsuysrKorYDpgZ6ra0F9KxN+uH1f31EUaWDwQl4buwCnFz2wbehIM/fOvDJoPKmJd7hx\n4Xt9x9N4qdULnFw5i18SkvAZM5e0Mm7cqCpKPc6VmEsylY8SM5WHgR4fT+JBcWdl9ceNb/b29qjV\nau7fr/jvgnLn2b59O/379yc/P58BAwaUevTr10/m0VOgGTNm8PnnnxMXF1fu1/To0YMTJ04QGRmJ\nlZUVLi4uAFy6dAlnZ2e6d++OoaEheXl5mtOy5XHp0iXeeOMNzYTbV65cebI3U0HOzzqhVquJjdOe\nzyw+IYGCggKaOjfVaZ6ydHSyJSO3kKtJMvl4edWzdwIg8/dUPScp4d7MmYOfTCH8pyt0f/cj0rNy\ndLp9pR7nSswlmapvppqkYcOGWFpacvXqH5d3xMfHY2RkpPl9WRHlLvQ6depEz549UalUODk5lXp4\ne3tr3YEplKFZs2b069ePzz77rNyvcXd3x9DQkNWrV+Pr66tpt7e3JzExkcTERO7du8ecOXNo0KCB\n5vqCx7G3t+fixYsUFhby3XffERkZCVDu11dUYwcHnJ2cCD95Qqs97HgYRkZGeL306BuNdKFVI2v+\nn707j4uq+v84/hpAQBEEUVxATOxb+tNEDU0TFLFyTXPXRNPMJXfJFpdIMrXFTHM3K9dyzy21MhXF\n3TTQ0tRAFBBQLDaVgWF+f5DkCCYKzD2Mn6ePeTzg3Jk7bz73OhzOvffcc4lyvkt+rifE8MOqWVxP\nML0SOT4658ptF7fCzzdVWBWcHdky401+OBJOz4mzyfrninNzUnU/VzGXZCq5mQpCp9Np9ngQ1tbW\ndOvWjYULF3Lp0iWSkpKYP38+nTp1KpLz1ws8y2ilSpXo27cvV65c4a233ir0G4vikd8ONnr0aHbs\n2JG77M7n5Pf824dvV61axYQJE3LbW7duze7du2nXrh2urq689dZb+Pn5MXHiRNzc3PDy8vrPPMHB\nwQQHB7NmzRp8fX357LPPGDx4MF27dmXnzp1FcnXR/YwePpKxb41j6YplvPDc8/x+9izzFy+kf2A/\nyrtoP5WIh3Np9pz/7ys7zSElJYXMrEyMRiOG7Gz0ej1J13NGzMo6lMXOzs7smRydKxBz4Teuxl6k\neaf+lKtQhauxUYR+9yUVqlTHq26jYs/g7OiArY0NOh1YW1lhb1sKN5eci0CS02/w/uAe2JayYfz8\nb3Pbb9NnZfF3at5DX8VB1f1cxVySqeRmsiRBQUFkZmbSvXt3srKyaN26dZGdDqcz3j4LsICaNGnC\n4cOHi+TNhXgot7IK9fJtO75n0ZIviL58iQqurnTr3JVhg/M/97Qg2i87Wqg8d9oyqClrT8aw8njB\nD7Xfy+pu9R/6tUNGDOLkryfyXRY8cTId2r74UOtdebRwtwFL+esqh7avIub8KW6kJVPawYkadRrx\nbPs+lHZ4uFNHRrwfUuDn7po7ieb1a5u06XRgNMLAqQsJHtiV6pUr5vva0JNneH7kBwV6H8OeFQXO\ndC9FvZ8XFRVzSSYNM9kX311t3l4XXmzrvp+Puntr9t53e+COXq9evRg7dizPPPNMcWUS4r8VsqNX\n1Iqyo1eUCtPRKy6F7egVhwfp6JlLUXT0hCgRirGjN369dh296d3U6eg9cIV9fX155513+L//+z88\nPT3z3A0jKCioyMIJIYQQQoiH98AdvY0bN6LT6Thz5ozJFSIABoNBOnpCCCGE0FzJuC9G8Xvgjt7u\n3bvztCUmJrJ69WrWrVtXJKGEEEIIIUThFerg+PHjx1m1ahU//fQT5cqVM7lVmhBCCCGE0NYDd/Qy\nMjLYsmULq1at4uzZs+h0Ot599126desmt7ESQgghhBKsHnA+O0tV4Jn4Ll++zIcffoifnx8zZsyg\ncePGbNu2jbJly+Lv7y+dPCGEEEIIxRR4RK9NmzY0adKEd999l9atW0vHTgghhBDKKvw9JSxDgTt6\nFStW5Pz58/z+++/UqVMn37sgCPEo+v6VxlpHKDFeb/m41hHy8HSarnWEPFScm1HV/Tz83FWtI+Th\n/UT+k2YLoYUCd/R+/vlnfvzxR1atWsXXX39No0aN6N69Ow8437IQQgghRLGTU/RyFHhk09ramrZt\n27Jy5Uq+++47qlWrxrvvvktaWhpLlizh8uXC37JJCCGEEEIUnYc6hF27dm2mTZtGaGgoY8eOZc+e\nPbRu3ZqhQ7W/j6IQQgghhMhRqHMVnZ2dGTJkCD///DMzZ84kPT29qHIJIYQQQjw0K51Os4dKiuRu\nwlZWVrRp04Y2bdoUxeqEEEIIIUQRKJKOnhAlybqN61m6YjmXYi7j4uxCh3btCBo5Bhsbbf87qJhL\nMj24hZ+O5/zvJ5n08XJcXN00yVCxrB1fvdwQozH/E9I/23OB3ee1uVpVte1nNBrZtm0te/fsJCEh\nDjs7e+rWbUjfvkOpULGSJplAvTqpmum/qDWuph01t46wKAMHDsTb25tRo0ZpHYVNWzcTPCWE8ePe\nplXLAP449weTQt7j5s2bvDfhXcklmQrlyP4f+PNsBFr/irmalkHg8uN52ut7lGNU85r8Fp+iQSo1\nt9/yZfPZvXs7gwYH8eSTdYiPj2Xxok8JCRnLrNnLsbY2/69JFeukYiZRMDKfoADg9OnTjBw5kqZN\nm9KgQQNeeOEFPvnkE1JTUwu97i+//FKJTh7AvEUL6NC2Pf36BOJetSoB/i0ZPXwEazesJ/GqdvNx\nqZhLMj2YlL+T2LJ2MU3922ua47bkW5kmj9SMTHo19GDzqSskpGZokkm17ZdtMHD06H46vdQbX99W\nVKxYmaeeepoePQeQmBhPdHSk2TOBenVSNZMoGOnoCQ4cOEDfvn2pX78+P/zwAydPnmThwoVcuHCB\n3r17c+PGDa0jFonoS9FcjomhhZ+fSXtzXz8MBgNhB8Mkl2R6aBtWzsPrf3Wp5+OraY57ealeVRxs\nbVhzMkaT91dx+1lZWzNv/mq6dAk0adf9MyJro8Fonop1UjFTQcjFGDmko/eIMxqNTJ48mb59+zJw\n4ECcnJwA8PLyYu7cudy4cYNFixYBsGXLFtq3b0+DBg147rnn+Pbbb3PXc/HiRQYMGECjRo145pln\nGDlyJMnJyQD07duXmTNn3vN5f//9t1l+1qiLF9HpdHh6VDNpr1K5CqVKlSIyKsosOUpCLsn0YH49\nto/zZ07Sra8aI9d3s7Oxoqu3OxvDY8nIytYkg8rb705RUefZsGEFPj7P4lnd/HeAUrFOKmYSBScd\nvUfcb7/9RkxMDIGBgXmWlSpVit69e7Nz505iYmIYP3487777LidPnuSDDz5gypQpnDt3DoApU6bw\n9NNPc/ToUXbt2oXBYGDBggV51pnf8xYuXFjsPydAWnoaAA4ODnmWOTg4kJqWZpYcd1Mxl2QquBvp\nqXz3zQLad3uVci6ummS4nza1K6EDdpxJ0CyDqtvvtlUrF/Fy7+eZMH4o3t4+vPFGiCY5VKyTipkK\nQqfT7qESuRjjEXfp0iXs7e1xc8v/6sAaNWoQGxuLh4cHhw8fxtHREYAmTZrg6urKb7/9xhNPPEFK\nSgp2dnbodDocHR2ZP39+vusr6POEKCk2fbOACm5VaNbyRa2j3FPHulX46Y9EzUbzSoJOnXrj37IN\nUVEX+GbVYmJjLzFh4sfoVPutLcQDko6eIDu7YB/+q1atYsOGDVy9epXs7GwyMzPR6/UAjBgxgjff\nfJPNmzfTrFkzOnTowFNPPZVnHQV9XnFwdMw5LJ2Wlndi7/T0dMr9c9ja3FTMJZkK5sypY0ScOEBQ\n8Nx/GxW7//fjFRxwc7Tj8MXrmuZQcfvdqayjE2UdnXB3r07VKh6MHz+UI4dDadLU36w5VKyTipkK\nQg5Z5pA6POK8vLzQ6/X3vFdxZGQkNWrUYP369XzxxRdMmzaNkydPEhERQaVK/84x1aJFC0JDQxk+\nfDhJSUn07duXVatW5VlfQZ9XHLweq4HRaCT68iWT9pjYWDIzM6npVdMsOUpCLslUMOHH9pGVqefj\n4CGMG9SOcYPasXDGO4CRqe/0/+drbT1bw5XUW1mcSSj8FfSFoeL2S01N5uDBPSQn/2XSXs2zRk62\nmGizZ1KxTipmEgUnHb1HXK1atahevTorVqzIsywrK4t169bRtm1bIiIiaNSoEY0aNUKn03H16lUS\nExNzn/v3339TunRp2rZty4wZM5g8eTJr1qzJs86CPq84VPPwwKtGDfaE7jVp37V7FzY2Nvg10+Zq\nSRVzSaaCadelP+NCFjJu8oLcR4/+YwEdg8dO/edrbdWr6sS5RO3PoVJx++n1Gcye9T6hoT+YtF+8\neAGA8q4VzZ5JxTqpmEkUnHT0BJMnT2bt2rXMnDmTv/7K+cv2zz//ZMCAATg5OTFw4EA8PDyIjIwk\nJSWF2NhYpk6diru7OwkJCWRkZNC6dWu2bt2KwWDg1q1bnD59mscee8zkfe71vOrVq5vtZx09fCQ/\n7PqRpSuWEXcljl17djN/8UL6B/ajvIuL2XKUhFyS6f6cnF2p7F7d5FG+YmXASMVK7pSvoN2dFW7z\ncC7NlZRbWscA1Nt+rq5u+Pu3ZeOGFezds4OEhDhOnzrBooUzcHFxpUmTFmbPBOrVSdVM9yPTq+TQ\nGY2KnVAiNPHbb78xd+5cTpw4QUZGBpUqVaJNmzYMGTKEMmXKkJqaytixY/nll1/w8PDgvffe4/Tp\n08yePZs333yTmjVr8tFHHxEVFUXp0qXx8fFh0qRJuLm50a9fP+rXr09QUBBHjhy55/MK7FZWoX7W\nbTu+Z9GSL4i+fIkKrq5069yVYYOHFmqdRUHFXI9Cpu9/Kdp55S78EcGCj99m0sfLHvoWaPNPxxVZ\nni2DmrL2ZAwrj+d/ekZBff9K4yLJU9TbL/xc4SbrzcrKYsP65YSF7eL69as4O5endm1vevUa+NC3\nQPN+ovAjgY/C/z0A7IvvUoGPtvxWbOu+n7c71tHsve8mHT1R8hSyoyfEnYq6o1cUirKjV1SKqqNX\n1Arb0SsORdHRe2QUY0fvYw07em8p1NGTQ7dCCCGEEBZKOnpCCCGEEBZK5tETQgghhMWxUuuaCM3I\niJ4QQgghhIWSET0hhBBCWBy5fV0OGdETQgghhLBQ0tETQgghhLBQcuhWCCGEEBZHRrJySEdPiEJq\nv+yo1hHypeIEtypObqsiFbddarpe6wj5UnFy4piEVK0j5OFRyVHrCEIj0tETQgghhMWRizFyyMim\nEEIIIYSFkhE9IYQQQlgcmTA5h4zoCSGEEEJYKOnoCSGEEEJYKDl0Kx456zauZ+mK5VyKuYyLswsd\n2rUjaOQYbGy0+e9QsawdX73cEKMR8jt3+LM9F9h9XpurVVWrldFoZNu2tezds5OEhDjs7OypW7ch\nffsOpULFSppkutvCT8dz/veTTPp4OS6ubprlUG3b3bZq9UrmLvicAP9WTA2ZrmmW21Ss1Y6dW9m0\neR2xcTE4OTnh0/AZXh0wFGdnF80yqVin/yIjWTnU3DrC7MaPH49er+fTTz/VOkqx2rR1M8FTQhg/\n7m1atQzgj3N/MCnkPW7evMl7E97VJNPVtAwClx/P017foxyjmtfkt/gUDVKpWavly+aze/d2Bg0O\n4skn6xAfH8viRZ8SEjKWWbOXY22t7Ufakf0/8OfZCEDbk4NU3HYpKSm898G7nDv3B/b29ppkyI+K\ntVq3/hsWL5nH0MEjadrUj7jYGD79bBqXYy7x2acLNMmkYp1EwUiHV0EBAQHUrVsXb29vvL29adSo\nEYGBgRw7dkzTXCNHjqRevXrUqlWLNWvWaJrlYc1btIAObdvTr08g7lWrEuDfktHDR7B2w3oSr2o3\nx1vyrUyTR2pGJr0aerD51BUSUjM0yaRarbINBo4e3U+nl3rj69uKihUr89RTT9Oj5wASE+OJjo40\ne6Y7pfydxJa1i2nq317THKDetgPY+dMOMm7dYtXSb3Esq86cbirWat36b2j9Qju6dulF1Sru+Pg8\nQ2Dgq5z+LZzIqAuaZFKxTvej0+k0e6hEOnqKCg4OJjw8nPDwcMLCwmjVqhWDBw8mJiZGs0xz5swh\nIiKCqlWrapahMKIvRXM5JoYWfn4m7c19/TAYDIQdDNMoWV4v1auKg60Na05qs71VrJWVtTXz5q+m\nS5dAk3bdP6NnNhqP5m1YOQ+v/9Wlno+vpjlU3HYAfs/6MW/2Qk0PPd5N1Vp9teRbhg0dY9JWwTVn\nYuibN2+aPY+qdRIFIx09RRmNxtyv7ezsGDBgAG5ubuzfvx+AjIwM3n//fVq2bEmDBg145ZVX+PPP\nP3Nfc+rUKfr06UOjRo3w9fVl8uTJGAwGAI4ePUqDBg1YtmwZPj4+hIeHP3ROvV7PpEmT8PX1xcfH\nh8DAQM6fP5+7PCAggNWrV9OvXz/q169P7969iY+PZ9y4cTRs2JC2bdvy+++/P/T7P4ioixfR6XR4\nelQzaa9SuQqlSpUiMirKLDnux87Giq7e7mwMjyUjK1uTDCWlVlFR59mwYQU+Ps/iWd1Lsxy/HtvH\n+TMn6dZ3lGYZblN121WpUlW5kQ5Va1W2rCNlyjiYtB08tB97e3tqPGb+/VzVOomCkY5eCWIwGLC2\ntgbgk08+4ezZs6xbt44jR47w1FNPMWLEiNznBgUF0bRpU44dO8b69evZs2cPq1evzl2elZXFpUuX\nOHjwIN7e3g+d6YsvvuDUqVPs2LGDw4cPU6NGDd5++22T53zzzTd88MEH7N69m5iYGAIDA+natSuH\nDx/Gw8ODOXPmPPT7P4i09DQAHBwc8ixzcHAgNS3NLDnup03tSuiAHWcSNMugeq1WrVzEy72fZ8L4\noXh7+/DGGyGaZbmRnsp33yygfbdXKefiqlmO21TfdiopKbU6eGg/23ds5uXe/fN0AM2hpNTpblYa\nPlSiWh6Rjxs3bvDll1/y119/0aJFC4xGI9999x3Dhg2jQoUK2NraMmrUKOLi4oiIiABg8+bNDBky\nBIDKlSvj4+PD6dOnc9eZlZXFyy+/jK2tbaGyDR06lG+//RZHR0dsbGxo3bo1586dIzv735Goli1b\n4unpSfny5alXrx7VqlWjadOm2Nra4uvrS3R0dKEyWJqOdavw0x+Jmo3mlQSdOvXmkxlLGD5iAkeP\nhjF9+jsmo+DmtOmbBVRwq0Kzli9q8v7CsoXu+5n3P5jIc63a0LtnP63jiBJIrrpV1JQpU5g2bRoA\n9vb21K5dm6VLl1KpUiWuXbtGeno6w4YNyz0UYjQayc7OJj4+nnr16nHw4EHmz59PVFQUBoMBg8FA\nmzZtTN6jKM61u3btGh988AHHjh3jxo0bZGdnYzAYyMrKyu1EVq5cOff5dnZ2ODo6mnyfkWGeiw0c\nHZ0ASEtLz7MsPT2dck5OZsnxXx6v4ICbox2HL17XNIfqtSrr6ERZRyfc3atTtYoH48cP5cjhUJo0\n9TdrjjOnjhFx4gBBwXP/bdSow3mb6ttOJarX6rtNa5m/cDYvderG8NfHapZD9Trdi2JnCmhGOnqK\nCg4OpkePHvkuuz01wZo1a6hdu3ae5ZGRkYwZM4bx48fTvXt3bG1teeutt3LP0bvt9mHgh3G7gzl2\n7FhKly7Nli1bcHNz49ChQ7z66qsmz7Wyssr3tebm9VgNjEYj0Zcv4V2vXm57TGwsmZmZ1PSqqUmu\nOz1bw5XUW1mcSUjVNIeKtUpNTebUqRPUqVOfcuX+PaG/mmeNnGwx5h8ZDj+2j6xMPR8HD/m30WgE\njEx9pz+PP1mPoeM+NGsmFbedqlSu1dZtG5m/cBaDXhtOj259NMsBatdJ3J8culXUfx2GKlu2LM7O\nzpw9e9akPTY2FoAzZ85ga2tLnz59sLW1xWg0cubMmYfKkZCQQFBQEKmp/3Y80tPTKV++PJBz0UeP\nHj1wc8uZGPa33357qPcxh2oeHnjVqMGe0L0m7bt278LGxga/ZtpeLQlQr6oT5xK1P99FxVrp9RnM\nnvU+oaE/mLRfvJgz3UT5f65KNKd2XfozLmQh4yYvyH306D8W0DF47NR/vjYvFbedqlSt1cmTx/l8\n7qe8PmS05p08ULdOomCko1dC9ezZkwULFhAZGUlWVhZLly6le/fuZGRk4O7uTkZGBmfPniU5OZkZ\nM2Zga2tLYmLiA7+Pq6srR48eZd68eWRlZfHdd99hMBho2LAhAO7u7oSHh5OVlcX+/fs5ePAgkNNB\nVNHo4SP5YdePLF2xjLgrcezas5v5ixfSP7Af5V20n/bBw7k0V1JuaR0DUK9Wrq5u+Pu3ZeOGFezd\ns4OEhDhOnzrBooUzcHFxpUmTFmbP5OTsSmX36iaP8hUrA0YqVnKnfAVt7tah2raDnAmTk64ncS3p\nGobsbPR6PUnXk0i6nmS20zfyo2KtPp83g7p16uHv/xzX/0oyeWgxvQqoWaf7sdEL2hQAACAASURB\nVNLpNHuoRA7dKqgghzaHDx9OWloaL7/8MllZWdSuXZslS5ZgZ2dH/fr16dOnD4GBgZQpU4bXX3+d\niRMn8vrrrxMUFESvXr0KnMXGxob58+czZcoUGjduTLVq1ZgzZ07uiF5wcDDBwcGsWbMGX19fPvvs\nMwYPHkzXrl3ZsWOHctMptH7uBT6eOp1FS75g5pzZVHB1pX/fVxg2eKjW0QAoY2tDuj5L6xiAmrUa\nNDiI8uUrsGHDCq5/MRNn5/LUru1Nr14DNbka8d603e9V3HZvTniDk7+eyP0+9Goiofv3AhA8cTId\n2mpzMYtqtUpIjCcm5hIxMZfo2TtvTfoGDqRf4ECz51KtTqLgdEatLlUT4mHdUqMjdFv7ZUe1jpCv\n719prHWEPMLPqTeDfoxGdx75L+2f9tA6Qh6p6XqtI+TL0aFwMwcUhxiNz7HNj0clde5GYsK++Mab\nvvjhj2Jb9/0Mav2kZu99Nzl0K4QQQghhoeTQrRBCCCEsjmrnymlFRvSEEEIIISyUdPSEEEIIISyU\nHLoVQgghhMWxkiO3gIzoCSGEEEJYLBnRE0IIIYTFkQG9HDKiJ4QQQghhoWRET5Q4qk3cquLExKDm\npK2u5ey1jiAeUnKaehNLg5oTJpcra6d1BCFySUdPCCGEEBZH5tHLIYduhRBCCCEslIzoCSGEEMLi\nyIBeDhnRE0IIIYSwUDKiJ4QQQgiLIyNZOaSjJx5Jq1avZO6Czwnwb8XUkOlaxwFg3cb1LF2xnEsx\nl3FxdqFDu3YEjRyDjY12/0137NzKps3riI2LwcnJCZ+Gz/DqgKE4O7tIpn8YjUa2bVvL3j07SUiI\nw87Onrp1G9K371AqVKykSSZQc38C9bYfqFsr1T6nVK2T+G/S4RX31bdvX2bOnJnvsri4OOrVq0d0\ndPR911OrVi3CwsKKOt4DSUlJYexbo/lm9Urs7dWZ6mPT1s0ETwmhZ7ce7Nz8PZMnvsumLVuY+rF2\nH+7r1n/DzFkf8sLz7Vi8cAVBo8dz7PhhQqZMkEx3WL5sPuvXLadzl0A+m7WMMWODiYz8g5CQsRgM\nWZpkUnF/AjW3n4q1UvFzSsU6iYKRjp4gICCAunXr4u3tjbe3N40aNSIwMJBjx47d97VVq1YlIiKC\n6tWrmyFp4e38aQcZt26xaum3OJZ11DpOrnmLFtChbXv69QnEvWpVAvxbMnr4CNZuWE/i1auaZFq3\n/htav9COrl16UbWKOz4+zxAY+CqnfwsnMuqCZAKyDQaOHt1Pp5d64+vbiooVK/PUU0/To+cAEhPj\niY6ONHsmUHN/AvW2H6hZKxU/p1Ss0/3odDrNHiqRjp4AIDg4mPDwcMLDwwkLC6NVq1YMHjyYy5cv\nax2tSPk968e82Qs1PUx0t+hL0VyOiaGFn59Je3NfPwwGA2EHtRkF/WrJtwwbOsakrYJrRQBu3ryp\nRSTlMllZWzNv/mq6dAk0adf9c/MlG2vzH9JSdX8C9bafqrVS7XNK1TqJgpGOngByzjO6zc7OjgED\nBuDm5sb+/fsByMzM5L333uPpp5+mWbNmbN++HYDY2Fhq1apFVFQUABs3bqR169Y0aNCAgIAAvv76\na5P3SUxMpH///nh7e9OhQwcuXDDvX/FVqlRV7q+tqIsX0el0eHpUM2mvUrkKpUqVIvKf2ppb2bKO\nlCnjYNJ28NB+7O3tqfGYl2S6h6io82zYsAIfn2fxrG7+TKruT6De9lO1Vqp9Tqlap/ux0vChEtXy\nCIUYDIbck2y3b99O69atOXLkCN26dSMkJITs7GyA3A+khIQEpkyZwrx58zh58iRz5sxh0aJFnD17\nNneda9eu5f333+fQoUO4urre89y/R0laehoADg4OeZY5ODiQmpZm7kj5OnhoP9t3bObl3v3z/LLW\nikqZVq1cxMu9n2fC+KF4e/vwxhshmuQoKfsTaL/9SlKttCR1KtmkoyfyuHHjBl9++SV//fUXLVq0\nAKBhw4Y8++yz2NjY0KZNG1JSUrh+/Trw72hgWloaRqMx9+ThOnXqcPjwYWrVqpW77pdeeglPT0/K\nlClDy5Ytc0cChdpC9/3M+x9M5LlWbejds5/WcQD1MnXq1JtPZixh+IgJHD0axvTp75iMlAtTqm0/\nISyVXBMtAJgyZQrTpk0DwN7entq1a7N06VIqVcqZHsLDwyP3uXZ2OTfs1uv1JuuoWbMmHTt2pG3b\ntjRu3BhfX186d+6Ms7Nz7nPc3d1zv7a3t8+zjkeRo6MTAGlp6XmWpaenU87JydyRTHy3aS3zF87m\npU7dGP76WE2z3KZiprKOTpR1dMLdvTpVq3gwfvxQjhwOpUlTf7PmUH1/AnW2X0molQpKap1UOvyt\nJRnRE4DpxRhHjhxh6dKlPPXUU7nLC/of5v3332f79u34+vqyc+dO2rdvT2xs7AOv51Hi9VgNjEYj\n0ZcvmbTHxMaSmZlJTa+aGiWDrds2Mn/hLAa9NkyZDpVKmVJTkzl4cA/JyX+ZtFfzrAFATMz9px0q\nairvT6DW9lO9VqqQOpVs0tETAIU6xHS782Y0GklNTaVatWoMGDCANWvWULNmTX766aeiimmRqnl4\n4FWjBntC95q079q9CxsbG/ya+WqS6+TJ43w+91NeHzKaHt36aJLhbqpl0uszmD3rfUJDfzBpv3gx\n5yKj8v9cUWpOqu5PoN72U7lWKimpddLptHuoRDp64qHc2TG8/fX27dvp3r177nl3sbGxJCQkKDXH\nXkpKCknXk7iWdA1DdjZ6vZ6k60kkXU8iIyNDs1yjh4/kh10/snTFMuKuxLFrz27mL15I/8B+lHfR\nZoqFz+fNoG6devj7P8f1v5JMHlpNr6JaJldXN/z927Jxwwr27tlBQkIcp0+dYNHCGbi4uNKkSQuz\nZwI19ydQb/uBmrVS8XNKxTqJgpFz9MR9D6fmt/zOtttft2/fngsXLvDKK6+QmppKhQoV6N69Oy1b\ntizQ+5jDmxPe4OSvJ3K/D72aSOj+vQAET5xMh7YvapKr9XMv8PHU6Sxa8gUz58ymgqsr/fu+wrDB\nQzXJk5AYT0zMJWJiLtGzd96a9A0cSL/AgY98JoBBg4MoX74CGzas4PoXM3F2Lk/t2t706jVQsyuB\nVdufQN3tp2KtVPycUrFOomB0RrksTJQwqUk3tI5gwtHBVusI+YpJSNU6QomQlHxL6wh5eD9h/kO+\n96Pq/uRRSY07R9wpNV29i8xU/ZzCvvjGm9bv/bPY1n0/3fzVOW9RDt0KIYQQQlgoOXQrhBBCCIuj\nwulCKpARPSGEEEIICyUjekIIIYSwODKgl0NG9IQQQgghLJR09IQQQgghLJQcuhVCCCGExZGRrBxS\nByGEEEIICyUjeqLEUW3iz+9/idE6Qr6CQi9oHSGPP4L8tY6Qx6wj0VpHyEPFCZNVnFga1JwwOTlN\nu9sp3otqn5vmINOr5JARPSGEEEIICyUdPSGEEEIICyUdPSGEEEJYHJ2Gj4c1bdo0atWqVYg15CUd\nPSGEEEIIjZ05c4bNmzcX+bmF0tETQgghhMWx0mn3eFBGo5HJkyfz6quvFnkd5Kpb8chZt3E9S1cs\n51LMZVycXejQrh1BI8dgY6PGf4eFn47n/O8nmfTxclxc3TTLYaWD/o09eempqni6lOaG3sDu81f5\nLPRPktL1muVScfu5lClFx/ruPO7miNFo5M+raWw6GUvyzUzNMqlYJ6PRyLZta9m7ZycJCXHY2dlT\nt25D+vYdSoWKlTTLpWKtduzcyqbN64iNi8HJyQmfhs/w6oChODu7aJZJxTpZim+//RY7Ozs6dOjA\nrFmzinTdMqInHimbtm4meEoIPbv1YOfm75k88V02bdnC1I+nax0NgCP7f+DPsxEU7iyPojGmRU1G\n+tVk0cEo2i8+xKiNEdR3L8fiHvU1S6fi9rMvZcXr/o8D8PnP51i070+cy9gyqLmXZplUrBPA8mXz\nWb9uOZ27BPLZrGWMGRtMZOQfhISMxWDI0iSTirVat/4bZs76kBeeb8fihSsIGj2eY8cPEzJlgmaZ\nVKyTpbh27Rpz585l8uTJxbJ+6ehZiICAAOrWrYu3t3fuo1WrVnz44YfcuHGjQOs4evQotWrVMlmH\nt7c39erVo2HDhgVax3fffUetWrWYO3dunmUGg4EmTZrQqlWrB/rZitK8RQvo0LY9/foE4l61KgH+\nLRk9fARrN6wn8epVzXIBpPydxJa1i2nq317THLd1rleVbb/F8/3vCcQm3+L45b+ZFxZJ7UqOPOFW\nVpNMKm4/3/9VxNpKx8rD0VxNzSD2r5usPHSRnafjsX6YYzhFQMU6ZRsMHD26n04v9cbXtxUVK1bm\nqaeepkfPASQmxhMdHalJLhVrtW79N7R+oR1du/SiahV3fHyeITDwVU7/Fk5klDbzY6pYp/vR6XSa\nPR7Ehx9+SLdu3fDyKp4/DqWjZ0GCg4MJDw/PfSxevJgDBw7w0UcfFXgdOp2O48ePm6wnIiKCEydO\nFHgdrq6ubN26NU97WFgYVlba7XLRl6K5HBNDCz8/k/bmvn4YDAbCDoZplCzHhpXz8PpfXer5+Gqa\n407ZGE2+1xuM93hm8VN1+z3lXo7TsckYsv+tTVK6Pk+buahaJytra+bNX02XLoEm7bp/xodtrM1/\n+E/VWn215FuGDR1j0lbBNWcS7Zs3b5o9j6p1sgSHDh3i5MmTDBs2DMg5vaGoSUfPgty9g9SsWZNB\ngwaxa9euQq3nQXl5eWEwGIiIiDBp37ZtGy1atCjUugsj6uJFdDodnh7VTNqrVK5CqVKliIyK0igZ\n/HpsH+fPnKRb31GaZbjbt7/E0LZWJXyqOQPg6mDLgMae/BqbzB+JaWbPo+L2s9JBJSd7ktL1tKlb\nmfHtavNexzq8/IwnZWytzZ4H1KzTvURFnWfDhhX4+DyLZ3XzH+pWtVZlyzpSpoyDSdvBQ/uxt7en\nxmNSp4IqCdOrbNmyhevXr+Pv70+TJk3o2rUrRqORpk2bsn379kL89P+SMygtnF6vzUnzbdq0YcuW\nLdSrVw+AW7dusW/fPqZOncrRo0c1yZSWntM5cXBwyLPMwcGB1DTzd14AbqSn8t03C2jf7VXKubhy\nNTFWkxx3m38gitKlrFkR+DSZhmxKWVvxy+W/GbruV03yqLj9ytjaYGWlw+9/FQmP+ZulB6Io72BH\n54buDGlRk89+Omf2TCrW6W6rVi7i++/XYzRm07r1S/TrN0yTHCWhVpDTydu+YzOvDhiapwNoDiWl\nTiXRhAkTGDPm39Hb+Ph4evbsyebNmylXrlyRvId09CyU0Wjk7NmzLFmyhI4dOz7Q6xo1amTyvU6n\no3fv3rzzzjsFWodOp6Njx47079+fCRMmYGVlxe7du2nUqBFOTk4P/LNYuk3fLKCCWxWatXxR6ygm\nBjT2pHdDD97/4SwnLidTtZw9Y/0fZ25Xb15Z9QvaHcRVh9U/5+AlpWewLTwOgCvJt8g2GhngW4M6\nVZ34LS5Fy4hK6tSpN/4t2xAVdYFvVi0mNvYSEyZ+LPcmzUfovp+Z/lEIz7VqQ++e/bSOU6JodIrs\nA3F0dMTR8d/7NWdlZaHT6XBzK7oZF6SjZ0GmTJnCtGnTgJwLH0qXLs0rr7ySe+y/IG6fo1eqVKlC\nZXniiSdwc3MjLCyM5s2bs23bNjp16lSodRaWo2NOJzMtLT3PsvT0dMpp0Ak9c+oYEScOEBR8x8Ur\nxXCOxoNysrchyP9x5uyP5NsTOSOMf1xNIy75Fptee4Y2td3YcSbRrJlU3H4ZmQYAYv4yPW8q8mrO\nCEdV59Jm7+ipWKe7lXV0oqyjE+7u1alaxYPx44dy5HAoTZr6mzWH6rX6btNa5i+czUudujH89bGa\n5VC9TpbE3d2dM2fOFOk65Rw9C3LnxRiLFi0iKyuLjh07PvAFEEV1MminTp3YunUrKSkp/Prrr7Rs\n2bJI1vuwvB6rgdFoJPryJZP2mNhYMjMzqelV0+yZwo/tIytTz8fBQxg3qB3jBrVj4Yx3ACNT3+n/\nz9fm5+lcGhtrHReumR6Sibye80Ff3aWM2TOpuP0ysrJJvZWV53y82yNTtzKzzZ5JxToBpKYmc/Dg\nHpKT/zJpr+ZZA4CYmGizZ1K1VgBbt21k/sJZDHptmKadPFC7TuL+pKNnQe7soDVr1oyAgAAmTpyo\nWZ4OHToQGhrKjh078Pf3x9bWVrMsANU8PPCqUYM9oXtN2nft3oWNjQ1+zcx/tWu7Lv0ZF7KQcZMX\n5D569B8L6Bg8duo/X5tfbMotAGpWMD0n5/EKOdOqxCbfMnsmFbcfwNkrKdSq7GQylYpXRQcwwpVk\n818hqWqd9PoMZs96n9DQH0zaL17MmS6k/D9XlZqTqrU6efI4n8/9lNeHjKZHtz6aZLiTqnW6n5Iy\nvUpxk46eBZswYQLnzp1jzZo1uW1vv/02S5cuLdR6+/fvz44dO+77vIoVK1KvXj0WL17Miy/mf/5Z\nUeR5EKOHj+SHXT+ydMUy4q7EsWvPbuYvXkj/wH6UdzH/jPNOzq5Udq9u8ihfsTJgpGIld8pX0OZu\nAX/dyGT77wm81uQxXqxTGY9y9jxdzZkpbWuRmJrBngvazJul2vYD2H02gVLWVgQ2qU6Fsnb8r1JZ\nXqrvzsWkdC5ocHUyqFknV1c3/P3bsnHDCvbu2UFCQhynT51g0cIZuLi40qSJNlfkq1irz+fNoG6d\nevj7P8f1v5JMHlpMrwJq1kkUjJyjZyHy+wvC1dWVsWPHMmPGDFq2bImbmxtXrlyhUqX/7jzceTEG\n/HtBxhdffEHjxo25fPkyKSkFO++oU6dOfPLJJzRt2jTf5QXJU5RaP/cCH0+dzqIlXzBzzmwquLrS\nv+8rDBs81GwZCkb7vwgnfP87o5t7MaZFTdzK2pGmz+Jo9F+M3XSatAyDJplU3H5JaXoW7L3Ai95V\nGfv8E2RlGzkV8zdb/rk4Qwsq1glg0OAgypevwIYNK7j+xUycnctTu7Y3vXoN1ORqUlCvVgmJ8cTE\nXCIm5hI9e+f9A7lv4ED6BQ40ey7V6lQQ2n+KqkFnLI7Z+YQoTre0uVXSvXz/S4zWEfIVFKrNDPr/\n5Y8gf60j5DFuy2mtI+Qxo2NdrSPkEX5OzbsfeD9h/kO+9xOTkKp1hDw8Kjne/0lasC++8aYfD5n/\nvM/bXmhaXbP3vpscuhVCCCGEsFBy6FYIIYQQFqckzKNnDjKiJ4QQQghhoWRETwghhBAWRyeXYwAy\noieEEEIIYbGkoyeEEEIIYaHk0K0QQgghLI5iN6jQjIzoCSGEEEJYKJkwWZQ8ik2YLApOxUl3VZxw\n98mZe7WOkMfxIc9qHSFfzh3Mf5eI+zHsWaF1hJKjGCdM3nv0UrGt+378G3tq9t53kxE9IYQQQggL\nJefoCSGEEMLiyPQqOWRETwghhBDCQklHTwghhBDCQsmhWyGEEEJYHJleJYeM6IlHzrqN62nfuSNP\nNWpA8+cD+PizGWRlaX8lr4q5VMtkNBrZunUNbwQNILBPawa+2onPZoZw7WqCZplAvTpBzg3dX33G\nky2vNeHXN1tycHRzPmhXG1cHW01zrVq9kqYtGjPxvfGaZRjdqy03QpezMmREnmW+3k/y45yJJO5c\nTNz3C9k64y3qPW7+KyhV3KdUzCTuTzp6FiooKIjx43M+SN99913eeeedAr1u/PjxvPHGG8UZzUTP\nnj2ZO3eu2d5v09bNBE8JoWe3Huzc/D2TJ77Lpi1bmPrxdLNlKCm5VMy0fNl81q9bTucugXw2axlj\nxgYTGfkHISFjMRi0+YWjYp0AxrSoyUi/miw6GEX7xYcYtTGC+u7lWNyjvianqKekpDD2rdF8s3ol\n9vb2GiQAZ0cHNn08jrG92nPjVkae5c/UeZwfP5/IpfhrNB8ymfZjP6RMaTt+/HwiFV2czJZTxX1K\nxUz3o9Np91CJdPQUEBAQQN26dfH29s59tGrVig8//JAbN24Uev1Tpkzhww8/LIKkJd+8RQvo0LY9\n/foE4l61KgH+LRk9fARrN6wn8ap2c7ypmEu1TNkGA0eP7qfTS73x9W1FxYqVeeqpp+nRcwCJifFE\nR0eaPROoV6fbOteryrbf4vn+9wRik29x/PLfzAuLpHYlR55wK2v2PDt/2kHGrVusWvotjmUdzf7+\nAL1feJbS9rY8/cp4/k7L+9k6umdbLl65ymtTF3E2Oo6T5y4yePpiXMuVpUerpmbLqeI+pWImUTDS\n0VNEcHAw4eHhuY/Fixdz4MABPvroI62jWYzoS9FcjomhhZ+fSXtzXz8MBgNhB8Mkl8KZrKytmTd/\nNV26BJq0355Cwcba/Kccq1inO2VjOh++3qDd/Ph+z/oxb/ZCnJ1dNMvw/YGTtB41jaTk1HyXvzp1\nIX5DJpu0xV69DkDZMuYZhVRxn1Ixkyg46egp4u4blNSsWZNBgwaxa9cuAE6dOkWfPn1o1KgRvr6+\nTJ48GYPBkPv8tWvXEhAQQKNGjXj//ffJzs7OXXb34dhdu3bRqVMnGjRoQKtWrVixIu8s7nPmzOGZ\nZ56hUaNGLF26NLc9OTmZcePG4evry9NPP83w4cNJSPj3/KiwsDC6dOlCw4YNadGiBXPmzDFZ77x5\n8/D19aVp06bMnz//4Yr1kKIuXkSn0+HpUc2kvUrlKpQqVYrIqCiz5lE5l4qZ8hMVdZ4NG1bg4/Ms\nntW9zP/+Ctfp219iaFurEj7VnAFwdbBlQGNPfo1N5o/ENLPnqVKlKjqNj2ldir/2n8tvZWTm6QR2\n8vPBaITDp84VZ7RcKu5TKmYqCCt0mj1UIh09hen1+tyvg4KCaNq0KceOHWP9+vXs2bOH1atXAxAZ\nGcl7773HpEmTOHToEHXq1CE0NDTfdZ49e5YxY8YwevRojh8/ztSpU/n000/Zt29f7nMOHTqEp6cn\nBw4cICgoiBkzZnD9es5ftW+//TZ6vZ6dO3eyb98+ypQpw4QJEwC4efMmo0aNIjAwkBMnTrBkyRK+\n+uor9u7dC+R0Ar/44gvmzp1LaGgo2dnZnDtnng9PgLT0nF9uDg4OeZY5ODiQmmb+X36gZi4VM91p\n1cpFvNz7eSaMH4q3tw9vvBGiSQ6V6zT/QBRrTsayIvBpIt5qSdionNGYoet+1SxTSVO9cgVmB/Xn\nxyPhhJ48Y5b3VHGfUjGTKDjp6CnIaDRy5swZlixZQseOHQHYvHkzQ4YMAaBy5cr4+Phw+vRpAH7+\n+Wf+7//+j4CAAGxsbOjatSseHh75rnvjxo08++yzBAQEYG1tTZMmTfD392fHjh25z/Hw8KBTp07Y\n2NjQvn17srKyuHz5MtevX2fv3r2MHTuWsmXL4uDgQFBQEAcOHCApKYnSpUuzb98+OnfuDMD//vc/\nnnzyydycu3btonnz5tSvXx9bW1uGDh2Kra22VwCKkqlTp958MmMJw0dM4OjRMKZPfyfPqPijbkBj\nT3o39OD9H87S/etjDFsXjpN9KeZ29VZsvEFNtR9zJ3ThZGKuXqfPe+a7YEwUHbkYI4fMo6eIKVOm\nMG3aNAAMBgOlS5fmlVdeYdiwYQAcPHiQ+fPnExUVhcFgwGAw0KZNGwASEhLydOxq1KiR7/vExMRQ\ns2ZNk7bq1atz4sSJ3O/vXNftq+P0ej2XL18G4KWXXspdbjQasbGx4cqVK7i6urJ9+3aWLVtGXFwc\nBoOBrKwsGjduDEB8fDxeXv8eXrOxscHd3f0BqlQ4jo45V82lpaXnWZaenk45J/NdVXcnFXOpmOlO\nZR2dKOvohLt7dapW8WD8+KEcORxKk6b+Zs2hap2c7G0I8n+cOfsj+fZELAB/XE0jLvkWm157hja1\n3dhxJlGTbCVBs3pP8t3Hb3Dqz8t0fmsGKek3zfbeKu5TKmYSBScjeoq482KMRYsWkZWVRceOHbGy\nsiIyMpIxY8bQtWtXjhw5QkREBO3bt899rV6vNzlfDzA5R+9Odx4OvtOd587c6zwaOzs7dDod+/fv\nz80aERHB6dOnqVu3LocOHSIkJIRRo0Zx/PhxIiIiaNCgQe7rMzMz8+Q05yiM12M1MBqNRF++ZNIe\nExtLZmYmNb1q3uOVj14uFTOlpiZz8OAekpP/Mmmv5pnzR01MTLTZM6lYJwBP59LYWOu4cM30kFrk\n9Zxf1NVdymgRq0R4upYX3898mz2//EbrUdPM2skDNfcpFTMVhE7Dh0qko6eIOzs8zZo1IyAggIkT\nJwJw5swZbG1t6dOnD7a2trmHdm9zc3PjypUrJuv7888/830fT09PIiNNp6GIjIzE0/P+E4J6eHig\n0+k4e/ZsbltWVhaJiTkjA6dOncLLy4vWrVtjbW1NRkaGSY67c945SmgO1Tw88KpRgz2he03ad+3e\nhY2NDX7NfM2WRfVcKmbS6zOYPet9QkN/MGm/ePECAOVdK5o9k4p1AohNuQVAzQqm51Q9XiFnWpXY\n5Ftmz1QSVHB2ZMuMN/nhSDg9J84m664/TM1BxX1KxUyi4KSjp6gJEyZw7tw51qxZg7u7OxkZGZw9\ne5bk5GRmzJiBra1tbgerefPmnDlzhtDQUPR6PatWrTK5EvZOHTt25MCBA4SGhmIwGNi/fz979+41\nORx7L2XLlqVdu3bMmDGDhIQEbt26xaeffsrAgQMBcHd3Jz4+nvj4eK5du0ZISAiVKlXKzeLn50dY\nWBgRERFkZGQwd+5cs59XNXr4SH7Y9SNLVywj7kocu/bsZv7ihfQP7Ed5F+2mfVAxl2qZXF3d8Pdv\ny8YNK9i7ZwcJCXGcPnWCRQtn4OLiSpMmLcyeCdSrE8BfNzLZ/nsCrzV5jBfrVMajnD1PV3NmStta\nJKZmsOeC+ec9S0lJIel6EteSrmHIzkav15N0PYmk60lkZOSdvLg4ODs64OZSjkrly2FtZYW9bSnc\nXMrh5lIOO9tSvD+4B7albBg//9vc9tsPZ8e8FyIUFxX3KRUziYLRGeUMOBAhKAAAIABJREFUZs21\natWKwYMH07NnT5P21atX8+mnn/L999+zZMkSNm7cSJkyZXj99dd58sknef3112nWrBkzZ85k1apV\nLFmyhNTUVF588UX0ej3Z2dlMnz6d8ePHo9fr+fTTTwHYtGkTX375JXFxcXh4eDBixAief/55gDzP\n1ev1eHt7s3z5cho1akRycjJTpkxh7969WFtbU79+fSZNmkS1atXIysri7bffZs+ePbi6uvLWW2+R\nlZXFxIkT6dOnD2+88QazZ89m7dq1ZGdn516d26BBA0aMyHsronu6Vbg7IGzb8T2LlnxB9OVLVHB1\npVvnrgwbPLRQ6ywKKuYq6kzh5wrXwcjKymLD+uWEhe3i+vWrODuXp3Ztb3r1GkiFipUeap3eTxR+\nJLCo6/TkzL2FzmRnY8Xo5l60rlUJt7J2pOmzOBr9FzP2XODy3w9+OPL4kGcLlWfIiEGc/PVEvsuC\nJ06mQ9sXH2q9zh0GFvi5u+ZOonn92iZtOh0YjTBw6kKCB3aleuX894fQk2d4fuQHBXofw568U1Y9\nqEfh8wAA++K7VODIP+enauGZhuY7//x+pKMnSp5CdvSEdgrb0SsORdHRK2pF0dEraoXt6BWXB+no\nmUtRdPQeGdLRK3Zy1a0QQgghLI5q05xoRc7RE0IIIYSwUNLRE0IIIYSwUHLoVgghhBAWR6fcjHba\nkBE9IYQQQggLJSN6QgghhLA4VjKgB8iInhBCCCGExZKOnhBCCCGEhZIJk0XJo9iEySpOAgxqTgSs\nIhW3n4rbLjVdr3WEfDk62GodoURQcT8H8K5XpdjWfSI8rtjWfT8Nvatq9t53kxE9IYQQQggLJRdj\nCCGEEMLiyPQqOWRETwghhBDCQsmInhBCCCEsjkyvkkNG9IQQQgghLJSM6IlHzrqN61m6YjmXYi7j\n4uxCh3btCBo5Bhsb7f47GI1Gtm1by949O0lIiMPOzp66dRvSt+9QKlSspFkuFWulWibZdg9m1eqV\nzF3wOQH+rZgaMl3TLLepWCvVMqm6n4v7s+gRvbi4OOrVq0d0dPR9nxsQEMCaNWuKLYter6dWrVoc\nO3bsoV4/d+5cevbsWcSpHj2btm4meEoIPbv1YOfm75k88V02bdnC1I+1/YWzfNl81q9bTucugXw2\naxljxgYTGfkHISFjMRi0mU5GxVqpmEm2XcGkpKQw9q3RfLN6Jfb29prluJuKtVIxk4r7+f3odNo9\nVFJiO3oBAQHUrVsXb2/v3EerVq348MMPuXHjBgBVq1YlIiKC6tWra5z2vw0cOJB69erh7e1NnTp1\nqF27Nt7e3rltV65cAUCn2t5TAs1btIAObdvTr08g7lWrEuDfktHDR7B2w3oSr2ozz1S2wcDRo/vp\n9FJvfH1bUbFiZZ566ml69BxAYmI80dGRmuRSsVaqZZJtV3A7f9pBxq1brFr6LY5lHTXJkB8Va6Va\nJlX3c1EwJbajBxAcHEx4eHjuY/HixRw4cICPPvpI62gP5MsvvyQiIoLw8HBef/11vL29CQ8Pz22r\nUqX4JpR8lERfiuZyTAwt/PxM2pv7+mEwGAg7GKZJLitra+bNX02XLoEm7benBrCxNv+hGhVrpWIm\n2XYF5/esH/NmL8TZ2UWT98+PirVSMZOK+3lB6DT8p5IS3dG7+6YeNWvWZNCgQezatQuA2NhYatWq\nRVRUFADXr19n1KhR+Pj44Ofnx2effWby+rS0NEaNGkWDBg0ICAgwOcwaFhZGly5daNiwIS1atGDO\nnDm5y7777jtefPFFPvroIxo0aMDVq1e5efMmQUFBNGrUiBdeeIHdu3cXyc+8evVq/Pz8aNCggUmH\nVq/X88EHH9CyZUsaNGhA3759OXv2bO7yWrVqsX37drp27Yq3tzdDhw4lISGB1157jQYNGtClSxfi\n4nJmEZ87dy4DBgxgwYIFNGnShEaNGvH555/nrisiIoKePXvSsGFDmjZtyqRJk8jIyChwjp9++omX\nX36ZBg0a8OKLL5osL05RFy+i0+nw9Khm0l6lchVKlSpF5D/7iQqios6zYcMKfHyexbO6l/nfX8Fa\nqZgpP7Lt8lelSlXljkqoWCsVM+VH6/1cFFyJ7ujlR683vU3PnR8skyZNwsrKin379rF69Wq2bNnC\nunXrcpdv2LCBIUOGcOTIEXx8fPjggw8AuHnzJqNGjSIwMJATJ06wZMkSvvrqK/bu3Zv72sTEROzt\n7fnll1+oWLEiCxYs4Ny5c2zfvp3169ezc+fOQn/IRUVFkZKSwu7du5k1axZff/01Z86cAWDmzJn8\n8ssvfPPNNxw5coTatWszZMgQsrL+PXdi9erVLF68mK1bt3Lw4EEGDRrEuHHjCAsLIzs7m6+++ir3\nueHh4RgMBvbv38+iRYv4+uuvczurb775Jj179uTEiRNs3bqVc+fOsXbt2gLn+PLLL5k+fTqHDx+m\nUqVKeTrcxSUtPQ0ABweHPMscHBxITUszS47/smrlIl7u/TwTxg/F29uHN94I0SSHirVSMdOdZNuV\nPCrWSsVMd1JlPxcFZzEdPaPRyJkzZ1iyZAkdO3Y0aQf4+++/2bt3L0OHDqVMmTK4u7sza9Ys/u//\n/i/3uQEBAdSpUwdbW1teeOGF3JHA0qVLs2/fPjp37gzA//73P5588klOnz6d+9q0tDRee+01rKxy\nSrpr1y569+5NxYoVcXJyYtCgQXlGIB9UqVKlGDx4MKVKlaJFixaULVs2N+PtTmqVKlWwtbVlzJgx\nXL16lRMnTuS+/sUXX8TV1RVPT0+8vLyoV68etWrVwsHBgcaNG5tctGJtbc2wYcMoVaoUDRs2xNfX\nN7djm5qamnsydYUKFVi7di19+/YtcI5OnTpRvXp17OzsCAgI4M8//yxUXSxJp069+WTGEoaPmMDR\no2FMn/5OofcbYR6y7cSjoETt5zoNHwpR88B6AU2ZMoVp06YBYDAYKF26NK+88grDhg3Lfc7tUbSY\nmBiMRiMeHh65y7y9vU3Wd+cyOzs7MjMzc7/fvn07y5YtIy4uDoPBQFZWFo0bN85d7uTkZPIXWHx8\nvMn6HnvssUL+tODu7m7yvb29PXq9npSUFFJTU/Hy+nf4vEyZMri6uhIbG5vbVqnSv5fA29nZ5fn+\n9uFXgGrVquV2WiHnwpbbHcGxY8cyYcIEvvrqK5o1a0anTp3w8vIqcI47f47SpUtz69ath6rHg3J0\ndAIgLS09z7L09HTKOTmZJcd/KevoRFlHJ9zdq1O1igfjxw/lyOFQmjT1N2sOFWulYqY7ybYreVSs\nlYqZ7qTKfi4KrkSP6N15McaiRYvIysqiY8eOJh2U2263ZWdn33N99zq0eujQIUJCQhg1ahTHjx8n\nIiKCBg0amDzH2tra5Hu9Xm9yuLIo/uK5V767D1ff6zV31+W/DiXfXac783fv3p3Q0FD69OnDhQsX\n6Ny5Mz///PND5zAXr8dqYDQaib58yaQ9JjaWzMxManrV1CRXamoyBw/uITn5L5P2ap41AIiJuf/0\nQEVNxVqpmEm2XcmmYq1UzKTifl4QMr1KjhLd0buz89GsWTMCAgKYOHFivs91d3dHp9PlHuoEOHLk\niMl5dvdy6tQpvLy8aN26NdbW1mRkZNz3cKObmxvx8fG5358/f77YTkR2dXXFwcGByMh/L3FPTk4m\nKSkJT0/Ph1rnlStXTDp7cXFxVK5cGcg5DF6uXDk6d+7MvHnzGDRoEOvXry+WHEWpmocHXjVqsCd0\nr0n7rt27sLGxwa+Zrya59PoMZs96n9DQH0zaL168AEB514pmz6RirVTMJNuuZFOxVipmUnE/FwVX\nojt6d5swYQJ//PGHycTHtzuD5cqV47nnnmPevHkkJycTFxfHu+++S2Ji4n3X6+7uTnx8PPHx8Vy7\ndo2QkBAqVapEQkLCPV/TvHlz1qxZw7Vr17h+/Tpffvll4X/Ae9DpdHTo0IHFixeTkJDAjRs3mDFj\nBtWqVcsz8lhQmZmZLFmyhMzMTI4fP86BAwcICAggISGBli1bcuDAAYxGI6mpqZw7d47HHnusWHIU\ntdHDR/LDrh9ZumIZcVfi2LVnN/MXL6R/YD/Ku2gz7YOrqxv+/m3ZuGEFe/fsICEhjtOnTrBo4Qxc\nXFxp0qSFJrlUrJVqmWTbFVxKSgpJ15O4lnQNQ3Y2er2epOtJJF1PMjltxNxUrJVqmVTdz0XBlNhz\n9PIbHXN1dSUoKIgZM2bQsmXLPM+bNm0aEyZMwN/fHycnJ1566SV69Ohxz/Xd1rp1a3bv3k27du1w\ndXXlrbfews/Pj4kTJ+Lm5mZyTtpt48aNY+LEibRp0wZnZ2cmTJhQoNHDh/XOO+/wwQcf0L17d/R6\nPQ0aNGDp0qW5P9fdP9/9RhefeOIJMjMz8fPLmbvptddeo3nz5kBOHadOncqVK1dwcHCgefPmjBgx\n4qFymFvr517g46nTWbTkC2bOmU0FV1f6932FYYOHappr0OAgypevwIYNK7j+xUycnctTu7Y3vXoN\npEyZvFffmYOKtVIxk2y7gnlzwhuc/PXfi7JCryYSun8vAMETJ9Oh7Yua5FKxVipmUnE/vx/V5rPT\nis6o7OUyQitz584lLCyM1atXax0lf7fUut1O+DltZs+/H+8n5HBKQai4/VTcdqnp9z4HV0uODrZa\nRygRVNzPAbzrFd8NAX777d5H3YpbnTrq3P+3xI7oCSGEEELci2oXRWjFos7RE0IIIYQQ/5IRPZHH\niBEjcs+5E0IIIUoirc8JV4WM6AkhhBBCWCjp6AkhhBBCWCg5dCuEEEIIiyMHbnPIiJ4QQgghhIWS\nET0hhBBCWBy5FiOHTJgsSh7FJkxWlaoTpKpGxcmJRcF9/0uM1hHyaP+0h9YRSg774htv+uPs/W9x\nWlyerOWm2XvfTQ7dCiGEEEJYKDl0K4QQQgiLI/Po5ZARPSGEEEIICyUdPSGEEEIICyUdPSGEEEII\nCyXn6IlHzrqN61m6YjmXYi7j4uxCh3btCBo5Bhsbbf87qJbLaDT+P3v3HVdl/f5x/HUYDgRUUBFB\nDbSfWC4UBwoOXDhyoDmx3CNtOHMrXzXLreE2c48UB2mamRNBcQKWK8UBhlsQBIHD+f1hnDyCgjLu\nW7qePc4juO9z7vvNdW6OF597sWvXTxw6uJc7d26TP38BKlWqTo8eAylW3EYyvUBt751aM6k5V6ol\ns8dw5c+zjJ+xhqLWyp05qcY6qTHT68ghes/JiF4O8PX1pXPnzkrHyFYeHh5s3rw53XnBwcE4OTmR\nmJiYy6ne3I6fdzJxig+dO3Zi787dTB43gR3+/kybMV1yvWTN6kVs3bKG9l7ezJ23mq+GTuTatUv4\n+AxFq1XmEjdqzKTG906NmdScK9WJo79y9WIoSt9TQY11UmMmkTl5vtFLTk5mwYIFeHp64uzsTPXq\n1fn00085depUjq73Tc726dGjB05OTkREpL0e1G+//YaTkxO+vr4ZLkfJhutdObtp4dLFtG7Rik+6\ne2NXqhQeDRvx5eAh/OS3lbv3lLvunNpypWi1BAcfpW27rri5NaZ48ZJUrlyDTp17cfduFDduXJNM\n/1Dbe6fWTGrOBRDz+AH+Py3DtWErRXOAOuukxkwic/J8ozd9+nQOHTqEr68vZ86cISAgAFdXV/r2\n7UtkZKTS8fSKFSvGrl270kzftWsX1tbWmV7Ou9JwKeHGzRvcioiggbu7wfT6bu5otVoCAgMk1z+M\njI1ZuGgTXl7eBtM1/4x0mBjn/q4aNWZS43unxkxqzpXKb91CHN+vRBUXN0VzqLFOasyUGRqNRrGH\nmuT5Ri8wMJBWrVpRvnx5NBoNZmZmDBw4kKlTp5IvXz4AHj16xBdffEHdunWpVasW/fv3JyoqSr8M\nJycnVq1ahZubG8uXLwfA39+fVq1a4ezsTJMmTdi4cWOadW/atAl3d3ecnZ357rvvXpuzfv36/Pzz\nzwbT4uLiOH78OLVq1TKYvnPnTjw9PalevTpdu3bl4sWLmapFYmIi48ePx83NDRcXF7y9vbly5Yp+\n/sOHD/niiy9wcXHB3d2duXPnGrw+NjaWL774AmdnZzw8PDh58mS66wkLC6N79+7UrFkTNzc3Jk+e\njFarBZ6POrq4uHD06FFatGiBs7Mzffv25cmTJ5n6GbIi/Pp1NBoNZexLG0y3LWmLqakp18LDczzD\nu5TrZeHhV/DzW4uLS13KlHVUOg6gfCY1vndqzKTmXADnTh7hyoWzdOzxhWIZUqmxTmrMJDIvzzd6\nDg4ObN++PU0z1Lp1a4oXf37ro5kzZxIfH8/Bgwc5fPgwAN98843B83///Xf8/f3p168fERERjBkz\nhgkTJnD27FmmTp3KlClTuHz5sv754eHhxMTEcODAAebNm8ePP/7IhQsXXpmzevXqxMTE8Oeff+qn\n/fbbb7i6ulKgQAH9tPPnzzN58mSmTJnCyZMncXNz47PPPiMzd7Jbvnw5YWFh7Nmzh+PHj+Pg4MDX\nX3+tnz9+/HiMjIw4cuQImzZtwt/fny1btujn+/n5MWDAAE6cOIGLiwtTp05Ndz3Dhg3D1dWVkydP\nsnXrVg4ePMimTZv08+Pj4/nll1/YsmULe/fu5dKlS/z0008Z5s+q2LhYAAoVKpRmXqFChXgSG5vj\nGdKj1lyp1q9bSreuTRk7ZiBVq7owfLiPonnUlEmN750aM4F6cz2Ne8L2DYtp1bE3hYtmfu9JTlFj\nndSYKTM0Cj7URJ2nymSjCRMmMGzYMNq3b4+trS0uLi40aNCApk2b6kf0fHx8SE5OJn/+/AA0adKE\nJUuWGCynZcuWWFlZAWBvb8/x48exsLAAoE6dOlhbW/PHH3/wf//3fwCYmprSv39/ABo0aIC5uTnh\n4eFUrFgx3ZwmJia0bt0af39/PvjgA+D5btuuXbuyf/9+/fN27txJ3bp1qVmzJgB9+vTBwcGBZ8+e\nZViLgQMH0qtXL8zMzABo3rw527dvJyUlhZiYGA4dOsS2bdswMzPDzMyMefPmGZxN5eHhwYcffghA\ns2bN2Lt3b7rr2blzJ6ampgCULFkSFxcXzp8/r5+fkpJC3759MTc3x9zcnBo1anD16tUM8wtltG3b\nlYaNPAkP/4sN65cRGXmTseNmKLp7Qo2ZxLtpx4bFFCthS71GHykdRYgckecbPVtbWzZu3MjVq1cJ\nCgoiODiY8ePHM3/+fNatW0eJEiW4fv063377LWFhYTx79gytVkuRIkUMllOqVCmD79evX4+fnx/3\n7t0jJSWFpKQkg5Mg7OzsDJ5foECBDE+SaNu2Lf369ePrr7/m0aNHXLhwgQYNGhg0erdu3aJs2bIG\ny23ZsmWmanH//n2mTp3KyZMnefr0KSkpKWi1WpKTk4mIiECn02Fv/+/NuKtWrWrw+hfn5c+fn6Sk\npHTXExgYyKJFiwgPD0er1aLVavH09HzlsgoWLJipRjWrLCwsAYiNjUszLy4ujsKWljmeIT1qzZXK\n3MIScwtL7OzKUsrWnjFjBnLi+GHquDb8z2dS43unxkygzlwXwk4SeuYYwya+cLJbJvaO5CQ11kmN\nmUTm5fldt6nKlSuHt7c3CxYsYP/+/SQlJbFmzRp0Oh0DBgygePHi7Nu3j5CQECZPnpzm9cbGxvqv\nt2zZwooVK/jmm284e/YsoaGh2NgYXsPrbUYWnJycKFq0KMePH2fPnj00btw4zfWJNBoNKSkpb7xs\ngKFDh/L06VP8/f0JDQ3VH28IYGT0fFN43bIz8zNdvXqVr776ig4dOnDixAlCQ0Np1SrtWWxKjLw4\nvueATqfjxq2bBtMjIiNJSkqinGO5XM+k1lxPnkQTGHiQ6OhHBtNLl3F4ni3ihmRCne+dGjOpNVfI\nySMkJyUyY+IARvRryYh+LVkyazSgY9ronv98nbvUWCc1ZsoMORnjuTzd6N25cwcfHx/i4gz/CrG2\ntqZChQrEx8dz//59bt++jbe3t34U748//njtcsPCwnBxcaFmzZpoNBru3bvH3bt3syVz27Zt2bt3\nL3v37qVNmzZp5pcuXZrwFw58TUxMZOXKlURHR2e47LCwMDp16kSJEs8vAvriz2lnZ4dGozFY9okT\nJzh06NAb5b948SL58uWje/fu5MuXD51O99pjE3NTaXt7HB0cOHj4kMH0/Qf2Y2Jigns9Zc62U2Ou\nxMRnzJ/3Pw4f/tVg+vXrfwFgZV1cMqHO906NmdSaq6VXT0b4LGHE5MX6R6eeQwEN/YdO++fr3KXG\nOqkxk8i8PN3oWVlZERgYyKhRowgPD0en05GQkMCuXbs4ceIEjRs3xsrKCjMzM86dO0diYiK7du3i\nwoULxMXFER8fn+5y7e3tuXbtGjExMURGRjJt2jTs7Oy4c+dOljO3bt2ao0ePEhUVhYuLS5r5Xl5e\nBAcHc/jwYZKTk1m1ahVr167F3Nw8w2Xb29sTEhJCcnIyR48eJTAwEHjeEBcuXJgmTZqwcOFCoqOj\nuX37NhMmTHjjBtbOzo5nz55x8eJFoqOjmTVrFvny5cu2Rjirvhz8Ob/u38eqtau5/fdt9h88wKJl\nS+jp/QlWRYtKrn9YW5egYcMWbPNby6GDe7hz5zbnw86wdMksiha1pk6dBpLpH2p779SaSY25LItY\nU9KurMHDqnhJQEdxGzusiilztxW11UmtmTKi0Sj3UJM8fYyeqakpa9euxdfXlz59+vDo0SOMjIyo\nWLEic+bMoW7dusDzkzG+++475s+fT6tWrVi4cCHdunWjadOmBAQEpBmG7dq1K8HBwTRo0AB7e3sm\nTZrE+fPnmT9/PsWKFXvjnC8u38bGBgcHB/1JDy9zcnJi1qxZ/O9//+Phw4dUrFiRxYsXG+xaTj1R\nA57fMqps2bL8/PPPTJgwgYkTJ7J582bc3NyYO3cu/fv3p0OHDuzdu5dvvvmGsWPH0rBhQywtLWnX\nrh2dOnVKk/F1qlWrRvfu3fH29sbMzIxBgwYxbtw4Bg0axLBhw+jSpcsb1yc7NW/SjBnTprN0xXLm\nfD+fYtbW9OzxKZ/1Hyi5XtKv/zCsrIrh57eWh8vnUKSIFRUrVqVLlz6YmaU9++6/mkmN750aM6k5\nV1rK/kutxjqpMZPIHI0uM9flEEJNEpS51dW7JuSyXK0+M6r+X+7v8hXZZ/fptHcUUlqrGvYZP0k8\nVyDnxpvCrz7IsWVnxKGc8pfqSZWnR/SEEEII8d+ktl2oSsnTx+gJIYQQQvyXyYieEEIIIfIcjeru\nUaEMGdETQgghhMijZERPCCGEEHmPDOgBMqInhBBCCJFnSaMnhBBCCJFHSaMnhBBCiDznXbozxu3b\ntxkyZAi1a9fGzc2NMWPGEBsbmy11kGP0hMijIp48UzpCGmq8kKxccDdz1HoBbjXWSog3NXDgQCpX\nrszhw4eJjo5m8ODBfPfdd0yZMiXLy5YRPSGEEELkORoF/3sTT548oXLlygwfPpwCBQpgY2ND+/bt\nOXnyZLbUQUb0hBBCCCEUYmFhwbRp0wym3b59Gxsbm2xZvjR6QgghhBAqERYWxvr161myZEm2LE8a\nPSGEEELkOe/ivW5Pnz7NZ599xsiRI6lTp062LFOO0RNCCCGEUNiBAwcYMGAA48aNo3v37tm2XGn0\nxH/Olm1badW+DZVrOlO/qQcz5s4iOTlZ6ViqzZVqyewxDO/jyaMHdxXNIXXKHDXWSafT8fPPmxk+\nrBfe3ZvTp3db5s7x4f69O4rmUmOtJFPWaTQaxR5v6syZM4wZM4bvv/+eNm3aZGsdpNHLYT169GDO\nnDlKx8gRTk5OBAQEZPg8T09Ptm7dmguJMrbj551MnOJD546d2LtzN5PHTWCHvz/TZkyXXK9x4uiv\nXL0YitL3FJI6ZY5a67Rm9SK2bllDey9v5s5bzVdDJ3Lt2iV8fIai1SrTMKixVpLpv0Wr1TJhwgRG\njBiBq6trti9fGr0sSE5OZsGCBXh6euLs7Ez16tX59NNPOXXqlNLRMpSYmMiiRYto2bIlzs7O1K1b\nlwEDBnD69OlsX9fevXvp2LFjti/3bSxcupjWLVrxSXdv7EqVwqNhI74cPISf/LZy955y1wlTay6A\nmMcP8P9pGa4NWymaA6ROmaXGOqVotQQHH6Vtu664uTWmePGSVK5cg06de3H3bhQ3blxTJJcaayWZ\n/lvOnj3LtWvXmDp1KlWqVKFq1ar6///9999ZXr40elkwffp0Dh06hK+vL2fOnCEgIABXV1f69u1L\nZGSk0vFeSavV0rdvXw4dOsSsWbM4e/Ysu3btonLlynz66acEBQUpHTFH3Lh5g1sRETRwdzeYXt/N\nHa1WS0BgxqOT/6VcqfzWLcTx/UpUcXFTNIfUKXPUWicjY2MWLtqEl5e3wfTUa46ZGOf+uYFqrJVk\nyj4aBR9vwsXFhQsXLhASEkJoaKjB/21tbd/yp/+XNHpZEBgYSKtWrShfvjwajQYzMzMGDhzI1KlT\nyZcvn/55SUlJTJo0iRo1alCvXj1++eUX/bywsDC6d+9OzZo1cXNzY/LkyWi1Wm7dusUHH3ygvwXK\ns2fPqFy5MrNnz9a/dv78+XzxxRcEBwfj4uLC0aNHadGiBc7OzvTt25cnT56km3vbtm2cP3+epUuX\n8sEHHwBgZWXFkCFD+Oqrr3j06BHw/HiahQsX0qxZM6pVq4aXl1e6TeCsWbP45JNPDKb99ttv1KxZ\nk6SkJDw8PNi8eTMAY8aMYerUqXz77bfUrl0bV1dXVqxY8Tblf2Ph16+j0WgoY1/aYLptSVtMTU25\nFh6eKznelVwA504e4cqFs3Ts8YViGVJJnTJHzXV6WXj4Ffz81uLiUpcyZR1zf/0qrJVkEtlNGr0s\ncHBwYPv27Vy8eNFgeuvWrSlevLj++19++YXmzZtz4sQJOnbsiI+PDykpKQAMGzYMV1dXTp48ydat\nWzl48CCbNm2idOnSlCxZkpCQEADOnTuHvb29wa7VU6dO6ffnx8fjfobMAAAgAElEQVTH88svv7Bl\nyxb27t3LpUuX+Omnn9LN/dtvv+Hp6UnRokXTzOvbty8tW7YEYN26dfj5+bFo0SJOnTrFRx99xODB\ng3n48KHBazw9PTlz5gwxMTH6afv376dp06aYmpqmWcfu3bupWLEigYGBjBw5krlz53L//v1XFzqb\nxMY9b5oLFSqUZl6hQoV4kk33FXxTas31NO4J2zcsplXH3hQuaq1IhhdJnTJHrXV60fp1S+nWtSlj\nxwykalUXhg/3USSHGmslmbLPu3Sv25wkjV4WTJgwAQsLC9q3b4+HhwejRo1i9+7dJCYmGjyvevXq\n1K1bFxMTEzw9PYmJidE3Szt37mTAgAEAlCxZEhcXF86fPw9A7dq1OXv2LAAnT56kdevWhIeHk5SU\nRFJSEqGhofpGLyUlhb59+2Jubo6NjQ01atTg6tWr6ea+desWDg4OGf58fn5+dO/enfLly2NiYkKv\nXr0oWLAghw8fNnhepUqVKFmyJAcOHACe7xo+dOiQvmF8mb29PW3btsXY2JiWLVui1Wq5fv16hnlE\n7tqxYTHFSthSr9FHSkdRNanTm2vbtiszZ61g8JCxBAcHMH36aHQ6ndKxhMiTpNHLAltbWzZu3Miu\nXbvo3bs3CQkJjB8/ntatW3P37r+XVrC3//em2/nz5wfQN4OBgYF07twZZ2dnqlSpwt69e/XzXmz0\nTp06Ra1atahQoQKhoaGcP38eKysr3nvvvXTXU7BgQZ49S/+m9hqNRj+i+DoRERE4OhruTildunS6\nxx96enry+++/A3DixAmMjIyoW7duust9MWeBAgUASEhIyDBPVllYWAIQGxuXZl5cXByFLS1zPEN6\n1JjrQthJQs8co3PPof9OVPgfYqlT5qixTi8zt7DEzq4sbm6NGTHif4SGnuLE8cMZvzCbqbFWkin7\nvEuXV8lJ0uhlg3LlyuHt7c2CBQvYv38/SUlJrFmzRj//VW/6tWvX+Oqrr+jQoQMnTpwgNDSUVq3+\nPWOvTp06hISEkJiYyJ9//knVqlWpVq0ap0+f5tSpU2mump3Zjats2bJcuXIlw+e9PDL5Oi1atCAg\nIIDExER+++03mjZtipFR+pvXq6bnNMf3HNDpdNy4ddNgekRkJElJSZRzLCe5/hFy8gjJSYnMmDiA\nEf1aMqJfS5bMGg3omDa65z9f5y6pU+aosU4AT55EExh4kOjoRwbTS5d5vnchIuJGrmdSY60kk8hu\n0ui9pTt37uDj40NcnOFfONbW1lSoUIH4+PgMl3HhwgXy5ctH9+7dyZcvHzqdjgsXLujnlyxZEmtr\na7Zt24ajoyP58uXD2dmZM2fOcPr06VeOmGWkefPm7Nu3j9u3b6eZN3fuXL777jsAypQpw7Vr/17y\nQKvVcvPmTcqWLZvmdR9++CHFixfn2LFj7N+/36BhVYvS9vY4Ojhw8PAhg+n7D+zHxMQE93rKnC2p\nxlwtvXoywmcJIyYv1j869RwKaOg/dNo/X+cuqVPmqLFOAImJz5g/738cPvyrwfTr1/8CwMq6eHov\ny1FqrJVkEtlNGr23ZGVlRWBgIKNGjSI8PBydTkdCQgK7du3ixIkTNG7c+JWvTT0Wxc7OjmfPnnHx\n4kWio6OZNWsW+fLlM9jtW7t2bVavXo2LiwsAzs7OhISEcP78+be+sGLbtm1xcXHhk08+4cSJE6Sk\npPDw4UMWLFjAhg0b9E1amzZtWL9+PVevXiUxMZHFixej1Wpp1KhRustt3rw5P/zwAzqdjlq1ar1V\ntpz25eDP+XX/PlatXc3tv2+z/+ABFi1bQk/vT7BK5+SU/2ouyyLWlLQra/CwKl4S0FHcxg6rYja5\nngmkTpmltjoBWFuXoGHDFmzzW8uhg3u4c+c258POsHTJLIoWtaZOnQaK5FJjrSSTyE65f+GiPMLU\n1JS1a9fi6+tLnz59ePToEUZGRlSsWJE5c+boR9vS252aOq1atWp0794db29vzMzMGDRoEOPGjWPQ\noEEMGzaMOXPmULt2bbZs2UKNGjUAsLS0xNraGo1GQ7Fixd4qu0ajYcmSJSxfvpxJkyZx584dzM3N\ncXFxYdOmTZQr93wYvk+fPjx+/Jh+/foRGxtLxYoVWbt2Lebm5un+bJ6enqxYsQJvb2+DeRkds5Cb\nxzM0b9KMGdOms3TFcuZ8P59i1tb07PEpn/UfmGsZ3qVcaSl77InUKXPUWqd+/YdhZVUMP7+1PFw+\nhyJFrKhYsSpduvTBzCztGZ25QY21kkwiO2l0cqqTeNckqPfeimqy+3SE0hHSaFXDPuMn5TKpU+aE\nXFbn3Q+q/l/u7/IV2ahAzo033YmMzrFlZ8TGrrBi636Z7LoVQgghhMijpNETQgghhMij5Bg9IYQQ\nQuQ5aruenVJkRE8IIYQQIo+SET0hhBBC5DkyoPecjOgJIYQQQuRRMqInhBBCiDxHo/D1LNVCRvSE\nEEIIIfIouWCyePeo7ILJT+ISlY6QLotC+ZSOkIYaL05c36mE0hHSOHLxbsZPymVqvIizWqnxM0GN\nnwdAjl4w+f7fT3Js2RkpZmuh2LpfJrtuhRBCCJHnyMkYz8muWyGEEEKIPEpG9IQQQgiR58iA3nMy\noieEEEIIkUdJoyeEEEIIkUdJoyf+c7Zs20qr9m2oXNOZ+k09mDF3FsnJyp/Ju37TOlwb1GLcpDFK\nR9FTa61SLZk9huF9PHn0QPmzVNX4/qVSU53UuE2pMROob5tSa51eSaNR7qEi0uhlwNfXl86dO79y\nvqenJ1u3bs3FRMpxcnIiICAg3XlVqlQhKCgolxO9uR0/72TiFB86d+zE3p27mTxuAjv8/Zk2Y7pi\nmWJiYhg66ks2bFpHgQIFFMvxMjXW6kUnjv7K1YuhKH0kjlrfv1RqqROoc5tSYyY1blNqrJPIHFU2\nesnJySxYsABPT0+cnZ2pXr06n376KadOnVIkj+Y13fnevXvp2LFjtq8zMjISJycnqlSpQtWqVala\ntSpubm58+eWXREZGZvv6sio0NBRXV1elY2Ro4dLFtG7Rik+6e2NXqhQeDRvx5eAh/OS3lbv37imS\nae9ve3iWkMD6VRuxMFfPtZfUWKtUMY8f4P/TMlwbtlI0B6j3/QN11QnUuU2pMZMatyk11ikjGgUf\naqLKRm/69OkcOnQIX19fzpw5Q0BAAK6urvTt21eVTU5O0Wg0+Pv7ExISQkhICP7+/piYmDBw4EDk\nOtdv7sbNG9yKiKCBu7vB9Ppu7mi1WgIC0x+tzGnudd1ZOH8JRYoUVWT96VFrrVL5rVuI4/uVqOLi\npmgOUOf7l0pNdVLjNqXGTKC+bUqtdRKZo8pGLzAwkFatWlG+fHk0Gg1mZmYMHDiQqVOnki/f86t7\n9+jRg8WLF/P555/j7OzMRx99RHh4ONOmTaNmzZo0atTIYDdjQEAAXl5eVK9enQYNGvD999/r5z14\n8IAhQ4ZQu3ZtXFxc6N27N7du3TLItGnTJtzd3XF2dua7777TT/fw8GDz5s0AjBkzhqlTp/Ltt99S\nu3ZtXF1dWbFihf65t27dwsvLi2rVqtGjRw92796Nk5PTK+ug0+kMGjorKytGjRrFlStXuHbtmn7U\nLzw8XP+c2bNn06NHDwCCg4OpUaMGBw4cwMPDg+rVqzN//nzOnz9P27ZtcXZ25vPPP0er1eprOnfu\nXIYOHYqzszONGjVi//796WaLiYnB09MTX19fwHC3bo8ePVi6dCmjRo2iRo0aNGjQAH9/f/1rly1b\nhoeHB87OzrRo0cJgXk4Kv34djUZDGfvSBtNtS9piamrKtRfqmJtsbUu9dtRYCWqtFcC5k0e4cuEs\nHXt8oViGF6nx/QP11UmN25QaM4H6tim11klkjiobPQcHB7Zv387FixcNprdu3ZrixYvrv9+yZQsD\nBgzg2LFjGBsb07t3bz788EOCgoJwd3dnxowZAMTHx/PFF1/g7e3NmTNnWLFiBStXruTQoUMAzJ8/\nnyJFihAQEEBAQAClS5dm5syZ+vWEh4cTExPDgQMHmDdvHj/++CMXLlxIN/vu3bupWLEigYGBjBw5\nkrlz53L//n0ABg8ejIODAydOnGDkyJHMnz//jX+ZtVotGo0GY2NjIP3dyi9Oi4+PJygoiD179jBp\n0iSWLFnC4sWLWb16Ndu3b+fw4cMcOHBA//xNmzbRvn17Tp48Sd++ffnqq694/Phxmgxffvklzs7O\nDBkyJN2cGzZsoF27dgQHB/Pxxx8zZcoUtFotZ86cYe3atWzcuJGzZ88yfvx4Jk+ezMOHD9+oDm8j\nNi4WgEKFCqWZV6hQIZ7ExuZ4hneFWmv1NO4J2zcsplXH3hQuaq1IhneBGuukxm1KjZnU6J2tk+y7\nBVTa6E2YMAELCwvat2+Ph4cHo0aNYvfu3SQmGt4/0NnZmUqVKmFmZkatWrUwNTWlXbt2mJiYUL9+\nfW7cuAFAwYIFOXLkCO3btwfg/fffp0KFCpw/fx54PjplamqKqakpBQoUwMfHhwULFujXY2pqSv/+\n/TE1NaVBgwaYm5sbjKK9yN7enrZt22JsbEzLli3RarVcv36dO3fucPnyZfr370/+/PmpUqUKLVq0\neKO63L9/n1mzZvHhhx/y3nvvAWS4C1en0+Ht7U3+/Pnx8PBAp9Ph6elJkSJFeO+993B0dOT69esG\nNa1fvz4mJiZ069YNc3PzNCdgTJs2DZ1Ox9SpU1+5XmdnZ+rWrYuxsTEtWrQgNjaWu3fv8uTJE4yN\njfUjs/Xq1ePMmTNYWVm9US3Ef9OODYspVsKWeo0+UjqKqkmdhBCpVHlnDFtbWzZu3MjVq1cJCgoi\nODiY8ePHM3/+fNatW0eJEiX0z0uVP39+bGxsDL5/sTH85ZdfWL16Nbdv30ar1ZKcnEytWrUA6Nu3\nL4MGDeLIkSO4ubnRokUL6tSpo3+tnZ2dQb4CBQqkaTpT2dvbGzwPICEhgXv37qHRaAyWVbly5Qxr\n0bZtW/0IXeHChalVqxaLFi3K8HUvKlmyJPC8JoC+fqnTnj17pv/ewcFB/7VGo8HW1pa7d/+9JMPm\nzZvZv38/v/76q35UMT0v10Gn05GQkICrqytOTk54eHjg6upK/fr1adu2LQULFnyjn+ltWFhYAhAb\nG5dmXlxcHIUtLXM8w7tCjbW6EHaS0DPHGDbR99+JcqxqGmqtkxq3KTVmUqN3tU4qG1hTjCobvVTl\nypWjXLlyeHt78+DBAzp27MiaNWsYMWIEAEZGhgOSr9oNGhQUhI+PD3PmzKFJkyYYGxvTvXt3/fxK\nlSpx4MABAgICOHjwIJ9//jkff/wxo0aNeu1y0/NyplQpKSkAmJj8W/LMLNff318/epeel5eRerzd\n657zqozpvV6n0xm8/vLly7i4uDBr1iyDUc+XvWod+fLlY8mSJVy6dIkDBw6wfv16fvzxR/z8/DA3\nN3/l8rKD43sO6HQ6bty6SdUqVfTTIyIjSUpKopxjuRxd/7tEjbUKOXmE5KREZkwc8O9EnQ7QMW10\nT8pXqMLAEd/mei61UWud1LhNqTGTGkmd3m2qa/Tu3LnDkiVLGDFihMHxANbW1lSoUIH4+Pg3XmZY\nWBiOjo40b94cgGfPnnH16lVq1KgBQHR0NIULF6ZRo0Y0atSIjz76iIEDB+obvexgbW2NTqcjMjKS\ncuWe/1KEhoa+9jUajea1u2bz58+vHylL9fJJJG/q5s2b+q91Oh1///23fkQQYNy4cVSoUIGPPvoI\nf39/2rRpk6nlpjaLycnJJCQkUKFCBSpUqED//v1p2bIlQUFBNG3aNEvZM1La3h5HBwcOHj5Em1at\n9dP3H9iPiYkJ7vWUPzNRLdRYq5ZePWnY3PBSRjfDL7H5x7n0HzqNYiVK5XomNVJrndS4Takxkxq9\nq3VS0wktSlLdMXpWVlYEBgYyatQowsPD9Y3Mrl27OHHiBI0bN37jZdrZ2REVFUVUVBT379/Hx8cH\nGxsb7ty5A0CXLl1YtmwZiYmJJCUlce7cOcqWLZutP5ednR329vasWLGChIQEQkND2bdv32tfk9Hx\nd1ZWVlhYWLBv3z5SUlIICAjg3LlzWcp59uxZgoKCSEpKYu3atcTHx+Pm9u8vsZGRETY2NowbN46p\nU6fqa5iR1J9l5cqV9O/fX/+6v/76i+joaEqXLv26l2ebLwd/zq/797Fq7Wpu/32b/QcPsGjZEnp6\nf4JVUWUuZRATE8ODhw+4/+A+2pQUEhMTefDwAQ8ePjDYrZ7b1FYryyLWlLQra/CwKl4S0FHcxg6r\nYjYZLiMnqO39U2udQH3blFozqW2bAnXWSWSO6kb0TE1NWbt2Lb6+vvTp04dHjx5hZGRExYoVmTNn\nDnXr1gXerFNv3rw5Bw4coGXLllhbWzNq1Cjc3d0ZN24cJUqUYN68efj4+LBkyRJMTU2pVKmSwVm3\nr6PRaF6b5cV5CxYsYPjw4bi6ulKzZk0GDBjA2LFjM/Xa9BgZGTF58mRmzpzJ6tWradKkCd7e3hw7\ndizTy3w5f5s2bdi8eTOfffYZhQsXZsGCBVhYWKR5bdu2bfn9998ZO3YsP/zwg8FyXncmcK9evfj7\n779p164dCQkJlCpVipEjR772MjPZqXmTZsyYNp2lK5Yz5/v5FLO2pmePT/ms/8BcWX96Ro4dztlz\nZ/TfH753l8NHDwEwcdxkWrdQ5oB6NdYqfcr+1a7W9y8t5Uc31LhNqTGTGrcpNdZJZI5GJ1fezVVa\nrVZ/EoOfnx++vr4cPHhQ4VTP9ejRA2dnZ4YNG6Z0lNdLUNe9FZ/EpX9ijtIsCuVTOkIau09HKB0h\njfpOJTJ+Ui47clH5e9K+rFUN+4yfJAB1fiao8fMAgAI5N94UfS/tySO5pXDxtJeiUYrqdt3mZT17\n9mT06NEkJCRw9+5dNm7cSIMGDZSOJYQQQog8Shq9XDR16lQeP36Mm5sbXl5evP/++/oziNVADlwV\nQgiRV2g0yj3URHXH6OVl9vb2LF++XOkYr7RmzRqlIwghhBAiG8mInhBCCCFEHiUjekIIIYTIg1S2\nD1UhMqInhBBCCJFHyYieEEIIIfIctZ0UoRQZ0RNCCCGEyKNkRE+8c9R2MVKXpYFKR0jXpWENlY7w\nTlDjhWTl4sSZp7bPA1DnNiX+u2RETwghhBAij5JGTwghhBAij5Jdt0IIIYTIc+RkjOdkRE8IIYQQ\nIo+SET0hhBBC5DkauWAyICN64j9q/aZ1uDaoxbhJY5SOAoCRBnrXLoN/3zqcG9mIwC/rM7VlRawV\nPntvy7attGrfhso1nanf1IMZc2eRnJysaKYXLZk9huF9PHn04K6iOdRYJzVmUmsutX0egDrrpMZM\nImMyoif+U2JiYpg0dQKXL1+iQIECSsfR+6pBOXq4lGH8L39yLjIaW8sCTPZ0YlmnanT8MRidApl2\n/LyTiVN8GDPiaxo38uDS5UuM95lEfHw8k8ZOUCCRoRNHf+XqxVCUvs2RGuukxkxqzKXWzwO11Umt\nmUTmyIieyBYeHh5s3rw5zfSjR4/i5OQEwOPHj/n6669xc3OjTp06fP7550RFReVqzr2/7eFZQgLr\nV23EwtwiV9f9Ou2rlGLXH1Hs/vMOkdEJnLr1mIUB16hoY8H/lTBXJNPCpYtp3aIVn3T3xq5UKTwa\nNuLLwUP4yW8rd+/dUyRTqpjHD/D/aRmuDVspmgPUWSc1ZlJjLrV+HqitTmrNlCGNgg8VkUZP5DjN\nP6c+jR49mocPH7J792727dtHUlISY8eOzdUs7nXdWTh/CUWKFM3V9WZGykvjdolaJcbxnrtx8wa3\nIiJo4O5uML2+mztarZaAwACFkj3nt24hju9XooqLm6I51FgnNWZSay41fh6osU5qzCQyTxo9kWts\nbW35+uuvKVy4MJaWlnTp0oXTp0/ncoZS+sZTTTaejqCFkw0upYsAYF0oH71qleFcZDSX7sbmep7w\n69fRaDSUsS9tMN22pC2mpqZcCw/P9Uypzp08wpULZ+nY4wvFMqRSY53UmEmtudT4eaDGOqkxU2bI\ngN5zcoyeyDWTJk0y+P727dsUL15coTTqsuhYOAVNjVnrXYMkbQqmxkacvvWYgVvOKZInNu55c1mo\nUKE08woVKsST2NxvPgGexj1h+4bFtOrYm8JFrbl3N1KRHKnUWCc1ZgL15lIbNdZJjZlE5smInlBE\nREQECxYs4LPPPlM6iir0qlWGrtXt+d+vF/n4x5N8tiUEywKm+Haoqrq/DpW0Y8NiipWwpV6jj5SO\nIoQQ7wRp9ESuu3r1Kj169MDLywsvLy+l4yjOsoAJwxqWZ1nQdTaeieTSvVgO/nWfkTvPU7NMETwr\nlsj1TBYWlgDExsalmRcXF0dhS8vcjsSFsJOEnjlG555D/52oU+44RlBnndSYCdSbS23UWCc1ZsoU\n2XcLSKMnsompqSnx8fFppj958oT8+fPrvw8NDaV79+5069aNUaNG5WZE1SpTpCAmxhr+um+4++Pa\nw+cfqmWLmuV6Jsf3HNDpdNy4ddNgekRkJElJSZRzLJfrmUJOHiE5KZEZEwcwol9LRvRryZJZowEd\n00b3/Ofr3KXGOqkxk5pzqY0a66TGTCLzpNET2cLR0ZE///wzzfSzZ8/yf//3fwBcv36dAQMGMHr0\naPr165fbEVUrMiYBgHLFDI9/KV/s+WVVIqMTcj1TaXt7HB0cOHj4kMH0/Qf2Y2Jignu93D/btaVX\nT0b4LGHE5MX6R6eeQwEN/YdO++fr3KXGOqkxk5pzqY0a66TGTJmhUfA/NTGePHnyZKVDiHdfyZIl\nmT17NtbW1jg6OpKcnIy/vz+LFy9m5syZ2NraMmzYMDw8POjVq1eW1pUYn/TWr42JiSE2LpanT5+y\nbec2rIpaUaO6C/Hx8RgbGWNi8ubnJy07feut8wAkJKXgaF2IdpVLcefJM54mJvN+CXMmNqsAwLT9\nl97qUiufu76XpVzFihVj4dLFFDIzo0SJEpw4dZJvZ82ge5duNG7k8VbLvPJ3zFvnyV/ADHPLIgaP\n+Pg4Th37jRbtP8WqmM1bLff/SmVtt1NO1Cmr1Jgpp3IlJmnfOk9OfB4A5M9n/NaZQJ3vX45lMsm5\n8abkBOXu2mFaQD3nump0OoUPchF5RkhICAsWLOCPP/4A4P3336d///64u7sTFRVFo0aNMDU1BZ5f\nW0+n06HRaPjhhx9wcXHJ9HqePHj61hkHDOnH2XNn0p03cdxkWrd484P8XZYGvnWeVPlNjPiyviPN\nnWwoYZ6f2MRkgm88YtbBv7j1OO0u8cy4NKxhlnPt2rObpSuWc+PWTYpZW9OxfQc+6z/wrZe3+3RE\nljO96K9LoSye8TXjZ6ymqPXbHcvYqoZ9lnNkd52ygxoz5USuJ3GJb/3anPg8ALDIhlsXqvH9y5FM\nOdgQxT/O/b0hqQoWUc+dVqTRE++crDR6OSE7Gr2ckB2NXnbL7kYvO2RHoyeUk5VGL6dkR6P3n5GD\njV6CAoe9pCpQWD2NnhyjJ4QQQgiRR0mjJ4QQQgiRR0mjJ4QQQgiRR6nntBAhhBBCiGyitvsYK0VG\n9IQQQggh8ihp9IQQQggh8ihp9IQQQggh8ihp9IQQQggh8ii5YLJ49yh4WxshckPI5XtKR0hjbFC4\n0hHStfvTWkpHeCcsPviX0hHSNaiFU44tO/HJsxxbdkbyWeRXbN0vkxE9IYQQQog8Sho9IYQQQog8\nSq6jJ4QQQog8R66i95yM6AkhhBBC5FEyoieEEEKIvEfujAFIoyf+g7Zs28qqtWu4GXGLokWK0rpl\nS4Z9/hUmJsr+Oqgxl2R6NzPpdDp27fqJQwf3cufObfLnL0ClStXp0WMgxYrbKJKpuHl+Vnarjk6X\n/r+/cw/+xYErypxtrLb3T42ZfvDpx5PHad+fYiXL4P31AgUSicySRk+8lSpVqrB06VJcXV3x8PBg\nwIABdO7cWelYGdrx804mTvFhzIivadzIg0uXLzHeZxLx8fFMGjtBckmmPJFpzepFHDjwC/36D6NC\nhQ+Jiopk2dLZ+PgMZd78NRgb5/5H/73YZ3ivOZVmejX7wnxRvxx/RMXkeiZQ5/unxkwaDdRo1J4a\njdoaTDdSYFvKLBnPe06O0RN06NCBWbNmGUz7888/cXJyYv/+/QbT16xZg5ubG6Ghobi6uuZmzGyx\ncOliWrdoxSfdvbErVQqPho34cvAQfvLbyt17yl27TI25JNO7mSlFqyU4+Cht23XFza0xxYuXpHLl\nGnTq3Iu7d6O4ceNarmdKFZ2QZPB48iyJLtXt2Rn2N3cUuuaZ2t4/tWYCMM2XHzOLIgaPAmbmiuUR\nmSONnsDd3Z3AwECDaceOHaNQoUJppgcFBeHu7p6b8bLNjZs3uBURQYOX8td3c0er1RIQGCC5JNM7\nn8nI2JiFizbh5eVtMF3zz/iGiYpGYNpVKUWhfCZsPhuhyPrV+P6pMZN4t0mjJ3B3d+fixYs8evRI\nPy0oKIj27dsbNHparZaTJ0/i7u6Ok5MTAQFpP3BSUlKYNWsWbm5u1K5dm6FDhxIdHQ08P25o4cKF\nNGvWjGrVquHl5UVQUFDO/4D/CL9+HY1GQxn70gbTbUvaYmpqyrVwZa78r8ZckundzZSe8PAr+Pmt\nxcWlLmXKOiodB4D8JkZ0qGrHtpBIniWnKJJBje+fGjO9szQKPlREGj1BtWrVKFSokL7pSkxM5OzZ\ns3zyySdERUURFRUFQEhICPHx8bi5ub1yWWvWrOH3339ny5YtHDp0iKdPnzJ16lQA1q1bh5+fH4sW\nLeLUqVN89NFHDB48mIcPH+b8DwnExsUCUKhQoTTzChUqxJPY2FzJ8TI15pJMmaPGTC9av24p3bo2\nZeyYgVSt6sLw4T6K5nmRZ0UbNMCeC3cUy6DG90+NmVLdvfUXO5b+j+WTevHD5D78/tMinsZGK5ZH\nZI40egJjY2NcXV05duwYAKdPn6ZEiRKUKVOGatWq6Uf1ggWc4c4AACAASURBVIKCqFy5MpaWlq9c\n1vbt2+nSpQu2trYULFiQCRMm0Lp1awD8/Pzo3r075cuXx8TEhF69elGwYEEOHz6c8z+kEP9Bbdt2\nZeasFQweMpbg4ACmTx+NWm5v3qaSLb9duqvYaJ54MwXNC5P4LJ6qbi3xGuRDvY8+IfzPU/gtnIA2\nOUnpeOnSKPifmqjnYA2hKHd3dxYtWgQ8b+hST7RwdXUlMDBQv5s1o+Pzbt68ib29vf57e3t7/fcR\nERE4OhruNipdujSRkZHZ+aO8koXF8wY1NjYuzby4uDgKv6aBzUlqzCWZMkeNmV5kbmGJuYUldnZl\nKWVrz5gxAzlx/DB1XBsqmqt8sUKUsMjP8eu5M5r/Kmp8/9SYCaDrMMMT9qxLlsHMogjbFk/i8rlj\nVHRpqEgukTEZ0RMA1K9fn6ioKK5du8bx48f1jV6dOnU4fvw48fHxnDt3LsNGz8jI6JUjBomJidme\n+004vueATqfjxq2bBtMjIiNJSkqinGM5ySWZ3vlMT55EExh4kOjoRwbTS5dxeJ4t4kauZ3pZXQdr\nniQkc+HOE0VzqPH9U2OmVylu93ybin38QOEk4nWk0RMA2NjYUL58eY4cOcKFCxeoXbs2AJUqVSIh\nIYFt27Zhbm5OlSpVXruc0qVLc+3av5dvuHnzJhs2bACgTJkyBvO0Wi03b96kTJkyOfATpZPN3h5H\nBwcOHj5kMH3/gf2YmJjgXu/Vxx7+13JJpnc3U2LiM+bP+x+HD/9qMP369b8AsLIunuuZXlallCWX\n7yp7/CKo8/1TY6aHdyL4df08Ht4xPDs66sYVAIqWsMv1TJmh0Sj3UBNp9ISem5sb69ev5/3336dI\nkSLA8+P3XFxcWL16NfXq1ctwGR06dGDTpk2Eh4cTFxfHzJkzOX36NABt2rRh/fr1XL16lcTERBYv\nXoxWq8XDwyNHf64XfTn4c37dv49Va1dz++/b7D94gEXLltDT+xOsihbNtRzvQi7J9G5msrYuQcOG\nLdjmt5ZDB/dw585tzoedYemSWRQtak2dOg1yPdPL7IsU5O+YBKVjAOp7/9SYyaJIMSL++oNfVs/i\n5qVzRD+4w1+hxzmwZQnFbMviWKlmrmcSmafRqeXIXKG4oKAgevfuTa9evRg1apR++qpVq/juu++Y\nPn067dq1A6BixYqsWLGCevXq0bhxY/r376+/M8aCBQvYsGEDOp2OevXqMXHiRIoUKYJWq2X27Nns\n3buX2NhYKlasyPjx43n//fffLGhCcpZ+zl17drN0xXJu3LpJMWtrOrbvwGf9B2ZpmdlBjbkkkzKZ\nQi5n7aK4ycnJ+G1dQ0DAfh4+vEeRIlZUrFiVLl36vPUt0MYGZd9lPfz7ufLT2QjWnbqV5WXt/rRW\nlpfxX9imFh/8K0t5Yh7dI+iX9URcCeNpbDQFC1ni8GFN6rbqTsFCb3/c4KAWTlnK9TopT5U7ScTI\nzFSxdb9MGj3x7slioyeE2mW10csJ2dnoZafsaPT+C7La6OUUafRynuy6FUIIIYTIo+TyKkIIIYTI\nc9R2UoRSZERPCCGEEEIht2/fZsCAAdSuXRsPDw9mzZqV8YvegIzoCSGEECIPejeG9IYMGULlypU5\ncOAADx48oF+/fhQrVoyePXtmy/JlRE8IIYQQQgFhYWFcvnyZkSNHUqhQIcqUKUOvXr346aefsm0d\nMqInhBBCiDznXThG788//8TOzg5zc3P9tA8++IDw8HCePn2KmZlZltchI3pCCCGEEAp4/Pgxli/d\nvzj1hgWPHj1K7yVvTEb0xLungGy2Im+rWsVW6Qhp7FZhJpF5OXm9OtV6R/6tyOnLGcuInhBCCCGE\nAqysrHj8+LHBtMePH6PRaLCyssqWdUijJ4QQQgihgEqVKvH3338bNHuhoaGUK1eOggULZss6pNET\nQgghhFBAxYoVqVy5MrNnzyY2NparV6+yatUqunXrlm3rkHvdCiGEEEIo5M6dO0yYMIHg4GDMzc3p\n2rUrgwcPzrblS6MnhBBCCJFHya5bIYQQQog8Sho9IYQQQog8Sho9IYQQQog8Sho9IYQQQog8Sho9\nIYQQQog8Sho9IYQQQog8Sho9kSccPXqUevXqMXz48DTzVq9ejaenJ87Oznz88cf88ccf+nkPHjxg\nxIgRuLm5UatWLcaNG0diYqJ+/sWLF+nRowcuLi40b96cH3/8UfFMADt27KB69erMmTMn03lyMtPF\nixfp1asXNWvWpGHDhnzzzTckJycrnuv48eN07tyZ6tWr06BBAyZOnMjTp08VzfSiwYMH4+Hhkak8\nOZUpMjISJycnqlatStWqValSpQpVq1bN9LaeU3VKTk7mm2++oXbt2ri4uPDll18SExOjWKadO3fq\na5P6qFSpEk2aNMlUppysVVBQEJ06daJGjRo0bNiQ//3vfzx79kzRTMeOHaNTp05Ur16dpk2bsnPn\nzkzlETlAJ8Q7bvny5TpPT09dt27ddMOGDTOYt337dl2NGjV0p0+f1iUmJuo2b96sq1evnu7p06c6\nnU6n++STT3R9+vTRPXjwQPfo0SNd3759dT4+PjqdTqdLSEjQ1a9fX7dw4UJdfHy87o8//tDVrl1b\n99tvvymWSafT6Xx8fHQff/yxrnXr1rrZs2crXqe4uDhdvXr1dPPmzdMlJibqrl27pvPw8NAtXrxY\n0Vx3797VVa1aVbd9+3adVqvVRUZG6lq2bKmbPn26YpledODAAZ2Li4vOw8ND0TpFRETonJycMpUh\ntzLpdDrdt99+q+vevbvu7t27ukePHumGDRumW758uaKZXjZhwoRM/w7mVK4HDx7oqlWrptu0aZNO\nq9XqoqKidG3atNHNmDFDsUzh4eG6ypUr6zZu3KhLTEzUnTp1SlerVi1dSEhIpmolspeM6Il3XoEC\nBdiyZQtlypRJM+/gwYO0aNGC6tWrY2pqSqdOnbC1teXgwYM8ffqU4OBgBg8ejJWVFUWKFGH06NHs\n2LGD5ORkDh48SHJyMoMGDaJAgQJ88MEHfPzxx2zevFmxTAClSpVi/fr1FClSRBV1evDgAQ0aNODz\nzz/H1NQUBwcHmjVrxsmTJxXNpdVqmTJlCu3atcPIyIhSpUrh7u7OlStXFMuUKiEhgalTp9KnT59M\n1Sg3Mr2NnMr07NkzNm3axPjx4ylevDhFihRh9uzZ9O3bVzV1Cg0N5fDhwwwcOFDRWl27do2EhATa\nt2+PkZERNjY21K9fnwsXLuR6pp07d5KcnMyxY8ewtbWlS5cumJqaUqNGDTp27Iifn1+maiWylzR6\n4p3n7e2Nubn5K+drNBqD7y0tLV/5IWhhYUF8fDw3b97kzz//pEKFCgav/+CDDwgLC8v1TE+fPuXm\nzZsA9O3bF1NT0wwz5Fam0qVLM23aNIyM/v04iYqKwsbGRtFcJUuW5KOPPtLPO3/+PPv27aNly5aK\nZUr1/fffU6tWLapXr55hltzIpNPp+Prrr3Fzc6Nu3brMmTMHrVab65lSf/f++OMPkpOTuXjxIk2a\nNKFevXpMmDCB+Pj4XM/08nuXaubMmQwaNAgzM7MMM+Vkrg8++IASJUqwfv16EhMTiYiI4PDhwzRq\n1EixTOkpXLgwFy9ezDCTyH7S6Ik8rVGjRvzyyy+cPn2apKQk9u3bR2hoKNHR0ZiZmVGzZk18fX15\n+PAh0dHR+Pr6YmxsTHR0NI8fP8bS0tJgeUWKFCE6OjrXM5mYmGR5vbmV6ffff+fQoUNvNFqVk7lO\nnTpFpUqV6Nq1Kx06dKBDhw6KZrp8+TI7d+5k5MiRWcqRXZny5ctH9erVadasGYcPH2bp0qX4+/uz\naNGiXM+U+rsXFRWFTqcjICCA7du3s3btWoKDg5k3b55idXrR6dOnuX79Ol5eXlnKkx25zMzM8PX1\nZdmyZVStWpWmTZvy/vvv06NHj1zPlPr+ubu7c/v2bTZt2kRiYiIXL15k586dPH78OFvqJd6MNHoi\nT2vXrh29e/dm5MiRuLm5cezYMZo1a4axsTEAM2bMoECBAnh6etKpUyfq1KmDqampfr4unVtBv/xX\nbm5nygnZlWnfvn2MGjWKmTNnUq5cOVXkcnFx4fz582zdupW9e/cyd+5cRTP5+Pjw+eefY2VllaUc\n2ZWpePHibNiwgcaNG2NsbEzlypUZMGAA27ZtUywTgFarZejQoVhYWODo6Ejv3r3Zs2ePoplSrV69\nms6dO5MvX74s5cmOXI8ePWLQoEEMGTKEs2fPsm/fPiIjI/n2228Vy1SmTBnmzZvHhg0bqFu3LrNm\nzcLLywsTE5Ms10q8Oam6yPM+++wzPvvsM/33AwcOpFq1agCULFmShQsX6uc9fvyYhIQEbGxsKFq0\nKDdu3DBY1qNHj9742LjsyBQfH5/pXaFKZdq8eTNz5szB19cXV1dX1eRKVaFCBQYOHMjEiRMZOnRo\nrmZK3aa2bNmCVqulc+fOQPp/SORWptdtU3Z2dty7dy/XM6XWKSEhAXi+O/DFTA8fPsz1TC/XKSEh\ngSNHjmT62LycypVaqz179mBubk737t0BKF26NP369ePrr79m9OjRuZrpxVo1btyYxo0b6+f/+OOP\nOf4ZJtInI3oiT7t+/ToHDhzQf5+QkMCZM2f0x0YdPnyYq1ev6ucHBARga2uLjY0NlStX5uLFi6Sk\npOjnh4WFUaVKlVzPVKpUqRz9kMxqpr179zJ//nzWrFmTrU1eVnLt2LEjze4rjUaT5VGFrGxTP//8\nM5cvX6ZOnTrUqVOHwYMH8/fff+Pq6srZs2dzNVNqnYKCgliyZInB8q5evYqdnd1b53nbTKl1Sh0N\nfvF4sIiICEqWLJnrmV7+3QsICKBgwYJ88MEHWcqS1VyptUpJSUnzB8OzZ8+yvOchK7WKiYlJMyIc\nEBCAs7NzljKJtyONnsjT7t69y7BhwwgLC+PZs2dMnz6dMmXKUKtWLeB5gzJlyhRiY2O5desW8+fP\n1x9bVr9+fczNzVm0aBEJCQmEhITg5+dHt27dFMuUU7KS6cmTJ/j4+DBz5kwqVKigmlypu2zXrVtH\nYmIikZGR/PDDD2903brszjR//nz27NnDzp072blzJ1OnTsXGxoadO3dSqVIlRTJZWlqycOFCfv75\nZ5KTkwkLC2PlypWKbufW1tY0adKEOXPmcP/+fW7dusWqVauyfHxldvzuXbhwIctNcHbmcnNzIyoq\nSn88XFRUFGvWrHmj6/tldyZjY2OmTZvGhg0bSElJYceOHYSEhOhHskXu0uiyc9+BEAqoUqUKGo1G\nfwkEY2NjNBoNISEhAKxcuZKVK1fy9OlTatWqhY+Pj/4v9OjoaL7++muCg4MxMzOjW7duBrsq/vrr\nLyZOnMj58+cpVqwYAwYMyNSHVU5lun37Np6enmg0GpKSkjAyMsLIyAg7O7sMj1/KqUw7d+5k9OjR\nBscr6XQ6g2UrkQuen4jxzTffcPXqVQoXLoyHhwcjRox47ZmGOZ3pRcHBwYwZM4bff/9d0Trt378f\nX19frl+/jqWlJT169KBfv36KZoqNjWXSpEkcOnQIExMTOnbsyLBhwzI8VjWn37uJEydy9+7dNKOg\nStYqKCiIuXPncu3aNczNzWnUqBHDhw9XdDsPCAjgm2++4fbt2zg6OjJ+/Pg3OstcZB9p9IQQQggh\n8ijZdSuEEEIIkUdJoyeEEEIIkUdJoyeEEEIIkUdJoyeEEEIIkUdJoyeEEEIIkUdJoyeEEEIIkUdJ\noyeEEEIIkUdJoyeEEEIIkUdJoyeEEEIIkUdJoydEJgUHB+Pk5ER4eLhiGa5du4aTkxMnT55Md/73\n33+Pm5tbLqfKHefOnaNZs2ZUq1aNv/76S+k46ZowYQI9evRQOkYaffr0YfTo0enOi4yMfO02JcSL\nnj17hpeXF8uWLcuR5T98+JBu3bpRrVo1Nm3a9FbLmD59Or1790Zu/PWcNHoiW+l0OlauXImXlxe1\natWiSpUqNGrUiMmTJ/Po0SOl42WZRqNROsJrM6ghX0754YcfsLCw4PTp05QvXz7blx8TE0O1atWo\nUaMGcXFxmXrNlStX+PXXX/XfT5kyhbVr12bqtXfu3GHLli1vlfVN/fDDD3z77bf679evX8/jx4/1\n37/tdrN3717q1q1Lly5d0sxLSUlh7ty5eHp6UqNGDdq3b4+/v/9brScvuXTpEsOHD6dhw4b67a1b\nt24G25GaTZ48maJFi9K/f/8cWf7u3bs5f/48+/fvT3e7yoyRI0fy+PFj5s2bl83p3k3S6Ils9d13\n37Fq1SrGjBlDQEAAISEhLFmyhNDQ0Bz7YPiv+a/+lRodHc17772X4U3t39aWLVuoUKECJUqUYPv2\n7Zl6jZ+f31v/A71v3z62bt36Vq/NipiYGL755huDP7zeZpsaMWIEixcvxtHRMd35ixYtYtu2bcye\nPZsTJ04wZMgQxo4dS1BQ0Ftnf9dFRUXh7e1N0aJF2bJlC+fOnePw4cM0a9aMoUOHcujQIaUjvlZY\nWBg7duxg5MiRObaO6OhoLC0tKVas2Fsvw8TEhGHDhrFy5Upu376djeneTdLoiWx15MgRPDw8qFmz\nJvny5UOj0VChQgXmzp1Lv379SE5OBiAhIYHp06fTtGlTqlWrRvPmzQ1GQnx9ffHy8uL333////bO\nPCqKK4vDv0ZEEJRRRCMuuIZNaZqtWWVXQEwLCLhE2RI3QFFEcRk1MUadoLigjiQ6uOGWoyztkhA9\nBsW0Di60mChBNjdkArI0Ag3NnT84XUNLN2I0Z2ZMfedwDlX16tZ9791Xdeu++6oxefJkWFhYICAg\nAAUFBUyZ+/fvY9q0aTA3N4ePjw8uXryISZMmITk5GUD7Ay0+Ph6Ojo7g8Xjw9fXtMoIye/ZsrF69\nGlu2bIGDgwO4XC6ioqIgkUiUlq+qqkJcXBz4fD54PB78/PyQlZUFAHj06BFMTEyQk5OjcE56ejp4\nPB4kEgmICH//+9/h6+sLCwsLuLu7Y8eOHWhra2PK//DDD5g8eTJ4PB6Cg4Nx//79bvXDhQsXMGnS\nJFhaWmL69On49ddfmTrGxsYqlG1qaoKlpaXStvH09ERiYqLCvmfPnsHExIR5YGdnZyM4OBhWVlaw\ns7PD8uXLUV1dzZQvLS3F/PnzYW1tDSsrKwQGBiI3N5c5npycjKlTpyI5ORnW1tb4/vvvO+nh7e2N\nvLw8nD9/HlwuF4WFhd2yodfJlUNESEtLw5QpUyAQCHD06NFOZYyNjXHw4EFMnjwZAQEBiI2NxcGD\nB3HhwgVwuVyUlZUhISEBISEhzDk7d+6Eu7s7eDweXFxcsHnzZrS2tuJvf/sbNm3ahLt374LL5eKn\nn356I3tduXIlFi1axGxXV1fDxMQEf/3rX5l9JSUlMDY2RmlpKWbPno24uDg8ePAADg4OaGtrg0Ag\nUJjOraqqQnR0NCwtLcHn87Fz506V7QUAw4cPx7fffothw4YpPZ6Wlobw8HCYmZlBXV0dHh4ecHV1\nxaFDh1TKfPbsGRYtWgQnJyfweDxMnz4d165dY47Pnj0bn332GebPnw8ej6dgZ3LOnDkDa2trXLt2\nDT4+PuByuYiMjERVVRXWr18PW1tbODk54ciRI8w5MpkMe/fuZcrLx6LcAT5z5gxsbGxw6tQp8Pl8\npKamAgAKCwsxd+5cODg4gMfjISwsDD///LPK+t26dQsSiQQLFiyAvr4+AEBHRwdhYWHYtm2bQlvm\n5eVh5syZsLW1hY2NDRYuXIhHjx4xx42NjZGZmYn4+HjY2NjAwcEBX375pcL1vvrqK9jZ2cHKygrx\n8fE4fvw4jI2NmePnzp2DQCBg+jwmJgaVlZUq9T9w4ABsbGzeSEZ2djYCAwNhZWUFe3t7xMfHK+03\noD31Ye/evfjtt9/A5XJx9OhRJjLs4uLC9M22bduYc+SpB6dOnYK7uzuio6MBAE5OTjA0NOzS3v40\nEAvLO2Tx4sXk4OBAFy9epNbWVpXlEhISyMfHhx4+fEgymYwuXrxIZmZmlJ6eTkREu3btIhsbG1q1\nahXV19eTRCKhGTNm0LRp0xgZEydOpHnz5lFdXR1VVlZSREQE8Xg82rVrFxERrV27liIiIqi+vp6I\niHJzc4nH41FRUZFSnT7++GOytram/fv3k1QqpbKyMvLy8qL4+HgiIrp+/ToZGxtTcXExERHNmzeP\npk+fTnV1ddTW1kbHjx8nExMTRn5ERATFxMQoXCMyMpISEhKIiGjHjh3k5uZGP//8MxER3bt3jyZM\nmEA7duwgIqInT56Qqakp7d27l6RSKZWUlNC0adPI2NiYbty4obQOu3btovHjx9PSpUuppqaG6uvr\nKSoqilxcXEgmk5FQKKTx48fTixcvmHOEQiHxeDxqaGjoJG/fvn3k6Oio0Jf79u0jDw8PIiK6du0a\njR8/ns6dO0dtbW1UUVFBYWFhNGvWLKa8n58fLVq0iBobG6mlpYW2bdtGFhYWVFNTw+jM5/Np48aN\n1NzcrLRe8v5ZunQps90dG+qOXCKi7Oxs4nK5VFtbS8+fPyczMzPKzc1VKGNkZES+vr704MGDLnUK\nCQkhIqKzZ8+So6MjPXr0iIiISktLydvbm06cONGpLBHRunXrum2vZ8+eJXt7e2Y7KyuL/Pz8yNPT\nk9mXlpZGXl5enfSU23FJSQkRET1+/JiMjIwoKCiI7t27RzKZjNLS0sjIyIgKCgq6bDdl9SAiKisr\nIyMjI/rnP/+psH/fvn0KenektbWVJk6cSDExMVRTU0PNzc2UlJRE48aNo7KyMqYeDg4OdPbsWWpr\na1Mq5/Tp02RiYkJr1qwhiURCpaWlZG5uTh4eHnTx4kWSyWS0d+9eGjdunIINOjo6Un5+PslkMsrL\nyyMbGxvavXs3I9Pc3JwSEhKYcVJVVUV8Pp8SExOpsbGRXr58SZs3byZbW1uF8dWRwsJCMjExoYSE\nBKqoqFDZpqWlpWRmZkYpKSnU1NREVVVV9Mknn9DEiROZehsZGdGkSZNIJBJRW1sbZWdnk5GREV2+\nfJmIiDIyMsjMzIxycnKopaWFMjIyyN7enoyNjYmIqKKigkxNTenKlStERFRTU0MxMTG0bNkypTrJ\nZDKytbWlr7/+mtn3OhlyW8vMzKSWlhZ68uQJ+fv7U2hoqMq6y/tCzoEDB8jW1pYePnxIRER3794l\nLpdLx48fJ6L/2G9ISAg9ffpUQdamTZvIx8dH5bX+LLARPZZ3ytq1a8Hj8RAdHQ1bW1tERkYiOTlZ\nIRIlkUiQkZGBqKgojBo1CmpqanB3d4erq6vClJlEIsHKlSuho6MDbW1teHp6MpEpsViM8vJyREdH\no0+fPtDX18fy5cvx8uVL5vz6+nr06NEDGhoaAAAHBwfcunULo0ePVqm/np4eIiIi0LNnTwwfPhwz\nZsxAdna20rI7d+5k8sY4HA78/f3R1taGu3fvAgCmT5+OS5cuoaqqCkB71EUkEiEoKAhEhKNHjyIy\nMhImJiYAAFNTU4SGhiI9PR0AcP78eejo6GDu3Lno2bMnRowYgbCwsNf2QUtLC5YvXw5dXV3o6Ohg\n4cKFqKioQH5+Pry8vKCtrc1cAwCEQiF8fX3Ru3fvTrICAwNRU1ODS5cuKZSfNm0agPZcL1dXV/j4\n+IDD4WDQoEFYunQp8vLy8PjxYwDAyZMnsXnzZmhqakJdXR0CgQCNjY0oLCxkZNbV1SE6Oprpq9fR\nXRvqrtwjR47A29sbffv2xcCBA+Hq6qoQ8ZHj5OSEDz/8sFs61tXVoUePHujVqxcAwNDQEOfPn0dw\ncHCX5btjr46OjqitrWXGw7Vr1xAYGAiJRIJnz54BAH766SdMmDBBpX70ynStQCCAqakp1NTUEBAQ\nAACM/DeluroaHA4Hf/nLXxT29+vXTyE3sCM5OTkoLy/HmjVroKurCw0NDcTExKBPnz4QCoVMOX19\nffj6+naZV0hECA8Ph7a2NgwNDfHhhx9i8ODBcHd3h5qaGry8vNDa2oqysjIA7f0/Z84cmJubQ01N\njckp7GhLUqkUoaGhzDjJysqCmpoa4uLioKmpCS0tLSxbtgxtbW0K46UjY8eOxZYtW3DlyhW4urrC\n19cXq1evRlZWFhobG5lyx48fx9ChQ/Hpp5+iV69e6N+/P+Li4lBWVoabN28y5dzc3MDn88HhcODp\n6QktLS2mz4RCIRwdHeHs7Ax1dXV89NFHsLKyYs5taGhAW1sbNDU1AQC6urrYuXMnvvrqK6W6P336\nFLW1tTA1Ne22jCNHjsDBwQFTpkyBuro6DAwMEBUVhevXr6OiokJl/3UkNDQU2dnZTIrAuHHjYGxs\njDt37iiU8/X1xeDBgxX2yRfPSaXSbl3rfYV19FjeKf3790dycjJ+/PFHbNiwAaNHj8aFCxcwdepU\nrFixAgDw+PFjEBHGjh2rcO7o0aNRXl7ObPfr1w86OjrMdu/evdHc3AwAzE1i+PDhzHEjIyNoa2sz\n2/PmzUNxcTGcnZ0RExODEydOqJyGlfOqTsOGDUNTU5PSh1NRURFiY2NhZ2cHc3NzWFtbg8PhMDq6\nu7ujX79+OH36NID2KY7hw4fD0tIS1dXVqK2txebNm2Fubg4ulwsul4vt27fjt99+Q2trK549e4YP\nPvgAamr/GaZjx459bT5V3759MWjQIGbb0NAQQPu0mIaGBvz9/ZkpwZqaGly9elWl86GnpwcPDw+c\nPHkSQPuDv7i4mHEEiouLcenSJUZ/LpeLWbNmQV1dnXH07ty5g7lz5zKLcwQCgUI7AUCfPn3Qt2/f\nLuvVke7aUHfk/vrrr4wDLicoKAiXL1/ulN+jappSGX5+fhg5ciQ8PDwQGhqKffv2dZkv9Cb2qqur\ni3HjxuH69esAAJFIBD6fDysrK4hEIhARrl+/DhcXl27r27Fucue0Yx/90ZSXlzOOtpwePXrA0NBQ\nYcqy45jviiFDhjD/a2pqdtomIjQ3N6O+vh41NTWd7W9aTAAADH5JREFUbGnMmDF48uSJwr6ObVRS\nUoIXL14o2D6Px0NjY2On8zoyZcoU5OTkIC0tDUFBQaitrcXatWvh4eGB/Px8pi1efaGQL0Dqqi20\ntbXR1NQEoH28v3q8o6M3atQozJ49G6GhofD398eWLVsgFotV6i133vv169dtGarqQUQK47Qr6uvr\nsWnTJkyYMAFcLhfm5uYQi8WdnDdlY1Ou6/uwEPBtYB09lj8E+Vv3qlWrIBQKsWnTJmRkZODatWto\nbm5W6qwQkcJbeldv7PI8tp49eyrs7+gUGRkZITs7G7t378aYMWNw4MAB+Pr6MhEPZchzCDvq9Kpc\noD2iJI8YZGZmQiwW486dOwr16tGjBwIDAxlH7+zZs4wzIX+Qbt26FWKxGPn5+cjPz4dYLIZYLIa6\nurrSt9CO+XuqeLXd5DrJI0UhISEoKSlBfn4+srOzMWLECJibm6uUJ8+TqqyshFAohJOTE/Mw1tTU\nREhICKO/vA4FBQWws7NDeXk55s2bBxMTE3z33XcQi8U4d+5cp/5/tR9fhyoH5FUb6o7cw4cPg8Ph\nYMGCBbCxsYGNjQ3i4uKYvL3fq6eOjg5SU1Nx5swZuLm54erVq/D29saPP/6otPyb2quzszOuX7+O\n0tJSvHz5EiYmJrC1tYVIJMIvv/yC5uZm8Pn8buv7qo2/DXp6eiCiTi9IL168QP/+/ZWe01WfdqS7\nffDqOFB1P1F1XWVjreO1NTU1MWbMGKW2HxMT06Vuampq4PF4CA8PR3JyMnJycjBo0CBmZbQyneT6\ndKxHV31GRJ3a6tU2WLVqFS5fvow5c+agoqICs2bNeuOVqq/KmDlzJiOju/XoisWLF0MsFmP//v24\nc+cOxGIxeDxep3Jveg/5M8E6eizvjKdPn+Kzzz5TGpJ3dXUF0H6jHz58ODgcDh48eKBQprCwECNH\njuzWteSORse3wqKiItTX1zPb9fX1kMlksLa2xuLFiyEUCtGrV68uV0mWlpYqbJeVlaF3796dokIP\nHz5EbW0tIiIiGF1u377dSV5wcDDKy8tx/vx53Lt3DwKBAEC7EzBgwACFxSVAe0K8fArngw8+QEVF\nhcID5/79+6+9QdbW1jLTxUB71I3D4cDAwABAe4TPzs4OWVlZSE9PV4hkKcPe3h5Dhw6FUChEVlaW\nQvmRI0fi3r17CuWbmprwr3/9CwBQUFCAlpYWzJ8/n3m7vn379lt/BkYeqXgbGwLap0uzsrKwZMkS\npKenIyMjAxkZGcjMzMTcuXPx7bff/u5pH6lUioaGBowePRphYWE4fPgwvL29ceLECaXl39RenZ2d\ncePGDeTm5sLW1hYAGEdPJBLB1ta221Ph75phw4ZhwIABnabXbt68qfQhDbTbUl1dHZ4/f87sa2lp\nQWlpqcqVve8CPT099OnTR6ktyaPhqvR99OiRwj0HUIy4vcqpU6eUfn6nT58+TKQfAEaMGKFUHwDd\nbouBAwd20uXWrVvM/0SE2tpa6Ovrw9/fH0lJSVi3bp3SlAWgfbaGiDqt1n5Vxvr16xkZqurB4XAw\nYsSIbtXj1q1bCAgIwNixY8HhcNDQ0NDtlAK5rh2jkH9GWEeP5Z2hr68PkUiE2NhY5OfnQyqVgohQ\nVlaGDRs2QE9PD05OTujXrx+8vb2xZ88elJSUoLW1FRcuXMCVK1e6/d0kLpcLfX197N69GxKJBJWV\nlUhMTFTIM5s2bRq2bt3KTH8VFhairq6uyxtlZWUlDh06BKlUitLSUpw4cQI+Pj7McXl0YciQIVBX\nV0deXh5kMhlu376Nb775Brq6ugrTcwYGBnBycsLatWvh7u6uEM0IDw/HsWPHcOXKFchkMhQXFyMi\nIoJ5q/fw8EB9fT32798PqVSKoqKibq0g09DQQGJiIurq6lBXV4fdu3dj5MiRCrk1wcHByMjIQEFB\nAeN8dkVwcDD27t2LlpYWuLm5MftDQ0MhFouRmpqKxsZGvHjxAqtXr0Z4eDiA/zhkN27cQEtLC65c\nucI4Ll1FVl/Hu7AhoP3Bq6amhlmzZsHAwEDhb86cOWhoaFDID3uV3r1748mTJ6ivr+/kEG7YsAEL\nFixg6vn8+XOUlpYyOXdaWlqorKxETU0NGhsb39he5VHY48ePw87ODkB7VLCpqQmZmZkq8/O0tLRA\nRHj48OFrUxm6g6pUgrCwMKSmpqKgoABSqRRCoRC5ubmMbbyKi4sLBg8ejC+++AJ1dXV4+fIltm3b\nBqlUio8++uit9VQFh8NBSEgIDh8+jLt376KtrQ0ikQjp6eld2pKfnx90dHSwfv16VFdXQyqVIjU1\nFVOmTFE5dauurs58gkr+MtbY2IjvvvsOWVlZ8Pf3B9CeOvDkyROkpKRAKpUy9zdTU9Muo+8d8fLy\nQk5ODkQiEVpbWyEUChVeRoVCIfz8/Jip1oaGBhQUFKi0NwMDA+jq6uKXX355rQy5jc+YMQMikQiZ\nmZlMTuSePXvg7u7OrDp+HYaGhszz5NGjR1i1ahWGDBnSrRy/+/fvY8SIEf+1F57/FVhHj+Wd0bNn\nTxw7dgw8Hg8rV66Evb09LCwsEB4eDi0tLZw8eRK6uroAgI0bN8LGxgaRkZGws7NDSkoKkpKS4Onp\n2a1r9ejRA1u3bkVxcTGcnJwwb948REREQEtLi/nO2p49e/DgwQO4ubnB0tISy5cvx6JFi7pMUHdx\nccHz58/h6uoKf39/mJmZYdWqVcxxeSRqwIABWLduHVJTU2FjY4Ndu3Zh9erVCAkJwcGDB7Fjxw7m\nnODgYEgkkk6Rs/DwcISHh2PdunWwsLDAnDlz4OTkhNWrVwNof2gnJibizJkz4PP5SEhIwOLFi1/b\nNgMHDoSzszMCAgLg6uoKiUTCfHJGjqenJzQ0NODp6cn0SVf4+/ujsbERAQEBCtNF5ubm2L59OzIy\nMmBnZwcvLy/IZDJ8/fXXANoTp6OiovD555/DwcEBp06dwsaNGzF58mR88cUXb/XB4Le1ISLCsWPH\nMHXqVIXcTjl6enqYOHEi86kVDofTKRIZFBSEkpISuLi4MItw5KxYsQJDhw5FYGAgLCwsMGPGDJib\nmzPTegKBAK2trXB1dcWlS5fe2F45HA4cHR1RVFTEOHocDgfW1tZ48OCByvw8ExMTODg4YMmSJVi2\nbBlznjL5qiKveXl5TG5pVlYWxGIxsy3/KPInn3yCmTNnIjo6GtbW1khJScH27dthaWmpVKaGhgYO\nHDiAlpYWeHt7w8PDA4WFhUhLS1PIOX1XdKxbbGwsAgICEBcXB2tra2zcuBHx8fEIDQ1Veb62tja+\n+eYb1NTUwMPDA7a2tsjOzsb+/fsV8gE74u/vj507d+Lq1asQCATgcrlwdnZGamoqVqxYgfnz5wNo\nH/t79uzBpUuX4OjoiODgYBgYGGD//v0K+ncVGQ8KCoJAIEB0dDScnJxw8+ZNREREMON3ypQp+Pjj\nj7FkyRJYWFjAy8sLVVVV2Lp1q1J5ampqcHR0VPhklCoZ8k8yTZgwAV9++SUOHDgAPp+PyMhI2Nvb\nd/pkU1d8/vnnKCkpAZ/PR3R0NIKDgxEdHY3CwkLmV2hUtUNubi4zm/RnhkOvy+xmYfkfhYggk8mg\nrq4OoH2qjMfjYePGjZg6deoby5s9ezYGDhyo8kb3ezl27BgOHTqE8+fPv1O5b0N1dTU8PDzwj3/8\nAxYWFq8tX1RUBH9/f3z//fedVraxsLD8byKVShWiWUlJSRAKhbh48eLvkldQUIDg4GCcOXMGRkZG\n70rNP4Tc3FzMnz8fFy5cUOl4/1lgI3os/7dMnToVS5YsgUQiQVNTE5KSkqCpqQkHB4f/tmoMYrEY\nO3bswJIlS/7bqjDU1dVhzZo14PP53XLynj9/zkQrWSePheX/gx9++AGWlpYQiUQA2qcxT58+jYkT\nJ/5umePGjYNAIFD5CZb/FVpbW5GUlISIiIg/vZMHsI4ey/8xSUlJaGxshJubGyZMmID8/Hzs27dP\n4fMM/018fX2xcOFCfPrpp291c32XpKSkMFN6mzZtem35devWwdfXF6NGjfpDf/aIhYXl3eLp6YnY\n2FisWbMGPB4PUVFR8PPz6/TLOG+KPCcxJSXlHWn67klMTETfvn3fuq7vC+zULQsLCwsLCwvLewob\n0WNhYWFhYWFheU9hHT0WFhYWFhYWlvcU1tFjYWFhYWFhYXlPYR09FhYWFhYWFpb3FNbRY2FhYWFh\nYWF5T2EdPRYWFhYWFhaW9xTW0WNhYWFhYWFheU9hHT0WFhYWFhYWlveUfwMsaEQN7lFQmwAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4bc8ed6050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = playlist[playlist.groupby('Artist')['Artist'].transform('size') >= 10]\n",
    "c = c[c['Year'] > 0]\n",
    "c = c.groupby(['Artist', 'Year']).count()\n",
    "c.reset_index(level=[0,1], inplace=True)\n",
    "c = c.pivot('Artist', 'Year', 'Title').fillna(0)\n",
    "f, ax = plt.subplots(figsize=(6, 8))\n",
    "sns.set_color_codes('pastel')\n",
    "ax = sns.heatmap(c, annot=True, cmap='PuBu')\n",
    "ax.set(xlabel=\"Songs played by year for Artists with 10 or more Songs (so far)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "### Longest Songs\n",
    "At some level the duration we calculate is somewhat suspect.\n",
    "There are station id breaks, and such.\n",
    "So just counting start to start is iffy.\n",
    "But it's still interesting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x7f4bc3fcf5d0>]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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a5GD27Nmwt7eHv78/fHx8cO3aNaxcuVI4npGRgfv376usmyMiIqKGS6RshJPP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\n/wIu6IZHC92TqwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4bc9039ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "long_songs = playlist.sort_values(by='Duration', ascending=False)\n",
    "f, ax = plt.subplots(figsize=(6, 6))\n",
    "sns.set_color_codes('pastel')\n",
    "sns.barplot(y='Title', x='Duration', data=long_songs.head(15), color='b')\n",
    "ax.set(xlabel=\"Longest Songs in the Playlist (so far)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "## Sequential Runs by an Artist\n",
    "\n",
    "How often do we get runs of two or more consecutive tracks by the same artist?\n",
    "It happens.  The alphabet is a strange thing.\n",
    "\n",
    "Note, I'm not sure that the same artist playing the same song really counts.\n",
    "But the two plays of *All Apologies* by Nirvana really happened.\n",
    "They were from *In Utero* and *MTV Unplugged in New York*.\n",
    "So a self cover?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [],
   "source": [
    "def sequential_runs(tracks):\n",
    "    runs = pd.DataFrame(None, columns = ['Artist', 'Songs'])\n",
    "    artist = None\n",
    "    titles = []\n",
    "    for idx in tracks.index:\n",
    "        if tracks['Artist'][idx] == artist:\n",
    "            titles.append(tracks['Title'][idx])\n",
    "        else:\n",
    "            if len(titles) > 1:\n",
    "                runs = runs.append({'Artist': artist,\n",
    "                                   'Songs': titles},\n",
    "                                  ignore_index=True)\n",
    "            artist = tracks['Artist'][idx]\n",
    "            titles = [tracks['Title'][idx]]\n",
    "    return runs\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Artist</th>\n",
       "      <th>Songs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Nirvana</td>\n",
       "      <td>[All Apologies, All Apologies]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Gomez</td>\n",
       "      <td>[Get Miles, Get Myself Arrested]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Pearl Jam</td>\n",
       "      <td>[Given to Fly, Glorified G]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Guided By Voices</td>\n",
       "      <td>[I Am A Scientist, I Am A Tree]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>The Lemonheads</td>\n",
       "      <td>[It's A Shame About Ray, It's About Time]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Ben Harper</td>\n",
       "      <td>[Mama's Got A Girlfriend, Mama's Trippin']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Wilco</td>\n",
       "      <td>[Outta Mind (Outta Sight), Outtasite (Outta Mi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Nirvana</td>\n",
       "      <td>[Pennyroyal Tea, Pennyroyal Tea]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Los Lobos</td>\n",
       "      <td>[Reva's House, Revolution]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10,000 Maniacs</td>\n",
       "      <td>[These Are Days, These Days]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HTML(sequential_runs(playlist).to_html(index=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "### Duplicate Titles\n",
    "Duplicate titles could be covers. or they could just be \"same name, different song\".\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x7f4bc3d85350>,\n",
       " <matplotlib.text.Text at 0x7f4bc3dfe110>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AkK1lqExs3rw5q3MAAAAXlemLQsTHx+v27duPjBctWtRUIAAA4FrsLhPr16/X6NGjdf36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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4bc3e95150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = playlist['Title'].value_counts()\n",
    "title_counts = pd.DataFrame(zip(c.keys().tolist(), c.tolist()),\n",
    "                           columns=('Title', 'Count'))\n",
    "f, ax = plt.subplots(figsize=(6, 4))\n",
    "sns.set_color_codes('pastel')\n",
    "sns.countplot(y='Count', data=title_counts[title_counts['Count'] > 1], color='b')\n",
    "ax.set(xlabel=\"Number of Tracks with Title\", ylabel=\"Number of Titles\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "hideCode": true,
    "hidePrompt": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Title</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>All Apologies</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Alright</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Be Thankful For What You Got</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Believe</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Blue</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Changes</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Closing Time</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Congo Square</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Crazy</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Creep</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>December</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Drown</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Early In The Morning</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Everyday Is A Winding Road</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Excuse Me Mr.</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Friend Of The Devil</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hold On</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>I Know</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>I Need Love</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>It's Alright</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Last Goodbye</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Late At Night</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Liar</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Maria</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Nothing Compares 2 U</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>One</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Pennyroyal Tea</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Right Here, Right Now</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Ripple</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sexuality</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Shine</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Show Me Love</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Spoonman</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Stars</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Stones In The Road</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Summertime</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Superstar</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tennessee</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>There She Goes</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Time Bomb</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Wild Horses</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>You</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>You And Your Sister</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>You Bowed Down</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HTML(title_counts[title_counts['Count'] > 1].sort_values(by='Title').to_html(index=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "## Availability\n",
    "The code for this project is in [my github repo](https://github.com/asudell/a2z)\n",
    "and this file is specifically [90sA2Z.ipynb](https://github.com/asudell/a2z/blob/master/90sA2Z.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hidePrompt": true
   },
   "source": [
    "## License\n",
    "\n",
    "\n",
    "This project is licensed under a\n",
    "[Creative Commons Attribution-ShareAlike 4.0 International License](http://creativecommons.org/licenses/by-sa/4.0/).\n",
    "You are free to use for commercial or non-commercial purposes,\n",
    "so long as you attribute the source and also allow sharing."
   ]
  }
 ],
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