{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "block_hidden": true,
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%load_ext rpy2.ipython\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python API\n",
    "\n",
    "Prophet follows the `sklearn` model API.  We create an instance of the `Prophet` class and then call its `fit` and `predict` methods.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The input to Prophet is always a dataframe with two columns: `ds` and `y`.  The `ds` (datestamp) column must contain a date or datetime (either is fine). The `y` column must be numeric, and represents the measurement we wish to forecast.\n",
    "\n",
    "As an example, let's look at a time series of daily page views for the Wikipedia page for [Peyton Manning](https://en.wikipedia.org/wiki/Peyton_Manning).  We scraped this data using the [Wikipediatrend](https://cran.r-project.org/web/packages/wikipediatrend/vignettes/using-wikipediatrend.html) package in R.  Peyton Manning provides a nice example because it illustrates some of Prophet's features, like multiple seasonality, changing growth rates, and the ability to model special days (such as Manning's playoff and superbowl appearances). The CSV is available [here](https://github.com/facebookincubator/prophet/blob/master/examples/example_wp_peyton_manning.csv).\n",
    "\n",
    "First we'll import the data and log-transform the y variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from fbprophet import Prophet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-12-10</td>\n",
       "      <td>9.590761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2007-12-11</td>\n",
       "      <td>8.519590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2007-12-12</td>\n",
       "      <td>8.183677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2007-12-13</td>\n",
       "      <td>8.072467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2007-12-14</td>\n",
       "      <td>7.893572</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ds         y\n",
       "0  2007-12-10  9.590761\n",
       "1  2007-12-11  8.519590\n",
       "2  2007-12-12  8.183677\n",
       "3  2007-12-13  8.072467\n",
       "4  2007-12-14  7.893572"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../examples/example_wp_peyton_manning.csv')\n",
    "df['y'] = np.log(df['y'])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We fit the model by instantiating a new `Prophet` object.  Any settings to the forecasting procedure are passed into the constructor.  Then you call its `fit` method and pass in the historical dataframe. Fitting should take 1-5 seconds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "m = Prophet()\n",
    "m.fit(df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predictions are then made on a dataframe with a column `ds` containing the dates for which a prediction is to be made. You can get a suitable dataframe that extends into the future a specified number of days using the helper method `Prophet.make_future_dataframe`. By default it will also include the dates from the history, so we will see the model fit as well. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>ds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3265</th>\n",
       "      <td>2017-01-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3266</th>\n",
       "      <td>2017-01-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3267</th>\n",
       "      <td>2017-01-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3268</th>\n",
       "      <td>2017-01-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3269</th>\n",
       "      <td>2017-01-19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds\n",
       "3265 2017-01-15\n",
       "3266 2017-01-16\n",
       "3267 2017-01-17\n",
       "3268 2017-01-18\n",
       "3269 2017-01-19"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "future = m.make_future_dataframe(periods=365)\n",
    "future.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `predict` method will assign each row in `future` a predicted value which it names `yhat`.  If you pass in historical dates, it will provide an in-sample fit. The `forecast` object here is a new dataframe that includes a column `yhat` with the forecast, as well as columns for components and uncertainty intervals."
   ]
  },
  {
   "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>ds</th>\n",
       "      <th>yhat</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3265</th>\n",
       "      <td>2017-01-15</td>\n",
       "      <td>8.205065</td>\n",
       "      <td>7.488507</td>\n",
       "      <td>8.887731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3266</th>\n",
       "      <td>2017-01-16</td>\n",
       "      <td>8.530088</td>\n",
       "      <td>7.862778</td>\n",
       "      <td>9.223688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3267</th>\n",
       "      <td>2017-01-17</td>\n",
       "      <td>8.317468</td>\n",
       "      <td>7.644606</td>\n",
       "      <td>9.021893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3268</th>\n",
       "      <td>2017-01-18</td>\n",
       "      <td>8.150081</td>\n",
       "      <td>7.462394</td>\n",
       "      <td>8.889095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3269</th>\n",
       "      <td>2017-01-19</td>\n",
       "      <td>8.162015</td>\n",
       "      <td>7.438503</td>\n",
       "      <td>8.877361</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds      yhat  yhat_lower  yhat_upper\n",
       "3265 2017-01-15  8.205065    7.488507    8.887731\n",
       "3266 2017-01-16  8.530088    7.862778    9.223688\n",
       "3267 2017-01-17  8.317468    7.644606    9.021893\n",
       "3268 2017-01-18  8.150081    7.462394    8.889095\n",
       "3269 2017-01-19  8.162015    7.438503    8.877361"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast = m.predict(future)\n",
    "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can plot the forecast by calling the `Prophet.plot` method and passing in your forecast dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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OOjsjB0+9+iaUsk+Q7hmHzFyvtZDPrhI9G8aSX9F4PSFKXQySiWIcb6458w97rhZVR2au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ZzOhJhEMCaqlpcUvTjOvEXvUpqXyZnRyYyNTrCS1MzbeD9nK34lPD1lSG+fNU50J5jXY8oSmhNO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\ne2xY3WYI4pZnthakiGZw+8dVs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tnrQow1T7Et6aq5F4DkDncnZe5skT3lvIv4buZk88u8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28j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\n2rXTk6E3AEHedNU0VbwiefDOnH0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Rf8Sx/PJvD7DwiQd4/L472qhcmNl5VNYcxZW33s89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\nEREREVEaJslERERERGmYJBMRERERpfn/xIBqRkZyp2sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8473ca2b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.plot(forecast);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want to see the forecast components, you can use the `Prophet.plot_components` method.  By default you'll see the trend, yearly seasonality, and weekly seasonality of the time series.  If you include holidays, you'll see those here, too."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3GWwMoiji440nMf63Q+jUohm+HxaFdn6GeWcYIiJDNSDCA8mTumD16DiEuNjg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\nqdCvpYBkIspz5LwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8472859fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.plot_components(forecast);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## R API\n",
    "\n",
    "In R, we use the normal model fitting API.  We provide a `prophet` function that performs fitting and returns a model object.  You can then call `predict` and `plot` on this model object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python2.7/dist-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning: Loading required package: Rcpp\n",
      "\n",
      "  warnings.warn(x, RRuntimeWarning)\n",
      "/usr/lib/python2.7/dist-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning: \n",
      "Attaching package: ‘dplyr’\n",
      "\n",
      "\n",
      "  warnings.warn(x, RRuntimeWarning)\n",
      "/usr/lib/python2.7/dist-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning: The following objects are masked from ‘package:stats’:\n",
      "\n",
      "    filter, lag\n",
      "\n",
      "\n",
      "  warnings.warn(x, RRuntimeWarning)\n",
      "/usr/lib/python2.7/dist-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning: The following objects are masked from ‘package:base’:\n",
      "\n",
      "    intersect, setdiff, setequal, union\n",
      "\n",
      "\n",
      "  warnings.warn(x, RRuntimeWarning)\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "library(prophet)\n",
    "library(dplyr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we read in the data and create the outcome variable. As in the Python API, this is a dataframe with columns `ds` and `y`, containing the date and numeric value respectively. As above, we use here the log number of views to Petyon Manning's Wikipedia page, available [here](https://github.com/facebookincubator/prophet/blob/master/examples/example_wp_peyton_manning.csv)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%%R\n",
    "df <- read.csv('../examples/example_wp_peyton_manning.csv') %>%\n",
    "  mutate(y = log(y))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We call the `prophet` function to fit the model.  The first argument is the historical dataframe.  Additional arguments control how Prophet fits the data and are described in later pages of this documentation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "output_hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "STAN OPTIMIZATION COMMAND (LBFGS)\n",
       "init = user\n",
       "save_iterations = 1\n",
       "init_alpha = 0.001\n",
       "tol_obj = 1e-12\n",
       "tol_grad = 1e-08\n",
       "tol_param = 1e-08\n",
       "tol_rel_obj = 10000\n",
       "tol_rel_grad = 1e+07\n",
       "history_size = 5\n",
       "seed = 1236561514\n",
       "initial log joint probability = -19.4685\n",
       "Optimization terminated normally: \n",
       "  Convergence detected: relative gradient magnitude is below tolerance\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R\n",
    "m <- prophet(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predictions are made on a dataframe with a column `ds` containing the dates for which predictions are to be made. The `make_future_dataframe` function takes the model object and a number of periods to forecast and produces a suitable dataframe. By default it will also include the historical dates so we can evaluate in-sample fit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "             ds\n",
       "3265 2017-01-14\n",
       "3266 2017-01-15\n",
       "3267 2017-01-16\n",
       "3268 2017-01-17\n",
       "3269 2017-01-18\n",
       "3270 2017-01-19\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R\n",
    "future <- make_future_dataframe(m, periods = 365)\n",
    "tail(future)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As with most modeling procedures in R, we use the generic `predict` function to get our forecast. The `forecast` object is a dataframe with a column `yhat` containing the forecast. It has additional columns for uncertainty intervals and seasonal components."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "             ds     yhat yhat_lower yhat_upper\n",
       "3265 2017-01-14 7.832396   7.140713   8.533132\n",
       "3266 2017-01-15 8.214232   7.460897   8.918678\n",
       "3267 2017-01-16 8.539239   7.788240   9.262142\n",
       "3268 2017-01-17 8.326654   7.615613   9.003147\n",
       "3269 2017-01-18 8.159337   7.382162   8.889958\n",
       "3270 2017-01-19 8.171276   7.354854   8.922918\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R\n",
    "forecast <- predict(m, future)\n",
    "tail(forecast[c('ds', 'yhat', 'yhat_lower', 'yhat_upper')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use the generic `plot` function to plot the forecast, by passing in the model and the forecast dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IIUybNm3gwIGxsbHt27fn8XhMh4OkOTg4kFMVhg4dOnPmTKbDQQgpH0w4kKLQ19fHxUgZ\nl5ycvHHjxoSEhJYtWy5dupS6vPXgwQOywWKxMCNECJUDJhwIoQJr1qwhB+3euHFDS0trwYIFAJCZ\nmbl+/XryAF9fX39//+HDhzMZpVKJiYm5evVqrVq1RowYgeOTUHWGCQdCqAB9itDz58/JRk5ODv0Y\nXFCj9D5//tylSxeyHRgYuH//fmbjQYhB8hg0umHDhuzs7N9tompLLBafOHFi0aJFp06dwvKFCmLi\nxIlUm6pApaOjM3bsWGq/paWlvMNSWteuXaPa3t7eCrUeG0JyJtsejvT09HXr1r1//77YTVTNubq6\nkh31J0+eTE5Onj9/PtMRIVi/fr26uvqnT5+6d+8+Y8YMar+rq6u1tXVqauqAAQOwFGzp6ejo0DcV\np1o5QvLHIghCdo9OEIREIlm9evWqVatUVVWlNsljAgIC4uLiAMDa2prNlm2PC4/HIwgiLy9Pps8i\nazweLy8vT6Z/ODkQCARDhgyhfv9ZWlqeP3+e2ZDKgcfj5ebmMh1FhaioqLDZbKmLJkqHy+VKJBIF\n7CfLy8uzs7M7d+4cABw5cmT06NElHKyqqpqXlycWi+UVnUxUgQ8Fh8Ph8XhCoZDpQCqEzWaz2WyR\nSCTTZ1FXVy/9wbLt4WCxWBwOh0ojpDZJSUlJsbGxAFD0pkrHZrMJguBwODJ9FlljsViy/oeSD3o5\nB319fWX8u5BvaaajqBAWi1UFXgWbzSZfCNOBSONwOMeOHXN1dRUIBH8cMVo1PtpV4+0EAMr+Ksi3\nk0K9CuYHjY4fP55sJCUlyfq5NDQ0JBJJVlaWrJ9IpgQCgVAoVPYeDh6Pt3z58h8/fly5cmXYsGEO\nDg7KeHlbXV1d2UdQqqmpcblc+j/+9evXfXx86tatu2DBglq1ajEYW+nx+XyxWCzrH3PlxuFwcnJy\n/tiNpKWllZ2drezdA1XgQ8Hj8QQCgTJ+I9FxOBwulyvrzkvqYkVpMJ9wMOLz589hYWFt27Y1NjZm\nOpbqS1dX9/Dhw0xHgQp5+PAhVen148ePJ06cYDYehFCVUR0TjpCQEOpK6v79+62trZmNBymvmJiY\nCxcu6OrqWllZcblV4dN0584dqn39+vWcnBw+n89gPEpELBZHR0fXqVNHU1OT6VgQUkRymhZL73WR\n2pS/Y8eOUW1lHKiIFERMTIyxsfGKFStmzZq1cOFCpsOpHFJ9fphtlFJycvK4ceN69OjRpEmTK1eu\nlHCkk5OTrq6urq5uUFCQ3MJDSBEo/QClcqB/hyrUgBqkXPz8/Kj2uXPnlP26NWno0KH//vsvAAwa\nNCg4OJjZYF6/fn3v3j2lGNPg6ekZEhJCtqdPn/67w27evLlz506ybWNjo+wz5hAqk+qYcNB/jGLt\nB1RuNWvWpG8y229XWVgs1rJlyxITE0+cONG2bVsGI1m9erWJicnw4cMnTpyo+MmcVIRz5sxZtGhR\n0ZpD0dHR9M3k5GRZB4aQ4qiOCUeLFi1iYmJCQ0Ojo6OpWooIldXIkSOpwUBubm5Vo7csPF4hRub/\n/PnTzc2NbN+6dcvX15fZeP6IXokVAC5cuHDy5MnevXtL1XIwMTGh2mZmZnXr1pVTfAgpgKowzK0c\nVFVVW7ZsyXQUSLmpqKgcO3bMyclJQ0Ojyi+gmp2dvXXr1jdv3hgbGy9dulQgEMjz2RWwwIaUFi1a\nhIeHh4aGxsXFbd68mdr/4cOHdu3aUZtNmjQJDAw8c+aMtrb2zJkz//iwkZGR6urq9Io1CCmvappw\nIFRZpGpXV1XOzs579uwBgKCgIIIgqMVjZaRGjRrz5s3bt28fAJiamg4dOlSmT1cp9PX1bWxsPnz4\nQE84GjVqJHVY+/bt27dv/8dHE4lEs2fPvnz5MgD8+++/y5Ytq9xoEZI/TDgQQn/2+vVrqv3hwwc5\nPOO6detsbGxSUlK6du2qRKu6N2vWbO/evd7e3iwWy87OTktLq3yPc/PmTTLbAIAdO3bMnDmzdu3a\nlRcmQgzAhAMh9GctW7YMDAwk202bNpXbk8rniSrX2LFjpYZ0lIPU4A95ruuRkJCgqakp56tmqDrA\nhAMhVJKMjAxXV9fo6GgzMzMOh2NkZLR8+XKmg6qyLl68eP78eX19/VmzZvXt2/f27dsAMHLkSAMD\nAzk8e25urp2d3dWrVwFg165dEyZMKMeDZGVlrVmz5t27dy1btlyyZAkukIsomHAghEqyfPlyLy8v\nsn3gwIGRI0cyG49SIBd9LetM6Zs3b06bNo1sf/ny5cSJEwEBAZqamqamppUeYbG8vb3JbAMA7O3t\nx44dW476uRs2bCAH3wQFBbFYrNWrV1dylEhpVcdpsQihYhU7J5bKNgCAqm2FSnDkyBF9fX0DA4Ml\nS5aUaZHF0NBQqn3t2jUVFZXhw4ebmZnJbQnZnz9/0jfLt+7X27dvqfabN28qGhOqQqp1wvH48eOx\nY8fq6uouX75cIpEwHQ5Ciog+Q6RVq1YMRqIUfv786eDgQLY9PT1v3bpV+vvSK631799f/kNl6X9r\nGxsbdXX1cjxIixYtim0jVK0vqQwePJhseHh4dOzYseLjvBCqetavX89ms69cuTJz5kxbW1umw1F0\naWlp9M2kpKTS33fkyJGOjo5OTk5Dhw5lZB5s/fr1X7586e/vX6dOHUtLy/I9yMqVK3Nzcz98+GBs\nbLxkyZLKjRApNVaZevxkqkyfzPLR0NCQSCRZWVkAIBKJ9PT0qJsWL168dOlSWQdQKQQCgVAoVJw/\nXPno6OikpaWJxWKmA6kQdXV1xa+6XTI1NTUul5ueng6/Lqm019NgJJJbt265ubkFBwdv3ry5NEWx\n6Ph8vlgsFolEMoqt9AiCmDhxYkBAALn55s2b0k9n1dLSEgqFSrF2TAmqwIeCx+MJBILU1FSmA6kQ\nDofD5XLLd12s9Mo0W7v69nBwudxhw4ZRM93Nzc2ZjadKev/+fVRUVPfu3bW1tZmOBZXEw8MjMDAw\nl8WbMte+vV5n+QeQnZ09ZswYsr18+fJOnTp16tRJ/mFUHIvFOnz48Llz59LT062trbF4BkKU6ptw\nAMDOnTtbt24dHx8/fPjwLl26MB1OVePh4UHNn3zw4IGRkRGz8aDfuXnzJvWXuh3oPyIxUf4xxMXF\n0Tffv39f1oTjx48fJ06cAAAbG5tatWpVZnBlpKqqOnny5HLfXSwWnzt37uPHjyYmJn379q3EwBBi\nVrVOODQ1Nf/3v/8xHUWVRa/WcPz48bVr1zIXCyrJ8+fP6Zt33sX2Ma4v5xgaNmxIlZ0AgJ49e5bp\n7kKh0NbWlrx7YGDgyZMnlbdu1fr168lppbt27Tp58uTAgQOZjgihylGtZ6kguakaK6lWVb169aLa\nnXv20axRzmrcFcHlcnft2jVz5szx48f7+fkVXYKkZM+ePaOSlTt37jx9+lQGMcoJmW2Qrly5wmAk\nCFWuat3DgWTK1dV1wYIFZBtnNyiy7t27Hzp06MKFCxKe+qQ5C5kKw8DAgL7sWZlIrfOu1Mu+Dxw4\n8MaNG2S7QYMGzAaDUCXChAPJio2NjYmJyZcvX9q3b//HkosSicTFxeXx48d6enqOjo441E7Ohg0b\nNmzYMKrwV3h8BlNzVcrHyMhozZo169atAwBHR8dmzZoxHVH5rVixIjc399atW3379m3btm1OTg6f\nz2c6KIQqQfWdFqu8quS0WE9PT2rK/siRIw8cOMBcaGVQBWYAUtNipcqMKkjCkZKSsnLlyrNnz44b\nN27Dhg01a9Ys9jByWmx2djYAlKMat4KgT4t1dHQkPwV9+/b19PQs96qz8lcFPhQ4Lbb0yvTjEMdw\nIIXw7Nkzqn3x4kUGI0EKZdOmTWfPngWAM2fO/PGCC5fLZTbbyMvLO3HihJOT06NHjyryOBkZGVTO\nffv2bV9f38qIDiGGYcKBFELXrl2p9ujRoxmMBCmU2NhYqv3161cGIymN5cuX//PPPzt37hw6dOi9\ne/dKOPLDhw/h4eG/W1FBavEUHHONqgZMOJBCmDhx4qpVqywsLKZNm+bk5MR0ONVOscu2KYLOnQuq\nkNGzUsV09OhRql1Ct8TKlSt79eplYWExZcqUYuuKCgSCv/76i2y3bduWaiOk1JT1YieqYths9sKF\nCxcuZGyKBKIQBMFisZiOIp+9vb2GhsaTJ0+6dOkyffp0psP5g/79+9+8eZNs/26CSUJCwv79+8n2\n9evXg4KCqEWdKLGxsdSE2IiIiIyMjPKto4aQQsGEAyGU79XzJ/ZTRgNA05atb1y9oqmpCQBisfjQ\noUNhYWEdOnSYNWsWj8eTZ0hcLnf27NnyfMaKWLBgAZlwGBkZ2djYFHuM1IIvxS4n9PHjR/rmhw8f\nlHqir5LKyMjYv39/VFSUpaWllZUV0+FUBXhJBaHq7unX/AVOt61cTDY+vnk1Y8YMsr1v3z5HR0cf\nH5+1a9c6OzszE6KSuH79OtmIjIzctWtXscfUr19//PjxZNvU1LTYVZzo69QDQJs2bSo1TFQqS5cu\n3bJly5kzZ2xtbanKKKgisIcDVZrMzEyCIDQ0FGI6JSqH2C/RVJv6kf3gwQNq58uXL+UcknKJjIyk\n2u/fv//dYbt37540aVJmZmbv3r2L7THS0dHZ53U56NxRFos1b948pV778OvXr3Fxce3bt1e6aiLk\n9ChScHAw1pivOOzhQJVj69atjRs3NjQ0JIsvlR5BELdv3/bz8xMKhTKKDf1RtjDr0K5t9D2tWrUi\nG/Qq49++fZNrWOXF1BjYli1bUu3WrVuXcGS3bt369+9fwvWp5q3auru7u7m5SfV2KJdDhw517Nhx\n6NChDRo0SGRiUcCKGDBgANVW6lJyigMTDlQJPn36tH37drK9Z8+eMv0O/vvvv62tradOnTpixIi0\ntDTZBFged+7c2b59O9mVGhUVNWHCBF1d3VmzZv38+ZPp0IohFou3bt06fvz4f/75p/Q19AiCCAgI\n8NzjYtW99elDbtR+g8ZNdu/eTba7detG7X/58qUcCvQpryVLltjb25ubmy9atMjBwSErKys2Nrbc\nNfpuv4l59epVsdNYlMWyZcuoNrmWrxJZu3atpaUlAMyYMWPq1KlMh1MV4CUVVAlSUlLom8nJyaW8\nY3x8/Llz58j206dPR4wY4evrqwgD8r29vamxiuvXrw8LCwsICAAAHx+fhg0brlq1itHoiuHp6Unl\nfFlZWdQ8iJKtXr3a3d296P7+ln/p6OiQbamaEGQ1T1QsVVXVlStXku0rV66Q02rMzc0PHjxIjsAt\nvTuB19b+by7Zfv78ef368l6/t+KkMq1ih8cqsubNmx8/fpzpKKoU7OFAlaBt27YmJiZku2/fvqWv\nlyDVpfzy5Utvb+9KDq5cLl++TLVDQ0Ppi3ZGR0cXexdmS1nQl5gv5b8hQRDS2QaHC1w+ABxz30WV\nkTAzM+vbty/ZbtSokdKdNphCTeINCgo6duxYWe/ue/401T548GClhSVHLBaLnppTQ2VRtYUJB6qQ\nt2/f+vj4fP/+/ejRoy4uLtu3bz9y5Iiamlop716rVq358+fT98i68n8p1apVi2qrqanRC4SQvayK\npkuXLlR77NixAPDq1StXV1dfX9/fdekXU2yjw1D4axmMXAMAtra25N9CQ0PD2NiYvP3z58+LFy+W\nQfiV4M2bN2PHjtXV1Z09e7aQ6fWSpP7Ny3EZ7vG9UKqtIB+Kcli4cOHt27dPnTr16dMnZeykQZWL\ns3btWqZjyCeHNdV4PB5BEHl5ebJ+IplisVjx8fECgYDx6kxnzpwZM2bMlStX9u/fb2FhMWTIkA4d\nOpRyLLqamlpOTg5BEKampuHvP0W+e0Pu37Nnj0AgkGXUpdKuXbu3b99GR0f369dvxYoV2dnZPB6v\nY8eOixcvHjlyJHUYj8ej3k4JGbn1NOVao4KuXbt2qqqqPB7P1NR01apVL1++HDBgQEhIyKVLlzIz\nM/v371/svVq1anXp0iUA6NS99zjb2a+SRbm6RqChA08vA0BYWNjo0aN//PhBTZEFgOjo6Hnz5sm5\nGscfcbnc+fPnBwYGAsCbN294PP7A/n0ZjOfbt29hYWFxcXHk5o4dO+gp7O+oqhicy5sAACAASURB\nVKqKRCKyD0nIUX905xa5/7///tPV1ZVZsJWM/qEAgNq1axsZGSnXFBUOh6OioqLsVw/ZbDabzZZ1\nl2SZvq5xtVgl8/jxY7IuoYmJye7du/X19RkMZvz48eRXPACMHj3azc2t5OPp6KvFhsdnRDwN0yYy\nTUxMynqpW6aEQqGamtqUKVP8/f3JPS9evNDT06MOoC+MqVBLuq9YsYLeD1/CBAGJRHLvXayGlvZW\nx/8FJqlCa3Ngc+Bg/uWAkJAQFovVr18/6viWLVuGhob+5sGYERERceHChb1791J7LEeMOX5wH1Px\nZGVl0af23L59u0WLFiXfJT09fevWrTExMV27dp07d+7L78K3L8Pv3wzUqKG1wHa8clX9wtViFYQC\nrhZb7QaNfvz4cdWqVRkZGZ07d3ZwcGC8k6Cs/vvvP7IREhKye/fuLVu2MBgM/V+vgj95DQyNngdc\n/Pnzp7W1taqqaoVDqxxqamqJiYlUtgEAgYGBkydP/t3xipNz0L8Ffte9QVJXV6+rXz8rKyvQ1wd6\nTQBuob+jpqamnp6ejo4ONRBY0X6qRkVFmZmZSe3sZcZkyQSpWVrx8fF/TDhWr15NTuLw8/NTUVFJ\nFatsX7OUvKlfp1ZYAQJVDdVuDMeSJUsuX74cHBzs7Ox8/vx5psMpM/rykown4PSa01JDMcrk0/u3\no006b9y40d7eftSoUb9bQpMRUj0uv0vnFW3xs5kzZ1JnKXt7e/pNUqE+i80fXjBy4jRgcYDDBXb+\n2qSLFy82MDDgcrn0aUf00amKoGh3y7x58/wveM2aNev169eMhETvAwMAAwODP96FPmX04cOHt4Ou\nU5unT58u7h4IKZ/qlXAQBEHVHgblLJtI79weN24cg5EAgImJSWRkZHBwcExMTEUK47hv30i1Hz16\nJLWQhJylpaWdP38+KCiIzHtUVVVdXV3JmyZOnDho0CAGYytKJBK5uLhMmDBh7dq1GRkFmUSNGjVO\nnjwZGRmZkJDQu3fvPz5O7Jfo+K8xwGazVPh8NcG54EcfPnxYujT/RzY9zTI0NKz0V0EpR97WsGFD\nqT379u27HxLk4+NjYmLCSBELAwMDaoqyk5NT06ZN/3gX+sIrHTp04HIL+p6xdC+qMqrXJRUWizVi\nxAgfHx9ys1evXszGUw5z587t2rXr06dP+/TpQ9WCZFCNGjUqXglRXHg5q5o1a1bwAcstOTmZmpEx\nduxYcliAjY3NqFGjcnNzFaFAiBQ3N7fNmzcDQEBAQFZW1rZthaqF1qhRo5SPs3+704OEPGimR7C5\nEhbUrK2rrZ1/nhOLxfTxVaamppUT+m+U9bJU//79582bt29f/oiN1q1bv3r1irr1y5cvpTnfV7qp\nU6eWqVTUunXrVFRUfvz40bx58zlz5tRr2eVucP7iHf/8849sYize69evDx48yOFw7OzsmjdvLs+n\nRlVe9Uo4AGDXrl26uroxMTFWVlaK9mu1lPr169e1a1fFGe1bcdaTpoc/fki2hwwZwuCAfHoH2Nmz\nZzds2EDWv1JRUVFRUWEqqhI8fvyYant6ekolHEWRXQjkf8nzerYw6+yRg/duBcLoDVCrIbDYYkn+\nSF7yAKnCX0V7FBi3bt26ZcuWnT9/ns/ns2s1nGvzF3WTAkZbLB0dHRcXFy0tLaFQmJuba9ym3flb\nj29eu9KoSVOZdilJSU5OpgrqHD169NOnTwo1iBspu2qXcNSuXXvTpk1MR4EK6W02cJ/X5diIh+3b\nty95hKOsSU3xUrQBkkW1a9fOz8+PbE+cOLEcj7DLabXvuVMAAGwOcFTyGzQsFmvTpk0rVqwgN2/e\nvDlnzhx6n3/FJScne3t7q6ioGPcZrFauSdHa2tq2trbZ2dn/rFzfrGWbb3Ff09NSAWD58uXOzs5S\nOZPiS/mRNKZ/fvW8V3enUhdoZC08PJy++erVqx49esjnqVF1UO0Sji9fvri4uGRmZk6ZMoWrb6wg\ncwpQdlbWo0eP7t279/37dwbHpgwePNjKyoossrl27dqSr6GEh4cHBQXVq1dvzJgx8gpQ2oIFC37+\n/Pn+/Xu+tu6aNWvKdF+ynyM/2wAAFpulwicAinad0bvWQ0NDIyIiOnbsWIGoC8nIyKAuY3Xu6eO0\n17PcD7Vhp5vXoUJzs48dOzZw4EDl6sv8/v27w6yC3PHo0aPr1q2Tz+U8IyMj+qY8O1dQdVC9Eg6R\nSDRnzpyQkBAAOHXq1An/0PZ6Lf94LyRrOdnC/03PHzR38+bNtm3bMjU8hcfjHT58ODo6WktLi1pM\npFhPnz6lTmMPHz6cvsxJLgFK4/F45PK84fEZNWuWJ3vuN2BwaIA/AACLTfZwEARICIL9a85zamoq\nOUyEUvqhIaXx4MEDqv3k/p2oD287G5TzV/WH18UMA1e6RUqdnZ2jPxZa2l5ul/MaNmzo5uZGLss+\nefJksv5HXFycurq6lpaWfGJAVZgCJRxySOGjo6PJbIP0NuK5tUmXEo5XTFwuV6HKh7x+/frJkyed\nO3cuU5bAYrHU1NTIkSipyW/pN0VGRpZ+NRZZaNOmzR+PIddyI506dWre2h3kH4WpgaVqauLSPLWa\nmnTZQXvHDRwO5+Y135q161JL8PFU1VTYLPIB3dzcnjx5Qh0/ZcqUdu3aVVbYANCgQQP6Zt16+n98\nIUlJSfb29hcvXhw+fLiLi4uenh6HwyEIolP3XgFXpNeR+euvvxj5o3z79s3d3V0oFE6dOrWUHw0O\nh6Oqqvrjxw+p/fIcRj116tSoqKht27bdvHnz6NGjPj4+Fy9eBIDt27fPmzevNI+goqKigMOry4TD\n4bDZbGV/FWw2m8ViVe7VzwpSoFDkUJxOqmCfXoNGylgRTyAQCIVCBRk06uvra2trS7YPHz78119/\nlXw8hc/nC4VCstJoLd1Cf5e2bdsq5t9FLBbHxcXVqlVLIBBIVaqmqiBnZnKKu6vMCYXCex+F8Gso\nKDXkU2rSh1AolLpjHT19pz2HsrKy5vl+TEnKv9Uj+EVLSNAb1EdTU1Nq7d9jx44ZGRmV8txTGi1a\ntKCmmcy0X1Kjps4f//qrV68mz4KXLl1SVVXds2cPn88Xi8UWf1mnpaY8D7tfT99Az6BhLR5hbW2t\npaUl57dTeHxGa13VadOmkTVCXF1dpQrU/g6Xy83Ozra0tKQvFjhu3Dh5xn/37l1q6DF9os3ixYvH\njh1bmmWSqkylUWV/FfKpNFr6lbOgutXhEAgEly5dIoclbtq0ybhNZf5Qq57OnDlTbLtMfqam9Opv\noaen17Rp03PnzjVu3LhygqtUycnJ48aN69SpU6NGja5fvz558mRqURVqorVCCY/PKFNZC3q5tRMf\nchyXOTRp0iQmJoZcCo6urINF/mjdunXR0dExMTE2M/IXZBeLxR8+fEhLSyv2eGqNEgCg9wewWKzR\nU2ZudD00f/naUZOm29vbl6bolixERUXRK5Ldu3ev5OPDw8NDQkLIc8PYsWM37fPs2L1X81ZtR06Y\ntmHDBtnGWlhMTMzvbiqarSJUJtUr4QAACwuLs2fPJiYmdrPCtZIrAb2ieTmqm5MnRTfnjfduBsbH\nx3/8+PHNmzeVGmClOXjwIHU9btKkSXw+/8CBA6mpqYmJiRpN2jMbG11Z8wwKITValM0BgOPHjzdr\n1uzFixeyXiNXXV2dKmmfkpJiY2PTq1evpk2bXrhwoVCQBHHx4kX64qvdu3eXaWDlU69ePfpmyaMv\nly9fbmFhMXr06BEjRpDV27r1MXU+eHKf1+W/l62Rc1mavn0LFr2jl4wbNWpUyaOa6IKCgjw8PKKi\noio5OKTkFOiSClJG//zzz+XLl6l2+R7k5rWCDuSIiIhKCKt0CIIICAj4+PGjiYlJ69atSz6YXseT\nIrUwpjKSSCQ/U1O2PkhM+ZlV6BcIiw2/lsvR09Nzdna+du0aeQtVelVGtu45eOvWLbI9Z86cUaNG\nUTcdPXrUwcGBbHfo0GHatGn0Gp2K41MGy9PTk7zauGrVqk6dOv3uyNTUVA8PD7IdFBTk6+trbW2d\nnJQY7HdJTaBuPnQ4gFxn0tWvX//u3bteXl41atSYOnUqQRD+/v41a9Ys/UyflStXuri4kG33s76j\n+itiRogYgQkHqpA2bdp8/fr18+fPjRo1KmvViudx6WRjwF8jA65cJNvyHKi1ZcsW6pvx0qVLJVee\nHTdunLu7O9mmznnKJT09/dxRj5SkpIT4ryE3/IaOHj9w2Cj7KaMBAP53WUUiAjatj4rFBgBqxm+9\nevW+fv368uXLBg0ayGLxUqFQ+Pnz5xzV2ixgPb5/m34TQRDUKOmgoCBqf+3atemlR6i3E+PSf6ad\nOeyek5Jw4MAB6rrb70gNAGez2bGxsWPNupGbF08emWk7ZfTo0aVZ3b6yNG/efPXq1dQm+Y/s5eW1\nYMECAPj333+XLVtWwt2pzxQABF29hAkHomDCgSqKz+dXsARy46YFdz9y5Iizs3OFgyoV+jfj+fPn\nS0442rRp8+TJk9DQUENDw9KsTqI4qLqidnZ2gYGB1P6r508/e3gPID+3yJMUvsTKZgNAREQEVRqc\nz+d37txZFhE+f/58wIABZHvAX9bhYQUTZSfOmk8/JdevX59qa2tryyKYcpNIJDdu3Pj27dsF32sP\nQoIA4OLFi5qamhYWFiXcS0tLa/78+Xv27AGAgQMHxsfHd+jQgbo1OvL9ypUrV65c+fHjRwYnpqak\npJDZBgDs2LHD3Ny8lPPINCp1BjVSdtU04VC0tT2rj8jIyKysLKl5pzm/pniQxGIxhyOPuR7m5ubU\nL+bS/IJs2LDhpEmTZByUrNyMiKJnG6SszAyA/Nwiv8wohcUBeVWA2LVrF9W+HXiNflO3vqb0QuxL\nlixJSEjw9fXtZWrh6Ogoh9hKz8HB4dixY1I7Q0JCik04cnNzt+z1EH6P6d+//5o1a2xsbH7+/Nmh\nQwd9ff1iH/zOnTtDhw6t/KBL5/v37/RN+qDdonx8fEaMGAEAZmZmw22myDYypFSq3aBRxCBHR8ce\nPXqYmZlNmzaNPvTBdJAV1Z4+fbp8sg2gDTrp2ttk7ty51P4vX77Y2dlNmDBh586dZZ1+7H0rLCIi\nQs6TlkuTQNfQKqY/oHnrtgD5PRwgVdyFzba0tKTWuJcp+pshW5hFv+mM5376po6OjqenZ+CLqPW7\nD0oV8GBWbm5u0WwDAFq2LL604Jo1a1w3rfHw8Jg4ceLVq1eNjY27du1awjxM+oK98mdkZEStsQKF\nB5MWNXDgwNjY2BcvXpw5c0ZDswb+ukOUatrDgeQvNjb2wIEDZNvPzy8gIEDdsB0A/EhM0DdodMI/\n9MuzOwYGBvKsQt29e/eEhITU1NSYHJ6OTsHQvGXLlpF1vQICAgwMDKhBi3l5eSdPnnz37l2/fv0G\nDx5M7qS+TwmC2LZyMVl4asSIEfv371eoJTy4KiprXdzW/m8uALRq36mGds2WbTuMnWb38c3LV69f\nuxeZq79003//WnWTT4k5Gxsb+rJ5dBKJdKUyxTyBSXUFGRm3jHz3Zv78+b8b00oNFAWAa9eukb0X\nDRs2HDJkCLU4ztS5i4667QQAOzs7ZifjcLncAwcOHD9+PCsra+LEiX/MfmJiYnx8fNLS0hq179G5\nZ9+SD0bVR3VPOMq6FjaiIwji1q1bCQkJ5ubmf1zilT5gAgDy8vLS01I3OCx4fC8UADa7HZk1a5YM\nY/0NNputo6MTU/gcRq8i+uLFCyrh2LBhg5ubGwB4eHgUHQ8Y9eEdVebSx8fHzs5ODvVS8/LyDhw4\n4ON3o2mLVjMWOqgUmZmcky309z6blppsOsiqj4Vl4IsoQiJh0TKhDt16Gnfu4e7xROqOegaN5VbQ\n1srKasOGDatWrSp60wAra/nEUEEsFsvd3X3OnDkA0MvUwtHZtVvjks7KlpaW1KwfqvAMi8Vyc3Oz\nmTrjW2xM6w6dR0yYajNjbsvafEUoeamjo2Nvb1+aI58+fdqnT59fW24jJkw9uEtOi88hBVfdEw5U\nEStWrKB+qD158qTkpcDpHc716tUbMGDAgmVryGwDAM4f85g5mrFL1FKGDh169epVsk3/ZUlmGyRv\nb2+phEPqtzhZRFXWHB0dPT09AeD5o3vhYQ/2nb7EKtytsnn5P3eCrgPAcffdR64EN2hkyCrS7yKR\nFJNY+F08N7HDfJkFLm327NkpKSkuLi49Tcynzf9XVU3w5sWz5q3aNGzSFAA+vn314PLzNm3a0Dvz\nFe3XwqhRo4YMGXL/Q5xU5Vygjdul9jg6Ov5IF4bdDRk1ahT9cp6zs/P9W4EAEPXpk2+yluOgll1s\nlaxikJeXF33T59RRtx1b5F9gWygUenh4REZGDhgwgMHhL4hOgbp8ZUosFu/cuXPUqFErVqxIT8+f\nPpeY8O34/t2bN2+WKt6MSiMvL4/eLeztLb2GhRT6aIBx48YJBIL0nwV1JJ/cv3PnXWylB1kaRbvo\nt23bNnXqVEtLSxcXlyFDhlD76V9b165dkxpJZ9S8pcnA/IMHDx7cpYs8lukhsw3ShzcvP0d9pN+a\nlZFBZhukh6HB3+PjDrhs3rt13efID9R+SXEjTm74XkxNTZVByMV78S1zyLQFgS+iNrh6GBm3rN+w\nkYXVCDLbeHj75pyxVitXriQvVP3xobbejtlyOyY4Sn7BU9TU1IpmG8Vq0aLFZrcjiYmJ7u7uAoGA\n3Pn0a9rjF6/zj+CrQ3tLpyULZRRqCU6ePKmrq6urq7tz585y3L3o7CG5jcqiW7Fixfr160+ePDlt\n2jR/f3/5B4CKqi49HAcPHnRyyl/PMyUlZcridanJP8YP6EnucXFxuXPnDrVGNioNqZ8sGhp/+K25\ndOnSGzduAMCQIUMWLlwIABZWIy4cP0QdMLJPh8ePHzdq1EgGwZZNnTp1tm8vphN4xowZVM8HANjb\n29PrYLLY7JXbXIfbTDGsye/Zs6d8vmR79OhBX21VQ7PQLERVQaFlDrR1ak0YlN9DcPHkkfO3Hmvr\n1AKALBG9M4YAYAEAsDgKUtPsxuWCf2RnZ+e0lSstR4xp0NhQp3adlrbji9a3DYvN0FLlNqtVhiUe\nZCE3N1dFReV3l6V+NxKlXn0DAAC9FtBxKAAL2ByJRCLPwUCJiYmLFi0i205OTubm5m3bti3TI8yb\nNy80NJSq7L7UyYWRxSZPnDhBtQMDA6lBV4hB1aWH4+HDh1Sb7Nt/+uAO/YCtW7fKOyYlx2KxqIqT\nFhYW48f/oeO3Xbt2iYmJsbGxR48eJdc3N27d7siVYPLByGNWrFhx7do1CX1VD0VCL5AAAIGBgfSL\nLADAYrPbdenep08fuf2kc3FxoUpTTLRbULtOoYrabDZn/e6DZHvo6PEGjY3ot756/gQAXn/PmOv9\numCvWET+v3Ovfn8clyMfP1OoVWyBXF3lms85j53btq1c/Pfff3/79s3f39/3/gvqGAlAnpgQM/cm\nIiSS/9avqF+/fp06df47fKqEUa533n71OH/1y5cv1J5+AwYDAGjVgXrNAWDk5JkRCVm/u7ssJCQk\n0De/fv1a1kfQ1ta+cOGCV+A9zyvBl+9FDPjrD6XPZIQ+/NzIyKiEI5HcVJcejvbt2/v6+pLtgcNG\nAUDNWkxOM6sabGxsGnY20VfJadiwYSl/hEn9Hm3QyBAAwMQW0hLg+dUbN27cuHFj3LhxZB0keSrN\ngABNTU1XV1eqAhIAvHjxosuQcTIOrcD9+/cjIyN79+5Nrc3RrFmz58+fh77+wuFypbo3SL1MLQJf\nRIlEIi6Xm5ZS6NJh/YaNAUCYR2TkiAr2ikVkQY4Rk6bL7HUUg5BIPkd9VFfX1K0nvaqqUYtWzx4V\nv/iZj48PtXKe49Zd/QcPAwCxmMhlS4q9TiQf90OCrp4/TbY3LbXva25ZdDAvAERHvp85chAALAfY\ns2dPi35DNTQ0QgP8AQBYbPKvMH3hEvnFDQAAzZs379evH9U/Ue7ZMbXr/Hl1XJkii6Vev3590qRJ\nM2fOLHpASkrKhQsXuFzuqFGjNDU15R5gdVRdejjmzZv3999/W1paTps2bfZiRwDo0K1X557UUGpg\nZIpEFaCuodm4ceOKdPkuXrcVVDVBteBkf+bMGfrqXArFxsaG3pdDX+lK1nbt2jVs2LB//vmnW7du\njx8/pvanpKT4Xzx71vNA7Jfo392XvP6lVVNn5bb8Tqn5y9eRBV7FEiJXTDs3i/Mvo0jkeL7OyclZ\nbW83c+Sg8QN7rVowM/7rF/qtZkOGleZBAn3zMw8JELkSIj0jk6mxWT8SCw3uyczIHzQWHp8RFRXl\n5eVFLhh02augz//o6XNkI780J4sNXB4AiOWeNvF4vP379y9btmz05BmnT5+mLpVmZWW9fPmSGgCn\n+Jo3b37ixInExMT//vuv6HW3rKys6dOnL1++3MHBwdbWNjc3l5Egq5sq3sMhFAr9/Pw4HM7gwYPX\nrl2roaEhkUjuR34HABaLtXX/8Q9vXkmSPvfs2ZOpZayriRL6DyxHjn2g8SH989vwBwWr21MLhzKi\n6JwCOicnp9q1a79//75///5Tpkwh305QeMkPWdi4cSPV9vLyIgelSiQSOzs7cqmzUx57zwQ9KHnQ\noqmllamlFX2PBAj6WY1NEAQQBLDEcjzT+fv73w/JL/l6PyTofkhQb7OBK7e5kh0DzVu13XXsfMj1\nq1o1awqFWe9evsivyC7l1z++RAJZudlnjhw/M/v0woULi51tK1Pd+phS7V6mFuRAGQAID3vw74z8\nbPV/azbT3y1UpTijZi0BANj5PRzy/CtQateubWhouGXLlvPHD/Xp08fd3f3Hjx9U4a/Lly/37Nmz\n5EdQzFopdI8ePbpzJ/+qekhISEREhIzK9iO6qpxw5OTkTJkyhfwuNjMzo48hojRr2bq9Hq4txDAW\nl9+yfWdN80HklIpt27aVY6X7iiv5qgp1q6amJrW0FXXOEEmIMWfenB3bUoUjq5zDzMwsOJgc8gJU\nD/Dnz5+phVUB4NnD+xZWI8r0sBJ6V4ZELMnLBpEqcPliOY6kyS5c2x4A7gbfuHntCnn1EwBad+jc\nukP++SAtNWVUv2IWXx05YWpyVt6Oe7EiiURMsIDNAYDdu3dPnDixSZMmsgxfWl39+seu3rrpf6WG\ntjb1EgDg6oWC+aJ3g2/MXbLqklf+XHHLEfmL5K1bPA+A1sMhz44mmtmzZ5ONO3fuHD58mD7KZN++\nfX9MOBSfVO0yea6NV51V5YTjyZMn1HdxcHBweHi4qakpkwFVb9QJOzMz88aNG5lczbZdugOwLrxO\n+iHMU+exrZftcN2+pUaNGjUYXfCp2KkZYrGYKPEE/OTRg/QcjSePHvbo2UNGgc2dO5dMOPr160dV\nbpD63szKzFhtb0dIJIOtx/XqP6Dog2TlSdgsUOUWXAIr9KrEeSDOA7EIuPyP795Cr0K1w2VX98LS\n0jK/pV4TRLmQkwkAmenpAJCc+F0kEtXRK1hhREu75v6zV71PerI5nFGTp1t0NH79+rW4poFGDa3I\nH1lvE7MIAGBz8uu1AzByeU7foNFEO+kqJqpqBRNnWGxWg0aGl+9FfHz7qn6jxoX6pVQ1ga9OJkyM\n9HBIycnJoV9xkE+BmUokkUhEIpHUb5g2bdrY29uTi/isWLGCqr2GZKoqj+GQmqhZJYcFKX7XpZT0\n9PTGjRvb2dn9M338BocFAHDpTXJUSvbj2Izjz783aNCAwWxDJBLNnz9fX1/fop3hozu3ACA7O/vF\nixcbN26sV6/egA5Gq513F/sP7u99xnH+TABYudzBz/tM0QMqhampaUxMzJMnT86ePVunTh1yp6am\npru7OwAAX73J9E27nVbduxlwPyRotb1d7JfPRR9k541wq0UbLQYMcN20hkyhCuVR4jx4HQzv7gBA\nWmqq3N5d2traVx686tKzD/QcD+3yJxd062fqsXPrWPPuEwb13r56CX15GqMWrRw2OP+7dktjo+bq\n6updu3bVqqkDAGIJIZL8Gn3C5gCAubm51EqBDLKZPodqj51qBwACDY12XbrTsw3rSbbQZxJ0yK/4\nsvzGp08p0t0/ckBfnn7ChAnTpk2jNn9XrF0xnT17tm7duvXr11+yZInUCkcrV678/PlzTEwMtaYS\nkrWqnHC0a9eOGpw8b948Y2Pjd+/erV+//sLxQ1m/XyQJydTNmzepdsj1q9/ivkoIIltE5EoIMUEw\nkj8REkliwjdRXl7QVZ8zZ/LThRXzbD9//mxgYGBubk6tZeq2bUNCXGzRIEMD/PMXXB3u6PfknexC\nVVVVbdiwodSc21GjRnleCgTN2p/4hcYhfXz7qugjBN/wh8adwGz2Ja9jQX6XAUAC9BGjIoh/B98j\nAcDAqLksXsLvqAkEU+b9A2wutWjt+5cRXofdyfY1n3MRT8OKvWN4fAb1FxETRN6vBKpLn/4rtu46\nduyY/Gtc/o6+QaPY2Ng7d+74PnzVrkvBldyzRw5YtDO0aGfoffLIguXrOvY0Ua2hQ94Um56bli36\nzePJ0IIFC/advnzw4MHXr183b968b9++T58+PXDgwP3794cNK9UYXjqmfhdlZ2f//fffZNvT07Po\naskCgYDZ4WLVjaJ8FGVk8+bNixYtYrPZurq6MTExnTrlX/p9+uCu097DzMZWZdCHWP5xGISaWqFy\nTLs3rsrqaU8QnFyRhJHe44SEhCWzZz97eBcAhlgXmuC6Yfvuosf/SEyoq1+fvue4++6wuyGgpgUA\noKKqImCgI23PlrXAYpMLylOMWxfUayIkkkO7nb0Ou4PZbODyyakoW1b8cyvAr/M02iLv8W/raqo1\n7Nk7DEC9RjGry8qUppY2sNlkzwQASE0lFWb99kfC7UD/W9d8E+JiBUYd85rmr73SwNDIrLu+nAcD\n/fHMyuPxjI2N6YdFR74/4LKZbG9b5dC1j4muXv030WkgkgCASMJYQZHmtCq+YQAAIABJREFUrdu2\n1ysYq2FgYKB0I+ulSuVKlRgpE0Wro6+kqnIPB6lu3bpk/SL6b+uHt28mF566przov/AUX//+/YcP\nH05tPrpz62daGgDkiglGMo59+/aR2QYAxER/ovabDR5WdJ3Sjt16NW3Rmr4nJibm6L7/oH5rGL0B\nADh8NVPLMv/+q7hP798Bm0OeqlXVBL1MLba4H82vWQlASCS7nFbl9xaw2cBVgV/TmB9k6Xg8jqce\nZ3JDseuePaaDhoJ8J2SSb2CDxk0Mm7ck0yab6XN69x/Qy9SCPKBTj94duvYAAJFI5Od9Zv+OTU8f\n5P/V7gbfWPe/eSE3/N6+DH/66AEV9fsfwmsfUoo+l6JJ/BZP30xK+CYhiJy8/F4NgoAPxfVUyVql\nf6Uw8h1Vr149+ooK5ubm8o8B0VXxHg46fX19+qaf9xl9g4Ymg3BRn0pW8pxSLpfr4eExbNr8GSN/\nDWlkswFAQhC5Iga6jqO+/aDaEU/DQkNDr1y5IlKrOXDYqC+fPl45e5K8afDgwQYtOwwaMYbH51PH\nh8dnxH2JAwBQVQe1GgDA4anV0JH3cPfw+IyUeu2g419kwmHcuh1VXZR06tA+33On8jdYbOCocFVU\n8/+teWq5RMGvjlp16ujU1mWnpQJAjkgeCYdQKPT39/+aLurdf4Dz/W9q+kbWrVtOc14i0NAAgNUu\nbg9CgkR5eT1NzfmqagBwYMcm75OeAHDu6EGnPYe69zOj1v8DAKDVg3mTmKXNZ/777VvcV+/jh3Ny\nsq3GTGjWspjRJC3bdaTaXXr2NTJuJb4TS7AKXsj7N28AGD5Tfvv2TSgUGhoaurq6rl+/HgBOnjxJ\nnssV/Ke/h4eHl5dXWlraqFGj9PTKU4tMiX7OKT7mP5ByY25uPn/+fKqE5ZG9LgDw/NH9o/vlXdSy\nyqB/FKU+ltTXULEf10ZGTQs2fn23Rn54+/JZens9UxlE+luDho/2/zXMc9LshbnaBoMmzyM3jVq0\nioiIePToUbNmzXK1i+9MNmzavFsf00ffcoCrAgBiYDEyjbHnoOH30zWAzYGa9WfYF9SmdH0QN76d\n7uvnT/O3m3QFVU0OX43HIUQdhsJzP+BwCU7Bl8C94GtWI0Zx2AAAB598q6OuItNzSU5OzuTJk0NC\nQgCge9/+n/svEUlAk8cJjs21MgYA4HK5fcwH0e9CZhukQ67bb1335fF/XYPncIFfsIw7QQA5KojB\n06EoL2+SZX5puKvnT58OuA96TaWO0dCscer63asXTnO5KmOnzuTx+e/fvALVgvlBtfX0gVFbtmzZ\nsWMHAPTt2/f27dvkzokTJ3758kXqCqkCUlNTs7W1ZToKlK/qX1KhsFgsZ2fn0Ddf6dPV/LzPKOzK\nHX+kOKn3vVuBm5YtOuCySap4dglOX7/T18Kya28TNnXCY3G8T8h7YE2bjl08LwV279cfAE7s371z\ngyN9KHu9evWGDRvWsmXLYu+b9P3b/ZCgeUtWj5hoy1VTBwAxwUzhhPZde2rUrAVsTs057hqNWgGA\nSEL4vU9++DX9e0aeQP3XGbf3ZG6D1sDlAV8AZrNBhQ8cLpD//oQEAB6FBDvOn5EYFwsABEFEfS5m\nnkslevjwIZltAMDD2zdz8/KycnKffUk69+BNbk5OsXfpYWJGtT+9exNw5eLV86fJCcCCbiNUBhda\nW5WpIhYUn19lNkivnj0u9gJoHT192/n/Tp6zsJZunXs3A2JjChVabdOpm8wD/b2kpCQy2wAAKtsg\nxcfHF3cPhH6rGiUcvr6+48ePd928lk8NS25hAtp68lyJsUp6+ezx6oWzgv0unT1ycMeapQ9Dgw/t\ndg4N8CdKHARgZNxyqbObzsSNLGoSAUN/CFWB+sPQ/PE9vudOvXz2uOTjScePH7ex6Llk9pRpw8wi\n37+V/PooMXKSkxAgYXEAQATsPAkBAElZefsexUuAEBMwdMx4ck6EQLOGmlZNsYRgq/ABAFqbQ426\n+SvnkRXNCeJhaPCFY/lXZE56uFMrlYTHZxASSUREBL0GVAVJTVzPzc3Nys7JFYljY77s27a+2LtM\nX+DQpVc/qZ1NW7QKfRtru2i5qqYOfT/jRSyeP7pP3zQwLFhCLFuYtWvjKot2httXL/mZWjDWJDEh\nHliFPggEMLDUKik8PuPp5x/F3tSvX7/fLez8LFZB1yUgRUdH29jY6OrqTpkyJSkpielwqpfqcq69\nd++era2tj4/PuWMeL5897jdgMBj3hTYW41a4MB2a0qN/q967Feg4f8Zpj33r/523YtOOkvtgfmaL\nbkalcrj50yCBxbaW74JhpMyMQt+PGel//rp03n/0f//7H7UZ8ewJlWYwcpKTEPnroeSK8+uUSwhC\nJCHEYom7y+bFMya8ePxw0PDRterqkQMzRBIAgDpDZqs370o+ggqLBQQBQABAcnxM/uOy2Rcu5C8N\nn5ebu8p+lpmZWefOnZ2cnCol7E6dOk2dOpVsj502K08kAS4PODxgcwoGnRTWpHmLLe5HA19E0Xc2\natKM/o9AYXD9NlINrYKZPkYtWhkZF3SVnTiw58rZEwBwzefcwZ0FS1V3620qlXnLfzkVurr69aVq\n4QNA165d9+7dS03PLuFj/i0jNzZdsZYpcXJyCgoKAgB/f//t27czHU71Uo0SDqr96PatZZv+Y1st\nadS2W6OmxopzYUJJFRqQQRPx5FGx+4VCITkBRAKEWEIU/IBjc9J/pskmxpI0NDTq3i+/o75Dt54d\nukqXbS76Dgm54Vdom3aGkP9JLvrj+xtXLookBJDLsucnHCyxBH4kJb2L+wEaOgBw/dL57OycvF95\nCQAAVyXn1xlaja9CXlUBAIh+Bo8vAgCw2AKBgNx3PyToQUh+YfWdO3dW1rpok/9d6xV4/2zwI7v/\nrWBzOMBiA4cLLE5Pk98Ok8zJyd6xdhkAkMW+AODls8fxX798fP82t/AUUqYSjsDIVEIiuXcr0MDQ\nqE3H/JRu6cYd9GM+f3xPtekz5vQbNmrdoSv9yJjP0TKMtRQct+xy2nuYnCVECgsLq1evXmnu6/8+\n5fKb4vtImJKRUfBxjouLK/lgPDtUrmqRcITHZ7Rq1Yq+R4XHlxBEroRITU0N9r/8+vVrpmKrAvqY\nW06esxAAepqY9xswhNqv+utcRRGLRX///XfDhg0Hdmh6/fIFiQTEBIiozgE259Lpo/KKugCLxdat\nm//t2bW3iVqRsIsqVEtKTYucokKSf9WE/Ts2fYnO/8UvIQixmAAAsURCAAEcLnQbDa3Mft0qIf+1\nyTNxnpig/vHragmGAjX9koDMZAAANpv64IhEhSq+i35NKar4N3LtOvV0ausCgMqv4Z/qNbRmLlpK\nHSD1E//8MQ9ynC81YOjiqSPjLHoG+PpI5RcSgoGLETkiyZbbMVvXOa5eOOvQrm0vn4VNmr0QAOxG\nDw666kMd1rpjF6pNv9QCAOzClcpSUxme3Mtis7v37d+CNptmwIBiquYXS0wQzPbQFNWtW8GYmMGD\nBzMYSTVUXWap1O/Yz3bBv29fPFfh8SbPsSeAAICs7NwDO3fCi2ubALZv30717qIyYbFYU+f9M3Xe\nPwCQnJSYm5v9ICS4a2+T6QscqGMyM9L9Lni9efE8NCC/b2DVQrtDIa+BfomaxX5877b0o8vew9Bg\nqgP/4H9bIp48WrF1t0BdHX5/Nh0/c97d4Bv5G91GgXHBIvVy/nolCCLsbgj0mkDtef4tMyIh89bn\nNAAAjgoQEmBzAaBLr77PU1NBUDDKIY92AYLNggVTxv14FpzfjZErBABgsTdu3Ghvbw8APfqZd+ze\nm6xZMnHiRKq2eiWiMs96DRs1Msq/ShL+LdMrInHrQEPqsK+0cimFFK57BgDyXH+u4EkJAIBAv8vU\nnhP78yvIbV7+T/uuPWrXqQcAY6bOZLPZEU8eNWvVdtz02ek/0y6e9ExLSTYdZKXCrw1QUOVMo4a2\nRCJhfKjZuGl2UR/ePQwNBgAHB4c/Hg8Acek5OWKJoiUc9vb2BgYG4eHhvXv3LljEp7AfP354e3tr\naGhoN+8s0yWgq5vqknAAwMRZ8wUCgUQiyc7OJn/YZeXkUGUN/f395ZNwfPjwYceOHRkZGTY2NlZW\n0hdHSykpKalmzZqVG1il0Kmtu9H1kEQiZrMLvv2zhVmLpo6J+iBd81sotUYomwMA8fHx5ZsuXz6p\nyT/2bi00PvFBaLDP6SMTZv4tdWS2MMvTdcfXL9EGjZvYzv+fX9jb79/iDJs2s9nkGa9SUB1Zzl+v\nL75lmlpa3UovOBtdfvujBp+bmSsCAODygJAAmzPYehxXr9nj3EIn4MIJB4vL5a7buf/5owf+3l63\notIAAGh/RIG6+sY9Hs8f3mvXqE6PHgW96+9evvjxJrtXr14VLxFNXQER/wrs6LPvT+MyCCj0T9ql\nV7+AB88hMUr6/kVOyYxMUsl/AxTJfkjfYr+SCQeHwx07zW7sNDty/6al9mQKe8nruPGay/S7eB05\n+P3KHg8PD2ZXg9LU0nbac0iYldXDqLS55tbbsT9zRIYCccj158Zt27fXayHTCItVdF40m80ePXr0\n6NGjf3eX+Pj4du3ake1ufU0H/GXdvU9/gYbi1hpRItXikkpR+de5WRw5z4yQSCS9evW6cOHC9evX\nbW1tw8PDy/oI8fHxVlZWLVq0qFu37tuXZb67fNCzDZFINGPEwKLZhoXVCL6aeuG7cQDA794z2QeY\n78WLF6NNu8R/lZ52kZyUWPTgI3v/u3Di8MPQ4PPHPI7u+4/H5zdoZMjlqrTv1pvDKzjXSiTyXhFm\n0Sqn1h0Lrvrniok8iSR/lAaLzeELho2fOmvZRl9+V3oCAQC5kkIJBwBwONzOPfvYLlgMuVnk3bdt\n20Ydw+erdu9nRs82Zi9a8veE4ePGjTMwMJAqI10OVP6T8CN16MH7IdevZuaJ03NF5P5Du53JBUc0\ntbRZU3bp9bMG1cIn4CK/RMXAQMZB/qMaLDwI9ZoDQI9+ZvRbLxw/XLSCbW5OTkGHGUDaz8L/kix2\ncHDw6dOnZRNv2agJBMW+vamd9FtFEklaRlZo4PUNDvMnWfYNDQ0tekcFRP+nfnT7ltOShcN6tU1P\nq+jbG0H1TDgIApKyRABAsLnUDxE7Ozs5PPX374XqqT958qSsj7B7926qRvvJ/a6VE5Ys+V3wSoiP\npe+xGjPBYYPzuv/cJFK/QFkcADAyLjTaRqb27t1b7H7TQcX0PL15UZAJfY78SLVV+HwJu6CnUCTH\nXnyRSJSZka6hWYNeqiFPTOSKibxf/7ZiAr7lqpx9lUQACziFejQLzVsmCs6C9Rs23rTLDQBGTpre\nyXLM7549IyODXobL19e3gi+H6uEQiiFHRWPDUvuE+LhcCSGWEGF3Q0577CNvXfH3dIKAeEMzaNSh\n4M7tBv2fveuOb9p4348k25mEQBLCKCtAgLL3nmWWDWXvsmfZs8yyKaO0paVAgbIpUPYeYW8IO4SR\nkE32smNb435/SJZlOwlJIIb2+3s++eRzOp3kO1u6e+8dz8sUtt5A858iZEh8qnXqvN//8tfuszcW\n/bJ5xYbt8tkr504+vHtL2f7Jg7trf5itrFE7WLJp0QwsXR3tidjoqHPHDr148igH1woEaXqjLOZu\n3br1Y/Ysd+Dn57d06VLb+puXL9i/M/89/A+ZVGQ8jdYuuxIGQCD49rtpdZ1HfFXN1z5Z0a0s31Wq\nVMnuHZTRAeEhwQZ9mkj5/NkiKiJMedi4ZdsJcxYDUKs1oSHBFk1puk3n7vk8PO3WN5632GvWbdy8\nXKWqdRo3U1JQ69N0t674XTl38qm/WTosUdqcSZUXiHLltptJ5ciRI0OGDAHQpNXX6hbmvOdGgYgy\nh1zzKkEfmWoEoHHOY0xfHiJWjG158rgC71zzZpa/zSpprdVhDmAWQMWEsb1WBMTpeScnbVzMb7t+\nMrcTaSoYjYXCpmQtvoCF6yWAT8LoJ2bfZQlROTjm93S5efl8uGWYCWuUwkQT0rgf/V7dmi6JdG55\n3ZOTEnt9O/KRez5E68wX0AyAbt262aX7FngTGDD8G8mtctjEGT0Hj8jW5QIhAsPAqyTaTcXxlXZO\npJczzJs3L936z3ya/bfgf1HgYAlJ40wrDcP4+JZzc7OTfY6maT8/vx9//NFoNHbs2LFGjRrZvUPP\nnj0PHjwolkOCXv+8dP6UBcszv+TTIk1rkeTTwdGxReWS9Zp8VaR2y/3P4iR3S4MOAFTqU4f+HjNj\nPmCnn2PIkCGHDx8GAK8S340b16FzV6sGutTUeRNGPLh9XVlZpVbdAaMniOVbV/xuXApEIfNW+35k\n6pcFnHObTpsQIkobEGN0jYVRvaN8yigInEJ7xPICS1MAOEIhXSsDz3G8BbMnAwpAuj6XslHcyclp\nwKjv/vrtJ9jk5Hsv0mUcN3+aqIlxyiOonbVpet5g1Laag8CeIjtZjQZN7wFQqS0EDoqW89qbb2hf\nJ46QkJBtW/bGOxcCShk54V3Uux4DeltJcjXrNxbjru9HpPoFJz6MMgsWycnJ3++90rJyyRH/PFde\n0rhNh9//WixmoLQP3r179/OSFTHvIpWhSRvXLMtc4LA1tfACAaNBHqnn48ePt7noswOXXkanhi3a\niGy2/48PxP+iwCEIZne5W2Gp+R1zN2GEFSpUqLBly5b3t8sAzZs379q1qyxznPpn32cicISHvFWr\n1QVs8j44WPoSnj36D4Abl847G9xQ3aSuj36NPF7I6w2A5+2Xws25RKXdZ2/sv/PyBfFyrZgOr8Cd\n65etpA0ARYqVUKvVAG5eOv/9uKFoMwEKJ9dn0bq7YanDaiJXcfetYhnzKKqMy4WlN6h4aGTM0bDp\ngGejokJOHfq7TWfpF3kd8BRw2LlpPVfGaeiE6Rk56g8YNaFF+y4FGH2VKlVUqpxPJoTgZVyaVe+c\n3dwZByeeTZMp2AsVKkTTNMtxAFROLhzNAPAu/MW7iDDQZoFDRVOivGVPi0pUVFSNGjXgUwstx8IF\nRl7YvvHXVFnaaDEaAZfL5MGinzep1GoAQYn6x+90rHJ5y+O59Pq7W0d2akt3AkBRlKg5K1W2oj2l\nDQBDx4yXOVdk1KxvDsXKopeSAPAEaicXD3fnTbeefunz8SObcgxBEMLCwvLnz29Fdzt58uQRIyS5\nqlOnTv0mfK/TphYpVuITdPG/iP9FHw4lI2FAtPZJtDbz9p8b6tSpYy43bh749PGezb+dPPkeKvHc\nAxGEZbMmDmzftE/rBr+tXGR1tk0XsxOA6J8vQqfTQWVSsV7dDsKDojr2GuCaxx62LRle3gUPxuVL\n4RlOQHjI29ljh7SoXLJv64abflqh02rTjbw4cWDPspmTABzcuRWAFRE17GJV0Tg4tOpo0rE36I8y\n9ZVnWd4qGkVgM6cH4VkIvN8pyQmDELJq3lQAoOm9WzYo/RltUbho8aCgoEGDBo0ZM+ZtdnKvyFlF\nnj/2P3fpyoQTr60aqB1djDwBowKjAQCaiQwLCTeoHpXuBoDROA4cM2Xv+Zs7T1059yiomE8ZWeGh\nZiTxyJ4RQ35+fgBA0eJTLRBLrwv3wnD1cM/voVKrnz28v2DS6FOH9mvT9BY9pBme4GyqR2gKC0BD\nU6KcxxPBnm7IRqNRKW04OUue3e279023fUJcbLp8feHJRlHDxBHCqDSOTu+nt7EbEhMTe/XqVaNG\njZIlSx45YhET1LVrVz8/v7Fjx+7evXvcD2vzeXjK0sb/k4B9OP5HBQ5O4VL3yTM8ZRfdu3fv0KED\ngLpNmjds3mp0746bfloxYMCAdH2d7IDH9++cOyYxGh3Yvjki1LzqxMW8C375YuLcxeNnL1y/+4iF\nf4asAyfCgC6tvQp4Axg2aZZs4bYDQt68+mnRHEJImt7IC2TVvGkizcC7yPA9m3+bMXLAg9vXK9eQ\n/DFr1GsoX3jh5JHwkGC1RoOSNZQZSkUIdgmOmLxgWZsuPQCAZsyimwQLhQRPYMxc4HjrL1GLAgDe\nRYZL1hSKBhBu5WpjOfM+vn9n1KhRp0+f3rdv35QpU7I7inWL547r22X5nGlGm9eQFQjLE4ASM790\nHzQSABxc4JwXAMuTWDiH89L2NJ+Xt3whbzQAoCjw1uEguQhPT08ASkWLOQKueFXQDGimZceuKUmJ\n4/t3u3LuZNDrl/EJiYxaA43JOUBkWXWQRqRmKA1Nwe5UchqNplodM9lumk47dtaCw9cfWaXtBUAI\nWT1/Rvdmtbo0rCpa1mQYeGHQP4EGTgBAyKdxpskE27Ztk13vZdOkjAoVKixevFiMmw17G3ThxGHb\nV+D/kTP8LwocVorWT57hKVv466+/fHx8jh49WqtBk9nLf36mCJ1Ys2bNJ+mSwWBBpyHn+Xxw61rP\nr+oumjZ+zcLZ6xbPjY4M/6K4mb4JFC3GMaoYZsDICXlcXQF0qF+lbc2yK1eutEO3k5KSvu3c8uj+\n3QCiY2Pu3br+yJKL/dnD+/v/2vzo3u3vvl+059yN9t37KM8ObN/M0ckJDQeiUFmrO9tHhGUYVZNW\n7YB0VCy2MGYePJMSh5CHLdp3EY/8b9+QaM5pBkBcTHQmlz57eF8u+/n5JSdnI3FXSnLSkb3bgfTz\n9hl5IspJAkUDqN6gsdQlRg1AAHUtJPnc6wQAwa8CXwaYyYKNulQADEXZR/ITIfmDUzTk3EBFK6NY\nFQDoukCTv2DZtv1UXzZ9+8YU3yTqQiiV2/gd7YZO7NSzP2gaFA1HSeBQ0ZSKpgCEhb7NehLmj4K+\nw8cpD3mWPXFgz9F9O9J0OmX943u3TxzcK5b/+m1tzLso+dSLp08JIcm6NOkOn5T7y1YzYRXyk5Fu\n+LrfuUEdmi+ZMWFg+2bX/c7lVv/+l/C/KHBYucJ9qoQL6SaqzhyCIEyePFks37l26cyR/e75PeSz\nLVq0+Jj9yzIKFimaxxTOUKRYiZuXL8RGRwE4vGe7stk/u7eBgpu7ia/MtEzSYrJSzggADANgxYoV\nL1++zO1uP3nyxNwNlSbgaYaBfwGP/T0LFKzXtGWFqhZOvpdOH9c4OdloF3KRUTslJSUqyjyt+/iW\nBdLhn7BFJhlH3RyYlu067T5zvUX7zmKNk5OzJHBQNICDO/4MfPo4o8t9K1SSy40bN85KtJf82JvZ\nM9OTmTjLN3Pm6G+llqYVneUJT6BLTR06a7FOb3J6FXjRt1TDUPbcS3h7e0vdk79qn1oFG3V1c88H\nijLywotkcvJeoJnFnGLAqAVQlNqxU//ho2fM7dR7EADH/JKqRs1QEFgAl56Hdusz4P79+7ALHkam\nVq1Vr3bL9nCRXtXfVi7asGrJT4vmLJg08uKpo0tmTPhz3Y+pKcmpqSnKC3Wmw7C3QZOG9gFgYCUV\n06dgfM0QDyNTu3c323nHjx+fkYvSKZM4ZVX+f+QYORE4rMgk/l2I17HvtBZKezu7smcL4eHhoaGh\n8qGVB7VBr+8+YGitBk3EQ2X+UvsgXscmpHEHd/wps+KEhwRvWru8V4t6ifFxVgvh6xfPLp48Kmbi\n7j5oWOe+g8R68W0noq+oiRbFDmmjS5QoAcgxlurkJIutuZjdQ0SaTksIUalUI6d+b3UTo5G1DY5I\nyJ396LZt23x8fCpVqtS19wCOZQF4eHk3aN7ais4ru0iOCDp79MDhvWbpsEHzVhVF0cp057dvrOU/\nWVyuVrv+hDmL6zRu3qlTp+wa9Vxc8/QeOhrIkpIGdXoiXxFQtOTSAbCCwBPy5mUAWo6Fm8khkWc1\nKhqAiqHtycPh7e09Yc5i5W+hcnQuVb5icpoBABg1GE14WGhe93wrN+2s1bJTkVJlKbWGgLCE8AJh\nGNXX3foA4FROACgKappm9ToAKOiLEtU2btxot7EAKNtratXxP42aNmfygmVy5d3rVxZPG3/hxOFd\nm35dvWDmtQun5VN1mzT/oniJp/733gQG3LtxVZbjxbOfRMPBsuyLFy902nRc9Hx9ff39/deuXXvw\n4ME5c+ZkdAdzImvL8v8jx8iJwFGzZs0uXbocPnzYaEdz+8fCP8+i9z6xWMw+N5MKx3GiXnrWrFlV\nq1atXr36xIkTRaWfRqMZNmyY3LJZmw5u7vmW/rb18PVHZx++qVWrVoY3zR3sfxa75FLoTbc6tqfu\n37z6TX+FcbTRoNT85qSy+T28ivmUEcuih5+UlZRmADRq1KhaNXOmqFxCkSJFZi3/SVLmM2ot7Zi/\nTFUA1eo02Hbs4vIN2wsXLS62vHz25IkDexL13JJAp3bdelnchaLNa4xpVr11xe+j99ZoNMoeElfO\nnfQ7fVwsN23TLkurdSZg9SBkz+bfHt+/I1ao1OrOPfsBZoGjYrXMom7ad++z+JfNmzZt8vX1zaRZ\nuhgyfurWoxdmLv/p/U1966NGJ/jWlwVZViAGjiQ5elnExPKsk0bT5UuPPBraDuucUk/ZvnufaYtX\ny6d40M9i9eixFAAYDRh1RHjY+uULq9Wu79B+krFUPbF3op4mNMlwMTgRkHIZqmiq9heuXrEmOxFF\n2y2jR1R46LTh/bb/sT40NKROo2ZFS1izm4i4fObE6UP7xXKZ8hVmLftp7ncjvhvwzfBv2t68dF76\njUxPpv03dWFhYV937tawYcOO9Srevupn26BIkSJ9+/Zt1EgKvUlX2dx7yKh0y/+PHCMnU9WbN29G\njBixb98+X1/fiRMn+vv7Z/HClJSUuXPnTps27c8//8zB534U8Ly1PfuTmFTSZQIGcOzYsUKFCpUq\nVap79+7ynmbHjh2yQnXJkiXr/to/a9naA5fvexUsJBDy+J3OxTWPnTMMifMsxyM2jXUoUNS2QT5P\nr4rVah68fP+Hnzf1HT4O+b+Am1lnkM/DI9akJyMCeRMYoGZoAP3GTx87Y/6WLVtykJiDEHL9+vWL\nFy+yLPv+1sDDyNTmbTvWrN8EAGgGFVqo6/c8fP3Ryo07NJ5fFC6w/lqFAAAgAElEQVRZpojC4+TW\nlYtprBCv4ybOW9q5zyDzXZTOB7zpc2nmo8viBoMFT4Y2VdLHVKvTwPkD43pYg2hAiYkyp+o+/vdO\nQBI4mrZpX+iLYh/0EZnii+IlS5R6f5YNtZOLY5namtJmTlVCEBin2/BML8eGAADPcaxxTO3CapoS\nBQ57BhcopxJCiJYVJJ9ilRoqNSj64M4tCXGxnCAYTBsdTiC/bNmxdt/p0y/NijE1Q/nkd/q6ukmA\no+mRI0fCLti2fu39m9dA03GcevKhRxWr1ew+UNrkZMRF8fL50we3rt+6IrlhXj53qkPP/soGScnJ\nG9csS+/S3MJvv/3mf/uGWP5n59bMG4tPiO1z4luh0rFbT//Yf/LYradK0+G/Dp9PfE1OBA6VStWm\nTZtff/116tSpmzZtatq0afXq1a9du/beC48ePdqwYcPly5fHxMRkK4LuI4IHsfLYt38+8UwwePBg\nsSBF2ZmQlpYml6vXbfBVu8553fMBCEsyLrj4ab5JAAKIkRccnV03HTzt42teM1q061z2y8qHdv91\n+vD+shUqf1mlGihaNpeUq1Rl2aY9u45K+tg0bfLwb9oGPnkEoE6rjp37DMybN292e0IIGTVqVKdO\nnXr06NG3b1+r5TkTlKlgIntVaXRp+kVTxx3Zu339rYg5B67fiTEHOXgXLiIAnCAEJxpGT5975Prj\nsTPnA5a2AEEyeHl6F/pYpIqEED8/v3379hmNxp49e8r1csjAj3Onpqs0zgxWuTxMAke1Og3kugc3\nrwDS6DQaB7kzzx/7P75/h3ywTf5NYMCiaePG9es6tm/nH6aMeZtRAlgFCMW4exV0ymPxbBg4whEi\ne5ICgEHLalM2rFoCwtvt1Zb1HFZbeSMnSB1jVGBUogBHBEEQzNseQhDgWPphMpOiM7/japqigcom\nYsCOvQbK6cRyG9qUZACgaLh6xFGux/fvHjF51ok7AafuvxwyPv0opDadu1v5Xbbt1tuiBc3s3bLh\n5s2budVpGygnTHzAiuvo5OzjW+6ziun9VyMnAsfOnTs7duxYqVKlJ0+eHDt2LC4ubtOmTQMGDHjv\nhVFRUT4+PhRFlSlTxg5egelCEMxpJkTwxN7ZtjKC1da8dGnJBtGsWbPatWundwV4Qj5hWC8viAph\nUqK079pt+0dMnvXNgCHrdhyYumjlgsmjflk6b8OqJT2a174mFHP1KgTP4ihRvV6TFgGPH6JcY3Mi\nDEIAGNK0AFIMOQxkDAoKOnDggFi+ePFi1tNEde3/rVRi1CkpKXeuXVq3eG58Qvz98GSUlrKUla9U\ndcDI71ieCMC888Ev4/TOrq7+t24AStdXytlRWphjY2KOHz+es4FYYcaMGd27dx8zZky5cuWmT5++\nbdu2SfOW7ve76+HlDUCn1d68dCHbCQh582PmoqbLlPKpUbf+uu0HlAwofYaOAiQNR8uOXQEQQpbP\nnjSub5eJg3rM/W64LSFj1l8io8Ew/Ju2fqeOPX/0IODxw0tnTiyZOdF8mqQvJnAiZbvl087yhBMA\nijI7DIU9Ne6a9ve2jTER4QIhj6LsyrJj1XVGI/sUUwAFZ/cKQxbm9yoggFgwo6jUYDQWilfWyNAU\nY/I/ZexICt6wRRvAFLVO0WsWzhIEXuPgoFKpivmUqdOombLxl1WqDxk/dezM+bUaNpGdyTr3GpA3\nvyVTGUUDiIyMtM8QAPTr108uW/U5i7gfZiYX+fFauI79nDam/1rkhBzwwoULY8eObd68ucwtWL16\n9SVLlrz3Qh8fn4sXL7q6ul67dk02nm3evFkUPubNm0fnTu5W5yTpWVGpVKBoKxPKvZvXWkxpfujQ\noTZt2uTGp2feJQDKrNPtu/c59vcusbx3797Xr1+/ik4Z0/8bBwcHuY1Gq2UYRvLq0IEnkgOEPbNX\ni/2nGcYogADOzs7Ozs4DR333Klb3842Q8RHh925clRufe6vzKOyjzl/Ip1mb72p73rh0zkIHLi4w\nAg/AQBhnZ+ccDMRKKeLm5vbem4hDSCOmV4BmZJcFrVYLxsyc3brTN091DlvvhhECVgCj1jg7O18V\nPeZMbQTWoNOnwNVDrBw0aFBycvIH6jkMBoPS+HjmzJkJEyaUUcyDTk5OgEnoIUTMRP/++/IcGF5s\nObBmkVfReV9cOT6+/3cAlq7f0qTV1wAGDBu768+7pctXnNz/SJWadQAEv34ps63cuHQ+8MlDJfWk\niCz+cAmxz62r5CFQFHjONvBHBEcIa6WdEQTKaiUgAjgDAG1yEly8vz//9tywmrn3aihfZACMyiJw\ng3Zw4I1m8S5PyQoJjg7Ozs6gaAvXMUYDxsL7OOnwqiZ9d8TopUY0rbLb2925V/9Xz58cDIHcH41a\nozHNP6s27RzStfULU9TS/NXr5Vj3VZt3Prxzy8XVFYXKLvGzVFnRDIC2bdvabRRNmjQ5eOneg9vX\nS5YpW65iFSgeTuckwaob8o8o19M0TdO85FgG+AUnDq1bzNPZwZ5z7IeDoiiapjUaje2QPxVyInBs\n3rzZtlKp780I7dq1O3DgwJ49e4oWLSqPv1y5cvny5QPAsmwuCRzyboymad5WG0wzADp37pycnGw3\nTwjlBlGp2Jgyf1m3r1tGRER06NChZMmSvr6+D8KTaZpWtuF5nuM4QsijqNQzgfE8IeLdsui78BH7\nzwmCkeM5npGHE68zRKcapt3ioHGCUdJqEoDlBUrlkCevSz6vAs3adrio9PITBUCBB/AiOvUrH/cc\nDKRIkSLDhw//448/AHTs2LFBgwbvvYnY54DnT81V4rJXq6tDnnxqHcWaFu/6zVveTWaT9CwAAy8Y\nOY7juKbtuvnlqWM2qfCsWXNA0QCio6OlUMmcwpYeYMCAAfv27Wvaut342T94FvAG8OuuQ9MuxWgB\nBgIg8HivwEFoCALPio99h7Iek2/ee/syQDw3c/TglJQUAFeDEgC8epcwauqP9Ut5z1u9fvtzLdpN\nhUGHc78CEATBVsmRxR/Oy4b/XtJP8CxUGul/ejDyhLN8f1kBRn0a1CaPH1HqksoCAPHtyL1Xw+pL\n4Cy5xnjQlEoj/4oCxfCE9NjhL3osmcGoVY5OnHLyiXublhSXz82zckHXR1GpnMDb7e3mOK7P0DEH\n5/8GlQaE79JnIM0wymGu3LjzwI4/U5OT23btUbBIUcUpqkqtuoSQv688DIrjlOxzFM3svXDL3T0n\nr3aO4eldsGWHrjD9RvJH2z4P8hBuB8dVK+IGQNzRyfW8QIwsx3GMPfv/4aBpmqZpjuNy9RVQbobf\nC7vmUgkMDKxcuXKvXr2WLVtWvnx5sbJBA8lynHuRkLIHn0qliggPsx61ac2Ij493cbFmjcztLgHQ\n6/VQaKTbt2+vrDcajWJBBs/zRqOREPI8KuV2WBIvEPFuVs1yFUaj8fj+3beDaaNneb3RGBKfWtBV\nA8BgZDleiEzlBk2YtXXFHABfd+t1iudj41PUGkf/e89aj5tcrU6DMk0rvWTFr51ILgX+xyvXrn8p\nKGFo9QKZD8TPz+/AgQPe3t6jRo3y8DDTkCxevHjgwIF6vb5SpUriO5bu5UrNf3CiYeqx5zBlGWXc\nvd07T0wp3SxWx7NEitGtULVGPg8vY1yCnuUBaNP04wf2qFHYLQ0MypaDwaSx51nwnLRHp+kWLVrk\nzZv3w3+RNWvWTJw4EUDLli0DAwP37dsHwO/0cbVGM33xagBlK1Yp9ObVq/g0Bwc1DaRmkA3WBAKe\nE1gDQImLNM+xHi9O49EpucXLly+LFi3Ki44dXj6o1Pr6iR8P7NiqL9nGxaeyNjQQQMOvWpevUs3W\nMfZWUGzmaYkSExOnTp166NChStVrqTWaVwHPxDBpySokcIBaRVMZZdMxctYWN0KIRVgyz8oCh4uL\ns1ZcKmzeoI8Iqy8hIswiN7K1SwcvpGr1aTzUAguVwi2AUXG8xX1cXVw5js3LCMNqeI87nspyvN3e\nbqPR6O7h2b5Hv+OvUx016tEj51mN0dk1T/+R38mNladEu9u5F+/QdhJU5nWIAPk8vOw5Qdn2Tf50\n2+fBdjZ+FmtwdHSU63kBer3R6EjZeQgi0s10mBUwDKNSqQwGQ66+AlbJaDKHXYm/SpQocfjw4SVL\nlpQuXbpwYZtdjl3wKjDAuoqmAXTo0MFu0kZ2kRFFmOiz+Uli3P1v31izcFZM9DuASkzR9j8QaBBJ\nIU15apKSkmYsXnXi9vO4mGiBACoNK5DExEQAD25di4uNk27Ec5Jrf/B9Li4sVsdmPpoHDx507959\nz549P/3007hx46zO+vr6Vq5cOetqqgSdER7m+Ave1SvOswIh0IvsGjQN4Kn/vcT4uKiI8BStDmLC\nVYq5d/Pqs8ePACijMcEbRSXHFyVKjV/4cVhf+/Xr9/Lly9u3b+/cuTM8PFyuT05MlMtimJWapjTM\n+15nQiDw4FiYMuTRFFWtSiWw5skoMTFREIQVM8bj/AZAejuSkxIEQvLk8yxSwqdZ2w5tOndnmPT3\nKpnT2a1evfrQoUMAHt+/k5qcLEkbMAn9gkAD+fJmGHSTfgS70orEs3JwsquzMwB7OjjFx8bs+2tT\nJg04gWi1OoHAYCM5yeQiosCUmpK0988NAFw1DHKTSi5dHHgWG6olBKAYJltK37DgN+eOHVJypcjI\nnOrWDlA+lln3N4pL0W04+4CAPI3WJurtl1fyvwq7ajhcXFxmzpxpz0+0wh+3Q7VOnlaV7vm9+k6f\nN32MNaO+3ZDJ05/5iyH6bBKCEUdfLmxW4mP3KzMEPnsMSKsRxziAEE4gZ17GXwxK1OkNAP3P7r+Q\nHB30KvDW5Quo+R0oDQBonFGlLZLemQOFeE6mIdSo1CxLkm38RpUC/pUrV+T6s2fParXaDxETBVBQ\nLpyMGjzLC4SoVCAMXD3QcRaOLDl//PCVl0ko2RwAaAblm4IISAiXLgEAVHBly+dnS1Rw/9Ff51mo\niHN2pP7M4e7u7u7uDqBJkyanT0uhPaXLVzCPggCAmqat5A2aCAJFKTXbNEUJIhEnx0DgQTMb1yx9\n88yCRTQoKIiiqMtnT6JsI0BS8zRr02F7BJJSUtPCwsJPHr148ujsFeuatemQ3bGEhITIZXPGL8/i\nqPAVACcnJ4FhRNqunMHJQe3qXTAGaNOlR7NGxRbe1Wk5++U0vP3wqZyKPV0QAom/3IYsTuTYBUS7\nkgMEITUlGYCzhoYdQ/fFCefyq7iA6GSoHHVpaY/v36lUvRYAPz+/nf5RjR2ju/Yb7OJqdghIMfIa\nhnIQHz6ZfsNGTPm07OaZwGqOTUtL27Bhw53HAY1btilVtkLvgYPRbircCvxxI5iiSjQp6f6pOmnP\nlOa5h/+t9PT3wlI41wJWruQeBQt36dRU8r/7V0FWJ0Qls6lGOyaqAr6sUh0wbUxpBoAgICgq9kVY\nvBE01E5i5d4tG5q26eAHSlr13Auhfh8IguBi0iebtqT1mnxVoGQp/8CEBMU2wlbeKlOmjPIwu9KG\neEMiCKcP73/x9LFj+YaAQtPGqEAzhAIrEFA0XPPDxR3A7z8uQvWOKGVaEkpUR0I4EiMBM614/VrV\ne1b0IgQ/+j/OJZqjIUOGODk5nbhwpWyFyu17mFN3ihlDKno7pyTEvyPmuV7gjBbOuYCKYVgQcmUr\nCpVDjU6gmX+2b7aKCilatCgjLn6iqYumZ69YV6pseSH8bZrBKNsfr54/nYnAkdH82LJlSzl+p2LV\nmpFhIQBQ0Jcu31QAHBwc5jYrtv1BdESyMWffYLVingXz+URENn8d8PRUjxb4dgPcC0VHRaJwGblj\nAHJp7n6MQqja7j2NaAY0DdjSVppWaIEHEUCE1p2+AcBQFGwEjlxafuTX7V1UOE/nBQCKmXFXt61M\nWvDju4sWzsc3i4LWz3z75uX3K36Wr/rzflRhV03LwnRo8JsSpX2lMdpADAb8fFZNcbCx0VG61NSi\nJUvJipxZs2bt2LEDwJkjBxo0by1Lhym6tM+NIvLfiP8JgSP4dWBcdHSFqtUjw8PTiINkXBQkR30h\n4zQTnxVsX1cBUpSgyPFsz85UrFaz+dwtd96xslN+YFza7Vu3DG4loXEBAKe8SHpXq1mrcn2m+/lL\njEbOefNxHKdWqVQqFQw8ACdwnl55l5687F34iw13owBwmXI8tG3bdtKkSatXr27ZsqWcVia72PPn\n75vXrQQAnwB0nms+oVKDZQgoViCgRIUHBwD5CsPJHAXDaByZco2MvmbWCoaSRCqKAk3lVgoPmqb7\n9etX6avOysrfbkdqDQKARsXy+j0+C8eqCgos0TPULHDQFAo+3h/51h/uhcGzUDtaSRuDx02uVq0a\nIaR1p29OP3wDwKNAoaat2gIQCKEdnASTW3fBwl/IVyUnJpw99g/DqFq07+yaKQtZnz59Yoz0wzs3\ny5Sv2KZL9zZdul85fyqxSE0/nha7V9nbhaGhopGzIMSI8zuvH1VQgBvTABzet7NV9fmZX5iztdBK\nIHZyzQP6PYRvtNpRAJVZMJEggOdAhCcP7lSpVZc21eUelKOIjozY+uvqJLcG8BKT3zIG4tirXXMk\nRsHLBzQNUH6njs1e9hNF0wCeROt0RiEoOPibPj3Md0yP+pbnSTpSln1h9Xvt3PjLlp9XAajftMWc\nH39VazQARGlDREToW3MqZpXmU2Xd+i/hvy9wrF692pzioe9q2UPQNB0jMiIsNJipUshOvDqZIyL0\n7YsnSd2a12GYdKakh5GphJBXz5+k6XQVq9cUBCmQgRWI/ck4gtVFOHejvDKsuR4epfYEo5aMFO2n\nejw76lW+0t4AcxinQDEqDUPTlMymULt8yTlNJS8KKYvb++bWmTNnfqBh7on/PVPRamakJF23KcGK\n5BBQtxe+qCg3IozKIV8BoyJzppqhZHMGTSGdSKgMkN11zlblc+JlvJ4TAFA05eHhhWRTTCkhkhOr\nAjxnjLx8EACIYHV21NTvu/UfInaGoqipP6yscu/5isecT7kK4tIiCBAolbxSNm71tVhI0+kWThkj\nsjpeu3Bmya9/qjMOBqYoqlmbDrJqpEqtulVq1T36Is7vRgQAmqIAaJMT2TQjHHJCtRRs5aFl0ALg\n7ZWlPivvIKHp96WwJbiyFbrE88cP9x0+jhYz1Ntrqftp8Zxbly+gdx2TcYQCzYBiULYRKrUGzWDQ\nrzg4nzLJnSuuhDE0yHMz2XThosUj0hM4DgfE962Smb3JztBptaK0AeC637mrFySNXf1mLa9fPCvW\n127YNOjcNXFOoNUOnxVF5L8U//FssTzPL91xDCWqS8dK46IYxCjwer1x66+rPwfur62/rh7QrumY\nPp369OljxZQnghCydObEUb06Tvq219i+XbeuX2uqz8Yi9+GQSBWJBUm8geNVTi5mZzG1Y1x84omD\n+1JSzcxLLC/wAgQBRpMSgFbYevXaVAB/rF1+5syZXO1/XjljrW0YttK4TjOgGZdCJUAzUJtd7gWK\nTtFqlaYKNU0lxcc+vHMzJiqSyTUNR7oQBElsoEHqNWrioFI83spIXQBEEOTIHdGTw6Te+Lpbz859\nBlqJPqVKlIRCmS9pnkx0sQ9uSszCzx89kDmkH9y69irgKbKAmHdR8yeObFG55OJp43Vmhk2iS01V\nB99BpI1ndxZhRRpmTAPQqksPq1a59LITkyiRiZ/l+yUHQcCDY+A5jYMjIeTkwd0A3rwMtMqonq5z\n7geOSxD4W5cvALBYF0QbkEs+5PUGzcDJzadS9ZgoicKLJwLLE6KQMIpVqdei11DFXYmYLGmb/7sU\nw2e0YnOshS7KaOImHjF5lsjg3qXPwEFjJs7/aSOl1gAQQH1aN5Sc/bj+ESmfw9Im4z8ucFAUhRI1\nUFSiwVc7KDJ0iNpyngXN6BW7VTsg3ScgTafbsUGyjF64cOHo0aO2bULevLpw4rBYDizaHOUay6fs\n7McOQABRrqwJiYmcALMPpkoDmgFFcwqLFU/AE2LkWJkd9eGdGy0ql1z7w2yO425fuQDg4b07ffv2\nffjwYe71fMh3U0U6xS8t080DgFXwBc1o28+FRzFLLz8KKrWyJiUhbtcfv0we0rt3q/pE4Oymen3+\n2J/lzPEmVQq7LWtfERAVGKwUqQuTNwbPEZnUPPIFXlwV62vUazh0/DSD3poM3lFNwxQYMv9iSHwa\nB5jN82758gNIY4WVwRaUa+75PZAFbFq7/Or50wAunjp6+9olsTI2KqJj/UqG+8cRE2RumuUvk6LM\nAkfhosVmLVtbsXJlAN5FcjERjBLyU/1BemPTENp263ny4N4NK34AEBoSPGbyjNxeOWiaqd2wqViy\nONGgH4pVodUOoFWg6DcvX27fsE48IwjEyAsuPlVQTdJaOdbveVen4JjiOVn5l4MFOykpKWcKqvMP\nXy2YNLpF5ZLLZ0/SpqbYNnBzz9emszlJvZwmpkixEgt/+uPS87AZi1epNRpHZxe51/+v4fhw/McF\nDpqmGzWoL8+ShUz5PwEi+cLzLGimlviafVIIlhkugmLT2cFYEKM5uCgdC+yj4VDuq6xdIxmLNRiM\nGr4NUbOLlUM+Jwgsa3YLjY+OAnDs7137/9oUFfoWkJa0zNMufMjMq0tNDQ16M3LyrHOPguo0bvGe\n1hQNlRpqB+uwAqvBPr+IsCdi0ahPEyemjPLzfRQEPHk4eUjvcX27yMINRVEqmiqeVwNARVHgWcQE\n4co2gIh6DlrgBFM0LGKCiqUFMwzdZ9hoB0fHrk1qdKxXccuWLcqPcFaLlhQC4Gm0Nk7HAWbzvFte\ndwB6TojRkz7DxoqV346fklGaN/HJkb+KVDlEJY9XTKLp+yECgBdPHln4Ais0MQqks3SpaWrC9z+M\nnj534bqN2475Nf+6UwHvgrB9UHMNQa9eiQXW8AEbGNMPWsKnzMO7t6SxU/SJg3uzcnVAQMCSJUt+\n//13bXYz7AAABo6eIH6cstKxZNW8PpUIowJNi39BrwLFUzwoI0+iOIdiLfvM/XH91qMXEpMStXqF\n8oBnCSep2bIliKelpQ0YMKB06dIFCxbMgcpz09rlV86dBHD26D/yRg5AXMw7ORh78oLlKzfumLPy\nlyM3nuRxSyd/k44VEtLMk9Xn48ORefD554z/uMABoE7tmq0791y1ZV/FZedkHkY1Q7s4OoAINEU5\n58nbuff7E8HkNlxc83TqZe7Gy+dPLp89aRXSV7RkqTYm/TDFqKAyr3n29+Gw1qkwamV/QNHwLAav\nkjYeZIpIVCLIa0lsdJQ8twIoXbr0oUOHrp47xX1UgryoiLCO9StNGdqnX9vGx/fvfmEZEZoOKAq0\nWklzLsGq5uVNxJpS6JF0HHhzrAB//fp17969vby8hg8fLnKAAuB5bmyfzg/v3ARMm1HOKHAsANHk\n76hR5c+fHwYtAq9CEESBQ2ANSufDFl93ctBoSpTyvX7xnFgzbdq0rl27RkdHA6hSyFUMyBSlYEEw\nJTFRO6BSKwAnDuyBKUBmwJhJJ+4EnLz7os/QMe8dkQgprHfAz2g7KcKtNGARIK1NTjTrxXjOwjBk\n+gps76lm6OT4+Mf37lw9dyo06DUAUZlvt31pTMw7U/dy/NBKTKl1mzSvUK2mj2856TuhGdHDIPOV\nJjzkbaNGjdasWTNnzpwRI0bk4OOj30UB1gKHxiUPVBpCqwAKtAoU8/zhfXGDJAgkzWBMTkkJCQ5a\nOGX0qnnT/e/eYpWPP88xJukwW3uiHTt2nDx5Uiz37ds388a2SEkyu46FhwQ/vHPz0K6t8yeO7PlV\n3a6Nq29bvwYARVHV6jRo0rqdcwbBbkcC4v68Z87/8tlG9sr4/KWQ/77AoaIpQePEFSr/JFqnM2Vi\noImQFB6Ew4sEjtUZ2ItBiZnf5NixY7169erXr19WkuLmGONmLVi3/UD77n0AHN6zfeHk0f/s2mrV\nZsqC5Qt/+gPiRkjBrmP/l8Fa3ldm7BRhpQaQoaQDN92kTqNmHXv0BeBbqeqIybN/++23YcOGzZ80\nat7EkVa6nw/B8f275fKahbPc8lmTsqQDRpUea4Kl1lyxBXd2cvqIqtdFixadO3cOwD///LNunaTH\njo+JkU7LNBtPzvoWyANTFCUELjk2SrKkCDx4Tlq2Tf0sWaZc67Zt8zgwVtrmK1euzJ07FwDLsrt/\nX0sR4enzgBbDZhiMRsntxq0Ampot9OISwglE4+Bg5Sua+dz39cAxhabuVuX1hLOb5B+jS0CyacEW\neJoIlLhQ8WaaMjOEdCiYGJA/f15x5dzJM0cOfNu5JWs0ih5CgkCs9Cu5gTSdTi86o4hfeI5AEyGv\nu/vyDdsXrN2gUqm69fu2a5+BAPJ7FRw5dfZ7L79jMk4BOH36dHx8fCaN08UN0V/S0qRi5HiOwBSs\nIYnam9aumDNuqF6v50FL9lPg8f07oGizLE4IBJ4y/VixcdFZ70lcXJzyUMimBrekInk1TdOTh/T+\nZdkC0YoHYPvv62JE0QoAcOvyhfkTR66cMzU8xCLzNicQvcJs/JmYVD5/qSIT/PcFDoaCf5R2/e1I\nAKzsq0g4CDze3IXAw8F5493M0hi+efNm8ODB58+fP336tJhyJfd6+2WV6so3QU6BRgTh+P7dy2dP\nPrT7r8T4WEBkEDLrGOyv7hNs1dpWygwrnYctOBaEL1+52g8/b6rVoImoAB84ZpKPb7lLl6Sp89bl\nC29syWGzj4SEhNWrV8uujiIq1kg/B68F0hebLLU7poV82MQZTo5OH/G3OHbsmFx+9EJKiCVmUQHM\nX/j0bs28XNQAGJoCkJoQy909jFv7AODqX0iNA88i9i2OLhPbu+V193Bx+PWrArJ6w/wpjx4B+PXX\nX3ds+JlwRrh5o3p7vcEgKdtoRvzQ5l93gknMfa+waztF6jjoVG6M2gGMRvp640JxYJ50WuDVNDQq\nmgIcNSoXJ0eryyUVgqWppTAfi0TzuxMeGiyFeOR+3HtSQvbGF/AAACAASURBVHyHuhVStalS33gO\nWZKSrb83gTXoddoa9RqKRK4qtXr09Lk0RRUr7SvmB84cXt4FlYdubpmFKGdwh0KAtder3sjpjZzp\nYaNQrHKBstX37d1zo0hbvcEAihLzykqtFZMATcHF2SktRVI27Njwa9Z70qlTJ7k8aNCg7KbZGjRm\n0ujpc91Hb+4291ctScepRmcStd8EBsweO+Tq+dOnD+9fs3AmUUg2MtGRCD6DPMZ2w7/XkiLjvy9w\nqGjayAuiqGEwaWId1WrpbScCAJLplPT8uUVyy6CgoIxafhS458svl0VLOYD92zevWTjr7NGDvyyd\nF/jsCWC9uttB+uZ5/s91P84e8+3SmRNjoiLfv+XISMMhgzNCEJ4/eiAaUMX9KE/g5GwREunk7PLh\nr9nIkSOXLl0a8MTsizphzuJ0CQOsQVHvGQXMCcMO79lO00jj+Efv0rGg52AUY8eOlcv1mkkeJ3JQ\noryVLObjIxYkBz2OhS4ZqfEAcP8IWIO0Cka+EJsVKFQYwM4/flbuiUVUrVoVwIMHDwCACGDUoBiL\nVUSl3nbsYov2nQG8efUCQKcG1RZOHp2WHc9rQYCR44kYhyx+vcrniQi8UU+BUtGUiqLkFct0sUmF\nYKlICFg/EfHmVCYFC39hIrHILVk8JiryyYO7RoPB7/QxwPRKisqkrFhVbOKWwbMGnfWTk/VA6/rN\nWspm2b/++kvO5p0JrJ7JHoOHAzY7B5pRuoer63SNdi4MB2d4FpdaUjRoplzrXl/1HytHb1EATVFF\nnxxAtCQo3752OSujEFG+fPkbN24sWLBg8+bNy5cvz/qFIox6PQVK7+h+GyUS8vtana3ftEWxkqUA\nvA54tmzWRLne//aN2Oh38iFvKXDY3zEf2Zk0/hWyyH+fh4OhKVYgIpc2Z5p6Khd2u3ToLGDKim7I\njK6nSpUqykMrssuPjsHjJicmxN+6fKFuk+bfjp8qVj68a3aijIt+N2ne0o3hbkptuB00HNu3b9+1\nSdqjGAx6oc7491zAqKnMYwwensTTswAWTBq16/Q1RsqnQcpXrtavXz+RgafHoGFFipX4wJ5HR0df\nuHBBPuzSZ2CXvoMLFy1+MjAeAENlkKTDPJBMXxPObBiKjgwvKHBJerLuRvimztbTnHWvIiMe37/N\n1K1asWLFjNrMmjWrRIkSz58/b9y4cZFq5qCk4qXKvA2PFN0pAFCm/tOg8O4VYN79FyhYOFrgHVQq\nR3d3cd12dnbx8S0nCLwc3CijWrVqK1asAFC1atUTJ05AEExMDOYViFCUZwHvJTMmXDhxOE/xL9Ft\nGRjV5bMnfXzL9xthnd1GxokDey6fPaHROPQaMurLKtUP7NqS5lgTAFQm4halr4UgcPo0itEIQGp8\nNBgVXPKZtUrycm6VyJ4IJcuUDXr5AoBngYI/TBnLNR0GuObSq7Ft27YpU6aI5WETpgOmdTolBqlx\ncMkPIrxHohUFDuUQtImeztbSLUNRWVnqHkamUhQ1btaCDWtXpMvikxW4uOZp0b7zOcrmcpWFP7hv\nxaqBwQ9AqwBJ5nMvWjqwYBk2n4Orp+QDTDgjBwSc3Yu2k8Q29b9qna3OlC5dunTp0jkYBc/zC6eM\nvnv9CkbvCk2MbVejTvB+AKhcs26D5q08C3g3aN5KlNpH9LBmhvUoUEAuC4RSetHZk3ogK3gvi49/\nREpWhE574vPqTW5ARVMsT/SEgyLCzlMjIOAyIM3LeoPeoE8D0v/xvvjii8OHD2/atEmtVo8fP97Z\nOSeURFZIMfLfn3/7U1sf21OeBQou/mWzVaWS2NHBwbHdN73Pnnj1+J15T2kHDcfjx2YXy6vnTuWt\nneHqIoGiMlcdIS1J3IUnxMVe9ztXtWZzLxf1zkcxPvkdB0374ev+o1QqVX6vAulemi2O6nz58ikP\nazdqVrhocQDhYSEAA8KLzg85XJgETqnbj9o4Af3WREVEpKYURMbdu3fvXp82bQAsBVasWDF48OB0\nm6nV6oEDB4pl5Q5m3qrfxk2drq3VTTx0c5d87CkK82s6z78WC4EvULBwdFREdFQEiGDQpRQvWLDV\nwGF/b9uo02k3rFrCssZ6TVvIVm0RY8eOFXM/jhkz5p9jJ58TyWNR6SFLCA7u3HbhxGEULpdSo4fU\nAIiODEcGCHjycPUCiavtut+5k3dfnDl6CD3rQMr1Skn3lfHuFUIesj61QDG48DsKlUODvpZ58lgQ\nYu3JIQiitAEgNjoqNjoKal9UbfdeWhTxi80u67ksbQBITUmpXrfBfZoGUN2TmfvdgF9uRfgFJZl2\nOASgZGpjM3iWpmnli1vMTf3H4GbKJsGvA3mejY1NNRgKOzjYmJbSQ46lDRFjZy64tveZDQuQwnpL\nMdUbfuWmj7lL0zSlFvsv0CqBcEaeGHhBWlVMzIqydanHt6M+pGNZx+vXr+9evwIANA1GbTCwp+6/\nTIiL9fQqQClMM6xlOtliPqVnLF5NK34jK92Y/R3z/3v475tUGAqcQFK1Fvpeo8w6IPAAjEa2d8v6\nwcHBGd2kfv36f/7554YNGypUqJBRm2xBa+RfxmZDBd132Nh8HpKHo9+Z48cehRot51E7OI3WrVtX\nLjf/upNO+8HkJYp1upAzVSq/Ywl3x5dxaVEpLIAChQpnJG1kF2q1eteuXWK515BRNes1AnD63os9\nfvcA8Po0AHLwXrZAgUjJL2Ro4wHoDfqLJ49kYnPdvn27XJZTsmUdmgJFv134m8ZZIjwIC3r949xp\nK+dMfR3wrOFXrdcOafPr0vnbT5rMJQIPntWn6UKDX8t3eHj7ZvCrQN+KFgS7795J+mSNRsMwDGSB\nw3KnHhkZAQBuBeBdCpB29l9WsSE1ET8oMtXKCyc6JhoOzpIcYxIjnJXJjMKe4OFJEAGER1oyWL2F\n9YTnwBrAG81+ElLB5hUQBNhlY8qomCXrt1auWRdA5eq1XDXMjEZFRX8aADQxeb9awsXZSWAt86Qb\nDNvW/3TtghQFGhr0emiX1pzB8C4qcvmsSZl04EPU6WePHpw5atCs0YNF+9q78LB0WQdl8AK5FmWM\nrtQVoIhp/WZ5AQDLE4E2bWJlJ+XHZ4ogCYCjs53ScXt6mpzBKRoqjaOLi0ql8vIuSFk6gqg1mnpN\nvpIPJ81b6luhkrKB1XPz+UepfP747wscKoYixIJBkqFgSDMZSh+dBs+CopOTEufMmWO3XvGCmSYo\nK4iPi02Ii5UP1z+Ii0qxEM/twG7ZvXv38bMX1mvyVbf+Q1p16CpTTuUcinVaNCuIRJm5sT60bNny\n3KOgsw/fsEZjy6qlWlQueeDyXZSsBcCsn88+iCAg4DK0CeYqYxoAUExGWUoJIU+fPmWzGe5rtaL4\nBSX9ExAnmwhnjOh/6tDfpw/vH9GjXXJiQsUiHmV9yzCMqmWHroCk5E+Oj3vzwrzwP3lw9+9tGwOf\nPFLetlWrVnK5YrWapphM6+SftRs1B2DOQk4zAAoXzZBfq0KV6nK5Wu3691Oc8vWYA0okdZA2lHnd\n3TfsO75y445BYycDYg4zgnPra1QoA8KrGUUHOCO0Cdg8HEQAFGu5IFStXc/igwmPDDamH27wXrBg\ngVxu26XnwkvhoVoC4F14qFgpc5g7aFQAbLLgEsGoh6WYGxX2dvfm9fMmjDi6bweAG5cuSKOg6Mtn\nT9p6yXz4KEKDXi+fPfnOtUu3r/rNHDUoNSV5xaWg9/h6A2mskMYKUKilRCc5o0Aok4WI4Q0Q+Ugi\nnoffOYdczgijRP78+b/7fhEAUDSjcXr14sXRfTu49OaryQuWd+s/pGmb9gvXbaxYrabVWSsNB2fX\n/JhZQq6S/eQG/idMKoCFGZ4S+Ef3TC4RD46i9jdiYJ7Mc2AHhL4N4gn+vBvepYJ3Pqf3/wpW/ucE\n5nQkIuxjX+zYs3/Hnv0hxb+ZOqBPcXLJk5aDt1GxJKempmrc4aSigWyIYtnNRXLvxpUD2yVz1ZuX\ngahdGRBjLG3081mEwOPCBosazgBCQNPpJlNlWXbYsGFyxlQRw4cPz9Zn7nkc8yJGGx0bKziY2IoU\noturgGfV6zYAwHFc6XJfRoS+ddE/vX3un0Rnd0RFyM0MBvPeumb9Ri2bNOzcuXPx4jIzHgaPm3xw\n0y0jYB2SA1Sv13jZ73/tufnCX1xdaBXyF3UtXs6qmTwJFi9VZtnv247v3+Ps4lKq3JfXLvuxzqKD\ni/nOkaFvd28+1fCr1kkJ8YCYu0Wo5k4Wrl5/y//Z5rN3wr+oLw4Vr27i0UloEyDwDAgPCjwHNUCE\nvsPGxURFhocEK7+WbG1Ms/hEPYxMbdBlwObK9aLCQytWr+Ximifw/L0ElgGNkwf3lE97WblmnbTU\nFGicQDOsLhVqZ6NOCxeFuwbHpqUkglaZXT0UtDS3rlzs0KOfp7c3AES9RB5PAI6OWTKpZAtvX79U\nHkaEhrx2KPZe4yLLC5SlDCrKviwvyNkO8lBs4maTDUVSNdlvxe7Qo2+7b3q12f6M5/mAp48CNu1+\n6n9/xpLVVs3c83uMmvq97eUnDuxZfvweildF4fJyJU+EzyrhbSYQX73shvbYAZ9dhz46GJvEBpxB\nJ5FaijBoxRe+W7du9unS9t/XfT9+GIBdN14EhsW8tz0AN/d8s5atlQ+NRlaZxwR20XAo8WWVarRa\n3AaR4onPy3hmX1lKiHKZFIMjRDrtzOWND5HlYxUhx2ayAc4oLm85uqVNXwlRU8SrYJE8pggjJS5d\nuqSUNlb8sePI9cfNmzfP4oc9f+y/ed3K0/6vXrxLtngAFN9k0RKSY9DGNct+W7noqf+921cvITES\nEVKwVbf+31rdtnXHbpMmTfLxsfAoYhhVfpMVzwo7N68vW7Fyiw5dRf1E536D2y3Y6heiT7exiJr1\nG89bvd7Dy3v98oV3b1xNtbXHEeJ3+tiiaeP+2bkFAFKi8eQMo1axRuPCYd3CLx8Uv2oVCIw6JEQA\ncHRw0KgYwBwl6124iFnagLTOKX9YXWrqzo2/rFs898Ht65n09r3geS4k6NUXxUvUadzcxTUPAK1W\nK2lriHDp7MmLJ4+C8GJwEGfQSxKtcsXlOdw7jDsHzKo1BVGKez4PAE1bt2vTpQdu7oHGediP26hc\nWD/KVqqqPHwuarwoG68aS6Sm6dn0ZhxlZWJcjHlohAfA2zfKg6YZQSCyB9K5Y/88eXA3KxeGh7xd\n/v0UFKmA/EWV9TpWSDJ8flqOfxX+4wJHfHz8yeM2SUmsotEMOlHg6Nq1qx26xPP8tvVr5Hykt7Ic\nKiYyH0iwDFQDwAskV7VqVu4IDKNixCSKRKhco6Zsrs4GFKxf27ZtU6vVgKThyL2Imxr1GsllF5nM\nWJtY4NLPefLkSf8aC6TjJVCq7JedevXvN3K8zOrNapOsUm3JsLKkFC5azNk1qxum54/9x/XtsnvT\n+tDgoKRUrUXsjOkb+7JKda+ChcSyrMsBkN/DnKizTmMLt8TuA4a27doz3U9kMpge9m7dtHLOVFku\nbNWll9rRMSuKBCnKiabTUdpbkRzoU3F9191rl6ePGAAAAg9BABFoQnp9O+K773+YvniVh6cnTQSK\nCOAMIAIEPjEhzvae0dFmKXPV/Olbfl51ZO/2qUP73rlz570dThd7Tl9pXa3Mt51atq7ue+bwfrGS\nkp0NBeHe9cs3L52XOF7FP0GQEubJ4Flo45Eab640hTvVadx80NhJAGiambJg+U9b9yGP5zWuSBa7\nl615wMu74M87Djb/ulPzrzsWKFT456Xz5FN0xrZNnlCG9CwUrMJ3XRneLwp9Vi7kuW0FeHjnliQ5\nFa2M2t8AuHTm+HuuAQBEhok5FmiLACLgUnDShjuZMTb9P96L/7jAMXLkyONHj1jXPjmD17fMh6we\nNLPlyHmXDAhucwVi4BmjIZlklgRi3kVtWLVk7Q+zA61IuG3C7ezJgicQsu9JLMfzAATWeHTPds6Y\n2e7WdJnl5oBnxZqQkJCvv5ZynTuqGOSmtsarYKEhpkhj0/pIQIToBxecHB0yvk4CZasFIWTd9v3j\nZi3s/e3IyLAQqdKoS9On73anjFLzLlykYJGi6TZLF3LWbNCMgeUoRQJbeTBmTjBATFAnoknrdu27\n92nYos3iX/9MtCSgrNWw6cqpIwcNGmSbv0Zvwwkhwafm9SuXDEZppYxOZbXGLD2Ako8eRacTaZwB\nq9ILkTqF8KJIwVDEycmpQ49+LTt0FYwGbUIM4YwwpmHTUAj8/m0bbe955G+JXpbnuUtnTsgndx0+\nmTMmpVXzZ8jlTT+tEAuuZoUWAfDi6SOaMnFy6FMQ+thG4DCKIpRJPUNEuaT30NGLf9nsWcBsQnVU\nq5EdO2N2Ub5ytRlLVoW9DYqOjFBOLE6W1LEWYFRcet2R31wKxNHBseFXrWvWb/x11549Bw1FehuJ\nXJI5xNtGyVHfnsVQqByA/B5eOx9FX3gj8UrLaRN4QqYcebJ1/doTB/awRqPvl5UA8Sm1EIsJQbp6\nnU8Lq2c43Uf6wLPYy8FJ+AzwXxY4YmJiLl68mA7lX9hTxIWaD4kAipYV0bkNhmEGTZgJ94IAoFJX\nq98IwN3rV35b8cPx/buVnk08z62YPfnvbRuP/b1rdK+O7yLCpy36EQBA2SbA3n3v7Z1wO/mgpBiF\nP+5GEhOLNogQ+fZ1Zhek66XPGcV6tdr8VisThuUGiCBsXrdSLEtZ0XkpqDXuXZSFmsb2sSHEUWPN\naK5WMQ6OTicO7GlX+0tzvTGNopl9W/9Q+kkA4DhuyjTzWvUuIlykNcyceFs+ZfbjoWkwYm4LuSdS\nbxmVSs5NNWzC9LpNmgNo/nWnb8dPnTBn8fzVv9Vp1MxKVT5teL/Dhw8fP368Q4cOsbGxylNpGehp\n0GI0vErQJuFp/sknZ18naLMQtTRwzMRqteuDYmz9QkBImfIVSpfLIApMkASOtJTEgEf35343/Ptx\nQwre3oTwZ5IlIiUWgCAIhc0JGqWNdZopJI2xlHKKFCuZ7ke9dxXUp5lHGh8bA+DE9QfmyA6T5CTo\nkqFPAc/CoMOBuRAEpWNy5/yJjcoXRdI7hDwE5FhfYfem9cGvA5Uf56h5v50xZ5BHGh7yNvDpY8Bi\nJ6N6T3RtZjslwhmjwt/m8/Ba9vu2SfOX5cnjhtzXwiqhZfk3+U0hJ4waNN2geatOvQdGprCv4/V3\nX4XNGj24TQ3fGSMHhIcEv3j+3D+e7Ni8YfWCmT/Om+7mnm/bsQse3gVtp9nPJ39btvA8RheQnaDI\n3MN/WeCQ2BdsnAHHzpxncSzwoCjbmILck769m/TI220mAEqldnJ2vXHp/IyRAw7s+HPNwlkbVi2W\nW0aGhT64fR00A49iAB7fv9OqY7fdZ29MkcQORf+BeF59wi8X87xYfKA0+VGAqAcWYiMjMrtACgOx\nFDju/oOIZ8V8Svv7+5vvrNcCMBitU6XLyFkKtIeRqf4RKTcvXdin3AGLFnGT4ZxnDQKr+FybIEaN\nitZY2hgogXN2dg57GySTTJiGwRNQf6xeun75QmX1y2ePI2QtCACgZdVSM0YOfHw/S7r9r7v2Evk9\nQdG0WqNcG8bOkB7piyePrl44SywXKVZi0c+bj9957ubu/sOUMavmzxBlkbpNMsyR+/TpU+Uhk5FN\nhVGVHPrjoecm+4VjHoB68vD+e4dQulyFlZt29hv5nc0ZAiK8fP70i4zkfkEAIaKR4saFs9cvnr15\n6cKD88ck1lHTy/t1t96VlHT1Ec+hTy1TwRz6+/OOgzXrNwbQuc/AFu06IUdo2cHs7FWpTa/v/762\n+gUjuZyLph8R28fnp/TgWckSd349IgNgWqh9PV2vnDyMhHDJ6Zhn8eIKnpwFEPwyEECVQq6if6Kj\nGLqVwVL3Ueiu5ZB7ZRYVwhqpTPWvmYFjIQhH9+0QRWoTibA9Vmvx24hOZU8Em8R9RlW5dv0Fazc4\nu7gIhNwIS1528tHtq34A7l6/suWXVTcu+wHS2M8fP8RxXHGfMlx6Ort/aWSsIJDPRDfzXxY4VCrV\nvn37bBNLBgU8Ux6W8CkNSzV+blPWc7zAgoKoRhUUqnLgn51b5bKUPaFwObSbCuCLEiUBeHkXLFm6\nrPlePCdLVKHBucW5bvVtWGRREbgvihYT95emGhvdQLpxp69vITU+5M0rkdoSgN+pY3+smA9g5bwZ\nkZYL84dj87qV348bsnHNMnOVuGAHP8DNfQBAeClGUey/yeIjQ03TKpqmlGPnWF1qyomDe6w/jAji\n5KXMFQfA0Skdyri71y9PHNRDlHczf+pUavWMJWsm/X23UDEfwZJC6pfFc+Xy1XOnlPkg5k8YeWjX\ntttX/U4e3DuqV8fg14EZihFA+fLllYf5PfIrDxWrD2VkNIl6ix9Ub8hQTFSCEFC2HTDpmfxO2Xhc\niRA48BwIj7v/4IXZ7UmtYsCzjg6Oo6fP3XvuxqXTx04f+tt8VchDR0MSKVVXjOEEUL5ytTHT5w4a\nM8nHt3x2I5NlDBw9Ydbyn+o3bTli8qwOI6c/iuPN/Pf6FCkuGmj4VetKVavnc89bqHCRwkWLI+wp\njHrwHOGMAFZ8b+LVkJ+3uBCRJbZkaQuOWsf0QreeP3owb8KIOeOGKmePHMM1j9v0xasBk6kXgMDr\nU5MJm6XfNB2YPLTu3bwGQNQdijKTIAjPnj0LDQ1N97qPNfEKBAqvaoox5bkUCElMTk1MNGfrjBec\nnrpVBAAXD/ERV6lUoUGvkxRtZN3nZ8Y1mlUICpbtT4v/ssABoFmzZpv++N2iipDjf++Sj4qWLOVd\nqBBymUXOSoIRAKPJBMoT4l3I5A7WdX6ltmb3PSdn56E/bkepOqCZUVO/L1exCoBnz56NWWgO7mIo\nyKH8rnkt+DRzAzqtNikxweKt49mw4Dfi1k2CbXypRJNg6aVv2itcvHhRLJw69LfUgKIP7dr2cXu+\nZ/Nv1lWiwKFNQPhTAIgLQ2qc3FtatKkroGKgZiiVYstHOCNrNOzb8of1nQUp0LF+s5bK6pJlynbu\nLaW6KF+5mvJU1hORrLkREZmQolBoE8V/CYM6fjVr9OAWlUu2qFxSmS3lXUTY0C6tNQ6OjVu2tb3z\n3r17CxSwYFpTWYo1lOLnM/LEinrOzd1COrGFTqtNTUlecTX04hub5MwKD+L0kRSNv2dD4D0onVK6\nZQ1p4FlBYDt808fTu9BpkwunjPweHkdfxL9NkhbOsLdBgzu12Prr6tXzZyyfnSGV1nvNW83bdly4\n7o+vegxOMfJEtNQwagA+wef6NarYsVf/6YtXf798nUatalmhaD1VZIQYFkd4ipgSwcg+K2YBVwBQ\nr8lXxRUCx60rF5dMHglAScalT9ON69f12oUzNy6dn/vdcIvAnJyiZYcuy37/yyxU8qwxLTXHaW8R\n9gQBfgBmjBzw/LF/WNArABdOHU9KTBgwYECTJk2qV5dyxH8sWP1kvCAoH8/Al4GnnkUCePHsWXJK\nqlKRU7hy3WhNAQDoNBvF/4+9tw6M4nq/h8/MSrJxAgESJEBwt6ApVty9uEMp0gIFihcrrkWLQ3Eo\n7u6QkJCQ4JYQgQjEk5WR+/4xs7Ozs5uQCnz76/s5f8Dm7uzsndm59z73kXNqLNq4C4JckewYaRj8\nO9wEfxo8/z+D44vAZDKtWb3KqoljpIA3gJjI1/Gx0QB48un44j9nfRPp57/5Nq1Cm75NWrcHoCtY\nvFnXAfIj9V6lizX7pkiJUr5+ZRdNG79h6fxTV26gyVDpAJ2DRmMmFKpWt8E/0r2ccHjXlo71K3dr\nVHPDMnPchxCEnMCb+9KuDhAMIKUkldjOMZA2yuYJt1+/fsKL4Ds3xEaKtmXpkeb6K2dPCMSId64p\nlU7tQviU4Ei3oPFQFCwlXgKg0WpxciE+vJUy+3jGoDA4TFmZqR/iKdnDg/QEPLoEoLx1baGQFdSg\naYsRE6xDLcCYqXP2Xbiz9/ztcQIxEQCgfuOvnXJIWJYeuazMjBVzpo3s2YHAisUOhkx8jFEsDHHR\nUYLH2C4Cb14dN3PB4LETa9YLkLfLq3MNBsPs8SNfPw6VH8AzFq45g4lROGlLlq+cbbKYoizDLJ4+\nQTB6Ih7c/33jrx3rV+7csFrEk6dpBhsf2JtgvLyraKtRpz4AJ2cXzwJeAEFSJHiuWi3/uo2aFihY\nuICQ0cLzYE0mffbMH0bYsg5Uq13Xw8MDMpaau1cvSqGo6xfOZGflkBWbN+wKSzjxLNnRxQ0QmX46\n9ew9cNS4Fh26ehctplKpVDTl7qh+F3JZ/ADPEdZkyRIFCvoUGTNlFgAfb+9O3/Rbuun3Beu2SeeP\ni4ubPnpI4LVLYE0J8fFSdk7Ii7eSQAmAl4Ka499GZnqaJU7HMdCnQ/9XMw0/REk/6IKfvj91cDeA\ny2dP/fz9CIlX9/eNv2ZmfC7l7dAgqwzoLMpxxb33oUF3Yt5GQqWR6ObKlK9UvmoN4Un29Ck+d+32\n2g2+io+L2XfuuqNOLB+jCO+gEY//fzSHgyP/FoPjP0789eLFi4ehD1C+t6XJZi+VmZaCfAW+pK9M\nHhy8E5NezM1xxpI1P8xfNe7MG8cCXtkm3kkrDnueUCaOZxlmykjREPGp0xJ1LRzSDmq1zt09KYsB\noNb887xAApLi3185e0KKR9y4dB5DuwEAxyDuMdITkU9Wsyd4v+WLosmAmAg4uoBjoHEEx4p8R0DV\nWnUXLRJPO37WgpV7TwIATXf4pq/QyHBEzjL5PjZ6wU9iBkDQrWuHrwV7eObPyyX0GjIy+I6sAtmn\nPPL5AGK6Zff+Q/dt3SBaG6ISKQPOKkdd/yEOjBGeNJzM9Qj6dNz+HcCziDD5kSA8pVLPXW3j+QAA\nCGWrBb19Vmw/cPn0sfxeBbv0GSS9mxOz0KYVC8/8sQ+0Cm2tlbRYE3aOzssdkDBjjGiwftW8tX/D\nxoILRKJ+F7B3795bl8/D4SaG/AaduX5YYEgDBSAj+HJ9/QAAIABJREFUMwsOVkZS8LvMmVeilrcW\nkzDOHj1w8eRR4fX4QT2lw+LfxWn8CitTDt8/r+ntNPbXS/fv3Ai5c5Omab0+OzToLoDsrMxGLdqG\n3b8bHxcDnrt18YwpRqbe/PIOXt2FISs48XVi/Lslm3ZPHiHar4ULF34YHAjfu/CtIYifHdj+2+aV\ni9BrCa5tRvxLADo5n/qfB8vDyPIcpQJYSqMlBIW8iyyaNuHy6WMAGjZr2XPqMg8nhyRJCInnhZwn\nQDS4W3Xs3qlHnw27Hjlq1FWr+X9VuYjRaJTMo+fPRWkYMHrQdHTka4ENU+1RSDSXAQBlKorZkR+T\nEnasW5n68UPX9q0HDRqUe+clW/bWpXNXz58qULBwu669pG29+9t7aVd3oXQ9NP9zT5cI2Rz7PjYG\nnpUBgKIfhVkxYXB/n604ByTEvwNtKQWHWsPzZNKwvugwFWqNFDl6+ezxqvkz1a2/h1rH8IQjJPlD\nUr82jTD+OGjR2HLUqtXmmMr/owYHTwj77wgG/ccNDh8fHzvVmNYFeK5u7h+/bDaQPAeC4QhH+LRs\nQ6/DLwu5aHeGJsSlGwfVEIsbhWQfo9GELj/j5CKwxnexMVRDrfR5jYqizV5Q3pYl4p9AVFRU75bW\nvhPzrOSgoozC7ZXdUjcXZxOlsWxihcK/Q9PRZxk4FiCENUErGhzhIYFHjhzp3bs3gHbde3Mlav76\nyDR8wvQSfmK96PTLUb0qe9X0Edfg6Eircpi46Kg8GhzV69S/EPYqIz096vWrmduO6mk11FoCtGjf\nZfjPIz0LePkHNNkQlhatUlHQGAAYssDzcJaiVAShp/DuKZqOQMlaACgKBb2L1O81oHmHLmP6dpF/\nl4qm+DxwNFWtVaeqPMMxV4iyZCJ9i5VEKoDCRYrGx8Xa/WDl6rXc8uULD7mfma7crd68dA5A+/bt\n9+zZY7IWskoWSmeN2cj4KBkcDmq1keMgiyDIka43passj0GijRStCIpmedsSFf7BvduBN692HzCs\na9/BAKaPtrCThd6/kyBc3eklpgTLA1CzboMHgRb+LncPz5r1GiYlJZlMpjVr1oiGLGMAwBMS+zZS\ntJgdnARTafbKjX+TSosnxMTxAvmEMH8kvY8TrA0At69c6NTrYZF6AQNHjU9KSLh95Tx4ziwBQ4R5\nKerVC4qifu9WfuP9d26OyrIQi3KTyQCK9vUTdapVGm2hosXLNm/DMqb2PfsWKS4W5qyeP1NI6bh7\n/bKXl1fRmo0/SYsZHhw4e4LIB3rmj/1QiRZYgKep2qw5O64/yjUbPJdbY72+CX5B6whdm67fuOez\nE4b7syp6dlGyXEXIOVQlrwZNQ6UFrSpWsnRM5CsAoGgWNAATR149fz5n4jegaFCURMKhUdHSnofn\n/zS78f85kvUsTwj770g/+Y+HVDw9PcsV95a3lOXfIy1B+rNL38El/fzwBQ2Op+Gh65dYSlFYniQm\nJnZrVo/hkZiUlGE0yT3VPGDiCK1So2RNODgBAE0TWXnC137urcqIG+7P9ESdOnVK2WTuQB+XKKTE\nAZZEUY2KcnVxdpBX1EkWXtgZxL8UmQlg2QOFhIRIxxYs5APAQZZcqTfx2YzlwspVshIbK1mmPPIc\n6qJp1VuDdt799Gz/3kTrSGgVgIsn/ujZrM7EYX0e3Lvl5u7OmYyGjBRwLA7PQEy4ZaMmxIlS3+P4\nfAAqmlJRKFK0+KR5S8pXqT547I/yL+IYEyGQ1z1lpKdtXrlo3qQx0mqUmZG+ev7M6aOHbP11KZtD\n9qL8usRqT+HOy2sHCKlVP2D1zsM7T137yjozo7BP0ZETpy/cuGvu6s3r9h7L6bacOnXqwoULisYO\nHcy87JkW0g5XFydLmMnG4OAIFfnmVbxZSaRBE0stTPN2nS3H0So7I43wADYu+6Watwsh5FFosFpW\nLJ0g2VLvX8j3D/2/G9dj4HDh9ZxVvzmYmb+1Wq2FeI0xAuB48jExAQAKlwVFg1Yt37Y/4E+qpduC\nJ8TEWeX/K6o6BHvI1d1j9soNNes1xIMTCD8HYzZ2jxcu5OalsxzHFnTRzGrqW6OwZRkTlrRChQqt\n2La/YbOWTg5aj/xermaqOo4nKrXDzyvWz1uzpe5XIo0bIUSeQJrHmrWw+5bQg965ELqJdVUJMVGV\nqtd+9/aN/GA6r1saAsIXLiLT1iE8AL8KVTYePHU66MmcVb+t2LZ/ws8L83a2vEKeKucrz6yHZHBQ\nojHh6JLUyZw/blYQZDiyR8j0okVWRuF9iuc0ZsP0C1epCJfD8mT7g4RPHpwTRp18FZ1m/JdUqfzH\nPRwABnRuMz0mDU7iWJ3dLYDpePzYvp2EkM69Bxb1Lbn4Zgw+J/eDArs2rAZlsesJQeCzt6jXC4CJ\n5VkjJ3+meZ6YON5BpQHHgVbVrB/wjrhKvIkURZX21OnM8UXFYPhHNgoAhCi4hB9mzC9Vr8UPVxIA\naLLMqxHPAaB4juJY2kmlpmnAbILQFCOYQk+uoHAZcIy5GEQ0I4oWLSqdXBjXt69fDt9yrc5XTVt3\n7sGByK/LwzP/+v0nju7ZrlJrug8Yqkh9+OTmI11vTM02wREyVXQeQFjQ3bCgu2jOokQtmAzYNBiM\nQWSKFDY6HCt2WDCeWBPLMg/uhi5/cmjUTz/3HT4mNjLy4qkj4teIEh4QMkxj0ow/7A1O3/4bgOvn\nT+ucXRo0ab5pxcIzf+wHEHjzqqNO13f4GPlV2PZ8/Kxfnjx88C4hUdFeqLDP4u9/B5CZkX7z4ln5\nW0VLlOo+YJjwmmFMyBnZNimr5cqVq1KzTsSDIDEFmPCgaAe1ChwD6ACbpVVoUalH77zSyTOte/+h\nFarWWLP7yK3L5wsXKdq6c898BbwOCTXJNpx1gJUHfsmMiRdPHrFzjAxOzi4jJ82oUtO/Sk3/oT9M\nBuDk5MTJ6tF69uy5du1awOzhACpWrgpHV/ReirT4UuUqlbeWyQ0NvJ0Y/75W/QA549YnwfNgOCKP\njhewzrp1dXMTXlAUNWnesuU//xT8IRGER6JlIVfZcqDJ0Khq6Yse+SjZKLgdnX4jKo2z4UmjKKpe\n42b3BL03oLBPsWWzJsOQ0bZtW8GDaBcly8gqYnSucBP7X6BQoU0rFgjcJ5LKPC+ERGWgQXhQlmME\ncJxn/vxVvGvFx5lrzXgeQJd+Q0qXyQegYbOW+MxQGgZm94aLm0cmoNK5GmgtQEHnBp2r8EzyhCB/\nceQvjrR4wCK/RRijxkkk2fvyxOYmjrxJMeyNSBpcs9Cnj7YHhuN58m9Jd/2PezgAjBgx3MfTwlr9\n45DeU0YOjIl806FH36K+JQEItNyf7/dITk42ySoG79++rphz0zXuKFELANRanlbJ19eMzAwTx2cZ\njAB2n79NU3T8O4uPU0tTFCgpw+EzxRd79Ogh7QXLV6l25+rFCyePAqAoNG5p3lITDgDhGFNmKhPz\nqLmfB8xLEqPPskrI5xhKJHES98qPHokpb9W8XWhQAEKD7t24eHbZrMnXzp3iebzPML3LsNzAshWr\n/PTLiolzFpfws6oezAtOHj4gGhDSBl0+cQsWBiFirpxUUACZn4YQEMIJOp+EP7JnR8K7OAC9h4+y\nOo+sjjHTxKUzQPufBE9+aOBtCO5rM55bS7YqkPj+3cKp4+dNGlO6fCXb1TrdTOZta1J4FrDEsIuV\nKFWrviVF9IcZ88vJVtw2bewUrZgE1jKphgLQ3duNyFzVKLS6NJ+au24/X7p0EYAKVWsMHz+lQ89+\nGq322x+nrd93wvOnowX9Ktr5IOEBrFmzJiYm5pPWBgCNVlulRu0H924P69qqdc0yrWuWkfjcBFSo\nUCE0NHT16tVNmjUHwPHEUee06ehFUJSzh2e3ASMcHC3ZG5tWLJw0vN/SmZN6Na8fE2W1p8+Fky3+\nXWxYSJDRWkLUUesgKvQCAL5qbrmxb148Db5zQ6RMBQBUruG/ft8JjmO3rF4yfczQFbOnpCZbUbMT\nQsaPH3/2yIGsjNSM9Iw3L54BePZBH5GYZZfYdczUOV+361y3UbMRE6YG3rx67tihc+fOff/991Ih\nmC0Cvm494LtxANzzeYJWSelBg74bf/3CGSt2VCm9SQYxYV1BWsMxyUmJF08dtbTwgmyvnQkqF/ek\noKscFRWV0wG5wO53+ZYpn5mVCYCjzOGVOt1RS+Z+q9wcVVrCWdgQihNrGRduRO3CACjqy+1LJdyN\nTl92K4YQkpP69CfBE5g4wnxJLuqc8d83OAC4SPtgQt7HRb+PjQ6+c+OXn74X2sQhk7ef808VqnAc\nN3r06HLlyrX1L3/y4B6hsV333rCOHHOEksfFpQdj9tXoW8/iAIqnaAB3rl99bXJG9bbSBzUqiqZR\nvoDT0JqFkLfK3txJLe3CwcFh9sqNh67e92/Y+FnEw/u3r58+chAADRTyKXLg8r3xsxaUKl1O5GYO\nORZ/aGm7cvkAECEjLCUOseYsep6jOJbwLLaOEKWrZdtrQkhY4C3AsgkODbrDE3Ly+cdjT6zYuP8y\nQgJvi6aGXYPjYzQ+vJVatGq1hY1DnvrDc2LFjeDJ4FgAHRpU++GHH+TnvGUuouF4onFwQsla0LnC\nHAZq36MP1A7ClVa0LpGVg/D8jLFDL58+du/6lRsXz9gaHPqsDKNBn5WZ0aOJv+KtrEwL86xKpZ6x\ndO2sWbOmTJmy9/ztDj37rt199ODBg1u3bk1ISHAzb8QlREREPH8cbrk/LAPg1c3TMOZa1iHc1Rrt\nbz58Yftm2UpVMjlVYoq9wgTCA+jVq5dK9Ql6SwFpKclrF82ePKJf1Cvxi3auX/XyqRVrWdGiRfv0\n6VO8qA/Mo9stnycAjaOzo0y/hhBycMcmOHmgaisAl8zL5CeHybZflyV//KDw9NAUNXHu4mmLV383\nacbuczfltKciKUtaIuJfCS2PQu+P6t1x+ewp+7duCLxx5cyRA6vmz6zu4yp56RISEm7evAkAPA+a\nfhwWLHTYxBK781Vhn6JTF678Ze3Wrv2GBN60GBlBQUF2L0Gfnb1u0eznj8O9y1dPy9JDq5NWWTd3\n9y59B4GY2VGF0c0pC9BM+izAhmLHJk8Ob4IK82mJWUzeayVYlh0yZEiTJk38/f1nzZr16Q9Yw+7y\n+vbNa0nEChCCKWqoZRIBKg2KVUHX2ZYWwj++e82/iEvXCgW0KvrLJ42yhBg5gr+xJeZATP8j/vqS\nEFOMeU4+DN68eCYsFbTg4fiU/fcXamLPnTt38OBB4fXq+TOCIpOO3Qg5fXifctlQaVw8CwCgNFrI\ndsYfs5lsaABxAd4T72Kq1k4QBRCgUVE0KJ2GrlfMDTnYTP9UKW++/AVERod8PqjSAoDAQpjfq1BW\nZuabZ49AePA8Et8gI2lAm0aAmTsrMRK3dgknqe5flwh8A+mW0ICULrB169b9W9cDluSyUmXLC+a5\n4tIIIXEZucUI7OJ1ssGxWAVxrpFkmeRnfngW9/YjTuSFM8U9d85OEOtgAw9YzCbCaVSiBGCbrj2l\nRWXGDLPONeEBbFsn0gywPMdwHChayI0X0lBGjJ/qO3xZiS5j+o/8vrs5EcEWJw/tEfa1AEBRcPVS\nHkH418+eyFcXCaXKVti0YsGMsUNXzZseFnR33sTRc+fOffToUf2yPtW8XSiabtq0aceOHe1KCL19\na5ZTlnk46n3V1B7ju2zkmI25soo6YTNYjlMIYgFiuErQJvTx8WnduYfQ7Orm7p7Ps6B3kZJlylap\nqTSnQu7eUrQkJyXYBtREOUAe0r8mnpc/ThRFoWIzNPsW1dsDcHLOawgyqFg7gQJYDoqGSqVu1qZj\nt/5DC/sUlb8lhk4SX+OaleDLheN/SK/PyVnLAC8v889NeFCqUmUrQEgc4XmOYOmt2JxWEbVaLa8D\nF6SYBci3HJtWLjy2b1fgjSvvq/VCt7mo30c67HlEaMee/cCxYE2A2b3Bs0o5ISG3SeHhMGZDwRhm\n0puS43Y/TLwbk9c62OvXr0vZYxs2bHj37s9lr9rPoKdVVllQdXuq83lbPZAqDTSOameZ/c2xhuys\n1A9Jo+p6q+jPS9dkFzwRSZv+spgOz4MQwvw7ymL/f2FwqKxJrAVoNNqYyDcACM/Bmlfnn4Kczw5A\ndlbW8f27AGUYm9ZoBR+GMA0+TsyeffUtAJ4Qlczxm8Wps3iVfHi4ZL33clJBIvL7PD4zyWRp3LIt\nABT0Q6WvAagoKvlDUsSD+5tWLJCkLsRrEO4zzwpKK8LHvxn8bauAuq7GZKnFr3zFVTsPSQHmixcv\nitdAqwB07z+0TtsenL393Mtkw7SLVrSqeXHbXHiVwpdrLDqNrT0cFu61pCjc3CG+fnZd9eyas84R\nQGUP2q+Yj9DcID24YslidUvkH9Y2YMbiX+VfIa4QgjamuRYj+cNHUSObpgHcu3ElLSXZycWlVMVq\nrXv0HzhqvKDo9j42OjwkSK7TASA0UMZO4VMBXa1Z+QEQ8v2A7sf27lC2A1fOHD+4Y/O961dOHdo7\nddSgB/duAzh16tTGjRttD1agbt268vsDnsXljS1bt2rV0UZRWba7VWkdAWidXCs36xqVaqUj81HP\nrA98T6AUxAKgAl+5Rq2RE6cDePXqlbToZqSnpaUkJ76Pi3z5wpb9vXn7LoqWKjXtlPwIcoDCAycs\nQgYje+rwfnkYq0G3wSjgC5rOl79AxWo17dwOe6Cc80mZYbJryZELvOfgEdLr/F4F7R7TvrtVsoVK\npZo9ezYAEJ5SqwU5Yo6HiSUsz59/lZJpsrL/doQmhJlHwdhpc5q0bl+3UbNRP81q1coqPdagz/7j\n961zfhx18sBu8zdp4OAMrWW2GT+wx8PgQLwNxYVfAYBjVBRxdXYWaFItELYZYr20GRfX4MkVxaUl\nJ7wDkPdlT1E2lTstrO3Ytz8ZOueT+zM8vurFuntbPZAqDVQaKyuOY0A4lVoNQAXqy3s4OJ6YxBDt\nXzyD0Oe8qSt+dvz/w+AQJgFrg4NhTMO6tooLvXH64B4AI3t3eiboUspgdw3Lu8+gRQsL0eRXzdvk\ny1+AEkwN65AKT6tMMu3Fj3omMYsBwBNQsgJIlojjQWqJ2Tzx5c3TMFtUn6ksVkB6aorW0bFwkWL5\nCxamNQ4AjIbsns3qrJwzDQAID8Jb4tOC5cGxFtYBoE3Xb1r4eXzXyl8gP2jauv2GfSf6tm0ifYVe\nrxfL5ygaQJse/QcefW1gOJM1aSAAlvsrBjtHiIOLm3gDJU844QHUyIEzjaaIoJ8yY8lqaZN9Z8di\nY1ZGw0olezVWhkJEbw3hAdRs+JXQ6OrhKVobtArA9jXLujWuNaZvF6PJ9OKj/tzLFAAnDvzev23j\nCYO/aV+3UlKCRU69ROkylrOrNPIlwdx/DsCTh6HKdkBOQMnIpu+8bBa9vLxu3brVpc8g8DxAQAge\nnnn5JMJTEt2QIDM4eFoNwMHF9c4HnHmeIj8qMYu5E5MOmpI9wGJpKA2+Wk1/IePkyJFPJ3AAqFS9\n1oSfFy7auLNMBbFwtHHLtlpHq3zGuLi4NWvWPAm7D4BlWZZhjEYjAJ6iw9PVo6fNke6zg84Jai0o\nVcrHDxLN/Cfh6Oyi1SndIbloj8g5Jz4mWTx8RX1LDvthct1Gzbr2HfzDjHmKT4kGB88TAoF+lwdh\nzR5yxZB/lax/lykuzEWKl5ixZM0va7cKZcZyLP95yoal8y0pxj4VQNOKuQWEhIcEgjXhY7TQe2cH\njZa25hEWthmMESaDXEFi0sx5u89ePx/68tsfp1kOZowAzh47nJZq9WDkhCZNmjRp0kR43b17d19f\n31wPV8K+ZdBqHLwtiV8MIXISMEBIfNYQ+X3gmAqVqwnluzT1RUW5BQiFivgbBTLCTPm/kMqXQEZG\nxoIFC6Jfv6BBXJ2dbemTly5dindPwZpA0fu32dn5vX79+ueff54/f35STrwCOaNgwYKPHj1auHDh\n1IUrpy/5FUDXvoMAmWCBCEr+MDEc4Qi5+Do1JTnZSgNapaY1DtaTAv/q2WMANCX63P5xCRjphKt/\nmXnxxJH4uJiPHz/wYn0HARAt1LLzHHjeMSUKWSkAYMhA0EEh46ykX5kRE6buPHVNSNGtWLJoa/8K\nl8IjF2/cKS99BFCoUCHROinfCGUb6lxdeUIMHGF5onAn8kBOPDa53AGegNBqK/eSWfdLIesqwb9e\nQ9aQDeD8sUPH9u2S2lM/JClGzsOHD728vLZt21a+fHmvgoUAvK3Uw8jyACiVSu2gA6hiJS2T3bOI\nsIjQkKBX788/jgXwq0wM5cwfFgWWXkNGtuveG0DZilVs9bJFUwAAsGHDhipVqiAP6NChw6tXr6aN\nGuzl5TV8+HBRdcwG5cqVGz3lZzFhhecBFCleQnjSrCBzpwtLNcMR4RmOiXy9eeWi3b+tSUtJ5nli\n4gkhsjXZXCDN6LP2bFrzNDwUgG02iYAadRocvxM+ffGvA74bN3vFhlU7DmodHGrV/0rK27h+4YxU\ncgwgISGhevXqc+fOvXj8MIAF035sXavs5tXmxFLf6ihS6YlZbS45+aN84UnP24rI8+Bs/Bm0PYuD\nMZnmTxo7bmAPu+eJfRvZa+h3v6zdOuqnWVLhqxKEB63S67Ng3rsLyRBynajZV6PTjRz3qXWF49ir\ncsEatQN6Laa0OiuDgxDPAl5XzpwAxJgaTbj0S9s+nlhFs9YChzyPrcOQlSx/DIr5lijsU1SlUs+f\nMl6i9RPIiEOD7i2ZMTH3HgrQ6XR79uzZu3fvsWPH1q9fn5ePSCA8/8eeHXbecLXi7MnK1lPyBA4B\naivDy41kt2spFnjTNPXlxdsk3bX9EUnJ2X9F/Yf7n8HxxTB16tSVK1emfkzkWZOW4lwdlBVoWq0W\nz28iKwVeJTlGmYOdlppSr1699evXr169unfLBjktS7mgUKFCw4YN+7pdZ8FtXrhIsVKtB8hZAgXI\nH2MTxxsYfvHNmA9p1iuBWqN1crbaQ/G84EYWpjmBTvFzYPX8mdfPnwaA4lVRyLznNrsuihQvAX0a\n3gSVi7qwZPnKQj5FwLG4vUeg/CrsU6TnoBESN1FRN+3oOj52v6VSpUribOrhjYJ+Lq4eABiOEKLc\nr/A84XIOIOVkcwg0TVZNZqktZ1erdW78rAWDRk9Ysf2ARqNJT04CsP3XJfID/ByyS3la7aeXLhUX\ns2fPnjFGA4CnSfosRixXEQzHgBZt5R/JyEjPzNZHhIYIVqME+Q7bwVE3ftaCS+GRC9Zvl3wkFnCi\nNunX7Tp37969dOnSdi9cjoMHDzZt2nT+/PkC9/mxY8dWrFiRy/GNmrdSASBc594DWnbsqpRCFHIJ\nrTMEGY438XxWdvbgTs0PbP9tx7oVPy1adep5sjJPXmJk4RgQXuhP06ZNPT2VZFA16tQfN2uBs4tr\n0zYdBnz3Q0Dz1gJhF2PtdZe7DSx1GWayfAD3BFFQACotaNq3VGkARoM+LjpaMjhq1muYExuVrYSh\nYg6nKIvKlxynD++7dt6KzMZB5ozJidVewPTp0wExafRh6W4cIYJXQ3hG5B6O4LiMVD33yRVRWYVL\nqwAQlQZqjZC6TvEcBZL8wXwzeR4AzxihT8ere/wBmdNCKOkyZILnRM8HzwHk+/5dpYRlS0WukNVB\n0YE3rmRn2h+hijus1WpbtGjRsGHDPytae+7GvYdJJnN/ZHCyqvCHSkNomyRllcZKh/nrqq3LiOx/\nKur/IKTCEyJ86ZkXydFpf05LL9vE730YL24D/pfD8QVw4MABQGQUpjI/zq9h9eB+8803EyZMAACe\nQ+txddt/o/j4U2tP9fTRQ96+fom/gcdhIW+oAvDNsSoB5iomwJZbiSKWCAsBUK9xs4CvWwJQCerP\nnyeJ42l46MmDuwGgahtUbQM/c6TcvMzERUfBmI0zyx8GB0ZHvhoydmLpCpUBgOdUIMV8S+Txi/r3\n71+uUmXhde2AphyE0KPgvLEclmbg4tKNPI9516OzmDwVxhNCjAbD28g3SoPj2haEnXFxdWvTpae8\nuU5Ak37fjq1aq07k88diyIDnpVqSMhWrMEFH9v3yoyWdE5AUIgCk3vlDSLXjCXmcmHUrWkyUq1K7\nLuSgaKg1oFV3rl4c/ZMlOaNt1162l+DhmX/60rXKVs4krDyXTx9LTk7+pPzp4MGDmzZtCuD06dNS\n4++//96tW7e7d5VSJgI88+d3dXEqVqLUmKlzaFqVlvzRyrwQcgmtcwY5AoYjSbLl/1WyIexdmkLs\nzVJmGXEBCa+KFC8JYOPGjSLJKVC1dt2x0+YcuBy4dMteyWDNSEuVhO60Dg5CqqkAOZGXVbolAIqG\noyuKmLVwKapWwyYlSpcFcPbIwQ9JiVBrhaU372xUthWSakrcDrAMk5QQL2n2JryPUxwpX/Wzs7Le\nvn4pP16OcePGLduy16doMYB6k0FuR2ek6C3PvPyO8oQYGDbw1vVNKxZEv3klP4m0kAsvVu44aHmP\nNnPXCjYH4KQifq6ydUG4gZJZacwEzPYOK+pSqSkeJr3A9wWeB+HDgsTHycnJ6fcz1wGA0Utfp8vV\nxlL0+c+C57n9V+6hSkux23IozAtZGbAF1i2vnz2SYkA0bSek8jmkxa2UPs0/sYlTGrgKmDiiZ6z6\nF59l3Pswwfzu/3I4Pj/atm0LCIQKjJPOqXad+m27ilbFpEmT1q5d26pVq98OnXF1cwXgV7HKqFGj\nvLy8ls6cJFjo3kWLyc8WFnR3/ZK5f6c/Oidn0KrcIr0AzO4vjU45LC1uMY4DcO/qxb1b1sM8acgn\nwH9wDFiqK2t3Qf7icr8rgB4Dh8kPPnf04MKp4189fQQAhOeiQtOe2F/JbJE/f/7x08Xb61u6nHA5\noqS1bGNx7lXy7vBEjpDAmIw0w6e1GA7t3NyiWql2dSpEhAYrJTw4FiBVatUtV6mqxBY6ZspsQe4E\nQAl3LR4cx/WtMGYVK+l3KTxy+bZ9L59EBN0RgTSUAAAgAElEQVS6fvPS2RHd2/DmRWLKlCmW00aH\nC9Mrw7Lh8Vm3zQaHzsWtYnVzTmJBP9AqYZ0rWNinS99BO05eWfzb7yfuPirobd8D5OBoo24v8y6c\nO3duwIABtp/asWPHsdsP567edPXq1SVLRD/NmDEWnrH4+PjTp0937Ngxy56SmYqiNCpKZX5iq+gy\n8eCE1Q3k7dAzMBzPaV1QTsxiAUVzhFY6dSVL5fHlzm1bf922I6zzrAt6uM4aP0rKrySErJo3vctX\nNTrUqyRp/06et3TinMWDx/y4+8z14iX9pM82a9ZMFBMR9rg+5VC9LQIs98fXT2SiTE9LETMYaBrO\n+XK6+bZgbWZwimdVFPUoNLh1rbK9W9Sf/O2AD4nxAOrLSFcFZGdZDc+hXVr2blF/8oj+Ek+rhPDw\n8InD+ryLFlOktz+Ij0iQrUayMc8TpGdk3r976+COzUM6txC+WoJ8XaxS0/9SeOT50JdTF678Zuh3\ngBRHoADkc3Xa2L1KkeIlxE9yDAip527Eh7cA/MqWFxtBqMwPiHsKwPXODjy7AU7IHGdBiNxL9ELQ\nlmMMAEDRs5av+7Meiz+FW5cvxMXEiHOs+GTmvFDbsq5ZH3tg28ZujWomvn8HgAb1mTZ1cihlb81T\nn4kXc+dZngw99vLG23SFCOKxpx+3PrD60XmeMpljz+nGzyVb86fwHzc45s6d26FDB/Cck6ODh2e+\n8YN7nTlyoLp//d8OnZk8eTKA9PT0b3u0zfiQAGD+5B8OHToE4Pzxw7vWrwLg61dmzJTZ8hOG3L2V\nExF1XlCuclVvWWl+TsjSGyD4Oa1hWXdFdnD+zB8HADwKDgIQ9eaVosZBgGJ/Y/s6d1Sp6V+jbkMA\noGm1zkkcooQIS92hnVvkc/SrZ08sn+RYPLuhjlWm4uYCvwKu7cp6AuAIkU+mckdx9NuotPQsE8vx\nhHwyivTmzZvfli8Q/7DluCQ8AFd3NwB9h4/57dDpOgFN9mxe17xqyV8mf5+WmjJi5KhmxZ0Rcrxx\ni9YCo2XkSyuGiTcvngKo5u0yYcKEXbt2tW7dWnxDmJgoFU8sYz4jM+NJmJg3gM4zUcAXKo2LR74W\nHbsCKOpbslb9gFwc7HbcuaxF+vj48eNNmza1cIGY4e/v7+Lq1qBpi8qVK0uN06dPX758uVweFoBd\nhiUVDa3KskDcPrYbSbLDOAYZH23ZwDiCd4w2X9tRAODi2bBFe1aR4S/q5Imcs/4BjYUoSbdu3aRD\nFN2LCAk6dUhUmNuyeklyUiIAtUbTukvPviPGFC9VurqPhd+PoqiFCxdu3769c69+AFClVb4GXRxd\nLRkSz55EpKUkA2jUsq1Id02p6BHbsvI8LZtsmNa8YgMv7t28fe1y4c/QwNtCWljVWnUWbdiZ3+sT\nTJGhQXc2r1qiaFy9ejVgKbpgrNOloyJFmrL3sdEcT1hQ0iY+zFou1RYqlfrrdp27DxgBQJ7CImSg\nW+jLGAO2fzt/WNdz1++ee/By5dY9gGAssiTlnVDDkvI+Wvw1CQHPFSteQkrmZVlW5+QEiDkcoOiq\ntaz9fH8VJpPp3r17Fn07M1I+Jllp3gLKOKAVcp1AzLPclbMnAKhoMWvH7oz6mSBNg4SILjATS96m\nGnaFJjxNsprtTRxvtLbpeVjoN376ymrz/H+F/7jB4evrO3HiRL+y5R00qtjI10KcOOz+3cO7tggH\nXLx4ERCt7wRZWmisOcO/c5+Bx45ZktE8PD05m/1c3pGRnmZxb9hSGpghzCm56fuZDY6k+Hd7N6+b\n9+N3AF6/fLFy7vS/3Lec4OCom7t606R5S908PN3zF9I4uYodME+Cie/fuefzrFyjtjLH/tpmJLxq\nYLO9kyBfIQRQFLxdRTKS168tMl1S0uity+fPH//DwLIsxzMsl9OGQ5oIbj82V89qHO0ZHASA5Mr+\ntke7oFvXUj4mAbh67uSOtctd3dynLVp1KTxy5rJ1QhmFgqRrYIevBY8rRVFt2rTZunVrly5dADGZ\nnyPgCJFCCZlEa6nKU6mg1oKiMzMz5WUpOSEhk4lNt17heA5RD3BZzHS+cuUKgF69lOEYjcbGaQyo\n1eoBAwZIeScC/Pz8FIdV83ahKUpDW4TfTUaj1XObFu/nivG17ejnMRzvms/zUnhk7dmHo9UFTYqn\nWVifRFIp/n1sjECh0b59+zNnzsycOXPJpt3Dh1vRk6SnWRWZ565szvN89+7dBw8eLBUMO7l5yF0s\nTyLCZn0/YsOSeSf+OOz/VTMAGp0TT6nykltHCJ5/0BPF5En4uIOL925Y/lCmTpJl7qSJMX1MspLD\nOHwteNgPk4f9MLl8ZQtJhjBBycGyZmp54U+eyCva5vw45vLpY1fOHO/ftgkBoNKgYjM0HQ4gKSFP\nSe5CFggliyNkZ6RtWDrfu5hv7Qaig+qXXxYAUKvVarVaKzxOHKPM3RFYenkePBcT+WrvlvWEkMmT\nJ3t7e08bNdjN3UPw+dVp1CwntcU/tXinp6f37t27Q4cOAQEB46bNkb9Vt1Ez2RxrVn7+azBfo6Oj\nDgBNfQkPhwDJIyX/PmHfJcSaGWs6GQA8Ial65thTC1ktz1sIBXxcbdJj/y/wHzc4zpw507hx49dP\nwlMS3ifLBnxGutXkJbr7ZNWqchnPsmUtxQWpycn3blz9y4bt5hUL38eZA7q5DAPBi5CL49GkR+wj\nYb7et3W9OPJp1eXTx8LeZfzjdrfOyaluq84aBx0jcfJ/jMYZy3KVlpL8KDR49fyZVh+LDv9x+uy6\njaz2qZ8GzwG48DByysUoS5t5ZN26fE4s1qBpQlG3zcoROUFS7kb3eShaSfk24QFcPHk0KzPDNiPY\nrt5p2UpVRk+xIsNIfm4Rn9NqtZs2bTp9/6lvsWIAeJ5IOV8AVt97V7K9eRGlaJFShVK9eByR+1UY\n9NmL95/dFShn3SbgGJj0gqMbQPPmzQGULl362rVrxUqIpkOtWrWePHlSzdslPi7m+fPnioLP4sWL\nHz16tHPnzr169bpx44ajdVmpgABf915VvOoUEZNqG7Vqa7XMvLiVcHgp7O0TTRzhOLLwRkw2yxtY\n3iZjlMH757i1C+FnYcr2b2hhqfL39//+++9r1mso/FnN20WwReSly3W/alqshDLzWo7nz5/fvn0b\nsPgGsg3WOSQU/fhhyB+7t50wlrgfmw6zfW8bKLFFYhYz6cIbWuGNt5dO2LJTd+GFmHNtRp2AJh6e\n+XsN/a7X0O/yF7SQuSUlxCsCW/369QMg+bEYznqZoekrZ09eOnVMnLtoFVw8hdTIrauXKKIqdiFI\nJchPmRT/7o/fty6c8kOzNh33Xbx7Nvi5pA8HADxLUwBrVBochBMoK3B6KdLio169uHvt0vbt24U3\n09NSBbLaoNs350wYFfvWikTnL+DEiRM3btwQXu/ZvNZosLAoOTrqPCRSfzEB669uETkGhLi6e1St\nXQ9C0uiXTYSISjXEZ8oK2tONr5L1N6PSAJhYK7IAliccIVGpxiNPZAaH7ACV3XzmL47/uMEhJo3e\n3Yc7e/De4nzr2am98CI2NhYQM6jzF/IZMWFak9btx0yZbarRSUGqI0HwL/+1Rf3MkQMWsyY3u/tT\nDwfH4OA0YcDrs7PlqfifIz76Uc8MOvKCBzGxZg8fxyD2se2RZStZVWYKeXl5R3Tw1S3L5gIwgoaj\nheTgdXzKb3ciARQo5C1G3EEB1P07N3M6lbBF0Dk5HbwcOGj0BK2LB7Q20QrzjJnwLs7BwdFqYgWq\n1bbv+/1alqgIeX6iGRzL0ZwJAG9NQGTi+OaduhcvVRoAKJWoMk/TzsU+cZc2LJ0f/iDEasEUEiAI\nL/CcFi1a9McfxRyUSpUqbTt+sV27dgBCQkI6d+48fPjwfm0aBQQEDBkyhGWtJt+AgIDdu3fv2LGj\nQoUKsIfyBXTN/TyGmoWjWnboptPJ7BLCZ2ZmrJw7jdhJ4yAcweU3qRlGjrHNd+NYGDLw5r7301Mb\n9x+3ZAzkDGcX16M3Q3+YMf+nX5b/vGJD9SJuuQj1CVwvQg+F/w0m6x5K+YNqB0HjRhBhPnP0ID4F\ngQZDufTIHD/Tp09fuHDhrVu3atQRjSTP/JZtvYur2/DxloyfFu2tuNScnKwydVq0aBEUFFTebDcz\nvLXRSNNC+ZvFe6fSSq+j37xGrnialD3trDIkIVkfd65d8ixQ4MyR/Yun/3jq0F6e52IiX7euWZb/\nbRAMmVKxtOXyhZDK2zDwXDX/egqPjnlTRN+8dHbD0vkAolKNGUYOfynvUmE6y/88/PvW1JQU8UI4\nBh/eSioKfxocC57PSEs9vn8nBB6Oz8l1ZIsjjz9cfGXZGx96/GHprdh9EUkATJxV0HnO1bd3ozNM\nLJE/mHLb9N9hb/zXDQ5x05byDq8DEXRYaBw0enz//v2F1x8/fgTEDOqPH5J6Dho+Y8mazn0Gnnye\nIrBvAfDy8ho8WCTPcc/naWGlzAM4jtu/f/+mFQuD79zkea5+k+ay+OLfyOJRbKfMBJ35C9qPE+cy\npPMy1BmOGDme54lJkqqymW8F/PTLcvmf9z7lgVBgyJAhYqzXmoboA6s6dPfJy6ePeg0ZqZMRD2sc\n7GzKFfD0Ktjv27EqtcZORrr5KtrVr1rN22XC7IUdv+nvV65Cpeq12nTpKXCQ28LNI9/35uTWUaNG\nNWzYUP7u8ePHO9avHPk4DMCyfWfjZLJzhIDleLGCgBJLGmgP7znBnyi3FunwrfiIWHAsCP8u5i2A\n2NjYEycsuZzVfVzldShSTPDUqVPXrl3L/bs+Cb1MosWy5Niuv4SYeJGWw2S7MXz/HAmvABQr5Ve6\nvI3nKQe4unt06Nm3RYeuWodP+IdLlCgh2hzmjhEF+Y30J03L2Xsf26NQU4AnhOWVLNe0bEYXiuHL\nlbMopHsXKyG9zsxIlxviDb9u1XPQCAC1GzS6cuWK7YahZMmSFUr7Cs3KSh+K7jX0u7bdeskMDrW0\npXkWEbZ05qSLJ4/kRGWWmJ6VpbYx2sx3rGBhn72b169Z8PPFk0dWzZs+pHPLdULKfGYyeE7isAEw\nYsLUUsWLajkjBeLmka9Fh65deg/0b9jYzmkpGkDgjSsAtj2Il/Kp7SKXqalTp06NGolesV5Dv3PU\nWay0rIx08W4I0gq7xooO7L+AiHNIfQfgxZMIiCGVv3imPMKm9BrytAwTR0ycGFNjeCv+5WyGzzCy\nDCHyHvL/Mzi+MMSqV2vUqv+V9FqkhjQZADRq2U5q54iFbOrh+0y1h7iQp6Uk79qwKu8dWLBgwdix\nYw/u2DRl5IDv+3W7e+2S6IcgvFZN23XD5gmK+d0cUvmYmPAXyEI+aXNwPIQZlpdcL9ZLiKube52A\nJjOXrvUtVUbefvvqhbjot8gbxM23PYMDoEDRO9etZEymyjJZDVqlfRSaq36pGVpHR3sZ6aR+4693\nnb6m1WoB5Pcq9P30uXNW/fY4LOTs0YM/Du29cdkvds/W8Zv+5x68PHP/2bJlyxRvDRs2DABM2QCe\nUYUevrOaUlkpf828KvAqjd5kkusJ26Jxy7agaSuDScrRM+PlS6uCbaH81RbGXL8oL2hikQi20I4J\nBAyKI4UwioknjG060vObeHYDQHV/+xyvuXgv8gKj0SiKFUjplgqjh6YbNGkBAJQVu4mXt5UAil3w\nhBBZpExslLmOQkJCFB9RlKWYZIOUoqgRE6ZeCo9ctHFnQEAA7GF0HR9HNQ0buskW0za6l6hQ0r9p\nuZ+Pyy5NBSC/V6Fta5adP3548fQf5dLEcqjUDrTGxmQnPIAyFSr3/Xbss4gwqTk26k3w7RvmYziw\nRiFUUbVW3Z6DRmyaPaFs/G3C8+mpKRdPHgm+e7NV7Qp3797t2bNnpUqVOnXq1LXPIEC085q0bg+A\nYbmQwDsbl/2SxyEsh5ub2969e5du2bP5j3PDfphsdU86dBUHF2fWVSB5Kp63g6A/BCbDl08eEUIc\nNDTHk5g8kGH8U7WyHG8lEitQ6jEiVTm5H5cRFCda/zwRbBFLxC0+0xSRYAnP2aWk+/L4jxsc5cqV\ni4uLW7f3eLO2HYWWbv2GVJDl/fn7+288eEqgaOzSbwgAlifB7zJ53qrGXV6uJgll5eWR+vVXi9aG\nSJ1O0QC0KtrD3f2vZzPJDA5Xd3f57iHxnbLo/+9DmGENcmI064lPo9XOX7ulcat2AFbvOiy1R716\nsWOtlc8jF0RHRwNSvb5KaR/Qqns3rvRo6h8WYpG+DL53e9zAHuEh9sUw5eAIbANVS37bOW/NFh/r\nuiEhI13A4V1bcsoRVqvVtvtsy+xgygYAtUbBt+Ps5iEW9ci2pASUgvtLgZr9JxX0q2zVf44Fx7i5\nW5w9coEuAFOnThVsjp49e3buLApwN27cOCdDJO9o2d4s580xILxQXWKRFZXByLAAGJa3JR0qUty3\n15CRc1dv6jkoR+G6nCBldeQCBweHUqVKiR0TOquY65w80tx9L4VHKlKJ2/eylM4+jQib++OoORNG\nKZRcbCmUKLntBdSsqRRkGdS9g/S6Sev2Do42FPW5wmg0MPps2Hg2L0WmP/+gTzeysZmyNZVSAZBH\nNO7fuQF74KGknYD5O9r36OPukc8zB80X8DzCziDoEIDwkMBLJ49yHPvozhWkimlPjx4EAyhduvS6\ndeuuXbu2ZcuWpq3aAvAtU+6bwd/+MGM+gDcvX1w9f+bwri3jBvZ4HKY00QTkMsc6ODjUqNOgZJly\nivaK1Wq279EPQBlPLYKPir2VW8N53+XJplmTyfhTQBGWJ5PPv8nlE/8sFE+aiScmngj51yxP7sdl\nhMRlmo+kGJ4wnCWx43Z0+pHHH6TP/ktyOGz2fP93sKta+Y+ctrp/3er+dX+atzTo1rXQoHvH9+2s\nMXGsFOUd0L7ZA/5ZRFCsxkGn0+miUvSLb8bygFqjkY5p3KKtpC/fufdAqf2Tfe7QocPJkyetmiga\nAGvSO7nn0xq4P615CgDExcWl2tctkxMTy1Ss3K3f4IEdmoNj4eKJYlVKlS2ntp1E7EHovE7H2V5I\naFx6jSJu0rtaAyDUzljMZKuhkPwhKeVDkkBeXrt+QMDXrW5dFomwDIZsS0BdBoqidDqd3H738PAA\nkGPA1bwNZeR2j38XEC7w+uW6AY3tf0q4nMA7RqMROiWPhbOzs9A3+a1wsWYddXZ2ySUtRqPRKG5d\n3bp1AwMDxatQaXhKBVgWA5VaU8i7SOL7d7J1jgJNFy1e3O5devPi2fNH4ScNfnSxihAEcgkBRYFj\nHMD37NOPK+nw4klE0wZ1Jk6cKPhpBAQEBEhRFULIlsNnvHWkefPmtpmharWapumcnmThnsjhpDOB\n50CrBIOjScu2V8+dAs+CpRRUdQxHQFEMIUpTj/BxU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MWYqDdTRg5oVaPMjLFDkz/kuFmp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\nANAdEg4AAADQHRIOAAAA0N3/AuyR2jHF9NHhAAAAAElFTkSuQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 10 -h 6 -u in\n",
    "plot(m, forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use the `prophet_plot_components` function to see the forecast broken down into trend, weekly seasonality, and yearly seasonality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Nyn8PCpOLhDe841jGscpg2TUllicz2gCAt0iSGBjhPTDC21HXc/WZwrk9Auf1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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 9 -h 9 -u in\n",
    "prophet_plot_components(m, forecast)"
   ]
  }
 ],
 "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": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
