{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Part 1: Introduction to Research Environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from quantopian.interactive.data.sentdex import sentiment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above, we're bringing in the Sentdex sentiment dataset. The sentiment dataset provides sentiment data for companies from ~June 2013 onward for about 500 companies, and is free to use on Quantopian up to a rolling 1 month ago.\n",
    "The Sentdex data provides a signal ranging from -3 to positive 6, where positive 6 is equally as positive as -3 is negative, I just personally found it more necessary to have granularity on the positive side of the scale.\n",
    "\n",
    "We will also import the Q1500, which is Quantopian's sort of \"index\" that tracks 1500 of the most liquid companies that make the most sense for trading. The idea here is that, in order to properly back-test, you're assuming your shares will actually move at a fair pace. They might take a minute to fill, but we're not expecting them to take days. The Q1500 is a nightly updated list of acceptable companies that we can rely on to be liquid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from quantopian.pipeline.filters.morningstar import Q1500US"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<class 'blaze.expr.expressions.Field'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(sentiment)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the datasets you import in the Research section are Blaze expressions. More info: https://blaze.readthedocs.io/en/latest/\n",
    "\n",
    "We can see the attributes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['apply',\n",
       " u'asof_date',\n",
       " 'cast',\n",
       " 'count',\n",
       " 'count_values',\n",
       " 'distinct',\n",
       " 'dshape',\n",
       " 'fields',\n",
       " 'head',\n",
       " 'isidentical',\n",
       " 'map',\n",
       " 'ndim',\n",
       " 'nelements',\n",
       " 'nrows',\n",
       " 'nunique',\n",
       " 'peek',\n",
       " 'relabel',\n",
       " 'sample',\n",
       " 'schema',\n",
       " u'sentiment_signal',\n",
       " 'shape',\n",
       " 'shift',\n",
       " u'sid',\n",
       " 'sort',\n",
       " u'symbol',\n",
       " 'tail',\n",
       " u'timestamp']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir(sentiment)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Blaze abstracts out computation and storage, aiming to give you faster speeds. From what I've seen blaze is about 4-6x faster than your typical pandas dataframe. Considering the sizes of the dataframes we're using here and the compute times, this is a great improvement, we'll take it.\n",
    "As far as we're concerned, however, we're mostly going to just treat this like a pandas dataframe. For example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>sentiment_signal</th>\n",
       "      <th>sid</th>\n",
       "      <th>asof_date</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BAC</td>\n",
       "      <td>6.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-14</td>\n",
       "      <td>2012-11-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BAC</td>\n",
       "      <td>1.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-15</td>\n",
       "      <td>2012-11-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BAC</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-16</td>\n",
       "      <td>2012-11-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BAC</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-17</td>\n",
       "      <td>2012-11-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BAC</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-18</td>\n",
       "      <td>2012-11-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>BAC</td>\n",
       "      <td>6.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-19</td>\n",
       "      <td>2012-11-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>BAC</td>\n",
       "      <td>6.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-20</td>\n",
       "      <td>2012-11-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>BAC</td>\n",
       "      <td>6.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-21</td>\n",
       "      <td>2012-11-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>BAC</td>\n",
       "      <td>6.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-22</td>\n",
       "      <td>2012-11-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>BAC</td>\n",
       "      <td>6.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-23</td>\n",
       "      <td>2012-11-24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  symbol  sentiment_signal    sid  asof_date  timestamp\n",
       "0    BAC               6.0  700.0 2012-11-14 2012-11-15\n",
       "1    BAC               1.0  700.0 2012-11-15 2012-11-16\n",
       "2    BAC              -1.0  700.0 2012-11-16 2012-11-17\n",
       "3    BAC              -1.0  700.0 2012-11-17 2012-11-18\n",
       "4    BAC              -1.0  700.0 2012-11-18 2012-11-19\n",
       "5    BAC               6.0  700.0 2012-11-19 2012-11-20\n",
       "6    BAC               6.0  700.0 2012-11-20 2012-11-21\n",
       "7    BAC               6.0  700.0 2012-11-21 2012-11-22\n",
       "8    BAC               6.0  700.0 2012-11-22 2012-11-23\n",
       "9    BAC               6.0  700.0 2012-11-23 2012-11-24"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BAC = symbols('BAC').sid\n",
    "bac_sentiment = sentiment[ (sentiment.sid==BAC) ]\n",
    "bac_sentiment.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While .head() is going to still work, .peek() is blaze, and quicker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>sentiment_signal</th>\n",
       "      <th>sid</th>\n",
       "      <th>asof_date</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BAC</td>\n",
       "      <td>6.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-14</td>\n",
       "      <td>2012-11-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BAC</td>\n",
       "      <td>1.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-15</td>\n",
       "      <td>2012-11-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BAC</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-16</td>\n",
       "      <td>2012-11-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BAC</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-17</td>\n",
       "      <td>2012-11-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BAC</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-18</td>\n",
       "      <td>2012-11-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>BAC</td>\n",
       "      <td>6.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-19</td>\n",
       "      <td>2012-11-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>BAC</td>\n",
       "      <td>6.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-20</td>\n",
       "      <td>2012-11-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>BAC</td>\n",
       "      <td>6.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-21</td>\n",
       "      <td>2012-11-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>BAC</td>\n",
       "      <td>6.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-22</td>\n",
       "      <td>2012-11-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>BAC</td>\n",
       "      <td>6.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-23</td>\n",
       "      <td>2012-11-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>BAC</td>\n",
       "      <td>6.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2012-11-24</td>\n",
       "      <td>2012-11-25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   symbol  sentiment_signal    sid  asof_date  timestamp\n",
       "0     BAC               6.0  700.0 2012-11-14 2012-11-15\n",
       "1     BAC               1.0  700.0 2012-11-15 2012-11-16\n",
       "2     BAC              -1.0  700.0 2012-11-16 2012-11-17\n",
       "3     BAC              -1.0  700.0 2012-11-17 2012-11-18\n",
       "4     BAC              -1.0  700.0 2012-11-18 2012-11-19\n",
       "5     BAC               6.0  700.0 2012-11-19 2012-11-20\n",
       "6     BAC               6.0  700.0 2012-11-20 2012-11-21\n",
       "7     BAC               6.0  700.0 2012-11-21 2012-11-22\n",
       "8     BAC               6.0  700.0 2012-11-22 2012-11-23\n",
       "9     BAC               6.0  700.0 2012-11-23 2012-11-24\n",
       "10    BAC               6.0  700.0 2012-11-24 2012-11-25"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bac_sentiment.peek()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In most cases, you're going to just run some computations in the form of filters and factors, but, if you did want to do some pandas-specific things on this data, you would first need to convert it back to a dataframe. For example, if you wanted to utilize the .plot attribute that a dataframe has, you would need to do this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<class 'pandas.core.frame.DataFrame'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import blaze\n",
    "\n",
    "bac_sentiment = blaze.compute(bac_sentiment)\n",
    "type(bac_sentiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0795d13050>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uBa5idYC6ivVabtHlmG46XHHK0dSx7Fvmra26O8W0adhg7rqnLIsLEk9wvqNT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ivHf/rzx/Hpr7yAjVEl8VJmy9EiO9dy3SbV5keePol//f88hN/4he/Ca27ewzc0EpJQpvChP1zA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\n+w/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mPN58yef8oTR/85cFC7peVJRLKrjksGqDahY1neZa/gQ8O1F3qhVAujjpTPPKxggx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\nmr3/AW5xEVjyOlP3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f079657c0d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bac_sentiment.set_index('asof_date', inplace=True)\n",
    "bac_sentiment['sentiment_signal'].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The sentiment signals are generated by moving average crossovers generated straight from raw sentiment. Initially, those moving averages are going to be quite wild, so you wouldn't want to use the earliest data. For example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0795c4c350>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XIH4Oa7mK+eGBthAeIE6KRYzLifWhbhW7hkFixSJnUymMS2daxeaJiwhxflDEuFC4inVV\n47JIA8sPaIraW9pCT8H5J6y6CyDzPfQmQw3PD7F7dcp0nQGgb6vLuOQ9R9oqW6MIQagW41LlVMTH\nDrk84BK1JzmOVVvjsmx9ygNFjEvWil8nLtcuLpTMcAHkMC4sM416jjxx/trQxuFRT2irWG+JhaUZ\ne9BZxiXb00+opTpVIF4gN/2yhWtbUNFGmFWYD6j5PVTHxcvz4ZOMicugF2/mqrFb44mfG9BpNk6j\nCKGCdshAWVLBww654hgC5rgAqJ0ECNO4kMRlLz9xOXF0AMfSGpdrFVWz5KTYIXdE4+LYFjaODnJd\n+/gdo0jjsoLi/J09zbhkocI1WAarRS+gxfl1wCrMJ+jPKxsqsS5RFGE8yWdcbAVZRQ01ENshq5S4\nVLWK8WNc3CJxPgfnsjw4FnviEoYRgjASonE5USDOXyhuasblmsVORedH37FgmkbyvLSBrrSKObZZ\n6NrH8xhZJIlayT7fWXH+smMIIDtxIbMnJInz517YMlmnZSStYiwaFz1kkBl1mC0A6DtxoKdS4uL5\nIfwgyu3LVzE511ADsThfIY1LJeMS/30TTSQ5RrEdsjqMS1E/Ow/0HQtH1noHLFt39lysH+qh51iw\nbRN+y9PHNdTAhQzzlgfDMDDq2y0PoKQX50tJXIL0/Ipc+xofY34NDtohs2pcOpS4bO+6MA3g+JF+\n0hM3kynOJ65ikhkXmddgGWlAnb9g5EG3A7EjrSzSX2cgy7ioI9BPKtE5TkipHbJOXDQWEYvzO8S4\nTD0M+1aj9rZRpR2yB9MABj2+LIdjs7uKFTkI8cLG+hDbe2k7SxRFuJCxwNXayWsXO3uTeaxYvD+O\nhk6rBbyZF8IwQPX8y0hcZt4i4wLwT1xmFa1i5Bzy0Flx/vbeBMeODObzKOQvSjyo/yZQsRpdhwlQ\n8XuojjomCECGcWmx0lSFZGheHuNiEctvfW9oLEI9cX414zLsN9srRhV2yOOJj+HAYXIapIFjW8yz\nlIqGzfHCxtEhprMAV+ftPlfGHmZekOgaVOjK0JCDC7sujh4e5A6fJBj1bbgtFvC8INZ70TybMnS/\nqXmAJSxxyR4jC5p5bZ1lXC7uuQmFpYKgW7YdMo0TQ9vY3nUxGthMyZwMB42uo36r2JxxabG3twpj\nt7gAkNzjgWbjNBYRhmFpYNI2aOyQm2pPquyQeRwjD45tIoyAgEFrljoIiUpcFi2Ria7hxJyF1gWx\naxNhGOHinlsozCcYDeJWsTBsp5XQ90M4Dh0TmrpptijOnz/btmUU2o03PkbBmkDjkNvZxMUPoiRQ\nU6GaQipr0gZQWvKvwTK29ybMwTSNMEtjEdu7Lnq2iSNr9MMnAWCgMOOS13Kpgw+NIijXKkYxgLKp\nA2XV/Akex8hDneeQxUWpDparwheWijl67bg2sXd1uhArFmE0cBBFwGTWzl4YD2OlC5nliPPj8zMM\no9C1r/kxSHJUZ45LRpzfMFZsvdy1vCipYIfMe9gXLVRgnbJwpz72GYdPAup9jy5ge2+CE0eHzC0h\nKrqKJaLlUjtkfW9opAjDCFFE1y/eFoYlM1Y8P4Dnhxg2ZEMc24Jjm7mtYlEUYTz1hXQAOBQV0WWw\nuCjVQRpcxQL9nSUL3PScNVt7LaFKmE9AigBuS0U8zw/ZE5cWi7nZ8xMpzrcto9ag6ey16BTjAqT0\nsAqLkjp2yGoszHXbl3RwygbPD7B7ZcqcIAJZVzGFWsVK5lvYCmjZNNRDEMb3g0qJi2UaGPSsXOE8\nz71iNLBzW8WmswBhGAlqFWNn91lclOpgObhKA1Z12sk12kfVDBeC1KGvnb2QZaaRLDtkctxe4trH\nOXEJ8pM3qsSlq61igFo0MA97yyZQgXXKoq7TlWoJmOrY2SOzctiuM6A245IXcBmGAdsylbnHNdRA\nEMR96ZZCGhdg3jef82wl93hDcT75jNxjCLJCBmq2irXFuMz3neWAVYUYQaN9bCdap4rEpd/uEMoZ\nE+PSvgxgObHaODrE9t6Eq52454ewrYOtozRFBs/LJi4dchUD0ioLES/JdBsaTz0Mepa0zTO1Q1Zj\nYdaMSzuoe50Bxe2QCwIuPUhOYxnBXFCrEuMCxPdw3rOVsIpDDozL0M4dQLkvaPgkkLUrpQ8YSKBB\nW2VmBRHhp+L8ycLfJwJn7Uh4TYHM9qlkXIblejHeYGoVI50GDM9bU3h+sGAesLG+6NrH5RheOeNS\nNtoj212lGZcGGLu+tDYxQI1rkMV2wgSwJi7qmQyojGaJi3oDKMtaxQAyQ0KzcRopSOKikjgfaI9x\ncadBcg0IXJGMyzyQ8lk0LsSlSBDj0nMsrB/qLbSKHT3UT/YTFdrJNdrHDuX+SJ7Ftop4vh9QG1XY\nkjUuwEHXPj7HyDcooOke6myrmGkaODYfKGQrsCjFA8XkOIoBcizzylA3oNaDwthQN0EEFG8VK2i5\n7GnGRWMJKmpcgDgY8vzwwJpclZwzHaNAVMzzGMtwaljWk2vQo7SArYNsO8vOrrvQPqtaYU+jHVyY\nDyo/drhf+roqhz6eCIIQYUTfNilj1MXBxIW/QN8LwuS7ZdGjchULk8G6nUpcjh/uJxuVCovSeOJj\njQP1XxcqXIMsmreKqZGAqY5US1QjcbGJHbJ6rWJFtuKObSlzj2uogTBpFVNM41LQfsJTf5IGXIvP\n8L5AsxgVNS5AvAbOvABntvcx88MFXYNq+6NGO9jec3F8Pqi8DFUDY3mC9VlQReMC8GZcwmSMRxa0\n4nyytnVK45INiGUL04m9JQ/qvy5k0Ill2N5zsTZ0mM0KtPsLG5q0ipmmgWHfSoY+qoD9ikGutmZc\nNJaQivPVY1yAnMSFq6tYfIxlS2Q3secXKc5n0LiQYE2gBpSsgY8+cxHAoq7B0Y6E1xyCMMJFylly\nRQUAEUhnGqnpKhaGEYIwWmhlW7Yb54EinQ9t4kI6nDrFuGwotCilsyc040KwvesyO4oBWuPCiu09\nFz3HwuFRvQBl2HeUYlzcqQ/DAAa9Yo2Lr/vUNTJQV5yfHwyJaBVbtkQWac9fZ79thXGZxwSPPXdx\n4c8AYOt95ZrD7pUJgjBKLLHL0GarWPos0LVNps9bO/teXmLFe5ZLFEWxq1hp4lIizveDDOPS0cSF\n9M3KctRK2lsECCFp4SjkmjKeeBhP/FosgGXGA4n0BkMHkiCyDp8kWBvmC4hlYTzxMOrbhUJr7Sqm\nsQyicVFPnF/OuPDYL4qOsS9wT6rjYDlL5rgI1LjMC2WPP3cJABYC1lQnoIse1wqIs1yVoxiQPidt\nMC7EjY+VcWkrvvVyzo+3ON8vYZ3IvLai7xuGEfwgQr9nwTQ6nLjI1kWIFELSQvY1yKJJ+xJAglP5\n30N1zLwAe1dnta8zUDwHQhbGEx/DkmArZlyiRNegoUEYF1vBOS5AMePCg6FPxPkHkiN+x1hGHXbf\nb5Fxee7cZQBLrWKKdSRoiEcyhJRC/0mekzbmuLBrXNqVQuSdn2NbOHqozy1xKbsGVfPaSNLTsy04\njtUxjYtCwjslWsUInaiAxoV4p9cNqLVzFB12GjiKEQwHNvwgZJrJIBLjiVdaAEgcRxS4zzXUQKh6\nq9gBxy+edsj5rWKpHbKIxCV+Bv06GpcWEhcyI+9EplVZdju5RvtYHkJahoS55DinpAhlbEMe6rj4\nNUHRs3ri6ADbuy6XIZTkGL0CBrbnFMeA2fNzrOaxYsuMS7oo2dI1LvHNLrNVzDQN2JYaLVZkWm0d\npytAtwPRIrnOTRiXFnt7qxBFEcYTv9AKGZBfpNBQDyQQUK5VrEVxfvExRIrz1dK4ZBMVw8CSq5jW\nuFxrSDs/qrW2PduEZRotMy6sGpeWEpcg//w21oeY+SGujJsnd1XrgWObheNNyHtt2+QSKyrQKiYp\ncRFY3WKBKgE/y4KRB9u2dEWdAk1b8oBMb68CAv2ZHyIII4wKrJCBrOucGgyRhnwoK84fFrSKTcud\n85iOkbA6y3bIAue4KJq4OLaFo/N5HfHwyWyriy54XGtg2R8Nw8Bo0E7bNOuzYJoGLNNoT5xfcH48\nLZErE5cSJmWBcbHNxrFi7RXyG9/4Bn7xF38Rd9xxB6Iowl133YVf//VfL33P0cPZ4VKEupaUuLji\nrCdZYFtqzLhorHGxzAOtDxoHkc5wqZcgApneXgUskdPnSDMuGvRI7ZAV07gUMS6uj2GJAQXTMQoY\nF3fiwzQN9AUMfKyVuBRUcXljY32A3SvTA05SKmlANdrB9q4L0zQWYsUyjAZ2O3bIPps4n7y2rWJu\n0fllE5fbblrncow8V7H42FZi6FF4flacuOw3TDYblXbe8pa34Hd/93epX5+trtlz/35ZVXrCuMjU\nuABz4bICAV2ToYiAOsyR6uDBuCTBlQKMC81gPkKbq3Cfa6gB5TUuOYwLLyakzABg1Ldruw2WIUkC\nGPbbNhgXIF4Lnzy1d0DXoNqcMw3x2N6bxMMnKdeF0cDGuZ2x4LNK3bJYZhq1GRNVMi574hkX2y4u\nXi8yLhY8f9boXBqtSE0EP4ZhoGeb0gTGKtghA/EPWZSltontPReHhg4GNVshHNtMLPk0itHUBAGI\n7ZABNTQuNO58mnHRWAaxQ1YvcSnWn/DSnpTZIZe1XDYBYU1Y9ltWC9i6IMWyE0ssdI+sGwqMC9AQ\njyCMcPHyhEqYTzAaOHCnvnDHyjpJfBwTtWWHXKRx4WeJXDWQtsxZNqsR4hErNiohPfXUU/i5n/s5\n7O3t4ed//ufxPd/zPUzvl1mlF9lPzALHNhM3GZnY3p3g5PFR7fcTWjSKIiEVQ1n45FefxgOPn+f2\neY8+cxH9noVDDQKUYb89//oqkHa1UsaFBE0KJOg0uP/RF/FXf/csIlRvhi+/8Qje885XtnBWqwWi\ncVFOnF9gfDGe+LhxY43LMYhOZtkO2Z14uO5Y/TW4DKraIQNpEWc5YF1Vcf544uGPPvEw3vX2V+Al\n1x1ieu9k6uMPP/EwfvQf3YabTx4WdIZysHtlgjCMmIp6ibX41MeaoKQfqJe42HZz219a5A2gBERp\nXPJbR8vi+cSRzDG5xIq1o/ZbbrkF73//+/GOd7wDL7zwAt7znvfgc5/7HGy7+CO3traW/ibElf1x\nzt+Lx6kz8aTeJ7/7KLbPNE9e6n4H35tiMvWlXAMCz4/gTn1Y0bT2eUzcfUQR8M37t5SrojbBf/rL\nM3BnfDfOO14ywAMPPFD7/efOPA8AeOyJZ7BuXOB1WrXw6Avxgrhz4Sy2tq7mvmZnew8A8J2HH8Xl\n8/3Wzq0u/u8vXMBT56ZUr/3mIy/i1qP7GPXV0mrUQZtr0OOn4/vm7Nkz2Nq60tpxq0Aqty9uX0yu\nhxdE8IMQ/pTfXmVbwPmd3eTzoijC/sTHCX8i5Hc4dyluzThz9hy2tuju7fPbOwCARx5+CKM+X51L\n9js6/gx9x4DtbWNr63Ly93vjOLF78fwFqfsjbzxx2sVnvraD2fgSvu/VR5je+9TZCT593zbcKzv4\n/tc20yyohjMX43t05u5R/96T/fh++fo3H8D6WhzHibhXnnxqHwBw+vQL2Nq6SPWe0J9hPA1buXcf\nm+/D586eXniGPD9ez5473fwZevJM3C1y4fxZbG3tH/j3qTuGH0T45v33w1xKSJ55kbz3RbjjaeNY\nsXbEfvLkSbzjHe8AANx8883Y2NjAiy++iJtuuqnwPZubmwt/Hn5qB6ZpHPj7NvCpB78OYIy3vvmN\njTP1ra2t2t9h/at/g+3Le1KuAcGlyxMAp3HDyRO1z+OT3/oanj73Il7z2tdzcd5RAVEUYfrR07jr\nZcfwP//Lt3H73GGDPvatrS285pV34U//9j5sXH8jNjfv5HZedbAbPg9gB3ffcSs2N2/Jfc0T248B\njzyO226/A6+747p2T7AG/svffQWmMcV//s13lr7uQ3/6bfzNt07jzrtf1YitVAFN1rA6mPXOAl/e\nwS0vuxmbm7e3dlwaDP/iRVj2MLkeu1emaLo+LuPQJy7AsJzk82L29DSu3zgm5Hc4df4K8FdfwLHj\nG9jcfD3Vez75ra8BmOBNm2/kuqYv32ubAH70hw6+bu/qFPjYp3F4/ajU/ZE3xtZpADs4dvx6bG6+\nium9s4e/CKMxAAAgAElEQVTOAtjGiY2TzO9VHc6TFwCcx60vuwmbm3dTvefrz34bDz33LG6/8x7c\ncsMRYevY+ekzwNcv4Y7bb8PmG19K9Z7DX/oixrNxK/fuvnkK+MoObrv1Fmxu3pr8fRRFsP/sDJze\nqPF5+P2zwJe28fJbbsbm5isO/PvHt+7Ds+fP43WvewN6ywYjj70IfH4bL7v5Jlz1L+KZF6tjxbJE\nq/Zq9IlPfALPPfcc3v/+92NnZwcXL17EyZMnmT7DsU1MZ3LapEirWF1NBy/YtglfcosVEVg30ftk\nWxGG6hfVqTCdBQjDCGsjR8hshbooEvfKQDrIlcYOuRstHzM/QL9nVf7mR0Y9AGr8Dl2DquJ8YO5U\nlDG+IP9f5pzHfIy+DTdzDJHDJ4F6bVd1nJR4YlW1cUQ7VMeFk7xXleHDPJHojof0z8CooO2SN2pr\nXNoW5y/pTxLLaA5GPkk7WonGhZzLcuIy8xY1LuR1dWPF2qvkD/zAD+CXfumX8O53vxtRFOGDH/xg\naZtYHhzbxNWxnEXJnfgY9i3pGyf5Ef0gFG47WQQagXUVVtG6MnHMUoxBGio0gDK5d0rtkLvVqz6d\nBeg71b+5Sr9D15CI8xWzQwbidXDvaup6Q6PjqnOMncuT9BgCh08C9ee4GIa85HJVE5fpPOmoE2yT\n905XOHEZMoyoIM+L6FEM9RKXeNRFG0XpsvOLLaOb71HpEMn8OLWsQJnVy6XDOevfw7UjsrW1NXzk\nIx+pfWAgdg2ZSVqUYntL+VV0cqPNPImJi9s8QF/FTYYE5SJFf3WwVuBKJANplaxMnN8tO+SZF6Dn\nVG9Q6e+gGRdWqDqAEoiDobPb+0nAQaqVaxzZkNHAwXQWIAhCWJkZWDyPkUW6zzC4ivkhHMuU1glg\ntzx9vC2Q36DOxPfZSicu7AXUtZaKR7M6iYvVXlGaGN84OTOgRn0HZ6/m60+ZjuGVX4NkjclJSLwg\nZW8dp/lzLbXcRTJSGYjtLeVX0lUI+JOp0I1axbpVVadBWgGSf59kUTR5WwaSeUg0AyiDbmy2Uy9u\nFasC+R2aDtO6FhEEatohA3EBxw+iZC2jaYdkPkbGDWnxGIISF5IEMMxE8f1QWpsYELe5lFmsdhXT\n2bxVzGVfv8l7yX9XCSnrSP8MDFsq4qVtk/QJSJst0mUOgMOBDXcaJMWi+scobx0tm9eWuIrN57hk\n/64OJCcuJsIwanxBWRFF0XzYl/xKek+BgD+daVN/0+wpkIDxRloBkn+fZDHoqdOiNHarq2S9DKvY\nBcSMS/UGRTZNVzMuzFCdcQHS54tHK23RMUjSS9qGRO1JdVhPzw9yK7htYhUHGyetYg0Yl9XUuBDW\nkaVVrB29Z51WsR4HZoEWZTNWyPWcNBy7QYoevYJrQPbMvO+7PMel6HW0kJq42JJ0EZ4fwg8itRgX\nidVoHv3VK6lx4ZDQiYBpGhj2bSValBIdEMUcly4EIFEUzTUu1QFbW20Kq4g0cVFT4wKkwVCdSnDl\nMfqLxxA9V8yyTJimwaxxkcm4AKuduNRZv1da4zJlZx2L5i7xRp2ZRo7V3r5XpXEBml8jmjku2dcV\nnR8PjYtcxqWEWhIJ0UJIFqjguEQW0CZtCip8D94QEbDwwhonwV1TjCceTAMYlLRWqdAOSQs/iBBG\noGJcksq8AgNku4YgmA+gtLrAuAgQ5w/FH2MZrG1X3lzjIhOOtXqJC2Ge66zf01VmXFx21jFdgwUz\nLgUDHsvQ5r5XlrgMObFSVawTTeJi22b3GRdZAY0I6r8uVAjqeDALKnwP3kgTOvkJ7jKGA0cNxmXi\nYzhwSgW8tgKsIi1IYEDDuCSVrBq96tc61G4VW9SQCWkV6y9qXNwW9iTWJEANxkWeDlYUyAiI8dRH\nFLG1yScal1VMXIgJBosdcrIGt2WHTN862WYXSppYHTw/XmY+lYmLVbzPzzL6GJ241IRoISQLZLFO\nWdC0+1QhoUUZxJ+qI51vI/8+WQaxOGTd+HhjPPEqg60uJbUkqKBLXDTjUhchsUNWOHHZd5fYEJ5z\nXJJjkFYx8ewua9uVF8hPXOwVbhULw4hZZJ+0iq2wOJ9oOGlA2BnRjAthuLrIuPAy88myJnmgtkNO\nCpkdTVxIO0aefZpIpPaW8ivpJENu+xpkQSOwrkJyM3ZEgE0DlVoKl7E2cBCEkTQ7cYLxxK98jrpk\nh0zaOFhcxVRgvroGtTUuc9OF6aLGhact+nLSW0eYzAqHcfyA5wXSLPoJes7quYplTUpYix6pOF/9\ntZQV44mHYd+GyVDMIOyMeFcxtVvFyhKrRE/XkJWaVbmKkVg2597MmgckmtcG97ASGpe2Kyr7rjra\nBRWq0VwYl5UU589bxRSzQwYyfasS25SiKMJ46ldeH1nPeR2QiiaVq1i/nU1zFdGJVjGiP5nyXwcS\nO2RiAFBDmMwKxzapiwdBECKM2AI1EVhFjUuWLWG1RE5bxVZvzYmLYKxDzC3YlineVaxianweVLFD\nTvR0DRmXKoOCsgJlYofsWFxiRUVcxdpdmNxkI5JfSW/TMq8I44kHo0JgXQUVvgdvqCzOT6ooEtuU\nprMAYVjtzpcyq+rfGzMGjYttmej3LM241IDS4vz+QeF8vD62YIcslHGxqIOFOhVmEXBsC0EYIWx5\nZIJIZIX1rJbIZA2deqH0NmHeIHpJVvCaDF+GOq5ibY66KNO4jDgV2NJZLPl7YzISI0fj4uW1immN\nCxtS6l9+QKpCNXo88THq240mJK+kxqWF9o26WEtcieQFzakGiK5VrAtsHKlo0rSKAfGmoBkXdgQq\na1yGiy2A8cwvthaWymMstRnuTzzYllE4I4EHWDQudVyURIBHP7xqyArrWddvosELwwh+sDqJSzJb\nr0aRcG3gtNIqZpoGLAbGpVVxfqnGhRRJ5LuKrYTGhWSHbfe+J575CjAutgIzLsYTL6ET62JV7ZBN\ngz6IbRO8qihNQGujrUI7JC1YWsWAdqp9qwhSQbcl2+3mYfnZqlsJLj1GjuXysF/uztcUjm3CC+gq\n9XVclESgS2sHLbKJyz7j2jHN6AJWyRJ55ocIwqhWkTCeDC96AGXAnMS3mXR7JfqTtC1VsKtYSSxL\n9DG2tUqMS8vVFFehFiAVFmbCuDSBCt+DN8YTr9LqVxaGAwUYF8r2FlsBVpEWLHbIgDq21F0D0bjw\nZDF44WBSUa8SXH6MRcbFFXCMZTi2iShKr30ZVGkVkzWkWiSyGheXlXHJJCurZIncZJbcaGDDnQZU\n93Vd1Jlp1LarmGHkM9jL61n9Y1SJ82kZl+bFermuYvMv2nblQCXtguw2GiKwbtpbnbqKrdBiOmUX\nC7YFFaa2p610q8O4zBgZl7WBjZkfduK7qQQ/ULhVjFgVT7x5C0u1cx7zMZZYnX0Bx1hG6vpTvUbX\nsX8VgaRvfoVctGYLrWL1XMWW/7/raGI5vpa4AIrbC2c1Zho5SXzbgquYH8Kxrdwia3Y9a3oMoJgl\np7NDtrjEimowLpI0LirY3MoO6ojAuqmbzSr2Io8nzRM6UeBVRWkC2nlIslpC64BZ46IA89VFqOwq\nNujZMIw4ECItLLzdvixi7DD1EYYR3KkvfK4Yy17j13BREoGkOrtC+0qjVrEMW7NKs1ySIliNlnVe\nk+HLUGcYK9H9+i0Upf2S8+PVKub7IWzLLOxASRK1nO/rBTEjZFvGKmhcJNkhtzClmBZtOk/kgVZg\nXQXZ34M3oiiCO/eVVxFtLNZVGFNqxWzLgGHInVVEi9RVjG5pHC5NQNegA9G4sIhd24JpGhj2bYwn\nXjrjSsA6MOrbGLseJrN2OgASu1KKgCFp7aBkHkVBdmGPN8IwgueHiYMn6/o9W9lWsfqMSxt6T3/O\naLDAcdor5pZpcAjLwWMAZa9kXyTsaL4dcgBnnvR0XuNiS6qmuFP+9pZ1IXthHnNK4mR/D96YzAKE\nEd+hczyxPGtCBmhbLg3D6Mw8hlTjQvc8pO5uOnFhAbFDVpFxAeJgaH/ic5lxVXiMgY3x1E/nigk2\ni2FZo1XRuMhupeYNkngcOzwAwFbw8INwQcexWokL0bjUsUMWz3o3Eue3pHEpOz8eJjJeUH4NyrQr\n2fPrvMZF1qJUZ0KrKMhemJN2Hy3OX0DKJshPbvOwtjR5WwZY2DoWK1aZSF3F6JZGcn807R++1kDs\nkFVYg/MwGjpwJx63wk7uMeY2rqQSOhJsz88SMFQJcdvCqu0rZH05ergPgG0A5bKmZSU1LjXF+dnP\nEIFarWJtJy4l7PWo39xEpuoYZd935qWMVecZl7JJmyKxz8FFixdsDv1+TdCktzSLVXN/odVvyEKy\nWDNOXuYJsunSXKN4+J36wQe7xoVP//C1BpU1LkA6n2fsimVcZl6AK/uz5JgiUYtxka1x6ZAjIQ1I\n4nLsSJy4sBSeljUtq6Vxqd+yLppxiaIIXlBf46IE4zLkwLhUtMuVuooFYRIjps90V8X5khYld25z\nqwJkV5Sa9JZmIft78IbKwyeBlCGTybi4U/oqmT2fIaE62Oe4aHF+HaSJi3oaFyD+XYMwwqWr0/mf\nxTAuALC9N1n4syiwBAyqtIqt2nwwkmwcHvVgmgZTwWO5NWw1W8XUY1z8IEIUsT8LrTIuFYnVqO9g\nMmtmGe35afKRh7Lv62da7RLtT1cZFxIczFpclFJ7SzUq6ak1XNc1LqslzlfJMjsPw37sfKTCHBfa\nVrE23FWaYsY4xyXZNLU4nwmpOF9RxmX+u27vugCqLb9VPUYWqetP9Ro9UyRxITHCqjD5yfrSs+as\nHv36TRIVcp/oVrEYa4IdNtO2SUZxfonLFm94XlB6fmlnQP14oUrnQ2ySc13FVlPj0l6wO/XirFMV\nm1vZbly8rKF7K1YZU71VzDCMpJ1FFvYZqmS9rmhcZqyJS/zcsPSqa3RAnD//XXfmSYUIhr6NY2TB\nUun0awZrvLFqTH52wO1o6DDZISdszVpv4c+rgCbupqIdNuuyj+R5Ey2FCIIQYQUjxIOV8vwwifPy\nkBYZ8sX5vSRx6TjjIkOY7ioWkKae1pLE+QztPmXo0nR0GtBa/cqE7Knt7sSHaRpUQb5jm60yq3VB\nhoUxa1w048IEIs5X0Q4ZSH/XC/OkQpQd8sIxRDMuFv08JVVaxVZN45JldEd9m6kCTt57eDRPXFaK\ncanf+TES3DadzDRSVONC86yOGpr5hGEEP4ioNC75dsgZcT6HZ1quHbKERYnX3BJekF1RIpXipoyL\naRqwLWNlKP3kPhHs9NMEaxwsDptgPPGwNrALB1Jl0RlxvhdfT3aNi05cWKC8OD/Rn8zbuATYoh84\nhmjGpdN2yOqvHTQgLEnPsRI77Cii0x2QRCVhXFYqcanvbppa0ivGuLR073oUiRVJCOt2BtAkb5YZ\nz2tb1rIGYYQgjJL3mqYBy2wWKyrCuLS3KKWBuhoBqeyFmUVgXQWnIwJsGqSmBWokuHkYDRymjY83\nxlOfur3FsU2E8wVMZcy8EJZpJEWVKmg75HogrWImRdIrA2Q93NmNhfMiBtEeOEZLGpcuifNXTTuZ\nZXRHAwdRRM/WEsblyJxxmUnSxYrAeOLBMOo9Z0PBAyjTZ6GexqU9xqVM4xLv03U7A2jWg3Re2+L6\nQv6cFfY3jRWVSFzatEN2Oblo8YLsFiteGhcAsK1uVNVp0MTlpC0MBzbCMJLW6zx2PernqCt22dNZ\nQN0mBsTzPgBth8yKIAxhGgrPcZnf17tCXcXEHyMLJsalZnsMb8gu7PFGwujaFnOb6UGNy+qsOeP5\niAoa9n4Zop0dScJYn3ERu+fRtYo10wGRY5S5ipFzWH5WSXyftVZv2oEhOXEhrmLtBTPpsC81KumG\nEVd3ZQV0+xwHLTq2Kc0djTcSxyxF7pM8yBxCGUURxlOf+vqQRavtmU2smHoBdZsYIL7at6oIwgim\nolbIwMH9QUQb13KxqK1WMSpXMU8NcX5XCh60mC4xLgD92kHee3hFGZe65hSObaJnm+IYl+Bg4E2D\n1GVL7O9Ek1ilnQH1rtGMciBtXkKSl1g1jRXl2iFLqKbwmlvCEzKniicCa4YqcxHi77EaG8yYY0In\nCk2rKE0wmQWIInpqvyuV06kXUDuKAXFf76Bn6VYxRgRhpKwVMrD43JsGvVkD0zGWGBalGBdFWsVW\nza0yO+CWtc2UsDVHRs78z6ux1wJoPKJiNHBaaBVjexaI7ld0sY5Gf5K0itXcp/JYkzzYOSY85Ppl\nC4JNY0UlWsVa1bhM+IjReaLnyEtcxhOvNkW7jJ6zehoXpVvFJFb7WV1gyqwSVcKMkXEB4mugW8XY\nEAaRssJ8YPG+Hg4cLuvjwWOke5BtmcLZjVQvUh0w+IokLl0peNCCVK77toXRkG39JgwLaRVblTku\nhL1vEpMNB2wzcViQJC4O+7PQhikNncalWayQl3zkoZczry2v7bTTGhfLMmEa7S5KboNBR6IQC5ok\nJS5Tn9u1cFZM42JRWv3Kgsyp7azaqDaHcTXB1GPTuADEJEEzLiwIwlDxxMXJ/L+YvSLL6rSxH7Fo\nStXRuMyTrRUpiC0yLmz6uETjMlqtOS7TWYAwjBoVCYlDmwikbAN7LBAH6CpoXJq1ldOyTnndQ14O\nW9O0y0h6k7FtW60uSipORJdpFTt2PW7sk8yWN94gCZ2ISisvrDWsojQBSZZo6f0uzGOIoggzxlYx\nIF5L9l3NuLAgCCNYKmtcMve1KO1JVkfThj1/OjOMpVVMD6DkCcKSEDtkgL5VjLx3bejAMo2VaRXj\nMaJibeBgOguEuFY2aZtsIybyKPQnTe2QmyQu5L494CrW5cTFsc1WBbsqtorZkgL+lKLlk8SR7yHL\nnpcnxm59sWBbkKlx2WdspbM7EIDE9y7YE5e+Az8IV0bf1QZicb66RYHs/iDCCnn5c9toSe2ixkXG\nkGqRIMlGPXF+mvT0HGt1EpcGwycJyLM09UQkLvVcxch7WmsVK9GfNLZDnrNGVRoXenG+1ShWVCJx\naXNRUrJVzDbhC6YT80AE1jwZFwDwgxVIXKbNxIJtYMi48fGEyzjnpguV0zQwYFsWWXvVNdQX5w96\nFkheJWqvIMYOIo+RBctMlCbBGk90Yd1gQTKAMmuHTCvOJ21mjoV+z1qZVrEmwycJyLWcCnBamynP\nuFSfX6qHFW+HHCzNa/Nz2NumsaL0xKWX40IgEuMpW29+G3BsU4q1IW/nrFWpjoVhBLehWLANJK1i\nEuyQk1axIa2rWLxoqWyHTCjtvsP2PJDkTTuL0SMM1Na4GIaRFAZEtnGNWjgGQaIzo6jUzyiquG1g\n1QZQLjIubBa1s0xhpedYyusFaTHm0AVDnh8RiUujVjHLEh4PJc9qSacAsYyubYfs0bWO5tmXF4nz\nl1/HAumJS9u6iH03ntA6EGBvWRc920IQRghbniqe6H04zSrprcgmM5n5TFa/skAW+rp9q02QtIpR\nMi6JranCItukGsrKuEjUGnUVqmtcgPR3FdnG1cYxCFg0LtpVTAyyrO4ao7lKmvTY6Durx7g06XAY\nDkS2itXXezktOMYSF6+qIsNo6DS2Q67aG8k+ny1QkuSkl5u41Ls20neOtoXp7rT+hFZRYNlQeEIc\n49LtTUZFA4c8kMSqbt9qE7iMfcldYOOy1VAWpB75OnGhhR+o3SoGpOuiSOaVPD9tzIti1biYpgFL\nOuOi/rrBgoQ1sa0k2KZlzJP1yTHRd8yVsUPmoXEZCWVcmmlc/EBsUZqWERr17fp2yAwal+w5FZ0f\ncWjrbOLStjB9PPG4MQy8ICvg3+ccoK9O4kIcs9S6T5ZBptZLcRVjdIJJ21TUvTfSwIDdVQyQY5LQ\nVYSK2yED2TYukYzL/Bgt7Eks7ZqeH0hnW4BYB2S0PDJBJKazAD3bhGkazAWP6SyAacQzf/o9G1Mv\nWA0jnMTopUmrmDjGpQn7SAJ9X2BRmjpxGdi1W8VYXMWyrweybWaKMC7T6RQ/+IM/iI997GO1P8Ox\nDg6sEYn9ia/cNPS8vsA24DLO4qiCrO/BG6kOSq37ZBmjhoK7JmBlpbqQ1M4aJi51N4VrEXGrmOqJ\nS4utYgoyLrL1LUCsNZI554w3Zpk5UT3bhG0Z9HbIfjwc1zAM9GwTUSQ2IG4LaRGsSauYQMalwUyj\nNjRa9ImLg5kX1LpnaNvl8rqHyP/bOeJ8KRqXD3/4wzh69GiTj4BjmwgjIGjhAYyiCO6E39wSXpAV\n1PGgaLPoQnBKg7HLZvUrC/2585EMxoVstvR2yOoPkssOh2NBWjnVjAstuqFxiX9XWue8WseYf3Yb\nexLLLCXPD5VgXIDVmg829YJk+rhhGBj2HXo75Fma9JD/roLOhXWYcR5IDDMRwLjkMQa0aCMmok2s\nEhe7Gq3l1IxLzhqT12rnOJIYl6effhrPPPMMvu/7vq/uRwDITtQWvzBNZwHCSL1KuqzhfNxbxTow\nZJAGZAq66q1ixPlIBuPCytZ1oVedbFC9uq1iErRGXYXqc1yAjP6kBcaljT3JNA1YpkHlRjVTKnER\n78zUFpYH3I4GNnXBI/teskatwiwXsn81skNO5riI1LjUEOcn8a2434l0ClSdXxMzH3L+VXbIeV03\nea12TWPF2nfKb/3Wb+EDH/gA/vzP/7zuRwBIH0DPDzHsV7/e8wP85h9/A//krbfgba95CdOxVLRC\nBuQxFYnAmlNFcVWsK7sizgdiev2FF6/gn//bT7d63Mv7M9iWseAUUobEt13he2Pqxb97nQGUgBx3\nty4iimKxqvLi/BWzQwbo2QvfD6mtzkWjDWemtjCdBTiylgY6o4GNcztjuvd6AQ6PegDSNWo1Epd5\nq1gDnRd579ceu1prLzQNA//8R16Jt2/efODfGtkht7DvsYjzAcGMS46Wlbx30VWsWaxYa2X62Mc+\nhje/+c14yUvixIFWILa1tXXg765c3o3/7YEHcWRUHTCcuzTDA4+dhz+5it7sLMNZAxf24sBi/8pu\n7rk0QZPPu3QxvgZ//9DD2DnT43VKlXjm+fi4zz37JPwrzzf+vAvnLwMAHnn0ccz2nmv8ebLw+Hev\nAADOnHoeW8YFyWdzENl77Z6bbDzk20DU7gZ2ZGTh1pN9PPDAA1Svf/bcJP7v86ewtXVZ5KnVxnef\nvAoAOH3qeWzZ29TvO78bryvPnTqLra2JkHNrA7zXxCKQ4WT7V6+2dsw6OO5MccdLBti/+Cy2tpqv\nj3lYt2a4/cY+pnsvYGvrtJBjZGEYEa5c3a+87u50hr4dCvt9WD438D3MPHHn0iYmMx/+bJJ8l9Cf\nwJ36+Ob998OscDp1Jx5GToStrS3s7V4CADz47e/g7FG1CrGsOPviDgDg8Ucfoi6ELcMLItx6so+9\nccC8F0ZRhO2rAT7zt4/iMM4f+PcXz18EADz26MM49zxbyLx7af47/b243+nM2fgY333iMVy5UBw/\n7u3uAQC+9e2HcfEsBUuQwalTcaz49JNPYLZbHNttJzHgY5hcGgAAnn8hPu7TTz2J4MoLAIDzDWPF\nWonLl7/8ZZw6dQqf/exnce7cOfT7fdxwww1429veVvq+zc3NA3/3N088ADz3Au555atww4m1ymM/\n/PQOgPMYrh3J/bwyPPH8JQAv4pabb8Tm5quY3luGra0t5nPJ4uEXHwEe+y5eccedeOWtJ7idVxX+\n7qkHAVzF5hteg5uuO9T48164+iTw7Yfx8ltvw+arb2x+gpLw+PZjAPbw2lffhde+4jrZp7OA5Xut\nwW3XKgZP7wBf+Cquu/4GbG7eI/t0cvHC1acA7OLuu17BdP9euOQCn/osDh0+1mgdkImmaxgLZl4A\nfPQ0jh1dV/p6bQL4b/+J+OP80x8UfwyC4Se3YdtW5XWP/usZHDm8JuT3Yb3XDn/hC9jZmyh9r9Ag\nCCMEf3IKx4+lsctfPvg1PHf+Rbzq1a8r7QSJogj+fz6Fo+uHsbm5iYfOPoxvPPEkbn/FnbjrluNt\nfQUh+C9/9xWY5hRvfcubGo2peOtb6q1j7tTHvb/2lxiM8mPKzz38TQBjvPENr8OxwwOmz/7Wqe8A\n330Kd955N15xczM9eBHue/pBAPt43WtfjZdef7jwdc/ufRdfefgR3HzLbdh85Q1Mx3jghYcAXMVr\nXv0q3HbTeukx8NAjuPW2V2DznpMAgG+feRjAFbz6VffgzpcdAwA8f6U6ViwrVNRKXH7nd34n+f/f\n+73fw0tf+tLKpKUIrG1ShOaqI0jmLUbnBXkaF85zXMj3UFiATYOkVUygKPdaQxeMG9LJ1HVdxXSr\nGA0I46K6xmUVEbeKlVekoyiCF6ikcTE7v6cA+etL2mbqlyYufhAhjFJRPvkMle3laTGeeFJn6w16\nFgyj2J0z1WjU17i04ypWpXGp737JboecrjG54vyGswulr0xJDyDlFyB95HWChESMrqwdctsal/n1\n4DRDwF4ZjYuaCW6X0QVxft05LoPEllqL82lAEhfV7ZBXETRJQBBGiKJ6Pf0i0PaQalHIcy0cDYmx\nR3k8s7w2rZTGZepL3WsNwygdzshD40IGOIoAix0yUM/9sskcF/L/tiVZ45LF+9///kbvZ/0CRGBf\nZ0o167TvtiBL1D6eeLBMeoF1FbpQVacBD3tGjUXYHXCcSwILxsTFMg0M+3atNelaBLG+V12cv4qg\nEefTVnDbgmObCMMIQRDCUmC2TF3kFUYSwXTF2jGdLRqHrJQdsuvhumMjqecwGha7cxJHrTpzjdph\nXA4yGnlIByW3wbgcTFyUGUDJAyRonlFWDkjyUVWhyIOqAamsavT+JK508KJok+/R8SqQZlz4owtJ\nbTKAknGOC0CmEutWMRqEc8bFVnyOyyrCsc3K9qLUXlWN36cLawcN8gbcJha1FWvHslX7qtghR1Ek\nnXEBUMm4WKZRq7U1z2WLN2aMjEudfSqxQ65I3kjXTXa8Sa4dcsNYUfrKxLookXavfZc9a+Q9t4QX\neu8jTYIAACAASURBVNJaxfgO40y+R8f7kcdTH7ZlKLNxrwLIRqu2HXI9jQsQrym6VYwOfjDXuGjG\npXU4tgU/CEudQP0Gk8JFoGk/vCog7Eh2fVmjrIJPl4oqq9IqNpkFiCL5xeTRwMF46uc+F54foufU\nexYIayly36PV4CQDKBswLlV7Yy+nCE+e2+x7V0bjQvsFSDXcD0JmhiKtpKvKuLTcKsa50rE6c1w8\nDPuONLHgKqILwUddjQsQrynu1KO2hr+WEYTzVjGtcWkdNJrSJj39IrAq+8py8gEAw3ksUpW4LAv7\nU3F+txOXMWeDoLoYDmyEYZTbeuf5IWyrXttkWxoXMly2DCTurTMoOY81yUPe3JqEwbVyGJeutoqx\nCtOzDzhrhdOdqsm4yFiYwzCCOy13MmHFqlD644mvzPC1VQFZtFTeaPPEs7QY9W34QbRAkWvkI0zE\n+dK3n2sONGu0ihoXoPv7Ssropvd9qjuoEOcv6e9WReNCYrih5JhsrSSo9/36DnttaVxozi9xFasx\nKNkLQhhGdbHpmtG4MIvzMw84a6+e+hqX9hbmycyfU7Q8GZfV2GDGE19bIXNGF+6NunbIQKaapXUu\nldCuYvLAlrhIDw8AdMORkAapxiXdc9coGZeiVjGVC0E0IOvlmvRWseIEkjYxyENbdsg0xgGJEUQN\nxsXzAziWWdmFkhfPe34I08CCsUavYbFe+spELrhPuSg1YVx4zy3hBbsFOnEZImaVyLJ15olgzkTJ\nrgCtGizLhGmofW9MvQC2ZdYKqJv0D19r0ImLPDhWdcDgNXBREgFZc854I2VN0utK9hlaO2TC1qyK\nxkUV3fGwxNJ+1oRxaeHe9SjPz7JM9HtWreIa7TFyGZcgTET7BE1jRekrU+K6wGiHDLAHCe7Eh2ka\ntVpBRCJ1WGhvYd4X4JyV/pbdXUwn8/tLdgVoFWHbltIal5kXLAQVLBhRVk41UjtkLc5vHzRrNK1L\nUVtYhYIYkO9aSFvwWGZrSALT9cTFVaVVbFjMmNMG7XlwEpctcb8TS2I16tu1BlDOvJCqdTRPy5rX\natc0VpS+MpEHkHZRyg7PYc0cZU9oLYKMNhpXQKUjT5jVNYwVqQCtIhzbVPremM6C2kWNdCqxbhWr\nQqA1LtLQxVYx0rrZ9cQlz7WQdDxUrRvLbE2/Zy/8fVehTKtYCePSLHERH9vFiQHdvjUa1Js3FrMm\n1dfAztGyen5wYFZg01hR+srEqnHJZousmSOZW6Iakn6/FqvRIvQ+TfsWVQBZSGVXgFYRPdtUuk99\n5gW19C2AZlxYEOpWMWlwKAqFtPaqbWH1NC4ZO+QhnR3yMltDCr6d17goYphUpHGJogh+QJ8YLIM8\nbyILdiwanNGgeNBmGfyc5CMPeUWGvMSPpmW1DPITF8YewOwD7jL+ALznlvCCDMaF9NRqcf4iyP0l\nuwK0iqCZ2i0TUy+oZYUMZFo+agzGvdagNS7ykGpKu8O4rJrGZXGehQXbMiur4MtszapoXMYu0R3L\nFufnF56azjRSSeMCxPvUzA+Zz4dV47Jgh1zSKtbZxMVmqKb4QbhQYWDxo1ZlQmseZFSUyABPnbgs\nQkRCpxHDsU2l7YKnXtiAcSFWk5pxqYKe4yIPNB0OiThflcRlBfYVIH+OCxCvHZWtYktszcq4ihHG\nRfL4gYRxWYopmybxou/dKIrgBSyJSz33S2ZxfrDMuFj5r+tq4sLyBUg2fPRwHwCbH7U79ZWY0JoH\nKRqXKf9hnKtA6aduazpx4Q3HtpQNPsIwisX5tTUuZA6AZlyqEARzxkUR16prCV3UuKxc4rJUHFkb\nONV2yEtsjWWZsC1jBTQuaoyoIMdfjilnXtPERWz7fBBGiCL680s7A9gKbHnJRx7yGCbPP6iPSbXt\nHRXnsyUu8U21cXQY/5nh4ifDJxUMSG0JVLgIEXoizOrwBpNqXNRLcLsOW+FWMeJu0pRx0XbI1dCt\nYvLQRVexVSiIAQeHSBIMB3Zli2keW9N3rM63iqkyoqIooE+SeKumxkWw02oylZ5anM+uxQzCCEEY\nMdohp9/Xn8+AyaJprCh9ZWJxDCE31cb6IP4zw8VPAvWhegGpjIpSumDwux6GYcC21HaOqkKqcVEv\nwe06HMukntfUNkhlrbbGpU9cxXTiUgVih2xpO+TW0U3GpfumL0BmjclpFXOnQZLQ57/3YNLTc6zO\nt4q5isRlRQE9ma2naqsY67Oa7lP0nQEkCaFxFSPz2si9HgQhwhxGqGmsKH1lSqml6geQ0HiEcWG5\n+Kpk9nlIk7f2FqF0weB7PXqOulV1GqhCXa8ieo6JMEoDV5WQVEObtoppO+RKkADN1IxL62DTuKjm\nKqbeusGCqRfvLcusLjGCKWvfyWNr+j1rBVrFPFimQeVYJRKpHfLi+p0kBjXne4m+d1nNA8g+xVL0\nJ8kF7W/kOOm8NvK98zoZmpj1yE9cWFrF5g/2ifV5q1gdxkXBSrplGjBaniqeajn4BuiObSZVii5C\n2yGLg8qVU0LlN3UV03bI1dBzXOSBZr/1lWNcViNxKWJ1hwVWvLnv7S0yLtMWh1aLABlRIXu2Xr9n\nwTSNg4xLY3F+/HuJ6kJhZlwo7rXiY9DtjU6GSSlrO20SK0pfmeqI89eGDoZ9tkE6rsKVdMMw4Fjt\nMhUJA8U5QG/7e/CGtkMWh7TfV737o6j/nBaDng3D0IwLDbTGRR5Su9LigMFraAHLG3lORV3E1Atg\nGAeva9nww/S9B9maVdC4qDKiwjAMjPr2gfU7SeJrGonY83ZYUfcua1KRDkqmj51ZkyMnM68tYW9z\nrl+nGRebYVEaZ9q9aCwEc9+raCW97RkX7sSHbZm1xchFUNk5igbaDlkcWNpC28YsZ6o1C0zTwLBv\na8aFAqG2Q5YGmiRAa1zEYDofcLvMLqwNq9tMZ14IyzQSUTOQalyiqFgbozpUGlExGtgldsj19gXD\nMBYCed5gZ1zYW5pZCxnZWJb8N08f02sQK0pfmViotCzjMqKwEMxiX+FWMaD9gH889YRcC5Wdo2gw\nFjDfRiOGrXDLR1ONCzCfSsxoM3ktIrVD1olL22AT52uNC09MZwF6Odd0SMO4zIIDRRWyVqnIYNMg\nDCO4U18JxgWYr9/LdsgcZhqJLEqXMRp5qGOH7DGyTnmJS971axIrSk9cLNOAaRpU7hiJ/mDOuLhT\nj7ra4E74zy3hCVtgVp6HfVdMpUNkdaENjKceHNtUZtNeJagcgEyJHXKD3300sA9sfBoHkYrzpW8/\n1xySds0SbURqsarG75OsGx1viyqaE0VTBZ/mvLfrQygns3i23lARwyTCuGRjSh7so2Obpc9bE7Ba\nlxfNqyk9hkfvKhafS1qELzMPaBIrKrEy9WyTqlXMzbAmo74NP4iog6BkQquilfTWW8WmHndhPtD+\n9+CN8UQd6nrVkPTXK9irzoVx6R/c+DQOQmtc5IHMoygLGJLWEEUGhK6SxqWf405FY+xB2syyIIlL\nV53FVNOTjgYOogiYZK4nl8TFootv64DV9SzRU9VhXCivgW2bSUKVuIrlFAQ7rXEB6L/AfoY1STJH\nyl49kmGqyrj0Wgz4gzCCOw24WyED8Q3qBxHCEk96lTGeiEnoNNLFS8XENp2TUH9JHA0dhGHUecGs\naARa4yINJMCh0rg0eBZ4YlU0LjMvQN85uOeuUQwFjN+7GPz1Os64iDIIqos8S2QebZOOYwmbX5aa\nB1CK84cN7JAp9Z89O53XVsbeOrZZO1ZUYmWiTVyywwFZJ1V3gnFpqaJE+htFMS6AmlV1GownvpCE\nTkPxVrEkcan/25ONj2VTuBYRasZFGtjskNVol1V53WBBrFM5GHIldsjTilaxpfcSdrirhRJXMd3x\naHgwgeTVKqbKAMphnQGUjAysY6fz2srOj3xenVhRicTFphSmk4A71rhUVykW3quwHTLQrjhfpMNa\nlzeZIIwwmQWacRGEtL9evY02dRVrwLgwssDXKvxEnK/E9nNNIbVD7pKrmLpuhLTwgxBBGOVrXCrE\n+VEUYToL0O8t7tdkIGBXExfVhj3nMS5+V8T5lOdnmQYGPYvJ2Ir1GFmGtMyRLB283tHEJTuwpgz7\nEw/9ngXLMjN+1JStYopMaC2CY5sIw6iVqeIiKx0qO0dVwVWcles6VO5V5+MqpodQ0kC3islDqnGh\nSFwUSSxTG3X11g1alNmtV9khpzqBZcYlXm+6qnFRrlUsZ/1mFb/nQeRsuzpFhtHAYeoKqDPHBYj3\n+TI75CaxohIrk2Obie1cGcYTH2vzm4uVcSGia9kTWovQZsAvstKRDhns3mJKHKGGiiykqwaVk9pp\nwzkuQPo86VaxcoTaDlkaaNbnmR8kbp8qoMssPkHZgNsqO+SkjbXAVaz7jIsa++0wJ3Hh0ypmIQij\nxJSEJ+okVrF7GourGGPikik0lGmEmsSKSiQuPYcuI3UnPobzNp7Uj5ruB1BlQmsRkh+7hWq0yEpH\n0rfYwU2G6KBUcTlZNagssk01Ls0ZF90qVo7UVUyJ7eeaAu0cF1XaxIC4pdA0DSXXDVqUFUaq7JBn\nBfo7onlRsfWWBu5ULcOktZzfgZfGJf4s/r9THfOA0cDGvsvAuASENaE7BilQzrwgbbXLYW+bxIpK\nrE5E31FlI7o/SYcmJkEC5Q+wr7jNbZN+P1aI1Pu0+T14Q6T2RyNtdRDlsNIEPFrF1nSrGBW0HbI8\nEA1XdeKihjCfoOvzwYpYEyD+bj3bLGZcZvn6u0Sc39FWMdUYl6RVbJplXJrP96LRldUFq/4EiOM+\nPwipn6f0GtAdIxsDEkYoTzvahElVI3FJ3AWKExfPD+D5YZIVJ1UKCsZFtQmteWiTDh9PtTg/D2Qh\nVWUg1qpB5XujrAedFkOGNelaRjqAUicubcOm0Iv4ijEugFidQBuYVTC6o4HD3Cq2MnbIipjhkPPI\nDhFO2QYejAv/+9ev2SoG0BfYWI+RdZYtdRVr0IGhxOpkU1BpSVC5xLjQ9JNPZmpl9nlo0zmFsFQj\nAQG6ysFpFQjjQsSSGnyh8r3BpVWsolddI4YW58uDYRiwK8xwPD9QL3Hp+GDjMo0LEMc1Ra1iRWtT\n1zUuSeeHIuMHyHksMi48W8UEMC4lrl1FIAkabUszszifUuNCw/4WQYnVieaHXaYVR4kfdXWQkLxX\nkcw+D206pySMi4AAPdXqdG8xTe8TNRbSVQNZvGYKBiBEgMhD46ITl3KE2g5ZKqqSAC9QkHFpcc6Z\nCCTrS0Er6trALpxmXsTW9DqeuKgWl+UZPtVhNJaRMAsC7t9armJDtn2KVUeTjefLHAqbxIpKrE40\nQwtT/cFSqxhF1qia7V4e2nRccgUG6Co7R1Vh+R7T4AuVbU3TPvLmrmI0a9K1DK1xkYs4CSgOFlQT\n5wMrwLh48Z5btL6MBg6msyB3HELR2tR1jYtqcdkoZzhj4qhFOZk+D0IZlzri/D6b+2VtO2Q/SDqI\nVtYOGUhvkjyMl2ZssFQ3VZvQmoc222j2BQboSVW95LdUFaqJBVcNNC2hsjDz4vaYJroLzbjQQScu\ncuHYZun6PPNUTFwseB1lFgBgWsHoJpbIOaxLEVuTaly6t9cCcVxmW2ajYhFPkA6UbEBPEnwerWIi\ntEjkM+toXGhbxWbMAyjzWsWKNS517l8lVqdeItIp/mHdJVpx0LNhGOnQwDKoNqE1Dw7FNeAFkQG6\nSAcN0UiTY3Xvky5DdY1LkzYxQDMutCAaFy3Ol4My9iKKIviBqq5i6q0btKhidMuKHkVsTdc1LuOp\np1SRsGebsExDoB2yIhoXxgJbMkSSsrU3sUP2wyQOzLvvm8SKSiQuND/sMq1omgaGfRv77mq0ivVa\nDOpEMlDJ9+ikxkX9+6TLIIuXiknt1AsaV/4GPQumoRmXKhDGhXYj1OALMn4gD36NQKgNEI1L1cgE\nVTErsUMG8meIEBSxNf2uu4q5ao2oMAxjPpzxoDg/z86XFqQIIMYOuU7iQpglNnE+7f7Yy7iFlQ3I\ndBrEikqsTukXqBbnZ4cDjgZOoaAt770qV9LbbhVzbFNIVU3lqnoVunCfdBk0z7ksTGdBoxkuQLzx\nDQeOZlwqEAS6VUwmHNuEXxAs8Kgwi4Bjm4giCJk+3gaqXAvzprYn711RjYs79ZQR5hOMBs6iHTIj\n25AHkfueX0fjMqA3tlo8BqMdckbjkivObxAr1kp3J5MJfvVXfxU7OzuYzWZ43/veh7e//e11Pio+\nCSpXsfhmGmYy9NHAxqXLk8rPdwXOLeGFVue4CBzGqfJ09Cok95h2FRMClcX5My/AkbVe489Zrthp\nHIRuFZOLsrYrdROXdF/pIlNHM8cFKGJc4vWkSOPSxVaxIIzgTgNlrJAJRgMbL14cJ3/25/ebYdRf\nq0SOuqjFuPTZWppZ29FoNS69BrFirbvmC1/4Al7zmtfgZ37mZ3DmzBn89E//dKPEpY4dMhC7QJya\n+IiiqPTGSuaW6MQFwLzSIYhV6Drj0rNN5TbtVYFIkWJT8NC4ADEjfGHX5XBGq4tA2yFLRcy4RAjD\n6EDymNqXqqdxAeLzG/Yln0wNpKxJ/j2/VsK4FFm1d3kAJdEmq8i4uFM/eTZmHGYateIqxrCW5s2r\n4XkMenF+y4zLO9/5zuT/z5w5gxtvvLHOxyQgi2SZa0gyHDDbKjZ0EIYRpl6AQa/4qyRzSxR7SLKw\nWxbnHzsyEPLZqTCre4vpeCIuodNQN6kNwgieH3Jxtxn2bbgTr7KY0gaiKMLu1SloZAFX3AAXl9jr\n0cAuXVfrQruKyUU6PyFE31y851kdhNpCytZ2b18BMq1iBc/TkDAuOcFk0fBKyzTg2KZyrWLu1K80\nTdrZi4s7qhWTh30bURQPLR8NHC7W4OTeFeH+NvMDWKbBxF6z2iGzOpdl2VHC1pTZIdeJFRvdNT/x\nEz+B8+fP4yMf+UiTj6HTuMwfhOES4wLEP0DZBqvahNY8tBXUBUGIySwQlsSpGpzSQGQLnUamJVQx\njYtXIZxlwWhgI4zizVt2EvzRzz6OP/ns4/Rv+IuzC39cG9j4j7/+QzjEeVBtqBMXqcgGFsvBsKqt\nYl2eDwakwV8R45LoDnLMhsqE/T3HUqpV7OLlCX723/01NQu0JmAIdhOsZYZQcktcBO57dc6P3GtX\nKYytyDFMg54hTxK1jKtYngandcaF4KMf/Sgee+wx/PIv/zI+/vGPV75+a2sr9+/PnrkKAHjiu09h\n6J/Lfc2Zc9vxax57GC/04i88vroHAPjG1oPYOFL8AJw6uwMA+O7jj+Dsc2Io8KLvRovnT8cViGee\newFbW7s8TikXe/txEhf5+43POQ+ntqfxf0+dwdbWuOLVauHqeIaBEwq5Ljyh+vkVgQSsFy/tKfUd\n9ifxJju+ernxeQWzeC37yn1bpWtSG3jgkXjNvOfmIVi7ss5e9LBzxceX//Z+3HCsufYni0u78br9\n4IPf0smLBFyd75tbW9/CoeHifnjm4gwAcOnittBnlPWz93YvAQAe/PZDuG5drWCXBmdfjGOQxx99\nBGdHB2OQczvxdX/syeextX554d/OnLsYv/exR3D+1GLIZiLA5StjZdbTZ89PMfMCXL9u4/qj5b+T\naRi4+Qj/OKTJ5+1fie+zbz7wbVy/7mDsTmBbRqPPfOH5OA56+plnsdXbqf05ebhydR+GETGdXxRF\nsC3g9LmLVO/bu3wFlkl/DZ6/EMeAL5w6jYu7U5gG8OC3HjjwuhcaxIq1EpfvfOc7OHHiBG688Ubc\nfffdCIIAFy9exPHjx0vft7m5mfv3e9HzwDe+hZfefAs2N2/Jfc2ffv2rACZ42z94U7LZPXj6O3jg\nqadw6+134c6XHSs87sfu/zsALt72lk0hw462trYKvxstrMPngS/fh5M33IjNzbs4ndlBPPbsRQDn\ncMetN2Fz81XcP//Y6T3gs1/CiY3rsbn5Gu6fLwp+EML7k1O47vh6499SJHjcazJh/dczGA7XlPoO\n5y+NgT8/i5PXn2h8Xo9eeBQPPv0Ebnjp7XjdHddxOsN6+PNv/C2ACf7dv/pvKgXNy/fVf/rUI/h/\nP/9dvPy2O/Gq205wPa8//fpXgRenePObNqW3012L+NLjW3jk+VO451WvxvXHRgv/tvbsReDT53HT\nS24Qsj8A9dawrRcewtaTT+POu+7BbTetCzkvkfirb38dgIs3b74eh0YHCwG3XZ7gDz7zGVj9wweu\nzece/iaAMd70xtfj6OFFgc+hz1zCzA+UWU+DR84BuIAf+Ud34l3ff0frx2+6Pz509mHc/+STuPX2\nO3H3LceBj53HobV+o88MhueAr34dN954EzY3+V4T+zN/jWGf/fe/7nO7cCc+1ft6X/wi+j2X+hhH\nXrgEfO4CTmxcjzN72+g5+ed39NQu8NkvF8aKZYlSLQ7s/vvvxx//8R8DALa3t+G6bmXSUoZE41Ih\nzh/2rYUKXepHXd6rp9qE1jy05cZFhMMbR8VoXLraKpaIBXWrmFDEjkbqtDYAmR5yDnqO644OAQDb\nCgj0x1MfPceq5cKUrK0CHNKCIBa+6qRFDkgrR95cCa+ktUMmVkfjkn9d1w/1YVtG7rpRJuzv9yyl\nNC5dHymQuLvNDZ38gIM4X6CbplfTPOC6o0PsXp1SPU+sx8jOrSlrZSPxeJ3rUusXefe7342dnR38\n5E/+JN773vfiN37jN+p8TAJaO+Thki4j9aMu79VTbUJrHtoK+IkojgRYvNHVxKXrC25X4NhmMpRK\nFVT1n7NggyQuewokLm79da+s574pwjDSLWISUbZGq6px6eq+QjDzAhhG8TwQ0zRwYn2I7d2D4x3K\nrJR7jqmUq1jXhzgnU+Xnhk5cNS4iEpeg3vmRfWpnr3qcCOs1yGp6yt7busal3+/jt3/7t+u8NRc0\nPtfjiX9gzgIR51dNqlZtQmseRHp9Z0EYlxPrOnHJIllw9QwXoSibISELVcPhWLCxThiX6g1BNMZT\nv/b9nKytIhiXMNSJi0SUsfueqq5iHd1XCIjdehnLuHF0iEee2YEfLM6qmXoBbMvIFUf3HRszP8y1\ntpaBrhcARxlb6jCM4AeR2olLzcTqxHrccXNh18UNJ9Yqj8ESP2cZJs8PE8fcA69rcF2UWJ1o57is\nLT0MoyGxECyvCoqcW8ILdkvD+QgVLYpxsRNHCXWqQDRIFlzFXE5WDbZtKRd8VA2HY8GGSq1iE7/2\n/Uze51IOKWNBoBkXqUjmKeWs0TPNuAjBzAsqXQs31oeIIuDiUhV8VjJjirDEquy33Wdc0uGMyeDF\nhvOmSKFAxG808+olLiwtzTM/ZGodzT6rvh8WXr8msaISq1PVBE3PD+AH4YIVMrBoh1yEZEKr4g9S\na61iu7FLxvohMVO8urrBaMalHTiWmdtbLxOpxoWPHfKwb0lPXPwgxMwLGjMu+5Re/yzwg0gPn5SI\nbraKtaMBFYXpLKjU2BLd6XKbadl7yZqlis5llRgXXnovUTFRFEXwA7akguAEQ+ISsybsrWIzL8DM\nDwpbsFeecdl384XTqcaleHNVdULrMpoIlVhwYdfF8fWhMFqZfA/VgtMqpAuuTlxEoueoJ84ng8F4\nmHcYhoGNo0PpiUvT+zlbeeSNULeKSQVd4qKYOL+lVmpRmHkHZ+Yso4itLWNryJolYrhhHXS9AEji\nxDhxmbdNNtQ+ikpc/KB+kYGFcfH9AD2WxIXEspUal/qxomKJS/6iRFrBDrSKUWyuXaEu21iY/SDE\npSsTYW1iQDxUzjDUGzJYhfQ+UTvB7TrU1LjEQT6PVjEgbvm46nqYCNCH0KLp/ZytPPKGbhWTizL2\nwtcaFyGYej4F45IfTE5LWsXI35M1TDa63nJNhpSPJx439pG8n3cxt8n5pfdauRYzCEKEEdsxsq6F\nXkmbmW3VjxWVWJ2qFiXyMBxoFRtUt4q5Hamki7TMI7h4eYIoSoVZImAYBhxLvap6FTTj0g4c24IX\nhIiiSPapJJhyZFwANZzFmtp7C7VDDiOYulVMGsoCKa9BFVckRE4fF40oijClYVyIsceSxqW0VUw5\nxmUeq60A45JMfeekceF97zZJXA4NHfQcq3KPqsPAmqYByzSSvaPo+jWJFZVYneyKRSmlH/MZlzI7\n5P2OVNLbqCiJFuYTqFhVr8J42u3e3K7AsUxEUaxzUAU8NS6AGgJ9YmPclHERYYccBJpxkYk0CTgY\nMKirceku4+IHEcIwqtUqFoYRZn5YuDYpp3GZehj0rM4+3ynT7HEzqhB17ybPqsW+bxmGgeuODir3\nqLqFDMc2kyS2TB9TN1ZUYnVKftiCqgG5AGvDxSx+0LNgGuXtDF2ppFuWCdMQuzDvzGnBDeGJi6VM\nBYgWY7cbLYVdh61gr3pih8ypr5+WhhcJkoiv1byfycBeEXbIeo6LXKTi2YNrNPk79RIXwiyos27Q\nomr4JMH6oR5sy1wIJonjUhHj0lOwVazLxT/HNmFbBsbTjMaFkzif9707a9jWuXF0iMv7s9LzIv/G\nyjrFiYtXeX51Y0UlVqcqx5CUflx8IAzDwHDglLYzuB1yuYitYsUtzKJnuBDYttk5Sl8zLu1Axcrp\njDKwoEXa8iGPcUnba+vfz6OBLcgOWYvzZaJcnE8CFcXE+VZxe5vqSAfcll/T2NhjsQpOgroqjYsq\nhcLxRP1h32UwDAOjgcNV45LofhXSuABpHFi2T5FjsLiKkXMiplll51c3VlQicelVVGHLBPajgU3Z\nKqb+w9QT3GJFblDRrWI920xEnl1BV0wcug5ife4rlNjSVkRpkdiaSmwV4+HuM+rbQuyQY3G+ElvP\nNYmy8QNJa0hDJyXeIOfTtYIYkGlFpdDQbRwdYvfqNPltqt6rXKvYRP1h31UYDewFO2QWR608GIaR\naDt5Iklcaj6rNM5iyTVg1H/GTMo8YS9hrJyasaISq1MyfLFQ41Lc7jXq23StYh0Qi4nWhpAbMeY1\nRAAAIABJREFU9MRRceJ8oKMal46LCrsClRkX7uJ8qYlL8xZZsoHzRizO14yLLKSaUq1xaQPp+lJ9\nTZMhlJfjNlPSDlRoh2yTVjH5iYvnB/GUdcVHT1Rh1HcWEhdWtiEPcYDO2Q65oXnACYqW5rqWy9nX\nl723brFeidXJNA3YllHSKpZvhwzErT3uxCt0KSJWyl2w53MEt1ht77qwLRPra2KGTxJ0M3Hx0O9Z\nSRKtIQYqBiAsFVEajAYORgNbDcalUauYg5kXcGfHtDhfLsqeQV/ZxKW7AyhTRre6iLBc9CBrU+UA\nSgUSl9QKudvFv9HQhjv1k2vKY6ZRHBPx/Y2azlxiYVzqaFzy/j/vdZ1NXIDyL0D0B8t2yEBcFQyj\nYqrU1YxLgp09FxtHB8KGTxI4ttW5DWY88Ttxj3QdSiYunBkXIA5Alm1N2wQvxiX7WbygB1DKRakd\ncgOnIpFQcd2gxZSFcZkHk0SPmujvKjUuCiUuK8C4AMDl/RkAPkm8iNiuKTtKY9tf9xj0iUu9WFGZ\nxMW2ir/A2C1+IKoskbtihwyIDfg9P8SlK1PhwnwgvlGDMEIQqmN5W4XxtPu9uV1A4rCikAaKt8YF\niFs+9l1PyBwUGvBiXLKfxQNhGCGMoDUuElE2M0zZVrHknNVZN2jBpHGZz1jboWVcHJUYl9XQiZLz\nv3x1CoBT4mKJSFwauoqtV2sx6x4jywJV2SHXiRWVWZ3KqDTS7rVshwxUVwW7YocMzB0WBC1AZPik\naGE+oKblbRXGrteJ5LbrsBWsnKYiQn7LoWydS2Ihz4Fx4Zl8kQ3K0hoXaUiLBzl2yA2DIVEoO2fV\nUcWaZHGgVcwvf29PJcZlRZw5ybq3x5lx4X3vNp0zszZ0MOhZpXtU3WNkW8uqXMUA9lhRmdWp55S0\nis034UFOj2jVhGe3Q4mLY5nCpoqTm1P0DBege9aVnh9i5oeduEe6DhVbPshkasPgF0yrkrg0MZtI\n2GyOQyiDMP7ddauYPKR6kQ6J8+cBelf2lCxYGN3l9p2q4bgquYqtyiw0su7tXeHIuAhtFavXKRDb\nbw9Lxfl1DQqyry91FasZKyqzOpVqXCYehn07V5tRNeF5f+LBsU0uAivR6DnxVHERLVZJ4rIu1lEM\nSKtAKgWnZXBXpFLUBSR2yArdGzMvQJ+z/SsNDS8S42lsNmE1MJsgmi+eQyhDwrjoVjFpIFqLTrWK\nKVjwoAWLa+GRtR56djqEMmVr8n8P8lsq0So27U6RuAwp4xInLmWBNy0c2+I+IoLHs7qxPsSV8QyT\nWf4an1pCs12DrJ6r1FWsZqyozOrklGlcJn5hy0PSKlawuXbJV1ykc8rOXouMS8c2mVXpze0CVLw3\npl7AzVGMIK2cyhHol62ZtCBOjDzF+bpVTD7sEo2L74ewLZMr+8gDZboc1cGicTEMAycyVfCErXHy\nn2Xy90okLh0a9l2GhHG5GreK8bJDDiMg4OjQ6HNo6yT71MWCfaruMbLmHlWuYkCXE5dSxsUvnABN\nBPtFE57daXe0CyKDugvJDJcWE5eODAtblQW3C3Bq9rSKxMwLuDqKAfJbxdyJj2FDdx/CuBStrXUQ\nBHHiItrZUKMYZfuM54fKsS1AfL9YpqHUukELVvOPjXUyhDLIiPPLGRclNC4rUgBMGBee4nwBsZ1X\nc8ZKFmSm34WCfUq8q1i9WFGZFcq2Tfg5+o4oijCeeIUPQ9IqVlAV3O8S4yLQOYUEUG2I87tWHeMx\nZVyDDkoyLrOAq6MYID9x2S9ZM2lRtbbWgda4yIdT0q7pBYGSiQsgfs6ZKLDarW/Mg8mdvUnaKtYF\njcvK2CGLEecDfIu5PFrFqma5cElcSqzV68aKyqxQRQHNzA8RhFFhUFnmKhYEIaazoDMPkkjHpe29\nCRzbxJG1HvfPXgb5HipUgWjQJee5roMsYiq5A00FMC7Dvo21oVPqkS8KZIJ13sBeFoiwQ05axXTi\nIg32vE0vz5J85qnJuABzZyZPnXWDFqwDbrNFj6qkh2gP1GgVI8O+u72PknWP6PHqTqbPghQLeMZE\n5Fng0SpWtE+lrmJs+2P2nMpa7erGisqsUEWJS/owFLSKlWyubsfEYiKr0du7LjbWh630LqtYVS8D\nj5kXGnRQzQ45CEL4QcRd4wLEAn0ZjEviKMaJcXE5Mi5anC8fhmEUtmar2ioGxPuKSqYetGCxQwby\nE5ei95qmgZ5tKlEkXBnGZWndVLZVjOhPGgyL3Vgn91q+xiUdSCu4VayrjEuvQJiePgzsjMt+xyrp\noty4PD/A7pVpK8J8IP0eXdlkVsUNpQtIHY3kb7SAmOGTBBtHhxhPfK6MBQ14MYhVw33rQIvz1UCv\nNHFR04EzHtCsxrrBAmaNy3yfvrDrVg6gJJ+rVKtYx/fR5QImDzZeqMalgSNmVUtzkhwxHiO7hhTp\ns7Kv67QdMlDCuBSJ80sYl65V0kVpXHbmjhGkd1Y0ku/RkX5kLc5vD+Q5VyWpJXQ771YxQJ7Ohde6\nVzXctw6Iq44W58tFnATkuIppjQt3sK4xRHdAo3Ehn6tCCx0ZFD7ouFZUJOPiK6ZxWRs6GPZtaRoX\nMvS5s+L8VLy0GLRXTYAus0PuWgVAVItVm8MnATWdo8qwKm4oXQBZxFQJQKpaMZogTVzatUTmxSAm\nrmIc57hojYsasAuSANVbxVRpMWUBq8blxDp9qxj5t6nH7xmti7HrY9i3O/9sL6+bNkeNC8/71+eQ\nuABxQbsocfE5aFzoWsU6qnEp6n1P+7Xzq4d9x4JpGrl92F0bLCgscUkYl7YTl25sMppxaQ+q3Rus\n/ecsSPqHWxboJxOsG/aaW5aJfs/i2yo2t0PmEQxo1EesF1kMFsIwgh9EOnHhDJYBlABweOSg51i4\nsOsmTErZ+tRzLEwVYVxWofjn2BZ14E3/mSI0LkR/0mzv2lgf4qrrYZJToKpruXzNaFyqW8XyHwjD\nMDDq27mb677brUq6qPknCeOyrhOXPGg75PZA7g0VxKRAphoqROMSt2a23irGUbM16tucB1BqO2QV\nkJcEkDYWHi5KIkDa25ZHJqiOqRfANI3Eza0KhmFgY32Anb3uaVy6EmtVIfs9eGi+RHSh8GgVA8qd\nxbQ4vwKJLsLLZ1zKrD1HQyd3cx13jHFJWCfO1ZO2W8VsYv3XmcRlfp8UONdp8INqSS3rjAUWyNO4\nVK+ZtBgNHK6uYqRVTGtc5MKxzQPrc13r07ZAYgSeOoE2MPUC9B2TydFz4+gQe1dnuOrO4Nhm6fPS\ndyz4QZg8WzKQzttbjT00+z1oE84ykHuXZ0w0qznVfhll+xQpMDZhXMrtkOvFisokLomj1rLGZS74\nKrP2HPXt3OnObse0C2kfJN/qida4lCNpR9SMi3DYgljFuhCqcVmXK85vaocMxGunEFcxbYcsFY51\nkHHxOAVCouA4ahU9aDGdBeg7bM8i2avPbO9Xrk0kdpLJYnt+bCu/Kl0LJGZ0bLaEswgiW8XKXLto\nUKbFrC3Oz7Sv9UoKIZ3XuBS2irnVbQ+jgY3x1E9mBBDsV1gpq4aeoGr09p6Lnm3i8Kidagj5Hqo4\nR1VhPPUw+P/bu/PAqOpz/+OfWZLZspGFQFhDVEB2IgpStVaoSxVbkV61va31Xrer9kqvthb7a722\nvVasVaz1aisqKkILV1qLFkSrKGU1sgjIWmRfEwiQmSSz/f4IZ0IgyywnyUzyfv3TSjKT78DJOec5\nz/JNt1G+0gaaGnveXmKtP4+F02FXRjtsQmnmUBK30y5/IGTaQ4hQkHHIySA9zaZQKNzgKX3kJiXB\nG6HWkmzZ2mjVBoIx31waN5M1tS1vjutIgsClo/WJGv2B6SYF8WmtsNWF8V6J9gs214tZP3I5xub8\ntOhKxeK9V0yaM1STgUtNFKVizjSFw1J1bcOShpQbh9xKT6PLj1UrP6dtNp+UUu8C4/UFUuYYSXXJ\nNg65NXtcpLobkDafKnbqvGdWqVjde5pTLsZUseRgb+RJZyDOeva2EplImCTnjmjV1AZjPr+cXh3R\n0muNr7dnn4tRGZMq1S0tqc+4mHNdiJQ5mliFEgiEZLclnhFqrhcz3nNC5+txibE5//SvnTm2k3HI\npzafPNl2m09KrTP6rzV1lGkoqSDZgtr6qWKtcyrMz3HJVxOIDAppC8bDHrNKxSTzRiLTnJ8c6m+k\n6n8PzWr2bS3Jdu6IVq2/5azJmQpOD1yiLBWrac+Mi6+DZVxOnfea68+IRWuVipnxu9pcj4s/EJLN\naom5J7FBj0szQU+894pJc4ayN/EBouk/iOzwfMbNQeplXMy/4Tee9rZt4JJaF5iONA0l2dmbeEDR\nXup7XFrn3789GvTNvIlo6twar/rm/KS59HRKjZ2j6wOXJG3OT7HeSamuab2uOT+2v9O87PrNolt6\nrSMZApcOl3GpO++ZFcS3SuBi0maxbmea3M7GN6H0B+L7GUZ21G5rPuhJ/YxLEyclb7VfFovkTG++\nOV86exPKlMu4RCarmXcCMuoW2yNwqU2BC4w/EJQ/EEp4zwtExxgLmizHRv240dbKuJxKw7dhn0tk\noIkJvX3NbfAbD0rFkkP9Obr+hsGsKUWtpbE1J7u68c2xD/84PePSUrbGOHe1a6lYit1rteT05nwz\ntMaxW+s3b7PY/BxXZL+/Bj8jzqyO8ZqWXhvvvWLSnKGa3sclILfD3mzU5nbZI9/b4LU1AaWn2VJm\ns7PWmLhUv4eLs4XvNE+yPVVvTv0o5I5xwk0FybSRXKRUrLV6XNphspi3OiCXw5xhE0ZAb9ZIZJrz\nk0NjEyxTpVQsWfrjohHv8A+PKy1yToq2x6V9m/NTq7qlJSmRcTGpVEyqu05V+fxnlQTH+zOM19hb\n2Bwz3nvFpDlDNTVRy1vtl6uFXwbj4uo9Y2yn15davQvprTDusa1HIUunjbZOgQtMJHAh49JmjI3k\nkkFrjkOW6n/vDrdp4OKXy6Tj2Th/mjUSmR6X5NDY9Tb5A5fUua4YauJ8MFK3CWXduaOlbLBR5tqu\npWIdNOPS3CjfWLTGVhd1QYU562uqpDnen2FMFWvp2I33XjGhM9TUqVN10003adKkSVq0aFEib9Xk\nSSma/oNIOUMjGZdUGYUstVaPS/uViqXCk7Fohj/AXGl2a9IcG625AaVUX/JR3oaTxczs2Wrq3Bqv\nQJBSsWRgbzZwSfYel+Q4d0QjkQcjxrmj5R6XU+U2yRC4dJAHgMZ9YzJnXAIm9bhITQcugXgzLqcy\nLdGWisV6PxD31W3FihXatm2bZs+erWPHjukb3/iGxo8fH+/bNfoPGw6H5a0JqFdLGZcmRnZ6qwNt\nesOeqNY4uNu1OT9JNhlsTkebP58K6krFkqvHpbVKxXKzmx412Vq81QF1z/OY8l7151Zzm/NtKVK+\n21E1dq0JJH3GJfWa8yPnlzgCl7xT/XGOZvp7676eBOOQjQeAHaTk2u2qO++ZPVXMzAd25paKNX6d\nqmvOd8T8frH2uMR6rxj3UTZq1CgNHTpUkpSVlSWfz6dwOBz3TOnGTko1/qBCoXCLYz0jIztPu7gG\ngiHV+oOplXGxmX9iPlLpkyPdpgxX292YNzXaOhmRcWl7aXaraeN1E1XrrztGW6tUzJluV6Y7vc2a\n82v9QQWCIVNGIUvmZ1xClIolBSOr0mAccjA1mvNT4YGYIZENbo2HjdGW2yRHxqVjXEcjGReTHrCY\nfeyGQmEFgmHzMy5nNOgn2uOS1kKPS7z3inEfZVarVS5X3YedM2eOLrvssoQ2wjEi2z2HTmrlxgOS\n6kdwtvTLYFxc/7mvMvLa6prUq7k0/rEPVngjnyNRhyq8ys9uu80npfrPUV7pM+1zJOqcnjnKzTp7\nQIE3BY+TVJdms6m6NpgUx8bBiipJrRe4SHUlH3uPnIz783bt4lbf7llRfa/ZteatlnFhHHK7Ms7R\nG3aUq+bUg7Ktu481+FqyMda1eefRVivtNNvO/cclxZfRjb5UrO7r2/ZUxnWOsdusGtwvL6G/045W\nuWB+c37d3+3+I1WmXPeCxo72JgVWRuCyeWdFg/X5g3H2uMSYcWnsXrG5n5rw1e29997Tm2++qenT\npyf0PkZGYMWGA1qxoeEHyM5oPlVlfH35+gNavj621yYTp8Muq0XauKNCG6evMO19z+vTxbT3iobN\nZpUz3aYd+47r5yZ+jkQM6NNFT3z/0rP+3OvrWNNQUoHHlaaa2mDSHBt2m6XFcoxEFOa59c99lXF/\nXrvNotceuUoZ7vQWv9cYhewx6XhurXHIsW5oBnN5Tl1vZ727+eyvJem50Fjznxdv158Xb2/n1cQm\nnoqH7vl15Z5ZnubvYTJcdeeF91bt0nurdsW+OEnfuWagJl1xXlyvleqHd3SUB4DZGXV/px6TKlXc\nTrssFmndtiNat+2IKe8p1Ze0JaogxyWb1aKyTYdUtulQw58Rx79pmt2qdLu1xdc2d6/4yC09m3yd\nJRwOh2Ne1Skff/yxfvvb32r69OnKzMxs9nvLyspafL/1O72q9DZMd1ot0qDebmW5m4/6Nuzy6ljV\n2a89v7dL2e7U+WXastenw8fNK6OxSDqvh1P5WW17MfrngWrtP9p2u4U3Z/mmE/IHw3roxh5nfe3j\nDcf1/trj+taX83VuUduNjO7MDh3za+v+tmtWb0nX7LRW/bevOBHQpj0+xXOi3bLXp52HanXHVV1V\nlNty4LKvola/X3BIo/tn6KrSnDh+YkO+2pAen7tP5/Vw6pbL8hN+v398fkKLVlfq5svy1L9H6vQf\ndjQ1/pDW7vDKH2x4VDrTLBpW7JE9CcdV+4Nhrd1RpRp/3Lcs7SLNZtHQvm4502N7Oh4Oh7VpT7X6\ndXNEGvAbEwqHtXaHV96a2MuQqmtD+njDCQ0rdusbY3Jjfr3hpUWHtOtwrX56cw9Z27C6ozV9vtun\notw0ZXvMuX/ctMen8hPm3tsN6OVSboY569u6z6dDlQ3Xl8j94/YD1cpy2VSQ3fxrm7pXHDswU6Wl\npY2+Ju5PfPLkST3xxBN65ZVXWgxaDE0tov7r8a4msdcmqqysrMXPFq32/BxmSqaPceSFpVq95bAG\nDR4m5xllh+sPbJR0XMMGD9TA4vhP3G3FzGOtPV3d3gtoY/GOLXnzg216ef4G5Xfrq9Ih3Vv8/rRt\nhyUdUt/ePVRaOiDqn9PUcRUMhaW5bynd6THluPvnsS3S6kr1P+9clQ4oTPj9EL+LR7fPz03kHDb6\nQpMXk+QuuCC67xsV5fedyR8I6uMfzVfY5k7o93vGhx/I7QxpVLQLbiXJfC+W7Jdt0z9vgt/XXLIj\n7sDlnXfe0bFjx3T//fdHmvKnTp2qbt26xfuWQKuobzzzqWfXhkF2VQebhoKOJTJOOcrmfqPW3GPS\n8WyzWuRy2ExszmccMpAs0uw25WQ4Ep56WFUdoNwabSbuq9s3v/lNffOb3zRzLUCrOH1G+ZmBi6+D\nzZ9Hx2KMRI32xsIIMMzagNJ4L59JgQvN+UByyctxaveBEwlNhfVV+9WlkeE3QGvg6oEOrz5wObuv\noqPt+IuOpbljtzGtMd7b7bRHMpOJojkfSC752S7VBkI64Y3vdzwcDtdtettBRiEj+RG4oMM7vVTs\nTMYUpjN7X4BkkJvllNXS+LHbmNYIxD3ONNNKxYwxnrYkbP4GOqOCJnZNj1aNP6hgKEypGNoMgQs6\nvKZ2hZUkry8gl8NOzT2Skt1mVU6mU4ejLhUzdxyyJLmcdgWCIVM2xg3S4wIklbwEAxcfVQtoYwQu\n6PDymzkxe2v8nHCR1ApyXKqo9EUa25sT6XExuVRMkqp8iWddjMDFbtLGaQAS01xFQjTqN3Em44K2\nwdUDHZ7bmSaP09544FIdIHBBUsvLcSoQDKvyZE2L3+tthWETxnsZZZWJMErF6HEBkkOipWJVvo61\n+SSSH4ELOoW8HNdZJ+a6pkI/T4qQ1GJ5ImoEF2aNQ5bqR4Wb0edCqRiQXPJOlVJHW456pvpSMa6j\naBsELugU8nNcqqoORHoAJMkfCCkQDDMNBUktlieiRnDhTDcxcDEyLiZMFgsxDhlIKnnZp/aKinJy\n4ZmMhyVkXNBWuHqgU8g3Ts6V9SdnL0+KkAKMG4tonoh6q/1yOeymlmIZNyRkXICOJ81uVU5m/JtQ\n1penErigbRC4oFNorEG/Nfa8AMxmZFyieSLqrQ7IY/LxbAT2pgQuwVOBC+OQgaSRn+PSkUqfwuGW\nB4Ccydjjye3iASDaBoELOoWCRnYgJ+OCVGBkXKItFXOZfDwbgb3PhFKxYIjmfCDZFOS45A+EdLyq\nNubX+si4oI0RuKBTaOzmj9pcpILcLEdUm1DWD5swO+NyahyyqaViXHqAZJFIg35rbHoLNIerBzqF\n+slM9LggtdhsVuVmOVvMuNQGQgqGwqZuPinVb2ZpbnM+GRcgWdSXo8YeuERKxbiOoo0QuKBToMcF\nqSwvx6XyyupIxqIxxvFs5uaTp7+fsdFcImjOB5JPc5s0t8RHxgVtjMAFnYLLYZfHldYgFU6KG6ki\nP8elYKj5TShba7pPZByyz4zm/LoeF5rzgeQRy+TCMxkPNMi4oK0QuKDTKMhxqbyykcDFxF3GgdaQ\nH0WDvreVSjaMzSyNnrBEGBkXKz0uQNKIlIpVxr6XS5XPL6tFcqbbzF4W0CiuHug08rKd8p62CWXk\nRs/EXcaB1hBNKYcRiJs9DtnYzNKsfVwsFkrFgGSSm+2UxRJfxsVXUzfJ0GLhdxptg8AFncaZN39s\nnIVUURBV4GL0uJibcbFaLXI57KY05weDIYIWIMnYbVZ1yXQ0qEiIVmtMMgSaQ+CCTqP+5q8uHc5U\nMaSKvJyWx5W2Zs+W22k3LeNCmRiQfPJzXDpyrDoy+S9aVdUBHv6hTXEFQadxZgNiFVPFkCKiqUGv\nLxUzPxB3O9NMC1zIuADJJy/bpUAwpMqqpgeAnCkcDstX7efhH9oUgQs6jfqbv7rAxVcTkMVSX8MP\nJKucTKesVkvzpWI1rTMOWTIyLn6Fw7E9jT1TiMAFSEr1e7lE36BfUxtUKMzDP7QtAhd0Gka5TX2P\ni18uh11WbqSQ5GxWS90mlM3UoBvjilulVMxhVzAUVm0glND7BEMhRiEDSSiekchsPon2QOCCTuPM\n5vyq6gAnXKSMghY2oTT2U2iVUjHXqb1cEmzQDwbJuADJKJoBIGdiLzS0BwIXdBrOdLsy3WmRp9Y+\npqEgheRlOxUKhXXsROOlHN5W7Nkymm99Cfa50JwPJKf8M0qpo+Fj80m0A64g6FTysl06csyncDgs\nL9NQkEJa2svFePrpaoVj2rgxqUo040KPC5CUoplceKYqHwNu0PYIXNCp5Oe45KsJ6tiJGgVDYZ4U\nIWXknzHO+0zear8sltYJXIxNLROdLBYKsY8LkIzyspyyWpqfXHgmbw2lYmh7BC7oVIw63l0HTkji\nhIvUEQlcmijlMDKIrbGDtbGpZaKBSyAYpjkfSEI2m1VdspwxZVx8RnmqgweAaDsELuhUjHT4zgPH\nJVGbi9TRUvOst9ofCTDM5o5kXMwoFeOyAySj/GyXKip9UW9CSXM+2gNXEHQqkYzLQTIuSC152c3X\noHurA612PHtMyriEGIcMJK38HJcCwbAqT0a3CWUVgQvaAYELOhVjVn19qRgZF6SGnEynbFaLyhsJ\nXMLhsLw1gVYZhSzVb2ppbHIZL8YhA8kr1gZ9L/u4oB0QuKBTIeOCVGWzWpSb7Wy0VKymNqhQKBwJ\nMMwWKRXzJT4OmVIxIDkVxDgS2UdzPtoBVxB0KnmnTsyRMY6MQ0YKyc92qeJEjYLBhjvYR6b7tNLx\nbLyv8XPiEQ6HT+3jQsYFSEbGAJBoMy7145DJuKDtELigU3Gk2ZTpTo/8t7EjOJAKCnJcCoXCOnqi\nYQ26UbLhaaXj2XjfRJrzjX5fSsWA5JSf3fzI9TMxDhntgcAFnY6RDpfIuCC15DUxErk1N588/X0T\nac4PheqyRAQuQHIyMi6N9dE1xlcdkNVqkSPN1prLAhogcEGnk3964MKTIqSQ/FPNs2f2ubR2k6wz\n3S6LJbGMSzBYl3Kx2bjsAMmoS5ZTVqsl+lKxan+r7R0FNIUrCDodY3KKRG0uUkt9KUfjGRdPKwXi\nVqtFboc9oYxL8FStGBkXIDnZrBblZjqa3OT2TN7qAOXWaHMELuh0Csi4IEXl5zReg94WG8G5nGkJ\nNecbgQvN+UDyys9xqaKyOvL72hzfqYwL0JYSClw2bdqk8ePHa+bMmWatB2h1xl4uEhkXpJaCnKYy\nLnUlXK5WPJ7dTru8vkRKxehxAZJdXo5LwVBYx04036AfCtXtHcXDP7S1uAMXn8+nxx9/XGPHjjVz\nPUCrM27+rBbJmU5TIVJHdoZDdpvl7Ob8Vh6HLEmeUxmXcLjlJ7GNqS8VI9EPJKv6vVyaD1yqawMK\nh3n4h7YX9xXE4XDohRdeUH5+vpnrAVqdUW7jcqbRVIiUYrValJvtarrHpRXrzV1Ou0KhsGr8wbhe\nHwlcbPzOAckq2r1c2HwS7SXuI85qtSo9Pb3lbwSSTF52XXM+J1ykovxspzZ9UaE3Fm6SEQJ8tv2I\npNYbhyydtglldUDO9Nh/TpBxyEDSMwaAvLdyl3btP97k9x331koi44K216Z3bmVlZW3549pUR/5s\nHVFBtl0Z6aGU/HdLxTXDPC5bjUJhada7mxv8uc0q7fznJh3aE18ivaXjynuyUpK0qmyN8rNiv1k5\nXFnXH1NRUc4x3Mnx75+8jp/6Pf3k84P65PODLX6/31uRVP+eybQWtI42DVxKS0vb8se1mbKysg77\n2Tqqp/rXyGazKiPFRjlyrGHQkIC27j52Vq9Jfo5LRfkZcb1nNMfVmr3r9en27Sou6a/zeneJ+Wfs\n3H9cevuguhV2VWnp0LjWidTHOSz5nT/wuCqralr8PpvVqv59usieJHszcWx1HM0FoNRDcWsAAAAg\nAElEQVTKoFPKznC09xKAuDjT7RpS0va9hUZJSLybULKPC5Aa+nTPau8lAE2KO3BZu3atfvKTn6ii\nokI2m02zZ8/W66+/ruzsbDPXBwBIAkZPWLybUBo9LuzjAgCIV9yBy7Bhw/TXv/7VzLUAAJKUJ+HA\nhYwLACAxyVGYCABIaq5ES8WCxjhkLjsAgPhwBQEAtCgyDrkmvoxLiIwLACBBBC4AgBYZm1sm2uNC\n4AIAiBeBCwCgRa7IBpTxlYoFTpWK0ZwPAIgXgQsAoEWJThWrLxXjsgMAiA9XEABAizwJ7+NSVypm\nt5FxAQDEh8AFANAiR7pNVgvjkAEA7YfABQDQIovFIpczLeFxyFbGIQMA4sQVBAAQFY/THvc4ZDIu\nAIBEEbgAAKLidqYl0JzPOGQAQGIIXAAAUXE57PJV+xUOh2N+LRkXAECiCFwAAFFxO+0KhaXq2mDM\nrw0yDhkAkCCuIACAqCQyErm+OZ+MCwAgPgQuAICouBLYhJJSMQBAoghcAABRcSeUcaE5HwCQGAIX\nAEBUPKZkXLjsAADiwxUEABCVSKlYHHu5RAIXelwAAHEicAEARMXtOFUq5oujVIx9XAAACSJwAQBE\nxeOKP+MSolQMAJAgriAAgKhEMi7x9LgEKRUDACSGwAUAEJX6ccjxlIqd2seFUjEAQJwIXAAAUfG4\nEsi40OMCAEgQgQsAICpuR+IZFwIXAEC8CFwAAFFxJbCPS6Q538ZlBwAQH64gAICoONJsslot8WVc\ngmRcAACJIXABAETFYrHI47THNQ45cKrHheZ8AEC8CFwAAFFzOdPiKxUj4wIASBCBCwAgam6HPcHm\nfC47AID4cAUBAETN40qTryYQabaPljEO2c4GlACAOBG4AACi5nLYFQ5L1bWxlYuxASUAIFEELgCA\nqLnjHIkcZBwyACBBXEEAAFHzONMkxb4JJc35AIBEEbgAAKIWybjEOBI5UipmIXABAMSHwAUAEDWX\nEbj4Yg1cQrJa6HEBAMSPwAUAELVIqVhNbKViwVBYVkYhAwASwFUEABC1RJrzbYxCBgAkwB7vCx97\n7DGtXbtWFotFU6ZM0ZAhQ8xcFwAgCbkc8Tfn05gPAEhEXIHLqlWrtHPnTs2ePVvbt2/Xww8/rNmz\nZ5u9NgBAkok34xIIhQhcAAAJiatUbNmyZRo3bpwkqaSkRMePH1dVVZWpCwMAJJ/6ccgxlooFw7LR\n4wIASEBcV5EjR44oNzc38t9dunTRkSNHTFsUACA51WdcYiwVC4WZKAYASEjcPS6nC4fDUX1fWVmZ\nGT8uKXXkz4bkwrGG1hDtcXXSF5Qk7d1/OKZj0VtdHdPPQcfFMYDWwrHV8cUVuHTt2rVBhuXQoUMq\nKCho8XWlpaXx/LikV1ZW1mE/G5ILxxpaQyzHVa0/KM2bL4crI6Zj0f72QqXbbRy/nRznMLQWjq2O\no7kANK5SsbFjx2rhwoWSpA0bNqiwsFButzu+1QEAUkaa3Sq7zSJvTezjkCkVAwAkIq6My4gRIzRo\n0CDddNNNstls+ulPf2r2ugAASchiscjlSIu5xyUYZB8XAEBi4u5x+cEPfmDmOgAAKcLjssc8VSzE\nOGQAQIKYTQkAiInbkRb7OOQQG1ACABJD4AIAiInLaZevJqBgKLqJkpIRuHDJAQDEj6sIACAmxiaU\n1TE06NOcDwBIFIELACAm9ZtQRhe4hMNhhUI05wMAEkPgAgCIiSsSuEQ3WcwoKaPHBQCQCAIXAEBM\n3I7YMi71gQuXHABA/LiKAABi4nHV9bh4a6LMuARDkkSpGAAgIQQuAICYxJpxCVEqBgAwAYELACAm\nrlNTxWLvceGSAwCIH1cRAEBMPDFOFaM5HwBgBgIXAEBM3JGMS5SBS7AucLHS4wIASACBCwAgJrGP\nQz7VnE/GBQCQAAIXAEBMPDFmXEL0uAAATMBVBAAQE7eRcYl2HDI9LgAAExC4AABiEglcfNFlXAJB\nSsUAAIkjcAEAxCTNblOa3RpzxoXmfABAIghcAAAxczvt9LgAANoUVxEAQMzcjrTop4oF6XEBACSO\nwAUAEDNXDBmXyDhkSsUAAAkgcAEAxMzjTFN1bTDSv9KcIKViAAATcBUBAMTMmCzmq2k568I4ZACA\nGQhcAAAxc0VGIrfc5xIicAEAmIDABQAQM48zTZLkjSbjEqTHBQCQOAIXAEDMIptQRjFZLLKPCxkX\nAEACCFwAADFzOYzAJZYeFy45AID4cRUBAMTM4zpVKhZDxoUeFwBAIghcAAAxc8eScTF6XAhcAAAJ\nIHABAMTM7Ywj40JzPgAgAQQuAICY1TfnR9/jYqXHBQCQAK4iAICYuWMYhxw6VSpmJ+MCAEgAgQsA\nIGZGxqUqig0oac4HAJiBwAUAEDNjHLIvmg0oGYcMADABVxEAQMziac5nA0oAQCIIXAAAMUuzW5Vu\nt0bZnM84ZABA4ghcAABxcTvTosq4hIKMQwYAJI7ABQAQF7fTHtM4ZHpcAACJiPsqsmLFCl188cVa\nvHixmesBAKQIt9Me1ThkpooBAMwQV+Cya9cuvfbaa7rgggvMXg8AIEW4nWmqqQ0qcGqflqYYX6c5\nHwCQiLgCl27duunZZ5+Vx+Mxez0AgBRh7OXS0kjkEBkXAIAJ4gpc0tPTzV4HACDF1I9Ebj5wiZSK\n2ehxAQDEz97SN8yZM0dz586VxWJROByWxWLRfffdp7Fjx8b8w8rKyuJaZCroyJ8NyYVjDa0hnuPq\n5PGjkqRPPl2rbl2afqC1d3+FJGnL5s9Vvq/Fyw46OM5haC0cWx1fi1eQSZMmadKkSab8sNLSUlPe\nJ9mUlZV12M+G5MKxhtYQ73G18dDnWrlli/r2O0+D+uU1+X3vrl8pyauLLhiu7AxHAitFquMchtbC\nsdVxNBeAJpy3D4fDib4FACAFuR11z75a2svFKCUzemIAAIhHXIHLokWLdN111+nvf/+7Hn30UU2c\nONHsdQEAkpwRiLTU4+Kt9stusyrNbmuLZQEAOqi4Hn+NHz9e48ePN3stAIAU4oo057eccfG4yLYA\nABLDiBcAQFw8UWdcAnI70tpiSQCADozABQAQl8g45Bb2cfHV+OWivwUAkCACFwBAXCI9Lr6mS8WC\nobB8NUF5nGRcAACJIXABAMQlmoyLr4aJYgAAcxC4AADiUj9VrOmMi/E1SsUAAIkicAEAxMXlaLk5\nP7KHi4PABQCQGAIXAEBc7DarHOm2qDIuHhc9LgCAxBC4AADi5nbYo8q4uMi4AAASROACAIib29lS\n4OI/9X1kXAAAiSFwAQDEze1Ma6FUrC6o8dCcDwBIEIELACBubqddtYGQ/IFQo1+PNOeTcQEAJIjA\nBQAQNyMg8TWxl4u3hnHIAABzELgAAOJWPxK58XKx+lIxMi4AgMQQuAAA4maMOW6qQb++OZ+MCwAg\nMQQuAIC4uaPMuDAOGQCQKAIXAEDcjExKyxkXSsUAAIkhcAEAxM0ISJrLuKTbrUqzc7kBACSGKwkA\nIG6RjEtTU8WqA2RbAACmIHABAMTNCEqqfE1lXPyMQgYAmILABQAQNyPj0vQ+LgF5CFwAACYgcAEA\nxK2+x+XswCUYDKmmNkipGADAFAQuAIC4GeOQqxppzjf6XhiFDAAwA4ELACBukVKxRjIuRhbG2KQS\nAIBEELgAAOLmaqZULLKHCxkXAIAJCFwAAHGzWS1yptvkrWmkVOxUMMNUMQCAGQhcAAAJcTvt8vqa\nzrh4aM4HAJiAwAUAkBC3M63ZjIubjAsAwAQELgCAhLid9sZ7XIypYmRcAAAmIHABACTE7UiTPxCS\nPxBs8Ode36nmfDIuAAATELgAABLidtUFJmdmXYyMCz0uAAAzELgAABLidjQ+EjkyDpmMCwDABAQu\nAICEGIFJVXXDBv3IOGT2cQEAmIDABQCQEPepUjBfExkXj4tSMQBA4ghcAAAJMTIuXjIuAIBWROAC\nAEhIfanY2RmX9DSb7DYuNQCAxHE1AQAkxGjO9zWScfHQmA8AMElcV5RgMKiHH35Yu3btUigU0g9/\n+EONHDnS7LUBAFJAZBxyzdnjkAlcAABmiSvj8pe//EVOp1NvvPGGfvGLX+ixxx4ze10AgBTR9Djk\ngFzs4QIAMElcj8ImTJigr33ta5Kk3NxcVVZWmrooAEDqaGwcciAYUq0/SMYFAGCauK4odrtddnvd\nS2fMmKFrr73W1EUBAFJHY+OQjeyLm4wLAMAklnA4HG7uG+bMmaO5c+fKYrEoHA7LYrHovvvu09ix\nYzVz5kx9+OGHev7552Wz2Zr9QWVlZaYuHACQHKprQ/rV3H06r4dTt1yWL0k6ejKgaW8d0LBit74x\nJredVwgASCWlpaWN/nmLGZdJkyZp0qRJZ/35nDlz9OGHH+q5555rMWhpaRGprqysrMN+NiQXjjW0\nhkSPq2AoLM19S2kOT+R9/rm3UtIB9epRqNLSoSatFKmOcxhaC8dWx9FcsiOuUrHdu3frj3/8o2bO\nnKm0NMoAAKAzs1ktcjnsZ5SK1fW7eCgVAwCYJK7AZe7cuaqsrNTtt98eKR976aWXIn0vAIDOxe20\ny1tT35xvjEZ205wPADBJXFeUyZMna/LkyWavBQCQotxOu46dqI38t9dXF8QwDhkAYJa49nEBAOB0\nbmeafDV+GfNejIwL45ABAGYhcAEAJMztsCsQDMsfCEliHDIAwHwELgCAhBkBirEJpdGc73KQcQEA\nmIPABQCQMKMJ35gsZmRcPC4yLgAAcxC4AAASZmRcvJHApS7j4ibjAgAwCYELACBhRsbFGIlc3+NC\n4AIAMAeBCwAgYUaAUuVrWCpGjwsAwCwELgCAhBmlYj4j41LjlzPdJpuNywwAwBxcUQAACYuUip3W\nnE+ZGADATAQuAICEuR1nj0N2OZgoBgAwD4ELACBhbtfZ45A9LjIuAADzELgAABJmjD32VgfkDwTl\nD4QiWRgAAMxA4AIASJjRnF9V7a+fKEaPCwDARAQuAICEnd6cbwQuHicZFwCAeQhcAAAJc6bbZbFI\nvpqAvKca9JkqBgAwE4ELACBhVqtFLoddVT5KxQAArYPABQBgCrfDLu9pGRdKxQAAZiJwAQCYwu1K\nk6/aL29NXcaFUjEAgJkIXAAApnA77HXN+b5TPS6MQwYAmIjABQBgCrczTcFQWEdP1kiixwUAYC4C\nFwCAKYzSsCPHfJLocQEAmIvABQBgCmMTyvJj1af+m4wLAMA8BC4AAFMYgcrhUxkXSsUAAGYicAEA\nmMLIuByppFQMAGA+AhcAgCmMjEtNbVCS5HSQcQEAmIfABQBgCvdpgYrLYZPNamnH1QAAOhoCFwCA\nKdyu+tIwN2ViAACTEbgAAExxesaFiWIAALMRuAAATHF6sOJ2kHEBAJiLwAUAYIrTy8PIuAAAzEbg\nAgAwRYOMCz0uAACTEbgAAExBxgUA0JoIXAAApnCm22RMQHYRuAAATEbgAgAwhcViketU1sVDqRgA\nwGQELgAA0xglYpSKAQDMFteVpaKiQj/60Y9UU1OjQCCghx56SEOHDjV7bQCAFGPs5eJiHDIAwGRx\nZVzeeustff3rX9err76qyZMna9q0aWavCwCQgowGfY+LjAsAwFxxXVluvfXWyP/ft2+funXrZtZ6\nAAApLFIqRsYFAGCyuB+JHTlyRHfddZe8Xq9mzJhh5poAACnKyLjQ4wIAMFuLV5Y5c+Zo7ty5slgs\nCofDslgsuu+++zR27FjNnTtXH330kR566CFNnz69LdYLAEhiXbIckqScTEc7rwQA0NFYwuFwONYX\nrVy5Uv3791d2drYkafTo0Vq+fHmzrykrK4tvhQAAAAA6jdLS0kb/PK5c/qJFi/T555/ru9/9rjZv\n3qyioqK4FwAAAAAALYkr43L06FE99NBD8nq9qq2t1cMPP8w4ZAAAAACtJq7ABQAAAADaUlz7uAAA\nAABAWyJwAQAAAJD0CFwAAAAAJD0ClygdPny4vZcAAEDKoIUWrYHjqnMjcGnBjh07dOedd+q///u/\nNWfOnPZeDjqBXbt2tfcS0AF9+umnOnDggCQu/Gg9Xq9XixYtktfrlcViae/loIPwer2aM2eOKioq\nOK46OdsjjzzySHsvIpnNnj1bRUVFmjx5soLBYFR71gDx2L17t6ZMmaKFCxfK6/Xq/PPPl9XKswUk\n5osvvtD3vvc9bd++XcuWLdMVV1whm83W3stCB7R48WL94Ac/0MGDB7V7924NGzZMdntc28UBEcuX\nL9eDDz6oo0eP6tChQ+rTp488Hk97LwvthDNKE8LhsMLhsFasWKGf/OQnyszMVDAY1MaNG3X++ee3\n9/LQAX300Ufq06ePJk+erO3bt3PBR9zC4XDkqeS2bdv01a9+VXfffbcqKiqUlpZ21vcAZtizZ4++\n973v6YYbblBNTY0cDkd7LwkdwJEjRzRu3Djddddd7b0UJAHujE6ze/du3XXXXZo6daoGDRoki8Wi\niy66SE899ZS6d++uo0ePateuXZo4caKuvPJKdenSpb2XjA4iFArp888/14QJE5SWlqa9e/fq6NGj\nGjVqFAEMYhIIBBQMBiM3jevWrdPJkyclSXPnzlV6errGjx+vHj16tOcy0QEcOHBA2dnZcrlckqSy\nsjKNGzdONTU1+s1vfqP8/Hxdc801HGuIyf79+xUOhyMVLlu2bFGPHj108uRJTZ06VV26dNHll1+u\n4cOHt/NK0R4oFTvNxo0btWjRIu3fv19XXnmlJKmgoEAffvihevbsqZ/97Gfq1auXli5dquLiYhUU\nFLTzipGqysvLdfPNNysvL0/FxcWyWq3asWOHZs6cqQMHDuiTTz7RsmXLtGfPHhUWFionJ6e9l4wU\ncOzYMU2cOFGbNm3SuHHjJEm9evXSzJkz9cknnygjI0OHDx/W+++/r+7du6uwsLCdV4xUtWfPHn3t\na19TTk6OBgwYIJvNJrvdrt/85jfau3evzj33XG3dulUbNmxQZmamunXr1t5LRgo4fvy4Jk6cqFAo\npH79+snj8SgQCOiJJ55QIBBQv379FAgEtHz58sj3oHPp1AX0fr9fy5cvV3l5uaS6E/GTTz6prVu3\nasGCBZKkrl27atSoUVq7dq0kacyYMaqsrNT+/fvbbd1Iffv27ZPf79eyZct09OhRSdK//uu/ymKx\n6OjRo/r1r3+tBx54QDU1Nfr888/bebVIFUeOHNHIkSP16aefavPmzZKknJwcjRkzRrt27dI999yj\nhx9+WLm5uZGv06iPeOzatUuDBw9WWVmZDh48KEm64oorVFxcrGPHjmnSpEm65557lJaWxvUSLTLO\nQ9u2bVP37t118uRJbd++XaFQSJdccolKSkq0du1a3Xjjjbr55ps1cOBA7dixQ8FgsJ1XjrbW6QIX\n45djxYoV+va3v60///nP+sEPfqDVq1frxhtv1LBhw3Tvvffq+eeflyS53W7dcsstysvL0+9//3st\nXLhQJ06cUG5ubnt+DKQYv9+vxYsXa8eOHZLqMi4//vGPdfDgQf39739XKBRSenq6Jk6cqCVLlkiS\nBgwYoNraWtXW1kriBhNnO3jwoJ555hktXbpU1dXVOnHihO69917deOONeuKJJyRJGRkZuuaaa2S3\n27Vs2TJJUr9+/bR7925Jos8FUVm+fLmefvrpyEM9j8ejZ599Vjk5OfrLX/4SOU/deeedWrNmjY4f\nP67CwkLV1NSopqamPZeOJLZ8+XL96le/0htvvCFJ6t69u6ZNm6bCwkItX75ce/fulSRNmTJFmzdv\nVkVFhbKysnT06FE5nU4GjXRCna5UzLhIz5w5U2PGjNH999+vUCikl19+WZdffrlcLpdKSkq0aNEi\n7du3T6NGjVJ6erpGjRql8vJyLVmyRHfeeaeGDh3azp8EqeKzzz7TPffco6qqKr322msqKipSaWmp\nzj33XOXm5upPf/qTSktLlZmZqUGDBmn16tX65z//qT179uijjz7S6NGjVVxczA0mJNU31X/66ad6\n9NFH1bt3b61fv17vvvuuvvOd7ygzM1OlpaX6wx/+oPz8fJWUlCgvL08ZGRl66aWXtHv3bv3tb3/T\nDTfcoD59+rT3x0ESM461999/Xy+88IK+/OUv67XXXtPJkyc1ZswYZWdnR0oR+/fvr9zcXPXo0UMV\nFRX66KOPNH/+fO3fv1/XXXcdpdWIOP0c9pvf/EbXXnut3n77be3du1e9e/dWr169VFhYqPfff1+Z\nmZkqLCxUt27dVFtbq6VLl2rOnDn64osvdM011zDptRPqNIHLoUOHNGPGDB09elQ9evTQnj17VF1d\nrREjRuj888/X8uXLdfjwYY0YMUIWi0VDhgzRtGnTNGLECM2aNUu9e/fWmDFjNG7cOHXt2jXy9Jub\nSbRk3rx5Ou+88/TAAw8oLy9P8+fPV58+fVRYWKhevXpp1apV2rNnj0aPHi2prhxRkv7xj3/orrvu\n0oUXXtiey0eSqa6uVlpamtatW6ejR4/qxz/+sb785S9r+vTp8ng8kZ6pnJwcPf/887rpppskSSUl\nJbr44otVVVWlO++8U4MGDWrnT4JUYLFY9M4776hv37665ZZbNHjwYM2fP1+5ubnq3r27CgoKtHfv\nXpWVlemKK66QJI0ePVpDhgyR1WrVgw8+SNCCBvx+v2w2mxYtWqSMjAx95zvf0dChQ/Xpp5+qqqpK\nxcXFys/PV3l5udavX6/S0lK5XC6VlpZGHib/4Ac/IGjppDpF4LJ69WpNnjxZffr00YoVK1RVVaWq\nqiqFQiF169ZNWVlZ6tmzp55//nldffXVcjqd6tKli2bMmKHZs2dr1KhRGj9+fOT9QqGQrFYrQQsa\ndfjwYT333HM6cOCAioqKdPLkSW3cuFGXX365SkpKtHHjRu3du1d9+/aVx+NR//79NWfOHGVkZOiV\nV15R7969VVpaqssvv5wgGRHr1q3TU089pWXLlql79+6qra1VZWWl+vTpo8zMTOXk5GjevHm65JJL\n5HQ6dd555+njjz/W8uXL9fbbb6u6ulqlpaXq37+/MjIy2vvjIIktWLBAjz32mLZs2SKPx6MuXbpo\n69atGjZsmHr06KEjR45ow4YNOuecc5SVlaWLLrpIs2fP1tq1a/W73/1OxcXFKikpUf/+/dv7oyCJ\nvPvuu3rkkUe0adMm+f1+DRo0SO+//75Gjx6t7t27y+v1atOmTcrMzFRRUZEGDx6sjz76SH//+9/1\n2GOPqW/fviopKVFJSUl7fxS0o07R4/Lhhx/q9ttv1/33369rr71WW7Zs0fjx47V9+3Zt2bJF1dXV\nGjhwoPr06aPXXntNkvTII49o+PDhmj9/vu68884G78emgGjKxo0bdccdd8jtdmvr1q168cUX5fP5\nVFBQoHXr1kmSrr/+em3atEkVFRWSpB49eujQoUOaMmWKCgoKGuwTFAqFZLFYCFo6uUOHDmnq1Km6\n4oorVFRUpHfeeUdHjhzRiRMntGfPHknSuHHjFA6HNX/+/MjxEgwG9cEHH2jMmDG6/vrr2/MjIEV8\n+umnmjVrlu69914VFhbq3Xff1YEDB+RwOBqcw3bu3BnpPzh48KC2bNmiDRs26MEHH9QFF1zQnh8B\nSWjTpk169dVX9cADD+iyyy7TggULtH37dp1zzjn64IMPJEljx45VOBzWoUOHJNUdV4sXL9bevXs1\ndepUXXbZZe35EZAkOvQduPGkumfPnpGU4mWXXaZ169apb9++Gj58uFavXq3ly5dLkkaNGhUZrfcf\n//Efmjp1q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Zo3b55mzJihEydO6LbbblN+fr4yMjJUWFioXr16KScnp70/BpKUxWKRx+PR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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0795cf8410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bac_sentiment = bac_sentiment[ (bac_sentiment.index > '2016-06-01') ]\n",
    "bac_sentiment['sentiment_signal'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}