{
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   "cell_type": "markdown",
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   "source": [
    "# Purpose\n",
    "\n",
    "In an earlier notebook, I attemped to make a stock prediction model. This failed to say the least. However, I think there is still much to be salvaged from the attempt. Python code written for a foolish task (predicting the stock market) is not written in vain, but an ideal opportunity to learn some new skills. I had a ton of fun making the stock model, and I wanted to still show the process which ultimately is more important than the end result. After writing a ton of separate functions to act on stock data, I realized a much better approach was to make a class that could hold data and also had different functions for prediction, plotting, analysis and anything else that might be needed. Having already developed all of these functions separately, I thought it made a lot of sense to combine them into a single class. This notebook will build up the class, covering many data manipulation, plotting, and even modeling concepts in a single example! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "hideCode": false,
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   },
   "outputs": [],
   "source": [
    "# Quandl for financial analysis, pandas and numpy for data manipulation\n",
    "# fbprophet for additive models, #pytrends for Google trend data\n",
    "import quandl\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import fbprophet\n",
    "import pytrends\n",
    "from pytrends.request import TrendReq\n",
    "\n",
    "# matplotlib pyplot for plotting\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "collapsed": false,
    "hideCode": false,
    "hidePrompt": false
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   "outputs": [],
   "source": [
    "# Class for analyzing and (attempting) to predict future prices\n",
    "# Contains a number of visualizations and analysis methods\n",
    "class Stocker():\n",
    "    \n",
    "    # Initialization requires a ticker symbol\n",
    "    def __init__(self, ticker):\n",
    "        \n",
    "        # Enforce capitalization\n",
    "        ticker = ticker.upper()\n",
    "        \n",
    "        # Symbol is used for labeling plots\n",
    "        self.symbol = ticker\n",
    "        \n",
    "        # api personal key\n",
    "        quandl.ApiConfig.api_key = 'rFsSehe51RLzREtYhLfo'\n",
    "\n",
    "        # Retrieval the financial data\n",
    "        try:\n",
    "            stock = quandl.get('WIKI/%s' % ticker)\n",
    "        \n",
    "        except Exception as e:\n",
    "            print('Error Retrieving Data.')\n",
    "            print(e)\n",
    "            return\n",
    "        \n",
    "        # Set the index to a column called Date\n",
    "        stock = stock.reset_index(level=0)\n",
    "        \n",
    "        # Columns required for prophet\n",
    "        stock['ds'] = stock['Date']\n",
    "        stock['y'] = stock['Adj. Close']\n",
    "        \n",
    "        # Data assigned as class attribute\n",
    "        self.stock = stock.copy()\n",
    "        \n",
    "        # Minimum and maximum date in range\n",
    "        self.min_date = min(stock['Date'])\n",
    "        self.max_date = max(stock['Date'])\n",
    "        \n",
    "        # Find max and min prices and dates on which they occurred\n",
    "        self.max_price = np.max(self.stock['y'])\n",
    "        self.min_price = np.min(self.stock['y'])\n",
    "        \n",
    "        self.min_price_date = self.stock[self.stock['y'] == self.min_price]['Date']\n",
    "        self.min_price_date = self.min_price_date[self.min_price_date.index[0]]\n",
    "        self.max_price_date = self.stock[self.stock['y'] == self.max_price]['Date']\n",
    "        self.max_price_date = self.max_price_date[self.max_price_date.index[0]]\n",
    "        \n",
    "        # The starting price (starting with the opening price)\n",
    "        self.starting_price = float(self.stock.ix[0, 'Adj. Open'])\n",
    "        \n",
    "        # The most recent price\n",
    "        self.most_recent_price = float(self.stock.ix[len(self.stock) - 1, 'y'])\n",
    "        \n",
    "        # This can be changed by user\n",
    "        self.changepoint_prior_scale = 0.2\n",
    "        \n",
    "        print('{} Stocker Initialized. Data covers {} to {}.'.format(self.symbol,\n",
    "                                                                     self.min_date.date(),\n",
    "                                                                     self.max_date.date()))\n",
    "        \n",
    "    # Basic Historical Plot and Basic Statistics\n",
    "    def plot_stock(self, start_date=None, end_date=None):\n",
    "        \n",
    "        self.reset_plot()\n",
    "        \n",
    "        # Default start and end date are the beginning and end of data\n",
    "        if start_date is None:\n",
    "            start_date = self.min_date\n",
    "        if end_date is None:\n",
    "            end_date = self.max_date\n",
    "            \n",
    "        # Convert to pandas date time\n",
    "        start_date = pd.to_datetime(start_date)\n",
    "        end_date = pd.to_datetime(end_date)\n",
    "        \n",
    "        if end_date.date() < start_date.date():\n",
    "            print('End Date must be later than start date.')\n",
    "            return\n",
    "        \n",
    "        # Check to make sure dates are in the data\n",
    "        if (start_date not in list(self.stock['Date'])):\n",
    "            print('Start Date not in data (either out of range or not a trading day.)')\n",
    "            return\n",
    "        elif (end_date not in list(self.stock['Date'])):\n",
    "            print('End Date not in data (either out of range or not a trading day.)')\n",
    "            return \n",
    "            \n",
    "        # Useful statistics\n",
    "        print('Maximum price = ${:.2f} on {}.'.format(self.max_price, self.max_price_date.date()))\n",
    "        print('Minimum price = ${:.2f} on {}.'.format(self.min_price, self.min_price_date.date()))\n",
    "        print('Current price = ${:.2f}.'.format(self.most_recent_price))\n",
    "        \n",
    "        stock_plot = self.stock[(self.stock['Date'] >= start_date.date()) & (self.stock['Date'] <= end_date.date())]\n",
    "        \n",
    "        # Simple Plot \n",
    "        plt.style.use('fivethirtyeight');\n",
    "        plt.plot(stock_plot['Date'], stock_plot['Adj. Close'], 'r-', linewidth = 3)\n",
    "        plt.xlabel('Date'); plt.ylabel('Closing Price ($)'); plt.title('%s Stock Price History' % self.symbol); \n",
    "        plt.grid(color = 'k', alpha = 0.4); plt.show()\n",
    "      \n",
    "    # Reset the plotting parameters to clear style formatting\n",
    "    # Not sure if this should be a static method\n",
    "    @staticmethod\n",
    "    def reset_plot():\n",
    "        \n",
    "        # Restore default parameters\n",
    "        matplotlib.rcParams.update(matplotlib.rcParamsDefault)\n",
    "        \n",
    "        # Adjust a few parameters to liking\n",
    "        matplotlib.rcParams['figure.figsize'] = (8, 5)\n",
    "        matplotlib.rcParams['axes.labelsize'] = 10\n",
    "        matplotlib.rcParams['xtick.labelsize'] = 8\n",
    "        matplotlib.rcParams['ytick.labelsize'] = 8\n",
    "        matplotlib.rcParams['axes.titlesize'] = 14\n",
    "        matplotlib.rcParams['text.color'] = 'k'\n",
    "    \n",
    "    # Method to linearly interpolate prices on the weekends\n",
    "    def resample(self, dataframe):\n",
    "        # Change the index and resample at daily level\n",
    "        dataframe = dataframe.set_index('ds')\n",
    "        dataframe = dataframe.resample('D')\n",
    "        \n",
    "        # Reset the index and interpolate nan values\n",
    "        dataframe = dataframe.reset_index(level=0)\n",
    "        dataframe = dataframe.interpolate()\n",
    "        return dataframe\n",
    "    \n",
    "    # Remove weekends from a dataframe\n",
    "    def remove_weekends(self, dataframe):\n",
    "        \n",
    "        # Reset index to use ix\n",
    "        dataframe = dataframe.reset_index(drop=True)\n",
    "        \n",
    "        weekends = []\n",
    "        \n",
    "        # Find all of the weekends\n",
    "        for i, date in enumerate(dataframe['ds']):\n",
    "            if (date.weekday) == 5 | (date.weekday == 6):\n",
    "                weekends.append(i)\n",
    "            \n",
    "        # Drop the weekends\n",
    "        dataframe = dataframe.drop(weekends, axis=0)\n",
    "        \n",
    "        return dataframe\n",
    "    \n",
    "    \n",
    "    # Calculate and plot profit from buying and holding shares for specified date range\n",
    "    def buy_and_hold(self, start_date=None, end_date=None, nshares=1):\n",
    "        self.reset_plot()\n",
    "        \n",
    "        # Default start and end date are the beginning and end of data\n",
    "        if start_date is None:\n",
    "            start_date = self.min_date\n",
    "        if end_date is None:\n",
    "            end_date = self.max_date\n",
    "            \n",
    "        # Convert to pandas datetime for indexing dataframe\n",
    "        start_date = pd.to_datetime(start_date)\n",
    "        end_date = pd.to_datetime(end_date)\n",
    "        \n",
    "        if end_date.date() < start_date.date():\n",
    "            print('End Date must be later than start date.')\n",
    "            return\n",
    "        \n",
    "        # Check to make sure dates are in the data\n",
    "        if (start_date not in list(self.stock['Date'])):\n",
    "            print('Start Date not in data (either out of range or not a trading day.)')\n",
    "            return\n",
    "        elif (end_date not in list(self.stock['Date'])):\n",
    "            print('End Date not in data (either out of range or not a trading day.)')\n",
    "            return \n",
    "        \n",
    "        # Find starting and ending price of stock\n",
    "        start_price = float(self.stock[self.stock['Date'] == start_date]['Adj. Open'])\n",
    "        end_price = float(self.stock[self.stock['Date'] == end_date]['Adj. Close'])\n",
    "        \n",
    "        # Make a profit dataframe and calculate profit column\n",
    "        profits = self.stock[(self.stock['Date'] >= start_date) & (self.stock['Date'] <= end_date)]\n",
    "        profits['hold_profit'] = nshares * (profits['Adj. Close'] - start_price)\n",
    "        \n",
    "        # Total profit\n",
    "        total_hold_profit = nshares * (end_price - start_price)\n",
    "        \n",
    "        print('{} Total buy and hold profit from {} to {} for {} shares = ${:.2f}'.format\n",
    "              (self.symbol, start_date.date(), end_date.date(), nshares, total_hold_profit))\n",
    "        \n",
    "        # Plot the total profits \n",
    "        plt.style.use('dark_background')\n",
    "        \n",
    "        # Location for number of profit\n",
    "        text_location = (end_date - pd.DateOffset(months = 1)).date()\n",
    "        \n",
    "        # Plot the profits over time\n",
    "        plt.plot(profits['Date'], profits['hold_profit'], 'b', linewidth = 3)\n",
    "        plt.ylabel('Profit ($)'); plt.xlabel('Date'); plt.title('Buy and Hold Profits for {} {} to {}'.format(\n",
    "                                                                self.symbol, start_date.date(), end_date.date()))\n",
    "        \n",
    "        # Display final value on graph\n",
    "        plt.text(x = text_location, \n",
    "             y =  total_hold_profit + (total_hold_profit / 40),\n",
    "             s = '$%d' % total_hold_profit,\n",
    "            color = 'g' if total_hold_profit > 0 else 'r',\n",
    "            size = 14)\n",
    "        \n",
    "        plt.grid(alpha=0.2)\n",
    "        plt.show();\n",
    "        \n",
    "    # Create a prophet model without training\n",
    "    def create_model(self, **kwargs):\n",
    "\n",
    "        # Make the model\n",
    "        model = fbprophet.Prophet(daily_seasonality=False,  weekly_seasonality=False,\n",
    "                                  changepoint_prior_scale=self.changepoint_prior_scale,\n",
    "                                 **kwargs)\n",
    "        \n",
    "        # Add monthly seasonality\n",
    "        model.add_seasonality(name = 'monthly', period = 30.5, fourier_order = 5)\n",
    "        \n",
    "        return model\n",
    "    \n",
    "    # Graph the effects of altering the changepoint prior scale (cps)\n",
    "    def changepoint_prior_analysis(self, changepoint_priors=[0.001, 0.05, 0.1, 0.2], colors=['b', 'r', 'grey', 'gold']):\n",
    "    \n",
    "        # Training and plotting with 4 years of data\n",
    "        train = self.stock[(self.stock['Date'] > (max(self.stock['Date']) - pd.DateOffset(years=3)).date())]\n",
    "        \n",
    "        # Iterate through all the changepoints and make models\n",
    "        for i, prior in enumerate(changepoint_priors):\n",
    "            # Select the changepoint\n",
    "            self.changepoint_prior_scale = prior\n",
    "            \n",
    "            # Create and train a model with the specified cps\n",
    "            model = self.create_model()\n",
    "            model.fit(train)\n",
    "            future = model.make_future_dataframe(periods=180, freq='D')\n",
    "            \n",
    "            # Make a dataframe to hold predictions\n",
    "            if i == 0:\n",
    "                predictions = future.copy()\n",
    "                \n",
    "            future = model.predict(future)\n",
    "            \n",
    "            # Fill in prediction dataframe\n",
    "            predictions['%.3f_yhat_upper' % prior] = future['yhat_upper']\n",
    "            predictions['%.3f_yhat_lower' % prior] = future['yhat_lower']\n",
    "            predictions['%.3f_yhat' % prior] = future['yhat']\n",
    "         \n",
    "        # Remove the weekends\n",
    "        predictions = self.remove_weekends(predictions)\n",
    "        \n",
    "        # Plot set-up\n",
    "        self.reset_plot()\n",
    "        plt.style.use('fivethirtyeight')\n",
    "        fig, ax = plt.subplots(1, 1)\n",
    "        \n",
    "        # Actual observations\n",
    "        ax.plot(train['ds'], train['y'], 'ko', ms = 4, label = 'Observations')\n",
    "        color_dict = {prior: color for prior, color in zip(changepoint_priors, colors)}\n",
    "\n",
    "        # Plot each of the changepoint predictions\n",
    "        for prior in changepoint_priors:\n",
    "            # Plot the predictions themselves\n",
    "            ax.plot(predictions['ds'], predictions['%.3f_yhat' % prior], linewidth = 1.2,\n",
    "                     color = color_dict[prior], label = '%.3f prior scale' % prior)\n",
    "            \n",
    "            # Plot the uncertainty interval\n",
    "            ax.fill_between(predictions['ds'].dt.to_pydatetime(), predictions['%.3f_yhat_upper' % prior],\n",
    "                            predictions['%.3f_yhat_lower' % prior], facecolor = color_dict[prior],\n",
    "                            alpha = 0.3, edgecolor = 'k', linewidth = 0.6)\n",
    "                            \n",
    "        # Plot labels\n",
    "        plt.legend(prop={'size': 10})\n",
    "        plt.xlabel('Date'); plt.ylabel('Stock Price ($)'); plt.title('Effect of Changepoint Prior Scale');\n",
    "        plt.show()\n",
    "            \n",
    "    # Basic prophet model for the next 365 days   \n",
    "    def create_prophet_model(self, resample=False):\n",
    "        \n",
    "        self.reset_plot()\n",
    "        \n",
    "        model = self.create_model()\n",
    "        \n",
    "        # Fit on the stock history for past 3 years\n",
    "        stock_history = self.stock[self.stock['Date'] > (self.max_date - pd.DateOffset(years = 3)).date()]\n",
    "        \n",
    "        if resample:\n",
    "            stock_history = self.resample(stock_history)\n",
    "        \n",
    "        model.fit(stock_history)\n",
    "        \n",
    "        # Make and predict for next year with future dataframe\n",
    "        future = model.make_future_dataframe(periods = 365, freq='D')\n",
    "        future = model.predict(future)\n",
    "        \n",
    "        # Print the predicted price\n",
    "        print('Predicted Price on {} = ${:.2f}'.format(\n",
    "            future.ix[len(future) - 1, 'ds'].date(), future.ix[len(future) - 1, 'yhat']))\n",
    "        \n",
    "        # Set up the plot\n",
    "        fig, ax = plt.subplots(1, 1)\n",
    "\n",
    "        # Plot the actual values\n",
    "        ax.plot(stock_history['ds'], stock_history['y'], 'ko-', linewidth = 1.4, alpha = 0.8, ms = 1.8, label = 'Observations')\n",
    "        \n",
    "        # Plot the predicted values\n",
    "        ax.plot(future['ds'], future['yhat'], 'forestgreen',linewidth = 2.4, label = 'Predicted');\n",
    "\n",
    "        # Plot the uncertainty interval as ribbon\n",
    "        ax.fill_between(future['ds'].dt.to_pydatetime(), future['yhat_upper'], future['yhat_lower'], alpha = 0.3, \n",
    "                       facecolor = 'g', edgecolor = 'k', linewidth = 1.4, label = 'Uncertainty')\n",
    "\n",
    "        # Put a vertical line at the start of predictions\n",
    "        plt.vlines(x=max(self.stock['Date']).date(), ymin=min(future['yhat_lower']), \n",
    "                   ymax=max(future['yhat_upper']), colors = 'r',\n",
    "                   linestyles='dashed')\n",
    "\n",
    "        # Plot formatting\n",
    "        plt.legend(loc = 2, prop={'size': 10}); plt.xlabel('Date'); plt.ylabel('Price $');\n",
    "        plt.grid(linewidth=0.6, alpha = 0.6)\n",
    "        plt.title('%s Historical and Predicted Stock Price'  % self.symbol);\n",
    "        plt.show()\n",
    "        \n",
    "        return model, future\n",
    "      \n",
    "    # Evaluate prediction model for one year\n",
    "    def evaluate_prediction(self, start_date=None, end_date=None, nshares = 1000):\n",
    "        \n",
    "        # Default start date is one year before end of data\n",
    "        # Default end date is end date of data\n",
    "        if start_date is None:\n",
    "            start_date = self.max_date - pd.DateOffset(years=1)\n",
    "        if end_date is None:\n",
    "            end_date = self.max_date\n",
    "            \n",
    "        # Convert to pandas datetime for indexing dataframe\n",
    "        start_date = pd.to_datetime(start_date)\n",
    "        end_date = pd.to_datetime(end_date)\n",
    "        \n",
    "        if end_date.date() < start_date.date():\n",
    "            print('End Date must be later than start date.')\n",
    "            return\n",
    "        \n",
    "        # Check to make sure dates are in the data\n",
    "        if (start_date not in list(self.stock['Date'])):\n",
    "            print('Start Date not in data (either out of range or not a trading day.)')\n",
    "            return\n",
    "        elif (end_date not in list(self.stock['Date'])):\n",
    "            print('End Date not in data (either out of range or not a trading day.)')\n",
    "            return \n",
    "        \n",
    "        # Training data starts 3 years before start date and goes up to start date\n",
    "        train = self.stock[(self.stock['Date'] < start_date.date()) & \n",
    "                           (self.stock['Date'] > (start_date - pd.DateOffset(years=3)).date())]\n",
    "        \n",
    "        # Testing data is specified in the range\n",
    "        test = self.stock[(self.stock['Date'] >= start_date.date()) & (self.stock['Date'] <= end_date.date())]\n",
    "        \n",
    "        # Create and train the model\n",
    "        model = self.create_model()\n",
    "        model.fit(train)\n",
    "        \n",
    "        # Make a future dataframe and predictions\n",
    "        future = model.make_future_dataframe(periods = 365, freq='D')\n",
    "        future = model.predict(future)\n",
    "        \n",
    "        # Merge predictions with the known values\n",
    "        test = pd.merge(test, future, on = 'ds', how = 'inner')\n",
    "        \n",
    "        # Calculate the differences between consecutive measurements\n",
    "        test['pred_diff'] = test['yhat'].diff()\n",
    "        test['real_diff'] = test['y'].diff()\n",
    "        \n",
    "        # Correct is when we predicted the correct direction\n",
    "        test['correct'] = (np.sign(test['pred_diff']) == np.sign(test['real_diff'])) * 1\n",
    "        \n",
    "        # Accuracy when we predict increase and decrease\n",
    "        increase_accuracy = 100 * np.mean(test[test['pred_diff'] > 0]['correct'])\n",
    "        decrease_accuracy = 100 * np.mean(test[test['pred_diff'] < 0]['correct'])\n",
    "        \n",
    "        # Only playing the stocks when we predict the stock will increase\n",
    "        test_pred_increase = test[test['pred_diff'] > 0]\n",
    "        \n",
    "        test_pred_increase.reset_index(inplace=True)\n",
    "        prediction_profit = []\n",
    "        \n",
    "        # Iterate through all the predictions and calculate profit from playing\n",
    "        for i, correct in enumerate(test_pred_increase['correct']):\n",
    "            \n",
    "            # If we predicted up and the price goes up, we gain the difference\n",
    "            if correct == 1:\n",
    "                prediction_profit.append(nshares * test_pred_increase.ix[i, 'real_diff'])\n",
    "            # If we predicted up and the price goes down, we lose the difference\n",
    "            else:\n",
    "                prediction_profit.append(nshares * test_pred_increase.ix[i, 'real_diff'])\n",
    "        \n",
    "        test_pred_increase['pred_profit'] = prediction_profit\n",
    "        \n",
    "        # Put the profit into the test dataframe\n",
    "        test = pd.merge(test, test_pred_increase[['ds', 'pred_profit']], on = 'ds', how = 'left')\n",
    "        test.ix[0, 'pred_profit'] = 0\n",
    "    \n",
    "        # Profit for either method at all dates\n",
    "        test['pred_profit'] = test['pred_profit'].cumsum().ffill()\n",
    "        test['hold_profit'] = nshares * (test['y'] - float(test.ix[0, 'y']))\n",
    "        \n",
    "        # Display information\n",
    "        print('You played the stock market in {} from {} to {} with {} shares.\\n'.format(\n",
    "            self.symbol, start_date.date(), end_date.date(), nshares))\n",
    "        \n",
    "        print('Predicted price on {} = ${:.2f}.'.format(max(future['ds']).date(), future.ix[len(future) - 1, 'yhat']))\n",
    "        print('Actual price on    {} = ${:.2f}.\\n'.format(max(test['ds']).date(), test.ix[len(test) - 1, 'y']))\n",
    "        \n",
    "        # Display some friendly information about the perils of playing the stock market\n",
    "        print('When the model predicted an increase, the price increased {:.2f}% of the time.'.format(increase_accuracy))\n",
    "        print('When the model predicted a decrease, the price decreased  {:.2f}% of the time.\\n'.format(decrease_accuracy))\n",
    "        print('The total profit using the Prophet model = ${:.2f}.'.format(np.sum(prediction_profit)))\n",
    "        print('The Buy and Hold strategy profit =         ${:.2f}.'.format(float(test.ix[len(test) - 1, 'hold_profit'])))\n",
    "        print('\\nThanks for playing the stock market!\\n')\n",
    "        \n",
    "        # Reset the plot\n",
    "        self.reset_plot()\n",
    "        \n",
    "        # Set up the plot\n",
    "        fig, ax = plt.subplots(1, 1)\n",
    "\n",
    "        # Plot the actual values\n",
    "        ax.plot(train['ds'], train['y'], 'ko-', linewidth = 1.4, alpha = 0.8, ms = 1.8, label = 'Observations')\n",
    "        ax.plot(test['ds'], test['y'], 'ko-', linewidth = 1.4, alpha = 0.8, ms = 1.8, label = 'Observations')\n",
    "        \n",
    "        # Plot the predicted values\n",
    "        ax.plot(future['ds'], future['yhat'], 'navy', linewidth = 2.4, label = 'Predicted');\n",
    "\n",
    "        # Plot the uncertainty interval as ribbon\n",
    "        ax.fill_between(future['ds'].dt.to_pydatetime(), future['yhat_upper'], future['yhat_lower'], alpha = 0.6, \n",
    "                       facecolor = 'gold', edgecolor = 'k', linewidth = 1.4, label = 'Uncertainty')\n",
    "\n",
    "        # Put a vertical line at the start of predictions\n",
    "        plt.vlines(x=min(test['ds']).date(), ymin=min(future['yhat_lower']), ymax=max(future['yhat_upper']), colors = 'r',\n",
    "                   linestyles='dashed', label = 'Prediction Start')\n",
    "\n",
    "        # Plot formatting\n",
    "        plt.legend(loc = 2, prop={'size': 8}); plt.xlabel('Date'); plt.ylabel('Price $');\n",
    "        plt.grid(linewidth=0.6, alpha = 0.6)\n",
    "                   \n",
    "        plt.title('%s Prophet Evaluation for Past Year' % self.symbol);\n",
    "        plt.show();\n",
    "        \n",
    "        # Plot the predicted and actual profits over time\n",
    "        self.reset_plot()\n",
    "        \n",
    "        # Final profit and final smart used for locating text\n",
    "        final_profit = test.ix[len(test) - 1, 'pred_profit']\n",
    "        final_smart = test.ix[len(test) - 1, 'hold_profit']\n",
    "\n",
    "        # text location\n",
    "        last_date = test.ix[len(test) - 1, 'ds']\n",
    "        text_location = (last_date - pd.DateOffset(months = 1)).date()\n",
    "\n",
    "        plt.style.use('dark_background')\n",
    "\n",
    "        # Plot smart profits\n",
    "        plt.plot(test['ds'], test['hold_profit'], 'b',\n",
    "                 linewidth = 1.8, label = 'Buy and Hold') \n",
    "\n",
    "        # Plot prediction profits\n",
    "        plt.plot(test['ds'], test['pred_profit'], \n",
    "                 color = 'g' if final_profit > 0 else 'r',\n",
    "                 linewidth = 1.8, label = 'Prediction')\n",
    "\n",
    "        # Display final values on graph\n",
    "        plt.text(x = text_location, \n",
    "                 y =  final_profit + (final_profit / 40),\n",
    "                 s = '$%d' % final_profit,\n",
    "                color = 'g' if final_profit > 0 else 'r',\n",
    "                size = 18)\n",
    "        \n",
    "        plt.text(x = text_location, \n",
    "                 y =  final_smart + (final_smart / 40),\n",
    "                 s = '$%d' % final_smart,\n",
    "                color = 'g' if final_smart > 0 else 'r',\n",
    "                size = 18);\n",
    "\n",
    "        # Plot formatting\n",
    "        plt.ylabel('Profit  (US $)'); plt.xlabel('Date'); \n",
    "        plt.title('Predicted versus Buy and Hold Profits');\n",
    "        plt.legend(loc = 2, prop={'size': 10});\n",
    "        plt.grid(alpha=0.2); \n",
    "        plt.show()\n",
    "        \n",
    "    def retrieve_google_trends(self, term, date_range):\n",
    "        \n",
    "        # Set up the trend fetching object\n",
    "        pytrends = TrendReq(hl='en-US', tz=360)\n",
    "        kw_list = [term]\n",
    "\n",
    "        try:\n",
    "        \n",
    "            # Create the search object\n",
    "            pytrends.build_payload(kw_list, cat=0, timeframe=date_range[0], geo='', gprop='')\n",
    "            \n",
    "            # Retrieve the interest over time\n",
    "            trends = pytrends.interest_over_time()\n",
    "\n",
    "        except Exception as e:\n",
    "            print('\\nGoogle Search Trend retrieval failed.')\n",
    "            print(e)\n",
    "            return\n",
    "        \n",
    "        return trends\n",
    "        \n",
    "    def changepoint_date_analysis(self, term=None):\n",
    "        self.reset_plot()\n",
    "        \n",
    "        if term is None:\n",
    "            term = '%s stock' % self.symbol\n",
    "\n",
    "        model = self.create_model()\n",
    "        \n",
    "        # Use past three years of data\n",
    "        train = self.stock[self.stock['Date'] > (self.max_date - pd.DateOffset(years = 3)).date()]\n",
    "        model.fit(train)\n",
    "        \n",
    "        # Predictions of the training data (no future periods)\n",
    "        future = model.make_future_dataframe(periods=0, freq='D')\n",
    "        future = model.predict(future)\n",
    "    \n",
    "        train = pd.merge(train, future[['ds', 'yhat']], on = 'ds', how = 'inner')\n",
    "        \n",
    "        changepoints = model.changepoints\n",
    "        train = train.reset_index(drop=True)\n",
    "        \n",
    "        # Create dataframe of only changepoints\n",
    "        change_indices = []\n",
    "        for changepoint in (changepoints):\n",
    "            change_indices.append(train[train['ds'] == changepoint.date()].index[0])\n",
    "        \n",
    "        c_data = train.ix[change_indices, :]\n",
    "        deltas = model.params['delta'][0]\n",
    "        \n",
    "        c_data['delta'] = deltas\n",
    "        c_data['abs_delta'] = abs(c_data['delta'])\n",
    "        \n",
    "        # Sort the values by maximum change\n",
    "        c_data = c_data.sort_values(by='abs_delta', ascending=False)\n",
    "        \n",
    "        print('\\nChangepoints sorted by slope rate of change (2nd derivative):\\n')\n",
    "        print(c_data.ix[:, ['Date', 'Adj. Close', 'delta']][:5])\n",
    "    \n",
    "    \n",
    "        # Limit to 10 largest changepoints\n",
    "        c_data = c_data[:10]\n",
    "        \n",
    "        # Line plot showing actual values, estimated values, and changepoints\n",
    "        self.reset_plot()\n",
    "        \n",
    "        # Set up line plot \n",
    "        plt.plot(train['ds'], train['y'], 'ko', ms = 4, label = 'Stock Price')\n",
    "        plt.plot(future['ds'], future['yhat'], color = 'navy', linewidth = 2.0, label = 'Estimated')\n",
    "        \n",
    "        # Changepoints as vertical lines\n",
    "        plt.vlines(c_data['ds'].dt.to_pydatetime(), ymin = min(train['y']), ymax = max(train['y']), \n",
    "                   linestyles='dashed', color = 'r', \n",
    "                   linewidth= 1.2, label='Changepoints')\n",
    "        plt.legend(prop={'size':10});\n",
    "        plt.xlabel('Date'); plt.ylabel('Price ($)'); plt.title('Stock Price with Changepoints')\n",
    "        plt.show()\n",
    "        \n",
    "        date_range = ['%s %s' % (str(min(train['Date']).date()), str(max(train['Date']).date()))]\n",
    "        \n",
    "        # Get the Google Trends for specified terms and join to training dataframe\n",
    "        trends = self.retrieve_google_trends(term, date_range)\n",
    "        \n",
    "        # Upsample the data for joining with training data\n",
    "        trends = trends.resample('D')\n",
    "        \n",
    "        trends = trends.reset_index(level=0)\n",
    "        trends = trends.rename(columns={'date': 'ds', term: 'freq'})\n",
    "        \n",
    "        # Interpolate the frequency\n",
    "        trends['freq'] = trends['freq'].interpolate()\n",
    "        \n",
    "        # Merge with the training data\n",
    "        train = pd.merge(train, trends, on = 'ds', how = 'inner')\n",
    "        \n",
    "        # Normalize values\n",
    "        train['y_norm'] = train['y'] / max(train['y'])\n",
    "        train['freq_norm'] = train['freq'] / max(train['freq'])\n",
    "        self.reset_plot()\n",
    "        \n",
    "        # Plot the normalized stock price and normalize search frequency\n",
    "        plt.plot(train['ds'], train['y_norm'], 'k-', label = 'Stock Price')\n",
    "        plt.plot(train['ds'], train['freq_norm'], color='forestgreen', label = 'Search Frequency')\n",
    "        \n",
    "        # Plot the changepoints as dashed vertical lines\n",
    "        plt.vlines(c_data['ds'].dt.to_pydatetime(), ymin=0, ymax=1,\n",
    "                   linewidth = 1.2, label='Changepoints', linestyles='dashed', color = 'r')\n",
    "        \n",
    "        # Plot formatting\n",
    "        plt.legend(prop={'size': 10})\n",
    "        plt.xlabel('Date'); plt.ylabel('Normalized Values'); plt.title('Stock Price and Search Frequency for %s' % term)\n",
    "        plt.show()\n",
    "        \n",
    "    # Predict the future price for a given range of days\n",
    "    def predict_future(self, days=30):\n",
    "        \n",
    "        # Use past three years for training\n",
    "        train = self.stock[self.stock['Date'] > (max(self.stock['Date']) - pd.DateOffset(years=3)).date()]\n",
    "        \n",
    "        model = self.create_model()\n",
    "        \n",
    "        model.fit(train)\n",
    "        \n",
    "        # Future dataframe with specified number of days to predict\n",
    "        future = model.make_future_dataframe(periods=days, freq='D')\n",
    "        future = model.predict(future)\n",
    "        \n",
    "        # Only concerned with future dates\n",
    "        future = future[future['ds'] >= max(self.stock['Date']).date()]\n",
    "        \n",
    "        # Remove the weekends\n",
    "        future = self.remove_weekends(future)\n",
    "        \n",
    "        # Calculate whether increase or not\n",
    "        future['diff'] = future['yhat'].diff()\n",
    "    \n",
    "        future = future.dropna()\n",
    "        \n",
    "        # Find the prediction direction and create separate dataframes\n",
    "        future['direction'] = (future['diff'] > 0) * 1\n",
    "        \n",
    "        # Rename the columns for presentation\n",
    "        future = future.rename(columns={'ds': 'Date', 'yhat': 'estimate', 'diff': 'change', \n",
    "                                        'yhat_upper': 'upper', 'yhat_lower': 'lower'})\n",
    "        \n",
    "        future_increase = future[future['direction'] == 1]\n",
    "        future_decrease = future[future['direction'] == 0]\n",
    "        \n",
    "        # Print out the dates\n",
    "        print('\\nPredicted Increase: \\n')\n",
    "        print(future_increase[['Date', 'estimate', 'change', 'upper', 'lower']])\n",
    "        \n",
    "        print('\\nPredicted Decrease: \\n')\n",
    "        print(future_decrease[['Date', 'estimate', 'change', 'upper', 'lower']])\n",
    "        \n",
    "        self.reset_plot()\n",
    "        \n",
    "        # Set up plot\n",
    "        plt.style.use('fivethirtyeight')\n",
    "        matplotlib.rcParams['axes.labelsize'] = 10\n",
    "        matplotlib.rcParams['xtick.labelsize'] = 8\n",
    "        matplotlib.rcParams['ytick.labelsize'] = 8\n",
    "        matplotlib.rcParams['axes.titlesize'] = 12\n",
    "        \n",
    "        # Plot the predictions and indicate if increase or decrease\n",
    "        fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n",
    "\n",
    "        # Plot the estimates\n",
    "        ax.plot(future_increase['Date'], future_increase['estimate'], 'g^', ms = 12, label = 'Pred. Increase')\n",
    "        ax.plot(future_decrease['Date'], future_decrease['estimate'], 'rv', ms = 12, label = 'Pred. Decrease')\n",
    "\n",
    "        # Plot errorbars\n",
    "        ax.errorbar(future['Date'].dt.to_pydatetime(), future['estimate'], \n",
    "                    yerr = future['upper'] - future['lower'], \n",
    "                    capthick=1.4, color = 'k',linewidth = 2,\n",
    "                   ecolor='darkblue', capsize = 4, elinewidth = 1, label = 'Pred with Range')\n",
    "\n",
    "        # Plot formatting\n",
    "        plt.legend(loc = 2, prop={'size': 10});\n",
    "        plt.xticks(rotation = '45')\n",
    "        plt.ylabel('Predicted Stock Price (US $)');\n",
    "        plt.xlabel('Date'); plt.title('Predictions for %s' % self.symbol);\n",
    "        plt.show()\n",
    "        \n",
    "    def changepoint_prior_validation(self, changepoint_priors = [0.001, 0.05, 0.1, 0.2]):\n",
    "                               \n",
    "        # Select three years of training data starting 4 years ago and going until 3 years ago\n",
    "        train = self.stock[(self.stock['Date'] < (max(self.stock['Date']) - pd.DateOffset(years=1)).date()) & \n",
    "                           (self.stock['Date'] > (max(self.stock['Date']) - pd.DateOffset(years=4)).date())]\n",
    "        \n",
    "        # Testing data used for answers\n",
    "        test = self.stock[(self.stock['Date'] >= (max(self.stock['Date']) - pd.DateOffset(years=1)).date())]\n",
    "        eval_days = (max(test['Date']).date() - min(test['Date']).date()).days\n",
    "        \n",
    "        results = pd.DataFrame(0, index = list(range(len(changepoint_priors))), \n",
    "                               columns = ['cps', 'train_err', 'train_range', 'test_err', 'test_range'])\n",
    "        \n",
    "        # Iterate through all the changepoints and make models\n",
    "        for i, prior in enumerate(changepoint_priors):\n",
    "            results.ix[i, 'cps'] = prior\n",
    "            \n",
    "            # Select the changepoint\n",
    "            self.changepoint_prior_scale = prior\n",
    "            \n",
    "            # Create and train a model with the specified cps\n",
    "            model = self.create_model()\n",
    "            model.fit(train)\n",
    "            future = model.make_future_dataframe(periods=eval_days, freq='D')\n",
    "                \n",
    "            future = model.predict(future)\n",
    "            \n",
    "            # Training results and metrics\n",
    "            train_results = pd.merge(train, future[['ds', 'yhat', 'yhat_upper', 'yhat_lower']], on = 'ds', how = 'inner')\n",
    "            avg_train_error = np.mean(abs(train_results['y'] - train_results['yhat']))\n",
    "            avg_train_uncertainty = np.mean(abs(train_results['yhat_upper'] - train_results['yhat_lower']))\n",
    "            \n",
    "            results.ix[i, 'train_err'] = avg_train_error\n",
    "            results.ix[i, 'train_range'] = avg_train_uncertainty\n",
    "            \n",
    "            # Testing results and metrics\n",
    "            test_results = pd.merge(test, future[['ds', 'yhat', 'yhat_upper', 'yhat_lower']], on = 'ds', how = 'inner')\n",
    "            avg_test_error = np.mean(abs(test_results['y'] - test_results['yhat']))\n",
    "            avg_test_uncertainty = np.mean(abs(test_results['yhat_upper'] - test_results['yhat_lower']))\n",
    "            \n",
    "            results.ix[i, 'test_err'] = avg_test_error\n",
    "            results.ix[i, 'test_range'] = avg_test_uncertainty\n",
    "            \n",
    "        print(results)\n",
    "        \n",
    "        # Plot of training and testing average errors\n",
    "        self.reset_plot()\n",
    "        \n",
    "        plt.plot(results['cps'], results['train_err'], 'bo', ms = 8, label = 'Train Error')\n",
    "        plt.plot(results['cps'], results['test_err'], 'r*', ms = 8, label = 'Test Error')\n",
    "        plt.xlabel('Changepoint Prior Scale'); plt.ylabel('Avg. Absolute Error ($)');\n",
    "        plt.title('Training and Testing Curves as Function of CPS')\n",
    "        plt.grid(color='k', alpha=0.3)\n",
    "        plt.xticks(results['cps'], results['cps'])\n",
    "        plt.legend(prop={'size':10})\n",
    "        plt.show();\n",
    "        \n",
    "        # Plot of training and testing average uncertainty\n",
    "        self.reset_plot()\n",
    "\n",
    "        plt.plot(results['cps'], results['train_range'], 'bo', ms = 8, label = 'Train Range')\n",
    "        plt.plot(results['cps'], results['test_range'], 'r*', ms = 8, label = 'Test Range')\n",
    "        plt.xlabel('Changepoint Prior Scale'); plt.ylabel('Avg. Uncertainty ($)');\n",
    "        plt.title('Uncertainty in Estimate as Function of CPS')\n",
    "        plt.grid(color='k', alpha=0.3)\n",
    "        plt.xticks(results['cps'], results['cps'])\n",
    "        plt.legend(prop={'size':10})\n",
    "        plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TSLA Stocker Initialized. Data covers 2010-06-29 to 2018-01-12.\n"
     ]
    }
   ],
   "source": [
    "tesla = Stocker(ticker = 'tsla')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tesla.changepoint_prior_scale=0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You played the stock market in TSLA from 2016-01-04 to 2017-01-04 with 100 shares.\n",
      "\n",
      "Predicted price on 2016-12-30 = $300.91.\n",
      "Actual price on    2016-12-30 = $213.69.\n",
      "\n",
      "When the model predicted an increase, the price increased 58.00% of the time.\n",
      "When the model predicted a decrease, the price decreased  61.39% of the time.\n",
      "\n",
      "The total profit using the Prophet model = $11087.00.\n",
      "The Buy and Hold (smart) strategy profit = $-972.00.\n",
      "\n",
      "Thanks for playing the stock market!\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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lS5cSFhbG6dOneeSRRwAYN24cFStWZP/+/Tg4ONCrV68CTZOrlMqTqN+atN/c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\nAADH+z8GONlADMXc+AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20dbe68fd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VrlxZxcXF5XtTLklSGUxO74AkSZIkSboD07Bhw5RSSnXu3NlpfWjRooXKyspS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\nJYRCHT9WLsW9u1Hs/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      "text/plain": [
       "<matplotlib.figure.Figure at 0x20dbe5e54e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tesla.evaluate_prediction(start_date='2016-01-04', end_date='2017-01-04', nshares=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You played the stock market in TSLA from 2017-01-12 to 2018-01-11 with 1000 shares.\n",
      "\n",
      "Predicted price on 2018-01-11 = $225.80.\n",
      "Actual price on    2018-01-11 = $337.95.\n",
      "\n",
      "When the model predicted an increase, the price increased 50.74% of the time.\n",
      "When the model predicted a decrease, the price decreased  42.11% of the time.\n",
      "\n",
      "The total profit using the Prophet model = $-25680.00.\n",
      "The Buy and Hold (smart) strategy profit = $108360.00.\n",
      "\n",
      "Thanks for playing the stock market!\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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MiYmJZklDpUqVcj3O7du3s5WVK1cu2zZbW+M/XXffxHbr1i30ej1Tp061eAwgWyL5INjY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0yyUlkl0X+C3xkB8K+rjXTq0HhWGaCkVOKV993RaOCheyooKdOwYZuhttLFgSN6nnxFjd3Gj7SS\nW2gldl8gBoNCoJ+TtMy6UNHHWyaq08UF2s3RRQe/NZ2ybrjhhgYL1Gt2Eje+W1a4nDZvPkBGRsMp\nCIdzDw6njF9AO0aNHkN0dDRzn0/D4XBSWX2Sx17YQf/e7mTnGog74k7jncnO7otFQeh0gSgUocig\n12nRarVs3LhRnSp25IH9JOu26khKGQhEnvEYpwe+x7fmYjKW8sr7h5AVDSDjE3QdN9/sJP7QOnIL\nq8nKLql9bc2ZM4eHH364ybvTgZp9joxUf8f27dtf8PfpdDpGjhpF3L4dtGxlITVzAeo6wnTatelF\nZVUi7u4lTJnQg/xCCYw9wVlAWuY6TqbFUX8a/b9fB5CwrRcFRVl89UMiSBoUJHbtzEar1Tb6XkxI\nSECWZSwWCyajjvEjuvLU692wWiWyc0GjiWDSmD34+hhJSD7A0AEt2bgjG0Wx4etRTs+uRh5+vh1Z\nOWdOw2u1TgyGPchOLeFtPOna7To8PL3BngH61uDI4YPPDoOuBRjbMWDgiNrnsDkYMmQIK1eurC1/\n9kcvsNzc3Bg7dgInTyZTWZlH3Waq91ADi7p1PGpXJ3BxOYTFeubfS6sFk0FHdPcAvLzc8fUpYtPP\nqUyYsY+i4gz0+pY8+/dejBqs8N4naUwY1Zqvf0ykoMjOg3d3Rqdz4nCoQYfTGc6Bgzv4+OOP2bFj\nByNHjqRHj7MHf2eTnJzMokXJNJbRdtFv44lZMkEBbri5erF2SwEYI+jYqTO9evW6oLJ1gYGBFBaW\nos58fAoEEN46mqTU7qgzC0uAZDzc9fznjaG0bOHKhwty8HUvJTntAInJXqRlegMeqNnzBfTsouPh\n+7twx0P1G+usQW2zXZcQMBpkvv6ohJie1QT6y+hPxRj5BRamTc7hmx+7YrVdekZr4WIzCxebMRkN\n2GweQAml5TY2bVpHcXHxH1pWuHjxYhITE+nZsyfFxcVIkkR0dDSVlZW888479OjRgyFDhrB9+3Y+\n/ngL69effgG0HvXCzAd46A//bi89UcY903J55f1jaotxjRtdunQ56/GPPvooTqeTFStWsHp5Gms2\nZ+LjZSC8tQedOnize38eLQPNtGrZfCsHXC2uZoVtvxbw8+9GZjxU9xr53xITj82sqH291qcoMOku\nHzbtUBMVb3987udx2RojNQkMm01qEPgCTBhpbdYNOC7URQe/69evb9Y1C//qNm7cyAsv/II6zVfj\nMHCM8HbdCIuIZtiwYRiNRl586RWKiopYuGAB+bnHSS9UMBi2oGZIilDLEZUDAdSvuuDtJdOlQxlb\ndrlSv6mDwzEecAIavL0K2bRxo9qJSusNznxc9O4kpYxA3Sl8boP72Wgf7uTbJTnI2laga4UkyUy+\naSrZ2dm4mWygcaVN20h2797NrFmzGDly5CU+e83D4MGDqaiooHXbo+yP+wmrTW1AkpyairubnuCW\nweQX6UHnz8RJN5KcnMy6TQdQs10uqO1fVe0HBLJvtcSTs02s25LJf785RmLyUWRZxmR0we5QP8Rk\nWcbX15eCgoJT1VC1WK3d+PvcvtQvSXUssRUdwn24ebyFlHQNH31h5saxGUS0zWXkoJ4sX+fWaOAL\n4HT+l6qqXLRaDdl5TuYMG0ubNm3Izc0lOjqaj+d9gK28HHShjB0/ucE64uaifvmzS/HII4/Qvn17\nvvjiC7LTD3EyvRw1q99wAbuigFOG3l1C2bmnrhGNJEm4ubnRtaM/oa3b4eFuYtf+PNas2k9uvoUZ\nN3vQoV0/enfzx8vDhadf2wO6QOI/PqBeaGhMfPHdUQL9fMjMCaj57aisymTr5pWkJe8i/thRPvnv\np+gbO2Oew6JFv5OZeXrgmwX8QNtQhZaBnfny+0K1Q51LJJNvupnRo0df8OPv27cPo9F4aoZCBnJI\nSv0Vdf07gILRqGXaje3Yd6iQ7DwL/WJiSDy2nfCwQm4al8e/Pz1MRraMyeBEVhx4evrx5aKE035S\nFfBf5twTw43Xd6PKItGvVzU+3uqSodKyanJSqwj0N/HO/INodG48cMcv3Hdbf4ZP9SM7V0tISwcm\nExQVQ2XVeizWQtSL2UrOnoWuY7GagQdRl2+cIP7Ycb744gvuueees26CUxSFTZs24eXlRYcOHUhJ\nScHb25u1a1aA7QipyYdBqQC5ko0b1tAhsguJR1aTeDyO5cuXU16SzrZt7U571GokKRZJghb+VoKD\n8omNu7BZwgmjrGRkadh/2IXRQ6w8/kAFa7cU4NQEoTOF0rt373MmCGoqSfXv35/VK39he+wetRaw\nnMmQfgFs3FEESjVvPx+Nh/vFV5X5q3FzVZg+xUJ+oYbHTpVdOxyvx61dEN99XExmjpbOHez0713N\nb2uMHD+hqw18L5Wnh8w/H766VSaulIsOfq/2dLPVauWWW27h6NGjmM1mWrRowfz582nTpg15eXnM\nmDGDpKQkDAYD8+fP57rrrgM4531/VpWVlSz+YRFpKfWnjzKAH5EkiW7devLKq6/WXpz4+fnh5+fH\n83PnEhsby8IFC9Boat4Eu4BdSBIoigl1B7OFEYNKmf/mdfyyMoUtu46hTg3WZFpdgWkAZGbvoKzo\nMB6mEoqrurB/XxtOpJz96r4+L4/VTByt5615FpJSq9C6xvD83Jfw9vbGYDBQVVVFcHAwZrO5WXYy\nu1R6vZ7IyEj+85//sHPnDlJSUgGQFSgtt3M0IZf2Hfvh5+lD3759GTNmDCEhIdx4440oynLUKcm6\nk1fPUQEM6qeweceiBj9Hlh14uLsT2bEzx48fx9vbm4KC/FMbk6aj0KbR8S1daWbpyrqLoW2x4XSM\nCOXxlyQSkxv7yJCBeajT0Gr9VrtDxtvbu0HQ8+RT/+S7776jRYsWTJw48eKfuD+RFi1acM8991BV\nVcX2jdVk5cVhszU+VajT6dHofdHrUrE7ZPR6PT16dOcf/3iS1atWgKTF3c0Na7WB1Lxg0PqRkbOP\nyAgJo0HL4t+SQd9GLVGo8cDLtz0lJcWUVeXQrl12veBXA9xCRtaHZGSdZP+hLKL7xjBz5swL/r2K\ni4tZsyaBhvWc30YN9mDYdR05cKz81IxFCT7+HRg2bFhjD3VWvXv3JjQ0lISEhNolOqq6dexarYaS\nMhnZ0JPyjEoiIjzB2A1wcuJkHG/8M5rD8cUowAefHyclvRw/77qAXQLatG1L5w6+DBtgYugA9aIk\nLaOCFeuz6dTem69/PEGlzRXkcrW5hkskldY4oIBjm2Wyc7V0aOeorbf67RID0x88jqwcR6+TGDIg\nhISk9qRmnC9g06FWBhlItf07Vq74jYz0NO648y5+//13AgICWLZsGYqi8Mgjj2A2m/num/8CDjXx\nIFeCZAZHDshlUH0YP28t3l4GEtOScdpDwJEOSiWV5RqSEzOx2Rp+Vms1m/m/iS0JCnRFQqG4bCeR\nId4c+60te2i4MVenU3j1qXLm3K1OnwcF1mQJ1TWrAMeTSkDThocffviCZ8ZatGihdt/TtwJ9W6hO\nZOP2HHAJB9nCqo0ZjB8Rik6nQa//C6QeL9GoITZ4se7/1dXSGTWyL6e2oQ42LSkgJFg+/8F/Ahcc\n/FZVVfHEE0+wdOlS7HY7I0aM4IMPPmjQ6vBKuf/++7n++uuRJImPPvqI+++/n9WrV/PUU08RExPD\nypUriY2N5eabbyYpKQmdTnfO+/5sEhISWLJkCUajEWtlDpnZXevdexwANzdX5syZ02hW3sXFhQED\n1Onyj0pyOHwslyqrHUlST56VVRYURS0ltm4zjL3t91NtJ0uBhcAM6gJglSxHU1H+I3fd3IFJd7XD\nYm3syjINWIG6UasvkAp8S2m5jR9/D6FLl96gs9KzV98G5aPMZnNtCam/Mi8vLyIi2tcGvzUsFisx\n/fpx7733YjKpJ+yJEyfy8MMP8/777wN7qR/8AmzeEQi8gDrFvhjIZ1BMEAaTP6s37KG6uprCwsJT\nR0fCWQLfszmWeLbsoAVYS03gC2pmytvbu8F6Z4Dg4GAef/zxi/q5f3YjR47k6JE4JkxozYoVK7HZ\nrGi1Gqqr1UBYURQ8PDzwDwhGoz1EgI8nDoeD6dNncNNNNzFw4EB8fX3Jy8tj8+bNdI4aSHZ2Nru2\nnGTt1jLWbskHnOjdu/LkU0+TkpJC9+7dOXLkCGvXrsXsXUh2TjIJJ2rev3rUygYbsFhsPProo2ze\nvJnHH3+cnj1PL1d3pi1bthB/rP5rIZeawBfgwJFiukT1oW/MINq2bUuHDh0uOrNcs8F04cKFvPTS\nSw02bwKnpvNj8PANZtDgEXTq1Indu3dzy63DiY2NJeloAis25AEK1TYbSC44ZB3ovHB3t9CiRQum\nTp3K9OnT+dc7r7Fi/R7Wb8tk0pg2bNmVQ1aBF5t3p4I2GL1bGCjqBUmv3n3YsrGQhYsTuf3mdnSM\n8ObTb+IxGLRMvzmCUYNDGNw/iN3789FqJTZs/Qk3Nz1PzenGmx9pT21sPIk6c2OgsaVhsrM/+/Yt\nIjUlif/M/+S04F8tLzdu3Dha+paCswBMfcF2DACd1sFzT/RGksDHy4jTKbNwcSJ690qmPtyT9z89\nRHb+fmLjWp32Uz/B3a0QWQmj3OIGuiC0rt54cpAtfMnb9Cf9//pw351WIts5qLJItbVsTSaZYwnF\n7DtUwLDrgnE4ZNZvyyIxuRydu/dFbYyXJIm77r6bTZs20apVKzZvUkByUfcLOItZu/kwa7dk4+2p\nY/adnUlJL6d3N39Mpj/fOf1y6NzBwfCBNtZt+eNZXb1e4f2XSvH3lXE1KwQFOJk+x5uMHD1ajUxR\nsXqR4efjZM/K/NpZkb+CC37VzJ07l6+++orbbrsNo9HId999xwMPPMDixYuv5PgwGo2MHTu29v8x\nMTGnAgD44YcfOHlSnSrs06cPgYGBbN26lSFDhpzzvtPZbLYGHzJlZWVnHNNUFEXhm2++ITd9O+jD\nSEyowums+7NJUgJarYbrrx973vV7/fv3Jz5+ImhcKCgoxqhJB2xk5UkcOJSGU1ZQgITkMk6crP8c\nrALupf4SCNCyaVt33F0DGgl8ncy6cx0ff7X91P+zUQMkB6Conak03oS07Ym3t3eDv++15tFHH2Xn\nzh2Ul9dtVpAkCUmSagPfGrNnz+azTz+lovIYsBVobCYjAJgNJJOTZyY4aDtOZ03VCA1q0HzTad9z\nEigDLmaXdTHwH6CaiLbuJNbN2BMQEMCCBQuaxdrsphYZGcmrr72NXq8nLi6O77//ns6dO/Pxxx+T\nlpaG0Wjkq6++IjQ0lPj4eIqKimpbyIL6XIK6WbJbt25ERkaSlpbGrp2bUTOhLqBYGDR4CCEhIYSE\nqDv3Y2JiiImJoaysjMqKh8jKzqOisiYDPBjoAizDYjlJatIO/v3++wwcNIhhw4ad9e+mKAo/L9lJ\nTm79Tc37a/9lNLgQ2rYbaAOYOnUqbm5/fI1mWFgYL7zwAm3btuVvf/sb1dXVKIqCi4sWjUbPlCm3\nMnDgQDp16oRGo8FkMhEZGYksyyQl7AQMIBejxYrJVIXZbOZofAYWiwWLxcLdd99NWFgYffsNZtfW\nXGx48v2vx9QMqiGMkNBQPDw8uOuuuzAajbUVQPbv20dRcRkffJGCn9cJCkqMIDmJT4wlJcPCzn0F\nWCx1Gf6S0mrmfbEfRamf9a/poNYKtWlGXbZOVkIpKtZRVHxml7Wav8HePTvwG+TH5HFtWLZ2D21D\nzMhyd75c5EtsnETPrnbahDgpLZO4YXQU//7Si08/d+GGkZ4kJJ2gvCKm9vE0msO4uOTRqUMgHv4D\niWjfnoEDB1JRUcHSBdkYcfAcm6l6tjUb4vIpK9cy7LqWnEwrJzG5jJYtzMz78hiypiU5+Sew22VO\nZnmA1oeI9hd/4VPzulUUBYvFwoE4F/7+yCO89ebrYOgCGleKy47wyr8PgmRix95cnpjV7ZpciilJ\nsPTLIt78yI1X3j9/E41AfydDB9hYs8nA1BusPPNQOR7uyhk1gg9vzCc+I4IOwYl8vdhESoaWaTda\n/lKBL4CknH5ZfRbh4eG8+uqr3HLLLQDs3r2bAQMGYLVar2qbxhkzZuDr68uzzz5LSEgIVVV1dbOm\nTqVhXcAAACAASURBVJ3K+PHjGTdu3Fnva2wH9wsvvMCLL754xtdjY2Mv6AO8oKDgimXAc3Nzid21\nFZw5FJX68vqb9d/kpcD7+Pp6M2/ex3Trdv7gRVEUKisryc/P58ihWJBLKSzR8dnnn1NQUHiO7wxG\np+uFw3H+7FCPbul8+1kkv67Yx4tvLMVms51qbqHy9HDjgQce4NZpt+Picm2u4ar/mjlx4gQ///wz\nX3zxBaAui/jss89qu9bV9+OPP/LWW2/WBstm0xiqLDFnHFcjJFjGIc8jO7sQmAp0Ou2INcA21MB4\nBufLCPv5VCNJ5eQXfgcUoNfruPfOG1AwsWf/Mbp27catt95aG4T9EVfy/dRcpKenc+TIETp37lz7\nXDX2tfrqPy9FRUXIsoyXlxdFRUX4+fmdtTve2jVr+N83O9m5+/TpZwvwPt2jQsnMKqSi0oKfnx9z\n586tnSlqcLTFwr33LmPfvpr3sg11E58Vk9HIffffz+DBgwkICLisf7/k5GTWrVvHokWLKCsrIyAg\ngPnz5zd4jmqeG6fTyaFDh5AkiYKCAqyWKj78aB55eXlYLGozCq1Wy9NPP81tt92G1Wply+bN2Kqr\nQbGjdzHTq1evs46/tLSUkydPkpmZjmLPBY07SCZw5nPgUAo//Pgr1ecqTI66ZMNs0mO1ObDbFdQy\naVPqHbEKdQ1wYyQ0mgG4urZkzn2BGI3FSJoQnnvlj2X/XFyW0SIglWm3TqVv/7oNqNXV1az9fTlR\n21eBpCO+fyRWRa3u4eGqUFbpVH9vuRI0HqDxBIfaDQ6dWp2jT3Q0gZfQ4ktRFJxOJzqdjry8PLKy\nslAUhcyMNFAsILmCM5fo7p4E+J2/McTpCsp88PO4svVxr5bvl9h54fXGX3d/u0uP2QRTbtTj7XVh\nFwmX8twsW5OGzhRWWxzhSquoqKBPnz6UlpZeVLWxC878pqenNyiPEx0djU6nIysr65JOdBfjtdde\nIzExkfnz52OxWM642qsfx5/rvtM9/fTTPProo7X/LysrIyQkhPbt21/QkxkfH39Fdq0risKyZctI\nPLqSYH8r//qgP/WzBJCATqelX0w/pkyZclGtYR0OB7t27qSgoJJZsx+irLyCNauXk3ii4RR8XdWA\nTMzGPKJ7erJ2c3jjD0opsIbpkzw4eiANo1TJQ7NvZ8++ZJy2ZLKyCnH18KN9mB+VVVaioqLO8jh/\nffVfM5GRkVRVVfG///0PrVaLyWSqzWSd7oknnqCyspJ58z7Eaq0kst0+9h3SoC5LOfOEnZ6pYcG/\nJ7JjbwHzFzYMfA0u5Tice0+ViZKBr/Bw82HsSH8W/WxAXRlZjFphwoJet4FF8wfw2gdx7DlQSsug\nYNqFanDaS8HFj3fffY9BgwZd1ufmryoyMvKMDZyNfa2+P/q8rF+/npYByUiEoTT4yDcBHTly7AAO\nh4JGoyEvL4dF3y1kzJgxDToHVlVVsXXrAfbvd1K3QXI/YMVsNjN82DBmzZpFhw71az5fHpGRkYwd\nO5bZs2ezd+/eBmUFa9R/bmo6BdrtdlauXEl6ejryqb7oNeeFwMDABsdLkkR6ejohISHnXRrXt29f\n4uPjWfDVV+h0dsaNH83y5csJj+iMr+82srOzz/q9Li56evdsj49bGTv35VNRacfN9QQFRSnUXXiO\nRn0vb0WtWJEJOE7tz+iJLI+gvBxe+xc0XHt9sWT8fdLo38uTopKq2iU2NdavX8/igEDQuMLh9aAP\nB10g2A6qa3K1XuAswc1TT0xMN9au3AaSC1NvHcfQoUMva6vy+q/7bdu2kZSUhEajYcv6tXRtrSWy\n+8XHIPEZEUS2SrxsY2xKzz0IGocbB4/pmTDSyi+rjFRWSTzzUAWD+p37Yqwxl/LcvHd0K0Yf6ap9\nhv/RmfoLDn6dTucZWTqdTofDcXXqvb3zzjssWbJEXcdmNmM2qxty8vPz8fdXd6WmpqYSGhpa+wZu\n7L7GGAyG2h2nzYGiKOzZs4fffv2VlJRMdm1vj8XaElv16X+ufciyTOKJE6SkpFzUNLNOp+Opp59G\nlmXMZjOvv/46ERERPPLII7XH6PV6Xn75Zd59913KykrRu2iYOd3J2s2NPaIT+C9QycKf/Iju0wtk\n6NA1gr/NHMWaVT8T0S4f9G1oGRxMnz59GnuQa1bNjujc3FwCAwPP2lnMYDBw77338u6772K3w75D\necDvp+4NBO7j9Lf1HQ+HcnqzAL1eYfGneTz8nJ7MbBvVdvXisKyiiEU/n37Fn4YEaDQaXn5vP0cT\nivHx9mDQ4Ouh+gjoWzF37twLKmMlXH29evXiwL6tXBcdS3J6FzKz60+RTsJujwJWIjvzMJi1+HlL\nxMXF1Qa/K1asYOnPi4mN9UZRapIBCrALnU7HSy+9xH333XfFa7yfXmv7fPR6PevXr68NfEH9bA0N\nDW2w1Kpmav5i1qdGRkby+htv1P4/JkadfRkyZAh33HEHpaWllJeXN/jZ6s8Io/+AMZQV7GKEdzcK\n8jPwMJewfF08NlubekfW7zpXRLs2CkmpPtBIF70/SpLW0KNnVzz8A4nq1uuMZjP33HMPa9aEsnfv\nXgoyA0DrzdT/u5U1q31pGRzM3/72N7Zv307Xrl1xdXUlKyuLgICAyx74nm7AgAEMGDCAXbt2sWWD\niSW/Hyc02I2O7a/drrMaDTz3aN3SuRlTLU04mj+HCw5+FUXhzjvvbBAkWq1WZs6c2aDRxZIlSy7v\nCIF//etffPfdd6xdu7ZB+ZcpU6Ywb948XnjhBWJjY8nJyamt6HCu+5q7jRs3suh/n4IjhY3ru5Ke\n1VhQ8S1abS7e3j4UFxezd+/ei15jWb/Lk4eHBy1btsTb2xuHw4HdbufJJ5/kySefZMqUKbz++utU\nFB9i9aZ9uLvmUl7Zj7qXj4I6VVeJXqehVXAr0LcmKCiImH4D6NevHyUlJWRmZPDIo4+KRiiNqNnk\nc7bMVn179+4946QKoNXmcfet27BYQjmeFEhsXOPtMTtG2Pl1QSE79qTTt3c4R+ILOBKfiSyffXZE\nAWzVMpt2qFmtsnKZViGhuLi0IyoqSgS+zVh0dDTx8aNBWcqQARswGQfzzOv1OwuGAXegMI//uyEE\nSWvhwIEDtX/TNatXg3Uvx4/X34R6HCjGbPbgxhtvbLbv6YkTJ/LRRx/VJmnMZjOPPvroFVuPPmTI\nEDZs2MDevXux2WzMmTOntmW2TqfjvffeIzg4mK8Xwoi+fVm7Zg1l+ZsxGY5jsw2n4b6KGj4X3FxC\nq9mBU9ahdomMBiIaOSoerXYx3Tr506nLDMaMGUP37t3POMrdbGayjw8Du3fn304nrcPDGT58OMOH\nD689pn6TmocffvjCBnmZhISEqNlnrS/vf3qYea8PaPZdxYTm44KD3/pdq2rcfvvtl3UwjcnIyOCx\nxx4jLCys9o1mMBjYtWsXb775JtOnTyciIgIXFxe+/vrr2imrc93XXO3btw+TycSqlSuh+jg9u4bx\n3wVnBhWhwfsJb13OgXj1hHOuTOHF6N27N61atSI3N5c2bdrUro8OCwtjzpw5zPvwTXDk4OV9DKQt\nlFdUA56oU+blBPiZie7uR8uQKJ555hlat25NfHy82uL23nsveXx/dRea2erduzchISGkpKTUfk2n\nkwgOdGXEdRrGj9SSmVNOr9FGyisangw6hNs5sC6f/Yfz2LqnCg/fXky5pTVp775LaWlpg2O1WjXD\n5bSXE5+Q2eA+W3U1DoeD55577o//wsJVIUkSt912GxkZGaQl5nHzmHSCAt3Izq2/V8MV+AdLV2bQ\nr1caGE4wf95b1NT1VmQXqiz1A9xDAM1+zf6QIUNYsGABDz/8MA6Hg5CQkCu+wbb++7h///4sXLiQ\n9PR0pk+fXrvh+u133gHAZDKxcoWeMdfnEn9sH0fje1F9xgzfhdgCJOGUU+p97QTqbFAV6rri0UAW\nkvQbQQFG2rcPo0ePHmfvsmi1wtCh+AOvVFSAa/PqutayZUuuHzuJFb//DtWHiDtcSO/uF9fBVLh2\nXfC77Msvv7yS4zirVq1anXW9bmBgIKtXr77o+5qjzMxMPpn/b1AUykpLkK0lLP719LaeADL3TKsi\nMyeITj36MXjw4PNmCi/UubKPUVFR3HHXbOLj41m7+dV6f5O6gKld+yhahnjTuWsvWrduvMWucOnC\nwsJYt24dCxcuJCUlBY1GQ/rJ/fh5K6zbYScp9RCTx7Zl5ozjrNnUm7gjagZYr1d45/licvIqOH6i\nBHSB3HLrbQwdOpTw8HBmzJhR2xVOkiR0Oh1hYRE47NVnBL+g7gMQ/hx0Oh3Dhg3jq+S9/Lj8MI/N\nzCd2vx/f/9qR+qeB/MJW/LYmmBvH78PPKxUPN0hJdyUj+/Qa3mmAOvv3R2adrqZp06YRExNzQbMq\nl1tN1YqzGT9+PGPHjiU7O5uXX3qegX1+wctjBC+/53mW76hGLSv4C+p6YDPqhUjD7oASgKSgKDmn\nvqLWdXc1aXngzs5k51Xh6tWydn30n9WkSZPw9vbm26/n89UPR2gRYBKd4IQL0rxTodeQPXv2gCOP\n9LRjrNnkRJaHIcunb2Zw4OmxGbPRBlov+vfvz5QpUxp9vD/qXNnH/v37079/f15++WUqq+wN7jOb\njYwaNYY2bdpctV2e17L6J9WysrLanfDJSUmkZMbxr08Ogb4twweuZM+qGFZuMNAqyMnmnXH8trYS\nkMEQUrspYdq0abRs2ZKXX36Z/fvV8lWurq489thjbN68mTVr1yFJEna7+nd3cXFptHKK0Hx1794d\njd4P2elHQroH3p5H6RC2l+PJt1K/K6OiSBQW+PPSYwYOx7fkX594I8v115oWA+VIkkRwcPBlmXW6\n0i52vfDVpNFoCA4OJrJjV47FHWfCyBQi2oZyNEFHVCcHz7zujtmk8M7cdGY//TMp6WqHLbMpn8qq\nM1tiA2h1Er4+nuTmldR+TZLUnxV3uICwtkGg8byo1uzN1aBBgzhw4ABH4krZf7hQBL/CBRHBbzOg\nKArbtm2jrCST9Vs0OBwzgPpTkjLwMVCOTquw91AYHr4hREQ0tp7rykpOTiYzM5P6yXiDQceI4SN5\n5plnLrquo3DpPDw8uP/++wE4cOAAH3/4JmAHjTfllRmUlFoZNwJS08s5fLwSjL0Amck33UJQUN3s\nQk1r3+Tk5AZZspCQEBYvXkxubi6urq4MHTq0wRSu8OdgMpm4cfLNJCYmcvDgQWRnPu++EMrarSf5\n96ftUZS6JTKbdoSy72AxMx46cxORTptMVLcoxo2byJ133tlsg8o/m+joaI4d2sRn3x7jjqlOpk9p\nQWWVnZvHV57qaGZk7Q/jmL/wKNv2lODjaWDd5iQstobr/yVJwtXVDaPJE6gLfjUatTOaX4teYGjB\n5JtualYbvf8oSZIYOHAgRw5sJCevAFlW0Giuvbq/wsURwW8zsGTJEpISCzkY1wJbdU8aBr4A64EC\nAErLJArKW3DdiCHnbWpxJezZs6dBGTlXV1eGDhnC4088IQLfZiAqKorRY2/GZDKRn5/Ptg0pPP/2\nHmRZUTe0uXSk/4BBjBkz5qw1OE/Pkl3MZjyheRs1ahSjRo1i48aNfPd1NseT8unWyco/ZhXz9n9c\nkOW6LG5jgS84cTh30rr1dbz00ktXb+DXgO7du/M/QyAOnCxYnE5aZgWbdxbQMtCF+26PZP7CY4S0\ndKVVkBtdurQGbQDDsbNuSzbVdgd6nZbJN92MVqtl8ODBeHh4cMsttyDLMlqtlm7dutI+LIDofkOZ\nNWvWXyLwreHv7w8aE3sO5LPnQD633xTBwJjGlg0KgkoEv83AiROF/PJbME7n6aXYcoHfqOsIBE5Z\noWtUD2bPnn01h1ird+/etGvXjszMTDw9PVmwYAHR0dG1peeEpiVJEpMnTwbUwv+HDh6grFABrQRS\nBYEtO3Pbbbdd9ObP5jxtLFy8Ll26oDMEcjy1HFIlkpMOI8u5qJ3fzhYUpaBurMqnXbt2ZzlG+KPM\nZjMPzHqQNWvWEH9kBxu2HQFDFOm5WTz/1h7QBZNVqAFHOUavUMLbtQe5jBkzvPEPCCAqKuqMZXBG\no5FFixZx3333YTKZiI+P55ZbbvlLBb6gdkD09QulMK8KUPh9XaoIfoVzEsFvM7ByZR5O5+nZXhvw\nBXqdDXu9Usp6vf6qNRVpTFhYGL/99pvIAv4J+Pn58cw/n+X7779n/759SJLC7dOnN/uqJ8KV5+fn\nx2OPP8369euJjY0lOz8Btf34IaD3GcdrNLHI8nIA3N3dufvuu6/qeK8VXbp0oVOnTnz9tQ/btxrQ\nGzxxOtyRrYA+DJPZjL3axm23z6BHjx7s3RtN+/bt8fHxafTxJkyYQERERO3a/r59+17F3+bq0Wq1\nPDBrFrt372b1qpUUlSSI5Q/COYmzYBNzOmV27rRx5p9iC2DD4QRXswsKOmRZxtvbmxtuuKEJRlpH\nZAH/PLy9vZk5cyayLFNdXd2gtrNwbat5Hw8dOpS/Z6Zw9HgmirIa0BLWOoKxw60s+CGX8gobiryO\nrh28cff0YNCwW//yHfiakkajYcaMGURHRxMaGkpiYiLLli1j4sSJdO3aFVmWa5tI1DTXuCL0enjr\nrbp/N3MhISGEhIRw7Ngx0k8cZseeXAZEt2jqYQnNlAh+m1BubgV33LEUq7X+nyGevj1zOHB0Byga\nnE7o3r0n77z7Hunp6SLbKvwhGo1GBL5Co8LDw7l9+t1kZWVw+MgJ/H0389zfSzCbdXyycD2goACH\nE6yMGx3+l80eNieSJNGxY0dAXQtcvwnFleye1oCLCzzxxNX5WZdRnz59SD+5m7TMCgY09WCEZku0\nQ2lCJSVWNmxIqfeVMvT6xUy/uRo3sx4kLe7uHvxt5ixiYmKYMmWKCHwFQbjsJk+ezIiR4wHIzS/j\n6dd2YzLqqLe3FUWB1IyqP02nTOHaFBwcDJIL5RX28x8sXLNE8NuEOnTw4/77O536nw1J+hlXk5bY\nuAJGDLuOSZNu4suvFjB9+vQmHacgCH9ter0eX19fZFlGp9NTUlbNB58fw9urbrZAp9Mxa/Yc/Pz8\nmnCkwlXjdEJsrHpzNl5PuDlyd3cH9JRXiuBXODsR/Daxvn2rkaTdwEcoykmcThlbtYJfYHsWLlzY\n5Ot7BUG4NowZMwa9Xo/dbsdsNuPXoidavScmowsDBgxgzZo1zJw5s6mHKVwtVitER6s3q7WpR3PB\n3N3dQdKTkFSC3S6f/xuEa5IIfptY//7RGI0bgHLMZhe1PqNvFL37RIu6uYIgXDVRUVEMGjSIkJAQ\n/jbzQW686VaKi0uxVTsoKioiNPT0UoyC0Px4eHhgMHqA1o8FPyTgcMgcOFLILytT1FrngoDY8Nbk\nwsLCaN26NZkZKYwaMZDbZjyAt7c3/fr1a+qhCYJwjYmOjqagoABPT0+ef/55qqurcXV1pbCwkL17\n94o9B0Kzpy7PeZBP5v+H2EOxxMZtA0kLkpHwNh50iWy8LJxwbRGZ32ZAURQMBj1ePiFMnDiRIUOG\n/OWKkAuC0Px16tSJnJwcnnrqKY4fP47z1FrPwMBAevXqdZ7vFoTmITIykof//gi4dASXdqD1B10I\nv65K5cPPD/PTsuSmHqLQxETw20xIGgOjRo++emVsBEEQTlNVVUVmZmaDrw0aNIilS5eKrK/wp9Km\nTRue+MfToPVWg1+tH6mZFg4n2Fm9KQunUyyBuJaJZQ9NTJZl3Nzc8PHxOaM1pSAIwtUUFxfX4P8a\njYbHH39cBL7Cn1J4eDihoRHYbDaQJHLTA0EygVRAXoGFzq2beoRCUxFpxiZmsViw2WxYLBZOnjzZ\n1MMRBOEaNnnyZLTaulbrgYGBYqOb8KclSRJPPvUUzz3/PBMmTACXcNC3BG0Q2bmVbI/N4fEXd5Kb\nX9XUQxWuMhH8NrGjR4+SlJTEsWPHmDRpEsnJYi2SIAhNY8iQITz11FPo9XpCQkJwOp3s3bu3qYcl\nNAW9HubOVW9/4spDOp0OvV5Pnz59+OSTT3juuedAYyQrt4oFPyRQXmVk1YaMph6mcJWJ4LeJxcbG\nYrfbMZlM5ObmihONIAhN6u677yYyMhKbzSY2ul3LXFzghRfUm4tLU4/msvHx8QHJCJKLugRCG0CO\nyPxec8Sa3yY2ePBgWrduTVFRkTjRCILQ5MLCwli6dCl79+6lV69eYr2v8JdiNpsBHWg8wNgTlGqS\nUlMpLrHh7SWqLF0rRPDbxDp37szq1avFiUYQhGYjLCxMfBZd62QZjh1T/92xI/yFKhHNfOABTpw4\nwW3T7+ezzz4jIymFk2nlIvi9hojgtxkQJxpBEAShWbFYoEsX9d8VFeDq2rTjuYx69OiByWQiKCiI\nmJgYfjy5i4TkEnpG+TX10ISr5K9zKScIgiAIgnARunbtClofNmzLYtWGdNEC+Rohgl9BEARBEK5J\nLVq0wM3DH7S+LFlZxO79eU09JOEqEMGvIAiCIAjXrKFDh4JLJ9C14HB8MZ9/G8+GbVlNPSzhChLB\nryAIgiAI16zx48fz0ssvg9aL2LgCdh+wsuiXDHLyRAm0vyqx4U0QBEEQhGtaYGAgfaKvI3ZbBkha\nUOxs3J7FybRy2oS4c+uN7Zp6iMJlJDK/giAIgiBc88aNG4fRPRJ0waDxYMP2AlIyFTZuz6GsvLqp\nhydcRiL4FQRBEAShIb0eHn9cvf2J2xtfjKCgIN56+12e+MczoPUEl86gcQNdEGs2iRbIfyVi2YMg\nCIIgCA25uMDbbzf1KK46g8FAeHg448bfxPJly4AgwElmjgh+/0pE8CsIgiAIgnCKJEnccMMNREVF\nER8fz88/fcuR40VUVtlxNV8bWfC/OrHsQRAEQRCEhmQZUlLUmyw39WiaRJs2bRg5ciRIBtB68ejc\nHfyyMgVFEY0w/uxE8CsIgiAIQkMWC7Rtq94slqYeTZPRarV06Rp1av2vB79vKOHI8eKmHpZwiUTw\nKwiCIAiCcBZz5sxhxMjRYOgGGg8+/PwwVVWOph6WcAlE8CsIgiAIgnAOU6ZMYcrUqSAZQRvIjr25\nTT0k4RKIDW+CIAiCIAjnoSgKaL0AKCqxNvFohEshMr+CIAiCIAjn0bdvX5BMoHGhtKyu6UVpWTVO\n57W5KfDPSgS/giAIgiAI5+Hh4cHTzzwD6ImNy+Pn30+SnVvFP17eyfyFx5p6eMJFEMseBEEQBEEQ\nLoCnpydojCCZWbm5gpUb0kEyc/BoYVMPTbgIIvgVBEEQBKEhnQ5mzar7twCAl5cXnbv05MhhLaCA\n7SBo3MFR1dRDEy6CeEULgiAIgtCQwQDz5jX1KJodSZJ46KGHSE5OZvHixSQfSwLJFdCQnVtFUKC5\nqYcoXACx5lcQBEEQBOEihIWFERwcDBpX0PmBvg1ffBff1MMSLpAIfgVBEARBaEhRID9fvYl2vo1q\n3bo16IIwmb1AF0xapoUnXtpJQlJJUw9NOA8R/AqCIAiC0FBVFQQEqLcqsZ61MQMGDODue+7njTfe\nAEkCfRvKKl344PPDak1godkSwa8gCIIgCMJF0mg09O3bF6PRyIwZM0DXElw6Ynea2bQjG0VRkGUR\nBDdHYsObIAiCIAjCJRgwYACurq6sXbuWxOPw3c97+O7nE7QP9+LRv3VFkqSmHqJQj8j8CoIgCIIg\nXKLu3bvz+OOP4+ruB1pf0HiQcNJBUkpZUw9NOI0IfgVBEARBEC6TUaNGgUtH0AWCxpuU9PKmHpJw\nGhH8CoIgCIIgXCajR4+mVUjIqeyvK2mZFU09JOE0IvgVBEEQBEG4TGoaYYSFR4LWg4TkUlH9oZkR\nwa8gCIIgCA3pdHDHHepNtDe+aJ6enjz55JN4+wRRXApl5famHpJQj3hFC4IgCILQkMEAX33V1KP4\n0wsMDKQ420h6VgWeHj5NPRzhFJH5FQRBEARBuALMZjNoXPnw88M4HHJTD0c4RQS/giAIgiA0pChQ\nWanexHrVP6xr166gDwOtD7Of3kpVlaOphyQggl9BEARBEE5XVQVubupNtDf+w/r168fNU6aCSwRo\nvZj7zh6SU0Xd36Ymgl9BEARBEIQrQJIkRo4cSY+eMeDSlbIqV9786CAHjxY29dCuaSL4FQRBEARB\nuIJmzpzJTTffDBof0AWxZnNmUw/pmiaCX0EQBEEQhCssJiYGdC1AF4jFItb+NiUR/AqCIAiCIFxh\nHh7/3969B0dV3/8ff53dzR0C5MYl2RANJEACASz3L5danAEm9uvQquVbASM/lbbWtrT4rc6o8G0F\nW4tYrBdqKzrS34hUKj+q2Co3la8oiAg1chEMCQImASFXQi6f3x+rKQtZciHJye55PmbOzCbn7Dnv\n894Pw4vDZ8+J1aLFv5KsaBUdr9THB07bXZJjEX4BAAA6Qd++fZU+YKAUkaUVf/pYh46cVU1Nvd1l\nOQ7hFwAAoJPcddddion1Sp4U/e6pffr1Y7u5B3AnI/wCAAB/brf03e/6Frfb7mpCSnR0tO6++24p\nrL8UMVjFpef06puFdpflKIRfAADgLzJSWrvWt0RG2l1NyElLS9M9//1LyR0vefrotU2F+vXy3fqs\nkHsAdwbCLwAAQCdLT09Xenq65OkrSSo6Ua/lf9xnc1XOQPgFAACwwd133y1ZEb4fPEmqqalXQwOP\nk+5ohF8AAOCvslKyLN9SWWl3NSErMjJSEZHdJCvcNwXCFasDn56xu6yQR/gFAACwidvtlsLTJVc3\nydVdJ0uq7S4p5BF+AQAAbDJ79myl9B+hqVOnSlaUTnxRZXdJIS+kw++hQ4c0fvx4ZWRkaPTo0crP\nz7e7JAAAgEYjR47U/fffr3HjxknuXtq5p0T19dz3tyOFdPi98847dccdd+jgwYO65557NG/ePLtL\nAgAAuERKSor6paSr6lyYfvjLd7RrT4ndJYWskA2/xcXF2r17t2655RZJ0ne+8x199tlnKigorKsO\nxwAAGxFJREFUuGTbmpoalZWV+S0AAACdqW/fvpIrWgpL16Z3Pre7nJDlsbuAjlJUVKR+/frJ4/Gd\nomVZSk1NVWFhodLS0vy2Xbp0qRYvXnzJPg4ePKhu3bo1e6zS0lLt37+/XeoONfSmafQlMHrTNPoS\nGL0JrK29saqqlPnV6wMHDshER7dvYTbrqmOmd+/eGjhkqmRFym2O66PD/RQR0blP2Csti9P+YwPb\n9N6BQyLkibqq03pbUVHRpveFbPiVfIH3QsY0fe+8e++9VwsWLGj8uaysTF6vVxkZGYqNjW32OPv3\n79egQYOurNgQRW+aRl8CozdNoy+B0ZvA2tybc+ekGTMkSZlDhoTcU9666phJTU3V4cOHdeDAAam2\nUD3DP1Le9zKbf2M72n9soAalHGrTe5fnv6PIOKvTetvW/6kP2fDr9Xp17Ngx1dXVyePxyBijoqIi\npaamXrJtRESEIiIibKgSAIAuKDJSevVVu6twnOjoaC1YsEDHjx/X4gf/Wzs+2KVZN6QrMjJk45ot\nQnbOb1JSkkaMGKHVq1dLkl5++WWlpaVdMuUBAACgK0lMTPQ9+c3y6IFHdvHUt3YWsuFXklauXKmV\nK1cqIyNDDz/8sP785z/bXRIAAMBlhYWFSZZb8vTX2Yowrd1wxO6SQkpIX0fPzMzUu+++a3cZAAAE\nl8pKKSnJ97q4WIqJsbceB7IsS8bTV3J1V9Hxz+wuJ6SE9JVfAADQRlVVvgW2+PWvf6077pwvucJ1\ntuy83eWElJC+8gsAABCMEhISFBcXJylcxaXV+qKkSr0TQ+uWc3bhyi8AAEAX5HK5JMslefrqgd/u\nUmVVrd0lhQTCLwAAQBf13e9+V/IkS67uWrDofR349IzdJQU9wi8AAEAXNXXqVEVGx0kRg6XwQfr7\nm4V2lxT0CL8AAABdlGVZWr58uW68abbk6qmizysCPrEWLUP4BQAA/lwuafJk3+IiKtjN5XJp6tSp\nSkjsreoaj86c5e4PV4K7PQAAAH9RUdLWrXZXgYskJiaq9FikTp+pUa+eEXaXE7T45xwAAEAQ6NGj\nh2SF68zZGrtLCWqEXwAAgCAQExMjWeH64+pPdPAwd31oK8IvAADwV1kpJSb6lspKu6vBVxITEyVP\nP8mdqGVP79Wx4xV2lxSUCL8AAOBSpaW+BV3G+PHjFdszSQrPkNzxWv7HfXaXFJQIvwAAAEEgIiJC\njzzyiLypaVL4YFVUuVRSWm13WUGH8AsAABBEFixYoPQBAyVXd50sIfy2FuEXAAAgiERHRys1NVWy\nwlRewT1/W4vwCwAAEGRiY2MlK0xnygi/rUX4BQAACDLR0dGSwrX+9QI1NPC449bgCW8AAMCfyyV9\n4xv/fo0up0+fPpInSar7XKWnzykpIcrukoIG4RcAAPiLipJ27rS7ClxGZmamIqO66dz5GBUeqyD8\ntgL/nAMAAAgylmXphhtukDxJ+ue2YzKGqQ8tRfgFAAAIQpMmTVJCUqaOHm9QQVG53eUEDcIvAADw\nV1UlpaX5lqoqu6tBAG63W2PGjpXcCfro49Nc/W0hwi8AAPBnjHT0qG8hUHVpgwYNklw99I+tRVr4\nP+/p4wOn7S6pyyP8AgAABKnU1FTJ1U0NDUbllZb+9Jf9dpfU5RF+AQAAglRkZKRkeSQrXHLFcqG+\nBbjVGQAAQLDzJEuWR2FhZ+2upMvjyi8AAEAQi4iIkDy9JVdPRYS77S6nyyP8AgAABLGFCxdqwn98\nU2Hh3VXypUsbNxXaXVKXRvgFAAD+LEsaMsS3WJbd1aAZXq9Xc+bM0f+5/XYpYphe+cdxlZWft7us\nLovwCwAA/EVHSx9/7Fuio+2uBi00fPhwDR02UnJ115IVH+ofW4rsLqlLIvwCAACEiOzsbMnTT1+W\nx2jdxkLV1NTbXVKXQ/gFAAAIEZMmTVLuf86WIrIlK1qPrtyrhgbuf3Yhwi8AAPBXVSVlZfkWHm8c\nVFwul66//np961vfksLSVfC5pbd3nNCf/rJfX56psbu8LoH7/AIAAH/GSPn5/36NoJObm6uCggId\n3l+h//u3TyUrQmXlB7Rg/jC7S7MdV34BAABCTHR0tO68807Jkyi54yRPkoqOV9hdVpdA+AUAAAhB\nPXr0kKwwKSxd8iSr6px05ixTHwi/AAAAIeree+/VmHFTdNXVmZI7QXs+PmV3SbYj/AIAAISotLQ0\n3Xbbbb4vwLl7a+PmIhmHz+Mm/AIAAIS4a665RjGx/XSmzKWX/t8RRwdg7vYAAAD8WZbUv/+/XyPo\nuVwu9erVS5VnU7X5f0+oZ+wxhYe7lRgfqexBcXaX16kIvwAAwF90tFRQYHcVaGczZ87UihXHJHdP\nrXttp2S5JFOnlY9Msru0TsW0BwAAAAfIysrSypUrNSxnlOSOl1w9JMut2toGu0vrVIRfAAAAB+nf\nv7/kipJcMZIVqdLT5+wuqVMRfgEAgL/qamnUKN9SXW13NWhnCQkJkhXpu/prRanklLM+Y8IvAADw\n19Ag7drlWxqc9V/iTpCWlibL01tydZesSD2x6mNH3f2B8AsAAOAgffr00UNLlmratGm+Rx9bEco/\n+KWOn6y0u7ROQfgFAABwmPj4eE2aNOmrL71FasWf8rV42QeOuAJM+AUAAHCg+Ph4/cfEib4vv7l7\nSla4I+78QPgFAABwqDFjxkhhV0meVMmKVFV1nd0ldTjCLwAAgENlZGToFwvvldyxkita5RW1dpfU\n4Qi/AADgUgkJvgUhb+DAgZo9e7bkitWpL0P/nr883hgAAPiLiZFKSuyuAp0oKytLrrBEfX6yWpVV\ntYqJDrO7pA7DlV8AAACH69Wrl65Oz5RRuBY8+K4+PxG6tz0j/AIAAEDdunX76tZnEfqfRz+wu5wO\nQ/gFAAD+qqulKVN8C483doyZM2dKrkjf3R+sMB05WmZ3SR2COb8AAMBfQ4O0bdu/X8MRevfure7d\nu0vuBEn1+t+dX+jq/rF2l9XuuPILAAAASdLYsWM167++L7l66sDhM3aX0yEIvwAAAJAkRUREaPLk\nyYqM6qmS07Wqqam3u6R2x7QHAAAANLIsSylerz49G60TxVUqLq1W95gwXZXaXW63S2FhwX3tlPAL\nAAAAPwkJCfrUitTGzUXa86/TkhokWXK7LeVel6ohGb2U5u1ud5ltEtzRHQAAAO0uJiZGckVpz8cV\nkitakktyxaq+IUzrXy/U0hUf2l1im3HlFwAAXCo62u4KYKOYmBjJ00fypEp1n0sqljy9JbmlumNS\nQ7mMMbIsy+5SW40rvwAAwF9MjFRZ6VtiYuyuBjaYOnWqvjV1hmK6dZM8ib6HX7gTJCtccsVIcumd\n907aXWabEH4BAADgJyIiQjfddJMWLVokWRFSWIpkeSTLLVlhUliKVr98SC///Yje3fWF3eW2CtMe\nAAAA0KTY2Fg99dRT+uijjxQXF6clDz0gKUxy95Jqj+mfb52SzDGNvSbJ7lJbjPALAAD8nTsnfec7\nvtcvvyxFRtpbD2zlcrk0YsQInT9/XpJHckVJVpQUnimZKqm2UP/ceszuMluMaQ8AAMBffb302mu+\npT70HnKAtgkLC5Pkllyxuv2OO313gbAiJXec1r32md3ltViXDr/33XefBg8erJycHI0ePVqbN29u\nXNfQ0KAf//jHSk9P14ABA/Tkk0+2aB0AAABaz7IszZk7V//1/bnKzs72ffnNCpc8fX3zgINEl572\nMHHiRN1///2KiorSRx99pClTpujEiROKjIzU6tWrlZ+fr4MHD+rs2bMaOXKkrr32Wg0aNOiy6wAA\nANA2EyZMuOAnj+/LcFa45O4t1R23ra7W6NJXfqdPn66oqChJ0tChQ1VfX6/S0lJJ0po1azR//ny5\n3W7FxcXppptu0osvvtjsuqbU1NSorKzMbwEAAEBgYeHhkhWl7rG9JHe83eW0WJe+8nuhVatWKT09\nXSkpKZKkwsJC9e/fv3F9Wlqadu3a1ey6pixdulSLFy++5PcHDx5Ut27dmq2ttLRU+/fvb/G5OAm9\naRp9CYzeNI2+BEZvAmtrb6yqKmV+9frAgQMyIfbAC8ZMYK3pzR133KG6ujp5PB798x8bpbokeaKu\n6rTeVlRUtOl9tobfiRMn6pNPPmly3Ycffiiv1ytJ2rRpkxYvXqw33njDb5sLnypijGnxuovde++9\nWrBgQePPZWVl8nq9ysjIUGxsbLPnsX//fqZUBEBvmkZfAqM3TaMvgdGbwNrcm8rKxpeZmZkh96AL\nxkxgbemNMUZ/XLlSteXbFN7DdFpv2/o/9baG37fffrvZbbZt26a8vDxt2LDB9wfwK6mpqSooKNCo\nUaMkSUePHlVqamqz65oSERGhiIiIKzkVAAAAR7IsS73i4lRcHvHV7dC6ti495/ett97S7NmztX79\neuXk5Pitu/HGG7Vy5UrV19fr9OnTWrNmjW6++eZm1wEAgGbExEjG+JYQu+qLjpGRkSGF95fb7ba7\nlGZ16Tm/8+bNU01NjfLy8hp/98ILL2jo0KGaPXu2du7c6Wu2pIULF2rw4MGSdNl1AAAAaF+zZs1S\nr169WjRd1G5dOvweOnQo4Dq3260nnnii1esAAADQvjwej3Jzc+0uo0W69LQHAAAAoD0RfgEAAOAY\nhF8AAAA4BuEXAAAAjkH4BQAAgGMQfgEAAOAYhF8AAAA4BuEXAAAAjkH4BQAAgGMQfgEAAOAYhF8A\nAAA4BuEXAAAAjkH4BQAAgGMQfgEAAOAYHrsL6IqMMZKksrKyFm1fUVHR4m2dht40jb4ERm+aRl8C\nozeB0Zum0ZfAgqk3X9f5dW5rKcJvE8rLyyVJXq/X5koAAABwOeXl5erRo0eLt7dMa+OyAzQ0NOj4\n8ePq3r27LMu67LZlZWXyer0qKipSbGxsJ1UYHOhN0+hLYPSmafQlMHoTGL1pGn0JLNh6Y4xReXm5\n+vXrJ5er5TN5ufLbBJfLpZSUlFa9JzY2NigGih3oTdPoS2D0pmn0JTB6Exi9aRp9CSyYetOaK75f\n4wtvAAAAcAzCLwAAABzDvWjRokV2FxHs3G63pkyZIo+HWSQXozdNoy+B0Zum0ZfA6E1g9KZp9CUw\nJ/SGL7wBAADAMZj2AAAAAMcg/AIAAMAxCL8AAABwDEeF33PnzumGG25QRkaGhg8frmnTpqmgoECS\nVFxcrGnTpmngwIHKzs7WO++80/i+JUuWKDMzUy6XS3//+9/99pmXl6dhw4Zp+PDhGjVqlDZt2hTw\n+Jfbz2233abMzEwNHz5ckyZN0p49e9rvxJvREX352vPPPy/LsgKub+4YxhgtWrRIGRkZys7O1pQp\nU9rlnFvK7t44acxMmTJFV199tYYPH67hw4dr+fLlAY/vtDHTmt501TEjdUxvWvN5d9VxY3dfnDZm\nxo8f3/hnKTs7W5Zlae/evU0ev6qqSrNmzdKAAQOUkZGhdevW+a1/8sknNXjwYGVnZ2vYsGE6d+5c\n+zYgALv78uyzz2ro0KHyeDz6wx/+4Lfuvvvu0+DBg5WTk6PRo0dr8+bN7Xvy7cE4SHV1tXn11VdN\nQ0ODMcaYxx9/3Fx33XXGGGPy8vLMgw8+aIwx5v333zepqammtrbWGGPMjh07zKeffmomT55sNmzY\n4LfPL7/8svH1hx9+aOLj4xv3f7HL7Wf9+vWNx9uwYYMZOHDglZ9wC3VEX4wxpqioyIwbN86MHTu2\nyfVfu9wxHnvsMTNz5kxTU1NjjDHm+PHj7XLOLWV3b5w0ZgL1qilOGzOt6U1XHTPGdExvWvN5d9Vx\nY3dfnDZmLrR27VqTnZ0dcP3ixYvN3LlzjTHGHDlyxPTu3ducPn3aGGPMK6+8YsaPH2/OnDljjDHm\niy++MHV1dVd0vi1ld1/27Nlj8vPzzezZs83jjz/ut+61114zVVVVjdv17NnTVFdXt/lcO4Kjwu/F\ndu7cadLT040xxsTExJji4uLGdaNGjTJbtmzx2765wbJlyxaTkJAQMPy2dD8lJSUmPDzc1NfXt+As\n2l979WX69Olmx44dzZ7v5Y6RnJxsDh06dAVn0746uzfN7edroTBmWhPwnDZmWtOblr7H7jFjTPv0\npjWfd7CMm87uy+X2c6FQGTMXmj59ulm+fHnA9UOGDDHvv/9+48833nijWbVqlTHGmAkTJpg33nij\nDWfR/jq7L1+bO3fuJeH3QvX19aZ79+6mqKio2X11JkdNe7jYihUrdP311+vUqVNqaGhQYmJi47q0\ntDQVFha2aD+//OUvlZ6erpkzZ2rt2rWyLOuK6vr973+vGTNmtOo51e2pPfry1FNPKSsrS2PGjLns\ndpc7RllZmUpKSvS3v/1NY8eO1dixY7VmzZq2n1g76MzetEYojBlJWrhwoYYOHaqbb75ZR44caXIb\nJ44ZqWW9aQ27x4x05b1pzecdTOOmM/vSGqEwZi70+eefa+vWrbrlllsCblNYWKj+/fs3eYz8/Hzt\n2rVLEyZM0De+8Q2tWLGiDWfUPjq7Ly21atUqpaenKyUl5Yr31Z5C9w7GzViyZIkOHTqkp59+WtXV\n1ZcEVtOK2x8//PDDevjhh/Xmm29q4cKF2r59u8LDw9tU1+rVq/XSSy/p7bffbtP7r1R79OWzzz7T\nM888o+3bt7fomIGOUVtbq/Pnz6u6ulo7duxQYWGhxo0bp6ysLGVnZ7fwjNqPHb1piVAYM5L0wgsv\nyOv1yhijJ554Qrm5ucrPz29yWyeNGal1vWkJu8eM1D69ae3nHQzjxo6+tESojJkLPffcc8rNzVVC\nQsJlt7vwOBceo66uTocPH9Zbb72ls2fPavLkyRowYIBmzJjRqjqulF19ac6mTZu0ePFivfHGG1e0\nn47gyCu/v/vd77Ru3Tpt3LhR0dHRio+PlySVlJQ0bnP06FGlpqa2ar9Tp05VeXm59u3bpzfffLNx\n4vhDDz3UovevWbOmcaAkJSW16tjtob368u677+r48eMaPHiw0tLStGPHDs2bN0/PPPPMJX253DHi\n4+PVrVu3xn99pqamasKECdq1a1d7n3qz7OhNS4TKmJEkr9cryfcXzV133aUjR47o1KlTjh8zUst7\n0xJ2jxmp/Xpzuc87GMeNHX1piVAaM18zxmjVqlWaN29e4+/y8/Mbe/OjH/1Ikq93X3+R7OJjpKam\natasWXK73YqLi9P06dP1/vvvX+mptopdfWnOtm3blJeXpw0bNigzM7MVZ9RJOn2ihc2WLVtmRo4c\n2Thh/Wtz5871myDu9XobJ4h/7eI5MrW1tebgwYONP7/33numV69el+z7Yk3NtVmzZo0ZMGCAKSgo\naMtpXbH27MvFmlt/uWPcfvvt5oknnjDGGHP69GnTv39/88EHH7T29K6Inb253HahNGZqa2vNyZMn\nG3/+61//alJTUwMe20ljprW9CbQfY+wfM8a0/5+n1nzeXXnc2NmXy+0nFMeMMb7v6Hi93mbnLz/4\n4IN+X3hLSkoyp06dMsYY89BDD5mFCxcaY3xfQBs9erRZt25dW06xTezsy4XHunjO77Zt24zX6zW7\nd+9uxdl0LkeF36KiIiPJXH311SYnJ8fk5OSY0aNHG2OMOXnypLnuuuvMgAEDzJAhQ8zWrVsb37dk\nyRKTnJxswsPDTXx8vElOTjbFxcXm3LlzZvz48SYrK8sMGzbMjBs3zmzatCng8QPtxxhjPB6PSUlJ\naawrJyfHlJaWdmxDvtLefblYcwHvcscoKSkxubm5Jisry2RlZZmnn366Hc+8eXb3xiljpqKiwlxz\nzTUmOzvbDBs2zFx77bVmz549AY/vpDHT2t501TFjTMf8eWrN591Vx43dfXHamDHGmFtuucU88MAD\nzR6/oqLC3HTTTSY9Pd0MHDjQrF27tnFdVVWVmT17thk8eLAZMmRIY+DsDHb35YUXXjDJyckmOjra\n9OzZ0yQnJzeG3QEDBpikpCS/MbN379527sCVsYxp5WQQAAAAIEg5cs4vAAAAnInwCwAAAMcg/AIA\nAMAxCL8AAABwDMIvAAAAHIPwCwAAAMcg/AIAAMAxCL8AAABwDMIvAASJW2+9VZZlybIshYWFqXfv\n3rruuuv07LPPqqGhocX7ee6559SzZ88OrBQAui7CLwAEkWnTpunEiRMqKCjQxo0b9c1vflM/+clP\nlJubq7q6OrvLA4Auj/ALAEEkIiJCffr0UXJyskaOHKn77rtP69ev18aNG/Xcc89Jkh599FENHTpU\nMTEx8nq9+uEPf6iKigpJ0tatW5WXl6ezZ882XkVetGiRJOn8+fO65557lJycrJiYGI0ZM0Zbt261\n50QBoIMQfgEgyF177bXKycnRunXrJEkul0srVqzQv/71Lz3//PPavHmz7rnnHknS+PHj9dhjjyk2\nNlYnTpzQiRMn9Itf/EKSlJeXp+3bt+vFF1/U3r17deONN2ratGk6dOiQbecGAO3NMsYYu4sAADTv\n1ltv1ZkzZ/TKK69csu573/ue9u7dq/z8/EvWrV27Vj/4wQ9UWloqyTfn96c//anOnDnTuM3hw4c1\ncOBAHTt2TP369Wv8/dSpUzV69GgtWbKkA84IADqfx+4CAABXzhgjy7IkSVu2bNGSJUuUn5+vsrIy\n1dXV6dy5c6qsrFRMTEyT79+9e7eMMcrIyPD7fU1NjeLj4zu8fgDoLIRfAAgBn3zyia666iodPXpU\nM2bM0Pz58/WrX/1KcXFxeueddzRv3jzV1tYGfH9DQ4Pcbrc++OADud1uv3XdunXr6PIBoNMQfgEg\nyG3evFn79u3Tz372M+3atUt1dXVatmyZXC7f1zpeeuklv+3Dw8NVX1/v97sRI0aovr5excXFmjhx\nYqfVDgCdjfALAEGkpqZGJ0+eVH19vb744gu9/vrrWrp0qXJzczVnzhzt27dPdXV1evzxx3X99ddr\n+/btevrpp/32kZaWpoqKCm3atEk5OTmKjo5WRkaGvv/972vOnDlatmyZRowYodLSUm3evFlDhw7V\njBkzbDpjAGhf3O0BAILI66+/rr59+yotLU3Tpk3Tli1btGLFCq1fv15ut1vDhw/Xo48+qt/85jfK\nzs7WX/7yFy1dutRvH+PHj9f8+fN18803KzExUb/97W8lSatWrdKcOXP085//XJmZmfr2t7+t9957\nT16v145TBYAOwd0eAAAA4Bhc+QUAAIBjEH4BAADgGIRfAAAAOAbhFwAAAI5B+AUAAIBjEH4BAADg\nGIRfAAAAOAbhFwAAAI5B+AUAAIBjEH4BAADgGIRfAAAAOMb/B0+eR8sZm+/5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20dbfa222e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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o0qSJ5W2Z4HyqVatGaGgov/76Ky+++KKzxRGEMoHTnxokSZIkSVL5SsOGDVNK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65Gv0De8Tm/1O5IKFU7o3/UsmDHDuoLaqWiKOVM1ur6tNNOixPqipIdhwFO5dr3fdY7A0+/YCz7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\nCBAgO1p64+ENLc8GHgkEOOx5b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bTTePTRR2nTpk3U5/v9fo4cOcLJJ59MfX19\nyLa9e/emuvgiInlBAbuISJ46++yzGTVqFPfffz/jx4+nsLCQm266qaHFferUqSH719XVNRpRpqSk\nhMLCQnr06MHbb7/damUXEckn6nQqIpIHioqK6NmzJ3369GHs2LHMnj2bf/zjHyxatIiFCxeyceNG\n2rRpw/e//32OP/54rrzySq699tqQY1RUVFBcXMykSZM45phjaNeuHevXr+fxxx9n4cKFXHzxxQwY\nMIDx48fzgx/8gMmTJ6fp1YqI5J60J9Jr0aJFi5bULQsWLDCuuro6U1NTY15++WUzffp04/P5Gva7\n/vrrTXV1tdm3b59ZvHixufLKK40xxnTu3Llhn9/85jdm+/btxhhj5syZYwBTWFho5s6daz788ENz\n6NAhs2XLFvP000+bkSNHpv21a9GiRUsuLD5nRUREREREMpBSYkREREREMpgCdhERERGRDKaAXURE\nREQkgylgFxERERHJYArYRUREREQymAJ2EREREZEMpoBdRERERCSDKWAXEREREclgCthFRERERDKY\nAnYRERERkQymgF1EREREJIP9f/Qx6bAcuUqfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20dbab5b400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum price = $385.00 on 2017-09-18.\n",
      "Minimum price = $15.80 on 2010-07-07.\n",
      "Current price = $336.22.\n"
     ]
    },
    {
     "data": {
      "image/png": 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o3rw51q9fDwCIj49HnTp1EBYWhuDgYJN5RERERERUyK1HBMxZuHAhJk2ahC+/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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20dbfef46d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tesla.plot_stock()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tesla = Stocker(ticker = 'TSLA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     cps  train_err  train_range    test_err  test_range\n",
      "0  0.001  16.294384    41.412347  107.468115   41.371574\n",
      "1  0.050  13.999605    44.374503  141.466966   44.734250\n",
      "2  0.100  11.696687    37.419933  123.296216   97.069156\n",
      "3  0.200   8.586965    27.008082   88.940787  371.009332\n"
     ]
    },
    {
     "data": {
      "image/png": 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HjgRQ1PuusnHjRgBFv8/ix5WbmxveffddvfenmtHAy8vrseI2xMcff6zVc2dra4uwsDCk\npqYiOjpao071WlXvAwD1leKffPKJujdcZcqUKfD19cXmzZs1yi0sLCCTybTiKX7clUXX+cDOzg6v\nvvoqcnNztS7wUdVXdH8qK1aswLx58zQey5cvN6iN0kyaNAnPPPOMetnGxgYjRowAoHm8ff311ygo\nKMDcuXPVva8qkiQ99oWt69atA1B0bNja2qrLPT098e6770KpVGLDhg1a24WFheHFF19UL1tYWGDs\n2LEANM8zpdm7dy/u3LmDkSNHalxAKkkSFi5cCBsbG3VsFfW4f2Px8fGYO3cu5s6di3feeQcBAQFY\ns2YN5HI5PvjgA/V633//PYKCghATE4NXX30VzzzzDJycnPDiiy9i7dq1UCgUj/U6qOLYb05Vpqwr\niFNSUrBo0SIcOXIEN27c0Eo+b9y4AQ8Pj3L3IUkS2rRpo1Xu5eWF2NhYZGVloVatWuW206RJE61/\nknZ2dqhRowbu37+vLjt//jwAoGPHjlptODs7o3nz5jh58mS5+1M5c+YMli5dihMnTiAjIwMFBQUa\n9ZmZmVqzPrRt21arHdVJXVesQUFBWuvrKjOWc+fO4dGjRygsLMTcuXO16v/8808ARfMPA8Dzzz8P\nX19fLF++HElJSejbty+CgoLQsmXLx/5KvjhD3zddv2NdZdWFJEmlzj4xatQorF27Fhs3blT/7rOz\ns7Fr1y40bdoU7dq1U6976tQpAMDhw4fVP5fcT0pKCgoLC2FhYYGXX34Zx44dQ8uWLTFs2DB07doV\nnTp10jmrQGnu3r2LJUuWYO/evbh69Spyc3M16m/cuKH++eWXX8b69evRtWtXDBkyBN26dUNQUBA8\nPT313p9KSkqKViJpLPoeb7/++isAoEePHpUSx7lz52BlZYXAwECtOtUMA/Hx8Vp1+sZf1n6L76M4\nDw8PNGnSBOfPn8edO3dMNuvH+fPn1X/vMpkMderUwauvvopZs2ahQYMG6vV8fHxw7NgxJCQkIDIy\nEmfOnMGJEycQFRWFqKgorFu3Dj/99BPs7e1N8jqeZkxqqcqUlpQmJSWhffv2yMnJQbdu3dC/f384\nOTnBwsICP//8M2JiYvTuYZXJZBq9DyqqcU/6Tu8kl8t1lltZWWm0kZWVBQClJsr6JOIqUVFR6Nmz\nJ6ysrNCjRw/4+/vDwcEBkiRh+/btuHjxos73QVesul5vZmYmAGj1thkap6Hu3bsHoKg3p6wenezs\nbABFvbExMTGYM2cO9uzZg0OHDgEo6kkKDw/H1KlTjRKXvu9bWb9jQ943VS/8X3/9ZVCcFaWam1OX\nzp07w9fXF9u2bcOKFSsgk8mwa9cuZGdna407V/3+li5dWub+cnNz4eDggMmTJ8PZ2RkrV67E559/\njs8++wwWFhbo2bMnPvvsM43x6Lo8fPgQHTp0QEpKCp5//nmMGzcOrq6usLS0xKVLl7Bt2zaNv4PQ\n0FDs27cPy5YtwzfffIOvv/4aANCpUyf897//rTbTcel7vKkSxMqaajArKws1a9aEpaWlVp3qGFWd\nK4rTN/6y9guU/jdTu3ZtnD9/HpmZmRVOah/3b2zMmDEG9Ra3aNECLVq0UC9HR0dj5MiRiI6Oxuef\nf16p34CRbkxqqcqUdjOGZcuWISsrC9u3b8dLL72kUZeamqrzq8bqwtnZGQBw+/ZtnfWGDJv48MMP\nUVBQgBMnTmj1sB05cqTCMaqo/indunVL6x+LIXEaSvUeTZw4EV999ZVe29StWxdr1qzB119/jcTE\nRPz8889Yvnw5pk2bBicnJ4wfP77S4i2p+O/YwcFBo86Q961Vq1ZwdHREQkICbt++rdc3BgDUvdO6\nvtLUlXyolHXzE0mSMGLECCxcuBD79+/HgAEDsHHjRnV5carXn56ernN4jC6jRo3CqFGj8PfffyM6\nOhpbt27Fxo0bcfnyZVy6dKnMi3Q2bNiAlJQUzJw5E4sWLdKo++KLL7Bt2zatbXr37o3evXvj4cOH\nOHnyJHbv3o2vv/4aISEhSE5O1vlBrqIsLCxK/Xq5rN+HvlxcXAAUJWbFeweNxdnZGbdv34ZSqdRK\nbFXHs+p3buz9Ft9HScbYt6r3ueQFslWlU6dOWLRoEYYPH47Dhw8zqTUBjqklk/vjjz8gSRL69u2r\nUa5UKg366t4UVLMRnDhxQqsuKyvLoDtd/fHHH6hTp45WQpuVlaX+SuxxqGI9fvy4Vp2uMmNp27Yt\nrKyscOrUKQghDNrWwsICLVu2xNSpU7Fr1y4AwA8//KCuV/1TrswbLJT1O9ZVVhrVWGeFQoGPP/64\nzHULCwvViZNquImu3ifVV7oVoeqR3bhxIzIyMvDzzz+jc+fO8PHx0Vjv+eefB4AK/S26urqib9++\n2LBhA/r164crV66U+zfxxx9/AAD69eunVVfecero6Ijg4GCsXLkSkyZNwt9//230Y9vV1RX37t3T\nuvVsXl6eegjN41D1LEdGRpa7bkWO/zZt2kChUOjsLDh69CiAonH8xqYaFqbrA/qtW7eQnJyMOnXq\n6P1hT5eOHTuiSZMmOHv2LA4cOFDmuvp++2eokh98qWoxqSWT8/X1hRBC6yQ7f/58/PbbbyaKSj+N\nGzdGu3btcPLkSezdu1ejbtGiRXjw4IHebfn6+iIjIwMpKSnqMoVCgXfeeUevMWvlGTFiBCwsLLB0\n6VLcvXtXXf73339r9YgZk1wux5gxY3D+/HnMnz9f58VucXFx6q8nk5OT1YlNcaqenOJjnVXjNNPS\n0iojdABQ91wuWrQIDx8+VJffu3cPy5YtM6itOXPmoG7duvj000+xePFinT1+SUlJCA4OVl/04ufn\nh5o1a+LgwYMat8+9e/euzjv86atJkyZo164d9u7di1WrVkGpVOqc8m7ixImQyWSYOnUqrly5olX/\n4MEDjQudIiMjtcaCK5VK3LlzB4DuC7qK8/X1BQCti9j27Nmjs5c2KioKOTk5WuW6jhdjCAgIgBAC\n3333nbpMCIGIiAij/J1OmDAB1tbWmDt3rs6/g+LjiSty/I8ZMwZA0fR+xRO7jIwMLFmyBBYWFnpP\nfWiI0NBQuLm5YePGjVofxt5//33k5eWpLzyrKAsLC3z55ZewtLTEiBEj8NNPP+lc78CBA+jfv3+F\n9pGWlobPPvtMZ698bm4uPv30UwDQursiVQ0OPyCTmzRpEjZt2oQ+ffpgyJAhcHFxwYkTJ5CQkIBe\nvXqV+4nb1L788kt06dIFAwcOxODBg+Hn54dff/0V586dQ2BgIGJiYvS6wOmNN97AsWPH0L59e7z8\n8suwtrZGVFQUbt++jU6dOmn9kzfUM888gxkzZmDRokVo0aIFBg8erB6v26ZNG50Ji7F8+umnSExM\nxNy5c/H9998jMDAQNWrUQFpaGs6dO4ekpCSkpKTA2dkZ0dHRmDBhAjp06ICmTZvC3d0dqamp2LNn\nD2QyGd566y11uy+++CLmzp2LN998EydOnICTkxM8PT3V/7iNQTWv7tdff40WLVpg4MCBKCwsxLZt\n29CuXTv8+eefel/A5u7ujkOHDqFfv36YOXMmVq5cie7du6tvk3vmzBmcOnUK9vb26rHhkiTh7bff\nxuzZsxEQEIBBgwYhJycH+/btQ2BgIC5dulTh1zZq1Ci8/fbbWLhwoXpWhJIaNGiAb775Bq+88gqa\nNm2K3r17w9/fH9nZ2UhNTcWRI0cwaNAg9cwJ48aNQ0FBAYKCguDn5welUonDhw/jwoULCA0NRbNm\nzcqMaejQoViwYAFmzpyJkydPwt/fH4mJiTh48CAGDRqkNadrREQEEhIS0LVrV9SrVw+WlpY4deoU\nYmJi0KZNG3Tv3r3C748ukyZNwurVqzF58mQcOXIEnp6eOHHiBG7evIl27doZNHexLo0bN8bKlSvx\n2muvqY83Pz8/ZGRkIDo6Gl26dFEP43nhhRdgYWGBuXPn4sqVK3B1dYWjo6PWLCPFvfzyy9ixYwe2\nbt2KFi1aoF+/fsjLy8PWrVtx+/ZtfPTRR2jSpMljvQZd7O3tsXbtWoSFhSEwMFBjntrY2Fi0adOm\n3Pmb9dG1a1ds2bIFY8eORUhICNq2bYuOHTuqh10cOXIEKSkpFU46Hz58iHfeeQczZ85Ep06d0Lx5\nc9jb2+PGjRvYt28f7ty5o/52iUzAtDOK0ZMABtxRrDSHDh0SHTp0EI6OjsLV1VX07dtXnD9/Xj3X\n68mTJ9XrlndHMV103dmrvDuK6eLh4SEaN26sVX769GnRvXt34eDgIJydndV3FOvevXu5d8EpbvPm\nzeq7/NSqVUsMGzZMpKam6h2/Slnv+ZdffimaNGkiZDKZ8Pb2FjNnzqySO4rl5eWJzz77TDz33HPC\n0dFR2NraCj8/P9G3b1/xzTffqO/wk5KSIqZNmyYCAgJEzZo1hY2NjfDz8xMjRozQmFdWZfny5erX\nAwPvKFbStm3bdM6nq1QqxZIlS4S/v7/6jmJz5swRCQkJAoB49dVX9X6/hCg6zlauXCm6desmatWq\nJaysrIRcLhfPPfecmDt3rrh586bG+oWFhWLhwoXCz89PWFtbiwYNGoglS5aIjIyMMu8oVp6MjAxh\nZWUlAIjBgweXuW58fLwYOXKk8PLyEtbW1sLNzU20bt1avPvuuxp3vFu7dq0YOHCgqFevnrCzsxM1\natQQAQEBYsWKFSI/P1+v9+fSpUsiNDRUuLm5CUdHRxEYGCj27dun8/ezc+dOMWzYMOHv76/++2vR\nooX46KOP1HMfl8fQ2+QePXpUdOzYUdja2ooaNWqIYcOGib/++qvcO4qVVPxuXSUdP35c9OvXT7i5\nuanvKDZgwABx9OhRjfU2bdokWrVqJWxtbfW+o5hCoRCff/65ejtHR0fRqVMnsWPHDoNiVM3vOmPG\njPLftGLb9OnTR7i6ugqZTCb8/f3FrFmzdN6ZztB5aou7ceOGeO+990Tbtm2FXC4XVlZWwt3dXQQH\nB4v/+7//0zgWy7qjWEmPHj0Su3fvFq+99ppo3bq1qFmzprC0tBSurq6iY8eOYunSpRpzaVPVkoQw\ncJAbEemloKAAvr6+sLa2Vk9bRU+WLVu2YNiwYViyZIlBc9YSEZHxcUwt0WN69OiRxhhVoGiM3fz5\n85Geno4BAwaYKDIyloyMDK2L3DIyMjB37lxIklTh8XlERGQ8HFNL9Jju3bsHPz8/9OjRAw0bNkR+\nfj5OnjyJs2fPwtvbG7NnzzZ1iPSYVqxYgU2bNqFLly7w8PBAWloa9u3bh/v37yM8PLzcuVeJiKjy\ncfgB0WPKycnB1KlTcfjwYaSnpyM/Px9169ZF7969ERERoffcnlR9RUVFYcmSJTh37hzu3bsHGxsb\nNG/eHBMmTMArr7xi6vCIiAhMaomIiIjoCcAxtURERERk9pjUEhEREZHZe6ouFCssLMSNGzfg5ORU\n5n3RiYiIiMg0hBB48OAB6tSpo/fNbYCnLKm9ceMGvL29TR0GEREREZXj+vXr8PLy0nv9pyqpdXJy\nAlD0Jjk7O1fJPhUKBQ4dOoTg4GBYWT1VbzcZgMcJVQSPGyKqClV9rsnKyoK3t7c6b9PXU3UWVA05\ncHZ2rtKk1t7eHs7OzvynQ6XicUIVweOGiKqCqc41hg4V5YViRERERGT2mNQSERERkdljUktERERE\nZo+DsIiIiKjaEEJAoVBAqVSaOhT6h0KhgJWVFfLy8ow2ptba2hqWlpZGaUuFSS0RERFVC48ePUJ6\nejpycnJMHQoVI4SAu7s7rl27ZrR5/iVJgpeXFxwdHY3SHsCkloiIiKqBwsJCXL16FZaWlqhTpw5k\nMhlvlFRNqG6GYKybVwkhcPv2baSlpaFhw4ZG67FlUktEREQm9+jRIxQWFsLb2xv29vamDoeKEUIg\nPz8ftra2RvugUatWLaSmpqKgoMBoSS0vFCMiIqJqw5DbopL5qoxeeB45RNVBYiICPvwQSEw0dSRE\nRERmiUktUTUg7d8Pz19/hXTggKlDISIyW3l5wIYNwEsvAV26FD1v2FBUTk8+JrVE1YAUFaXxTERE\nhvnhB6BOHWD0aGD3buDo0aLn0aOLyn/80dQRGq59+/aYOXOmqcMwG0xqiUwhLQ04e7boERcHKToa\nACAdPw7Exf1b99dfJg6UiKj6++EHYMAA4P79ouXCQs3n+/eB/v2L1jMmSZLKfIwdO/ax2t+/fz9m\nz579WG0MHTpUZ2wDBgx4rHbeyt9RAAAgAElEQVSrI85+QGQKoaHAhQv/LqsGzOfnAwEB/5a3bAmc\nP1+1sRERmZG8PECVOwqhex0hik6zY8cCN24AtrbG2Xd6err65++//x4ffPABLl++rC6zs7PTuV1B\nQQGsra3Lbb9GjRqPHySA/v3746uvvtIosy3jTdAVn+qmGPrErU97lYE9tUSmEBamsSj9cyaWSp6R\nBw+uqoiIiMzStm3A33+XntCqCFG03vbtxtt37dq11Q+5XA5JkrTKkpOTIUkSdu7ciaCgINjY2GD7\n9u3IyMjAyy+/jLp168Le3h6tWrXCjh07NNovOfygdu3aWLZsGUaPHg1HR0f4+flh3bp15cZpa2ur\nEVft2rXh4uICAMjLy4MkSVi7di1CQ0Nhb2+PZcuW4eDBg5AkCT///DPatm0Ld3d3nD59GgCwfPly\n1KtXDzKZDE2bNsX333+v3ldp7VUFJrVEphARAcyfX/Y6CxYAj/m1ExHRk273bkDfWcAsLIBduyo3\nntLMmDED4eHhSE5ORteuXZGbm4uOHTti3759SEhIwJgxYzBkyBDEx8eX2c7ixYsRFBSE+Ph4jBs3\nDuPHj8fVq1cfO77Zs2djyJAhuHjxIkaMGKER97JlyxAbG4smTZpg8+bNmD59Ot577z0kJiZizJgx\nGD58OE6ePKlXe5XJpEntm2++CT8/P0iShEQdUxnNmzdPqy4lJQUdO3ZEo0aN8Nxzz+HSpUtVGTKR\n8UREAFOn6q6bNo0JLRGRHu7e/XfsbHkKC4F79yo3ntKEh4ejf//+qFevHmrXrg0/Pz+8/fbbaN26\nNRo0aICpU6fihRdewPZyupIHDBiA8ePHw9/fH7Nnz4aDgwOOHj1a5jY7duyAo6OjxmPJkiUa64wd\nOxajR49GvXr14OPjoy5fuHAhXnzxRdSvXx+urq5YtmwZJkyYgPHjx6NRo0aYOXMmQkNDtXpjS2uv\nMpk0qQ0LC0N0dDR8fX216s6ePYtTp05pvRETJ07EhAkT8Ntvv2H69Ol49dVXqypcIuNTKABJgvhn\nTK2QpKKBXwqFiQMjIjIPbm6G9dQaaZiqwQKKXy8BQKFQYP78+WjRogVq1KgBR0dHHDt2DNeuXSuz\nnZYtW6p/trCwgIeHB27dulXmNj179kR8fLzGY/z48WXGV1p5cnIyAgMDNcoCAwORlJSkV3uVyaQX\ninXu3FlneX5+PiZPnoz//e9/6Nq1q7r81q1bOHv2LCIjIwEAL730EqZMmYLU1FT4+fnpbCc/P1+9\nnJWVBaDoQFJUUdKgUCigVCqrbH9kRgoLYbl5c9E4WhcXJPfogcaRkcD9+xD/+x+US5bof6ampxLP\nL/QkUSgUEEKoH/rq3x/YuVO/u1MVFgIDBohyx99WhCrmkrGrlu3t7TXqPvroI3z55Zf49NNP0axZ\nMzg4OGDSpEl49OiRxnol3w8rKyuNZUmSoFQqy3zPHB0d0aBBA50xlxZfyXIhBAqLdYkXX7ewsBCS\nJJXZXmn71pWTVfScVi1nP/jggw8wcuRI1KtXT6P8+vXrqFOnDqysisKWJAk+Pj64du2azqR20aJF\nmDdvnlb5oUOHquy+0kqlEnFxcQBgtHsb05PBMi8PHZ2dkdugAc5NnIiTf/yBDr16oc3q1bC7cwcn\n9uyB0liX6NITiecXepJYWVnB3d0dDx480OiQKk+PHoBc7oysLAlClJ7cSpKAXC4QHJyFzExjRKwp\nNzcXQghklmj8wYMH6ufidUeOHEHfvn3Ru3dvAEWJ3OXLlxEQEKBeT6lUIj8/X70shEBubq5GO4WF\nhcjLy9Par8qjR48AoNT6vH/uTJGdna2xTnZ2tno7Gxsb5OTkAAAaNmyIw4cPo2fPnup1jx07Bn9/\nf2RmZpbanq64cnNzcfz4ca0kVrUvQ1W7pPbkyZM4ffo0Pv74Y531Je8VXNangFmzZmFqsTGLWVlZ\n8Pb2RnBwMJydnY0TcDlUv6iQkBB1Mk6k1q8fHC0t8aJCgUcHD+LFkBBYjRwJKJXowSSFysHzCz1J\n8vLycO3aNTg5OZU53VRJcjmwfn3RPLWSJHQmtpJUlCt8950EDw+50WIuzs7ODpIkQS7XbN/JyUn9\nXLyucePGOHToEJKTk+Hk5IQlS5YgMzMTMplMvZ6lpSVsbGzUy5Ikwc7OTqMdCwsL2Nraau1XRSaT\nIS8vD7m5uRrl1tbWcHNzg42NDQDAwcFBow0HBwcAgFwuV68jl8sxY8YMvPLKKwgICMALL7yAnTt3\nIjIyEsePH9dYt2R7JeXl5cHOzg5BQUFav2/VN+uGqnZnwaNHjyI5OVndS5uWloaePXtizZo1aNeu\nHdLS0qBQKNTd79evXy91ALKNjY36zS3OysqqSv8BWFpaVvk+yUwUOyY0jhMeK6Qnnl/oSWFlZaVx\ncwBD9OtXNAvC2LFF03ZZWBQNNVA9u7hI+O47oG/fyokd+LfTrWTsxcuL1y1YsABpaWno3r07nJyc\nMGnSJPTq1UurjZLb6Xp/ynvP9uzZgz179miUtWrVCvHx8aXGV7Jc9Rg2bBhu376NhQsXYvLkyWjQ\noAE2bdqEjh07lvl6db1fkiTpPH9V9HwmCUMGrlQSPz8/7N27F82bNy+3rkuXLhg7dizGjh2L7du3\nY9myZTh16pRe+8nKyoJcLkdmZmaV9tQeOHAAvXr14j8dKhWPE6oIHjf0JMnLy8PVq1dRr149g3pq\nNdsomod2166iWQ5q1AAGDiyaGpyjuSpONaxCNRevMZT1+65ovmbSs+DkyZOxZ88e3Lx5E927d4ej\noyN+//33MrdZvXo1xo4di4ULF8LZ2RnfffddFUVLRERE1ZmtLTByZNGDnj4mTWpXrlyJlStXlrlO\namqqxnLjxo21JvglIiIioqcb5wsiIiIiIrPHpJaIiIiIzB6TWiIiIiIye0xqiYiIiMjsMaklIiIi\nIrPHpJaIiIiIzB6TWiIiInqyJCYW3Tc3MdHUkVAVYlJLRERET5a9e4E9e4B9+0wdCVUhJrVERET0\nZDl8WPO5kkiSVOZj7Nixj72PmTNnon379nqtpyuG1q1bP3YM5oI3CyciIiLzlpYG3LpV9LMQwPHj\nRT8fOwbExQGSVLTs4QHUrWu03aanp6t//v777/HBBx/g8uXL6jI7Ozuj7Usfbdu2xb4SvdPW1tal\nrv/o0SPIZDKt8oKCgjK3M7S9qsKeWiIiIjJvoaFAu3ZFj4AAID+/qDw/v2hZVde7t1F3W7t2bfVD\nLpdDkiStMgD4888/ERYWBrlcjpo1a2LQoEG4fv26up1Dhw4hICAA9vb2cHV1RVBQEG7cuIGvvvoK\nixcvRmxsrLrndcuWLaXGY21trbH/2rVrw83NTSPexYsXY+TIkXBycsIbb7yB5ORkSJKEnTt3Iigo\nCDY2Nti+fTsAYMuWLWjatClsbGzQqlUrLF++XOv1l2zPlJjUEhERkXkLC9NcFkLzWWXw4KqJp5gH\nDx6gS5cuqFWrFmJiYnD06FFYWVkhNDQUCoUCeXl5GDhwIEJCQpCYmIiYmBi88sorAIAxY8ZgypQp\naNu2LdLT05Geno4BAwY8Vjwff/wxnn32WcTHx2P69Onq8hkzZiA8PBzJycno2rUrTpw4gREjRmDM\nmDFISEjAtGnTMGPGDK2kurT2TIHDD4iIiMi8RUQUPX/wQenrLFgAzJ5dNfEUs2HDBsjlcqxatUpd\n9t1330Eul+PEiRPw9/dHdnY2+vbti/r16wMAmjVrpl7XwcFB3QNbntOnT8PR0VGjbOzYsfjiiy/U\nyyEhIXjrrbfUy8nJyQCA8PBw9O/fX10+efJkhIaGYubMmRBCwMPDAykpKVi6dCmGDh1aanumxKSW\niIiIzF9EBHD/PvDJJ9p106aZJKEFgLi4OFy8eFEr2VQoFPjjjz/QuXNnDB06FF27dkVwcDC6d++O\nl19+GR4eHgbvq2XLlti2bZtGmWoIhEpAQIDObUuWJyUlYcyYMRplgYGB+Oabb/RqzxSY1BIREdGT\nQaH496IwIf79WaEwWUiFhYXo0KGDVjIIAO7u7gCAzZs3Iy4uDgcPHsTGjRsxe/ZsREVFoW3btgbt\ny8bGBv7+/mWu4+DgoFe5EAKS6v0rVqZve6bAMbVERERk/goLgS1bipJZubxoKIJcXrS8eXNRvQm0\nbdsWly9fhqenJ/z9/TUezs7O6vXatWuH999/H7Gxsahfv7567KpMJoNSqazyuJs1a4bo6GiNshMn\nTqBp06ZVHou+mNQSERGR+cvNBby9gYEDgcuXgXnzip4HDgR8fIrqTWDMmDFwcHDAwIEDERMTg6tX\nryIqKgpTpkzBrVu3cPnyZcyePRunTp3CtWvXcODAAVy9elWdPPr5+SElJQUJCQm4c+cOHj16VOq+\nCgoKcPPmTY3HLdVUZwYKDw/Hvn37sHjxYqSkpGD9+vX4v//7P4SHh1eovarA4QdERERk/hwcgNhY\nwNLy3zJ3d2DnTkCp1CyvQs7Ozjh+/DhmzJiB/v374+HDh/Dy8kJwcDAcHBxQUFCACxcuYO3atbh3\n7x7q1q2L8PBw9Y0bhgwZgh9++AFBQUHIzMzE5s2bNS7UKu7s2bPw9PTUKJPL5bh//77BcXfo0AGb\nNm3CvHnzEBERAU9PTyxevLjUfVcHktA1QOIJlZWVBblcjszMTI0u/8qkUChw4MAB9OrVC1ZW/AxB\nuvE4oYrgcUNPkry8PFy9ehX16tWDra2tqcOhYoQQyMzMVM/Fawxl/b4rmq9x+AERERERmT0mtURE\nRERk9pjUEhEREZHZY1JLRERERGaPSS0RERFVG0/R9etPtcr4PTOpJSIiIpOztrYGAOTk5Jg4EqoK\nqvl2LY041RrngCEiIiKTs7S0hIuLi/pmAfb29kabPooejxACjx49Ql5enlF+J4WFhbh9+zbs7e2N\nOh0hk1oiIiKqFmrXrg0AFb4LFlUOIQRyc3NhZ2dntA8aFhYW8PHxMeoHFya1REREVC1IkgRPT0+4\nu7ujoKDA1OHQPxQKBY4fP46goCCj9azKZDJYWBh3FCyTWiIiIqpWLC0tjTrWkh6PQqGAQqGAra1t\ntb57IS8UIyIiIiKzx6SWiIiIiMwek1oiIiIiMntMaomIzFViIgI+/BBITDR1JEREJseklojITEn7\n98Pz118hHThg6lCIiEyOSS0RkZmSoqI0nomInmbVd14GIiLSlJYGqCalFwJSdDQAQDp+HIiLA1ST\nmHt4AHXrmihIIiLTYFJLRGQuQkOBCxf+XVYlsfn5QEDAv+UtWwLnz1dtbEREJsbhB0RE5iIsTGNR\nEkLjWW3w4KqKiIio2mBSS0RkLiIigPnzy15nwQJg9uyqiYeIqBphUktEZE4iIoCpU3XXTZvGhJaI\nnlpMaomIzI1CAUgSxD9jaoUkFY2vVShMHBgRkekwqSUiMieFhcCWLYAQgFyOy0OHAnJ50fLmzUX1\nRERPISa1RETmJDcX8PYGBg6E8uJF/DZ8OJQXLwIDBwI+PkX1RERPIZMmtW+++Sb8/PwgSRIS/7nN\nY15eHgYMGIBGjRqhdevWCAkJQWpqqnqbW7duISQkBA0bNkTz5s0R/c88jURETwUHByA2Fti5E3B3\nLypzdy9aPnWqqJ6I6Clk0qQ2LCwM0dHR8PX11SifMGECLl++jPj4ePTp0wcTJkxQ182cORPt27dH\nSkoKvv32W4wYMQIKjiMjoqeJpaVh5URETwGTJrWdO3eGl5eXRpmtrS169+4N6Z8LINq3b48rV66o\n67du3YrJkycDAJ599ll4eHiwt5aIiIjoKVft7yi2fPly9O3bFwBw9+5dFBYWolatWup6Pz8/XLt2\nTee2+fn5yM/PVy9nZWUBABQKRZX17ioUCiiVSvYmU5l4nFBF8LghoqpQ1eeaiu6nWie1CxcuREpK\nCr766it1maoHV0WUvJNOMYsWLcK8efO0yg8dOgR7e3vjBVoGpVKJuLg4AIAlvxqkUvA4oYrgcUNE\nVaGqzzU5OTkV2q7aJrXLli3Dzp078fPPP6sTUDc3NwDA7du31b21f/75J3x8fHS2MWvWLEwtNkl5\nVlYWvL29ERwcDGdn50p+BUVUnzZCQkJgZVVt324yMR4nVBE8boioKlT1uUb1zbqhquVZ8JNPPsHm\nzZvx888/w8XFRaNu8ODBWLlyJebOnYvTp0/j5s2b6NSpk852bGxsYGNjo1VuZWVVpf8ALC0tq3yf\nZH54nFBF8LghoqpQleeaiu7DpGfByZMnY8+ePbh58ya6d+8OR0dHHDlyBNOmTUP9+vXRtWtXAEXJ\naWxsLABg8eLFGDVqFBo2bAiZTIYNGzbwZE5ERET0lDNpNrhy5UqsXLlSq7yscbIeHh6IjIyszLCI\niIiIyMzwjmJEREREZPaY1BIRERGR2WNSS0RERERmj0ktEREREZk9JrVEREREZPaY1BIRERGR2WNS\nS0RERERmj0ktEREREZk9JrVEREREZPaY1BIRERGR2WNSS0RERERmj0ktEREREZk9JrVEREREZPaY\n1BIRERGR2WNSS0RERERmj0ktEREREZk9JrVEREREZPaY1BIRERGR2WNSS0RERERmj0ktEREREZk9\nJrVEREREZPaY1BIRERGR2WNSW9kSExHw4YdAYqKpIyEiIiJ6YjGprWTS/v3w/PVXSAcOmDoUIiIi\noicWk9pKJkVFaTwTERERkfFZmTqAJ05aGnDrVtHPQkCKjgYASMePA3FxgCQV1Xl4AHXrmihIIiIi\noicLk1pjCw0FLlz4d1mVxObnAwEB/5a3bAmcP1+1sRERERE9oTj8wNjCwjQWJSE0ntUGD66qiIiI\niIieeExqjS0iApg/v+x1FiwAZs+umniIiIiIngJMaitDRAQwdaruumnTmNASERERGRmT2sqiUACS\nBPHPmFohSUXjaxUKEwdGRERE9ORhUlsZCguBLVsAIQC5HJeHDgXk8qLlzZuL6omIiIjIaJjUVobc\nXMDbGxg4EMqLF/Hb8OFQXrwIDBwI+PgU1RMRERGR0XBKr8rg4ADExgKWlv8ON3B3B3buBJTKonIi\nIiIiMhr21FaW0hJXJrRERERERsekloiIiIjMnkHDDzIzM7Fr1y4cP34cqampyMnJQa1atdCmTRv0\n7NkTHTt2rKw4iYiIiIhKpVdPbXp6OsaPHw9PT0/Mnz8f2dnZaN26Nbp16wYvLy9ERUUhODgYzZo1\nw/fff1/ZMRMRERERadCrp7ZVq1YYPXo0fv31VzRv3lznOrm5udi9ezc++eQTXL9+HeHh4UYNlIiI\niIioNHoltRcvXkStWrXKXMfOzg7Dhg3DsGHDcPv2baMER0RERESkD72GH5SX0D7u+kREREREj+Ox\nZz9ISkrCt99+i/j4eGPEQ0RERERkMINmP5g/fz7s7Ozw7rvvAgCioqIQEhICJycnZGZmYt26dRgx\nYkSlBEpEREREVBqDemq3b9+OZs2aqZc/+ugjvPnmm7hz5w6++OILLFy40OgBEhERERGVR6+kdv36\n9fjuu++QmpqK+Ph49XJMTAwcHR2xfv16FBYW4sqVK1i/fj3Wr1+v187ffPNN+Pn5QZIkJCYmqstT\nUlLQsWNHNGrUCM899xwuXbqkVx0RERERPZ30Smp9fX3h5+cHmUwGDw8P+Pr64v79+3B2dkbXrl3h\n6+uLBg0aQJIk+Pn5wdfXV6+dh4WFITo6Wmv9iRMnYsKECfjtt98wffp0vPrqq3rVEREREdHTSa8x\ntS+88AIAoG3btti3bx+mT5+OgwcPonfv3ujcuTMAICEhAd7e3uplfeha99atWzh79iwiIyMBAC+9\n9BKmTJmC1NRU2Nvbl1rn5+en1VZ+fj7y8/PVy1lZWQAAhUIBhUKhd5yPQ6FQQKlUVtn+yDzxOKGK\n4HFDRFWhqs81Fd2PQReKLV26FP3790dgYCCaNGmCr7/+Wl23bt06hISEVCiI4q5fv446derAyqoo\nNEmS4OPjg2vXrsHBwaHUOl1J7aJFizBv3jyt8kOHDsHe3v6xY9WHUqlEXFwcAMDS0rJK9knmh8cJ\nVQSPGyKqClV9rsnJyanQdgYlta1atUJqairu3r0LNzc3jbrw8HA4OztXKIiSJEnSWBZC6FVX0qxZ\nszB16lT1clZWFry9vREcHGy0WMuj+rQREhKiTsaJSuJxQhXB44aIqkJVn2tU36wbqkKRlUxoAcDT\n07NCAZTk7e2NtLQ0KBQKWFlZQQiB69evw8fHB/b29qXW6WJjYwMbGxutcisrqyr9B2BpaVnl+yTz\nw+OEKoLHDRFVhao811R0H3pdKLZlyxa9G7x+/TpiYmIqFAwAuLu7o02bNti4cSMAYMeOHfDz84Of\nn1+ZdURERET09NIrqV21ahWaNGmCxYsXIykpSas+MzMT+/fvx/Dhw9GuXTvcu3dPr51PnjwZXl5e\nSEtLQ/fu3eHv7w8AWL16NVavXo1GjRrh448/xtq1a9XblFVHRERERE8nvfp3jx49ir1792LFihV4\n77334ODgAA8PD9ja2uLvv//GzZs3UatWLbzyyitITEyEu7u7XjtfuXIlVq5cqVXeuHFjnDx5Uuc2\nZdURERER0dNJ70ELffr0QZ8+fXD37l1ER0cjNTUVubm5qFmzJtq0aYM2bdrAwsKgG5QRERERERmF\nwSNx3dzc0L9//8qIhYiIiIioQti1SkRERERmj0ktEREREZk9JrVEREREZPaY1BIRERGR2TMoqS0o\nKED9+vVx6dKlyoqHiIiIiMhgBiW11tbWyM/PhyRJlRUPEREREZHBDB5+8MYbb2Dx4sVQKBSVEQ8R\nERERkcEMnqc2NjYWv/zyCyIjI9GiRQs4ODho1O/cudNowRERERER6cPgpNbFxQUvvfRSZcRCRERE\nRFQhBie13377bWXEQURERERUYQYntSq3b9/G5cuXIUkSGjVqhFq1ahkzLiIiIiIivRl8oVh2djbG\njRsHT09PdO7cGUFBQahTpw5effVV5OTkVEaMRERERERlMjipnTp1Ko4ePYoff/wR9+/fx/3797Fn\nzx4cPXoU06ZNq4wYiYiIiIjKZPDwgx07dmD79u3o0qWLuqx3796ws7PDyy+/jFWrVhkzPiIiIiKi\nchncU5uTkwMPDw+tcnd3dw4/ICIiIiKTMDip7dChA+bMmYO8vDx1WW5uLubNm4cOHToYNTgiIiIi\nIn0YPPzgs88+Q69eveDl5YVWrVpBkiTEx8fD1tYWP/30U2XESERERESmkpiIgA8/BLy9gdatTR1N\nqQxOalu0aIGUlBRs3LgRycnJEEJg6NChGDFiBOzs7CojRiIiIiIyEWn/fnj++iuUBw48OUltQUEB\nJkyYgIiICIwfP76yYiIiIiKiakKKivr3edYsE0dTOoOSWmtra+zatQsRERGVFQ8RERERmVJaGnDr\nVtHPQkCKjgYASMePA3FxgCQV1Xl4AHXrmihIbQYPPxg4cCB2796NqVOnVkY8RERERGRKoaHAhQv/\nLquS2Px8ICDg3/KWLYHz56s2tjIYnNT6+/tjwYIFOHHiBNq1awcHBweN+jfffNNowRERERFRFQsL\n00hqJSE0ntUGD67KqMplcFK7Zs0auLi4IC4uDnFxcRp1kiQxqSUiIiIyZ6phph98UPo6CxYAs2dX\nTTx6MjipvXr1amXEQURERETVRUQEcP8+8Mkn2nXTplW7hBYw8OYLBQUFqF+/Pi5dulRZ8RARERFR\ndaBQAJIE8c+YWiFJReNrFQoTB6abQUmttbU18vPzIakGDBMRERHRk6ewENiyBRACkMtxeehQQC4v\nWt68uai+mjH4NrlvvPEGFi9eDEU1zdKJiIiI6DHl5hbdQWzgQCgvXsRvw4dDefEiMHAg4ONTVF/N\nGDymNjY2Fr/88gsiIyPRokULrdkPdu7cabTgiIiIiMgEHByA2FjA0vLf4Qbu7sDOnYBSWVRezRic\n1Lq4uOCll16qjFiIiIiIqLooLXGthgktUIGk9ttvv62MOIiIiIiIKkzvMbW3VLdLK4VCocCvv/76\n2AERERERERlK76TW09NTI7Ft2rQprl27pl6+e/cuOnToYNzoiIiIiIj0oHdSK0rcGi0tLU1rBoSS\n6xARERERVQWDp/QqC+evJSIiIiJTMGpSS0RERERkCnrPfiBJEh48eABbW1sIISBJEh4+fIisrCwA\nUD8TEREREVU1vZNaIQQaNWqksdymTRuNZQ4/ICIiIiJT0DupjYqKqsw4iIiIiIgqTO+k9oUXXqjM\nOIiIiIiIKowXihERERGR2WNSS0RERERmj0ktEREREZm9apvU/vTTT2jXrh3atGmD5s2b47vvvgMA\n3Lp1CyEhIWjYsCGaN2+O6OhoE0dKRERERKam94ViJf3+++/4448/0LlzZ9jZ2Rl1Si8hBIYPH46o\nqCi0bNkSqampaNKkCQYNGoSZM2eiffv2OHjwIE6fPo2wsDD88ccfsLKq8EshIiIiIjNncCZ49+5d\nDBkyBIcPH4YkSUhJSUH9+vXxn//8By4uLvjvf/9rtODu378PoOjGDm5ubrCxscHWrVtx9epVAMCz\nzz4LDw8PREdHo0uXLlrb5+fnIz8/X72sukGEQqGAQqEwWpxlUSgUUCqVVbY/Mk88TqgieNwQUVWo\n6nNNRfdjcFL7zjvvwMrKCteuXUPTpk3V5UOGDME777xjlKRWkiRs3boVgwYNgoODA/7++2/s3LkT\nDx48QGFhIWrVqqVe18/PD9euXdPZzqJFizBv3jyt8kOHDsHe3v6x49SHUqlEXFwcAMDS0rJK9knm\nh8cJVQSPGyKqClV9rsnJyanQdgYntZGRkfjpp5/g5eWlUd6wYUP8+eefFQqiJIVCgUWLFmHPnj0I\nDAzE6dOnMWDAAFy4cEFriIMQotR2Zs2ahalTp6qXs7Ky4O3tjeDgYDg7Oxsl1vKoPm2EhIRwiASV\niscJVQSPGyKqClV9rkJrij0AACAASURBVFF9s24ogyPLzs7W2ct5584d2NjYVCiIkuLj43Hjxg0E\nBgYCKBpmUKdOHVy4cAEAcPv2bXVv7Z9//gkfHx+d7djY2OiMycrKqkr/AVhaWlb5Psn88DihiuBx\nQ0RVoSrPNRXdh8GzH3Tu3Bnr169XL0uShMLCQixduhRdu3atUBAleXt7Iy0tDZcvXwbw70VpjRo1\nwuDBg7Fy5UoAwOnTp3Hz5k106tTJKPslIiIiIvNkcCq8dOlSdOnSBWfOnMGjR48wffp0XLx4Effu\n3UNMTIxRgvLw8MDq1asRFhYGCwsLCCHw5Zdfom7duli8eDFGjRqFhg0bQiaTYcOGDeyhICIiInrK\nGZwNNmvWDBcuXMCqVatgaWmJ7OxsDBo0CJMnT4anp6fRAhs2bBiGDRumVe7h4YHIyEij7YeIiIiI\nzJ/BSe21a9fg7e2tc1aBa9eulTq+lYiIiIioshg8prZevXq4ffu2Vvndu3dRr149owRFRERERGQI\ng5Pa0u4c9vDhQ9ja2holKCIiIiIiQ+g9/EA136skSYiIiNCY1kupVCI2NhatW7c2foREREREROXQ\nO6k9d+4cgKKe2oSEBMhkMnWdTCZDq1atEB4ebvwIiYiIiIjKoXdSGxUVBQB45ZVX8Pnnn1fZHbmI\niIiIiMpj8OwH3377bWXEQURERERUYQYntS+++GKZ9YcPH65wMEREREREFWFwUtuqVSuN5YKCAsTH\nxyMxMRFjxowxWmBERERERPoyOKn99NNPdZbPnTsXDx8+fOyAiIiIiIgMZfA8taUZOXIkvvnmG2M1\nR0RERESkN6MltSdPnuTNF4iIiIjIJAwefjBo0CCNZSEE0tPTcebMGURERBgtMCIiIiIifRmc1Mrl\nco1lCwsLNG7cGPPnz0ePHj2MFhgRERERkb44Ty0RERERmT2jjaklIiIiIjIVvXpqXV1dIUmSXg3e\nu3fvsQIiIiIiIjKUXkntZ599VtlxEBERERFVmF5JLe8URkRERETVmcEXigGAUqnE7t27kZSUBEmS\n0KxZM/Tr1w+WlpbGjo+IiIiIqFwGJ7W///47evfujb/++guNGzeGEAK//fYbvL29sW/fPjRo0KAy\n4iQiIiIiKpXBsx+8+eabaNCgAa5fv46zZ8/i3LlzuHbt/9u797iq6zyP4+8DbFwUBi+pECAooKLm\nJTWBtsmUZBgVvGC2uerohK222ubkaNmMtFZO2ZRpjtbD22rj5l2azQtYuumo4w1HF1RUCAhcL5V4\nSUbgt38wnBW5eA4eDvzy9Xw8fMjv9/ue3+9zON/Hjzdfvud7chUSEqIpU6bUR40AAABAreweqd29\ne7f279+v5s2bW/e1aNFCc+fOVXR0tEOLAwAAAGxh90itu7u7rl69WmX/tWvX9MADDzikKAAAAMAe\ndofaQYMGKSkpSQcOHJBhGDIMQ/v379fzzz+vIUOG1EeNAAAAQK3sDrUffPCB2rdvr8jISHl4eMjD\nw0PR0dEKDQ3V/Pnz66NGAAAAoFZ2z6n19fXVli1bdObMGWVmZsowDEVERCg0NLQ+6gMAAADuqk7r\n1EpSaGioQkNDVVpaquPHj+u7775Ts2bNHFkbAAAAYBO7px+8+OKLWrp0qaTyD2H46U9/qp49eyow\nMFC7du1ydH0AAADAXdkdatevX69u3bpJkj777DOdO3dOJ0+e1IsvvqhXX33V4QUCAAAAd2N3qL10\n6ZLatGkjSfr88881cuRIhYeHa8KECTp+/LjDCwQAAADuxu5Q27p1a2VkZKi0tFTbtm3TgAEDJEk3\nbtyQq6urwwsEAAAA7sbuN4r94he/0MiRI+Xn5yeLxaKYmBhJ0oEDB9SxY0eHFwgAAADcjd2hdvbs\n2erSpYvy8vKUmJgod3d3SZKrq6tmzJjh8AIBAACAu6nTkl4jRoyosm/s2LH3XAwAAABQF3bPqZWk\nnTt3atCgQWrfvr1CQ0M1aNAgpaWlObo2AAAAwCZ2h9qFCxcqNjZW3t7emjp1qqZMmSIfHx/FxcVp\n4cKF9VEjAAAAUCu7px+89dZbeu+99/TCCy9Y902ZMkXR0dF64403Ku0HAAAAnMHukdqioiLFxsZW\n2f/UU0+pqKjIIUUBAAAA9rA71A4ZMkSbNm2qsn/Lli0aPHiwQ4oCAAAA7GHT9IMPPvjA+nWnTp30\nxhtvaNeuXYqMjJQk7d+/X3v37tW0adPqp0oAAACgFjaF2vfee6/SdrNmzZSRkaGMjAzrPl9fXy1b\ntkyzZs1ybIUAAADAXdgUarOzs+u7DgAAAKDO6rRObXWOHz+uF1980VGnU3FxsV544QWFhYWpc+fO\nGj16tCQpKytLUVFRCg8PV58+fSqNFgMAAOD+VKdPFKtQVFSkNWvWaOnSpTp06JAefvhhR9WlGTNm\nyMXFRadPn5bFYlFhYaEkaeLEiUpKStK4ceO0fv16TZgwQfv27XPYdQEAAGA+dRqp3b17t8aMGSM/\nPz9NmjRJTz75pE6fPq309HSHFHX9+nUtX75cb775piwWiyTJz89PFy5c0JEjR6yjtsOHD1d2drZy\ncnIccl0AAACYk80jtYWFhVq+fLmWLVum69ev65lnntHu3bsVGRmpMWPGKDQ01GFFnT17Vi1atNCc\nOXOUlpYmT09PzZ49W76+vvL395ebW3nZFotFQUFBys3NVXBwcJXzFBcXq7i42LpdsY5uSUmJSkpK\nHFZvbUpKSlRaWuq068Gc6CeoC/oNAGdw9r2mrtexOdSGhIQoMTFRH374oWJiYuTi4rDpuFXcunVL\n586dU0REhObOnatjx45pwIAB+tOf/mQdua1gGEaN53nrrbeUnJxcZX9qaqq8vLwcXnd1SktLdfjw\nYUmSq6urU64J86GfoC7oNwCcwdn3mhs3btTpcTaH2rZt22rPnj0KCgpS27Zt1bFjxzpd0NZrubi4\n6Nlnn5UkdevWTSEhIfr666+Vn5+vkpISubm5yTAM5eXlKSgoqNrzzJw5Uy+99JJ1u6ioSIGBgYqJ\niZGPj0+91X+7it82YmNjrSPMwJ3oJ6gL+g0AZ3D2vaaun1Brc2WnTp3S3r17tXTpUvXu3Vvh4eHW\nua13jp7eq5YtW6p///7avn274uLi9PXXXys7O1v/+I//qB49emj16tUaN26cNmzYoODg4GqnHkiS\nu7u73N3dq+x3c3Nz6g8AV1dXp18T5kM/QV3QbwA4gzPvNXW9hl1zCKKjo7Vs2TIVFhbq+eef19q1\na1VaWqpJkybp448/1sWLF+tURHUWL16st99+W127dlV8fLw++ugj+fn5acmSJVqyZInCw8M1d+5c\nLV261GHXBAAAgDnVKQo3bdpUzz33nJ577jllZmZq6dKlmjVrliZNmqRbt245pLB27dpp165dVfZ3\n6NCBJbwAAABQyT2/26tTp06aN2+evvnmG3366aeOqAkAAACwi8OWMHBzc9OwYcMcdToAAADAZvW3\nLhcAAADgJIRaAAAAmB6hFgAAAKZHqAUAAIDpOSzULlq0SK+//rqjTgcAAADYzGGhdsOGDVqxYoWj\nTgcAAADYzGGfdbZz505HnQoAAACwC3NqAQAAYHp2j9SmpKRUu99iscjDw0OhoaEKCQm558IAAAAA\nW9kdahMSEmSxWGQYRqX9FfssFosee+wxbd68Wc2aNXNYoQAAAEBN7J5+kJqaqt69eys1NVVXrlzR\nlStXlJqaqj59+uhPf/qT/vu//1uXL1/Wr371q/qoFwAAAKjC7pHaqVOn6qOPPlJUVJR1X//+/eXh\n4aGkpCT9z//8j95//32NHz/eoYUCAAAANbF7pPbs2bPy8fGpst/Hx0fnzp2TJIWFhenSpUv3Xh0A\nAABgA7tD7SOPPKKXX35ZFy9etO67ePGipk+frt69e0uSsrKyFBAQ4LgqAQAAgFrYPf1g6dKlio+P\nV0BAgAIDA2WxWJSbm6t27dppy5YtkqRr167ptddec3ixAAAAQHXsDrUdOnRQZmamtm/frtOnT8sw\nDHXs2FExMTFycSkf+E1ISHB4oQAAAEBN7A61OTk5Cg4OVmxsrGJjY+ujJgAAAMAuds+pbdeunR57\n7DEtWbJE3377bX3UBAAAANjF7lB76NAhRUZGas6cOfL391d8fLzWrVun4uLi+qgPAAAAuCu7Q23P\nnj31zjvvKDc3V1u3blWrVq00ceJEtWrVirVpAQAA0CDsDrUVLBaL+vXrp48//lhpaWlq166dVq5c\n6cjaAAAAAJvUOdTm5eXp7bffVvfu3dW7d281adJECxcudGRtAAAAgE3sXv3go48+0ieffKK9e/eq\nQ4cOevbZZ7V582YFBwfXQ3kAAADA3dkdav/93/9do0aN0vz589W9e/f6qAkAAACwi92hNjc3VxaL\npdpj6enpBF0AAAA4nd1zau8MtFeuXNGiRYvUs2dPPfLIIw4rDAAAALBVnd8o9sUXX2j06NHy8/PT\nggULFBcXp0OHDjmyNgAAAMAmdk0/yM/P14oVK7Rs2TJdv35dI0eO1K1bt7RhwwZFRETUV40AAABA\nrWweqY2Li1NERIQyMjK0YMECFRQUaMGCBfVZGwAAAGATm0dqd+zYoSlTpuhf/uVfFBYWVp81AQAA\nAHaxeaT2q6++0tWrV9WrVy89+uijWrhwoS5evFiftQEAAAA2sTnURkZG6uOPP1ZhYaEmTpyo//zP\n/9RDDz2ksrIypaam6urVq/VZJwAAAFAju1c/8PLy0vjx47Vnzx4dP35c06ZN09y5c9WqVSsNGTKk\nPmoEAAAAalXnJb0kqUOHDnr77beVn5+vNWvWOKomAAAAwC73FGoruLq6KiEhQSkpKY44HQAAAGAX\nh4RaAAAAoCERagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYXqMPtcnJybJY\nLDpx4oQkKSsrS1FRUQoPD1efPn2UkZHRwBUCAACgoTXqUHvkyBHt379fQUFB1n0TJ05UUlKSTp8+\nrenTp2vChAkNWCEAAAAaA7eGLqAmxcXFmjx5sv74xz+qX79+kqQLFy7oyJEj2rFjhyRp+PDheuGF\nF5STk6Pg4OBqz1FcXGzdLioqkiSVlJSopKSk/p/E369VWlrqtOvBnOgnqAv6DQBncPa9pq7XabSh\n9je/+Y1Gjx6tkJAQ6768vDz5+/vLza28bIvFoqCgIOXm5lYbat966y0lJydX2Z+amiovL696q/12\npaWlOnz4sKTyjxMGqkM/QV3QbwA4g7PvNTdu3KjT4xplqN23b58OHjyouXPnVjlmsVgqbRuGUeN5\nZs6cqZdeesm6XVRUpMDAQMXExMjHx8dxBdei4reN2NhYaxgH7kQ/QV3QbwA4g7PvNRV/WbdXo7wL\n7t69WydPnrSO0ubn52vgwIF68803lZ+fr5KSErm5uckwDOXl5VWac3s7d3d3ubu7V9nv5ubm1B8A\nrq6uTr8mzId+grqg3wBwBmfea+p6jUb5RrEZM2aooKBAOTk5ysnJUUBAgLZv366xY8eqR48eWr16\ntSRpw4YNCg4OrnbqAQAAAO4fpvvVfsmSJRo3bpzefPNN+fj4aOXKlQ1dEgAAABqYKUJtTk6O9esO\nHTpo3759DVcMAAAAGp1GOf0AAAAAsAehFgAAAKZHqAUAAIDpEWoBAABgeoRaAAAAmB6hFgAAAKZH\nqAUAAIDpEWoBAABgeoRaAAAAmB6hFgAAAKZHqAUAAIDpEWoBAABgeoRaAAAAmB6hFgAAAKZHqAUA\nAIDpEWoBAABgeoRaAAAAmB6hFgAAAKZHqAUAAIDpEWoBAABgeoRaAAAAmB6hFgAAAKZHqAUAAIDp\nEWoBAABgeoRaAAAAmB6hFgAAAKZHqAUAAIDpEWoBAABgeoRaAAAAmB6hFgAAAKZHqAUAAIDpEWoB\nAABgeoRaAAAAmB6hFgAAAKZHqAUAAIDpEWoBAABgeoRaAAAAmB6hFgAAAKZHqAUAAIDpEWoBAABg\neoRaAAAAmB6hFgAAAKZHqAUAAIDpEWoBAABgeo0y1N68eVMJCQkKDw9X9+7dFRsbq5ycHEnShQsX\nFBsbq7CwMHXp0kV79uxp2GIBAADQ4BplqJWkpKQknTp1Sunp6Ro0aJCSkpIkSTNmzFDfvn2VlZWl\n5cuX69lnn1VJSUkDVwsAAICG5NbQBVTHw8NDcXFx1u2+ffvq/ffflyStXbtW2dnZkqTevXurdevW\n2rNnj5544okq5ykuLlZxcbF1u6ioSJJUUlLitCBcUlKi0tJSgjdqRT9BXdBvADiDs+81db1Oowy1\nd/rggw80ePBgXb58WWVlZXrwwQetx4KDg5Wbm1vt49566y0lJydX2Z+amiovL696q/d2paWlOnz4\nsCTJ1dXVKdeE+dBPUBf0GwDO4Ox7zY0bN+r0uEYfat98801lZWVp8eLF+uGHH2SxWCodNwyjxsfO\nnDlTL730knW7qKhIgYGBiomJkY+PT73VfLuK3zZiY2Pl5tbov91oIPQT1AX9BoAzOPteU/GXdXs1\n6rvgvHnztHHjRqWlpcnLy8s6unrx4kXraO3XX3+toKCgah/v7u4ud3f3Kvvd3Nyc+gPA1dXV6deE\n+dBPUBf0GwDO4Mx7TV2v0WjfKPb73/9ea9asUWpqqnx9fa37ExMT9eGHH0qSDh48qPPnz+uxxx5r\nqDIBAADQCDTKX+3z8/M1bdo0tWvXTv369ZNUPup64MAB/e53v9M///M/KywsTA888IBWrVrVKEco\nbt6U1q2TNm1yUVZWpJYvd9HQoVJiouTh0dDVAQAA/Lg0vjQoKSAgoMa5sq1bt9aOHTucXJF9UlKk\nceOk776TXFwsKitrqYwMQ5s2SVOnSitXSoMHN3SVAAAAPx6NdvqBWaWkSAkJ0vffl2+XlVkq/f/9\n91J8fHk7AAAAOAah1oFu3iwfoZWkmhZlqNg/blx5ewAAANw7Qq0DrVtXPuWgllXGJJUf/+47af16\n59QFAADwY0eodaDNmyUXG7+jLi7Spk31Ww8AAMD9olG+UcysLl+Wyspsa1tWJn37bf3Wg8aPVTIA\nAHAMRmodqEUL+0Zqmzev33rQuKWkSP7+0pgx0pYtFp040VJbtlg0Zkz5/s8+a+gKAQAwD0KtAyUk\n2DdSO3Ro/daDxotVMgAAcCxCrQMlJkrNmkkWS+3tLJbydiNGOKcuNC6skgEAgOMRah3Iw6P8gxWk\nmoNtxf6VK5kzeb9ilQwAAByPUOtggweXr4Lg61u+7eJiVPrf11fasoVPFLufsUoGAACOx+oH9WDI\nEKmgoHyEbeNGQ1lZlxUW1lzDhlk0YgQjtPc7VsnAvWLVDACoilBbTzw8pNGjpVGjyrR16z797Gc/\nk5sbA+P4/1UybAm2rJKBO6WklM+1/u47ycXForKylsrIMLRpkzR1avnUJv4SBOB+RMoCnIxVMlBX\nrJoBADUj1AJOxioZqAtWzQCA2hFqASdjlQzUBatmAEDtCLVAA2CVDNiLVTMAoHa8UQxoIKySAXuw\nagYA1I5QCzQgVsmArVg1AwBqx09PADABVs0A4Gw3b0qrVkkjR7rolVciNXKki1atarxvRCXUAoAJ\nsGoGAGdKSZH8/aUxY6QtWyw6caKltmyxaMyY8v2ffdbQFVZFqAUAE2DVDADOYtY1sQm1AGASrJoB\noL6ZeU1sQi0AmEjFqhmrVknx8Ya6dLmk+HhDq1aV7yfQArgXZl4Tm9UPAMBkWDUDQH2pWBPb1pVW\nNm0qvx81BtwFAQAAIMnca2ITagEAACDp/9fEtkVjWxObUAsAAABJ5l4Tm1ALAAAASeZeE5tQCwAA\nAEnmXhObUAsAAAArs66JzZJeAAAAqKRiTez166WNGw1lZV1WWFhzDRtm0YgRjWuEtgKhFgAAAFWY\nbU3sxlsZAAAAYCNCLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA\n9Ai1AAAAML376hPFDKP8M4uLioqcds2SkhLduHFDRUVFcnO7r77dsAP9BHVBvwHgDM6+11TktIrc\nZqv76i549epVSVJgYGADVwIAAIDaXL16VT/5yU9sbm8x7I3BJlZWVqaCggJ5e3vLYrE45ZpFRUUK\nDAxUXl6efHx8nHJNmA/9BHVBvwHgDM6+1xiGoatXr8rf318uLrbPlL2vRmpdXFwUEBDQINf28fHh\nhw7uin6CuqDfAHAGZ95r7BmhrcAbxQAAAGB6hFoAAACYnuvs2bNnN3QRP3aurq564okneHcyakU/\nQV3QbwA4gxnuNffVG8UAAADw48T0AwAAAJgeoRYAAACmR6gFAACA6RFq7ZCVlaWoqCiFh4erT58+\nysjIqLbdnDlz1L59e7Vv316vvfaaTccOHjyoqKgoeXl5acSIEfX6POBc99pvVqxYIV9fX3Xv3l3d\nu3dXv379nFU6Gglb+hD3EAD3ypZ7zaeffqoePXqoS5cu6tq1qxYsWNAAldbAgM369etnLF++3DAM\nw1i3bp3Rt2/fKm12795tREREGNeuXTNu3rxpPPLII8a2bdvueiwvL884cOCAsXjxYmP48OFOe06o\nf/fab5YvX06fuM/Z0oe4hwC4V7bca/bs2WMUFhYahmEY33//vdG+fXtjz549ziyzRozU2ujChQs6\ncuSIRo8eLUkaPny4srOzlZOTU6ndp59+qnHjxqlJkyZyd3fX+PHjtWbNmrseCwgIUJ8+feTu7u7U\n54X65Yh+g/ubrX2IewiAe2HrvSY6Olpt2rSRVP6pXx07dlR2drazy60WodZGeXl58vf3t67PZrFY\nFBQUpNzc3ErtcnNz1bZtW+t2cHCwtU1tx/Dj5Ih+I0m7d+9W9+7dFR0drfXr1zuneDQKtvYhALgX\ndbnXZGRkaN++fXryySedVWatGu8Kuo2QxWKptG3UsMTv7e3ubFPbMfw43Wu/GTRokEaOHCkvLy9l\nZmbqqaeeUkBAgPr27Vs/BaPRsbUPAcC9sOdek5+fr/j4eC1evFj+/v71XZpNGKm1UWBgoPLz81VS\nUiKp/IXOy8tTUFBQpXZBQUGVhuq//vpra5vajuHHyRH9pmXLlvLy8pIkderUSXFxcdq7d69zngAa\nnK19CADuhT33moKCAg0YMECzZs1SYmKis0utEaHWRq1atVKPHj20evVqSdKGDRsUHBys4ODgSu0S\nExO1cuVKXb9+XcXFxVq2bJlGjRp112P4cXJEv/nmm2+s7f73f/9XX3zxhXr06OG054CGZWsfAoB7\nYeu9prCwUP3799evf/1rjR07tgEqrUUDvUHNlE6ePGn07dvXCAsLMx555BHjxIkThmEYxs9+9jPj\n4MGD1nbJyclGSEiIERISYsycObPSOWo6dubMGeOhhx4ymjVrZnh6ehoPPfSQ8eGHHzrniaFe3Wu/\nmTlzphEREWF069bN6Nq1K/3iPmRLH+IeAuBe2XKv+eUvf2l4eXkZ3bp1s/5btmxZQ5ZtZTEMJmcB\nAADA3Jh+AAAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItgEbP\nYrFo8+bNDV2G0+Tk5MhisSg9Pb2hS7FasWKFfH19G7qMOgsODtb777/f0GUAqEeEWgAN6vz58/rX\nf/1XtWvXTu7u7goMDNTgwYO1c+fOhi6twQQGBqqwsFBdunSx+TGzZ89W9+7dbWpnsVhksVjk6uqq\nwMBA/fKXv9TFixdrfdzTTz+t06dP21yPPc6dO6dnnnlG/v7+8vDwUEBAgOLj4+vtegB+nNwaugAA\n96+cnBxFR0fL19dXb7/9th5++GHdunVL27dv1+TJk3Xy5MmGLrFBuLq6qk2bNvV2/s6dOystLU2l\npaU6evSoJkyYoG+++UZbt26ttv2tW7fk6ekpT0/Pe7rurVu39A//8A+V9v3tb39TTEyMOnbsqI0b\nN8rPz0/5+fn6/PPPdeXKlXu6HoD7CyO1ABrMpEmTZLFY9Je//EUjRoxQeHi4OnfurJdeekn79++v\n1PbSpUsaOnSovLy8FBYWppSUFOux0tJSTZgwQSEhIfL09FSHDh00f/78So8fN26cEhISNG/ePPn5\n+alFixaaPHmybt26ZW1TWFion//85/L09FRISIj++Mc/Vvmz9ZUrV5SUlKRWrVrJx8dHTz75pI4d\nO2Y9XjFiumTJEgUGBsrLy0uJiYn6/vvvrW3Kysr0+uuvKyAgQO7u7urevbu2bdtmPX7n9INdu3bJ\nYrFo586d6tWrl7y8vBQVFaVTp05JKp8akJycrGPHjllHYVesWFHj993NzU1t2rTRQw89pEGDBmnK\nlCnasWOHfvjhB+u1165dqyeeeEIeHh5avXp1tdMP/vCHP6h9+/Z64IEH1KFDB61atarScYvFosWL\nFys+Pl5NmjTRnDlzqtSSkZGhc+fOadGiRerbt6/atm2r6OhovfHGG+rdu7e1XX5+vkaNGqXmzZur\nSZMm6tWrlw4cOCBJOnv2rOLj49W6dWs1bdpUvXv3VlpaWo3P35bXEYD5EGoBNIhvv/1W27Zt0+TJ\nk9WkSZMqx+8MUMnJyRo5cqT++te/Ki4uTs8++6y+/fZbSeUhMSAgQGvXrlVGRoZ+85vf6JVXXtHa\ntWsrnePLL7/U2bNn9eWXX2rlypVasWJFpfA3ZswYFRQUaNeuXdqwYYM++ugjXbhwwXrcMAz9/Oc/\n1/nz5/X555/r8OHD6tmzp/r372+tRZLOnDmjtWvX6rPPPtO2bduUnp6uyZMnW4/Pnz9f7777rubN\nm6e//vWvGjhwoIYMGaKsrKxav2evvvqq3n33XR06dEhubm4aP368pPKpAdOmTVPnzp1VWFiowsJC\nPf3003d5Bf6fp6enysrKVFJSYt3361//WlOmTFFmZqYGDhxY5TGbNm3S1KlTNW3aNJ04cUITJ07U\nL37xC3355ZeVv0yegAAAB2hJREFU2v32t79VfHy8jh8/bq33dg8++KBcXFy0fv16lZaWVlvftWvX\n9NOf/lQFBQVKSUnRsWPHNH36dJWVlVmPx8XFKS0tTUePHtXAgQM1ePBg5ebmVns+W19HACZjAEAD\nOHDggCHJ2Lhx413bSjJmzZpl3b527ZphsViMrVu31viYSZMmGcOHD7dujx071mjbtq1RUlJi3ZeY\nmGg8/fTThmEYRmZmpiHJOHjwoPV4VlaWIcl47733DMMwjJ07dxo+Pj7GzZs3K12rffv2xpIlSwzD\nMIzf/va3hqurq5GXl2c9vnXrVsPFxcUoLCw0DMMw/P39jTfeeKPSOXr37m1MmjTJMAzDyM7ONiQZ\nR48eNQzDML788ktDkpGWlmZt/1//9V+GJOOHH36wXrdbt241fj8q3NkuMzPTCA0NNfr06VPp2u+/\n/36lxy1fvtz4yU9+Yt2OiooynnvuuUptEhMTjbi4OOu2JOPFF1+8a00LFy40vLy8DG9vb6Nfv37G\n66+/bpw9e9Z6fMmSJYa3t7dx+fLlu56rQkREhLFgwQLrdtu2be16HQGYDyO1ABqEYRiSyv9EbYuH\nH37Y+nWTJk3k7e1daRR18eLF6tWrlx588EE1bdpUH3/8cZWRus6dO8vV1dW67efnZz3HqVOn5Obm\npp49e1qPh4aGqlmzZtbtw4cP69q1a2rRooWaNm1q/Zedna2zZ89a2wUFBSkgIMC6HRkZqbKyMp06\ndUpFRUUqKChQdHR0pdqio6OVmZlp8/fAz89Pkip9D2x1/PhxNW3aVJ6enoqIiFBgYKA++eSTSm16\n9epV6zkyMzNteg53O48kTZ48WefPn9fq1asVGRmpdevWqXPnzkpNTZUkpaenq0ePHmrevHm1j79+\n/bqmT5+uiIgI+fr6qmnTpjp58mSNI7W2vo4AzIU3igFoEGFhYbJYLMrMzFRCQsJd29/5BiOLxWL9\n8/PatWv1b//2b3r33XcVGRkpb29vvfPOO9Y5l7acoyJk3+n2/WVlZfLz89OuXbuqtKttuauK4H57\ngL8zzBuGcdeAf3v9FW0r6rdHhw4dlJKSIldXV/n7+8vd3b1Km+qmhNzJludgy3kkydvbW0OGDNGQ\nIUM0Z84cDRw4UHPmzFFMTMxd36D28ssva/v27Zo3b55CQ0Pl6empESNG6G9/+1u17ev6OgJo3Bip\nBdAgmjdvroEDB+rDDz/U9evXqxy//Y1Vd/PVV18pKipKkyZNUo8ePRQaGmr3iFvHjh1VUlKio0eP\nWvedOXOmUh09e/bU+fPn5ebmptDQ0Er/WrZsaW2Xm5urgoIC6/a+ffvk4uKi8PBw+fj4yN/fX3v2\n7Kl0/T//+c/q1KmTXTXf7oEHHqhxTmp1bUNDQxUSElJtoLVFp06dHP4cKlgsFnXs2NHaLx5++GGl\np6fXON/1q6++0rhx4zR06FB17dpVbdq0UU5OTo3nt/V1BGAuhFoADWbRokUqLS1Vnz59tGHDBmVl\nZSkzM1MffPCBIiMjbT5PaGioDh06pO3bt+v06dN67bXXdPDgQbtq6dixowYMGKCkpCT95S9/0dGj\nR5WUlCRPT0/r6OOAAQMUGRmphIQEbd++XTk5Ofrzn/+sWbNm6dChQ9ZzeXh4aOzYsTp27Ji++uor\nTZkyRSNHjrQu0/Xyyy/rd7/7nT799FOdOnVKM2bMUHp6uqZOnWpXzbcLDg5Wdna20tPTdenSJRUX\nF9f5XLZ4+eWXtWLFCi1evFhZWVn6/e9/r40bN+pXv/qVXedJT09XfHy81q9fr4yMDJ05c0ZLly7V\nsmXLFB8fL0l65pln1KZNGyUkJGjv3r06d+6cNmzYoH379kkqf/03btyo9PR0HTt2TP/0T/9U6wi2\nra8jAHMh1AJoMCEhITpy5Ij69eunadOmqUuXLoqJidHOnTv1hz/8webzPP/88xo2bJiefvppPfro\no7p8+bImTZpkdz3/8R//odatW+vxxx/X0KFD9dxzz8nb21seHh6SykcQP//8cz3++OMaP368wsPD\nNWrUKOXk5Kh169bW84SGhmrYsGGKi4vTU089pS5dumjRokXW41OmTNG0adM0bdo0de3aVdu2bVNK\nSorCwsLsrrnC8OHDFRsbq379+unBBx/UmjVr6nwuWyQkJGj+/Pl655131LlzZy1ZskTLly/XE088\nYdd5AgICFBwcrOTkZD366KPq2bOn5s+fr+TkZL366quSykeWd+zYoVatWikuLk5du3bV3LlzrfOj\n33vvPTVr1kxRUVEaPHiwBg4cWGlu9J1sfR0BmIvFqGkiGQDc5/Lz8xUYGKi0tDT179/fpsfMnj1b\nmzdvblQfcQsA9wPeKAYAf/fFF1/o2rVr6tq1qwoLCzV9+nQFBwfr8ccfb+jSAAB3QagFgL+7deuW\nXnnlFZ07d07e3t6KiorSJ598UmXVBABA48P0AwAAAJgebxQDAACA6RFqAQAAYHqEWgAAAJgeoRYA\nAACmR6gFAACA6RFqAQAAYHqEWgAAAJgeoRYAAACm938RLgfGD0pSXAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20dbddeb2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lZgLduhXVMyaZTFbi15AhQ56r/R07duDjjz9+rjb69+8vxWNubg4fHx+MGTMG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\nrCSnleu3QYPKhqsENS4LtF5eZoV/gxp76513uPUb/mvlyrL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NnDlTAwYM0MyZM9W/f/8r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\nACyPUAsAAADL+3+9vPraiqEsYwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20dc00a2278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tesla.changepoint_prior_validation()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted price on 2018-01-11 = $225.80.\n",
      "Actual price on 2018-01-11 = $337.95.\n",
      "\n",
      "You played the stock market in TSLA from 2017-01-12 to 2018-01-11 with 1000 shares.\n",
      "Using the Prophet model, your accuracy was 46.61% for a total profit of $-25680.00.\n",
      "The Buy and Hold (smart) strategy yielded a profit of $108360.00.\n",
      "Thanks for playing the stock market!\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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vvvsAmD59OvXq1ePgwYM4OzszYsSIIk1zrJQySuhvTe5vbjG3tLREp9MBFHg+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\nmrWrsdvnA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k3Znsb4+fmxYsWKZl92Ndq9ezerVywCewVlFXaqK8r49U//BteTqCS2/QmO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\nvi/U3FyblStXmqysLFNcXHwpp9VhndmXC7W2vqVj/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      "text/plain": [
       "<matplotlib.figure.Figure at 0x20dbddab668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fGjVqEBISws8//8zYsWPtLY4glAvs/tQgSZIkSZIqVhoxYoRSSqlu3brZTYY2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YQRD2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\nSvhqh9cn2PzvE7EdWbs6t2OwreUAXyT6K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XsKbrzxRi688ELOPfdc9u3b19C62r1794Z9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\nREREcpgCdhERERGRHPb/Actogc2X37NJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20dbdffd710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tesla.evaluate_prophet()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted Price on 2019-01-12 = $321.95\n"
     ]
    },
    {
     "data": {
      "image/png": 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am/xCyRaz4mSzKuv0mT17NtOnT9e+Lp4uz8vLq8RMJzk5OYSHh2NhYaG9pJ+d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Qxbkw0ypQyGSYbmFi9BJkA/XA/9cD2sRVZYr1phq7AhX5ePhtgGhIwLaenwAADTBRPK3i1z/mNv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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20db86745c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tesla = Stocker(ticker = 'TSLA')\n",
    "model, future = tesla.prophet_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zlVmDx44d+9xDlhbEhQsXGDhwIDVq1MDHx4e2bdtSu3ZtKlWqxJMnT7hy5Qob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lOj2LgsfjweUS2LXLQXq6Ku6TlTWL/PyrTmgch6OZ+O7DGHoaqe1rpS/sJcuSiCRKWIJeQiEv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      "text/plain": [
       "<matplotlib.figure.Figure at 0x20db851c940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tesla.changepoint_prior_effect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9enTcctdffz2++c1v4tlnn2VwozkVThpoHYyjJRBH69Dwvy2DH94OJgwscNnQ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Yv349gNwracOHDwcAbN++HadPn4aHhwccHR0xbtw43L9/X+lHeXl5KVcznZyc4OPjA1NTU6jV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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20db8686a58>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.plot_components(future)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "micro = Stocker(ticker='MSFT')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted Price on 2019-01-12 = $111.94\n"
     ]
    },
    {
     "data": {
      "image/png": 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KELt01ciSkPe3f/u3eOSRRzA8PAzDMPD666/j1KlT+PWvf4233nprVq+1ZcsW\nfO9738OmTZumXX/yySfxxBNPYOvWrfjNb36Dxx9/HPv37/+D9xERERERXSytaDgbzaBvsri5Smd9\nbXXvDLPYpbt46mXfDF06j92G9a3+YqBrCWB9qx9BF8+jWwwsCXlf//rX8a//+q949tlnIQgCfvCD\nH+CP/uiP8Oabb+JP/uRPZvVad9xxR9m18fFxHDx4EO+88w4A4IEHHsBTTz2Fvr4+eDyey97X1dV1\n1e+NiIiIiGpDTtUxnlJwNppBStHQ6KuN7l0qr+FIpNihOzwq42hk5i5dZ70bGy6aerky5IFtCa49\nrAULHvJ0Xce+fftwyy234P3331+QrzE4OIi2tjZIUvHtCIKAzs5ODAwMwOv1Xva+mUKeoihQFKV0\nW5ZlAICqqrNeP6iqKjRN47pDC7DW1mK9rcNaW4v1tg5rbR3W+g9L5FSk8xp6Y2kkcjq8DhFtPgcA\nY1Zn3+maCl3ToGuVq7VhmuiL53A0ksaRSApHImmcnyzv0rntItY2+dDT4ituktLsQ9B9SZfO0KBX\n8dF/C1FvXdOhazpUVYWE6njzc/nZXfCQZ7PZcNddd+HEiROor69fsK9z6fkkpmle0X2X2r17N3bt\n2lV2PRqNTgt/V0LTNMTjcQAohUxaGKy1tVhv67DW1mK9rcNaW4e1vjxVNzCSzGM4mUdBN+Cwiah3\n2wEVSCVm/3qGriGXliEIgGizptbpgo6T0TyOR/M4PpHDyVge6UJ5OGn323Fd2IW1jW6sDbuwos55\nUZfOBJQUUrP7VbfiFqLeimYgpxqIRU04JXFeXvNqpVKpWT/Hkk9fT08Pzp07hxUrVizI63d0dGBo\naAiapkGSJJimicHBQXR2dsLj8Vz2vpns3LkT27dvL92WZRkdHR0Ih8MIBAKzGteF1B0Oh2G3c/7y\nQmKtrcV6W4e1thbrbR3W2jqsdTnTNBHLFNAfTWO84EBDyDsv57bpmgrTBHzBetik+a+1YZoYSOSL\nG6RE0jgaSeHcZA6Xti9ckoi1TV6sbymup1vf4iuG1xqzEPWWVB0o6AiFQ3Dbq2OqrtPpnPVzLDsM\n/Tvf+Q7+7u/+DjfeeCO8Xu+0+2cbni7V1NSEjRs34pVXXsHWrVvx2muvoaurqzQd84vuu5TT6Zyx\nkHa7fU5/MUqSNOfn0uyw1tZiva3DWluL9bYOa20d1vpzeVXHifE0RuQcTBPoDPnndd2ZTZJgk+zz\nEjrSioZjY6nP19KNpiArWtnj2oOu0m6XG1oDWBX2Lplz/Oaz3gBgM0XYDHHq56U6Qt6cMsgCjKPM\n3XffDQC49957p02dNE0TgiAV93vqAAAgAElEQVRA18sXfl7Otm3b8MYbbyASiWDz5s3w+Xw4e/Ys\n9u7di61bt+LZZ59FIBDASy+9VHrOF91HREREREtDPFvAqYk0RpIKmnyOqunUAMXfiwcSuVKgOzKa\nwtlopqxL55RErG32oafl82MMQl5HRcZM1cuSkPfiiy+io6MDNtv0HyTDMDAwMDCr19qzZw/27NlT\ndr27u/uyxyJ80X1EREREVNtMs3jm3YmxNBRNR3vQVfFOV7ag4/hYCoemAt2RURnJfHmXri3gRE9r\nAD2tfmxoDWBN2AvJVh1rxah6WRLyHnvsMYyOjqKpqWna9Vgshs2bN+PRRx+1YhhEREREtMRouoHe\naAYnJzLwOWwIB60/8840TQwl86UO3eFRGWejGRiXtOkcNgHXNfunTb0Ms0tHc2BJyLswLfNS6XQa\nLpfLiiEQERER0RITzxZwNprBYCKHsNcBr8OaHS9zqo5TkQwOj6RwOFJcSxfPlW+D3+J3ljp0Pa0B\ndDd6YWeXjubBgn7SL+xSKQgCvv/978Pj8ZTu03UdH374IW644YaFHAIRERERLTHxbAEjsoKBeBYF\nzUR7wLVgUxxN08SwXNzx8tBwAoeGEzgXV6Bf0qWz2wRc1+SbNvWyyTf7XROJrsSChrxPP/0UQPHD\nf+TIETgcn7ebHQ4Hrr/+enznO99ZyCEQERER0RKgGybGUgpG5RzG0gUUNAMNHjuafPP7625e03Fi\nLI1DI1Nr6SIyJrPlXbpmn2Mq0BU3SOlu9MFRJeeuUe1b0JD33nvvAQD+4i/+Av/4j/941UclEBER\nERFd7MKZd72xLEblPCRRQJ3bDrfv6nfONE0To7JSXEsXKW6OcmoiA/2SxXSSKODaJh/WN3uxKiDg\nlpUtaKv3XfXXJ5ory3bXJCIiIiKaL4ZhYiJTwFAii1FZgQmg1e+8qmmZimbgxPjUuXQjMg6PyojN\n0KULex3YcNFaumubfHBKInRNRSoxCb+f0zCpsqxZfUpERERENE/kvIpzsSwGEjkIJtDgtcMlza5z\nZ5rF6Z2Hp44vODyawqmJNLRLunQ2UUB3o3cq0BWDXYvfOeOmgkTVgiGPiIiIiBaFgmagP57FuVgW\nOVVHo89xxeGuoBk4OZ7G4YiMw1Pr6SYyhbLHhTz2UoduQ6sf1zb7Zh0giSqNIY+IiIiIqlpG0TCe\nLmAgkUUso6LeLSHs/eLz7sZSSqlDd2RUxsmJNNRLtry0CcCaRt+0YwzaAuzS0eLHkEdEREREVUnO\nqxhN5jGQyCOlaPA6bFgWdMEmTg9hqm7g1Hj6oqmXMsbS5V26erd92rTLtc0+uOzs0lHtYcgjIiIi\noqqSVjQMJXLoj+eQVXUEXRKW13/euZtIT19Ld3I8hcIMXbpVYe+0qZftQRe7dLQkMOQRERERUcWZ\npolkXsNgPIsRWUFW1dHgtqPOJeHURAb/a3Qch0dTODwqI5JSyp4fdEnY0BooderWNvvhcbBLR0sT\nQx4RERERVUxBMxDNFDCUzCGaKWBMVjCczOF0NIsjozJOjKWh6Ma054gCsCrkRU+rf6pLF0BHHbt0\nRBcw5BERERGRpUzTRDynYiSRw76+SRwcknF6Io3TExmMXqZLt76lGOiubyuupfM6+Gss0eXwp4OI\niIiILDEQz+LdMxN4/+wkDg4ncXoig8IlXToBwDVhD3paPp96ubzezS4d0Sww5BERERHRvNN0A0dG\nU9jfH8f7vTF80D+JgUS+7HF+p4SeFn9xx8u2ANY1++Fz8ldUoqvBnyAiIiIiumrRtIL9/fHi//ri\nODCYQKagT3uMAKCrwY21zX6sa/ZjfYsfq8IeAAIEARAEAQKKAREAbKLADh7RHDDkEREREdGs6IaJ\noxEZ+/s+D3Vnopmyx3kdNqwOe3Ftkw9rm324tsmHgMsOmyjANAHDNDGZU1GMf+bUNcAmFp9/6eHl\nggCIEOCQREiiAJsgQLIJsIsCpAtPIiKGPCIiIiL6YrFMAR9c1KX7aDCOtKKXPW5Fgxs9U+voNrYF\ncXNnHVySDZKtGMhs4tT/prpzummioBkQBQEmTBhmcVMWcep+RTOgmyYM04RhANmCBtUwIec1FPTi\nfUrBgKob0IxiIBQEQJr6WpIowOOQ4LCxI0hLC0MeEREREZXohonjY6mLunSTODUxc5duXYsfG1r9\n6GkJ4CsrQ+hu8sIzy10v3fa5nWVnmiZ0w4RqmMirOnKqAc0woGgGsgUdBaP4//GcCk03YOLzAOhz\nSlz3RzWNn24iIiKiJSyend6l+3AggZSilT1ueb27tNvljcuC+PLyBjT7nRDFynTIhKmpmpKtGBTr\nZ3iMbpjIFDQUNAM51UBe05FRdIyk8ohlVbjtIho8DkgVeg9EC4Uhj4iIiGiJMAwTJ8bT2N83Wdok\n5cRYuuxxHrsN61p8pYPGv7Ki2KXzLrLul00UEHDZy653ZNxIKRpGknkMJ/NwSiI03YBkE+FzFKeX\nuqS5dRiJqsHi+kklIiIioiuWyKn4/85N4H+fGMGRaB8+GkwimS/v0nXWudHTWjxs/MZlQdze1YAm\nvxO2Gu1whbwOhLwOtAddGIznkMyrcNttSOY1pBQN6YIOw1QR9jjgkLihCy0+NRXy3n77bfzN3/wN\nDMOAqqr47ne/i0cffRTj4+P41re+hd7eXjidTjz//PPYtGlTpYdLRERENG8Mw8SpifTna+n64zg+\nloI5fYNKuCRxai1dcerlphUNWNvsX3Rduvlgt4lYGfaWbpumCVU3kVI0nImmEU0XShu62EUBdW47\n7DaxZsMv1Y6a+Wk2TRN//ud/jvfeew8bNmxAX18frr32Wtx///3YsWMHbr31VvzHf/wHDhw4gC1b\ntqC3txeSVDNvn4iIiJYYOa/iw/7EVKCbxIf9CcRzatnj2gNOXBdyYGNnCDd2NGDTiga0BFwMKjMQ\nBAEOSUBIcqDeXY9kXoVumFB0A0OJPCazBRQ0AxAA51TYc9hEeBy20o6gRNWg5lJOIpEAAMiyjFAo\nBKfTiVdffRXnz58HANx8881obm7Gvn378NWvfrWCIyUiIiK6MqZp4vREZqpLV1xPdzRS3qVzSiLW\nNfumjjEI4CsrGrA65EJOjqOxsRF2e/n6NJqZKAqo9zhKt9sCLmQKOnKqjrGUgpymI1fQoWgmYok8\n/E4bAiwvVYmaCXmCIODVV1/F/fffD6/Xi3g8jtdffx2pVAqGYaCxsbH02K6uLgwMDMz4OoqiQFGU\n0m1ZlgEAqqpCVcv/deyLqKoKTdNm/TyaPdbaWqy3dVhra7He1mGtv1ha0XBgMIkPBhL4oD+BDwcS\nU4eGT9fqd6KnxYcNrX5c3+bHbcvr0RpwTTsYXFVVpFjreeEUAadTRJ3TXbqWnwp95ycz6I/mISh5\nCM48PC6T3b0FpmsqdE2Drs3fZ1vXdOiaDlVVIcGYt9e9GnP52a2ZkKdpGnbv3o033ngDt99+Ow4c\nOID77rsPhw8fLjv80rz0n70usnv3buzatavsejQanRb+rnRM8XgcADg1dIGx1tZiva3DWluL9bYO\na/050zRxPqHgk5EMPhlN45ORDE5GczAu+XXFYROwpsGFtY0urA27cHO7H2vCHngcF+0CqWUQn5x+\nph1rvfA8AFZ7DURUFYNyGrEYMAYBhlmc1ul3STymYQEYuoZcWoYgAKJtfj7bytRxG7GoCWeVbLqT\nSqVm/Zya+Un/7LPPMDIygttvvx1AcVpmW1sbDh8+DACYmJgodfP6+/vR2dk54+vs3LkT27dvL92W\nZRkdHR0Ih8MIBAKzGtOF1B0Ohzk9YoGx1tZiva3DWluL9bbOUq51pqDh46ku3f7+BD4aTCCaKf+X\n+ha/A+tb/NjQ4sOGtgA2ddWj7ZIu3ZVYyrW2WlNYRWvQBW+wHhpskHMqJjIKxlIF2ATAaRfhdUhV\nEx4WO11TYZqAL1gPmzQ/n21J1YGCjlA4BLe9Oo7RcDqds35OzYS8jo4ODA0N4dSpU+ju7sbZs2fR\n29uLNWvW4MEHH8SePXvwzDPP4MCBA4hEIpfdXdPpdM5YSLvdPqe/GCVJmvNzaXZYa2ux3tZhra3F\neltnKdTaNE2ci2VLB43v75/E4dEU9EvadA6bgGub/NgwdYzBbV312NAWmPGMt7lYCrWuFna7HUGv\nG3a7HS11wDWGiUgqj1imgERORTynwaYaqHNJcFVJiFjMbJIEm2Sft5BnM0XYDHHq56U6vj9zyiAL\nMI6KaG5uxt69e7FlyxaIogjTNPHzn/8c7e3t+PGPf4xHHnkEq1evhsPhwMsvv8zpCkRERDTvslNd\nuv39cfy+bxIf9Mcxni6UPa7Z5yhtjnJDWwBfWRnCsjoX7LPs0lH1s4kC2oNutAfdME2zuH4vlkUi\nryKaUdHoc7CzR/OuppLOQw89hIceeqjsenNzM955550KjIiIiIhqlWma6JvMFXe7nDqb7tCIXDpX\n7QK7TcC1jcUdLze0+vHlrnpc3xZE0M2u2lIjCAJaAi40+51I5jX0RtMYlhWIADwOGxw2sWqmCNLi\nVlMhj4iIiGih5FQdnwwmSgeN7++LI5Iq35St0etAT2vxsPHr24K445oGdNS52aWjEkEoHqy+sb0O\n7UEFQ8kcUnkNKUXDRKaAgFOCz2Gb9fpLogsY8oiIiIguYZomBuK5aYHu0+FkWZdOEgV0N/pKa+mK\nXbrAtPPViC5HFIudvZaAC4ZhIl3QMJLMY0TOYySlwGO3wSXxsHWaPYY8IiIiWvLyqo6DQ8lSqPt9\n3yRG5fIuXchjx4aptXQb2vz442tC6KzzwME1VXSVRFFAwGVHwGXHypAXQ4kcRuQ8cqqByWQeDlGA\n22GDx25jV5j+IIY8IiIiWnIGS1264nq6g8NJqPr0Lp1NFNDd6C1ukNLix61d9fij9iDq3PayM3iJ\n5pNDErEy7MXKsBd5VUc0U8B4WkEip2IiU4BumHDbbahz23n+Hs2IIY+IiIhqmqLp+HRYxv6+ydLU\ny6FkvuxxDR47eloCpfV0X10VwvJ6dumoslx2G5bVubGszg1NN5DMa4hnCxhNKYjIeRgmIIqAW7LB\n67TBJXHjFmLIIyIiohoznMyVdru80KVTNGPaY2wCsLrRVwp0X+qsw43Lgqj3ONilo6ol2USEvA6E\nvA50NXgQzRSgmybS+eKGLXJew7hWgFsSEfbys7yUMeQRERHRolXQDHw2kvw81PXHMRDPlT2uzi0V\n19FNdeq+ek0YXSE3nOx60CIl2US0BFzFG0FgjWkirehI5lWcjWYwmMzD57DB75S4hm8JYsgjIiKi\nRWNUzl/UpZvEJ0NJ5C/p0okCsCrsndogxY9bOutwc0cdGtiloxomCAL8Lgl+l4QGjx0jyTyG5Xxp\nDV/AJSHo4tmMSwVDHhEREVUlVTdwaES+qEs3ib7J8i5d0FXs0l2YennHygasDHnh4qHStER5HBJW\nNfqwIuRFMq8ilingXCyLoWQO9W47vA5GgFrH7zARERFVhfGUUjq+YH9/HB8PJpBTp3fpBADXhD3Y\n0BrAhtYAbu6owy2ddQhx/RFRGZsooMHjQIPHgbDXgYFEDhFZQTSTQ9AlIeCSeP5ejWLIIyIiIstp\nuoEjY1mcOtuPjwZl7O+P41wsW/a4gFPC+qkOXU+rH3esDGFVmF06otmq9zhQ73FgZYOGsVQe/Ykc\nBhN5eB021LvtsPEohprCkEdEREQLbiKt4IP+OH4/NfXywEACWVWf9hgBwIqQB9dPBbqbOurwpY46\nhH1OiPwFlGheFNft+dBR78ZYSkF/PIehZA6NXic8Dv7jSa1gyCMiIqJ5pekGjkZSpSMM9vfHcTaa\nKXuc1y4W19G1BafW0oWwqtELN7t0RAvOKdnQWe9Bi9+Fs9EMemMZyIqGercdDpvA6c+LHEMeERER\nXZVYpjDVpSuupftoIIFMQS973IoGd/EYg9YANrb6sNqnYU1HG5xORwVGTUQA4JBEXNfsQ4PHjvOx\nLOJ5FapmwEBxp1qv3QaPQ4JT4jEMiwlDHhEREV0x3TBxLJLC/v7JUpfu9MQMXTqHDetbpq+lW93o\nhWdqVz9VVTExMcFpmERVQBAEtARcaPI5kSnoUDQdOdVAWtEwnlGQyKtQVB2iKKDB7eC0zkWAIY+I\niIguK54tTFtL99FAAilFK3vc8nr31I6Xfty4rA5f7qpHE9fSES0qojh11t5FEWGN4UOmoCFT0BHL\nFNAby0I1DJ65V+UY8oiIiAgAYBgmjo9NX0t3cjxd9jiPvdil62n1o2dqLV130+ddOiKqHTZRQMBl\nR8BlR4vfCZ9TwrGIjLxqFNfvcRpnVeLfxkREREuQaZoYSuRxcDiJT4YS+LA/gQ8G4pDz5V26zjp3\n6aDxGzuCuG15A5r8Tm65TrTECIKArgYPnJKI87EsJjIFiALQ6HNC4t8HVYUhj4iIqMYZholzk1kc\nHEri0+EkDg4lcXA4iWimUPZYt13Eumb/1AYpfmxa2YDrmvzwOvkrAxEVtQZcaPY5MZEp4PxkBsPJ\nPNoCTtht7OpVC/6NTUREVEN0w8Sp8TQOXhTmPh1Oztihs4kCrmnwoLvJh7XNPmxsD2LTiga0BFzs\n0hHRFxJFAc1+J+rddtjFJPriOTS4i9M6qfIY8oiIiBapgmbgWCRVCnSfDifx2UgSOdUoe6zDJmBV\n2Itrm3yl/924LIjOeg987NIR0Rw5JBE9rUF4HBIG4jmMynm0+J08Z6/C+Lc6ERHRIqBoOo6MpvDx\nYAKfTHXojozKUHWz7LFuu4juRt+0QHdTRxCtARc3RyGieVc8a8+PJp8TR0ZlDCSKQY9n61VOTf1N\nrygKvv3tb+Ptt9+Gw+HAxo0b8corr+DMmTN49NFHEY1GUVdXh1/96ldYu3ZtpYdLREQ0I1U3cHws\nhY8Hk/h4MIGPhxI4PJJCQS/v0PmdEq5tKnbouht92NAWwMb2IJp8Tu56R0SWCnkduHV5PU6Op3Eu\nlkXAaUPAZef07wqoqZC3Y8cOiKKI06dPQxAEjI6OAgCefPJJPPHEE9i6dSt+85vf4PHHH8f+/fsr\nPFoiIqLiGrqT4+limBtM4OOhJD4bTiKvlQe6oEvCdU0+XNfsL023vL4tgHqPg79EEVFVcE0dseJ3\n2jCYyGM0pUCAiYDTDp/TxmmcFqmZkJfJZPDiiy9iaGio9OFpbW3F+Pg4Dh48iHfeeQcA8MADD+Cp\np55CX18furq6KjhiIiJaagzDxJloptSd+3iwuJYuq+plj/U5bLiu2YfrmvxY2+zDTZ112DgV6PhL\nEhFVM8km4pqwD531HkxmVYyl8hhLFTCYzMNhE1HnkuCy2yo9zJpWMyGvt7cXoVAIP/rRj/Duu+/C\n7XbjmWeeQV1dHdra2iBJxbcqCAI6OzsxMDAwY8hTFAWKopRuy7IMAFBVFaqqzmpMqqpC07RZP49m\nj7W2FuttHdbaWvNZb9M0cW4yV1o/98mQjIPDSaSU8kDntou4ttGL65p8uLbJixvbg7ihPYCQxwHx\nkg6dppXvkrkY8bNtHdbaOqx1uQaXiAaXB111TkxmChhN5RHL5JBXTQRcNtS5574bp66p0DUNujZ/\n9dY1HbqmQ1VVSCifUVEJc/k81UzIU1UV586dw9q1a/Hcc8/h0KFD2Lx5M956662yf/E0zfJF6hfs\n3r0bu3btKrsejUanhb8roWka4vE4AJRCJi0M1tparLd1FmOtdcPER8NpaIaJFp8dzT4H/A5xUXSf\n5lpv0zQxklJxaCyDQ5EsDkUyODyWRXKGQOe0CVjV4MSaBhfWhFzoafZgQ7MXDR779BrlZMRyV/2W\nqtZi/GwvVqy1dVjrL+YA0Ok0ERYNJHMazk8mkUoIqHNJwBz+E2HoGnJpGYIAiLb5qbeiGcipBmJR\ns2o2jkmlUrN+Ts18+pYvXw5RFPHwww8DAK6//nqsWLEC/f39GBoagqZpkCQJpmlicHAQnZ2dM77O\nzp07sX379tJtWZbR0dGBcDiMQCAwqzFdSN3hcBh2O88MWUistbVYb+ssplr3x3P41cdDeOnjYQwl\n89Puc9tFtPqdaAu40Bpwoi3gROuFP/s//7O/wlv5X2m9R+Q8PhmSp3XpJmY4WNwuClgd9pQ6dBvb\nAri5M4gmH8+hW0yf7cWOtbYOaz07zXIeJ8ZTiOc1eO02BN12SLP4u1HXVJgm4AvWwybNT70lVQcK\nOkLhENxVMqXU6XTO+jk1E/LC4TDuvPNOvP3227jnnnvQ39+P8+fP4ytf+Uppl82tW7fitddeQ1dX\n12XX4zmdzhkLabfb5/TDKknSnJ9Ls8NaW4v1tk4117qgGXjzeAT/44MBvHN6AhcmSgRdEkIeByYy\nBaQUDTnVwLnJHM5NfnFryuuwoS3gQnvQhbaAC21BF65t8uFLnXW4rtlvSTC6tN7jKaW0fu7CWrpR\nuXxmh00UsCrkwdpmP65r9uGG9iC+3FmP1iAD3eVU82e71rDW1mGtr1xHyI4Gnxujch7Dch5jWRVu\nSUS92w7JdmVdNJskwSbZ5y3k2UwRNkOc+h5WR8ibUwZZgHFUzPPPP4/HHnsMf/3Xfw2bzYYXXngB\nra2t2Lt3L7Zu3Ypnn30WgUAAL730UqWHSkS0qJ2eSOMXHwzgpY8HMZ7+vIN1c0cQ961vwX+7oQ3X\nhLwwTCCaLqAvnkXfZBZDyTxGknlMZAqIZhRMpAtTfy4gU9CRKeg4E83gTDRT9jW9Dhtu6qjDrZ31\n+NLyOnypsx5tQde8vq9YpoD3+2ScPSrj05HimXSDiXzZ40QBWBnylDZFub4tgNu6GtAedF3xLyZE\nRAR4nRJWNfrQ1eBBJKWgbzKLSLoAASbq3Q54HNURtBabmgp5K1euxG9/+9uy693d3TwygYjoKuVU\nHa8dHsUvPhzA+72x0vWQx45717Xgv/a0YPOaxmnTW2wC0BxwojngxJeW11/2tQ3DxERamQqDOQwm\nchhO5jGWVnBqPIMT4ylkCjre741N+9ptASduXV6PL00FvxuX1cF3hVM+kzkVnwwlp+10eX4yW/Y4\nAUBXgxvXNfuxtql4Dt3tXQ3oqHfDzkBHRDQvJJuIZXVutAZciGUKGEkWu3uJvIqQx1E16+MWi5oK\neURENP+Ojsp44YMBvPzJEBK54noTUQBu62rAfeua8eANbeis91zV1xBFAc0BF5oDLnxpefn9Bc3A\n7/sm8X5vDJ+NyDgWSaE3lsGIrOD1IxG8fiRSGtfaZj9uXV6PWzqL3b51LX7kVB2fDk8FusEkPh5K\n4PREebcQANr9dqxtCWBdSwDrWvz4ysoQVjR4eLA4EZEFbKKAJr8TTX4nOjJunI1mEEnl4bXbUO9x\nVHp4iwZDHhERlVE0Ha8fjuCf9/fhd+cmS9db/E58Y10ztlzfhq+sbIBTsmYajUMS8dVVYXx1Vbh0\nLZpW8N7ZGPadn8TRSDH4jaULOBpJ4WgkhV98OAAAcEsi8rqBmTZWbgs4cV2zH9c1+bCuxYdblwVQ\nhxzaW5u5noaIqMJCXgfq3XYMJ/P4bCQJu6Jd8WyNpY5VIiKikv7JLPZ+0I9ffjhQWmtnE4A7rgnh\n/vWt2HJ9K1oC87sObq7CPicevKEND97QVrp2ajyF/302ho/64zg2lsLxsTQyheIxBs0+RzHQNfuw\ntsmP21bUo7vRB+9FvzCoqoqJidkdl0NERAtHFAUsq3NB0XQcG0sjmVfhdUgIuBhjvgirQ0S0xOmG\nibdPjeOff9+P//fEWKnj1eh14L/2tODPN7bjthUNi2L9WXeTH91Nfvwft3UBAFTNwMdDCUiigO4m\nHwIudueIiBYbQRCwMuSF1ylhMqsikspjKJlH2FX9/12qFIY8IqIlaiKt4H9+NIi9+/unbThyS2cd\ntmxoxbduWoZmf3V07ebKLon4cldDpYdBRERXSRSFqTNVXVgZ8uDUeBrnJ2QYOQ2+4Azz8Zc4hjwi\nolmKZwv4j5MT+PdjEbx/LobuRh++/ydr8LVVIQhCdZ+HZpomft8Xxz//vg//dmgUBd0AAPidEr6+\nthnfvLEdf7KmkccAEBFR1XLbbdjQGkCdQ8ChczKGkwra6yX+t+siDHlERFfgzEQabx4fw5vHxvC7\n85PQjc//1XBUVvDb3v24dXkdnvkv3fgv3Y1VF/ZSeQ3/98Eh/PPv+3F4VC5dX9vsw5YNrdh6cydW\nhK5uh0wiIiKriKKA9jo39JYAJnQnhmUFHruIoMvO3ZDBkEdENCNNN/D7vvhUsIvg1CXb7a8MeXDH\nigbc1FGH352P4f85EsEH/Qnc/T8+xI3Lgnjmrm786XVNFQ97R0dl/PPv+/HyJ0NIKRoAwGkTcde1\njfhvG9pw//Wt0861IyIiWkzcdhs2NAfRnNEQkRVEUnmEvA54HUs75iztd09EdJFkTsXbp4rTMP/X\nyXFMZtXSfZIo4I+WBXHHigZsXtOI21c0lLZx3rZpBQYms/i//uMkXj00ik+Gkvj6Lz/ChlY/nrmr\nG99Y1wJRtC7sXe74g856N7b0FNfabWgLVDyAEhERzQe7TcSKkBed9R6cnUjj5EQGumEu6c22GPKI\naEk7F8vgzWNjePP4GN7v/f/Zu+/wqMq0f+DfaZm0mfSeSUIqIQFCCxCQovRF3VcULCgRFN9Vf67g\n6q4FhBXBlXVti8pawLIiiu1FQUWpIiBVSoCEhFQgPZmUyWTK8/sjkCWbUBImcyYz3891cZGZc+ac\n+9zPk8ncc57znEqYLxqG6eOuREaMP0bH+mNS7xD0CfW+5AyTUf6e+ODOgfjb1CYs2HgCHx8sweGz\ndbhl9T4kB3vj2QmJuLV/OBTdVOyZLFYcPqPH50fOtrv9wei4ANzaLwy3D4jgjWSJiMhpKeQyJAa3\n/K3OKq2D2Srg76J/91jkEdElNRjN2J5XiR+yy5FT3gCtuwo+7kp4u8mhsjQjPNAAfy81fD1U8Dm/\n7MLP3mqFw50pamw24wgx2pAAACAASURBVLczeuwrqsX+4hrsLqhuNwwzxs8D18UGYFSsPyb3Dka4\nj3unjiNM6453ZqRh6ZRkPPv9SXy4vxjHy+px+0cHkPDdSTw7IREz0sKv+eLw4hoDdhdUt/7bX1yL\nJrO1dfmF2x/cMSACI3v582J0IiJyCTKZDLGBXnBTynH0bB3K6o0I9lZLHZbdscgjolZWq8ChM7X4\n4WQ5fsgux87T1a2zL3as5JJL5DJA665sLf78PFTw8VDB10MFna8HkoK8kBTsjaQgb/h42H44hdFs\nweEzddhXXIN9RTXYV1SLY6V1bSZMAVrOdKVF+GBUbADGJQTiutgAaGxwg9VgjRpv3toPSyYlYfGm\nbKzeW4ycigbM/PggFnx3EgvHJ+KuQRFXde85g8mKnfnV2Fdch92FLUVdSW1Tu/W0aiX6h2txY0oI\nbk8Lh86PE6kQEZFrivT1gEohx9GzehRUG+DjroSPu9LhvoDuLizyiFxcSa0Bm05W4IfscmzKLkdF\nQ3Ob5WEaNYZF+6F3sDeMZivqjGbUNTWjur4RRqFAg8mKeqMFdUYz6pvNqDdaYLYKWAVQYzCjxmC+\nYgzB3m7oHezdWvQlBXsjMcgLsf6eV3UGqtlsxbFzFxV0xbU4clYPk6X9fXMCPFVIDtEgOdgbySHe\nGBMXgJRQbbfNxBXgrcZr/9MXz01Kwl835eDdPYU4XdWIe9cewsLvT+CZcYnIHKJr3b8QArmVja1n\n6HblV+HwWT3M/1Vry2VAfKAX+oZq0DdMi9RQDQbrfBGqVUOt5EQqREREIRo1vNz8UFpnxKmKBhTW\nGBCqcYfaBWbfZJFH5GIam83YnlfVerbu2Lm6Nss9VQoM1vlgWLQfruvljxG9/Ntdx2UymVBeXo6g\noCCoVP85CyeEgMliRa3BjIrGZlQ1mFDZ2IxqgwnVjSbUNJlQ2dCMktomFNYYUFBtQEVDM8rqm1FW\nX4XtF00SArRMdhIb4NlSAAZdKAK94K1W4kBx7fmirhaHz+ph/O8qCICvhxJ9gjVIDvFGcogG/cO1\nSAnxRqC3+qrOoNmSj4cbXropBYsmJGLZT6ewcncBimqa8MC6w1j8w0ncOTASx0vrsLugGpUXTfhy\nQYCnCv3CtEgN06BvqBZDo/0Q4+/h0heVExERXYm3WglvtRLB3mrkVjYgr7IRET7uUNpxQjQpsMgj\ncnJWq8Dhs/rWom5HXlWbIZgyAH1CNBgW7Yth0X6YkBSESB+PLs0GKZPJ4KZUIEijQJDmyuPfhRA4\nU9uEgyV6HD2nR25lAwqqWoq/ghoDjGYrsssbkF3eAKD0stvSqJVIDvFGn+CWgm5AhA/6hmkQ6OXm\nUNejadxVWPq7ZDwzPgF/23wKb/xSgDN6I/6+Nbd1HZVChuRgb6SGapES7IkkjcDwpEiE+nrbdZZO\nIiIiZ6Fxb/mc0GS2oKS2qWWOAbXSaYs9FnlETuisvgmbssvxw8mWIZgXZlq8IESjxvBoPwyL8sUN\nCUFIDdPAXYJ7pclkLTcyjfD1wNSUkDbLmk0WnCivx6ESPbJK65BfbUBBVSMKqg1oaLYgMcirddjl\nwEgfDIjQIsBL3W2zV9qap5sSiyf1xpM3JOAf2/Lwa2E1EgK90C9cixG9/BHp4wE3pfw/Z0017izw\niIiIroFaqUC/MC283RpRVm9ESW0Tgr3dnPJ+sSzyiJyAwWTBjrzK1rN1R862HYLpoZJjcKQvhkb7\nYlRsAEZ2MATT0bipFOgX7oN+4T7tlhlMFqgVcqcoetxVCjw1LkHqMIiIiFyCp5sSqWFaNJutyKlo\nQF5lA2oNJgR6q53qrB6LPKIeSAiBI2frzhd1ZdieV9XmmjQZgOQQbwyN8sOwaF9MSAqGztejx5zl\nuhJn/MaNiIiI7MdNKUefEG8Eerkhr6IBJbUGBHq5Qe4ks2+yyCPqIc5dGIKZXY5N2RUorTO2WR7i\n7Yah0X4YFuWHGxID0S9MK8kQTCIiIqKeQCaTIUSjRoCnCrkVDTheVg+VXOZQ1/J3FYs8ckpCCFis\nAs0WK0yWtv+3/my2wmS1otlsRbOlZVbIjtYzXfjf2vK/2drx8+3XExBCwF2pgIdKAXeVvOV/pbzj\nx+2eV6C0zogfzl9bd/isvs0xuivlGKzzxbAoX4yM9cd1vfzh7+V6N/skIiIiuhZKhRwJQd5QqxQ4\nXlp35Rf0ACzySFIWq8BXR8+23nT74gKs5ee2BViHxZi5Zb0mkwUWATSff94ZJQd7Y1i0H4ZG+WJ8\nUhCi/TydZggmERERkVTkchli/D1hsQqcqzOip3+6YpFHkjBZrFhzsARLf8zByfIGu+xTIZdBKZdB\nJZdBpZC3/KyQQSmXQ6loeV4pl59/7vy659dTymWtr1de9Fy7Zee3deF5ADCeL0SN5wtX40U/N5nb\nLrvw+MJ6aqUcgyJ9MSzaFzckBqFfmJbXoxERERF1k9gAT4Ro1D3+khcWeWRXRrMFq/cW4YXNp5Bf\nZQDQcn+zyb2DoHVXthRJ54urC8WW6uIi7Pzzbgo51MqWn9UKBeTCAlNjHQL8/eDproZaIYP6/BBI\nd6UCbgoZVEo55DIZFDIZ5LKWok8uk53/v2VctqMQomW4p1UIqJU9+02GiIiIqKeQyWTwVvf8Eqnn\nH0EHFi9ejEWLFuHIkSNITU1FTk4OZs2ahYqKCvj6+mL16tXo06eP1GG6lAajGW/vKcTyLbk4o28C\nAPh5qHDXwAjMGRqF/uHaayqyWu4lpkBQUCBUKpWtwpaMTNZylpGIiIiIqLOcrsg7cOAAdu/ejaio\nqNbnHnjgAcydOxeZmZlYt24d5syZg127dkkYpeuoNZjwxi/5+Me2PFQ0tNyQO9jbDfcMisScoVFI\nCvZ2qDNoREREREQ9nVMVeUajEQ899BA+/vhjjB07FgBQVlaGAwcO4IcffgAATJs2DQ8//DDy8/MR\nExMjYbRdc6ikFqv3FiFM645wrRphWvfz/9Tw81A5TMFU2dCMV3fk4bUdp1HbZAYARGjdkTkkEvem\nRyEu0EviCImIiIiInJNTFXkLFy7EzJkz0atXr9bnioqKEB4eDqWy5VBlMhmioqJQWFjYYZFnNBph\nNP7n/mN6fcu09SaTCSaTqVPxmEwmmM3mTr/ucvYVVuHVHac7XKZWyBGicUOYVo1QjTvCNGqEadUI\n06gRqlUjVNPyc5CXG+TdNCPjuTojXtlxGit3F6Gh2QIAiPHzQObgcNwzKAKRvp4AYNOcXNierXNN\nl8Z82w9zbV/Mt/0w1/bDXNsPc21frpLvrhyf0xR5u3btwt69e/HCCy+0W/bfZ7eEEJfczrJly7B4\n8eJ2z1dUVLQp/q6G2WxGdXU1ALQWmdcqzM2M2QOCUFjThCqDBZUGM6oMZtQ1W2G0WFFY04TCmiYA\ntZfchkIGBHqqEOKtQrBXy/8hXud/9lIh+PzzQZ6qq74urETfjDf2nsOaIxUwWlryG+enxl19/XFb\nSiD8Pd0AUwPKu2kmze7INV0a820/zLV9Md/2w1zbD3NtP8y1fblKvuvqOn/vPqfJxrZt23DixInW\ns3jFxcWYOHEili5diuLiYpjNZiiVSgghUFRU1OaavYs9+eSTmD9/futjvV4PnU6HwMBAaLXaTsV0\noeoODLTdZCATgoIwoV9Mm+csVoGqhmYU1BhQVN2EYn0TzuqbUNloQkVDc8u/RhMqGkyoMZhgEUBp\ngwmlDZf/VkAGIMBLhTCNGuFad4SePyMYpjl/VlCrhptCjpW7C/HRgTMwW1uKu76h3rh3cATuHBBu\nt5tzd0eu6dKYb/thru2L+bYf5tp+mGv7Ya7ty1XyrVZ3/vO00xR5f/nLX/CXv/yl9XFMTAy++eYb\npKamYtWqVfjoo4+QmZmJzz//HDExMZe8Hk+tVneYSJVK1aXOo1Qqu/zaq6UCEK52Q7i/N4ZfZj2r\nVUDfZEJhjQEFVQYU1RpQUtuEioZmlNc3o6KxGZXni8LKhmZYBFDR0FIcHjlXf8U4huh8MCc9CrcP\nCIePh5vNju9q2SPX9B/Mt/0w1/bFfNsPc20/zLX9MNf25Qr57lIN0g1xOJyVK1ciMzMTS5cuhVar\nxfvvvy91SJKQy2Xw9XSDr6cb+oX7XHI9IQQamy0oqjGgoNqAohoDimubUF5vRPlFRWBFQzNqm8wY\nEOGD2UN0uC0t3CnuK0JERERE1JM57Sfy/Pz81p+TkpJ4y4ROkMlk8FIr0TtEg94hmsuuazRbIIMM\nbkq5naIjIiIiIqLLcdoij+xDrVRIHQIREREREV2Ep1+IiIiIiIicCIs8IiIiIiIiJ8Iij4iIiIiI\nyImwyCMiIiIiInIiLPKIiIiIiIicCIs8IiIiIiIiJ8Iij4iIiIiIyInwPnlXIIQAAOj1+k6/1mQy\noa6uDmq1GiqVytah0UWYa/tivu2HubYv5tt+mGv7Ya7th7m2L1fJd1fqEBZ5V1BXVwcA0Ol0EkdC\nRERERER0ZTJx4VQVdchqteLMmTPQaDSQyWSdeq1er4dOp0NRURG0Wm03RUgAc21vzLf9MNf2xXzb\nD3NtP8y1/TDX9uUq+b5Qrmm12quuR3gm7wrkcjkiIyOvaRtardapO54jYa7ti/m2H+bavphv+2Gu\n7Ye5th/m2r6Y7/Y48QoREREREZETYZFHRERERETkRBSLFi1aJHUQzkyhUGDMmDFQKjkytrsx1/bF\nfNsPc21fzLf9MNf2w1zbD3NtX8x3xzjxChERERERkRPhcE0iIiIiIiInwiKPiIiIiIjIibDIO6+p\nqQm///3vkZiYiLS0NEyaNAn5+fkAgLKyMkyaNAkJCQlITU3Fzz//3Pq6pUuXIikpCXK5HN98802H\n237//fchk8kuufxK25k9ezaSkpKQlpaGUaNG4dChQ9d+wBLqjlyPGTMGsbGxSEtLQ1paGl5++eVL\n7v9y+xBCYNGiRUhMTERqairGjBlj02O3N6lz7Ur9GuiefHemT7pS3wakz7cr9e/uyHVGRkbr+0hq\naipkMhkOHz7c4f4bGxtxxx13ID4+HomJifjiiy/aLH/jjTeQnJyM1NRU9OvXD01NTbZNgB1Jnev3\n3nsPffv2hVKpxD//+c82y5566ikkJyejf//+SE9Px+bNm2178HbWHbnet28fhg8fjgEDBiA5ORkv\nvvjiJffvSv0akD7frtS3AQCChBBCGAwG8e233wqr1SqEEOL1118X48ePF0IIce+994pnn31WCCHE\nr7/+KqKiooTJZBJCCLF7925x6tQpMXr0aLF+/fp22y0qKhLDhw8Xw4YN63D5BZfbztdff926v/Xr\n14uEhIRrPl4pdUeuL5X/jlxuH6+88oq45ZZbhNFoFEIIcebMmWs6VqlJnWtX6tdCdE++O9MnXalv\nCyF9vl2pf3fX38gLPvvsM5GamnrJ5YsXLxazZs0SQgiRl5cnQkJCRFVVlRBCiK+++kpkZGSImpoa\nIYQQpaWlwmw2X9PxSknqXB86dEhkZWWJu+++W7z++uttlm3YsEE0Nja2rufr6ysMBkOXj1Vq3ZHr\ntLQ08fXXXwshhKisrBRBQUHi2LFjHe7flfq1ENLn25X6thBCsMi7hL1794q4uDghhBBeXl6irKys\nddmQIUPEli1b2qx/qTfVyZMni927d1/1B+MrrVdeXi7c3NyExWK5yiNxfLbIdWcKj8vtIyIiQuTk\n5HThKHoGe+f6al/jjP1aCNvkuzN90pX7thD2z/fltnMxZ+zftvobecHkyZPFyy+/fMnlffr0Eb/+\n+mvr49tuu02sWrVKCCHEiBEjxKZNm7pwFD2DvXN9waxZs9p9EL6YxWIRGo1GFBUVXXFbPYUtcp2W\nlibef/99IYQQhYWFIiIiQpw9e7bD/blyvxbC/vm+wFX6NodrXsJrr72GG2+8EZWVlbBarQgKCmpd\nFhMTg8LCwitu480330RKSgqGDh1qs7heffVVTJkyBXK58zSdLXINAI8//jj69u2LGTNmIC8vr8N1\nLrcPvV6P8vJyfPnllxg2bBiGDRuGtWvXXtvBORh75roznLFfA9ee7870SVfv24B9890Zzti/bfVe\nAgAlJSXYunUrZs6cecl1CgsLER0d3eE+srKysG/fPowYMQKDBw/Ga6+91oUjclz2zvXVWrVqFeLi\n4hAZGXnN23IUtsj1qlWrsGDBAkRFRSExMRHLli1DaGhoh+u6cr8G7J/vq+UsfZs3lOjA0qVLkZOT\ng7feegsGgwEymazNcnEVd504ffo03n77bezcudNmcX300Uf49NNPsWPHDpttU2q2yDUAfPjhh9Dp\ndBBCYMWKFZg6dSqysrI6XPdS+zCZTGhubobBYMDu3btRWFiI4cOHIyUlBampqV04OsciRa6vhjP2\na8A2+e5sn3TVvg1Ik++r4Yz921bvJResXr0aU6dORWBg4GXXu3g/F+/DbDYjNzcX27dvR21tLUaP\nHo34+HhMmTKlU3E4IqlyfSU//fQTFi9ejE2bNl3TdhyJrXK9fPlyLF++HNOnT0deXh7GjBmD9PR0\nJCUldbi+K/ZrQLp8X4kz9W3n+VrRRv7+97/jiy++wMaNG+Hp6YmAgAAAQHl5ees6BQUFiIqKuux2\ndu3ahTNnziA5ORkxMTHYvXs35syZg7fffhs//vhj6wXQzz///FXFtXbt2tZOFxwc3PUDdCC2yjUA\n6HQ6AC1vlg8//DDy8vJQWVnZLteX20dAQAC8vb1bv+GMiorCiBEjsG/fPpsds1SkyPXVcMZ+Ddgu\n35frk+zb/yFFvq+GM/ZvW76XAC0f5FatWoU5c+a0PpeVldWa64ceeghAS1tcmKDhv/cRFRWFO+64\nAwqFAv7+/pg8eTJ+/fXXaz1UyUmV6yvZtm0b7r33Xqxfv77LH6Qdja1yXVFRgS+//BLTp08HAMTG\nxmLo0KH45Zdf2K8vIlW+r8Tp+rbdB4g6sJdeekkMHDiw9aLXC2bNmtXmYlCdTtd6MegFVxoDfy3X\n5K1du1bEx8eL/Pz8qzwSx2fLXJtMJnHu3LnWx+vWrRNRUVGX3Pfl9nH//feLFStWCCGEqKqqEtHR\n0WL//v1dPk5HIGWuL7UdIZyzXwth+/eRzvRJV+vbQkib78ttxxn7d3f8jdyyZYvQ6XRXvF7x2Wef\nbTNBRXBwsKisrBRCCPH888+Lxx9/XAjRMrFDenq6+OKLL7pyiA5DylxfvK//vm5p27ZtQqfTiQMH\nDnTiaBybLXNtNpuFn5+f2Lp1qxCi5XrcyMjINtfdXczV+rUQ0ub74n25Qt9mkXdeUVGRACBiY2NF\n//79Rf/+/UV6eroQQohz586J8ePHi/j4eNGnT5/WziSEEEuXLhURERHCzc1NBAQEiIiIiDYXjl5w\npSLvcttRKpUiMjKyNa7+/fuLiooKG2fAfmyd6/r6ejFo0CCRmpoq+vXrJ66//npx6NChS+7/cvso\nLy8XU6dOFSkpKSIlJUW89dZb3ZcIO5A6167Ur4XonveRzvRJV+rbQkifb1fq3931N3LmzJli4cKF\nV9x/fX29mD59uoiLixMJCQnis88+a13W2Ngo7r77bpGcnCz69OnT+kGxp5I61x9++KGIiIgQnp6e\nwtfXV0RERLR+8I2PjxfBwcFt+vXhw4dtnAH76Y5cb9q0SQwcOFD069dPJCcni1deeeWS+3elfi2E\n9Pl2pb4thBAyITo5oJuIiIiIiIgcFq/JIyIiIiIiciIs8oiIiIiIiJwIizwiIiIiIiInwiKPiIiI\niIjIibDIIyIiIiIiciIs8oiIiIiIiJwIizwiIiIiIiInwiKPiIioG40ZMwaPPvqo1GEQEZELYZFH\nRERERETkRFjkEREREREROREWeURERDbS0NCAe+65B97e3ggLC8NLL73UZvkbb7yBhIQEuLu7IyQk\nBLfeeqtEkRIRkTNTSh0AERGRs3j88cexZcsWfPnllwgNDcVTTz2F/fv3Iy0tDfv27cMjjzyCDz/8\nEBkZGaiqqsKOHTukDpmIiJyQTAghpA6CiIiop6uvr0dAQAA++OADzJgxAwBQVVWFyMhIzJ07F6NG\njcK9996L4uJiaDQaiaMlIiJnxuGaRERENpCbm4vm5mYMHz689Tl/f38kJSUBAMaPH4/o6GjExsbi\n7rvvxr///W80NjZKFS4RETkxFnlEREQ2cKWBMRqNBgcOHMCaNWsQFhaGhQsXon///qipqbFThERE\n5CpY5BEREdlAfHw8VCoVdu/e3fpcdXU1srOzWx8rlUqMGzcOL774Ig4fPoz8/Hxs3rxZinCJiMiJ\nceIVIiIiG/D29sacOXPw+OOPIyAgACEhIXj66achl7d8n/rNN98gLy8Po0aNgp+fHzZs2ACr1do6\nnJOIiMhWWOQRERHZyPLly1FfX4+bbroJGo0Gjz32GGprawEAvr6++OKLL7Bo0SI0NTUhISEBa9as\nQUpKisRRExGRs+HsmkRERERERE6E1+QRERERERE5ERZ5REREREREToRFHhERERERkRNhkUdERERE\nROREWOQRERERERE5ERZ5REREREREToRFHhERERERkRNhkUdEREREROREWOQRERERERE5ERZ5RERE\nREREToRFHhERERERkRNhkUdEREREROREWOQRERERERE5ERZ5REREREREToRFHhERERERkRNhkUdE\nREREROREWOQRERERERE5ERZ5REREREREToRFHhERERERkRNhkUdERERERORElFIH4OisVivOnDkD\njUYDmUwmdThERERERORChBAAAK1We9X1CIu8Kzhz5gx0Op3UYRARERERkQurra2FVqu9qnVZ5F2B\nRqMBABQVFV11UrubyWRCRUUFAgMDoVKppA6HugHb2DWwnV0D29k1sJ2dH9vYNThiO+v1+k6fdGKR\ndwUXTolqtVqHKvKMRiO0Wq3DdD6yLbaxa2A7uwa2s2tgOzs/trFrcJZ25sQrREREREREToRFHhER\nERERkRNhkUdEREREROREWOQRERERERE5ERZ5REREREREToRFHhERERERkRPhLRSIiIiIqFMsVoGC\n6kacKKvHybJ6FNU0ocZgQk2TCTUGE6wCUMllUCpkUCvkCPByQ4hGjWBvNcK17ogP9ER8oBe07j13\ninp7slgFSmoNyK1sRG5FA87VGVHR0IzKxmZUN7bkWyYDZADcVQqEalryHKZVIyHQCwMifOCl5sd+\nV8LWJiIiIqLLajZb8WthNbbkVmJzTgV2F1SjyWy95u0GebkhNVSDQTpfDIzwwSCdD+IDvCCXy2wQ\ndc+kbzJhb2ENDp3R47fz/06U1aPZ0vV8y2VAnxANhkb5YXJyECb3DoanG8sAZ8bWJSIiIqJ2rFaB\nn09X4YN9xfjs8Bnom8xtlrspZND5eiDG3xPhWndo1Upo3JXwdlNAIZfBbBWwWAWMZitqmkyobjSh\nqtGEc3VGFNcaUNVoQnlDM7bkVmJLbmXrdr3dFBgQ4YPBOl8M1vlgWLQfevl7QiZzvsJPCIHcykbs\nyq/CL/nV+CW/GkfO6SFE+3WVchnCfdwR6eOOYG81fNyV8HFXQeuuhFwGCABCAEazFRUNza3/TlU0\noLyhGUfP1eHouTq8+2shPFRy/C45BDPSwvH71FAoFbyCy9mwyCMiIiKiVjUGE1bsPI139hQiv8rQ\n+ryvhxKDI30xWOeLjBg/DNH5IsDLDaouFAhCCJypbcJvZ/XYX1SDI2frcLysHjnlDahvtmDH6Srs\nOF3Vun6wtxsyYvwwPNofw2P8MFjnCw+VwibHa08GkwX7i2rOF3QthV15Q3O79cK1avQO9kZikDcS\nAr2QFqFFnxAN/DxVUCs7f9zHS+uwNbcSv5yuwuZTFTijN2Ld4bNYd/gsIn3c8cTYeMxO13FIpxNh\nSxIRERERyuuNeHl7HlbszG89a+flpsC4hEBMSQ7GzSmhCNaobXJGTSaTIcLXAxG+HpiSHNL6fLPJ\ngl+LarAjrxKHzuhx7Fw9TpbXo6y+GV8dLcVXR0sBtJzV6h+uRUaMP4ZH+2F4jB+i/Twc6myf1SqQ\nXV6PvUU12FtUiz2F1ThYUguTpe1pOpVChuRgb/QL06JfuBbXxfojNVQLbxsWXMkhGiSHaPCHjBgI\nIbDlVAXe31uM9VmlKK5twiNfHcWz35/En8bE4bExsV0qJMmxsMgjIiIicmEGkwV/23wKy7fkotFk\nAQDEBnhi1uBI3J4WjvhAb7tdI+emUmBkbABGxga0Pqc3mLD5VAW25lbi8Fk9jpytQ0VDM/YX12J/\ncS1e//k0gJazfYMifTAgwgcDI33QN0yLWH9PuwxFtFgFTlc14rcztdhbWItfi6qxv7i23RBXAAjw\nVKFfuBb9w7QYEOmDMXGBiPBxh8JOOZbJZLg+IQjXJwShsdmMl7fn4c1fClBS24SnN57A23sK8Na0\nfpjYO9gu8VD3kAnR0ahfukCv18PHxwe1tbXQarVShwMAMJlMKC8vR1BQEFQqzkrljNjGroHt7BrY\nzq6hp7bzN1mleOTLozhd1QgA6BPijdlDdLhnsA5BGrXE0XXMarXiyLk6/Jhdjn1FtTh8Vo+T5Q2w\nWNt/pHVTyBAf6IU+IRr08vdEtJ8Hov09ofN1R4CnGwK83K5q2KfRbMG52kacKi5Do8IDJfpmFFQb\ncLqqEcdLW842GjuYiEatlKN3sDf6hHgjJUSDoVG+GKTzhZ+nm01yYSsWq8Bbv+Rj0Q/ZqDg/fPTm\nlBC8eWs/hGndJY7Ovhzxd7kr9QjP5BERERG5mLP6Jjzw2WGsz2oZ/hji7YZ5o2Jx/7Ao+Hs5ZnF3\ngVwuR/9wH/QP92l9rtZgwra8SuwpqEZWacttHfKqGmE0W5FVWo+s0vpLbs9DJYe3mxJqpRxuCjnc\nlHKYLFY0W6wwmq1oaLagodlyxbjUCjl6BXgiOdgbKaEa9AvXID3KF2EaD7gpHXtiE4VchodG9sLd\ngyPxx6+O4cN9qfFmUQAAIABJREFURfj6WCm2523F2rsHYnwSz+r1NCzyiIiIiFzIt1mlyPzkECoa\nmqGQyzBzYAT+NCYOqWGOMWKpK3w8VLgpJRQ3pYS2PtdssuBYaT0OlNQi61wdzuqbcLbOiLP6JlQ0\nNKOmyQyLVcBgssJgaj/5yX+TywCNmwJB3mqE+bgjTKNGmNYdMX4e6BuuRWqIBv5dnIjGUWjdVVh1\nexoeyojBnf8+gJyKBkz81x48NS4eiyf2ttuQUrp2LPKIiIiIXECTyYInvjneeg1bQqAXlkxOwi19\nw5xyCn03lQIDIn0wINKn3TKrVcBgMqOiwYSzdU2oNZjRZLKgyWyF0WyBUi6HWiWHu1IBLzcFgr3V\n8HOXobG2GhGhIXBXO9ZwS1sbHOWL3/40GnPWHsKag2fw/I+nsD2vCl/dOwT+DjbUlDrGIo+IiIjI\nyRXXGHDzqr04UFwLALhjQDgWT0xCQpC3xJFJQy6XwUutgpdahWh/z6t6jclkQnmjwmXOZnmoFPh4\n5iBcHx+I//flUezIq8LQV3Zgy4MZiPT1kDo8ugLn+9qGiIiIiFrtLaxB+qs7cKC4Fr4eSrxycwre\nnZHmsgUedc59w6Kx+5GRCPZ2w6nKRgx5ZQdOlNZJHRZdAYs8IiIiIif12W9nMGrFTpzVGxEb4IkP\nbh+AR67r1SNvJE7S6R/hg1//eB2i/Dxwrs6IYa/9jD0FVVd+IUmmRxR5OTk5yMjIQGJiItLT05GV\nldVunb179yIjIwOenp649dZb2yxbvXo1fH19kZaWhrS0NIwdO9ZeoRMRERFJ4qWtuZj+wX40ma0Y\nEeOHdbMG48bUUIe6YTj1HNH+ntj36HVIDdWgtsmMG97ajb2F1VKHRZfQI4q8Bx54AHPnzkV2djae\neOIJzJkzp906YWFheOWVV/Dyyy93uI1x48bh0KFDOHToELZs2dLdIRMRERFJQgiBxd+fxJ/Wt3wp\nfkdaOD67ZzAGRLSfgISoM4K81dj1yEgMjfJFQ7MF41fuxrGzeqnDog44fJFXVlaGAwcOYObMmQCA\nadOm4fTp08jPz2+zXmRkJNLT06FWO/a9XYiIiIi6ixACf/7mOBb9kA0AeDAjGitv648wH9e6oTV1\nH2+1EpseGI5+YS1n9K5/axfyqxqlDov+i8PPrllUVITw8HAolS2hymQyREVFobCwEDExMVe9nW3b\ntiEtLQ1eXl6YN29euyGdFxiNRhiNxtbHen3LtxMmkwkmk6nrB2JDJpMJZrPZYeIh22Mbuwa2s2tg\nO7sGR2hnq1Vg3vrjeHNXIQDg0ZHReHZ8AtwVgv3PBhyhjR2FuwL4/r4hGLliF3KrDLjunz9j50PD\nEabt+V8mOGI7dyUWhy/yALQbOy6E6NTrp06diunTp8PT0xPHjx/HhAkTEBkZiWHDhrVbd9myZVi8\neHG75ysqKtoUf1Iym82orm4ZA32h+CXnwjZ2DWxn18B2dg1St7MQAou2FuOdA2WQAfjj0GA8Msgf\njfpq8ByLbUjdxo5o7a3xuPHjEyiuNWLCyt349q5keKgcfqDgZTliO9fVdX42U8eI/DJ0Oh2Ki4th\nNpuhVCohhEBRURGioqKuehuBgYGtPycnJ2PKlCnYuXNnh0Xek08+ifnz57c+1uv10Ol0CAwMhFar\nvbaDsZEL1XxgYCBUKpXE0VB3YBu7Braza2A7uwap23nJj6fwzoEyAMAzN8TiibFxUCs5g6YtSd3G\njigoCNj8Bz8Me/0XnKxswmM/luDTuwf06Ml9HLGdu3I5msMXecHBwRgwYAA++ugjZGZm4vPPP0dM\nTEynhmqWlJQgIiICAFBaWorNmzdjxowZHa6rVqs7TKRKpXKYhgZavllwtJjIttjGroHt7BrYzq5B\nqnZ+dXse/vrjKQDAn0bH4qnxveHOWyR0C/4ut9c71AefzxqMif/aja+zyvDC1nwsnJAodVjXxNHa\nuStx9IjzqStXrsTKlSuRmJiIF154Ae+++y4AYMqUKdi3bx8AIDc3F5GRkZg/fz42bNiAyMhIvPHG\nGwCAFStWICUlBWlpaRg/fjzmzZuH66+/XrLjISIiIrKF1b8W4dGvjwEA/nd4NBZNTGKBR3Z3Q2IQ\nXropBQCw6PuT+L+jZyWOiGSisxe4uRi9Xg8fHx/U1tY61HDN8vJyBAUFOcw3DGRbbGPXwHZ2DWxn\n1yBFO286WY7J7+yBxSpw18AIrLglFT4ebnbZtyvi7/LlCSGQ+ckhfLCvGN5uChyYPwoJQd5Sh9Vp\njtjOXalHesSZPCIiIiL6j2Pn6nDrB/tgsQpM7h2EV3+fwgKPJCWTyfD2bf0xROeD+mYLfr9qL5rN\nVqnDclks8oiIiIh6kNI6I373zh7om8xIC9fi9f/piwAv3ieYpOemlOPzWUOgVSuRVVqPR786KnVI\nLotFHhEREVEPYTBZcPN7v6Kg2oBIH3esuCUVcYFeUodF1Ern54FVt/cHALy5qwDfHDsncUSuiUUe\nERERUQ8ghMB9a3/DnsIaaNVKvPr7FGT0CpA6LKJ2bukXjvuHttzuLPOTQyirc4x7TbsSFnlERERE\nPcCrO07j44MlUMiAF6cm43/6hkkdEtElvfo/qUgM8kJlowm3vr8PnOvRvljkERERETm4bbkV+NP6\nLADAo6NiMXtoVI++4TQ5Pw+VAp/PGgy1Qo4dp6uwYme+1CG5FBZ5RERERA6suMaA6R/sb51J8+lx\nCVAp+BGOHF9qmBaLJyUBAJ789jhKagwSR+Q6+A5BRERE5KCMZgumvb8PZfXNSAz0wks3pcDPk7dK\noJ7jsdGxSAvXor7Zgrv+fZDDNu2ERR4RERGRg3rim+P49fxEKy/emIzkEI3UIRF1ilIhx4d3DoBS\nLsO2vEq8t6dQ6pBcAos8IiIiIgf05ZGzeG3HaQDAXycl4aaUUIkjIuqa1DAtnhmXAAB4bH0WSvVN\nEkfk/FjkERERETmY/KpGzF77GwDg7kERmDs8mhOtUI/21LgE9AnxRm2TGXM+/U3qcJweizwiIiIi\nB9JstuL2D/ejxmBC31ANnpvUGx4qhdRhEV0TlUKOD+4YABmAb4+X4bsTpVKH5NRY5BERERE5kKc3\nnsCewhpo1Eo8P7k3ov09pQ6JyCYG6Xwxd3jLTdIf+vwoTBarxBE5LxZ5RERERA7ip+xy/H1rLgDg\n2fEJmJoSInFERLa1bEoy/DxUyKtqxJJN2VKH47RY5BERERE5gOrGZmR+cggAMK1vKP4wIobX4ZHT\n8fN0w99v7AMA+PvWPBRVN0ockXNikUdERETkAB7+4iiKa5ug83XHc5N6w9NNKXVIRN0ic4gOQ3S+\naDRZcP9nh6UOxymxyCMiIiKS2CcHS/DxwRIoZMBzE5OQHMr74ZHzkstlWHlrP8hlwPcny7HxOCdh\nsTUWeUREREQSKq4x4A+fHwEAzE6Pwl2DIiWOiKj7DYj0wX1DWyZhmff1MVitQuKInAuLPCIiIiKJ\nWK0CmZ8cQo3BhD4h3lg8MRFKBT+ekWtYMrk3vN0UOFnegBW/nJY6HKfSI95FcnJykJGRgcTERKSn\npyMrK6vdOnv37kVGRgY8PT1x6623tlu+ZMkSxMXFIS4uDgsWLLBH2ERERESX9c+dp/FTTgXUSjmW\nTOqNMB8PqUMispsgbzWeGZ8AAFiyKQeNzWaJI3IePaLIe+CBBzB37lxkZ2fjiSeewJw5c9qtExYW\nhldeeQUvv/xyu2Xbt2/HmjVrcPjwYWRlZWHjxo34/vvv7RE6ERERUYeyztXhz98cBwDMu64Xft83\nVOKIiOzvj9fFItLHHWX1zXhm40mpw3EaDl/klZWV4cCBA5g5cyYAYNq0aTh9+jTy8/PbrBcZGYn0\n9HSo1ep221i7di0yMzPh5eUFtVqN2bNnY82aNfYIn4iIiKidZrMVMz8+gCazFRnRfvjz9fG8XQK5\nJHeVAsvP31LhrV35KKkxSBuQk3D4uXmLiooQHh4OpbIlVJlMhqioKBQWFiImJuaqtlFYWIjRo0e3\nPo6JicG6des6XNdoNMJoNLY+1uv1AACTyQSTydTFo7Atk8kEs9nsMPGQ7bGNXQPb2TWwnV1DZ9t5\n4ffZOFiih4+7EosnxMNLJWMfcXD8Xe4+t6QEYWCEFgdK9Hj4i8P49O6BksXiiO3clVgcvsgD0O6b\nLSE6P/vOxdu43OuXLVuGxYsXt3u+oqKiTfEnJbPZjOrqagBoLX7JubCNXQPb2TWwnV1DZ9p535l6\nLN+aBwB4ND0IyRoLysvLuz1Gujb8Xe5eC68Lw+8/0eP/ssqw7VgB+gR7ShKHI7ZzXV1dp1/jGJFf\nhk6nQ3FxMcxmM5RKJYQQKCoqQlRU1FVvIyoqqs3wzoKCgku+/sknn8T8+fNbH+v1euh0OgQGBkKr\n1Xb5OGzpQjUfGBgIlUolcTTUHdjGroHt7BrYzq7hatvZYLLg8Q9OwCqAyUmB+OMNKfBWO/zHMQJ/\nl7vblKAg/O63Knx7vBzP7yzFD3PTJYnDEdu5o8vRrsTh31WCg4MxYMAAfPTRR8jMzMTnn3+OmJiY\nqx6qCQC33XYbHn74YTz44INQKpV47733sGTJkg7XVavVHSZSpVI5TEMDLd8sOFpMZFtsY9fAdnYN\nbGfXcDXt/PR3Ocgub0CglxsWTeoNP2/OptmT8He5e/1tago2HN+KrXlV2F2kx3WxAZLE4Wjt3JU4\nHH7iFQBYuXIlVq5cicTERLzwwgt49913AQBTpkzBvn37AAC5ubmIjIzE/PnzsWHDBkRGRuKNN94A\nAIwZMwbTp09H3759kZycjAkTJmDSpEmSHQ8RERG5nj0F1XhpWy4A4Kkb4pEe5SdxRESOJSVUgzsH\nRgAA/rS+/S3T6OrJRFcucHMher0ePj4+qK2tdajhmuXl5QgKCnKYbxjIttjGroHt7BrYzq7hSu3c\nZLJg4Mvbcby0HpN7B+OzewbBi8M0exT+LttHflUjEpZthtkqsH52OqamhNh1/47Yzl2pR3rEmTwi\nIiKinmzxD9k4XlqPAE8VFk1MZIFHdAkx/p6YO6xl7ownNxzv0oSLxCKPiIiIqFvtLazBi1tOAQCe\nvCGBwzSJrmDhhCR4qOQ4eq4OHx8okTqcHolFHhEREVE3MZotyPzkIKwCmJgUhD9kREsdEpHDC9Go\n8eh1sQBazoJbrTyb11ks8oiIiIi6yXObcpBVWg//88M0Pd04TJPoavxpbBy81QrkVDTgg31FUofT\n47DIIyIiIuoG+4tq8MLmlmGaf7k+HsOi/SWOiKjn8Pd0az2b9/xPOTyb10ks8oiIiIhsrNlsReYn\nh2CxCoxPDMSDGTFSh0TU48wfHQtvtQKnKhqxem+h1OH0KCzyiIiIiGxsyY/ZOHquDn4eKiyawNk0\nibrCz9MN80a1nM1b+tMpns3rBBZ5RERERDZ0sLgWS39qGab557FxyOgVIHFERD3X/NFx0KiVyK3k\n2bzOYJFHREREZCPNZivuXdsyTPOGhEA8OKKX1CER9Wi+HirMG9Xye8SzeVePRR4RERGRjfxtax5+\nO6OHj7sSz45PhMadwzSJrtU8ns3rNBZ5RERERDZwrKwRyzbnAgD+PDYeI2M5myaRLfh6qPDo+bN5\nL27JhRA8m3clLPKIiIiIrpHJYsX87/NhtgqMjQvAgyOiIZPJpA6LyGn88bpYeKoUOFnegHWHz0gd\njsNjkUdERER0jV7YkoejZQZo1UosnJAIHw83qUMicioBXm54YHg0AGDZ+YmN6NJY5BERERFdgwPF\nNa3DNP80Ogaj4zibJlF3+NOYOKgUMhws0WPj8VKpw3FoLPKIiIiIushotmDWmkMwWwWui/LGH4ZH\ncZgmUTcJ93HHvUN0AIAlP+ZIHI1jY5FHRERE1EWLf7hw03MlHh8eymGaRN3sz9fHQy4Dfsmvxo7c\nSqnDcVgs8oiIiIi6YE9BNf62ueXaoL+MicXACK3EERE5v9gAL8xICwcALN6ULXE0jotFHhEREVEn\nGUwWzFpzEFYBTO4dhDlDdRymSWQnT92QAADYnFOBg8U1EkfjmFjkEREREXXS0xtO4GR5AwK93PD0\nuARo3VVSh0TkMlLDtLixTwgEgGe/59m8jrDIIyIiIuqEHXmVeGVHHgDgmXEJyIjhTc+J7O3pcS1n\n8zacKEN2eb3E0TieHlHk5eTkICMjA4mJiUhPT0dWVlaH6y1ZsgRxcXGIi4vDggULWp9fvXo1fH19\nkZaWhrS0NIwdO9ZeoRMREZETqTeakfnJIQgB3JwSgjlDOZsmkRSGRvthbHwALFaBhd+dlDoch9Mj\nirwHHngAc+fORXZ2Np544gnMmTOn3Trbt2/HmjVrcPjwYWRlZWHjxo34/vvvW5ePGzcOhw4dwqFD\nh7BlyxZ7hk9ERERO4s/fHEdeZSNCNWosGJ8Ib7VS6pCIXNYz4xIBAF8dOYeSGoPE0TgWhy/yysrK\ncODAAcycORMAMG3aNJw+fRr5+flt1lu7di0yMzPh5eUFtVqN2bNnY82aNRJETERERM7ox+xyvPFL\nPgBg4fgEDNL5ShsQkYsbGx+AwTofGC1WPPsDr827mMN//VRUVITw8HAolS2hymQyREVFobCwEDEx\nMa3rFRYWYvTo0a2PY2JisG7dutbH27ZtQ1paGry8vDBv3jzceuutHe7PaDTCaDS2Ptbr9QAAk8kE\nk8lky0PrMpPJBLPZ7DDxkO2xjV0D29k1sJ2dQ2VDMzLXHAQATOsbgrsGhLVpU7az82MbO6Ynx8Zh\n2gcHsOZACZZMiEeA17Xdq9IR27krsTh8kQeg3Vh3IcQV17t4nalTp2L69Onw9PTE8ePHMWHCBERG\nRmLYsGHttrFs2TIsXry43fMVFRVtij8pmc1mVFdXA0Br8UvOhW3sGtjOroHt3PMJITB3fR5K9Ebo\ntCo8Osgf9TVVuHiqB7az82MbO6b0QCDB3x05VU149tsjeHZs1DVtzxHbua6urtOvcYzIL0On06G4\nuBhmsxlKpRJCCBQVFSEqqm0DRkVFtRnCWVBQ0LpOYGBg6/PJycmYMmUKdu7c2WGR9+STT2L+/Pmt\nj/V6PXQ6HQIDA6HVOsZNTi9U84GBgVCpOGWzM2Ibuwa2s2tgO/d8q/cWY0NODZRyGZZM6o2hvSPa\nrcN2dn5sY8f1zAQzZn1yGJ9mVeNvN/eH1zVcK+uI7axWqzv9Gocv8oKDgzFgwAB89NFHyMzMxOef\nf46YmJg2QzUB4LbbbsPDDz+MBx98EEqlEu+99x6WLFkCACgpKUFERMsbcmlpKTZv3owZM2Z0uD+1\nWt1hIlUqlcM0NNDyzYKjxUS2xTZ2DWxn18B27rlyyusxb/1xAMAfMqJxx+AoqBQdT2nAdnZ+bGPH\ndOdAHZ75LhtFNU14/ZdCLJiQdE3bc7R27kocDj/xCgCsXLkSK1euRGJiIl544QW8++67AIApU6Zg\n3759AIAxY8Zg+vTp6Nu3L5KTkzFhwgRMmjQJALBixQqkpKQgLS0N48ePx7x583D99ddLdjxERETk\n+EwWK+7690E0NFswONIHT9+QcMkCj4iko1TI8cTYeADAW7sKYLZYJY5IejJxqQvcCEDLcE0fHx/U\n1tY61HDN8vJyBAUFOcw3DGRbbGPXwHZ2DWznnuuJ9VlYvjUXGrUSn94zEJN6h1xyXbaz82MbO7bG\nZjN0z/2IqkYT3pzWF/+bEdOl7ThiO3elHuHXUURERET/5dusUizfmgsAWDA+AROTgiWOiIgux9NN\niUdG9gIAvLwt75ITNboKFnlEREREFymqNuCe87dLmJEWjodGxLSb6ZuIHM/DI3vBQyVHdkUDvjhy\nVupwJMUij4iIiOg8k8WK2z/aj6pGE5KDvfH85N7wdHP4eeqICECAlxvuHxoNAHjhp1MSRyMtFnlE\nRERE5y3YeBK/5FfDy02BZb/rjbhAL6lDIqJOeGxMLJRyGfYV12J7boXU4UiGRR4RERERgC8On8Xf\ntrR8+79gfAJuSgmVOCIi6qwoP0/MSAsHACz+IVviaKTTpSJv0aJFKCgosHUsRERERJI4dq6u9Tq8\nOwdE4OERvXgdHlEP9ZfrW26nsOVUJY6dq5M4Gml0qchbv3494uLicMMNN+Djjz9GU1OTreMiIiJy\nSkII6JtMyK9qRGF1I0pqDTinb0Jjs1nq0FxWjcGE/1m1Fw3NFgzR+eBvU3vDS83r8Ih6qtQwLSYl\nBUEAePb7E1KHI4kuvYPt378fhw8fxqpVqzBv3jw89NBDuP322zF79mwMGTLE1jESERH1SGdqm/Bz\nXjm2nTyL41WnUVRrxFl9ExqaLR2uH+CpQoy/J6L9PNAvTIth0X5Ij/KFn6ebnSN3HVarwF3/PoCc\nigaEatT4x00piPT1lDosIrpGT49LwHcny7H+WClKagyI8PWQOiS76vLXVP369cPLL7+M5cuXY/36\n9Vi1ahVGjBiBpKQk3HfffcjMzISPj48tYyUiInJoQgj8dkaPT387g89+O4tTFQ2XXFetkENAwCIA\ni7Xlfk6VjSZUNtZif3EtvjhyrnXdpCAv/K5PCG5OCUVGjB+UCl5SbyvPfHcCG46XQa2Q4+839sHI\n2ACpQyIiGxgZG4D0KF/8WliDxZuy8a/b+ksdkl1d81gEq9WK5uZmGI1GCCHg7++PN998EwsWLMDb\nb7+NGTNm2CJOIiIih1VjMOFfuwrwzp5C5FxU2MllQFyAJ5L8VOivC0B8kAY6Xw/E+Hsi0MsNSrkM\nVgFYhRVVjSbklDcgt7IBuZWNyCqtx9FzehTVNOFkeQNObsvDP7blwc9DhZtTQzE7XYeRvfx53dg1\neGd3AZadn2b96XEJuH1AhMQREZEtPX1DAm5etRdrDpRg+dRk+Hi4zqiILhd5+/fvx6pVq7BmzRqo\n1Wrcc889WLFiBeLjWy50fOmll/DII4+wyCMiIqdVVG3AKzvy8PbuQtQZW66pUyvkyOjlh/EJQbgx\nJQQxvm7QV1chKCgIKpXqktvy8XBDr4D20/UXVDXim6xSbDhRhp2nq1BtMGH13iKs3luEuABP3Dc0\nCvemRyFEo+6243RGP5wsw/9+fgQAcP/QKDw2JhYKOQtmImcytU8IEoO8kF3egL9tzsXS3yVLHZLd\nyIQQorMv6tevH44fP44JEybg/vvvx4033giFQtFmnfLycoSEhMBqtdosWCno9Xr4+PigtrYWWq1W\n6nAAACaTCeXl5Vf8wEA9F9vYNbCde64agwl//SEbr/98GubzQy1jAzwxc2AEbusfjuQQTWvBYMt2\nNpktWJ9Vhvf3FWFTdjkMppa/sSqFDHcNjMBjo+OQGuYYf6sc2ZGzeox4fSfqjGZMSQ7Gh3ekwd/r\n2opk/j47P7Zxz7T61yLcu/YQAr3cULxwHNRKxWXXd8R27ko90qUzebfddhtmz56NiIhLD2sICgrq\n8QUeERHRxSxWgXf2FOCZjSdR0dAMABgU6YO7B0Vi5qAIBFxjoXAlKqUCt/QLwy39wqA3mLBydwE+\n2FeMo+fqsHpvMVbvLca4hEAsnJCI63htWYeKqg2Y8vYe1BnNGBTpg3/eknrNBR4ROa47B0bgqQ3H\ncbbOiBU/52P+mDipQ7KLLl25vWDBgssWeERERM7myFk9hryyHf+77ggqGprRy98Dr/8+FVv+kIE/\njort9gLvv2k9VHh8bDyOPD4Gmx4YhhsSAiGXAT/mVGDUil8wesVObMutsGtMju6cvgk3vLULxbVN\niPHzwBvT+qKXf/shskTkPNyUcjx2vrB77efTsFo7PYixR7rqM3nz58+/6o3+4x//6FIwREREjsZi\nFXh5Wx6e3ngCzRYrtGol5g6Pwv8b2QtRfo4x1f64xCCMSwzCidJ6LPjuBL46eg7b86ow5o1dGBXr\nj+U39kF6lJ/UYUqqot6I8St3I6eiAWEaNd6Y1tflc0LkKuYOi8Zff8hGQbUB/z5QjLsH66QOqdtd\ndZF38ODBq1qPs3wREZGzKKhqxD1rDmJ7XhUA4Lpe/vjrpCSMjgtwyL93vUO88dmswciraMBfNhzH\nl0dair2hr/6MW/qG4oXfJSMhyFvqMO2uxmDCxLf34Oi5OgR5ueHNaX0xOTlE6rCIyE407ko8PDIG\nS386hRe35GLmoEiHfA+3pasu8rZs2dKdcRARETmUn7LLMf3D/ahqNMFDJcdjo+Mwf3Rsj7gxeWyg\nFz69p6XYe/T/juGbY6X44sg5fH2sFPcNjcLiiUkuMxtnVWMzfvfOrzhQXAs/DxXemNYXN/cNkzos\nIrKzP14Xi5e25eHouTp8f6IMk5z8ix7eTZWIiOgiQgi8sj0PE9/eg6pGE/qEeGPNXQOxeGJSjyjw\nLhYb6IX/m52OvY9ehxExfrBYBVbuKkCv53/Ewu9OoK7JLHWI3epMbRNGr/gFuwuqoVUrseKWVEzr\nxwKPyBUFa9TIHBIJAHjuxxyJo+l+XSryGhoasGDBAmRkZCA+Ph6xsbFt/hEREfVETSYLZq05hHlf\nH4PFKvC75GB8mTkYN/cNg7wH30NtkM4XP/+/kdh4fzpSQjQwmKx4blMOej3/I97YmQ+Txflmwz5V\n0YCR/9yJo+fqEOjlhn/d1g+3D4hw+iFaRHRpT4yNh1wG/JJfjX1F1VKH0626dAuF++67D9u2bcPd\nd9+NsLCwbn/DzMnJwaxZs1BRUQFfX1+sXr0affr0abfekiVLsGrVKgDAnXfeieeee+6qlhEREdUa\nTLh51V5sy62EQgY8OioWz4xLgG8PO3t3OZN6h2BiUjDe31uEZ7/PRmGNAQ99cQQvbc3Fizcm45a+\n3f833R4OFtdi8jt7UFpnRKSPO/55SypuTuUZPCJXFxvghVv6hmHd4bNY+F02Ntw/VOqQuk2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L9hQMtwejUNYUVKFg9+uZ3PbutidiSvlVfs5B+rDvDS8n0cKygFwGa10D0umEEtw7m6dSSJEQ2o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ikT1imrkjxs8Ng0K9EeDhyCarnvG9bR3Mqc416Ucsfk/ezQYPADQaDWQyGQwGg4SJiIiIyJL5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\nERERERERWRA2eURERERERBbk/wGW0+NzqwyxmwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20dba87a6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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w8JAbIAghhBB1nEmT2m7duuHl5WV0XfHPyRkZGbi4uGBlZQXAypUrGT9+PAD3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+X4fpIrRIcJCIB9+zq6FOIi0uv13Hzzzbz25mtEG6PJz8unOK+Ym2+4GZp+N7+sSFIrhDinjRs3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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20db4f02eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, future = micro.prophet_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yCIaGhqDrOl5//XWcPn0aP//5z/Gb3/zGjCYQEREREV2xsYSMzlAc8ayKRp8D\nNqtluZtUFCbTuRk9dCdCCSTnGHYZcNlmBLoN9V54JA67NIsplf7KV76Cf/3Xf8WuXbsgCAK+973v\n4VOf+hR+/etf4wtf+IIZTSAiIiIi+kRTwzMzOD2WhG4YWFHBc++yqobTY+c3GY/jeCiB4fjsYZeS\naMH6Os+MuXT1Xqli61YMljzkaZqGgwcP4uabb8bvfve7BV/vmWeewb//+7+jr68Px44dQ0dHBwDg\nzJkzePTRRxEOh1FVVYWf/exn2LBhwyfeR0REREQEXJhL1jORgs9hQ5WzclZt1I2pcHt+cZTOUAJd\n4RS0S3cZB7CyxomOBl++p+7qgAsiezqLypKHPKvVii9+8Ys4efIkqqurF3y9LVu24Nvf/jZuu+22\nGceffPJJPPHEE9i6dSt++ctf4vHHH8ehQ4c+8T4iIiIiovGkjFNjSYwnc2j0OmAXyzu0RNI5HB9N\nTs2jG0ng+GgSCVmd9biaS4ZdbuSwy5Jgyit0zTXX4Ny5c1i5cuWCr3X77bfPOjY2NoajR4/iwIED\nAIAHHngATz/9NHp7e+FyuS57X3t7+6xrybIMWb7QDR2PxwEAiqIUvBKooihQVZUriJqAtTYX620e\n1tpcrLd5WGvzsNYfLzu9NUJfNA1DN9DklWCBBk2dPc/sk2iqAk1VoanFVWtZ1dEVTuH4aBLHQ0kc\nH01iaK5hl1YBa2vd2FjvwcYGDzbWe9A4a9ilUTTPbynqralTr72iKBBRHJvbz+dr17TN0L/5zW/i\nz//8z3HDDTfA7Z65I73P51vQ9QcGBtDU1ARRnHo6giCgtbUV/f39cLvdl71vrpC3e/du7Ny5c9bx\ncDg8I/xdCVVVEYlEACD/+WlpsNbmYr3Nw1qbi/U2D2ttHtb68ibTCvojaUTSCvwOES67FalYet7X\n0zUVmWQcggBYrMtTa8MwMJRQcCqcxcmJLE6FM+iOyFDnyCstPhvWBZ1YF3BgfdCBVdXSzNUu9TSS\nC6jHUluKesuqjoyiYyJsQCqS3txEIlHwOaa8++6++24AwL333jvjLwGGYUAQBGha4X8pudSlEzsN\nw7ii+y61Y8cObNu2LX87Ho+jpaUFwWCw4DB6PnUHg0HYbLaCzqXCsNbmYr3Nw1qbi/U2D2ttHtZ6\nNsMwMBjNoCeTgCF5sarGDusiLOWvqQoMA/D4q2EVzal1LKOgc3Sqd+74aBInRpOIy7N/t65yiDN6\n6DbUeeBzlHboX4p6i4oG5DQEgoGi2Q9RkqSCzzHllX3xxRfR0tICq3VmoXRdR39//4Kv39LSgsHB\nQaiqClEUYRgGBgYG0NraCpflSZHxAAAgAElEQVTLddn75iJJ0pyFtNls8/rGKIrivM+lwrDW5mK9\nzcNam4v1Ng9rbR7W+oJ0TsWZcBq9kxl4JAlVzsWtiVUUYRVtSxLycqqOrvGZm4wPxrKzHme3Clhb\ne9Em441eNPvKc5XQxa631bDAqlumv16KI+TNK4MsQTtmeeyxxzAyMoK6uroZxycmJrB582Y8+uij\nC7p+XV0dNm3ahFdeeQVbt27Fa6+9hvb29vxwzI+7j4iIiIjKn2EYGInLODWWQDSroN4jwSEWxy/x\nczEMA4Ox7IVAN5JAVzgJ5dJdxgG0VjlnLI6yptbNff0qnCkh7/ywzEslk0k4HI6CrvXUU09h3759\nCIVC2Lx5MzweD86ePYu9e/di69at2LVrF3w+H1566aX8OR93HxERERGVt3ROxdlwCn2RDOxWC1r9\nzqLr1YpllfzWBee3MYhlZ6926XeIF1a6nP7wO9hDSzMtacg7P7dNEAR897vfhcvlyt+naRoOHz6M\n66+/vqBr7tmzB3v27Jl1fO3atZfdFuHj7iMiIiKi8qTrBkIJGV3jSUQyCurcdjiKYAieounoGk/N\nCHT90cysx9kuGnZ5/qO5gjdnpyu3pCHv/fffBzDVk3fs2DHY7Rc2lLTb7bjuuuvwzW9+cymbQERE\nREQVKJGd6r3rj2YgWQW0LFM4MgwDQ/Hs1F5006Hu9HgSuTmGXbZUOS7Mo2vwYU3QXfb79dHSWNKQ\n9+abbwIA/uiP/gh/+7d/u+CtEoiIiIiIPo6sauiPZHBuIo2MoqHOI5m6FH4yp+F4fxQnxzPTPXVx\nRDNzD7vcWO/Nz6Xb2OBd9EVgqHKZtromEREREdFSyak6RuJZdE+kEM0oqHbaEHQ7l/RzqpqOM+HU\nRYujxNEXnb3apWgRsKbWPT3k0oeOBi9aqjjskpZOaW+OQUREREQVTdMNhBJZnJtII5zKwWO3oqXK\nCcsiByjDMDAcl9EZik/Po0vi9FgSsjZ7l/Fmn4SORt9Fq116imZjbaoMDHlEREREVHJ03cBYUkbP\nRBqjSRmSaEGzz7Eom5oDQFJWZyyMcnw0gcm0MutxXmlqk/GORi/W17rQ5lDQ0lBn2mboRHNhyCMi\nIiKikmEYBiZSOfRF0hiMyRAFoNErQVzAvnCqpuPsRBqdI/F8sOuNzF7t0moRsCbovmhxFC9aqy/0\nGmqqgkR0ct7tIFosDHlEREREVPQMw0Ako2AwmkF/JAPdMFDnlgpefdIwprZV6LxoT7pTY0nI6lzD\nLh3Y0ODJz6NbW+cu6g3Uic5jyCMiIiKionW+524gmsVwPANVAwJuG5xXuN9dUlZxYnTmJuMTcwy7\n9Nit+d658z11NS77HFckKn4MeURERERUdC4eljkcl6EbBoKuj9/MXNUNdIdnbjLeM5nGpTvSWS0C\nVgfdMzYZv3jYJVGpY8gjIiIioqJxPtz1RtIInQ937tl73RmGgdFkDp2heH6T8ZOjSWTnGHbZ6JWm\neucapwLdujoPh11SWWPIIyIiIqJlp2g6RhMyBmMZhJM5GAACLns+3KVyKk6OJmfMpQuncrOu47Zb\nZ2wy3tHgRcDNYZdUWRjyiIiIiGjZqJqOgWgGfZEMIukcJNEKr0PEcCyLw32RfKA7NzHHsEsBuOqS\nYZftNS4Ou6SKx5BHRERERKbLqTrC03PuOkMJDEQy6JlM48RoAifHksgos4dd1k8Puzz/sb7O87Fz\n9IgqFUMeEREREZlmOJbBf5wJ4z/PTeDYSAJnwqk5Nxl32azYUO+5EOoafQhy2CXRFWHIIyIiIqIl\noekGTowmcKg3gt+fm8Db/VGcm0hBv2TcpUUArgrM3GR8ZY0LVguHXRLNB0MeERERES2K4VgWh/sj\nONwXxeH+CN4diCKZ02Y9rs5jzy+Osr7Og9W1bnjsF34ttQhgwCNaAIY8IiIiIipYSlbx3mBsKtT1\nR3G4L4LBWHbW4xyiBVcF3VgbdGNtnQfr6twIeiQYBqAbBqwWAapuYDKj4Px6KbpuQNMNQACMi3r9\nBAEQBQGi1QLRIkC0CLBbLRCtAhdbIboIQx4RERERfSxNN3BqLInDfZF8qOsMJaaC2EUsArAq4MKG\nOi86Gr24saUKN66ogl20wDrdO2cRpj4MTAU5m9UCAYBmGBAwFdR0w4Ci6dCMqc+taDqM6XYkZRWp\nnIacpiOnGUjmFKi6ng+DggDYrRa47VZYBQF20cIASBWHIY+IiIiIZgjFs1O9c9NDL48MRJGQ1VmP\nq3XbZ8yj+/xVAbTXuExZ8dIwDOQ0HbKqQ9GmgmBW1ZHJaYhmFCRyGnRdh5zK5bdesFstcNgskKwW\nrspJZY0hj4iIiKiCpXMqjg7GLoS6/ij6I5lZj3OIFmyo92Bjgw8dDV58pq0K1zb54XfalqHVgCAI\nkEQrJHF2WDMMA7KqQ9MNZBQNyvS/k+kc4lkVcVnFaFKG3WqBxy7CI1khsLePyghDHhEREVGF0M8P\nu7xoHt2xOYZdCgBWBlz57Qs2NfvxmbZqNPgcJbEgiiAI+Z46t3Th191VATc03UA6pyGSyWEilUM4\npaA/moXdKsAriXDbGfio9DHkEREREZWp0YSM/3MujLdOD+P4RC/eHYwhnp097DLgsqFjuoeuo9GL\nz62qwVUBd1kOabRaBHgdIrwOEa3VLqRzKsaTOUQyCkYTMiKZqT37BAHw2KdCn81qWeZWExWmrELe\n/v378ad/+qfQdR2KouBb3/oWHn30UYyNjeHrX/86uru7IUkSnn/+edx2223L3VwiIiKiRZNRtOlh\nlxe2MOibY9ilJFqwvu7CJuOfbqvGdU0+VDltFdmD5bKLaKsR0YapFUOTOQ0ZRUNSVjGelDGWzEE3\nDDhtVvgkEXaRgY+KX9mEPMMw8NWvfhVvvvkmrr32WvT29mLdunW4//77sX37dtxyyy347W9/iyNH\njmDLli3o7u6GKJbN0yciIqIKousGusaTM+bRfTQchzrHsMv2GifWVNtwfUsAn2qpxmfba9BYIsMu\nzeaWxBnDOzXdQCQ91cs3nsxhLJUDDMBps8BqEeAQLVy9k4pS2aWcaDQKAIjH4wgEApAkCa+++ip6\nenoAADfddBPq6+tx8OBB3HHHHbPOl2UZsiznb8fjcQCAoihQFKWgtiiKAlVVCz6PCsdam4v1Ng9r\nbS7W2zysdWHGkzm8MxDFOwMxHBmI4shADLE5hl3WuGzYWO9BR70HG+s9uLW9Gi1+O1KxCILBIGy2\nqUVSdE2FPnuPcpqDX7LAL0lo9dkRTuUwmc4hmlGQVVVE5akVPnUDEAXAbQN0VYWm8n1tBk1VoC1y\nvTVVg6ZqUBQFIvRFu+5CzOf7ZNmEPEEQ8Oqrr+L++++H2+1GJBLB66+/jkQiAV3XUVtbm39se3s7\n+vv757zO7t27sXPnzlnHw+HwjPB3JVRVRSQSAQD2Gi4x1tpcrLd5WGtzsd7mYa0vL6vq6BxL4/2R\n1NRHKIX+WG7W4+xWAatrJKwPOrEu6MCnGt1YX+uCVxIvGnYpIxVLsdaLRAAQsAAB99RefrKqI6fq\nyGk6JtMKwpMZxONR+LIq7DYRggA4RBGc0rc0dE1FJhmHIAAW6+K8t2VVR0bRMRE2IBXJ0NxEIlHw\nOWXzla6qKnbv3o19+/bh1ltvxZEjR3Dffffho48+mjW+3DCMy1wF2LFjB7Zt25a/HY/H0dLSgmAw\nCJ/PV1Cbzqfui/9yRkuDtTYX620e1tpcrLd5WOsphmHgTDiNd6Z7594ZiOKjkQQUbfbvKu3VDmyc\n7qG7tsmHz7RWodHngPgJCYK1Ns9kIoPeoRCyoguqYIVmGEjJGgwDcNst8DpsEDlMdtFoqgLDADz+\naljFxXlvi4oG5DQEggE4i2ThIUmSCj6nbELeBx98gOHhYdx6660ApoZlNjU14aOPPgIAjI+P53vz\n+vr60NraOud1JEmas5A2m21e3xhFUZz3uVQY1tpcrLd5WGtzsd7mqcRah5My3hmI5hdGeac/ml/N\n8WLVTtuMTcY/t6oGq2s98/6lsxJrvRxqvIAW8KC2thaiKELVDUTSCiLpHEYSMkKpHKqcNvhm9LbS\nQlhFEVbRtmghz2pYYNUt018vxRHy5pVBlqAdy6KlpQWDg4M4ffo01q5di7Nnz6K7uxtr1qzBgw8+\niD179uDZZ5/FkSNHEAqFuLomERERLSlZ1fD+UByH+6bC3OH+CLon0rMeZ7cKWFfnyQe6T7dWY1Oz\nD9UuO4NACRMEATargDqvhDqvhFVBN/ojaXRPZNAfzcLvEOF3MOzR0iibkFdfX4+9e/diy5YtsFgs\nMAwDP/nJT9Dc3Iwf/vCHeOSRR7B69WrY7Xa8/PLLHJNOREREi8YwDJwNp/IbjB/uj+KD4dicwy5b\nq5357Quua/Lh1pU1aL6CYZdU2mxWC64KetDgdWA0IePcZBoDsSyCLjtc9uLoMaLyUVZJ56GHHsJD\nDz0063h9fT0OHDiwDC0iIiKicjSRyuGd6a0Lzg+7nEzPHnbpd4j5QNfR4JsedumGy15Wv4JRAdyS\niFWSiDqvhO6JFEZiMsLpHCSrBQGXjWGfFgW/wxARERF9DFnV8OFwPD+P7nB/FGfDqVmPs1kFrK29\nsMn4TS1VuKHFjxoOu6Q5eCQR1zX5cVVAxWQ6h6FoFqGEDLtoQcBl5z6GtCAMeURERETTDMPAuYl0\nPswd7ovg/aE4ctrs/bJaq5z5eXTXNftw28oaNPkcsLEnhgrgkUR4JBHNfufUMM6JFIbjWThEC2oY\n9mieGPKIiIioYkXSuelFUS4MuwynZu9J53eI+UDX0eDFbSsDWFPrhlvir1K0OKwWAU1+B2o9dowm\nZPRMpjEcz8JpsyLgsrE3mArC70xERERUEXKqjo9G4vmFUQ73R9A1PvewyzVBDzoazw+79OPGlioO\nuyRT2KwWrKhyot4rYTQh4/R4EgOxLKodNngd/NWdrgzfKURERFR2DMNA72RmethlBIf7ojg6FIOs\nzh52ucLvyPfQXdvkw20rA1hRxWGXtLzOhz2fQ8RIPIuz4TRkTUfQbV/uplEJYMgjIiKikhfNKDjS\nH50xl258jmGXPunCsMuNDV7ctrIG6+o8HHZJRcvnsOU/jo0k0BfJwGoBgm47HCK3XqC58TsaERER\nlRRF0/HRcDw/5PJwXwSn5xh2KVoErKl150PdTS1VuKmlCgE3h11S6Wn0OeCyWZFWNITiMobjWah6\nDgGXHU4bwx7NxJBHRERERcswDPRFMjPm0R0djCE7x7DLZp8jH+iubZrak66lyslhl1Q2/E4b/E4b\nGrwSWqudOBtOYTKdQziVQ43LBjf3X6RpfCcQERFR0YhlFBwZiObn0R3uj2AsOXvYpcdunbHa5a0r\na7C+3gsPh11SBRAEAQG3HTUuG+JZFf2RNAZjWUykFNS4bPw6IIY8IiIiWh6qbuCD4TjeG0rke+lO\njSVhGDMfZ7UIWBN05+fR3bDCj5tbqhD0SLBwDzGqYIIgwO+04RqnHy3VLgzFshiMZjCRScNhtSLg\ntkPk10hFYsgjIiIiUwzHsni7b2q1y0O9k3h3IIbMHMMum3zSdC+dD9c2enHbqhq0VrlgFznskuhy\nqpw2VDltaK1yYjwlYzQuYyiWRYA9exWJrzgREREtuoyi4ehgDG/3RfLBbiCanfU4t92KjfXe/J50\nn22vwYZ6L/cDI5onr0OE1yGipcqJc+EUeiMZTGYyqHEy7FUSvtJERES0IIZh4Gw4hcP90Xyo+3A4\nDlWfOe7SIgBXBaaGXW6oc2GdD7hzYysaqzwcdkm0yGxWC9bWe9Hod2AgmsVAJINIJoOAyw6Xnatx\nljuGPCIiIipINKPgnf4I3u67sIXBRFqZ9biAy4aOBh+uafTimkYvPn9VACtr3LCLFiiKgvHxcdR6\nHQx4REvI57BhY4MNK/wO9EfSGIhlMZlWEHDbuPVCGWPIIyIiostSNR3HRxPTPXRToe7kaHLW4+xW\nAevqPOho8E2vdlmN65v88Dlty9BqIrrU+QVaVlQ50R/NYDA6tRpntUvk1gtliK8oERER5Y3EpxdH\n6Yvi7f4IjvRHkVa0WY9b4XdMbV/Q6MUNK6rwuZU1aPSxV46o2FW77Khy2tBS5cRgNIOhWBYTaQUW\nAbBbLZBEC1w2K/eXLHEMeURERBVqLCHjvcEo3huMTX9EL784SoMX10zvSXf7qgA2NHjh4FAvopIk\nCAJqXHbUuOxor3EhklaQUTQkcioSWXV6b0oDfgcXaylVfNWIiIgqwJUGuosXR+lo9OLGFVX4TFs1\ngh47BIG9dETlxuewwee4MKxa0w1MpnMYjmcxEpMRzWQR9NjgEPlHnVLCkEdERFRmrjTQCQBaq51Y\nX+fBunoPNtRNzaVbFXCzl46oQlktAmo9Emo9EtqqFfROpjEQzUDVcrBYAK8kwu/gXNtix5BHRERU\nwhYS6DY1+7Aq6Ea108ZeOiKapcppw3VNPjT7HUjIKhRNR18ki/5oBkFuxVDUGPKIiIhKxKWB7t2B\nKAZjHx/o1td7sb7Og081+9BW40KNy87FUYjoignChZ49AGjyOdEzmcJANIO4rKLOY4eFfyQqOgx5\nRERERWhBgW6FH+01LlQ7bQx0RLSovA4R1zb50eB14PR4EgPRLKqcInySyBEBRaSsQp4sy/jGN76B\n/fv3w263Y9OmTXjllVdw5swZPProowiHw6iqqsLPfvYzbNiwYbmbS0REBGBmoHt3YOrfKw10N7RM\nBboqBwMdEZmnziuhymlDfySNnskM+qIZ1HskbrBeJMoq5G3fvh0WiwVdXV0QBAEjIyMAgCeffBJP\nPPEEtm7dil/+8pd4/PHHcejQoWVuLRERVaJCA92Geg/W1U0FuhvPBzrOoSOiImAXLbi61oMmvwM9\nkxmcDafgEDXUuGwcwrnMyibkpVIpvPjiixgcHMz/4GtsbMTY2BiOHj2KAwcOAAAeeOABPP300+jt\n7UV7e/us68iyDFmW87fj8TgAQFEUKIpSUJsURYGqqgWfR4Vjrc3FepuHtTbXYtd7LCnj6FAc7w3G\ncHQojveH4pcPdFWOqUVR6txYV+vGDSt8aKtxw++YPQRKVdVFad9y4nvbPKy1eSq11jYBWF0jwSMa\n6J5IoTecRY3TBq9jaaOGpirQVBWaunj11lQNmqpBURSI0Bftugsxn/dT2YS87u5uBAIB/OAHP8Ab\nb7wBp9OJZ599FlVVVWhqaoIoTj1VQRDQ2tqK/v7+OUPe7t27sXPnzlnHw+HwjPB3JVRVRSQSAYD8\n56elwVqbi/U2TynWWtEMHBpMQNMN1HtsaHDbUe20lkTP00LqHU4r+Gg0jQ9DaRwbTeGj0TRGkrN/\nMAsAWnx2rK6RsDrgwJoaCdc1uLHC74DbfnGdFCjJKMLJBT6pIlWK7+1SxVqbp9JrbQOwyqnDqeQw\nHEkgpGqocohLtiWLrqnIJOMQBMBiXZx6y6qOjKJjImxAEi2Lcs2FSiQSBZ9TNu8+RVFw7tw5bNiw\nAc899xw+/PBDbN68Gb/5zW9m/WJhGMZlr7Njxw5s27Ytfzsej6OlpQXBYBA+n6/gNgFAMBiEzcb9\nRJYSa20u1ts8pVTr46MJ/PzdIfzT+8MYS+Zm3Ge3Cqj3SGjySWj0Oab/veT/XmnZl/K/0nqPJqZ6\n6I4OfXIPXVu1A+tqL/TQ3djiR1u1C745eugqSSm9t0sda20e1npKcyMQzyoYimbRPZGCRbSgxrX4\n3981VYFhAB5/Nazi4tRbVDQgpyEQDBTN/EJJkgo+p2xCXltbGywWCx5++GEAwHXXXYeVK1eir68P\ng4ODUFUVoijCMAwMDAygtbV1zutIkjRnIW0227y+WEVRnPe5VBjW2lyst3mKudbRjIJ/eX8I//jO\nAI4MRPPHa1w2BF12jKdyiGQU5DQDA7EsBmJZALHLXk8SLWj0Smj2O9Dkd6DJ58C6Og8+3VqNjkYv\nbNal/6vqpfUevXiVy0+YQ9dW7cT6i+bQfbqtCu01Lvi4cfCcivm9XW5Ya/Ow1lMCNhtqPE5Ue5zo\nCicxlFJQ75HgEBc3OFlFEVbRtmghz2pYYNUt069hcYS8eWWQJWjHsggGg7jrrruwf/9+3HPPPejr\n60NPTw8+97nP5VfZ3Lp1K1577TW0t7fPOVSTiIg+ma4b+P/OhvGP7wzgfx4bQVadmrNgtQj43Moa\n3LuxHg9c24jWahd03UAso6A3kkZvJIOBaAZDsSzGkzmEUzmMJ2WMp6b+H8uqkFUdvZEMeiOZWZ/X\nIVqwqdmPT7dV4eaWany6rQora1yL+pfh0YSMN8/F0P1RDB8MJwoKdLe0VaO9xrXkc1CIiEqFIAho\nqXYi4LahazyFwWgGupFDwGVfsiGcNKWsfhI9//zzeOyxx/Cd73wHVqsVL7zwAhobG7F3715s3boV\nu3btgs/nw0svvbTcTSUiKjk9E2n87MgAfvbuAPovCmFXBVy4d2MDtlzbiJtaq2b0tlksAqrddlS7\n7di0ouqy1zYMA9GMgt7JDHon0+ifDoOhhIyu8SSOhxJI5jQc6ovgUF8EQA+AqR7DT7dW4ebWatzc\nWoWbWqryG/Z+koX00H2mfSrQeaSy+jFKRLQkXHYR1zb6sMLvQF8kjdFkDmOpHAwDEARAslpQ7y18\nSCJdXln9dFq1ahXeeuutWcfXrl3LLROIiOZBVjX86lgIf3+4H/9xJpw/7pVE3L22Fl/ZWI+vbKhH\nlcu+oM8jCAKqXXZUu+zYtMI/635V1fHeYBRvnZvA0cEYjoeS6AonMZlW8L9PjeN/nxrPP3ZljROf\nng59N7dWY1OzDwlZu+JA1+KzY0ODD+sbfNhQP9VDt7LGBTcDHRHRvFksAoIeCQG3HfGsirSiIavo\nsFqAU2MpjCZk+J3iog/nrFT8iUVERLOcHE3g79/ux8/fHcBEemohAQHAza1VuHdjPR68rglXB92m\nLRwiihZ8ur0Gn26vyR9Lygp+f24S/3luEsdG4ugMJdAXyaBncurjXz4YBgBYBECfY72tS3voNtR7\ncFOTB14jjZamhoqfT0NEtBQEQYDfaYPfeeF7rADg3GQasayKUSUHv0NElZPfgxeCIY+IiAAA6ZyK\nVz8YwU8P9+H/9Ebyx+s8dty7sR5brm3C568KFM08Co9kw5fW1+NL6+vzx4ZjGbx5dgL/t3cSx0NJ\ndIbimEgrswLdxvoLQy5d9gs/ChVFwfh4YdvlEBHRwrRUu9DsdyKV0zCelNE9kUZfNA3JakXQZYNo\nwqJb5YYhj4iowh0djOKnh/vxT0eHEM9ObbJtFYDbVgbwX69pwEObmlFXInMlmvxOPHzDCjx8wwoA\ngK7r6AqnpjYbr3YVzXLYREQ0k8UiwOsQ4XWIqPNKCMWzGE/lMBSXUe/hQi2FYsgjIpqnnok03jwb\nxoYGL25pq17u5hQkllHwi/eH8PeH+3F08MKWBs1+B+7b2ICv3diMm1qqYbWU9j5uFosF6+q8y90M\nIiIqgEcScXWtB201Ok6NJtAzmYHNqiLotsNSwfuLFoIhj4joChmGgfeHYtjXOYpfdYbw0Ug8f9/n\nVtbge/9lDe5aHSzaDa4Nw8D/7Y3gp4f78eoHw0grGgDAZhVw51XBqV6765vhd3EeBBERLT+b1YKO\nRh9qPRJOjycxEM3A77DBbbeasm9qKWPIIyL6GIqm4z+7J/CrzhD2HQ9hIHphRUaLAKyr86BrPIXf\n90ziC3vfxo0r/Pjef1mDL2+oL5qwF07KePm9Qfz0cD9OjCbzx1fVuHBfRwMevqEZ1zf5YSnxXjsi\nIio/giCgwedAtcuGgUgGfZEMRhMyPJIIL/8meVkMeUREl0hkVew/PYZfdYbwv06OIZpR8vc5RAs+\n01aNz18VwD3r63Fdkw9DsQz+x29P47UPR/DuYAz3/uMRdDR48d0vrMED1zYuy5BHXTfw5tkw/v5w\nP/7nsRBymp5v/xfW1OK+jgY8eF0jvA7+hCQiouIniVZcXetBS7UTA5EMusIpRFIycgkZKUsWVR4B\nLpu1aP7AutwY8oiIAITiWfz78VHsOx7CG13hfCgCgGqnDbevqsHnrwrgy+vrsSronhHcVgbc+KeH\nP4W/+nIW3/vtKfzi/WF0hhL4by+/h6uDLvyPzWvw1U81mzK0ZCSexYvvDOAf3unHuYl0/vj6Og/+\nsKMBX93UjI5GL38IEhFRSTof9gJuOyYSGUQnVRhOJyazOibTCmwWAQG3veKHczLkEVHFOj2WxK86\nQ/hVZwiH+yMwLtpLraXKgTuuCkz12K2rR4NP+sRg1OR34Kf/7Xo89wfrsfNAF37+7iDOhtPY+i8f\n4Lu/PYU/vWs1/ujmFkiLtNGrYRjoi2RwuC+Ct/sjONwXxTsDUWjTm8K57VZ8aV0d7utowH0dDdzM\nm4iIyka1yw6PTYBLS6G21o+cLiCSUTAQyWA0mYNTtKDGZavYP2ryJz4RzSmRVfGf5ybwH2fCeOPM\nOM6GU/BKInySCJ9DhNNqIOAZQLXLDr/TBp8kwu+wwe+ceozfaYPfIcLnOP+vCI9dXJZ5X4ZhYDie\nxXsDMbw3GMN7g1EcHYphJD5zP7SN9V58/qoa3LUmiP/nqiCqXPZ5fb6gR8L/e/81+IsvrcNf/McZ\n/PRwPwaiWfz3147h2QNd+M6dV/3/7N15fFTV+T/wz2yZLJPJnpBkMglJSAgJELYAwbIoiyJavyKo\nrcim8G3lZwuKdfmi0CJQLWprsVIXoGKRutWqUFkFRZA1LAZISMgOZM9kncxyfn8MRGICJGEydzLz\neb9evMLM3Ln3uc85SebJOfdczBsR3emiq7bJjEOF1TiQX4XvC6pwIL8KpXXNbbYbGKHF/6T0wgOD\nIpAQonHbX3BEROQ+fNRK+KiVCNd64oKhCWdL61BY04QQHw+3vH0OizwiAgA0m634vqDKVtRlleH7\ngmqYraLVNo2m5p8UFenz71MAACAASURBVLWdOoYMgK+nEnp/L/QN1SAhxAcJIT9+DfLpWlF1NSEE\niqqbcKSo+nJBV4OjxTW4VNv2BtdKuQzDovwxJi4IdySGYFh0gF1/EWi9VPjjlH54fkICXv46B29+\nl4dLtUYs+k8mlu/IxhNj4vDYqBj4ebW9Ls5iFci8VIt9ueXYm3URx8vO4nRpXavRRgBQyGVIDPFB\nci9f9O+lxWCdFmPjgjlqR0REbkkhl0Hn74UALxXyqhpxvqIe1Y0mhGjUULrRAmP8FEDkpqxWgZMX\nDZeLunLsza1AfbOl1TaRfp5Ii/JHmt4fw6L8YbJYUd1kRkVtIy5WVMOk9ES9SaC+2YK6ZjPqjLav\n9T/5WtdsgcUqIAAYmsw4dbEWpy62LRADvVVIvKroSwy1fY0P9mm3+BJCoKCqsWV07kpBV9bO6JZC\nBvQO8kZSqC/6hmrQN1SDEdEB6BPi0+3z9n3USiydlIhnbovHn785j798cx7FNU14busZrNp1Do//\nrDdmDNHhTGldyyjdocJq1BktbfYV7qtGSi9fpIRrkdLLFyOi/aEP8IaGRR0REVELH7US/cI0CPHx\nQE55PYprmhDkrXKb35fucZZEBADIq2zAjqwy7Mgux67scpTVty6GArxUGHa5qBsdG4jh0QHQtrP6\noslkQlmZN0JCQqBS3Xh1RrPFCkOTGZUNJlysbcLp0jqcuVSHgupGFFQ1Ir/athxyZYMJ+/OrsD+/\nqtX7ZQB0/p6XR/808PFQ4FhxDY4W1aCiwdTmeAq5DHGB3ugbpkHS5YJuZHQAdP5eko5wqZUKPDUu\nHotGx+LN/fl4ZU8Ozlc24sUd2XhxR3ab7b1VCiSF+iDBX4lB0cEYEROE5HAtArzc9xoDIiKijpLJ\nZAj1VSPAW4W8ygZkldWhyWxFsB1mDjk7FnlELqy8zohd5yqwM9tW2F292iIAeKnkGBTphzS9P0bF\nBGJMbBCCNR52LyCUCjkCfTwQ6OOB+BAf3BIb1Op1IQTK6ow4XmLAqYu1yC6vR37V5QKwqhG1RjMK\nq5tQWN2E7VnlrfctlyEuyBtJYbYRun5hthE6nb+X087BVyrkWHBLb/w6PQbrDxfi5d05yCqrQ+9A\nb6T08kX/cC1SI7QYER2AQE85qiorOlxQExERUWsqhRx9QjTQqJX44WItimsaEa71hNyF/2DKIo/I\nhdQbzfj2fCV2XL6uLqPE0Op1hVyGlF6+LVMwJyaGQOfnJflNsG1/afPEhERPTEgMbfWaxWJFXlUj\njpfU4OTFWuRVNKC+2YL4YB+khPtiRHQAIv087bZipSPJ5TLMSdNjTpoe1Q3N8FQp4PmTwtRkajtS\nSURERJ0XrvWEp1KOUxdrUVTdhAg/T5e9To9FHlEPZrZYcaiwGjuyy7Ezuxzf5VXCZGm9Mkd8sDeG\nRfljuD4AExNCEO+Aa9DsSaGQIy7YB3HBPrh3gNTRdJ+uruRJREREHRfg7YFBkX6XR/Sa0MtXDbWy\n53wu6igWeUQ9iBACmZfqsCOrDDuzy/F1TgVqjeZW2/TyVSNN74+0KH+MTwjBwAhtm9EhIiIiInel\nUSsxKNIPnio5csvrEejt4XILsrjW2RDdJItVwGy1wmwRMFtt/0wWa8v/zVYBs8UKk1VctY318nY/\n/t9sETBZrQAAL5UC3iqF7auH4qrHcnh7KOChkF/3GrjCqkbsyLYVdTuzy3HxJ7cC8PNUYmiU/+Vb\nAQRiZHQA/Lw4KkRERER0LR5KOVJ6aeGpkCOrvB7NFisCXWhWDYs8kpQQAt+er8S+85VXFU4/Lap+\n8txPiiuzVcBktqDB2Ay5IhcWgVbbmloVbdaf7KP1fn56DzJHkMnwYxF4VfHnpVKgrK4Z2eX1rbZX\nK+RIjdQiTe+P9JgA3BoXjBBfNVdbJCIiIuoEhVyGhFANfC4vyFJS0wT/du5d2xOxyCNJCCGwPasM\nf9iejW/PV0odznXJACgVMihkMijkMijlV329/Ny1ngcAo9mKJrPl8ler7avJgiuXzgkB1Ddb2tyj\n7gq5DOgX5tsyBXNCYgiiA7xb9k9EREREXSOT2W6e7u2hwMkLBpTWN0PrAlM3e/4ZUI8ihMCXp0ux\nfHsWvi+oBgCoFDKMjQ2Cr6fSViRdVTgp5G2LqzaFlUwGGSwwNdbDR+MLD+Xl/ShkUMrlUCnkUMll\nUClktq9KOTwUcttjhRxKuQweCjnUStu2HgoZPBSKy1/lUCrkkMtsKyHKZbAdT2b7f2dGz4SwjRZa\nLo8aNposqG0yoa75qhuHGy2oN1lQ32xGQ7MFCrkMY2KD0DdM0yNXjyQiIiLqCQK9PZCmD0BNowlm\nq4BnD1+MhUUeOYTVKvDvUxexfEcWjhXblvVXK+S4t38vzB2ux5i4IChvYsVH2825y5z6XmIy2eVC\n83KtplErEaJRSxsUEREREQGwraPgrPfY7ayeXaJew7JlyyCTyXDq1CkAQHZ2NtLT05GQkIC0tDRk\nZmZKHKH7sFgFNh8rxsDVezB1w2EcKzbASyXHjCE6bJs/Au/9cjBuSwi5qQKPiIiIiIh+5HIjeUeP\nHsWBAweg1+tbnps/fz7mzZuHWbNm4aOPPsLcuXOxf/9+CaPsuvI6I/KqGtHLV41QjRoeTjqUbLZY\nselYMV7ckY2zZbaFQ3w8FLg/NQKPpEVheHSg5DfgJiIiIiJyRS5V5BmNRjz22GP45z//iXHjxgEA\nSktLcfToUWzbtg0AMHXqVCxYsAB5eXmIiYlpdx9G449L1BsMtqmFJpMJJpOpU/GYTCaYzeZOv+96\ntp6+iIc/ONHyONBbhV4aNXpp1QjVeKCXRo0wXzXCfD3Qy9f2/14aNYK8VQ4pqprNVrx/rAQvfZ2L\nnIoGAICvWoEHBoZjzjAdBkX6QS6XwWIxw9L+OiNd0h25pmtjvh2HuXYs5ttxmGvHYa4dh7l2LHfJ\nd1fOz6WKvOeffx4PPfQQevfu3fJcYWEhIiIioFTaTlUmk0Gv16OgoKDdIm/lypVYtmxZm+fLy8tb\nFX8dYTabUVVVBQAtx79ZNQYDQryVqGw0wyKAygYTKhtMyCytu+77FDIg2FuFUB8lQnxUCPFWIcRH\nhVAfFUJ8lLav3rbHGo/r37etPUazFR+cqsCagxdRXNsMAPBTKzA1KQC/7B+ExBAfyGQmVFSUd/nc\nr6c7ck3Xxnw7DnPtWMy34zDXjsNcOw5z7Vjuku/a2tpOv8dlsrF//34cOnQIq1atavPaTwsWcZ2b\noT3zzDNYtGhRy2ODwYCoqCgEBwdDq9V2KqYrVXdwcLDdFgOZHxKC+aP7ot5oRonBiKLqRhTVNKGk\ntglldc2oaDCh4nLhV1Fve1zdZCsIL9WbcKneBKDxusfwUsptI4CXRwLDNB6XH3sgTNP6easA3jlY\niNV7z6PEYCuCA71VeGhQOOYMjUJSL41D7t/WHbmma2O+HYe5dizm23GYa8dhrh2HuXYsd8m3Wt35\nhfpcpsjbs2cPzpw50zKKV1RUhEmTJmHFihUoKiqC2WyGUqmEEAKFhYWtrtm7mlqtbjeRKpWqS51H\nqVR2+b3X469SwV/jhX4R/tfdzmIVMDSZUFDViKLqRhTWNOGCoQnllwtAWyHYjIp6EyoamlHfbEGj\n2Yq8qkbkVV2/GARstz8wXb7hW6jGAw8P1eHR4XokhPra5Tw7o7tyTe1jvh2HuXYs5ttxmGvHYa4d\nh7l2LHfId5dqkG6IQxJPP/00nn766ZbHMTEx+OKLL5CSkoJ169Zh48aNmDVrFj7++GPExMS0O1XT\nFSnkMgR4eyDA2wMDI/2uu63JYkVZnREF1Y0oqm5CcU0TLhqaUNFgulwU/lgMVjQ0w2QRMFkEwn3V\nmDksCo8M1yMu2MdBZ0ZERERERO1xmSLvetauXYtZs2ZhxYoV0Gq12LBhg9QhOSWVQo4IPy9E+HkB\n0dfeTgiBJpMFF2qNuGBoQkyANyL9vRwXKBERERERXZPLFnl5eXkt/09MTOyxt0xwRjKZDF4eSsQG\nKREbxJE7IiIiIiJn4pw3WSMiIiIiIqIuYZFHRERERETkQljkERERERERuRAWeURERERERC6ERR4R\nEREREZELYZFHRERERETkQljkERERERERuRCXvU+evQghAAAGg6HT7zWZTKitrYVarYZKpbJ3aHQV\n5tqxmG/HYa4di/l2HObacZhrx2GuHctd8t2VOoRF3g3U1tYCAKKioiSOhIiIiIiI6MZk4spQFbXL\narWipKQEvr6+kMlknXqvwWBAVFQUCgsLodVquylCAphrR2O+HYe5dizm23GYa8dhrh2HuXYsd8n3\nlXJNq9V2uB7hSN4NyOVy6HS6m9qHVqt16Y7nTJhrx2K+HYe5dizm23GYa8dhrh2HuXYs5rstLrxC\nRERERETkQljkERERERERuRDF0qVLl0odhCtTKBQYO3YslErOjO1uzLVjMd+Ow1w7FvPtOMy14zDX\njsNcOxbz3T4uvEJERERERORCOF2TiIiIiIjIhbDIIyIiIiIiciEs8oiIiIiIiFwIizwiIiIiIiIX\nwiLvsqamJtxzzz1ISEhAamoqbr/9duTl5QEASktLcfvtt6NPnz5ISUnBt99+2/K+FStWIDExEXK5\nHF988UW7+96wYQNkMtk1X7/RfubMmYPExESkpqZi9OjRyMjIuPkTllB35Hrs2LGIjY1FamoqUlNT\n8eqrr17z+Nc7hhACS5cuRUJCAlJSUjB27Fi7nrujSZ1rd+rXQPfkuzN90p36NiB9vt2pf3dHrtPT\n01t+jqSkpEAmk+HEiRPtHr+hoQEPPvgg4uPjkZCQgE8++aTV62+88QaSkpKQkpKCAQMGoKmpyb4J\ncCCpc/3uu++if//+UCqV+Otf/9rqtWeffRZJSUkYOHAg0tLSsGvXLvuevIN1R64PHz6MkSNHYtCg\nQUhKSsJLL710zeO7U78GpM+3O/VtAIAgIYQQjY2N4ssvvxRWq1UIIcTrr78uJkyYIIQQYvbs2eKF\nF14QQghx8OBBodfrhclkEkIIceDAAXHu3DkxZswY8fnnn7fZb2FhoRg5cqQYMWJEu69fcb39fPbZ\nZy3H+/zzz0WfPn1u+nyl1B25vlb+23O9Y7z22mvi3nvvFUajUQghRElJyU2dq9SkzrU79Wshuiff\nnemT7tS3hZA+3+7Uv7vrd+QVH374oUhJSbnm68uWLRMzZ84UQgiRm5srwsLCRGVlpRBCiH//+98i\nPT1dVFdXCyGEuHTpkjCbzTd1vlKSOtcZGRkiMzNTzJgxQ7z++uutXtuyZYtoaGho2c7f3180NjZ2\n+Vyl1h25Tk1NFZ999pkQQoiKigoREhIifvjhh3aP7079Wgjp8+1OfVsIIVjkXcOhQ4dEXFycEEII\nHx8fUVpa2vLasGHDxO7du1ttf60fqnfccYc4cOBAhz8Y32i7srIy4eHhISwWSwfPxPnZI9edKTyu\nd4zIyEiRnZ3dhbPoGRyd646+xxX7tRD2yXdn+qQ7920hHJ/v6+3naq7Yv+31O/KKO+64Q7z66qvX\nfL1fv37i4MGDLY+nTZsm1q1bJ4QQYtSoUWL79u1dOIuewdG5vmLmzJltPghfzWKxCF9fX1FYWHjD\nffUU9sh1amqq2LBhgxBCiIKCAhEZGSkuXLjQ7vHcuV8L4fh8X+EufZvTNa/hL3/5C+666y5UVFTA\narUiJCSk5bWYmBgUFBTccB9/+9vfkJycjOHDh9strj//+c+YPHky5HLXaTp75BoAFi9ejP79++P+\n++9Hbm5uu9tc7xgGgwFlZWX49NNPMWLECIwYMQKbN2++uZNzMo7MdWe4Yr8Gbj7fnemT7t63Acfm\nuzNcsX/b62cJABQXF+Prr7/GQw89dM1tCgoKEB0d3e4xMjMzcfjwYYwaNQpDhw7FX/7yly6ckfNy\ndK47at26dYiLi4NOp7vpfTkLe+R63bp1WLJkCfR6PRISErBy5Ur06tWr3W3duV8Djs93R7lK3+at\n4duxYsUKZGdn480330RjYyNkMlmr10UH7h9//vx5vPXWW9i3b5/d4tq4cSP+9a9/4ZtvvrHbPqVm\nj1wDwHvvvYeoqCgIIbBmzRpMmTIFmZmZ7W57rWOYTCY0NzejsbERBw4cQEFBAUaOHInk5GSkpKR0\n4eycixS57ghX7NeAffLd2T7prn0bkCbfHeGK/dteP0uuWL9+PaZMmYLg4ODrbnf1ca4+htlsRk5O\nDvbu3YuamhqMGTMG8fHxmDx5cqficEZS5fpGdu7ciWXLlmH79u03tR9nYq9cv/zyy3j55Zcxffp0\n5ObmYuzYsUhLS0NiYmK727tjvwaky/eNuFLfdp0/K9rJn/70J3zyySfYunUrvL29ERQUBAAoKytr\n2SY/Px96vf66+9m/fz9KSkqQlJSEmJgYHDhwAHPnzsVbb72FHTt2tFwA/eKLL3Yors2bN7d0utDQ\n0K6foBOxV64BICoqCoDth+WCBQuQm5uLioqKNrm+3jGCgoKg0Wha/sKp1+sxatQoHD582G7nLBUp\nct0RrtivAfvl+3p9kn37R1LkuyNcsX/b82cJYPsgt27dOsydO7fluczMzJZcP/bYYwBsbXFlgYaf\nHkOv1+PBBx+EQqFAYGAg7rjjDhw8ePBmT1VyUuX6Rvbs2YPZs2fj888/7/IHaWdjr1yXl5fj008/\nxfTp0wEAsbGxGD58OL777jv266tIle8bcbm+7fAJok5s9erVYvDgwS0XvV4xc+bMVheDRkVFtVwM\nesWN5sDfzDV5mzdvFvHx8SIvL6+DZ+L87Jlrk8kkLl682PL4o48+Enq9/prHvt4xHn30UbFmzRoh\nhBCVlZUiOjpaHDlypMvn6QykzPW19iOEa/ZrIez/c6QzfdLd+rYQ0ub7evtxxf7dHb8jd+/eLaKi\nom54veILL7zQaoGK0NBQUVFRIYQQ4sUXXxSLFy8WQtgWdkhLSxOffPJJV07RaUiZ66uP9dPrlvbs\n2SOioqLE0aNHO3E2zs2euTabzSIgIEB8/fXXQgjb9bg6na7VdXdXc7d+LYS0+b76WO7Qt1nkXVZY\nWCgAiNjYWDFw4EAxcOBAkZaWJoQQ4uLFi2LChAkiPj5e9OvXr6UzCSHEihUrRGRkpPDw8BBBQUEi\nMjKy1YWjV9yoyLvefpRKpdDpdC1xDRw4UJSXl9s5A45j71zX1dWJIUOGiJSUFDFgwABx6623ioyM\njGse/3rHKCsrE1OmTBHJyckiOTlZvPnmm92XCAeQOtfu1K+F6J6fI53pk+7Ut4WQPt/u1L+763fk\nQw89JJ5//vkbHr+urk5Mnz5dxMXFiT59+ogPP/yw5bWGhgYxY8YMkZSUJPr169fyQbGnkjrX7733\nnoiMjBTe3t7C399fREZGtnzwjY+PF6Ghoa369YkTJ+ycAcfpjlxv375dDB48WAwYMEAkJSWJ1157\n7ZrHd6d+LYT0+Xanvi2EEDIhOjmhm4iIiIiIiJwWr8kjIiIiIiJyISzyiIiIiIiIXAiLPCIiIiIi\nIhfCIo+IiIiIiMiFsMgjIiIiIiJyISzyiIiIiIiIXAiLPCIiom40duxY/Pa3v5U6DCIiciMs8oiI\niIiIiFwIizwiIiIiIiIXwiKPiIjITurr6/Hwww9Do9EgPDwcq1evbvX6G2+8gT59+sDT0xNhYWG4\n7777JIqUiIhcmVLqAIiIiFzF4sWLsXv3bnz66afo1asXnn32WRw5cgSpqak4fPgwHn/8cbz33ntI\nT09HZWUlvvnmG6lDJiIiFyQTQgipgyAiIurp6urqEBQUhH/84x+4//77AQCVlZXQ6XSYN28eRo8e\njdmzZ6OoqAi+vr4SR0tERK6M0zWJiIjsICcnB83NzRg5cmTLc4GBgUhMTAQATJgwAdHR0YiNjcWM\nGTPw/vvvo6GhQapwiYjIhbHIIyIisoMbTYzx9fXF0aNHsWnTJoSHh+P555/HwIEDUV1d7aAIiYjI\nXbDIIyIisoP4+HioVCocOHCg5bmqqipkZWW1PFYqlRg/fjxeeuklnDhxAnl5edi1a5cU4RIRkQvj\nwitERER2oNFoMHfuXCxevBhBQUEICwvDc889B7nc9vfUL774Arm5uRg9ejQCAgKwZcsWWK3Wlumc\nRERE9sIij4iIyE5efvll1NXV4e6774avry+eeOIJ1NTUAAD8/f3xySefYOnSpWhqakKfPn2wadMm\nJCcnSxw1ERG5Gq6uSURERERE5EJ4TR4REREREZELYZFHRERERETkQljkERERERERuRAWeURERERE\nRC6ERR4REREREZELYZFHRERERETkQljkERERERERuRAWeURERERERC6ERR4REREREZELYZFHRERE\nRETkQljkERERERERuRAWeURERERERC6ERR4REREREZELYZFHRERERETkQljkERERERERuRAWeURE\nRERERC6ERR4REREREZELYZFHRERERETkQljkERERERERuRCl1AE4O6vVipKSEvj6+kImk0kdDhER\nERERuREhBABAq9V2uB5hkXcDJSUliIqKkjoMIiIiIiJyYzU1NdBqtR3alkXeDfj6+gIACgsLO5zU\n7mYymVBeXo7g4GCoVCqpw6FuwDZ2D2xn98B2dg9sZ9fHNnYPztjOBoOh04NOLPJu4MqQqFardaoi\nz2g0QqvVOk3nI/tiG7sHtrN7YDu7B7az62MbuwdXaWcuvEJERERERORCWOQRERERERG5EBZ5RERE\nRERELoRFHhERERERkQthkUdERERERORCWOQRERERERG5EN5CgYiIiIi6xGoVyK9qRGF1I6obTahq\nNKG60QSLEFDJ5VAqZPBQyBHkrUKoRo0QjQfCtZ7QqPkRtCusVoESQxMu1RpR1WhCZYMJNU0mAIBC\nJoNSIYOXSoEIrSci/TwRofWEh5JjOu6I32FEREREdENCCJwprcOu7HJ8e74Sp0vrcLa0Dk1ma6f3\nFarxQJ9gH8QH+yC5ly8GR/phkM4Pgd4e3RB5z9NksiDzUi1OlNTixAUDTpfWIreiAXmVjWi2dC7f\nvQO9MDI6ECOiAzAiOgCDdX5QyGXdFDk5CxZ5RERERNQui1VgZ3YZ3j9ajG1ny3Cx1thmG5VChl6+\namjVKmg9ldCoFVDKZTBbBcxWAZNFtIzyVTWY0GCyoLSuGaV1zdiXV9VqX9EBXhiq88NgnT8G6/ww\nROeHEI3aUacrCSEEzlc2YH9eFfbn2/4dLzHAYhXtbq+QyxDoZcu11lMJjYcSkNlG+awCaDRZUFbX\njNJ6I0wWgfOVjThfWYx/HisGAIT4eGB6agQeSI1Aekwg5Cz4XBKLPCIiIiJqJausDm8fKMDGo0W4\nYPixsFMr5BgYqcUQnR8SQzRI7uWL5DBfBPl4dGhaYLPZiguGJvxwqRaZl+qQU16P7PJ6nCmtQ3FN\nE/KrGpFf1YiPT15seU/vQC+kx/w4EjUwQguVoudOQWxoNuNwYY2toMurxP78KpTWNbfZzs9TiT7B\nPugT7IPYIG9EB3gjMdT22N/bA2qF/LoFWpPJjPyqRhwsqMZ3eVU4ecGA4yUGlNU3Y82+PKzZlwed\nnycWjYnFoyOiOYXWxbA1iYiIiAgAcKLEgBU7s/Gv4yUQlweS/DyVmJgYgtvigzE+MRgxAT5dnu7n\noZQjOtAb0YHemJwU1uq1CzVN+OZ8Bb4vqEbmxVqcLq1DQVVjy0jU+0dtI1FeSjmGRPljZHQARsbY\nCr9wredNnXd3sVoFssrqcKiwGocKa7A/vxIZxQaYfzJKp5TLkBiiwYBwX/QP1yI9JgD9w33h7+XR\n5ZE2T5USiaG+SAz1xYyhUQAAo8mCD0+U4INjJfg6pwJFNU1Y9J9M/H57Fn7zs1g8/rPenDLrIljk\nEREREbm5Hy7W4tktp/GfHy61PHdL70DckxyGqQMjEB3gBZmse6f1hft5YnpqJKanRrY8d8HQhB1Z\nZdh3vhInL9bi1IVaGIxmfHu+Et+er2zZTu/vhRHRARgUqcWgSD8MivRDqK9jp3kKIVBQ1Xi5oLP9\nO1JUA0OTuc22wT4e6B/uiwHhtnjHxgVB5+/V7dfKqVUKPDQkCg8NiUKD0YzX953HX7/NQ1FNE5Zt\ny8Kf9+bi5bv6YU6antM4eziZEKL9Cb8EADAYDPDz80NNTQ20Wq3U4QAATCYTysrKEBISApVKJXU4\n1A3Yxu6B7ewe2M7uoae2c22TGcu2ncVr35yHxSogAzA+IRhzhunx8/694KVSSB1iK2azFYeKqrEz\nuxzHimtw8kItcirq0d7layE+HugXpkHfMF8khWoQE+iN6AAv6AO8EOCl6nTRajKZUFpaCpm3P0rq\nTMivasD5ikacLq3F6Ut1yLxUi5p2Cjq1Um6b2hqmQUq4L9JjAjEoUgs/L+cYMTNbrHjn+wK89HUO\ncisaAADD9f54e/pApIQ7x2dfR3LG7+Wu1CMcySMiIiJyM0IIfHj8AhZ+9gNKDE0AgLFxQVgwKgZT\nksOgVjpXcXeFUinHyJhAjIwJbHmutM6InVll+C6vCmfL6nC2rB6FVY0oq2/GntxK7MmtbLMfL5Uc\ngd4eCPJWIcjHAxoPJTyUcqgVcqgUMpgsAkaLFc1mK+qazaioN6G83ojy+mY0W649PqKQyxAf5I1+\nYb5I7uWLlHBfjLw8ndRZryNUKuSYnx6DucP1WL4jGy/tPofvC6qR+speLJnQB0vGJ3BUrwdikUdE\nRETkRmoaTfjVxyex6fJqizo/TyweG4c5w/U9cvGNUI0aDw7W4cHBupbnyuqMOFRYjeMlBmSX1SO/\nqgEXa424WGtEZYMJjSYrimuaUFzT1KVjBvt4INxXjV5aNWICvNE70BtJYRoMjNQiQuvptEXy9SgV\nciydlIjZw6IwZ3MGdp2rwNKvsvBNbiU2zxiCIB/nGHmkjul538lERERE1CUH8qvwi41Hcb6yAQoZ\nMCdNj8Xj4tAnUPjDfAAAIABJREFURCN1aHYVolFjclJYm8VdrFaBioZm5FbU42JtM8rqjCira0aD\nyQKTxQqTxXbbB6VcBpVCBpVCDk+lHIE+KgSpFfC2NiBR3wsR/hp4eyi6/TpFKUQHemPnr9Lx5nd5\n+O2/f8DO7HL0/9PX+Gx2Gobp/aUOjzqIRR4RERGRixNC4OXdOXh26xlYrAIRWjVevKMvfjlE57TT\nCLuDXC5DiEbdpXvvtVyrFegDlcr1P0L/b3oM0vQBuGfdQRRWN2HUX7/FhgdSW42YkvNyn+9qIiIi\nIjdkNFswc1MGfvflaVisApMSQ/D5nDTMStO7VYFHnTdY54eTT47F+D7BMFkEfvn+Mfz12/NSh0Ud\nwO9sIiIiIhdVXmfE+DcP4L0jRVDIgN+Ni8PmGYMxOIrT7qhj/LxU+O+8EZg5VAcB4P99egrLvjoL\nLtDv3Fx/rJmIiIjIDZ0trcPkt79HbkUDNB4KrLozCfNGRnP0jjpNIZdh3QOpCPbxwOo9uVi6LQsV\nDc348z0pLnldoivoEd/l2dnZSE9PR0JCAtLS0pCZmdlmm0OHDiE9PR3e3t647777Wr22fv16+Pv7\nIzU1FampqRg3bpyjQiciIiJyuOMlNfjZmn3IrWhApJ8n1j2Qil+PimGBR10mk8nwp7uTsXJyXwDA\n69/m4dktZySOiq6lR3ynz58/H/PmzUNWVhaeeuopzJ07t8024eHheO211/Dqq6+2u4/x48cjIyMD\nGRkZ2L17d3eHTERERCSJQwXVGPfGfpTVNaNvqAabHhqM+wZGcMSF7OLp2/pg9d39AACrdp3D6q9z\nJI6I2uP00zVLS0tx9OhRbNu2DQAwdepULFiwAHl5eYiJiWnZTqfTQafTtTvK1xlGoxFGo7HlscFg\nAGBbUclkMt3Uvu3FZDLBbDY7TTxkf2xj98B2dg9sZ/fgLO28L68Kd687jFqjBf17afD3qSkYEqWV\nPC5X4Cxt7Az+X7oeZYYmrPo6F09+ngl/tRwPD3WNVTedsZ27EovTF3mFhYWIiIiAUmkLVSaTQa/X\no6CgoFWRdyN79uxBamoqfHx8sHDhwjZTOq9YuXIlli1b1ub58vLyVsWflMxmM6qqqgCgJS/kWtjG\n7oHt7B7Yzu7BGdr5UHEdHvwoG41mKwaGeeHPk3TQe9qW/aeb5wxt7EwWDPZHUUUQNp6swPyPT0Fp\nbsSEuJ6/oI8ztnNtbW2n3+Mckd/AT6cXdHY1nylTpmD69Onw9vbG6dOnMXHiROh0OowYMaLNts88\n8wwWLVrU8thgMCAqKgrBwcHQarVdOwE7u1LNBwcHQ6VSSRwNdQe2sXtgO7sHtrN7kLqdM0oMmPnv\n42g0WzE8yg9v35eCxDBfh8fhyqRuY2f09oMhaBAZ+OTUJTy2JQ/7F4xE31CN1GHdFGdsZ7W68/d1\ndPoiLyoqCkVFRTCbzVAqlRBCoLCwEHq9vsP7CA4Obvl/UlISJk+ejH379rVb5KnV6nYTqVKpnKah\nAdtfFpwtJrIvtrF7YDu7B7aze5CqnbPK6jDl3cOoaTIjNUKL9Q8OQl8WeN2C38ttbZoxFD/76z4c\nLKzGXeuO4PgTY+Dn1bPz42zt3JU4nH7hldDQUAwaNAgbN24EAHz88ceIiYnp1FTN4uLilv9funQJ\nu3btwqBBg+wdKhEREZFDFVU3YsLaAyita0ZCiA/enj6ABR45lIdSjv/MTUOYrxr5VY34n3WHYLXy\nHnpSc/oiDwDWrl2LtWvXIiEhAatWrcI777wDAJg8eTIOHz4MAMjJyYFOp8OiRYuwZcsW6HQ6vPHG\nGwCANWvWIDk5GampqZgwYQIWLlyIW2+9VbLzISIiIrpZ1Y0mTPr7ARRUNUIf4IW/3zcAQ6ICpA6L\n3FCYrxpfzE2Dh0KG3TkVWPz5zS2ESDdPJni7+usyGAzw8/NDTU2NU12TV1ZWhpCQEKcZRib7Yhu7\nB7aze2A7uwdHt7PJYsXkt77HjuxyhGo88O70gbgzuVe3H9ed8Xv5xjYcKsSsDzIAAB8+PAT3DYyQ\nOKLOc8Z27ko90iNG8oiIiIjIRgiBxz45iR3Z5fBSyfHK3cks8MgpzBwWhV+NjAYAPPrhcZTUNEoc\nkftikUdERETUg7yyJxdvHSiADMCLd/TFg4MipQ6JqMWr9ySjX5gG1Y1mTN1whNfnSYRFHhEREVEP\n8Z9TF7H4C9v1Tr8dHYtfj4qBXC67wbuIHEetVOCjmUOhVspxIL8Ky7dnSR2SW2KRR0RERNQDnC2t\nw0P/PAYhgHv798ILE/tArVRIHRZRG0lhvnjt58kAgD/syMbB/CqJI3I/LPKIiIiInFxtkxn3rj+E\nWqMZgyK1ePXnyfDz8pA6LKJrmj8yGnf1C4PZKjD9vSNoNFmkDsmtsMgjIiIicmJCCMzZnIHMS3UI\n9vHA6ruToQ/wljosouuSyWRY/2AqQjUeyK9qxBP/+UHqkNwKizwiIiIiJ/anr3Pw0YkLUMpleOnO\nJIyLD5Y6JKIOCfT2wFvTBgIA/r4/HwfyOG3TUVjkERERETmpPTnlePrL0wCAJ8fEYsZQncQREXXO\n3Sm9MLV/OCwCmLnpGEwWq9QhuQUWeUREREROqKzOiF9sPAarAO5MCsXTt8VDqeBHN+p53pjaH/5e\nSmSV12PJ1jNSh+MW+JOCiIiIyMlYrQIzN2WgxNCEmAAv/PHOflxohXqsUF81Xv+fFADAK3tzcbKk\nRuKIXB+LPCIiIiIns3pPDraeKYVaIceqO5OQHO4rdUhEN+WXg3WYmBACk0Vg5gcZEII3Se9OLPKI\niIiInMj+vEo8u8U2pe3JsbG4b2CExBER3TyZTIa3pg+Ap1KOY8UGvHUgX+qQXBqLPCIiIiInYWgy\n4RfvH4XZKjAxIQRPjo2DQi6TOiwiu9AHeOP/xvcBADy75QwMTSaJI3JdLPKIiIiInMRv/v0D8iob\nEan1xKopSfD35nV45FqeHBeHmEAvVDSYsOgz3juvu7DIIyIiInICn568gPWHCiEDsGxSAgZF+kkd\nEpHdqZUKvHFvfwDA+sNFOM5FWLoFizwiIiIiiV00NGHehycAADOH6jBjaJTEERF1nzuSwnBnUigs\nVoFHNh/nIizdgEUeERERkYSEEHjkX8dRXt+MhGAfLLs9ER5KfkQj1/bXe/tDrZDjcFEN/nG4SOpw\nXA5/ghARERFJ6O3vC/Dl6VKoFDL8/vZE6AO8pQ6JqNvFBHpj8bg4AMBzW8+g2WyVOCLXwiKPiIiI\nSCI55fVYeHnxicdGxWAab5dAbuR3t8YjxMcDxTVNWLkzW+pwXAqLPCIiIiIJmC1WzPjnMdQ3WzBE\n54cl4xMg5+0SyI1o1EqsmNwXAPDKnlxU1hsljsh19IgiLzs7G+np6UhISEBaWhoyMzPbbHPo0CGk\np6fD29sb9913X5vXly9fjri4OMTFxWHJkiWOCJuIiIjoml7anYP9+VXw8VDgxTv6ItCHt0sg9zM7\nTY++oRoYjGYs/uK01OG4jB5R5M2fPx/z5s1DVlYWnnrqKcydO7fNNuHh4Xjttdfw6quvtnlt7969\n2LRpE06cOIHMzExs3boVX331lSNCJyIiImrjWFENXvjqLABg8dg4TEwMkTgiImko5DK8+vNkAMB7\nR4qQVVoncUSuQSl1ADdSWlqKo0ePYtu2bQCAqVOnYsGCBcjLy0NMTEzLdjqdDjqdrt1Rvs2bN2PW\nrFnw8fEBAMyZMwebNm3CpEmT2mxrNBphNP44VGwwGAAAJpMJJpPJnqfWZSaTCWaz2WniIftjG7sH\ntrN7YDu7h860c5PJgl++fxRmq8C4uEAsGBkFs9nsgCjpZvB7ufvcFheAcXGB2J1Ticc+Po4tj6RJ\nFosztnNXYnH6Iq+wsBARERFQKm2hymQy6PV6FBQUtCryrqegoABjxoxpeRwTE4OPPvqo3W1XrlyJ\nZcuWtXm+vLy8VfEnJbPZjKqqKgBoyQu5Fraxe2A7uwe2s3voTDu/uLcIp0vrEOipwJNpQTDWVaOM\ngxdOj9/L3evZUWH4OqcSO85VYmvGeQyN1EgShzO2c21tbaff4xyR34BM1voi5K7cMPHqfVzv/c88\n8wwWLVrU8thgMCAqKgrBwcHQarWdPm53uFLNBwcHQ6VSSRwNdQe2sXtgO7sHtrN76Gg7HyqsxpuH\nLwEAnrktDhMGxjokPrp5/F7uXmNCgAdSq7Ep4wJWfXcRe349UpI4nLGd1Wp1p9/j9EVeVFQUioqK\nYDaboVQqIYRAYWEh9Hp9h/eh1+uRl5fX8jg/P/+a71er1e0mUqVSOU1DA7a/LDhbTGRfbGP3wHZ2\nD2xn93CjdjaaLXj0o1OwCuD2xBD8alQcVCqn/yhGV+H3cvdaPjkJH564iP0FNdiZU4Xb+4ZKEoez\ntXNX4nD6hVdCQ0MxaNAgbNy4EQDw8ccfIyYmpsNTNQFg2rRp2LBhA+rr62E0GvHuu+/igQce6KaI\niYiIiNr6w/ZsZF6qQ6C3Ci9MSoSPmgUe0dVig3wwJy0KAPDMl6e7NHuPbJy+yAOAtWvXYu3atUhI\nSMCqVavwzjvvAAAmT56Mw4cPAwBycnKg0+mwaNEibNmyBTqdDm+88QYAYOzYsZg+fTr69++PpKQk\nTJw4Ebfffrtk50NERETu5WhRNVbtOgcA+N24eIyIDpA4IiLn9PzEBKiVcmSUGPDxiQtSh9Nj9Yg/\nISUmJmL//v1tnt+yZUvL/+Pi4lBUVHTNfTz//PN4/vnnuyU+IiIiomtpNlsx+4PjsFgFxvcJxq9H\nxUgdEpHTivTzwmOjYvDKnlz839YzuLd/OORy2Y3fSK30iJE8IiIiop5q5c5snLhggL+XEksnJkDD\naZpE1/XMrfHw8VDgbFk91h8qlDqcHolFHhEREVE3OVFiwPId2QBsNz0fFRskcUREzi9Yo8aTY+IA\nAC/uyIbFymvzOotFHhEREVE3MFmsmL05A2arwNi4IPy/W3pLHRJRj7FwTCy0nkrkVjbg3YMFUofT\n47DIIyIiIuoGL+/OwdGiGmjVtmmavp7OsRw7UU/g56XCotG2+0iu2nkOVo7mdQqLPCIiIiI7++Fi\nLZZtywIAPDE2FqPjOE2TqLN+M5qjeV3FIo+IiIjIjswWK+ZszkCzxYpbegfiNz/rDZmMqwMSdZb/\nVaN5K3dxNK8zWOQRERER2dGre3NxsKAaGg8FXpiYAD8vD6lDIuqxWkbzKhqw7hBH8zqKRR4RERGR\nnZwtq8OS/54FYFs44rY+wRJHRNSz+XupsPDyaN4KXpvXYSzyiIiIiOzAYhWY99EpGM1WjIwOwMLR\nsZymSWQHvx0dC1+1bTRvPUfzOoRFHhEREZEdvHusFPvzq+HjocCSCX0Q4M1pmkT24O+lwm9H225B\n8vLXuRCCo3k3wiKPiIiI6CadK6/Hqm+LAQCP39IbkxJDJY6IyLX85mex8FLJcaa0Dp+cvCB1OE6P\nRR4RERHRTbBYBR758CSazAJDdVo8MTYWcjmnaRLZU5CPB+aPiAYArNhxTuJonB+LPCIiIqKb8Odv\ncvFdfjW8lDI8d1ssgnzUUodE5JKeGBsHpVyGo8U12H62VOpwnBqLPCIiIqIuOnOpFs9tOQMA+N8h\nIbgjMUziiIhcl87fCzOH6gAAf9ieLXE0zo1FHhEREVEXmC1WzPogA01mK4ZH+eGRwWGcpknUzX53\nazzkMuCb85U4kFcpdThOi0UeERERURes3pOL7wtsq2k+d2ss/LmaJlG36xOiwb39wwEAS7dlSRyN\n82KRR0RERNRJpy4Y8Pzlm54/OSYOE7maJpHDPDe+DwBge1YZfrhokDga58Qij4iIiKgTTJenaTZb\nrPhZ70AsuCWG0zSJHCg10g+TEkNgFcCSrWelDscpscgjIiIi6oQ/7jqHI0U10KqV+L/xfRCs4Wqa\nRI72f5dH8744fQn5lQ0SR+N8ekSRl52djfT0dCQkJCAtLQ2ZmZntbrd8+XLExcUhLi4OS5YsaXl+\n/fr18Pf3R2pqKlJTUzFu3DhHhU5EREQu5HhJDX6/3XYd0OJxcRifECJxRETu6ZbYIIyMDoDJIlqm\nTtOPekSRN3/+fMybNw9ZWVl46qmnMHfu3Dbb7N27F5s2bcKJEyeQmZmJrVu34quvvmp5ffz48cjI\nyEBGRgZ2797tyPCJiIjIBTSbrZi5KQMmi8C4uCA8NorTNImktGSCbTTvwxMlKKszShyNc1FKHcCN\nlJaW4ujRo9i2bRsAYOrUqViwYAHy8vIQExPTst3mzZsxa9Ys+Pj4AADmzJmDTZs2YdKkSZ06ntFo\nhNH4YycxGGwXc5pMJphMpps8G/swmUwwm81OEw/ZH9vYPbCd3QPb2XUs3ZaN4yUG+Hkq8eytvaFR\nyVrale3s+tjGzue2uACk9NLg1MU6LN16Gq/dk3zT+3TGdu5KLE5f5BUWFiIiIgJKpS1UmUwGvV6P\ngoKCVkVeQUEBxowZ0/I4JiYGH330UcvjPXv2IDU1FT4+Pli4cCHuu+++do+3cuVKLFu2rM3z5eXl\nrYo/KZnNZlRVVQFAS17ItbCN3QPb2T2wnV3DwaI6/HF3DgDg8WEhSPK1oqysrOV1trPrYxs7p18P\nCcGvv6zDe0eL8ZuhgdCob65tnLGda2trO/0e54j8BmSy1lMhhBA33O7qbaZMmYLp06fD29sbp0+f\nxsSJE6HT6TBixIg2+3jmmWewaNGilscGgwFRUVEIDg6GVqu92VOxiyvVfHBwMFQqlcTRUHdgG7sH\ntrN7YDv3fDVNJizclgmrACYnBmPh+OQ2HyTZzq6PbeycZgcF46XvLiKvqhHrThnw+9sTb2p/ztjO\nanXnF3dy+iIvKioKRUVFMJvNUCqVEEKgsLAQer2+1XZ6vR55eXktj/Pz81u2CQ4Obnk+KSkJkydP\nxr59+9ot8tRqdbuJVKlUTtPQgO0vC84WE9kX29g9sJ3dA9u5Z1v04SnkVTUiUuuJ5Xf2Q4DGq93t\n2M6uj23sfFSw3Tfv0Q9P4N3DxVh2Rz94KG9u2RFna+euxOH0C6+EhoZi0KBB2LhxIwDg448/RkxM\nTKupmgAwbdo0bNiwAfX19TAajXj33XfxwAMPAACKi4tbtrt06RJ27dqFQYMGOewciIiIqGfafKwY\n7x0pglwGLLs9AYMi/aQOiYh+YsZQHUI1Hiita8aafXlSh+MUnL7IA4C1a9di7dq1SEhIwKpVq/DO\nO+8AACZPnozDhw8DAMaOHYvp06ejf//+SEpKwsSJE3H77bcDANasWYPk5GSkpqZiwoQJWLhwIW69\n9VbJzoeIiIicX0FVA/7345MAgDlpUZgxJEriiIioPWqlAk+MiQMA/PXb87Ba27+0y53IxLUucCMA\ntmvy/Pz8UFNT41TX5JWVlSEkJMRphpHJvtjG7oHt7B7Yzj2TyWLFmDXfYX9+FZLDfLHl0TToA7yv\nvT3b2eWxjZ1bTaMJuj9sR53Rgo2/GIRfDtF1aT/O2M5dqUd6xEgeERERkSMt2XoW+/OroPFQYMXk\nvtct8IhIen5eKvxqZAwA4E9f50gbjBNgkUdERER0la2nL+GPu88BAJZMSMBdyWESR0REHfHb0bFQ\nKWTIKDFgR1bZjd/gwljkEREREV1WXNOIhzdlAACmDQzHY6Ni2tzKiYicU4SfJx4abJumuXx7tsTR\nSItFHhERERFs1+H9YuNRlNc3IyHEBy/e0Rc+N3ljZSJyrKfGxUEGYE9uBY4X10gdjmRY5BEREREB\neOqLTOzNrYSPhwKrJiehT4hG6pCIqJP6hvliSj/bFOsXvjorcTTSYZFHREREbu/9I0V4be95AMCy\niQn4eUoviSMioq565rZ4AMCXp0tRUNUgcTTS6FKRt3TpUuTn59s7FiIiIrcghECd0Yx6oxmNJguM\nZgt4RyPpZBTX4NEPjwOw3Q/v17f0hlzO6/CIeqqRMYFIjwmA2Sqw9KssqcORRJcmmn/++edYvnw5\nxowZg7lz5+Lee++Fp6envWMjIiLq0YxmCw4VVGNH5iWcrS5BYXUTig1NKKkxotlibbWtWimHzs8T\n0QHe0Ad4YUC4L4brAzBI5wcvlUKiM3B9FfXN+J/1h9BosiI9OgAv3tGX+SZyAc/c1gd3vXMQ/zpe\ngtV390OAt4fUITlUl4q8I0eO4MSJE1i3bh0WLlyIxx57DA888ADmzJmDYcOG2TtGIiKiHqO01oiP\nT17AvzJK8F1eVZti7lqMZityKhqQU9F6apFSLkNqhBaTk8Jwd3IYBuv8uNqjnTSbrZj2j8PIq2xE\npJ8nXr0nGb20/KM1kSuY3DcUiSE+OFtWj5U7z+Glu/pJHZJDycRNzg8xm834/PPPsW7dOvz3v/9F\nYmIiHnnkEcyaNQt+fn72ilMyXbnDfHczmUwoKytDSEgIVCqV1OFQN2Abuwe2s+uwWAU+OXkBf9+f\nj13nymG96jerv6cSSUFqpEYFIjrQB5F+nogJ9EaEnyeUchmsVgGzVaCywYScinqcr2xEYXUjMi/V\n4oeLtahoMLU6VrhWjXv7h2P2sCgWfDdBCIHZH2Rgw+EieKsUePf+gbh/UGSX98fvZ9fHNu55Nhwq\nxKwPMhDkrULR8xPg2YFRemds567UIze9LrDVakVzczOMRiOEEAgMDMTf/vY3LFmyBG+99Rbuv//+\nmz0EERGRU2o0WbD+UCH+9HUOcq8agesXpsHEhBBMTAzB4HAfmOtrEBoaesMPDGnRAa0eW61WnLpY\nhy2nL2FbVhkO5FfhgsGINfvysGZfHvqFafDIcD0eHhqFIB/3mop0s17ckY0Nh4ugkAGr7uyLaQMj\npA6JiOzswUGReObL07hQa8Rfvz2PJ8fFSx2Sw3S5yDty5AjWrVuHTZs2Qa1W4+GHH8aaNWsQH29L\n3urVq/H444+zyCMiIpdjsQq8dSAfL3x1FqV1zQAAP08lpg0Mxz0p4RgbF9RyfzWTyYSyhq6Ntsnl\ncgyI0GJAhBZP39YHDUYzPjp5Af88Wozd58qReakOi/6TiWe3nMGsYVFYOCYWCVz2/4b+ebQIS/5r\nW1p98bh4zB8Zw4VWiFyQh1KOJ8fF4Yn/ZOL1fXlYOCYOCjf5Xu9SkTdgwACcPn0aEydOxDvvvIO7\n7roLCkXr4c+HH34YixcvtkuQREREzmJPTjke//QHnLhgAACE+6rxyyGRmD1Mj6QwTbdOn/RWK/Hw\n0Cg8PDQK5XVGvPFdHt4/Woyssnq8uT8fb+7Px+S+oVgyMQEjfjIqSDY7s8ow+wPbSpozhkTiufF9\n4KHkHaWIXNWjw6Ox7KssFFQ14v0jRXh4WJTUITlEl4q8adOmYc6cOYiMvPbc9ZCQEFitHbvYnIiI\nyNlV1DdjwScn8UFGCQDAV63E/JF6LBjVG9GB3g6PJ1ijxvMTE7FkQgK2nC7FH3efwze5ldhyphRb\nzpTitj7B+P2kRKT3DnR4bM7qu/OVuPvdQ2i2WHFrfBD+NKUfNOqbvnKFiJyYr6cSj42Kwcpd5/DS\n7hzMGKpzi2uZu/STbcmSJfaOg4iIyGn990wp5mzOwAWDEXIZcG//cCwa3RsjYgIl/7Agk8lwZ78w\n3NkvDCdLarDkv2fxReYl7Mwux87sctwaH4SXpvTDkCh/SeOU2tGiakx++3s0mCwYoffH36cNRChX\n0iRyC78ZHYvVe3Lww6VafHWmFLcnhUkdUrfrcJG3aNGiDu/0lVde6VIwREREzqSh2YynvjiNNfvy\nAAC9A73w+0mJmJ4a6ZRT/PpH+OHfc9KQVVaHp784jf9kXsKucxUY+to3mDYwHCsnJyEu2EfqMB0u\n82ItJv39e9Q0mTEoUot3H0h1yzwQuaswXzVmDo3CW98XYPmObBZ5Vzt27FiHtpP6L5pERET2cL6i\nAfesO9Ry7d39qRFYNjEBiWG+Ekd2YwkhGnwyexiyyuqw6LMfsOV0KT48fgGfnryIeSOi8cLEBIT6\nqqUO0yFOlBgw8e8HUF7fjH5hGrxzfyqSekAbEpF9PXVrPN7+vgD78qpwtLAag118dkOHi7zdu3d3\nZxxEREROY/e5ckzbcBgVDSYEeauwbFIi5gzXw6sD91hyJgkhGnzxyHAcLKjCb//9A/bnV+GN7/Kw\n/lAhnhoXhyfGxrn0NWnfna/Ene8cRHWjCQnBPnh7+kAMiuz59/Alos6LD/bBPSm98Ompi3j+q7P4\n4pHhUofUrZxvrgkREZFEhBB4/ZvzmLD2ACoaTOgXpsH7vxyMx27p3eMKvKul6QPw3eO34PM5w5AU\nqkGDyYKl27LQ+8Wd+Nt3eTBZXG+htK/OlGLC2gOobjRhYIQW7z80CCNjuAgNkTt75rY+AGzXWedW\n1EscTffqUpFXX1+PJUuWID09HfHx8YiNjW31j4iIqKexWgV++9kPePzfp2CxCtzRNxSfzhqKSX1D\npQ7NbqYk98KpxWPx9vQB0Pl5ory+Gb/++CSS/rgbn5y4ACGE1CHaxftHinDXuwfRYLIgPToAmx4a\njKFRvKUEkbsbpvfHz3oHwiKApV+dlTqcbtWlORqPPPII9uzZgxkzZiA8PLzbr8PLzs7GzJkzUV5e\nDn9/f6xfvx79+vVrs93y5cuxbt06AMAvfvEL/OEPf+jQa0RE5N6azVbM/iAD/zxWDAB4/JbeWDop\nAQHeHhJHZn9yuQxzh0djxpAovLz7HFbvyUVORQOmbjiMtCh/rL67H26JDZI6zC4xW6x4+svTWL0n\nFwAwISEYf582EDES3OKCiJzTc+P74Pa3vseHxy/glbuNCNa45vXJXSrytm7dii+//BKjRo2ydzzt\nmj9/PubNm4dZs2bho48+wty5c7F///5W2+zduxebNm3CiRMnoFQqMWrUKNxyyy2YNGnSdV8jIiL3\nVm80475/HMZ/z5RBIZdh6cQEPDk2Dp49eHpmR3go5XhuQgIW3BKD57aexTvfF+BgYTV+tuY73JkU\nipfv6tdq++SdAAAgAElEQVSjFiipqG/G/e8dwc7scgDA7GFRWDG5L3rxNglEdJWJiSFIDvPFD5dq\nsWLnObzy82SpQ+oWXSryAgICEBjomHntpaWlOHr0KLZt2wYAmDp1KhYsWIC8vDzExMS0bLd582bM\nmjULPj62JZHnzJmDTZs2YdKkSdd97f+zd+fhUZXnG8e/M1kGCEkgJCEL2SCEsIQQFgWUTUABBRFF\nQEVxp2hdC1VpqbgUFa3Vij+lqCAI4kKlVZECAoIbW9jXQEIIe0jIQraZzPn9QU2LIEKY5Exm7s91\n5bqYOWdmnpObSfLMOe/7/lx5eTnl5eVVtwsLT8+qZrfbsdvtNXWYF8Vut+NwONymHnE9ZewdlLP5\nCsscDH5vHd/vP4nN18oLA1tyX9c4fHBit7tmnJq759zA18Krg5N5vEc84z/fwWfbjvLFjmMs2nmM\nW9OimNg3keZN3PtM2HdZ+YyZv5ms/FLq+1mZ1LcF466Ip76fT6193909Z7l0ythzTOiTwB0fbua9\nNdk83b/FGWOu3THn6tRSrSbv2WefZdKkScyaNYsGDWr2B/+BAweIiorC1/d0qRaLhdjYWLKzs89o\n8rKzs+nVq1fV7fj4eD755JNf3fZzU6ZMYfLkyWfdn5ube0bzZyaHw0F+fj5A1fdFPIsy9g7K2VzF\nFZXc+uke1h06RUN/K8/3iWZYywBO5p1w6evUlZxtwOvXNOM3HZvw9PJsVh8oZvaGQ8xNP8Twtk14\npGskMcHudVlTqd3Ji98eZMb6YxhAVEM/JveOYmBSIMUn8yiuxVrqSs5SfcrYc/SO9CWyoR+Hi+28\nsHgrD14eVbXNHXMuKiq66MdccOVpaWlnjL3LyMigadOmxMfH4+fnd8a+GzZsuOhCzufnY/5+aWD4\n/+73833Ot+1/Pfnkk2cs/F5YWEhMTAyhoaEEBQVdVN015aduPjQ09KzvvXgGZewdlLN5TlU4GPHu\netYdOkWgzYc3rm/DyLSoGhljXtdyDguDr9vEsnLvCf64eDc/ZBfw4dYTfLw9jxGpETzeqzkpEeZf\nxrk6M4/7Pt1BRm4JAINbh/GHvi1Ia2bO2ld1LWe5eMrYs0zok8ij/9rB+5vz+OPAFHx9Ts9H6Y45\n22wX/wHbBTd5Q4cOvegnd4WYmBhycnJwOBz4+vpiGAYHDhwgNjb2jP1iY2PJysqqur1///6qfc63\n7edsNts5v5F+fn5uEzSc/mTB3WoS11LG3kE5176SCgc3zEpndVY+Df19mDYshds6NavRScTqYs79\nkiPolxzB0t3HmbhoJ2uyTzI3/TBz0w/TPymU8b0T6dsyFKu1Zidf+7mthwuZuGgn/9x2FICwAH/+\n0K8l93SNpYG/uZ+618Wc5eIoY89xb7d4nlmawcHCcuZsPMK9XeOqtrlbztWp44J/Gv7pT3+66Cd3\nhfDwcNLS0pgzZw5jxozh008/JT4+/oxLNQGGDx/Ogw8+yLhx4/D19eXdd9/lueee+9VtIiLiPSoc\nTobNXMeKvScI8PfhjRva1XiDV9f1SwqjX1IYKzJyeX7pHr7OyGXJ7tNf8Y3rc2/XOMZ0iSEquGYn\nONl+pIgXl2cwe30OhgFWC1zfNoKn+iVqeQQRuWgBNl9+e2U8zyzZwysr9nLP5bEe9bugWuvkNW/e\nnBMnzh6zcPLkyRpZJ+/tt9/m7bffJikpiRdeeIF33nkHgEGDBrFu3ToAevfuzc0330xKSgqtW7fm\n6quvZsCAAb+6TUREvIPTaXD3RxtZvOs49XytvD60HaM7x3jUL/Wa1DsxlCVju7F1fG9GdIgiwN+H\nrPxSJi7aScyzS+j7f98zbXUmOSdLXfaaJRUOZq45wBV/W03bqSt4f93pBu+qxCZ8NLoTH47upAZP\nRKrtt1cmUM/Xyq7jp/hs6xGzy3Epi1GNlU+tVitHjhwhPPzMBWKPHj1KTEwMFRUVLivQbIWFhQQH\nB1NQUOBWY/KOHz9OWFiY25xGFtdSxt5BOdeuCf/aztQVe/GxWnh1SBseuCKhVi419NScT5U7mP7D\nfmavzyH9YOEZ2zpEBdGrRRO6xTWma1xjYhvXv6Bm2uk02Hy4kK8zclm2J5dv9p2guLwSAB8LXJnQ\nhLsui2F4h6gzZsNzB56as/yXMvZMv12whTe+zaJjdDDrH+vpljlXpx+5qIvX//nPf1b9e/HixQQH\nB1fdrqysZNmyZSQkJFzMU4qIiNS4V1fuZeqKvQD8sV9LxnaPr/WxZJ4mwObLo71a8GivFmw9XMCs\ntTks3ZPLpkOFbPzP12urMgEIrudLbKP6xDSuT7PgetT38+GnT5jL7JXszy8lM6+E/fmllDvOXLoi\nOqge17drys2pUXSLD8Hft1oXIYmInNOEPom89f1+Nhws4N87j9GnhWdcHXBRTd5Pk69YLBbuuOOO\nM7b5+fkRHx/PK6+84rrqRERELtHHmw7x2D+3A/DbK+OZcFUifj5qFFypXWQwU4ec/uA3O7+Ejzcd\nYk32SbYeKWLX8VMUlDnYcqSILUd+fRrwBn4+pEUH0SWmEZfHNaJvYhhhge61dIOIeI6YxvW5o3Mz\n3llzgMn/3k2f31xudkkucVFNntN5+tO1hIQE1q5dS2hoaI0UJSIi4gprs09y+9x0AEZ2iOLZAa3c\n7jI/TxPbuAGP906sul1Qaif9YAEZJ06RlVfCsaIKHM7/jhTxtVqICLIRE1yfpLAAksICaBpYT2da\nRaTWPNm3Je+tPcB3+/P5NjOPpIZmV3TpqjXXcGZmpqvrEBERcamck6Vc/94ayhxOrkwI4S9D2hJc\n39/ssrxOcH0/eieG0jtRHwyLiHtqERrAyA7RzE0/yOQle/jgBtdPJFnbqr2gzLJly1i2bBnHjh2r\nOsP3k3ffffeSCxMREamuU+UOhry7hsOF5bRo0oC/3dCOyBqe4l9EROquif1aMi/9ICv25bPlyCmu\nCgszu6RLUq1BCZMnT+bqq69m2bJl5Obmkp+ff8aX1JxDBWU8+s/t/DvjpNmliIi4JafTYPS8dNIP\nFtK4vh+vDmlLh+jgX3+giIh4rTYRgQxNiQDgxW8PmlzNpavWmby33nqLmTNnMnr0aFfXI7/ire+z\nmPZdNs0b2xh1eeKv7i8i4m2eX7aHf2w5gp+PhZcHt2FwuwizSxIRkTpgUv8k/rHlCCv3F7HzaBEp\nzULMLqnaqnUmr6Kigu7du7u6FrkAj/ZsTkN/H/bll/P++hyzyxERcStf7jjKnxbvAuDJqxK5vXMz\nkysSEZG6okN0MHd2juY3ncJo1qi+2eVckmo1effccw9z5851dS1yARo38OfhK+MBeHH5PpzOi17L\nXkTEI2XknuLWD9IxDLgxJYLxfRLx1VIJIiJyEd6+KYWnesXS0FbtqUvcQrWqLysrY/r06SxdupT2\n7duftRr8X/7yF5cUJ+f2cI94Xludyd68Ut5dk809XePMLklExFSnyh0Mm7mWk6V2UiICmTqkTZ3/\nBS0iIlJd1foNuHnzZjp06ADA1q1bz9hmsWhdm5rWqL4f93Vqyl++P8yUZRnceVksPlpPSES8lGEY\n3PfxZrYcLqJJAz9eub4NCSEBZpclIiJimmo1ecuXL3d1HXKR7u3UlBkbjrMvr4R3ftzPfd3izS5J\nRMQU03/Yz9z0g/hY4IVrW9M/KdzskkREREx1yYMVcnJyOHiw7k8zWtcE2Xx4tEc8AFOWZVCpsXki\n4oXScwp4+LNtADxwRQJ3dIkxuSIRERHzVavJczqdPPPMMwQHBxMXF0dsbCyNGjXi2WefPWthdKk5\nv70ynuB6vmTll/L2d1lmlyOXwDAMDEONusjFKCyzc/Ps9ZQ7nPRICOEP/Vrip4lWREREqne55sSJ\nE3nnnXd44YUXuOKKKzAMg2+//Zann36asrIynn/+eVfXKecQVM+XCX0SmbhoJ39elsE9XePw99Uf\nOO4sr6SCH/bn88P+fDYeLORIUTnHik9/lTucBNl8CarnR6DNh5hAXy5PKKBLbAidYxrRNNBmdvki\nbsMwDO75aBMZuaeICLTx0nWtCdN7REREBKhmkzdr1ixmzJjBkCFDqu5LTU0lOjqacePGqcmrRQ/3\nSODVb/ZxsLCMqSsymNgvyeyS5Gcyck8xd8NBPtp0iG1His6778kyByfLHABsOwpfZZys2ta5WTAj\n06K5OTWKmMZ1e+0WkUv19vf7+XjTYXysFqYMSqZrfN1dsFZERMTVqtXk5eXlkZycfNb9ycnJ5OXl\nXXJRcuECbL5MvqYVDyzYwqsr9/Fwj+aaNtwNlNkreX9dDu+syWZN9skztsU2rk/7iEDaRgQS3tBG\nVFA9ooLr0dDmQ1GZg/xSO8cKS9iUfZx9RQa7jp8iK6+UdTkFrMsp4Hf/2s6VCSH8/qpErm0drhlt\nxetsPVzIowtPj8P77RXx3NpJC56LiIj8r2p1A6mpqbzxxhu8/vrrZ9z/xhtvkJqa6pLC5MLdc3ks\nLy3PYH9+KU8v3sXLQ9qaXZLXKipz8Pb3+3ll5V6OFJUDYLXAZTGNGJAczqDW4bRpGkjArzTidrud\n4wn1CQsLw8/Pj8y8Et5bk80X24+SfrCQ1Zl5rH5nDW2bNuSP/ZO4KTVKy2iIVyi1VzJyzgbKHE66\nxzXmqb4ahyciIvJz1WryXnrpJa699lqWLl1Kt27dsFgsfPfdd2RnZ7No0SJX1yi/wt/Xyp8HJXPr\nB+m89f1+nrgqkdCGGptSmyocTl5flcmfl+0hv9QOQNOG/oxKi+bG9pFcFtv4ksZLJoQ04JkByTwz\nIJmM3GL+vHQP8zceZtvRYkbO2UDrJbv5+/BUrkjQJWvi2X73z+1sO3J6PbznByVrHJ6IiMg5VOuv\nzl69erFr1y6GDRvGyZMnycvLY9iwYezevZsePXq4rLiSkhJGjRpFYmIiSUlJLFiw4Bf3/fzzz0lO\nTiYxMZEbb7yR4uJiALKysvD19aVDhw5VX3v37nVZje5iZIdo2jZtyKmKSp74YofZ5XiVr3YeI+Xl\nFYz/fDv5pXZiG9fnj/1b8sPDPXh1aDuubN7EpRPiJIY25N2Raez/Q19+e2U8QTZfdhwt5so3vmXM\nvHRyi8td9loi7uSzLYd58z8zCU++phW9E0PNLUhERMRNWYxqztteVlbG5s2bOXbs2FnLJvzvhCyX\n4plnnmHfvn3MnDmTzMxMunXrxo4dO2jcuPEZ+xUXF9OiRQtWrlxJcnIyDz74IIGBgUyZMoWsrCw6\nd+5Mbm5utWooLCwkODiYgoICgoKCXHFYl8xut3P8+PGqS/l+8uWOo1w7Yw3+PhZ2/L4PzZsEmFil\n58s5Wcq4T7fwr+1HAQhp4MeDV8Qztls8kcH1Lum5fynjczleXM5vPtnMp1uOABBcz5fpw9tzc4fo\nS6pBat7F5OztDhWUkfLyCvJK7IzuFM304anU8/Mxu6wLopy9g3L2fMrYO7hjztXpR6p1ueZXX33F\n7bffzokTJ85a28tisVBZWVmdpz3L/PnzmTlzJgAJCQn07NmThQsXMmbMmDP2W7RoEZ07d66aDGbc\nuHEMGjSIKVOmXPRrlpeXU17+3zMhhYWFwOnA7XZ79Q7Exex2Ow6H46x6+rVozBXxjfg26yS/+WQT\nn9/VxaQKPZthGMzdeJhHFm6noMyBj9XCiPYRPNIjng7RwQCX/H/llzI+l0Y2K/Nu7cDKvSf4zYJt\nZJwoYcTsDSzacZTXrm9D/Tryh7A3upicvZlhGNz1YTp5JXZahQXwx77N8cGJ3V431mVVzt5BOXs+\nZewd3DHn6tRSrSbvwQcfZPjw4UyaNImmTZtW5ykuSHZ2NnFxcVW34+Pjyc7OvqD9Dh48WHWGsbCw\nkC5dulBZWcnQoUOZOHEiPj7n/sN3ypQpTJ48+az7c3Nzz2j+zORwOMjPzwfA1/fMCCddGcmArJP8\ne/cJFq7fS/dY9zj76ClOlNh5Ymk2X+45PWNmcpN6jO/WlH4tm+BrreD48eMueZ3zZfxL2gTB0tHJ\nPLfyAO+kH2fmuoOs2pvLjOtbkNRESy64o+rk7I3mbD7O4t25+FktTLg8lIDKEo4fLzG7rAumnL2D\ncvZ8ytg7uGPORUXnX4LrXKpV+bFjx3jssccuucHr0aMHO3ace/xYeno6wBnTw5/vytJfmkY+MjKS\nnJwcwsPDycvLY8SIEbzyyitMmDDhnPs/+eSTPPbYY1W3CwsLiYmJITQ01K0u1wQIDQ096zRynzC4\nrWMBszcc4ulvDrH+4eZYNeuiS3yzL4/b5m3lSFE5PlYL917WjAm9E2jWqIHLX+t8Gf+aN0eEMyT1\nGGM+2sLe/HIGztnJ+yPbM7RdhMvrlEtzKTl7i70nSnhm5UYAxnWL5ZbuyXVuJlnl7B2Us+dTxt7B\nHXO22S5+krFqNXk33XQTK1asoEWLFtV5eJVVq1add3tsbCxZWVmEhYUBsH//fgYNGnTO/b7++uuq\n21lZWURHR2O1WrHZbISHhwMQEhLCXXfdxdy5c3+xybPZbOf8Rvr5+blN0HD6k4VfqunFwW35dMtR\nth09xXvrDzG2e3ztF+hBnE6DqSv28tSXO3Aa0DykAc8MaMXNHaJqdOr282X8awanRLM9PpSh763h\nh/0nGTFnI1OuTWZCn0Stq+dmLiVnT1fpNLjn4y2cqqikY3Qwf7y6FfVs/maXVS3K2TsoZ8+njL2D\nu+VcnTqq1eS98cYbDB8+nFWrVpGSknLWCz/00EPVedqzDB8+nGnTplVNvLJy5Ureeuuts/YbMGAA\nDzzwADt37iQ5OZk333yTkSNHAqfPOjZu3Bg/Pz/Ky8tZsGABaWlpLqnPXUUG1WNiv5ZMXLSTpxfv\n4vbOzWjg7x6nm+ua/JIK7pi3sWpylUGtw5l6XRvaRASaXNmvaxpoY9UDV3DPR5uYtS6HJ77Yyc6j\nxUy/OVXrikmd8JeVe/k2K58Gfj5MuTaZJloaRkRE5IJU6y//uXPnsnjxYurXr8+KFSvOODNgsVhc\n1uSNHz+eu+66i8TERKxWK9OmTSMk5PQ6YJMmTSIqKoqxY8cSGBjIjBkzGDp0KA6Hg5SUFGbNmgXA\n6tWrmTRpEj4+PjgcDq666iomTpzokvrc2WO9mvN/32WRU1DGxC938urQdmaXVOfsPFrEkHfXsif3\nFP4+Fsb3bsH4Pi0Irl93ziT4+lh5b2QHksMb8tSXO5m5Loes/FK+uOcyNf7i1rYcLuQPi3YB8Hjv\n5lzdKtzkikREROqOai2hEBERwUMPPcQTTzyB1erZZwTq0hIKP/fRxkOMmL0efx8Lm3/Xm1bhDWux\nyrpt8c5jjJi9noIyBxGBNl4e3IaRadG1NhaoJqbvXbD5ELd+kE6Zw8nlsY1Ycn83Auup0TOTO07T\n7A4qHE4ue20Vmw4V0iMhhEX3XkaAre5+f5Szd1DOnk8Zewd3zLk6/Ui1OrSKigpGjBjh8Q1eXTc8\nNZLeLZpQUWkwZl76eSeukdMMw+C1b/YxaMaPFJQ5SI0KYv7oTtzaqVmdm+zh54a1j+Lf93UlwN+H\nH7NP0nPat5wsdZ/pgUV+Mvnfu9h0qJDger5MHdy6Tjd4IiIiZqhWl3bHHXcwf/58V9ciLmaxWJg+\nvD3+PhZ+yD7JzLUHzC7JrVU6DR7+bBuPLNyG04DBbZqyYExnerZoYnZpLtOjRRO+HtuN4Hq+bDxU\nyBV/W01usXssDSIC8MP+fF74OgOAp/q25PK4EJMrEhERqXuqda1WZWUlL730EosXL6Z9+/Znncr8\ny1/+4pLi5NK1DGvIk1e1ZPKS3Yz/13aGpUQSXF+fiv9cmb2S0XPT+WTzYQAe7pHA01cn0ahB3Rl/\nd6Eui2vMynHdueqt79l+tJheb37Hd7+9Uv8vxHSnyh3cPjcdpwEDk8N4pGdzs0sSERGpk6p1Jm/L\nli2kpaVhtVrZunUr6enpVV8bN250dY1yiZ7sl0jzkAacKLHz239sNbsct5NfUsE103/gk82H8fOx\n8OeBybx4XWuPbPB+khodzLcPXkHj+n5sP1pMn//7jlPlDrPLEi/3+y92sCf3FOEN/Zk6uA3+vhoS\nICIiUh3VOpO3fPlyV9chNcjm68P04e3p9/YPzFmfw33dYrkywXMuQbwUOSdLGfD3H9l2pIgAfx9e\nGdyGe7rG1fnxdxciuWkgy8d1o8cb35F+sJCrp//AsrHdqOfnY3Zp4oWW7DrOtG+zAJjUP4m2Ee4x\n0ZWIiEhdpI9JvUTfpDBGdojCAEZ/kE6pvdLskky39XAh3V5fzbYjRYQF+DNjeCr3dfOOBu8nqVHB\nLL7vchr4+fBdVj6D31mDvdJpdlniZfJLKrhz/umrQIanRnJ/tziTKxIREanb1OR5kWk3phAW4E9W\nfim/XbDF7HJM9c3eE/SY9h05BWUkhNTng1vTGNkx+ow1H71Ft/gQ/nV3F2w+VpbuyWXMvI2aiVVq\n1UOfbeVgQRkxjerxwrWt8fXRryYREZFLod+kXiSkgT8zR3UA4J01B/j3zmMmV2SOTzYdov/bP3Cy\n1E5qVBAf396Z/l6+0PJVLcP4cHRHrBaYm36QPyzaaXZJ4iU+3XyIOesPYrXA5Ktb0bxJgNkliYiI\n1Hlq8rzMoNZNubNLDABjPtxIYZl3rZP2t1WZ3Dx7PRWVTvq0aMKnd3SmU0wjs8tyC0NTInltaDsA\n/rwsg7e/zzK1HvF8RwrLuP/jzQDc0TmG2//zs0lEREQujZo8L/Ta0HbENKrH4aJy7vlok9nl1Aqn\n0+CJz3fw0GdbMQwY3j6SD0d3okWozhr8rwevTODxXqenrX9gwVa+2H7U5IrEUxmGwX0fb+ZEiZ2k\n0ACeH5jsVeNhRUREapKaPC8UWM+XObd0xAJ8vOkw7/2YbXZJNarC4WTMhxt5cfnpBZYf6B7PjJtT\nCQ+0mVyZe5o6uA3DUyOpdBqMmL2eLYcKzS5JPNB7aw7wr+1H8fOx8MyAVkQG1zO7JBEREY+hJs9L\n9WzRhN9flQjAuAVbPPYP+ZOldgb8/Qdmr8/BxwJPX53Ey0PaEKSFv3+RxWJhzi0d6RrXiFMVlQz8\n+4/kFpebXZZ4kKy8Eh5ZuA2Asd3iGJ4aZXJFIiIinkVNnhd7bmAyPZuHUOZwct27azxufF5WXglX\n/G01yzNO0MDPh1evb8tT/VpqHbgL4O9r5V93XUZMo3ocLCxj4N9/pMKhpRXk0jmdBmM+3EhRuYPU\nqCAm9U/Cqss0RUREXEpNnhfzsVr45I7ORATayM4vZcTs9R4zdf7a7JN0fX01248WE97Qnxk3t+eB\nKxLw09TsFyy0oY1F93YlwN+HdTkFjPkw3WP+f4h5Xlu1j5V7T1Dfz8rzA5MJbajLpkVERFxNf/F6\nubCGNv5xZxd8rRa+2nmcZ5bsNrukS7Zw6xF6vfktR4vKSQoNYObIDozq2ExnC6qhbUQgH952emmF\neemHeOk/4xpFqmP7kSKe/PL08hyP9GjOoNbevXSJiIhITVGTJ3SNa8zLg9sA8PTi3by/7oDJFVXf\na9/s44aZaym1O+ke15gPbk1jYOumZpdVp13XNoIpg1oDMHHRLpZn5JpckdRF9kont89Lp9xx+r35\n+6taYLHogxcREZGaoCZPAHioRwL3d4sF4O75m1iyq24tlF7pNHj4s608snAbhgE3pkQw59Y0Osc2\nNrs0jzC+TwtuTImg0mkwfNY6Dp4sNbskqWOeX7qH9TkFBNl8eW5QMsH1/c0uSURExGOpyRPg9IyK\n04a1Z0jbpjicBjfMXMeGAyfNLuuC5JVUMPidNby+KhOAh65MYPrw9iQ00Rp4rmKxWJg1Ko1WYQGc\nKLEzaMYaTcQiF2xt9kmeW7oHgN9f1YLeLZqYXJGIiIhnU5MnVXysFuaP7kS3uMacqqjk6uk/sOd4\nsdllndfGgwV0fnUVi3Yew+Zr5YVBybxwXWtCAjSZg6sF2Hz5/J7Laejvw+bDhdz78SazS5I6oNRe\nye3z0ql0GvRPCuWhHs11maaIiEgNU5MnZ6jn58Oiey+vOmPT9fXVpOcUmF3WOb2/7gDdXl9NZl4J\n0cH1eG9EKr/rk0h9LZFQYxJDA5h7W0cA3l+Xw1vfZZlbkLi9p77cwc5jxYQG+PPMgGQa2nzNLklE\nRMTjuXWTV1JSwqhRo0hMTCQpKYkFCxacc7/i4mKuueYaQkNDCQ0NPWv7559/TnJyMomJidx4440U\nF7v32SmzBdf345sHriA5vCF5JXZ6TPuWb/a6z2QbBaV27piXzh3zNlLmcHJFfGMWjOnMqI7N8NEM\nmjVucNsIJvZtCcAjn21jbXa+yRWJu1qekctfvzl9GfUf+rWka5zGyIqIiNQGt27yXn75ZWw2GxkZ\nGSxevJhx48aRn3/2H5R+fn5MmDCBpUuXnrWtuLiYu+++m88++4yMjAwiIyN5/vnna6P8Oi080MYP\nD11J52bBpy/dfPtHFm49YnZZrNp3gtRXVvL+uhysFrivayyf3tGZyzTBSq16ZkAr+ieFUl7p5Ib3\n1pFXUmF2SeJmCkrtjPlwIwA3tIvg3q6xJlckIiLiPdz6upn58+czc+ZMABISEujZsycLFy5kzJgx\nZ+xns9no27cvWVlZZz3HokWL6Ny5M8nJyQCMGzeOQYMGMWXKlHO+Znl5OeXl5VW3CwsLAbDb7djt\n9ks/KBew2+04HI4ar6eBLyy7/zKGzlzP8r153PDeWn7fpzmT+iXiW8uLip+qcPDcsr28+k0mTgOi\ngmw83T+RW9Ki8fe1uk02rlJbGV+KOSNT6fzatxwoKGPwjB9Zdv/lOpN6kepCztX18D+2kJ1fSnSQ\njT/2bY6fxfDI47wQnpyz/Jdy9nzK2Du4Y87VqcWtm7zs7Gzi4uKqbsfHx5OdnX3Jz3Hw4EGcTidW\n69mNypQpU5g8efJZ9+fm5p7R/JnJ4XBUndH09a35CN8bHM/jiw0+3ZHPC8v38e+dR3nruuZEB9X8\nFI0l+PMAACAASURBVOiGYbAo4yR/Wn6AQ0Wn/4Nf0yKICd0jSQ6vR0H+iRqvwQy1nXF1vTMkgcFz\nd/Ld/pM88mk6k3rHmF1SnVJXcr5YizNOMmv9QSzA77qG0dS3nOPHj5tdlmk8NWc5k3L2fMrYO7hj\nzkVFRRf9GFMr79GjBzt27DjntvT0dIAzZmEzDKNar3MxM7k9+eSTPPbYY1W3CwsLiYmJITQ0lKCg\noGq9vqv91M2Hhobi5+dXK685745wZq3L4eGFO9hw+BT9Z+/gr0NaM6pDFNYaOnuz5UgRT3yxkyV7\nTjdykYH+PNojnnsuj/X4yRvMyLg6eofBWzf6cudHW3h7/TH6t4lmSFstPn+h6krOF+NYcTlPLNsC\nwK1pkdzTszU2X++eDMkTc5azKWfPp4y9gzvmbLNd/Kzxpv6lvGrVqvNuj42NJSsri7CwMAD279/P\noEGDLuo1YmNj+frrr6tuZ2VlER0dfc6zeHD6m3iub6Sfn5/bBA2nP1mo7Zru6ZZAzxZhDH1vLTuO\nFXPnR1t4ddV+XhnShn5JYS57nR/25zNl2R7+ue0oAH4+Fu7o3IzHe7UguWmgy17H3ZmRcXWMuTye\n7/YX8Pcfs7n74y1sig0hLqSB2WXVGXUl5wthGAZjF6RzrLiCFk0a8KcByTSsX8/sstyCJ+Usv0w5\nez5l7B3cLefq1OHWE68MHz6cadOmAZCZmcnKlSsZMmTIRT3HgAEDWLt2LTt37gTgzTffZOTIkS6v\n1VskhTdk4+O9mNCnBQH/WS+t/9s/cNWb37Fg82HK7JXVet78kgreW5NNnze/o9vrq/nntqNYgH4t\nQ/lodCf+78b2XtXg1TV/G9aO9pFBFJQ5uO4dLZTurab/sJ/Ptx/Fz8fCcwOSSQxtaHZJIiIiXsmt\nr3kbP348d911F4mJiVitVqZNm0ZISAgAkyZNIioqirFjxwLQsWNHDh8+TH5+Ps2aNaNPnz7Mnj2b\nwMBAZsyYwdChQ3E4HKSkpDBr1iwzD6vO8/e18uJ1bXisZ3PGf76deemHWL73BMv3niDQ5sOwlEiu\nbxdBu4hAmjcJOOdkHEVlDjYfLmTToUK+3HGUf+8+jr3y9OW4PlYL17YO547Ozbi2TVOvv9SrLrD5\n+rDwri6kvrySrUeKGPfpZmaM6GB2WVKLdh0r5tGF2wB44Ip4bkqNNLkiERER72UxqjvQzUsUFhYS\nHBxMQUGBW43JO378OGFhYW5xGnn3sWL+vGwPX+06ztGiMyensflaaRkaQEObLw6nE0elQUGZg8y8\nkrOeJzG0Af1ahjEsJYLeiaH41fIMnu7E3TK+UP/adoQh764FYPYtHbitkyZiOZ+6mvPP2SuddP/b\natYdKOCymEb8864uNA3SZZo/8ZSc5fyUs+dTxt7BHXOuTj/i1mfypG5ICm/IzFFpOJ0GX+w4yvvr\ncthyuJCsvFLKHU62Hjn3jEBhAf60DAsgJSKQq5PD6N8ynMB6+i9Zlw1uG8Hvejfn5RX7uP/jLXSK\nbkTrCF1m6+km/3s36w4UEGTz5elrktTgiYiImEx/UYvLWK0WBreNYHDbCADK7ZVsOVzIxkOFnKqo\nxNdqwdfHQn0/H9pFBNIytCENbT4XNfupuL8pg1rzbWY+3+/PZ/C7a9j8u1408NePGk+1et8Jpizb\nA8BTfRO5plW4yRWJiIiI/vKSGmPz86FzbGM6xzY2uxSpRb4+Vj4d05mUqSvYe6KEMfM28tEdnc0u\nS2pAYZmd0fPScRpwbetwxnaPr7ElVUREROTCee+gJxGpMZFB9fj49k5YLfDx5sO8+W2m2SVJDXjo\nH1vJyislKsjG5GtaEVzfPcYuiIiIeDs1eSJSI/q0DOPpa5IAeGzhdtJzCkyuSFzp402HmLUuB6sF\nnrmmFZ1iGpldkoiIiPyHmjwRqTET+ybRr2Uo5ZVOrn9vDQWldrNLEhfIOVnK/R9vBmBMlxhu69zM\n5IpERETkf6nJE5EaY7Va+HB0JyIDbRw4WcbI2evRqi11m6PSyS0fbCC/1E6bpg2Z1D9Ja1mKiIi4\nGTV5IlKjmgT489ldXfC1Wvhq13Fe/DrD7JLkEjz9792s2pdHgL8Pzw1IJi6kgdkliYiIyM+oyROR\nGndZbGOmDm4DwB++2sXqfXkmVyTV8e9dx/jzf5ZLmNi3Jde3izC5IhERETkXNXkiUise7pHA0HYR\nVDoNbpq1ltzicrNLkotwqKCM2+amYxgwLCWCB69M0HIJIiIibkpNnojUCovFwvuj0kgIacDR4gpu\nmLkOp1Pj8+qCn8bhHS+uICk0gGcHtCKwnpZZFRERcVdq8kSk1gTW8+Wfd3XB5mtldWYeExftNLsk\nuQDPLNnNyr0naODnw5Rrk2kTEWR2SSIiInIeavJEpFa1iwzirRvbA/Di1xks2nHM5IrkfJbuPs5z\nS0+Pw3uqbyJD2mocnoiIiLtTkycitW7MZTHc3rkZBnDrBxs4WFBqdklyDkcK/zsO74Z2p8fh+fro\n14aIiIi7029rETHFWze1p03ThuSX2hk4/UfK7JVmlyT/o9JpcOsH6RwtKicxtAHPDWxFcH0/s8sS\nERGRC6AmT0RMUd/Ph3/dfRlBNl+2HClizIfpWijdjTy7ZDdfZ+RS38/KC4NaaxyeiIhIHaImT0RM\n07xJAJ/c0QmrBeZvPMzLK/aaXZIAn28/yjNLdgPwxFWJ3JASaXJFIiIicjHU5ImIqfq3CmfKoGQA\nnvxiB0t2aSIWM+05XsxtH2zAMGB4+0ge69VC6+GJiIjUMWryRMR04/skMjw1kkoDhr+/nswTJWaX\n5JWKyhwMfW8tBWUOUqOCeGlwGxratB6eiIhIXaMmT0RMZ7FYmDUqjZSIQArKHAz4+w+cKneYXZZX\nMQyDO+dvZPvRYkID/Hn1+rbEhzQwuywRERGpBrdu8kpKShg1ahSJiYkkJSWxYMGCc+5XXFzMNddc\nQ2hoKKGhoWdsy8rKwtfXlw4dOlR97d2rcT8i7qa+nw9f3HM5IQ382H38FCNnr9dELLXoz8v28Onm\nw/haLbx0bWv6JIb++oNERETELbl1k/fyyy9js9nIyMhg8eLFjBs3jvz8/LP28/PzY8KECSxduvSc\nz9OoUSM2btxY9dWiRYuaLl1EqiGmcX0+u7MLvlYLn+84xqSvdpldklf4ZNMh/rDo9Pd6Qp8WjO7c\nzOSKRERE5FK49WCL+fPnM3PmTAASEhLo2bMnCxcuZMyYMWfsZ7PZ6Nu3L1lZWZf8muXl5ZSXl1fd\nLiwsBMBut2O32y/5+V3BbrfjcDjcph5xPW/OuGtMEH8Z3JqHFm7n+aV7aB8RwNB2EWaXVSPcIef1\nOQXcPi8dgBGpEfyuZzyGsxK7U+sWuoo75Cw1Tzl7PmXsHdwx5+rU4tZNXnZ2NnFxcVW34+Pjyc7O\nvujnKSwspEuXLlRWVjJ06FAmTpyIj4/POfedMmUKkydPPuv+3NzcM5o/Mzkcjqozmr6+bh2hVJO3\nZ3xjYn2+b9eEeVtPMGb+Zj6zlNE2PMDsslzO7JwPF1Vww9ydlNqdXBbVgKe6hlFamE9prVfi2czO\nWWqHcvZ8ytg7uGPORUVFF/0YUyvv0aMHO3bsOOe29PTTnyxbLP+durs643MiIyPJyckhPDycvLw8\nRowYwSuvvMKECRPOuf+TTz7JY489VnW7sLCQmJgYQkNDCQpyj8WAf+rmQ0ND8fPzM7kaqQnKGP4+\nsgmZ09fwQ/ZJbl2wjzUPdSc6uJ7ZZbmUmTkXlzu478M1HCm2kxBSn2k3ptI6OrhWa/AWej97B+Xs\n+ZSxd3DHnG0220U/xtQmb9WqVefdHhsbS1ZWFmFhYQDs37+fQYMGXdRr2Gw2wsPDAQgJCeGuu+5i\n7ty5v9jk2Wy2c34j/fz83CZoOP3JgrvVJK7l7Rn7+cGX915O57+uYt+JEgbMWMvaR3oSWM89PlVz\nFTNytlc6uXXeBjYcLKRRfV9evb4tneM10UpN8vb3s7dQzp5PGXsHd8u5OnW49cQrw4cPZ9q0aQBk\nZmaycuVKhgwZclHPcezYsaqOvLy8nAULFpCWlubyWkXE9Ro38Gfp/d0IaeDHruOnGPzOGhyVTrPL\nqtMMw2DsJ5tZtPMYNl8rrw5py5C2njnmUURExFu5dZM3fvx4SktLSUxM5JprrmHatGmEhIQAMGnS\nJN56662qfTt27Ei3bt3Iz8+nWbNmjB49GoDVq1eTlpZGamoqHTt2JCIigokTJ5pyPCJy8RKaNGDR\nvZdj87Wyct8J7piXrqUVLsGfFu/i3TUHsFpgyqBkRneOOeOyeBEREan73Pq6p4CAAObPn3/Obc88\n88wZtzds2HDO/YYNG8awYcNcXpuI1J7LYhsz79aO3PT+OuamHyK8oY1Xh7Yzu6w6563vsnh2yR4A\nnrwqkQeuSMDHqgZPRETE07j1mTwRkZ/c0D6SN4elAPDXVZk8v2S3yRXVLXPW5zBuwRYA7r08lqf6\ntcTfV78CREREPJF+w4tInXF/93ieHdAKgD98tYu3v88ytZ66YsHmw4z5cCOGAcPbR/LCtck08Hfr\nCzlERETkEqjJE5E6ZWK/ljx0ZQIA4z7dwtz1OSZX5N6+3HGUkXPWU+k0GNymKdOGpRAScPFTMYuI\niEjdoSZPROoUi8XCX4e25daO0TgNuH1eOh+mHzS7LLe0dPdxbpy5DnulQf+Wobx9U3vCAtXgiYiI\neDo1eSJS51gsFmaNSuPm1EgqDbhtbjofbVSj97++2H6U695ZQ5nDSY/mIcwYkUqkhy0mLyIiIuem\nJk9E6iQfq4W5t3XipvaRVDoNbvkgnU82HTK7LLewYPNhbpi5lnKHk17Nm/DeiA7ENm5gdlkiIiJS\nS9TkiUid5WO18OHoTgxLiaDSaTBy9nreW5Ntdlmmmrshh5tnrz99iWZSKO/f0oEWoQFmlyUiIiK1\nSE2eiNRpPlYL80d3Yvh/Lt28a/4mXl6eYXZZpvjrN/u4bW561SQrs0am6QyeiIiIF1KTJyJ1nq+P\nlQ9v68T93eIAGP/5Dp74fDuGYZhcWe2odBo88tlWHl247fQyCamRzBjeXmPwREREvJSaPBHxCFar\nhf+7MYU/9m8JwIvL9zJ6bjrljkqTK6tZpfZKhr+/jtdWZQLw0JUJTL+pPeFBavBERES8lZo8EfEY\nFouFZwYk8/rQtlgt8MGGg/R84zuOF5ebXVqNyM4vode07/jHliP4+Vj488BkXryuNY0a+JtdmoiI\niJhITZ6IeJzf9mjOwjsvo6G/D2sOnKTDKyvZcrjQ7LJcatnu43R6dRVrD5wkuJ4v025IYXyfFtTz\n8zG7NBERETGZmjwR8UjXtW3Kmkd6ENOoHocKy7n8tVXMWnvA7LIumWEYvPh1BldP/4HcUxUkhzdk\n9qg07ukai6+PfqSLiIiImjwR8WCtmway8fFedI1rRKndyZgPNzJq9nqKyhxml1YtBwtKGTD9R574\nYgdOAwa3acrCOzszuF0EFovF7PJERETETajJExGPFtLAn9UPXsmE3i2wWuDDjYdo/8oK1h04aXZp\nF8wwDOZtOEi7qSv59+7j2HysPHlVIrNv6UBSeKDZ5YmIiIibUZMnIh7Px2rhxcFtWHJ/N5o29Ccr\nr5Sur63i0c+2cqrcvc/qHSwo5eb313PLBxs4WWqnTdOGfHBrGs8OTCa4viZYERERkbOpyRMRr3FV\ny1C2/74PA5PDqDTgr6sySXphOV9sP2p2aWcpd1TywrI9tHphOZ9sPoyPBe7rGsuiey/nxtQofKy6\nPFNERETOzdfsAkREalNIA3++vLcrn24+xG8XbOVQYRnXvbOG/kmhTBnUmk4xjUytz+k0+GzrEX7/\nxQ4yck8B0D4ykAl9Erm5QxR+mlxFREREfoWaPBHxSje2j2JAq3Ae++c23llzgCW7c1myexXXt23K\n84Na0zaidse6VToNPtp4iOeX7WHbkSIAmjTw46EeCfymWzxhgbZarUdERETqLrf+SLikpIRRo0aR\nmJhIUlISCxYsOOd+W7ZsoWfPniQnJ5OSksJ9991Hefl/Fz/+8ccf6dChA0lJSfTt25fDhw/X1iGI\niBsLsPny9vBUto7vxaDkcCzAwm1HaTd1BX3/7zsWbD6Mo9JZozUcP2Xn1W8ySX5xObd8sIFtR4oI\n8PfhrstiWDq2G5OubqUGT0RERC6KW5/Je/nll7HZbGRkZJCZmUm3bt3o06cPjRs3PmO/evXq8cYb\nb9C+fXsqKyu55ZZbeOWVV3jqqacwDINbb72VGTNm0Lt3b15++WUee+wx5s2bZ9JRiYi7SQ4P5It7\nLyc95ySP/2s7KzJO8PV/viICbYzu1IzBbZvSLa6xS9aiyy+pYOmeXGatzearncepNE7fH1zPl1s6\nRnPP5bGkRQdrWQQRERGpFrdu8ubPn8/MmTMBSEhIoGfPnixcuJAxY8acsV/Lli2r/u3j40OXLl3Y\nuXMnAOvWrcNms9G7d28A7r//fsLDw7Hb7fj5+Z31muXl5WecBSwsLATAbrdjt9tdeHTVZ7fbcTgc\nblOPuJ4yNke7pgEsvqcLu44V85dvMvls21GOFJUzdcVepq7YS3A9Xwa0CuXy2Ea0jwwiJSKQxg3O\n/jnyvxyVTjLzS9l57BRrDpzk64wTrM8pwGn8d5+24QFc1yackalRtIloiMViweFw71k/5cLp/ewd\nlLPnU8bewR1zrk4tbt3kZWdnExcXV3U7Pj6e7Ozs8z7m1KlTzJgxgxdffPGczxEYGEhgYCCHDx8m\nNjb2rMdPmTKFyZMnn3V/bm7uGc2fmRwOB/n5+QD4+rp1hFJNythcIRZ4rlcEf+gexqfbT/BVxknW\nHjpFQZmD+ZuOMH/Tkap9Qxv40qS+L43q+RJczweAEruTU3YnhWUOsgsqsP9vR/cfsUH+dI2uT4+m\nVvq3iSawvg0oIze3rLYOU2qJ3s/eQTl7PmXsHdwx56Kioot+jKmV9+jRgx07dpxzW3p6OsAZlysZ\nxtl/KP0vu93OiBEjuPrqq7n++uur7v/5JU/ne54nn3ySxx57rOp2YWEhMTExhIaGEhQUdN7Xry0/\ndfOhoaHnPBspdZ8ydh+PREXwSD+wOypZtCuXRTuPsTu3hIzcUxwuqiC3xEFuyfnPutl8rcQ1qkfz\nJg3o0iyIXs2b0LFZMDarQW5urnL2cHo/ewfl7PmUsXdwx5xttosfm29qk7dq1arzbo+NjSUrK4uw\nsDAA9u/fz6BBg865r91u5+abbyYyMpLXXnvtrOf4SVFREUVFRURGRp7zeWw22zm/kX5+fm4TNJz+\nZMHdahLXUsbuxc/Pjxs7NOPGDs2q7ss5WcqmQwUcL64g95Sd/NIKLEB9Px8C/H0JrOdDYmgArcMa\nEhLgf9Z4Prvdrpy9hHL2DsrZ8ylj7+BuOVenDvc4B/kLhg8fzrRp05g5cyaZmZmsXLmSt95666z9\nHA4HI0eOJCQkhOnTp59x5q5Tp06UlZWxYsUKevfuzdtvv83QoUPdJjQRqbuaNapPs0b1zS5DRERE\n5Axu3eSNHz+eu+66i8TERKxWK9OmTSMkJASASZMmERUVxdixY5k/fz4LFiygffv2pKWlAXDFFVcw\nbdo0rFYrc+bMYezYsZSWlhIdHc2cOXPMPCwREREREZEaYzF+baCblyssLCQ4OJiCggK3GpN3/Phx\nwsLCdEbSQylj76CcvYNy9g7K2fMpY+/gjjlXpx9x68XQRURERERE5OKoyRMREREREfEgavJERERE\nREQ8iJo8ERERERERD6ImT0RERERExIO49RIK7uCnyUcLCwtNruS/7HY7RUVF2Gw2t5n1R1xLGXsH\n5ewdlLN3UM6eTxl7B3fMuTp9iJq8X1FUVARATEyMyZWIiIiIiIj8Oq2T9yucTieHDh0iMDAQi8Vi\ndjnA6W4+JiaGAwcOuM3afeJaytg7KGfvoJy9g3L2fMrYO7hjzj+1a0FBQRfcj+hM3q+wWq00a9bM\n7DLOKSgoyG3+80nNUMbeQTl7B+XsHZSz51PG3qGu56yJV0RERERERDyImjwREREREREP4vP0008/\nbXYRcvF8fHzo3bs3vr664tZTKWPvoJy9g3L2DsrZ8ylj7+AJOWviFREREREREQ+iyzVFREREREQ8\niJo8ERERERERD6ImT0RERERExIOoyRMREREREfEgavJMtmfPHrp3705SUhKXXXYZ27dvB+Chhx4i\nPj4ei8XC1q1bz3rcxx9/zG9+8xsAPv/8c5KTk0lMTOTGG2+kuLgYgOLiYq655hpCQ0MJDQ2tvYOS\nM9RkxgDZ2dkMHjyYVq1akZyczN/+9rfaOTA5w6XmfL73q97L7qMmcwa9n93BpWa8ZcsWevbsSXJy\nMikpKdx3332Ul5dX7XfTTTcRFRWFxWI542e51K6azjk/P59bb72Vli1b0rp1a5544olaOzb5r0vN\nOTMzk06dOtGhQwdSUlIYPnw4+fn5QB343WyIqfr06WO89957hmEYxscff2x07drVMAzDWLlypXHg\nwAEjLi7O2LJly1mPu+WWW4yvvvrKKCoqMsLDw40dO3YYhmEYDzzwgPHEE08YhmEYZWVlxtKlS430\n9HSjSZMmtXNAcpaazNjpdBodO3Y0Pvroo6rbhw8froWjkp+71JzP937Ve9l91GTOej+7h0vNePfu\n3camTZsMwzAMh8Nh3Hzzzcbzzz9ftd+SJUuMo0ePGoBRVFRU8wck51TTOQ8dOtSYOnVq1e1Dhw7V\n4NHIL3HFz+ySkpKq+x9++GHj0UcfNQzD/X83q8kz0dGjR43g4GDDbrcbhnH6F3rTpk2NzMzMqn3O\n9Z+voqLCiIuLM8rLy42PPvrIGDRoUNW2bdu2GXFxcWfsn5mZ6Zb/+bxBTWe8ZMkS44orrqjx45Dz\nc0XOPznf+1XvZXPVdM56P5vPlRn/ZOrUqcbdd9991v1q8sxT0znv2bPHiI2NNSorK2vuIORXuTpn\nh8Nh3H333cbjjz9+xv3u+rtZl2ua6MCBA0RFRVUttGixWIiNjSU7O/u8j1u+fDndu3fH39+f7Oxs\n4uLiqrbFx8dz8OBBnE5njdYuF6amM96+fTthYWGMHDmStLQ0brjhBvbt21ejxyRnc0XO4v5qOme9\nn83n6oxPnTrFjBkzGDx4cI3VLBevpnPevn07MTExjB07lo4dO3L11VeTnp5eMwcjv8hVOVdUVNCh\nQwdCQ0PJyMhg0qRJNV67K6jJM5nFYjnjtnEBa9N/9tln3HDDDb/4HOJeajJju93O0qVL+eMf/0h6\nejoDBw5k5MiRl1awVIsrchb3V5M56/3sHlyVsd1uZ8SIEVx99dVcf/31Lq1RLl1N5my32/n+++8Z\nNWoUGzZs4PHHH2fw4ME4HA7XHYBcEFfk7O/vz8aNGzl69CitWrXirbfecnmdNUFNnoliYmLIycmp\netMbhsGBAweIjY39xccYhsHixYsZOHAgALGxsWRlZVVtz8rKIjo6GqtV0bqDms44Li6OtLQ02rZt\nC8Btt93G+vXrqaysrLmDkrO4ImdxfzWds97P5nNVxna7nZtvvpnIyEhee+21Gq9bLk5N5xwXF0d0\ndDR9+vQB4JprrqGiooKcnJwaOiI5F1f/zPb39+fOO+9k9uzZNVazK6kTMFF4eDhpaWnMmTMHgE8/\n/ZT4+Hji4+N/8TFr1qyhdevWNGzYEIABAwawdu1adu7cCcCbb76pT37dSE1nPHDgQA4ePMjBgwcB\n+Oqrr2jXrh0+Pj41eFTyc67IWdxfTees97P5XJGxw+Fg5MiRhISEMH36dF1t44ZqOudOnToRFBTE\n5s2bAVi3bh0A0dHRNXREci6uyDk7O5tTp04B4HQ6+eijj2jfvn2N1+4StToCUM6yc+dOo2vXrkbL\nli2NTp06GVu3bjUMwzDGjRtnREdHGz4+PkbTpk2NFi1aGIZhGL///e+Nv//972c8x8KFC41WrVoZ\nLVq0MIYOHWoUFBRUbUtLSzMiIiIMq9VqREdHG7fddlvtHZwYhlHzGX/11VdGamqq0b59e6Nnz55V\nzy+1yxU5n+/9qveye6jpnPV+Nt+lZjxnzhwDMNq3b2+kpqYaqampxrhx46q2Dx482IiOjjYAIyoq\nyujVq1etHp+cVtM5r1271ujSpYuRkpJidOnSxfjmm29q9wDFMIxLz/mLL74wUlJSjJSUFKNt27bG\n6NGjjdzc3Krt7vy72WIYF3BxqriNtm3bsnz5csLDw80uRWqIMvYOytk7KGfPp4y9g3L2Dp6Us5o8\nERERERERD6IxeSIiIiIiIh5ETZ6IiIiIiIgHUZMnIiIiIiLiQdTkiYiIiIiIeBA1eSIiIiIiIh5E\nTZ6IiEgN6t27N4888ojZZYiIiBdRkyciIiIiIuJB1OSJiIiIiIh4EDV5IiIiLnLq1Cluv/12GjZs\nSGRkJK+88soZ2998801atmxJvXr1aNq0KTfddJNJlYqIiCfzNbsAERERTzF+/HiWL1/OP/7xDyIi\nInjqqadYv349HTp0YN26dTz00EPMnj2b7t27k5eXx6pVq8wuWUREPJDFMAzD7CJERETquuLiYpo0\nacL777/PiBEjAMjLy6NZs2bcd9999OzZkzvvvJOcnBwCAwNNrlZERDyZLtcUERFxgb1791JRUUG3\nbt2q7gsJCaFVq1YA9O/fn7i4OJo3b87o0aP54IMPKCkpMatcERHxYGryREREXODXLowJDAxkw4YN\nzJs3j8jISCZNmkRqaionT56spQpFRMRbqMkTERFxgcTERPz8/Pjhhx+q7svPz2f37t1Vt319fenX\nrx8vvfQSmzdvJisri6+//tqMckVExINp4hUREREXaNiwIXfffTfjx4+nSZMmNG3alIkTJ2K1nv48\n9fPPP2ffvn307NmTxo0b8+WXX+J0Oqsu5xQREXEVNXkiIiIuMnXqVIqLixkyZAiBgYE8/vjjK0wS\nlgAAIABJREFUFBQUANCoUSMWLFjA008/TVlZGS1btmTevHm0bdvW5KpFRMTTaHZNERERERERD6Ix\neSIiIiIiIh5ETZ6IiIiIiIgHUZMnIiIiIiLiQdTkiYiIiIiIeBA1eSIiIiIiIh5ETZ6IiIiIiIgH\nUZMnIiIiIiLiQdTkiYiIiIiIeBA1eSIiIiIiIh5ETZ6IiIiIiIgHUZMnIiIiIiLiQdTkiYiIiIiI\neBA1eSIiIiIiIh5ETZ6IiIiIiIgHUZMnIiIiIiLiQdTkiYiIiIiIeBA1eSIiIiIiIh5ETZ6IiIiI\niIgHUZMnIiIiIiLiQXzNLsDdOZ1ODh06RGBgIBaLxexyRERERETEixiGQVFREVFRUVitF3aOTk3e\nrzh06BAxMTFmlyEiIiIiIl7swIEDNGvW7IL2VZP3KwIDA4HT39SgoCCTqznNbreTm5tLaGgofn5+\nZpcjLqJcvYNy9h7K2rsob++hrL2DO+VcWFhITExMVV9yIdTk/YqfLtEMCgpyqyavvLycoKAg0//T\niesoV++gnL2HsvYuytt7KGvv4I45X8zQMU28IiIiIiIi4kHU5ImIiIiIiHiQ/2fvvqOjLNM+jn+n\nZdJ776QBgSSE3psISFFUlEUFFRS7Arb13VUX1xXX3lBxFQGx0QSxIIhIl9B7SSAJqaSSXqa9fwRQ\nBJUyyTOZuT7n7DlLMjP3L7lm4lzz3EWaPCGEEEIIIYSwI9LkCSGEEEIIIYQdkSZPCCGEEEIIIeyI\nNHlCCCGEEEIIYUfkCAUhhBBCCCGEzTKazBwvq6Wy3ghAgJsTEd4uqNUXf6SAo3GYJm/o0KEUFhai\nVqvx8PDg7bffplOnTkrHEkIIIYQQQvxOfkU9X+zOY9GeAnblVdBgNJ/zfVedmq4R3oxODGZsSgjR\nvq4KJbVNDtPkLVy4EG9vbwCWLVvGpEmT2Llzp8KphBBCCCGEEGecrGrg+dVHmf1LNgaT5ezX9Vo1\n3i46sFgorTVQazCz/ngZ64+X8cQ3BxmVGMTjg2LpF+OnYHrb4TBN3pkGD6CiogK1+sLLERsaGmho\naDj778rKSqDp1HuDwdC8IS+SwWDAaDTaTB5hHVJXxyB1dhxSa8ci9XYcUuvmYbFY+HRXPo8sP0hV\ngwmApGB3hiX4MzjWl+RQT3xcnVABDUYTe/KrWHmkhNXpJezIq2TFwZOsOHiSoQn+/HdkWzoEeVxR\nHluq8+VkcJgmD2DixImsXbsWgJUrV17wNjNnzmTGjBnnfb2kpOSc5k9JRqOR8vJyALRahyqhXZO6\nOgaps+OQWjsWqbfjkFpbX53BzBOrs1l6qAyABF89d3cOYEx7f1ydNE03qq/iVP2v94l3h/guPjzU\nxYeDRbW88Us+32dUsOpoCWvSS7i3axDTeoXioru8fSZtqc5VVVWXfB+VxWKx/PXN7Mu8efP48ssv\n+e6778773oWu5EVERFBSUoKnp2dLxvxDBoOBkpIS/P390el0SscRViJ1dQxSZ8chtXYsUm/HIbW2\nrrLaRm6Yt5PN2afQqGBy93CeGhxLmJfLJT/WwZNVPLL8IOuONzVnMb4ufHFbKp1CL/09vC3VubKy\nEn9/fyoqKi66H3HIJg/AxcWF3Nxc/Pz+fN5uZWUlXl5el/RLbW4Gg4Hi4mICAgIUf9IJ65G6Ogap\ns+OQWjsWqbfj+LNal9c28v6WbDZllrGvoIpgTz2pYV5M6BJOnza+CiW2XUVVDQx6bzMHT1bjodfy\nyuj23NEtEiftlZ3y9vnOPB5Ztp/imkacNCpeGZ3Ig33boFJd/G6ctvSavpx+xCGuMVdWVlJdXU1o\naCgAX331FX5+fvj6yotNCCGEEEJcGYvFwhe78pm6fD9F1Y1nv37iVB1pJ04xe0s2oxODeHNMR9r4\nyS6QAKfqDAz74BcOnqwm0N2Jt6/vyE0poZfUiP2R8Z3DuDrBn5vm7+DnY6U8vOwAq4+WMP+W1KbN\nWxyAQzR5FRUV3HjjjdTV1aFWqwkICOCbb76xypNICCGEEEI4tn9+f5gX1mQA0MbXhRuTQmgX5E5F\nnZGfj5Xy7aGmTUE2ZJbx/V3d6Rnt2Bca6g0mRn+Uxu78Svxcdcwem8yYpBCrjuHvruen+3oxc00G\nz/5whBUHT5L8ys98f3dPOgRf2aYsrYFDNHkRERGkpaUpHUMIIYQQQtiZF9ekn23w7uoRwVNXxRPj\n53b2+9MHxrInr4K/LdjJ4aJqBr63hYUTu3Bth2ClIivKYrFwz+K9bMwsw0Ov5Z3rk6ze4J2hUqn4\nvyHxDI7358a528g5VU+PNzfwxW2dGWXnv/8rm/AqhBBCCCGEg/pyVx5PfXcYgIf6RvPmmI7nNHhn\npIR5sW1qPwbG+tFgNHPz/B1szS5v6bg24c0NmczfnotGBf8d2Y5xqaHNPmbPKB/2PDqAruFe1DSa\nuO7jbbz0Uwb2vDWJNHlCCCGEEEJcopNVDdy/dB8AE7qE8Z9r2uPq9MeT5Nz1Wlbf05NBcU2N3sgP\nt5JdVttScW3CpswyHltxEICp/WOY3COqxZZP+bvr2fRQX25JDcNsgSe/PcTEz3fRaDS3yPgtTZo8\nIYQQQgghLoHFYuHBZQcpqzWQEODG89e0w8P5r1dBaTVqlt3ZjXaB7pTWGhjx4VYMJvtsMn6vvLaR\nWz7dicls4Zp2gfxzSPwV76J5qZy0ahbcmsqLI9uhVsGCHXn0n7WJkmrbOAvbmqTJE0IIIYQQ4hJ8\nn3GK5QdOolGr+NfQBCJ9Ln7HTE9nHT9M6YGnXsvBk9U8+vXBZkxqGywWC1MW7eVEeR0R3s7MHNEO\nb1cnRbKoVCqeHBzPsju74eakYeuJU6S+tp5DJy/9wHFbJk2eEEIIIYQQF8lktvDfjfkA3N41nJtS\nLn1NWaSPKx/enAzAOxszWX20yKoZbc0Xu/JZvLcAjVrF88PbkRLmpXQkRncIZuvDfQnzcia3op7u\nb2xg9RH7qYM0eUIIIYQQQlykz3fnk1FWj6dey0N92qDVXN7b6Zs6hXFblzAswKQv9lBnMFk3qI0o\nrWnkkWX7AbirewTjO4cpnOhXHUI82T29P6lhnlQ3mrjmf1t5f3OW0rGsQpo8IYQQQgghLoLBZOb5\nH5uOS5jQOYSUMM8rerxZNyQR5O5EbkU9T6ywz2mbj359gOKaRmL8XHlqSDy6y2yKm4u/u54tD/fl\n+o7BmCxw35J9TF22H5O5de+8aVu/ZSGEEEIIIWzUgh25HC+rw9tZw5QekVe8M6Sns45ZNyYB8P6W\nbPblV1gjps348Wgx87bnogKeHhJP1CWsXWxJeq2GJXd05e+DY4GmKbQ7clt3LaTJa2Uq6w0M+18a\n2/KqlY4ihBBCCOEwLBYLb23IBOCm9j60D/awyuPekBTC8LYBGM0WJi/cYzdnt9U2GpmyaC8AN3cK\n5dYu4Qon+nMqlYqZIxOZ+7dO/GNIAl3DlV83eCWkyWtl/vXDUdYeK2PswiO8vyXbbv4QCCGEEELY\nss1Z5ezOr0SvUTE20c9qj6tSqXhvbDJOGhXbcir4cne+1R5bSc/+cJTMslqCPPQ8c7XtTdP8I7d3\ni2DG8Lao1S1zfl9zaR2/bXHWjGFtGdEuAKMZHl5+iDu/2E2D0T4X6gohhBBC2IpZm7IAGJrgT2KQ\nm1UfO9rXlYf7xQDw1LeHMLbys/P25lfy2rpjADw1OI7E4CtbuygunTR5rYyHs5avbu/MtJ7BqIB5\n23Pp/dYm8irqlI4mhBBCCGGXCirrWbSn6Qrb2KRg1Fe4Fu9C/jEkHh8XHVnldbz88zGrP35LsVgs\nPLJsP2YLDIn3564ekUpHckjS5LVCKpWKx/qEsWRiKp56LTvzKkh5ZR0bjpcqHU0IIYQQwu7M3ZaD\n0WwhOcSD0R2CmmUMbxcdzw1vC8DLa49RUdfYLOM0t6X7Cvj5WCl6jZpHB8bgptcqHckhSZPXio1K\nDGLHtH7E+7tRWmtg0HtbeGP9MVmnJ4QQQghhJRaLhU925AIwpmMw7s3YtNzTK4pYP1fK6ww8+e3h\nZhunudQZTDx2+iiIiV3DGZoQqHAixyVNXisXF+DOrun9GZUYiMlsYdryg4ydt52qeqPS0YQQQggh\nWr3deZUcOlmNk0bFDUkhzTqWTqPm1Ws7ADA3LYfM0ppmHc/aXlt3jKyyOoLcnXh8UGyr37ykNZMm\nzw646bV8Pak7M0e0Q6NWsXRfIamvreNAYZXS0YQQQgghWrVPdzZdxesf40fHkObfQOTaDkH0ifah\nwWTmoa/2N/t41pJXUccLpw+Kf6hvG+ID3BVO5NikybMTKpWKv18Vz0/39iTQ3YljpbV0fX09n2zP\nUTqaEEIIIUSrZDJb+GxXHgDD2wWiaYErUyqVijfGdATgu0NFbM8pb/YxreHv3x6i1mAiJdSTB/pE\nKx3H4UmTZ2f6x/qz//GB9I72od5oZuLnu7nrSzlmQQghhBDiUq3NKKGgsgEvZy03JAe32LhdI7y5\nMTkECzB12YEWG/dybckqY8GOPFTAYwNi8HZ1UjqSw5Mmzw4FuOtZ/0AfHhsQgwr4KC2H7m9sIKus\nVuloQgghhBCtxuK9BQAMjvMn2se1Rcc+swxnU1Y5Kw+dbNGxL4XZbOGR043o6A5B3NwpTOFEAqTJ\ns1satYqXr+3A8knd8HLWsregipRX1rHiQKHS0YQQQgghbJ7ZbGH5/qb3TYPj/FE1w9l4fyY+wJ3J\n3SMAePybQza7e/onO3LZlnMKNycNjw6IwUkr7YUtkCrYudEdgtn72ACSgj2obDBy7ZxtPLHiICaz\nbf6hEEIIIYSwBVtPlFNY1YCbk4ZRzXQ23l+ZMawtzlo1+wur+HRnniIZ/kxVvZG/f3sIgMndI+kX\n46dwInGGNHkOINLHlW3T+jHp9KdBL/98jAGzNlFU1aBwMiGEEEII27Ts9FW8vm18ifR2USRDsKcz\n0wfEAvDP7w9jNJkVyfFHXliTTmFVAxHezkztH9PiVzvFH5Mmz0HotRo+GteJeeM74aJTsymrnI6v\n/MzmzDKlowkhhBBC2BSLxcJX+5qavIGxfoqe9/bk4Fi8XXRkl9fx9sZMxXL83rGSGl5bdxyAaf1j\naOPXsmsWxZ+TJs/BTOwawfap/Wjj60JxdSMD39vM3LQTSscSQgghhLAZh4uqSS+pQadRMTJRmama\nZ3g663jm6ngAZq7JoLbRqGieMx5bcZBGk5mekd5nZ4sJ2yFNngNKDPZk72MDGd42AIPJwp1f7uGx\nrw9glnV6QgghhBBnN1zpFuFN+0DlD/W+v080YV7OFNc08vzqdKXjsOpIEcv2F6JRwfQBMXi5yJEJ\ntkaaPAflrtfy7V09mD4gBoBX1x3n2jlp1DTYxqdDQgghhBBKWXmkGIB+bXzRapR/u6zXapg5oh0A\nb2/MpLRGuX0V6g0mHli6H4CbU0IZkxSiWBbxx5R/1grFqNUqXr22A3PGpaDTqPj2UBG9395ESbVs\nyCKEEEIIx1RZb2DT6T0LBsX5K5zmV7d0DicxyJ3qRhNPfHNIsRz//SmDjJIaAtyceHxQLDobaILF\n+RyiKvX19YwZM4aEhAQ6derE8OHDycrKUjqWzbizeyQ/3tPr9Hl6lfR4ayO5p+qUjiWEEEII0eJ+\nSi/BaLYQ6e1Cr2gfpeOcpVGreGV0IgDzt+dyqLCqxTNklNQw86cMoGmaZmq4d4tnEBfHIZo8gClT\npnDkyBF2797NqFGjmDJlitKRbEr/WD+2PNyXIHcnjpfW0u2NDRwpqlY6lhBCCCFEizozVbNXtA+e\nzjqF05xreLtAhsT7YzRbuGfx3hYd22Kx8ODSfTQYzfSI9OauHpEtOr64NFqlA7QEZ2dnRowYcfbf\nPXv25I033rjgbRsaGmho+HW6YmVlJQAGgwGDwdC8QS+SwWDAaDRaPU+crzObHuzFVbPTyC6vo9db\nG/h+cjc6h3tZdRxxYc1VV2FbpM6OQ2rtWKTe9sFisbDy0EkAeoR7XLCeStf6tdHtSH1jExsyy1i0\nM4cxScEtMu7ivYX8cKQYJ42Kx/pH4aVX2/XzXek6/z7LpXKIJu/33nrrLUaPHn3B782cOZMZM2ac\n9/WSkpJzmj8lGY1GysvLAdBqrVtCF2DF3+K5aeFRjpTWM+SDrSy6KYHkYDerjiPO15x1FbZD6uw4\npNaOReptHzJK68k+VY9OraJHgIbi4uLzbqN0rf1UcGenAD7cWcS0rw/Q2U+Fi655J+dVNZiY/vUB\nAMYl+tD9D3439kTpOv9WVdWlT81VWSwWh9o3/4UXXmDFihWsWbMGV9fzD2280JW8iIgISkpK8PT0\nbMmof8hgMFBSUoK/vz86XfNMI6isNzL0f2nszKvEU69lzT3dSAmVK3rNqSXqKpQndXYcUmvHIvW2\nD29tzOKxbw7TPcKLn+/tccGdNW2h1pX1RhJfWU9RdSP39YzgzTEdmnW8KYv3MXd7HuFeelbd1Y24\nAOWPlWhutlDnMyorK/H396eiouKi+xGH+qjplVdeYenSpfz4448XbPAA9Ho9er3+vK/rdDrFC/xb\nWq22WTP56XSsvb83A9/dzK68Sq7+3zY2PNCHjiG20ejaq+auq7ANUmfHIbV2LFLv1m/d8aYrNz2i\nfHBxPv/94BlK19pPp+P9scncMHc7H6TlMrlXNF2aaROUFQcKmbs9DxXwzNVtaR9qO5vRNDel63zG\n5YzvMBuvvPbaa3z++eesXr0ab2/ZCehieDrrWHtfb5JCPDhVZ2TAu5s5WFipdCwhhBBCCKszmsys\nO14KQM8o229krk8KYXRiECazhds+3UWj0Wz1MYqrG7h7UdMGL7d2DmNit3CrjyGah0M0ebm5uTz6\n6KOcOnWKQYMG0alTJ3r06KF0rFbBy0XHuvt7kxjkTlmtgUHvbSGnXI5XEEIIIYR92ZlXQWW9EQ+9\nlkGxtnM+3p95f2wyXs5aDhdVM235Aas+tsls4dZPd3KyqoEYX1eeGZqAXqux6hii+ThEkxceHo7F\nYuHYsWPs3r2b3bt3s3XrVqVjtRo+rk6sf6APMX6uFFU3MvDdzZTXNiodSwghhBDCan5KLwGgS7gX\nwZ5/PFXTloR6OTNnXAoA727O4ruDJ6322M+tOsrqoyU4a9XMHNmOeAdYh2dPHKLJE1fOz82Jtff1\nItDdieNltVw9+xfqDCalYwkhhBBCWMXajKapml3DvVCpVAqnuXg3JIdyZ7cIAG79bCfHSq78nOMl\ne/P5949HAfjHkHjGJode8WOKliVNnrhokT6u/HhvL9ydNOzIreD6j7dhMjvU5qxCCCGEsEONRjMb\nMpuavF7RvgqnuXTv3NCRpOCmPRSunv0Lp+ou/2y3DcdLufXTXVgscFNKCFP7x6BWt56mVzSRJk9c\nkqQQT76e1A2dRsUPR4qZsmiP0pGEEEIIIa7I1hPl1BnM+Ljo6B/T+po8VyctK6f0JNDdicyyOq5+\nfwuV9Zfe6G3NLufaOdtoMJoZGOvHm9d1xF3vUJvx2w1p8sQlGxQfwCfjU1EBc9JyePXnDKUjCSGE\nEEJctt9O1fRzc1I4zeUJ9XJm5d09cXPSsD23gn7vbKK05uL3UPj24EkGv7eFU3UGOoV6MntsEiFe\nzs2YWDQnafLEZRmXGsZzw9sC8OQ3h6y60FcIIYQQoiVtOH10QudWth7v91LDvVh3f2+8nLXsLagi\n+ZWf+Tmj5E/v02A08X/fHeK6j7dRazDRO8qHBbd0JiHQo4VSi+YgTZ64bP8YEs+4TqGYLDDukx0c\nKqxSOpIQQgghxCUxmMxszmo6BL17pO2fj/dXukR4s+nBPoR5OpNf2cCg97Zw64KdpJ0oP+d21Q1G\nPtiSTcor65i5JgOT2cK1HYL4fEJnOoRIg9faySRbcdlUKhXzxnfiWEkN23MrGP6/rex6tD++rq1z\nmoMQQgghHM+uvApqDSY89Vr6Rrf+Jg+gQ4gnh54cxJRFe/hidz6f7crjs115+LjoiPVzpaLeSFZ5\nLQZT0wZ6vq46/j44jvt6R8saPDshV/LEFdFrNXx7Vw9CPPWcOFXHyA+3YjSZlY4lhBBCCHFRNhwv\nAyAlzJMAj9ZxPt7F8HDW8vmELqy7vxcj2gei06gorzOwPbeC9JIaDCYLkd4uTO3fhlVTevL4oDhp\n8OyIVFJcsUAPPSvv7knPtzbwS/Yp7l+yjw9uTlE6lhBCCCHEXzqzHi81tHWvx/sj/WP96R/rT2Wd\ngbScUxwqqsJFq6FdoDsdgj3wkRlYdkmaPGEVyaGezB+fyk3zd/C/rSfoGuHFlF7RSscSQgghhPhD\nZrOFjZlNV/K6hHspnKZ5ebroGJIQwJCEAKWjiBYg0zWF1YxNCeWpq+IAeOir/WzJKlM4kRBCCCHE\nHztcVE1prQFnrZqBcX5KxxHCaqTJE1b1/PB2XNMugEaThevmbKOgsl7pSEIIIYQQF7Qhs2mqZlKI\nB2FeLgqnEcJ6pMkTVqVWq/hiQhfi/F0prmnkmg+20mA0KR1LCCGEEOI8Z45O6BTqhUZtf+vxhOOS\nJk9Ynaezju/v7omHXsuegkomfbEbi8WidCwhhBBCiHNsOd3kJcm5cMLOSJMnmkWcvxtfTuiMWgWf\n7crntXXHlY4khBBCCHFWaU0j6SU1APSPkfV4wr5IkyeazTXtg3j+mnYAPPnNQdakFyucSAghhBCi\nyS/ZTVfxon1cSAh0VziNENYlTZ5oVn8fHMeNySGYLHDj3O1kldUqHUkIIYQQ4myTlxTiiYtOo3Aa\nIaxLmjzRrFQqFZ/ckkqHYA8q6o0M/+AXahqMSscSQgghhIPbki3r8YT9kiZPNDsXnYbv7+qBr6uO\nI8U1jF+wUzZiEUIIIYRiTGYLW083ed0ivBVOI4T1SZMnWkSEjwtf3dENrVrFioMnmbHqqNKRhBBC\nCOGgDp6sorrRhKtOQ582vkrHEcLqpMkTLaZ/rB9vXNcBgOdWHWX5/gKFEwkhhBDCEZ05OqFDsDv+\nbk4KpxHC+qTJEy3qgb5tuKNbBBbg1k93cehkldKRhBBCCOFgfrvpikolh6AL+yNNnmhxs8cm0z3C\nm5pGE8M++IWiqgalIwkhhBDCgZzddCVYNl0R9kmaPNHinLRqVkzuTpinMzmn6hn83maq6mXHTSGE\nEEI0v7LaRg4XVQMwME4OQRf2SZo8oYhADz1r7++Fj4uOAyerGfHhVhqMJqVjCSGEEMLOpZ04BUCk\ntwvtAuVKnrBP0uQJxcQHuPPDlB646NRszCxj3PwdmM1ytIIQQgghms+ZTVc6hnjgLIegCzslTZ5Q\nVLdIH5aePlph+YGTTFm0R87QE0IIIUSz2ZJdBkCyrMcTdsxhmryHH36Y6OhoVCoV+/fvVzqO+I3h\n7QKZMy4FFfBRWg73Lt4rjZ4QQgghrM5strD19HTNzuFeCqcRovk4TJM3duxYNm7cSFRUlNJRxAVM\n6BrBuzcmoQI++OUEdy3cI1M3hRBCCGFVh4qqqaw34qxV0ydaDkEX9kurdICW0r9//4u6XUNDAw0N\nv27pX1lZCYDBYMBgMDRLtktlMBgwGo02k8daJncLw2wy8eCyg8xJy6GkuoFPb+mEXusYn0XYa13F\nuaTOjkNq7Vik3q3DpuMlACQGuuHrormsekmtHYMt1flyMjhMk3exZs6cyYwZM877eklJyTnNn5KM\nRiPl5U2LhrVa+yrhmFgXjMOjeHRVNl8fLGLwu5uYMyYOXxf7+jkvxJ7rKn4ldXYcUmvHIvVuHdYf\nLQQg3kdLWWnJZT2G1Nox2FKdq6qqLvk+8sz8naeeeorp06ef/XdlZSURERH4+/vj6empYLJfnenm\n/f390el0CqexvvsGBtAm2I+/fbqbbfk1DF9wmK8ndbX7A0vtva6iidTZcUitHYvUu3U4UJoOQKcI\nfwICAi7rMaTWjsGW6qzX6y/5PtLk/Y5er7/gL1Kn0yle4N/SarU2l8maRieFsfkhd0Z+mEZeZT29\n397CK9cm8kCfps1zlJJfUc8v2eUcLqoms6yWrLJaMstqKa1tpKbRhNkCOrUKd72GADc9YV7OxAe4\n0THYk97RPiSFeKJR/3F+e6+raCJ1dhxSa8ci9bZt9QYT+wubroj0bHNlb9yl1o7BVup8OeNLkyds\nVkqYF3seG8CYj9PYmFnOQ1/tZ9n+QmaPTSbW363Zx7dYLBwpqmbV0WI2ZpbxS3Y5Oafq//J+JrOF\neqOZkhoDh4qq+TH91+kg7k4aekb5MCjOnxuTQ2gb6N6cP4IQQgghTtudX4nRbMHHRUenUNuYnSVE\nc3GYJu+BBx5g+fLlFBYWMmTIENzd3cnIyFA6lvgLfm5OrLu/DzPXpDNj9VHWpJeQ+NJapg2I5fGB\nsfi5OVl1vPLaRtakl/DDkWJWHS3mRHndOd9XqyDOz434ADdCPZ0J83Im0seFMC9nvPQ6tBoVBrOZ\nynojBZUNZJfXklVWx6GTVewrrKK60cSP6SX8mF7CP74/TLtAd8Z1CuXmlFDi/Zyt+rMIIYQQ4lfb\nc5qOTkgMcsfLRa7ACfvmME3erFmzmDVrltIxxGVQq1X84+oExnQMZtLCPaSdOMV/f8rg7Y2Z3NMz\nirt7RtI+6PLW69UbTGzOKmdNejFr0kvYlnOK357c4KRR0SnMi27h3iSHejAozp8oH1ecLmPHT6PJ\nzJasMn44UsLajBK25pzicFE1M1YdZcaqo3SL8GJ8ojeT+vjiJdM/hBBCCKvadrbJ81B06YcQLcFh\nmjzR+nUI8eSXh/vy2c48nlt1lKMlNby+/jivrz9OcogH17QLol+ML0khHoR7uaD+zdo3i8VCVYOR\nI0U17MmvYG9BFXvyK0g7cYp6o/mccdr4utAzyodeUT5c0z6QNr5uf7qO7mJpNWr6xfrTL9YfgJLq\nBuZvz2XZ/kI2Z5WxLaeCbTkVPLM2l4ldw3mkfwwJATKdUwghhLCGbb+5kieEvZMmT7SKbdMYAAAg\nAElEQVQqKpWKW7uEMz41jC/35PH+5mw2ZZaxt6CKvQVV/Hdt0+3UKvB1dUKvVWMyWzhVZzivmTvD\n382JbhHedI/wZkCsL90jfXDTN/9Lw99dz/SBsUwfGMuJ8lpe+zmDhbvzKag28O7mbN7dnM3wdgE8\nNiCWwfH+8qmjEEIIcZmq6o0cLqoGoE8bOQRd2D9p8kSrpFarGJ8azvjUcPIr6vhsZx4/HyvlcFE1\nWeV1mMwWSmoaz7ufj4uO+AA3EvzdiPN3IzXciz7RPvi6OinaREX6uPLyqPY81t2PzSfNvLPlBBuP\nl7HycDErDxeTGOTOowNiuaVzGM46jWI5hbgcJrOFY6U1HDpZTaPJjFoF7QI9aB/ofs4VdyGEaC47\n805hsUCQh57Ey1ziIURrIk2eaPVCvVx4bFAcjw2KA6CmwcixkhoKquqpM5jRqFV46LWEezsT4KbH\nQ6+12TeWapWK65OCublzBAcKK/n36nSW7y/k4MlqJi/cw5PfHuT+3tHc36cNQR6XfmaKEC3FZLaw\n8nARn+/K4+sDJ6lqMJ53Gw+9lrHJITw6MJYOdn4OphBCWdtOVACQGOjeIrN1hFCaPMuF3XHTa0kO\n8yIZL6WjXJEOwZ58MaELpdUNvLzuGHO35XKyqoHnVqcz86cMxqeGMX1ADCmhrfvnFPbFaDLzyY5c\nXvwpg6PFNWe/rteoifFzxUWnptFkIaOkhqoGIx9vy+HjbTnc2jmMWTckyY53QohmsT33101XhHAE\n0uQJYeP83PW8ODKRfw9vx5y0HN7ZmMn+wirmb89l/vZcekf7MLV/DGM6BqPTXPqun0JYy9qMEh7+\nav/Zw4Y99VpGtA9kaEIAw9oFEujuhPb0c7TBYGLlkWLe2nCctRmlfLozj58zSll8R1d6Rvko+WMI\nIezQmU1XOsqsAeEgpMkTopXQadTc0yuKe3pFseZoMf/9KYOfMkrYnFXO5qwdBHvoub9PNHf3iCTY\nU87cEy2nttHI9K8PMntLNgBezlpu7xrB5B4RJIV4XnC9q16n4bqOwVzXMZi1GcVM+Gw3eRX1DHp3\nMysmd2dIQkBL/xhCCDtVWtPI8dJaAPrGyKYrwjHIx/5CtEJXJQSw6t5epD91Fff0jMTXVUdhVQPP\nrDxC5L9/5NYFO/kluxyLxfLXDybEFdidV0GX1zecbfBuSg7hhyk9eWNMB5JDvS5qQ6NBcQEcemIQ\n/dr4Um80M+rDNL4/VNTc0YUQDmLH6amaEd7OxAe4KZxGiJYhTZ4QrVgbP1fevymFvGeG8OaYDiQF\ne2AwW/hsVx693tpI59fWM29bDvUGk9JRhZ0xmy28vu4YPd7cyOGiavzdnJh1Q0c+uTWVHlE+l7xb\nrYezltX39mRoQgANJjM3zd/OgYLKZkovhHAkvz0EXa+VHaqFY5AmTwg74KzT8nC/GPY+PpC19/Vi\ndGIQThoVu/MrueOL3YQ9t5r/++4QuafqlI4q7EBhZT3X/G8r078+SKPJzIAYP1ZN6cH9fdpc0Rso\nvVbDisnd6RHpTU2jiREfpnGqzmDF5EIIR7TtRFOT114OQRcORLEm74477mD9+vVKDS+E3RoY58/X\nk7uT/c8hTB8QQ5CHnrJaAzPXZBD9/I/cMHcbG46XylROcVm+PXiS5FfWsepoMXqtmr8PjuPbu7qR\nGu5tlcd30qr5elJ3gj30nDhVx7j5O+S5KoS4Ittzm45PSAnxVDiJEC1HsSavqqqKoUOHEh8fzwsv\nvEBeXp5SUYSwS8Gezrx6bQdynx7CR+NS6BzmhckCX+0rpP+szSS/so45W0/QaDQrHVW0AnUGEw8t\n3ceoj9Iormkkwd+Nz2/rzAsj2uGmt+6xB4Eeer69qztatYpVR4uZuy3Hqo8vhHAcBZX15FXUo1bJ\npivCsSjW5C1ZsoS8vDwefPBBFi1aRHR0NNdccw2LFy/GYJDpOUJYi1ajZlL3SHZM70/aI325ISkY\nvVbN/sIqJi/cQ+wLa/hgS7Y0e+IP7S+opPsbG3hnUxYAt6SGsfreXlyfFHLJa+8uVudwb566Kg6A\n6V8f4GRlfbOMI4Swb2emakb7uhLl46pwGiFajqJr8vz8/HjkkUfYtWsXaWlpxMXFMWHCBEJDQ5k2\nbRrp6elKxhPC7nSL9GHJHd3IfXoITw6Kxc9VR25FPfcs3kvMf5qaPZNZpsaJJiazhdfWHaPrGxvY\nX1iFn6uOt8d0ZM7fUoj0cWn28f85JIH2Qe6cqjMyeeGeZh9PCGF/zhyC3iHIQ86SFQ7FJp7tBQUF\nrFq1ilWrVqHRaBgxYgQHDhwgMTGR119/Xel4Qtgdf3c9L45KJOeZq/nX0AT8XHXkVTY1e51eXceW\nrDKlIwqFpRdXM2DWJh79+iANRjN9on346o5uPNjvyjZXuRROWjWfjE9FBXx7qIh1x0pbZFwhhP34\ndWdN2XRFOBbFmjyDwcCSJUsYNWoUUVFRLFq0iGnTplFQUMC8efNYtWoVn3zyCc8995xSEYWwey46\nDc8Oa0vOM1fz7NAEPPRa9hdW0fvtTUz4dCdFVQ1KRxQtzGS28Ob646S8uo5NWeW4OWn455B4vp7U\njX6xfi2ep0uEN7d1CQPg4a/2yyYsQoiLZrFYzk7XTAmVTVeEY9EqNXBISAhms5nx48eTlpZGp06d\nzrvNsGHD8Pa2zo5tQog/5qLT8K9hbbmvVxQPfLWfJXsLWLAzj+UHTvL+2CRu6RyudETRAtZmlDB9\n+QF25zedT9c9wpunr47nmvZBaNTNs/buYswc2Z5FewrYW1DJ3G053Nk9UrEsQojWI7u8jtJaA1q1\nij5tWv5DKiGUpNiVvNdff538/HxmzZp1wQYPwMfHh8zMzBZOJoTjCvJ0ZvHtXVl/f2/aBbpT1WDk\n1k93cdO87VTWy4ZI9upocTXXzUlj8Htb2J1fibuThr8PjuObyd0Y1SFY0QYPIMzLhccHxQIwY9VR\nWTcqhLgoZ6Zqxvu7EeqpVziNEC1LsSZvwoQJODs7KzW8EOJP9Iv1Y99jA3hsQAwaFSzeW0Dqq+s5\nUFildDRhRUeKqpn85W46vPQzXx84iUYFN6eE8P3dPXhhRDsCPGznb/RjA2PxctaSXV7HnLQTSscR\nQrQCZ6ZqJga5o5VNV4SDadHpmjfccMNF33bp0qXNmEQI8Ve0GjUvX9uB6zoGM3bedo6X1dL19fV8\nfltnxiSFKB1PXKYGo4ll+wr5KO0EP6aXcGaJW982vkzt14aRiUE461pmY5VL4emsY2r/GGasOsp/\nf8pgcvdI1ApfYRRC2LYzO2u2D/JQOIkQLa9FmzwvL6+WHE4IYQV9Y/zY9/hArv0ojV9OnOKGudt5\neXR7Hh0Yp3Q0cZEMJjObs8r4al8hC3bkUlr769Tb/jG+3NktgrEpobjrFVumfVEe6deGV34+xrHS\nWj7dmcuErhFKRxJC2Ciz2cKO3AoAOofJ+0/heFr0v+gff/wx0LTb0YkTJwgICMDVVQ6mFMLWBbjr\nWf9gHyZ9sZsFO/N4bMUhCqsaeWlU+2Y7DFtcmRPltaw8XMz3h4tYk15CVYPx7PcC3Z0YnRjEmI7B\nDEkIsMkrdxfi4+rEQ33b8OJPGby09pg0eUKIP3S0uJrKeiN6rZqeUbKJn3A8inxsa7FYiI+P58CB\nA8THxysRQQhxiXQaNfNvSSXWz40Zq4/yys/HqGow8t6NSdLo2YB6g4kNx8tYeaSI7w8Xcehk9Tnf\n93HR0TPKh2FtA7ghKYRwb+dWWbep/WN4dd0x9hdW8VN6CYPj/ZWOJISwQdtPX8VrG+BOoA2tLxai\npSjS5KnVauLj4yktLZUmT4hWRKVS8a/hbfF20TLt64PM3pINWHjvxuRW2TC0dqU1jSzbX8hX+wpY\nm1FKrcF09ntqFSSFeNIryofe0T4MivMn1NO51a9jC/LQM65TKAt25PHy2gxp8oQQF3RmZ80OQe6K\n7xAshBIUW4Dx0ksv8fjjj/Pee+/RsWNHpWIIIS7D1AGxuDppuGfxPmZvOYGbTsur13VQOpZDqKo3\nsmhPPgv35LMmvQTjb44TCHBzole0D72jfBgU709ikIfNr7O7HNP6x7BgRx6r00vILqslylem/Qsh\nznV2Z81g2XRFOCbF/ut/2223UVtbS0pKCk5OTri4uJzz/bKyMoWSCSEuxpRe0dQZzExdfoDX1h8n\nwN2Jv18lV+aby/HSGl5fd5x523PPWV+X4O/GVQn+DIz146p4f/zc7P8sqM7h3vSK8mFLdjkzf8rg\n/bHJSkcSQtgQo8nMrrym6ZpdZNMV4aAUa/LeeOMNpYYWQljJI/1jqGww8MzKo/zfd4eJ8nFhfOdw\npWPZlRPltfzrh6PM35F79hDwKB8XRrQPZGT7IAbH++PSSjZOsaZpA2LYMn8Hi/fk8/b1HdHJGVhC\niNMOnKyi3mjGzUlD1wjZdEU4JsWavNtvv71Fx0tPT+f222+npKQEb29v5s6dS2JiYotmEMIe/XNI\nAifK6/lw6wnu+GI30b6u9Ir2VTpWq1dvMPHS2mO8+FM6dQYzAL2ifLitSxjjOoU6xBW7P3Ndh2D8\n3ZwoqWlkwY5c7uweqXQkIYSN+O0h6H5uTgqnEUIZNvHRZ11dHZWVlef8z9ruuecepkyZwtGjR3ni\niSeYPHmy1ccQwhGpVCreH5vM0IQAGk0Wrv94G0VVDUrHatW255yi8+vrefaHI9QZzHQO82TuuBRW\n39OT+/u0cfgGD8BJq+bObk1HKMxJy1E4jRDClpzZWbN9oEer32xKiMul2JW8mpoannzySRYuXEhp\nael53zeZTBe41+UpKipi586drFq1CoAbb7yRBx98kKysLKKjo8+5bUNDAw0Nv75BPdNwGgwGDAYD\ntsBgMGA0Gm0mj7CO1l7XT29Jptubm8kqr2Pkh7+w/r6eaGUK3Xn+rM4Wi4VX12fy9A/pmMwWfF11\nTO8XxV3dI/B10wOWVvv8aA63dwnl5Z+PsTmrjKOFFbTxs60NWFr7a1pcGqm37Ug7UQ5AuwCXZqmH\n1Nox2FKdLyeDYk3eE088wdq1a3n33XeZOHEis2bNIi8vj9mzZ/Piiy9adaycnBxCQ0PRapt+XJVK\nRWRkJCdOnDivyZs5cyYzZsw47zFKSkrOaf6UZDQaKS9v+gN25mcSrZ891PXj69pwzYJDbM+t5N4v\ndzLz6iilI9mcP6pzdaOJaSuz+C69aZpR/0h3nugTQmqoJ6baSoprFYlr03yA7mHupOVV89KPB3lu\nsG093+zhNS0untTbNtQbzewraPqAvr2nheLiYquPIbV2DLZU56qqqku+j2KJV6xYwfz58xk4cCCT\nJk2iX79+xMXFERUVxaeffsqtt95q1fF+f4aXxWK54O2eeuoppk+ffvbflZWVRERE4O/vj6enp1Uz\nXa4z3by/vz86nU7hNMJa7KGuAQEw52Ydt3y2h/l7SxjYLoTbOocpHcumXKjOhVUNjPt8B7vzK9Gq\nVTzaP5rHBrTBy0XWkvyVe/s0krZwHz8cr+Ldm/1t6rxGe3hNi4sn9bYN23JOYTSDt7OW3u0i8XG1\n/t9RqbVjsKU66/WXvkxDsSavrKyMNm3aAODp6Xn2yIS+ffty3333WXWsiIgIcnNzMRqNaLVaLBYL\nOTk5REaev1Bfr9df8Bep0+kUL/BvabVam8skrpw91HV8l0i251Xx2rrjPPDVAXpG+dFezik6x2/r\nnFFSw9DZW8ksq8XHRceroxOZ0DVcprpepJs7hfPgVwfJrWjgp+PlDG8XpHSkc9jDa1pcPKm38nbl\nVwNN5+MFeLo22wc/UmvHYCt1vpzxFXsXERMTQ1ZWFgCJiYksXLgQaLrC5+1t3e1uAwMDSU1NZcGC\nBQAsWbKE6Ojo86ZqCiGs478j29Mn2oc6g5mx87djMJmVjmST0ourGTBrM5lltYR7OTNnXAp39oiU\nBu8SuOm13JgcAsCHv5xQOI0QQmnbcpqmvHcI8rCpK/tCtDTF3knceeed7NmzB2iaIvnuu++i1+uZ\nNm0ajz/+uNXHmz17NrNnzyYhIYEXX3yRjz76yOpjCCGaaDVqvpjQBQ+9loMnq3l8xUGlI9mcjJIa\nBr23hfzKemL8XPnkllTGJIUoHatVmti16WzG1UdLqDcY/+LWQgh7lnamyZMZJMLBKTZdc9q0aWf/\n/6BBgzh8+DDbt28nNjaWlJQUq4/Xtm1btmzZYvXHFUJcWLi3C/+7KZm/LdjJ2xszua5jMIPi/JWO\nZRNOVhu4cdF28irqifF1Zc7NKQyQ381lGxTnT7CHnsKqBhbszOOuHra1AYsQomVU1hs4XNQ0XbNX\nlI/CaYRQlk3MCaqvrycyMpIbbrihWRo8IYQyxqWG8bdOoZgtMOGzXVTVy1WWinoDty1NJ7OsjnAv\nZz4cJw3eldKoVUzo0nQ177MdeQqnEUIoZUduBRYLhHjoaR8kV/KEY1OsyTOZTPz73/8mLCwMd3d3\njh8/DsDTTz8tUymFsCPvj00m1NOZvIp6Jn25W+k4ijKazNzy6W4OFtfh46Ljnes7ytVNK7nl9C6u\nm7LKOFWr/JlGQoiWl3bi16maHs5ytIFwbIo1ef/5z3+YO3cuL730Ek5Ov25vm5SUxIcffqhULCGE\nlXm56Pj8ts6ogMV7C1i023GvtEz/+iCr00tx1qh4Y3Q7rpM1eFaTEupJjJ8rjSYL87fnKB1HCKGA\nM4egy3o8IRRs8ubPn88HH3zArbfeikajOfv15ORkDh8+rFQsIUQz6B/rx9T+TUemPLB0PxV1jnel\n5X+/ZPP2xkwAnuwTzLhOoQonsi8qlers73TZgUKF0wghlHBmZ83EIHeFkwihPMWavLy8POLi4s77\nutlsPnv4oBDCfvxnRHuifVwormlkyqI9SsdpUTtzT/Hg0v0A3NMjnDtSg1GrZWtva7spuanJ25xZ\nzqnaRoXT2I/qBiM7c0+xbF8BS/cWsCWrjDL5/QobU1BZT86petQq6NvGV+k4QihOsQnLHTp0YMOG\nDURFnbsL2qJFi0hNTVUolRCiubjoNMwbn8qAdzezcE8Btx86yYj2tnVwdXOoqDNw0/wdNJrM9Ivx\n5dmh8VhqK5WOZZc6hXnSxteVzLJa5m/P5eH+MUpHarUsFgsrDpxk7vYcvjtURIPx3LMu1SroGeXD\n+NQwJnWPwNVJ1j8JZW07vR6vja8r0b6uCqcRQnmK/VV+9tlnmTBhAnl5eZjNZpYuXcqRI0eYP38+\n33zzjVKxhBDNqH+sH1N6RvLBLyeYsmgvR54chJveft8cWiwWJn25m+OltYR46Hnt2g74u+kprlU6\nmX06M2XzxZ8yWH6gUJq8y7Qrt4JHlu9nw/Gys1/zddUR4uGMWgXFNY0UVjWwOauczVnlzFh1hH8M\nSeChvm3QyBVqoZBfp2p6yIcOQqBgkzd69Gi+/PJLXnjhBVQqFc888wydO3dmxYoVXH311UrFEkI0\ns5dHJ7Li4EnyKup5eNl+PhrXSelIzeatDZks3VeIVq1i5sj2dI3wlunozeymlBBe/CmDTVnlnKpr\nxNvF6a/vJM56f3MWD321H6PZgl6r5uaUEEa2D2Jo2wC8XXSoVE1N3MHCKhbsyGXe9hzyKxuYtvwA\nn2zPZcGtqbJ1vVDEb3fWFEIouCbvjjvuwMXFhXXr1lFdXU1tbS0bN25k6NChSkUSQrQAT2cdH93c\ndB7mx2k5bDheqnCi5rE1u5zHVhwEYGr/Ntx2+hw30bxSw7yI9nWhwWjmk+2Ou5PrpTKZLdy3eC/3\nLdmH0WxhUKwfy+/sysd/S2Vcahg+rk5nGzyAxGAPXhjZnqx/DuGlUe1xd9KwM6+C1NfWs9CBd9AV\nyrBYLGev5CWHSJMnBCjY5FVVVTF06FDi4+N54YUXyM/PVyqKEKKFXdM+iPGpoViAO7/YTePv1vu0\ndlX1Rm75dCdGs4Wr4v35x1XxMo2thahUKsalNJ2Z97XssnlRLBYL9y7ey/tbslEBD/aJZvHtXRjW\nLugvn7c6jZrHB8Vx8ImB9Ij0psFoZtwnO3n6+8NYLJaW+QGEwztWWkt5nQEnjYre0bLpihCgYJO3\nZMkS8vLyePDBB1m0aBFRUVFcc801LFq0SKYzCeEA3hrTER8XHcdKa3l6pX0dmzJ1+X6Ol9YS7KHn\npZHt8XaVKYMtaWxK0/mDGzPLqKo3KpzGtlksFqYtP8CHW0+gVsELI9rxyrWJ+LrpL+lxInxc2fhg\nH+7p1bSZ2vM/pvPA0n3S6IkWceZ8vLYB7oR6OSucRgjboFiTB+Dn58cjjzzCrl27SEtLIy4ujokT\nJxIaGsq0adNIT09XMp4Qohn5u+t5+/qOALy+/jgHCqsUTmQdS/cWMCctBxXw3LC2dI7wVjqSw+kS\n7kWktwv1RjMLdsjB6H9m9pZs3tzQdH7jM1cnMH1ALHqt5i/udWFajZr3xybz+rWJALy3OZvJC/dI\noyea3W/X4+k0ir61FcJm2MQroaCggFWrVrFq1So0Gg0jRozgwIEDJCYm8vrrrysdTwjRTG7pHMaQ\neH8MJgu3fboTs7l1vxksqKw/ewbgxK7h3N4tQuFEjum3B6N/tU+mbP6RX7LLeXhZ0/mND/aJ5snB\ncThpr/xtwdQBscwem4SKpnW3j3594IofU4g/89udNYUQTRRr8gwGA0uWLGHUqFFERUWxaNEipk2b\nRkFBAfPmzWPVqlV88sknPPfcc0pFFEI0M5VKxYc3p+CiU7M7v5I31h9XOtJls1gs3PnFbkprDSQE\nuDFjeFurvGEWl+fG5KYpm5uzy6lrlCmbv1de28hN87ZjMFkYHOfHjGEJOOsu7wrehUzpFc27NyYB\n8Pr6TF5cIzNzRPMwmMzszK0Amq7iCyGaKPYOJCQkhLvvvpuoqCjS0tLYvn079957Lx4ev34KM2zY\nMLy9ZaqTEPYsyteVF0a0B+CZH46Qe6p1HiI3a1MWPxwpRq9R8/zwtkT5yGG8SuoW4U2Qh56aRhNL\n5WreeR5ZdoDcinoifVx47doOl7wG72Lc2zuafw1LAOCp7w7z5S7ZdVNY3/6CKuqNZjz0WrpKkyfE\nWYo1ea+//jr5+fnMmjWLTp0ufE6Wj48PmZmZLZxMCNHSHurbhs5hXtQ0mpj4+e5Wt4bn0MkqHj99\nXMJD/aK5ITlU4URCrVZxXYcgAJbvlybvt77eX8gnO3JRq2DG0ARSwprvjfEzVydwV49IAO78cje7\nTl9xEcJazkzVbB/kjr+79T+sEKK1UqzJmzBhAs7OsgOSEAI0ahXzxndCo1axNqOUT3fkKh3pojUa\nzdz22S7qjWZ6Rfnw5KA4OS7BRlzbIRiA9cdLW90HB82los7APYv3AnBb53Bu6dy85zeqVCrevTGJ\nfm18qTOYGfnhVspqG5t1TOFYfslu2lmzQ5AHavnbK8RZsmBECGETOoZ48sSgWACmLj9AeSt5Izhj\n1RF25lbg5azlX8MS5JNkG3JVvD8uOjUnqxv5Kb1E6Tg2YcaqoxRWNRDp48I/r45vkXWjOo2a5ZO6\nEeXjQkFVA2PnbZemW1jNltNNnhyCLsS5pMkTQtiMZ4cmEOvnSmmtgXtPX22wZZsyy3jxpwwAnroq\njqsTAhROJH7LWadhWNtAAL7cna9wGuUdLKzi7Y1NSyCeGBhLfIB7i43t4+rEV3d0Q6dpulr/n9Wy\nEYu4cmW1jRwuqgagb4wcgi7Eb0mTJ4SwGXqthrl/a1qju3BPASsPnVQ40R+rrDcw4bNdmC0wsn0g\n9/WORqWSqUK2ZkzHpimb646XKpxEWRaLhanL92M0WxgQ46fI8R6p4V68dm0HAGasPsrGTMeuibhy\nZ6ZqRvq40C5QruQJ8VvS5AkhbErfGD/uPr1Rw92L9lJro9vfT112gMyyWkI89Dw7NAFPZ53SkcQF\njGwfiFoFR4tr2F9QqXQcxfxwpJjVR0tw0qiYPqAN7nqtIjke6BPNmI7BGM0Wxs3fwak6gyI5hH3Y\nnNXU5KWEeCr2nBbCVkmTJ4SwOS+PTiTIQ09uRT33L9mndJzzLN1bwMfbclABzw1vS7dIH6UjiT/g\n766nd3TTNK7PdjrmFv5ms4X/++4QADenhDKifZBiWVQqFR//rRMR3s7kVzYwbr6szxOXb8vpJi9J\n1uMJcR5p8oQQNsfLRce809M2523PZfn+AoUT/aqgsp4pi/YAMLFrOLd2ad7dCcWVu+70LptrMhxz\n85XFewvYlVeJm5OG+3tHodUo+59+bxcdS27vhlatYtXREt7fnK1oHtE6GU1mtp5oavI6y/l4QpxH\nmjwhhE0a1i6Q+3pFATD5yz0UVTUonAhMZgsTP9tFaa2BBH83nr46ARedRulY4i9c17HpytWO3AqK\nquoVTtOyjCYzT688DMCtncPoEWUbm1N0i/TmX0ObDkp/4puDnCirVTiRaG32F1ZR02jCzUlDryiZ\nTSHE70mTJ4SwWa9e14F4fzdKaw2MX7BD8WldM1Yd4cf0Epy1av59TVti/d0UzSMuTnyAOwkBbpjM\nFj7b5Vi7bH65O5+jxTV4OWt5oE+0TZ0j9uTgODqHeVHdaGKcDby+RetyZj1ex2APAuXoGiHOI02e\nEMJmueg0LLq9CzqNip8ySnlrQ6ZiWb4/dJJ/n972/R9D4rkxOVSxLOLSXd8xBICVh4sUTtJyzGYL\n/1nT9Jy9rXM4SSGeCic6l1aj5rPbOqPXqPkl+xSv/XxM6UiiFdmSXQZAcoin4lOQhbBF8qoQQti0\nlFAvnh/eDoC/f3uIAwrskJhdVsttn+0C4MakYB7u1waNDV0REX/t2g5NUzY3ZZbRYDApnKZlfLW/\ngEMnq3F30nBXj0ibPOKjbaA7L4xoen0//cMRjpXUKJxItBZnruQl29iHF0LYCrtv8ubMmUNSUhJa\nrZZ33nlH6ThCiMvw2MBY+sX4Um80M/KjNCrrW27b9QajiZvm76Cs1kBikDvPX5FtnIoAACAASURB\nVNNejktohXpE+RDg5kR1o4ll+wuVjtPsLBYLz5++8vy31FBSwmz3jfDU/jH0jPKhzmDm5vk7MJtl\n2qb4cyerGjheWosK6NNG1uMJcSF23+R16dKFhQsXcssttygdRQhxmdRqFYsmdiXQ3Yns8jrGzmuZ\n9TsWi4UHl+5nW84pPPVaXhzRnnZB7s0+rrA+jVrF6NNX875ygCZv9dFidudX4qJTM7lHlE1exTtD\nrVax4JZUXHRqduZV8OaG40pHEjZuS1bTVM02fq7EB8jfZCEuxO5PjkxJSQFArb64frahoYGGhl93\n8ausbJoaZjAYMBhs49BWg8GA0Wi0mTzCOqSuf87XWc3SiZ0Z9P5WVh8tZtqyfbw8qn2zjvnftcf4\ncOsJVMCMobEMS/C94vpInZUzsl0Ac9JyWH+shMbGxmZvfJSs9ctrMwC4NjGQ1GA3m3++RXo58dzQ\neB7/9gjPrDzC9YmBhHk7Kx3rkshru+VszCwFICnIHb3a0uK/c6m1Y7ClOl9OBrtv8i7VzJkzmTFj\nxnlfLykpOaf5U5LRaKS8vGkuulYrJbQXUte/1sYFXhwSyaOrsnlzYzYBTibuTG2eg52XHirl6R+y\nALi/awDXx7pSUnLl56xJnZWT4m3BWaOioKqR73Yfp3t4805hVKrWB4pq+TG9FLUKxsS6UlraOs4H\nHJfgxtw0Fw4U1zHp8x0sGJugdKRLIq/tlrMhoxiAeC8VxcXFLT6+1Nox2FKdq6qqLvk+rf6Z2a9f\nPw4dOnTB7+3atYuIiIhLerynnnqK6dOnn/13ZWUlERER+Pv74+lpG2saznTz/v7+6HSyNsheSF0v\nzkODAyhqVPPfnzN5dm0uUYG+jOtk3Z0uF+8tZOrKpgOax6cE89yojng4W+fPpdRZWUMS/PnmUDEr\ns+oZmRrbrGMpVev5a/cCMDjWl9Gd43DStp6VGXP+5kzvdzazNruKdQVGxiaHKB3poslru2U0Gs3s\nPdl0rmKf+FACAgJaPIPU2jHYUp31+ks/JqTVN3kbNmyw6uPp9foL/iJ1Op3iBf4trVZrc5nElZO6\nXpyZozqQW9nIpzvzuOPLvWi0WsanhlnlsRfvyWfiF3swmS3/z959hzdV9m8Av7Oa7k1LJy2F0gKd\nQIFCmQ5AUWSrINOFCoovKCC+gANE5EVwIUpRwQkqgiIqe+8yyypd0NJF6aRp0jy/Pwr5UWmh+6TJ\n/bkur8skJ+fcyTcp55tzzvNgYFt3LBkUAme7+j1tjHWWzqAQT2yMz8LOxNxGef8bu9bp+SX4Pi4d\nADC6oy9srJrW/GFRfi6YEtMSi3dewtQNZzGwvSds1U1nV4Xf7YZ3LD0XJTo9HCyViPaXbuebtTYP\nxlLn2my/6fy8R0R0k0wmw1ePR2B4mAfKBDB6zVEsq4c59JbsvITh3xyBTi/QP8gNnw8LhZt907ou\niO7u4bbukAGIzyzEhexCqePUuy8OpECnFwj1sMfgJnQU7Hbz+rWBj6MlrhZo8NIvJ6WOQ0Zm322T\noLtyEnSiKpl8k7d69Wp4e3vjp59+wuzZs+Ht7Y1jx45JHYuI6kghl+HbUR3wRIQXygQw+ddTePrH\n49Doaj4HWqFGh4k/HMcr609DCGBoqAe+GBaK5mzwTI67nRpRvo4AgNWHL0ucpn7pyvRYvq/8NONh\nYR5N6gjY7WzUSnw+rHzQtK8PX8aem4NsEAHA7sSbk6B72kPO+UqJqmTyTd6oUaNw+fJlFBUVITc3\nF5cvX0ZERITUsYioHijkMqx+MgJv3t8aMpQfxQh9fwf2J+dWex3bL2YjYvFOfHmwfBTNyd398cXw\nUHg6WjVYbpLWYyHlR7j+Pt80BiSpro1nMnAlrwSOVkqM6uAtdZw66RfkhuFhHtALYPwPx6Er00sd\niYyAEAI7L5U3/R28HCROQ2TcTL7JIyLTJpPJMLdfENaN7QAXaxXOZxeh69LdGPjlQey6lFPpxMra\nMj3+OpeJfp/vR+9P9+FidhHcbS3w6ZAQLBwYDAcrCwleCTWWR2/Ol3co9TquFRnHqMn14dO95Ufx\nHmnbHH7O1hKnqbulj4XAXq3E+awivPX3eanjkBE4n1WEzMJSWChk6NO68QdcIWpKmua5HERE//JY\niCd6Brhiwg9x+PVUBjaeKf/P2VqF7v7OcLNVQyGXITGnGEcuX0dOcfmoWQq5DI+1b47pfQLQycdJ\n4ldBjaGNmy0CXKyRkFOM7+PSMKmbv9SR6uxidhH+Op8FGYBRHepnECKpudup8cEjbfH0TyewcFsC\nnurogwBXG6ljkYRuHcVr39wePk1sHkWixsYjeURkMpytLfDLuCjETe2BR9u7w8ZCgWvFWvx2OgNf\nHEjB8n3J+Ot8FnKKtXCyUmFoqAd+GdMR346KZINnRmQymeGUzY1nMiVOUz9uXYvX1c8JvVu5Spym\n/kzo7ItoPyeU6PQY930chLjzyDyZj1tNXqS3PZQK7sIS3Q2P5BGRyQnzcsCv46Kg0Zbhr/NZ2J14\nDfklOuj0enjYW6KlizXub90Mng6WkMl44b45eqSdOxZtT8CexGso1ZXBQqmQOlKt3dCWYeXBFADl\ngwaZ0s6vTCbDimFhCP1gB3YlXsP3x9LweKRpHKmkmtt5qXzQlQhej0d0T2zyiMhkqVUKDGzXHAPb\nNZc6ChmZaD9nOFurcK1Yi41nMpvsdAMA8NPxNFwr1qK5nRpjOvpIHafetW1uh1d7tsTCbQl4Zf0p\nDGzn3mRHDqXaS75WjJTcG1DIZejbitfjEd2L6fzcR0REVE0KuQyPtC0fgGXtiTSJ09TNrQFXHgtp\nDmcb0xw06L8PBMLbwRIZhaV4Zf1pqeOQBG6dqtnWzRb+Lk1/YCGihsYmj4iIzNIj7cuP8O5MuNZk\nr/WKu5KH/cm5UMhlGNfJ9I7i3WJtocTyYaEAgNiDKTicel3iRNTYtieUN3kRXg6wUHL3lehe+C0h\nIiKz9EBgM6iVclzJL6nR3IrG5NO9SQCAPq1c0NHHUdowDWxAsDsebeeOMgGM/z6u0ulRyDQJIbDl\nQvm8lp1M/HNOVF/Y5BERkVmyUStxX+vykSjXHL0icZqay7uhNeQeGuphFoMIfTQ4BNYqBU5eLcCH\nuy5JHYcaSeK1YiTfvB7vvkDTGT2WqCGxySMiIrP16M1TNrddzJY4Sc19c+QyikrL0NLZGk9EmMeI\nk96OVnirfxsAwJzN55FZYDqT2VPVbh3FC2lux7kSiaqJTR4REZmtR9o1h1wGnMkoxNmMAqnjVJsQ\nwnCq5uDQ5rC1VEkbqBFN7u6Pdu62yNfo8OzaE1LHoUaw9bZTNVUmNEUIUUPiN4WIiMyWu50a3f2d\nAQArD6ZKnKb6dl26hjMZhbBUyjGuk6/UcRqVUiHHlyPCIQPw66mr+OucaUxoT5UTQmDrRV6PR1RT\nbPKIiMisDQ/zBABsbkLNwq2jeP2C3BDsbittGAl0buGECZ3Lm9tnfjoBja5M4kTUUE5fLUBmYSnU\nSjnub8P58Yiqi00eERGZtcdCPCADcCK9AAnZhVLHuaeMAg3WnUwHAAwPM48BVyrz/sC2cLZWITn3\nBub9dV7qONRAbh3Fi/C0h4+jlcRpiJoONnlERGTWPB0s0dXPCQAQe+iyxGnu7csDKdCWCbRvbodB\nIR5Sx5GMo5UKHw5qDwD4YPslXMwy/gadau6vc1kAgE6+jlDIzfMHDaLaYJNHRERm79Ypm3/EZ0ic\n5O7K9ALL9ycDKJ82wUqlkDiRtJ6M9EJ3f2doyvQY/8PxJjupPVWuRFuGbRfLJ0GPaekscRqipoVN\nHhERmb3BN4+IxV3JR0puscRpqrbpbCZScm/AXq3Ekx3MY9qEu5HJZPhyRBhUChl2JV7Dt01wvkOq\n2u7EayjWlsHVxgJ9WnF+PKKaYJNHRERmz8fJCp18HCEAxBrxKJu3BlwZ2M4dAS6cLwwAApvZYlqv\nAADAy+tPI79EK3Eiqi9/ni0fDKlrCye42KglTkPUtLDJIyIiAjAivPyUzY1njPOUzcScYmy6udM7\nItzTbAdcqczs+wPh62iF7KJSvPrbGanjUD3ZfPN6vK4tnCROQtT0sMkjIiJC+TVuAHD0Sh4uX78h\ncZo7Ld+XDCGAzr6OuD+QQ8nfzlKlwIrhoQCAlQdTcCT1usSJqK4uX7+BU1cLIJeBn3eiWmCTR0RE\nBKCFszU6eDtAL4DYgylSx6lAoyvDypuZhoZ6wNLMB1ypzANt3DA4pDn0Ahj7fRzK9ByEpSm7dRSv\nnbsdQjztJE5D1PSwySMiIrrp1iibG88Y18ToP8alIauoFG62FhgZ4Sl1HKP18eAQ2FoocOpqAZbt\nuiR1HKqDW6dNd/VzglrJHzWIaopNHhER0U3DbjZ5hy9fR+K1IonTlBNCYOnuRADAkFAPeDtaS5zI\neDW3t8Q7A4IAAG/8eQ5X80skTkS1cUNbZpgfr1cAR9Ukqg02eURERDf5u1ijawsn6AXw6Z5kqeMA\nAA6kXMfh1DxYKGR4MpLTJtzLC938EeJhh6LSMjy39oTUcagWtlzIRrG2DO52ajzQhk0eUW2wySMi\nIrrNUx29AQDrT1+VOEm5ZbvKj+I92MYNUb4cZfBeFHIZVo0Mh1wGrD+dYRiGn5qO325+93q0dObU\nCUS1xCaPiIjoNsPDPaGSy3A+qwgHknMlzZKeX4Ifj6cBKJ82QaXgP9vVEentiGe6tAAAPPPTcZRo\nyyRORNWl1wtsOF1+PV7Pli4SpyFquvivBRER0W2crS0wINgNAPDZXmlP2Vy+Lxk6vUCYpz0eausu\naZam5r2Hg9HMxgKp10swZ/M5qeNQNR1KvY6rBRrYWCj4mSeqA5Nv8mbOnIng4GCEhYUhKioKW7du\nlToSEREZudE3T9n8PT4DujK9JBlKdXp8tq+8yRwR5glHK5UkOZoqe0sVPhrcHgCweOclnM8qlDgR\nVcevp8pP1Yz2c4Kvo5XEaYiaLpNv8mJiYnD06FEcP34cK1aswJAhQ1BSwtG2iIioag+3dYeztQpZ\nRaX47liaJBl+Op6GjAINmtlw2oTaGhbmid6tXKAtExj7XRyE4Nx5xkwIYTg9uXeAK+RymcSJiJou\npdQBGlr//v0N/x8SEoKysjJkZ2fD29u70uU1Gg00Go3hdn5+PgBAq9VCq9U2bNhq0mq10Ol0RpOH\n6gfrah5Y56ZBDmB0pCc+3J2MFfuTMDKs5qeN1bXWH96c521IiDu87S34mamlTx9rh7DFu7AvORcr\n9ycZBtapb/xu193h1DxcyimGpVKOh9u4GO17yVqbB2Oqc20ymHyTd7vY2FgEBARU2eABwPz58zF3\n7tw77s/Ozq7Q/ElJp9MhN7d8MACl0qxKaNJYV/PAOjcdj7WywYe7gT1JuTh28TK8HWo2yl9dan3o\nSiEOpeZBJZfhIT9LZGVl1ej59P/sALwU1RyL9qXjPxvj0dVdAUfL+v/u8btdd1/tvwwA6OJlAyf5\nDWRlGeeZV6y1eTCmOhcUFNT4OU3+kxkTE4P4+PhKHzt27Bh8fHwAAFu2bMHcuXPx999/33V9M2bM\nwNSpUw238/Pz4ePjA1dXV9jb29df8Dq41c27urpCpeI1GqaCdTUPrHPT0awZ0NU3DftSrmP1mXx8\n8EjbGj2/LrVe8UcKAKB/kCv6hvhDyVE162TOQy74+dx1XLp2A+/uzULsiNB63wa/23Wj1wv8cfE0\nAKB/Ww+4u7lJnKhqrLV5MKY6q9U1n0qkyTd5u3btuucyO3bswLhx47Bhwwa0adPmrsuq1epK30iV\nSiV5gW+nVCqNLhPVHetqHljnpuPZaD/sS4nD2pMZWDwopMbNVm1qfSo9H7/HZ0EGYGyUL6wsOU9Y\nXalUwMqR4ej1yT58eywNk7r5I9rfud63w+927e1NvIbUvBLYWCjwWJiX0b+HrLV5MJY612b7Jv/T\n4M6dOzF69GisX78eYWFhUschIqImZHi4J5ytVUgv0OCrw5cbZZsLtyUAAPq0dsWAYA4hX196Brji\niQgvCADjfoiTbNRUqty3x64AAHq0dEGAi43EaYiaPpNv8iZMmACNRoNx48YhPDwc4eHhOHnypNSx\niIioCbBSKfB8tB8AYNnuxAbfXmJOsWFnd0xHb6iVigbfpjlZMqgd7C2VOJ9VhDf/5Nx5xqJEW4Zv\nj5Z/7gcEuXFUTaJ6YPJN3oULF5CRkYG4uDjDfyEhIVLHIiKiJuKFbn5QymU4npaPHQnZDbqteX+f\nR5leoLOvIwaHeDTotsxRM1s1lj1WPnfeoh0JiLuSJ3EiAoD1p64i94YW7nZqDAnl556oPph8k0dE\nRFQXHvaWGBFePk/d/C0XG2w757MK8fXhVADA811bwEbd5C+bN0qjO3ijf5AbtGUCT6w+Ci1P25Tc\nyoPln/uBbd3g4WApcRoi08Amj4iI6B5e7RkAAPj7fBZOpuc3yDbmbD4PvQBiWjpjWDgnP28oMpkM\nX44Ig72lEvGZhZi9iadtSikltxh/XyifIoRHr4nqD5s8IiKie4jwdsCAYDfoBfDaxjP1vv5jl/Pw\nfVz5NUnPdWkBawsexWtIHvaW+GRw+aUbH+xIwJHU6xInMl+xB1MhBNDR2wG9W7lKHYfIZLDJIyIi\nqoa3+wUBAP48m4Xj9XgtlxACk389BSGABwKbYTCvSWoUT0R64eG27tDpBZ5YcxSlOp622dg0ujJ8\nti8ZADCofXNYqjjQEFF9YZNHRERUDRHeDhjY1h0CwH821N/RvB/i0rA78RrUSjmm9vTnjm4jkclk\n+GJ4GBytykfbfGX9aakjmZ0f4tJwtUADN1sLjOrgLXUcIpPCJo+IiKia3urfBjIA/1zIxqb4jDqv\nr1Cjw7SbDeO4Tj64L9Ctzuuk6nO3U+PL4eVz6H6yNwl/1ENNqXqEEFiy8xIAYHiYJ1o4W0uciMi0\nsMkjIiKqpjBPBzzdxRcA8MLPJ+s8MuO0DWdwOa8EnvZqvNLDHwrOD9boBod6YnyUDwBgzHdxyCrU\nSJzIPOy6dA3HruRDrZRjVEcexSOqb2zyiIiIamDBQ8FwtlYh8doNzN18vtbr2RSfYbgeafb9gQh0\ns6uviFRDyx5rj1Yu1sguKsWIb45ACCF1JJM3f+sFAOWTn3f0dpQ4DZHpYZNHRERUA07WFlg0sC0A\nYOH2iziQnFvjdWQUaDDhx+MAgMfDPTG2k0+9ZqSasbZQYu3YjlApZNh2MQeLtidIHcmk7U28hj/P\nZkEhA8Z28uERbKIGwCaPiIiohsZ28sFDweUTag9edQi5xaXVfm5xqQ6PrDyI9HwN/Jys8N8HAjnY\nihEI83TAew8FAwDe2HQWh1I4rUJDeXNz+dyEA9s1R/9gXodK1BDY5BEREdWQTCbD6icj4eNoibR8\nDR7+4iBuaMvu+TxdmR5PfReHgynX4WCpxAePtEUbd56maSxe7tESD7ZphtIygUdXHkQ2r8+rdzsS\nsrHlQjaUchme6eoLlYK7okQNgd8sIiKiWnC0UuHXcZ2gVsqxNzkXvT/Zi4ISXZXL593QYuDKg1h3\nIh1KuQzvP9wWj4VwTjxjIpPJ8P3oDvB1tEJ6gQaPrDwEXR0H16H/V6YXmPpb+Wiyg9o3x/2tm0mc\niMh0sckjIiKqpUhvR2x+ujNsLBQ4kHId4R/swOazmRWWEULgj/gMdFm6G3+ezYJaKceCh4IxLsoH\nMhmvRTI2jlYq/D4xClYqOfYl5+Jlzp9Xb5bvS8bRy3mwtVDgxe7+UPIoHlGDUUodgIiIqCnr2coV\n257viv4rDuDStWL0W3EA7ZvbIcrHAQXFN3Am+xxOZxQCAFxtLPC/R9ri8UhvDjZhxNp72GPVyHCM\n+OYoPt6ThChfRzzVkYPj1EVmgQazNp0FAEzq5oceLZ0lTkRk2tjkERER1VEnXydcmNEHU387jW+O\nXMGpqwU4dbXA8LhaKcfwMA9MivZDFz/u3DYFw8O9cDDlOj7YcQnP/HQCQc1sEdXCSepYTZIQApN+\nPonrN7QIcrPFyzEteRSbqIGxySMiIqoHTtYWiB0ZgXn92mD9qQwcSbkG6DQI9HBG79Zu6OTrxKN3\nTcx7D7fF0St52HYxB/2/OIBDL8egpYuN1LGanOX7kg3Xos7s2woeDpZSRyIyeWzyiIiI6pGPozVe\n7O4PrdYbWVlZaNasGVQqldSxqBYUchl+HdcJXZbuRnxGIXp/ug+HpsTAzU4tdbQm43hanuG6xhe7\n++HxCC+JExGZB17xSkRERFQFe0sV/nm2Kzzs1EjJvYEeH++p0byI5iz5WjEe+uIgNDo9uvk5YVbf\n1hxshaiR8JtGREREdBeeDpbY/kI0XKxVOJdVhF6f7EXeDa3UsYxaZoEGD3y+H1fySuDvbIVFj7SD\nqy2PgBI1FjZ5RERERPcQ2MwW2ydFw8FSiRPpBei2bDeyOFl6peIzChC9bDfOZxWhuZ0anw4JRRcO\nWkPUqNjkEREREVVDew97bJ8UDScrFU5nFKLL0t1IvlYsdSyjIYTAj3Fp6LJ0NxJyiuFlb4mPB7fH\ng0FuUkcjMjts8oiIiIiqKdzLAXtf6gY3WwtcyilG5P92Yn9yrtSxqqVUp0epTg9dmR56vYAQot7W\nHXclD/1XHMCIb44gv0SHcE97fDc6EoNDPettG0RUfRxdk4iIiKgGgtztcPjlHrhv+T6czypCz4/3\n4P2HgjCklZXU0ZBTVIojl6/jcGoeTl0tQFp+CdLySpCeX4LC0rIKyyrkMrjaWMDDTg13OzU87C3h\n42gJH0cr+DpawdfJCj6OVrBV37m7qNGV4WxmIbZdzMHa42nYk1Te6KoUMozt6IMZfVvD38W6UV4z\nEd2JTR4RERFRDfk4WeHIKz3w2KpD+Od8Nqb8Fo/fAxyw8nEHeDk13pQZ+SVa/HM+G7/HZ2B7Qg4u\n5VT/9NEyvUBGgQYZBXe/ttDBUgkHSxWsLRTQ6QWKSnW4WqDB7QcCFXIZ+rRywXNdW+CRds05iiaR\nxNjkEREREdWCrVqJzU93wbtbLmDuX+fxV0Ie2r6/C4seaYvxUb5QyGX1vk0hBM5lFuL3+Ez8EZ+J\nXYk50JZVPO3Sx9ESwW52CGxmg+Z2avg4lh+R87BXQyWXATJAVyZwQ6dHen4J0vJLcCWvxNDwZRSW\n4mpBCa7ma1BYWoa8Eh3ySnR3ZLFWKRDuaY9Ovo54rH1zRPs7Q8XmjsgosMkjIiIiqiW5XIY37g9E\n75ZOGPPdMSTkavDMTyfwwfYEzOsXhMEhdT+qdUNbhu0Xs/FHfCb+OJt5x9E6X0crdPN3QnQLZ/QM\ncEbrZrawVCmqte5wL4cqHyvV6ZGefwNJuTdwrViLghItFHIZrCyU8HcqP53T0cqiQZpZIqobNnlE\nREREdRTl64itY9vhixN5+HB3Ms5lFWHEN0fgbmuB8Z19Mah9c3T0doS8Gg3RDW0ZDiTnYlfiNey6\nlIPdiddwQ6s3PK5SyNDBywHd/J3xQJtmiGnpAqtqNnU1YaGUo4WzDVo429T7uomoYZl8kzdr1iz8\n9ttvUCjK//jNmDEDI0aMkDgVERERmRqlXIbZ97fG1F6t8Obmc1h95AoyCksxf8tFzN9yEU5WKkR4\n2aNdc3u421nA0VIFAaBEq0dmoQYp128gPqMQ8ZkFd5yC6W5rgW7+zujm54wBwW5o3cyWR9CIqEoy\nUZ/j5xqh69evw9HREQCQlpaGoKAgJCcnw8mpepNy5ufnw8HBAXl5ebC3t2/IqNWm1WqRlZWFZs2a\nQaVqvIu7qWGxruaBdTYfrLV5qazeGm0ZYg+lYu2JdOxPzkXRv0a3vJtmNhYI97JHpJcDOvk6oVeA\nM1xs1A0Vn2qA323zYEx1rk0/YvJH8m41eABQUFAAmUwGvV5f5fIajQYazf+PMpWfnw+gvNBarbbh\ngtaAVquFTqczmjxUP1hX88A6mw/W2rxUVm85gAmdvDChkxc02jLsuHQNBy9fR1LODeTe0KKwtAxy\nGaCSy+FkpYSrjQX8nKwQ6mGHEA87OFlbQCaTVdgGSY/fbfNgTHWuTQaTb/IAYOnSpfj4449x+fJl\nrFy5Ei4uLlUuO3/+fMydO/eO+7Ozsys0f1LS6XTIzS2fj0apNIsSmgXW1TywzuaDtTYv1al3hDMQ\n4ewIwLHSx/+fQFlxPrKrPxsCNSJ+t82DMdW5oKCgxs9p8qdrxsTEID4+vtLHjh07Bh8fH8Pt48eP\nY9SoUdi+fXuVjV5lR/J8fHyQnZ1tVKdrZmdnw9XVVfLDx1R/WFfzwDqbD9bavLDe5oO1Ng/GVOf8\n/Hy4urqa1+mau3btqvayYWFh8PLywvbt2zFkyJBKl1Gr1VCr7zznXaVSSV7g2ymVSqPLRHXHupoH\n1tl8sNbmhfU2H6y1eTCWOtdm+yY/Y+XtR/kSEhJw7NgxtG3bVsJEREREREREDafJH8m7l9dffx0X\nL16ESqWCUqnERx99hODgYKljERERERERNQiTb/LWr18vdQQiIiIiIqJGY/KnaxIREREREZkTNnlE\nREREREQmxORP16yrWzNM3JoU3RhotVoUFBRArVZLPtoP1R/W1TywzuaDtTYvrLf5YK3NgzHV+VYf\nUpOZ79jk3cOtyQdvn2+PiIiIiIioMRUUFMDBwaFayzb5ydAbml6vR1paGuzs7CCTyaSOA+D/J2hP\nTU01mgnaqe5YV/PAOpsP1tq8sN7mg7U2D8ZUZyEECgoK4OnpCbm8elfb8UjePcjlcnh7e0sdo1L2\n9vaSf+io/rGu5oF1Nh+stXlhvc0Ha20ejKXO1T2CdwsHXiEiIiIiIjIhbPKIiIiIiIhMiGLOnDlz\npA5BNadQKNCrVy8olTzj1pSwruaBdTYfrLV5Yb3NB2ttHppynTnwChERERERkQnh6ZpEREREREQm\nhE0eERERERGRCWGTR0REREREZELY5BEREREREZkQNnkNwM/PD6dOnZI6zzVlRAAAIABJREFURrUV\nFhbiwQcfhKurK1xdXaWO02T4+fnBzc0NWq3WcN/WrVshk8nwn//8p963VZ3PFGvZeBqr/ocOHUJ0\ndDSsra0xdOjQelsv1Ux1voNjx47FRx99VKP1JiUloVevXnBwcEDHjh3rEtFs/fzzz+jQoQPCw8MR\nHByMvn37Qq/X12mdc+bMQWlpaT0l/H8ymQyFhYX1vt7JkyfDz88PMpmsSe1/1Iafnx+CgoKg0+kM\n93Xs2BHbt2+XLtRNtfkbUB2///47OnbsCLVaXe/7F00Z97fvjk2eibr9j9+9qFQqTJ8+Hf/8808D\nJjJNvr6++O233wy3V65cWasdtZrU625Yy8ZVX/W/Gw8PDyxZsgT/+9//6nW9ZBzs7e3x9ttv49tv\nv5U6SpN09epVPPfcc/j5558RFxeH+Ph4vP/++5DJZHVa79y5cxukyasPlf17MXToUOzevRstWrSQ\nIFHj02g0+PLLL6WO0SAqq2/r1q3x5ZdfYtq0aRIkorsx5v1tNnkNaPHixejUqRMiIiIQFRWFAwcO\nGB6TyWR477330LlzZ/j7+yM2Ntbw2L9/mbj9F6p7rfODDz5Ar169MGPGDISEhGDfvn2Gx5cvX44R\nI0bckVOtVqNv375wdHSsz5dvFsaPH4+VK1cCAPLy8rB//37069fP8PjJkycRExODyMhItG3bFvPn\nzzc8NnbsWEyePBn9+vVDWFgYAGDfvn2IiYlBWFgYQkNDsX79esPy69atQ3R0NPz9/fH2229Xmoe1\nbFy1rX9aWhrc3d1RXFxsWPbxxx/Hp59+esc2vL29ERUVBbVa3cCvhqqjV69e2Lhxo+H20KFDsWrV\nqgrLlJSUoHnz5khNTTXcN2PGDLz22mt3rM/Z2Rndu3eHjY1Ng2U2Zenp6VAqlXBxcTHcFxkZaWjy\nLly4gIceegidOnVCWFgYPvnkE8NyMpkMc+bMQbdu3RAYGIjvvvsOAPDcc88BAKKjoxEeHo7MzEwU\nFBTg6aefRlRUFEJDQ/Hcc88ZjuL36tUL06ZNQ48ePeDj44P3338f33//PaKjo9GiRQt8//33FTIv\nWrTojm0C5Uft+/Tpg44dOyIyMhLr1q0DUH6019XVFfPmzUNMTAyWLVt2x/vQo0cPeHt718db2iTM\nnTsXb731VoW/obdkZGTgscceQ0hICNq3b4/PP/8cALB69WoMHDjQsJwQAv7+/jhx4gQA4JtvvkHn\nzp0RGRmJnj17GvbDVq1ahQceeAAjR45EUFAQ+vTpg9OnT+Ohhx5CYGAgRo4cWeHI8fHjx9G3b18E\nBQVh7Nix0Gg0AHDPz9CsWbPQt29fPPjgg3e8psDAQISFhTXJudoaA/e3qyCo3rVo0UKcPHlSZGZm\nGu7bt2+faNeuneE2ALFkyRIhhBBnzpwRtra2QqvVVnj+LR06dBDbtm0TQoh7rvOdd94x3P7888/F\nk08+abgdEhIidu7cWWXuxMRE4eLiUtOXa7Zu1SkoKEhcvnxZfPrpp+L1118X//3vf8Wrr74qhBAi\nPz9flJSUCCGEKC4uFuHh4eLQoUNCCCHGjBkjIiIiREFBgRBCiJycHOHu7i727NkjhBCirKxM5OTk\nGLb18ssvCyHKPwP29vbi8uXLVWZjLRteXev/xBNPiBUrVgghhEhPTxeurq6Gz0JlYmNjxZAhQxr4\nVVFVbtW7Z8+eYsOGDYb7hwwZImJjY4UQ5d/pZcuWCSGEmDlzppg1a5YQQoiSkhLh7u4uEhMTq1z/\ntm3bRIcOHRosv6kqKysTgwcPFk5OTmLQoEFi4cKFhr+NOp1OdOzYUcTHxwshhCgqKhIhISHiyJEj\nQojyfzPnzJkjhBAiISFBuLi4iJSUFMNjt38fn376afH1118LIYTQ6/ViwoQJYvHixUIIIXr27CmG\nDx8uysrKxJUrV4SlpaWh9gcOHBAeHh6G9VS1zdzcXBERESHS0tKEEEJkZWUJX19fkZ6eLhITEwUA\nsWbNmnu+H//efzBFt17j448/Lt5++20hRMX9pOHDh4vXX39dCCFERkaG8Pb2FgcOHBDFxcXCxcVF\npKenCyGE2LJli4iMjBRCCLF7924xYMAAw9/rnTt3itDQUCFE+d9eR0dHkZqaKoQQ4qGHHhKhoaHi\n+vXrQqvVipCQELF582YhRPnfgJCQEFFQUCB0Op0YOHCgeO+994QQ9/4MDRgwQJSWlt71td/+7wtx\nf/teeCSvAR07dgw9e/ZE+/bt8dxzz+HMmTMVTv948sknAQDBwcFQKpW4evVqndc5fvx4w/+PGjUK\nW7duRWZmJnbs2AGZTIaYmJh6fIUEAKNHj8ZXX32FlStXVnj/AeDGjRuYOHEiQkJC0KVLFyQnJyMu\nLs7w+PDhw2Frawug/Che27ZtER0dDQCQy+VwdnY2LHvr89KsWTO0bNkSiYmJDf3SqBpqW/8pU6bg\n448/BlD+q98TTzxh+CxQ0zdp0iSsWrUKpaWl+P7779G5c2f4+flJHcvkyOVyrFu3Dnv37kW/fv2w\nZ88etGvXDhcvXsS5c+dw+vRpjBw5EuHh4YiOjkZBQQHOnDljeP7EiRMBAC1btkT37t2xa9euSrfz\n66+/4v3330d4eDgiIiKwa9cuXLhwwfD4sGHDIJfL4enpCVdXVwwaNAgA0KFDB6Snp6OkpOSu29y7\ndy8uXbqE/v37Izw8HPfddx+EEDh37hwAwNLSEo8//nj9vnlN3Ntvv40lS5YgJyenwv3//PMPXnjh\nBQCAm5sbBg8ejC1btsDKygpDhgzB6tWrAZQfoRs3bhwAYP369Th+/Dg6d+6M8PBwvPTSS8jKyjLs\nX3Xr1s1wpDQiIgIxMTFwcHCAUqlEWFgYLl26ZNj+iBEjYGtrC4VCgfHjxxtOzbvXZ2j06NFQqVQN\n9G6ZNu5vV47HfRuIXq/HkCFDsH37dnTo0AH5+flwcHBAaWkpLCwsAJT/0b5FoVAYzutVKpUoKysz\nPHbrH4fS0tJ7rvP2nUQrKyuMGTMGX3zxBY4dO4YXX3yxwV+3ORo7diwiIyMRGBiI1q1bV3hs5syZ\ncHd3x7Fjx6BUKjF48OAK/9jXZKe+qs8LSau29Y+KioKlpSV27NiBFStWYOvWrVLEpxqq6u/zv3l5\neSEmJgZr167Fxx9/jHfeeaexIpqloKAgBAUF4dlnn0W/fv3w22+/GQY4uP2HtXup6lo+IQR+/fVX\ntGzZstLH//33+dZthUIB4O7X7chkMgghEBoaip07d97xeFJSEmxsbOp8naGpadmyJR5//PFKL1/4\n93t16/a4ceMwceJEPPPMM9i4cSOWLFkCoLy+48ePx7x58yrdVlX1vXX7XvW9tY27fYb4I1/tcH+7\najyS14C0Wi18fHwAoNJz6KsSEBBgOPf34MGDhl/ySkpKarzOF154AZ9++il27Nhh+CWD6penpyfm\nz5+P9957747HcnNz4e3tDaVSiXPnzuHvv/+ucj3R0dGIj4/H3r17AZT/4bp27VqD5ab6UZf6T5ky\nBaNGjUK7du0QGBjYWJGpDm7/+5yYmIjdu3dXueyUKVPw2muvIT8/H/fdd19jRTQrV65cwZ49ewy3\nc3NzkZiYiICAALRp0wbW1tb4+uuvDY9fvHixwt/VW9fUJiUlYffu3ejevTsAwM7ODnl5eYblHnnk\nESxYsMCwc5ibm4uLFy/WKnNl24yOjsaFCxcq/NgTFxdntIO/GIvZs2dj9erVSEtLM9x33333Ga7D\ny8rKwi+//II+ffoAALp06QK9Xo/p06fj/vvvN5wtM3DgQHz99deG62j1ej0OHz5cq0w//fQTioqK\nUFZWhtjYWMN3vz4/Q1QR97crxyavAeh0OlhbW2PevHmIiopCjx49ajRowjvvvIMPP/wQnTt3Rmxs\nLNq1awegfBS2mq7T29sb4eHhGD16NKytratcLjIyEl27djXslI4ePbraean818GuXbvecf8bb7yB\nL774Ap06dcIbb7xh+IemMk5OTvjll18wbdo0hIaGIiIi4q47kFVhLRtfbes/dOhQFBYW3vVXv4SE\nBHh7e2Pq1Kn4448/4O3tXWHwCGocOp0OlpaWeO211/D333+jQ4cOmDVrFjp37lzlc7p06QJHR0e8\n8MILVR6F0Wg08Pb2xrBhw3DixAl4e3tjxowZDfUyTI5Op8O8efMQGBiI8PBwxMTEYMyYMXj00Ueh\nVCqxYcMG/PjjjwgNDUW7du0wceJE3Lhxw/B8tVqNbt264YEHHsCyZcsMO3Wvvvoq+vTpYxh4ZcmS\nJVAqlQgPD0doaCjuu+8+JCUl1SpzZdt0cnLChg0b8NZbbyEsLAxt27bF66+/Xu2pIF544QV4e3vj\n8uXLuO+++9CqVataZWtqmjVrhsmTJyM9Pd1w39KlS3HixAmEhoaid+/emDVrFqKiogyPjxs3DsuX\nLzecqgmUD1zz7rvv4tFHH0VYWBjat2+PH374oVaZevTogUGDBqFdu3ZwcnLCSy+9BAB1+gxt374d\n3t7eWLx4MZYvXw5vb+8KIzubK+5v351MCCEabO1mKD09HUFBQbh69SqsrKykjoPCwkIEBQVh165d\n8Pf3lzoOEd3m4MGDGDVqFM6ePQu5nL+5Gava/l1PTU1FVFQUzp8/Dzs7uwZMSLUhk8lQUFDA0+SI\nmiDub98b9yrq0eLFi9GrVy8sWrTIKD5wn332GYKCgjBp0iSj+cARUbmJEydi6NCh+Oijj9jgGbHa\n/l1/88030bVrVyxYsIANHhFRPeL+dvXwSB4REREREZEJ4c/HREREREREJoRNHhERERERkQlhk0dE\nRERERGRC2OQRERERERGZEDZ5REREREREJoRNHhERUSPYs2cPQkJCoFKpMGjQIKnjEBGRCWOTR0RE\nTd7YsWMhk8kgk8mgUqng7u6O+++/HytXroRer5c6HgBg6tSpCA8PR2JiIlatWiV1HCIiMmFs8oiI\nyCT069cP6enpSEpKwqZNm9C7d29MmTIFDz/8MHQ6ndTxkJCQgD59+sDb2xuOjo5SxzHQarVSRyAi\nonrGJo+IiEyCWq1G8+bN4eXlhcjISMycORPr16/Hpk2bKhw5W7x4MUJCQmBjYwMfHx9MmjQJhYWF\nAICioiLY29tj7dq1Fda9YcMG2NjYoKCgoNJtazQaTJ48GW5ubrC0tET37t1x6NAhAEBSUhJkMhly\ncnIwfvx4yGSySo/kzZs3DyEhIXfc36FDB7z55puG27GxsQgODoalpSWCgoLwySefVFj+tddeQ2Bg\nIKytrdGyZUvMnj27QiM3Z84chIeHY+XKlWjZsiXUajWEEHd/c4mIqElhk0dERCarT58+CAsLw88/\n/2y4Ty6XY+nSpTh16hS++uorbN26FdOnTwcA2NjYYOTIkYiNja2wntjYWAwdOhR2dnaVbmf69OlY\nt24dvvrqKxw9ehStWrXCgw8+iGvXrsHHxwfp6emwt7fHkiVLkJ6ejhEjRtyxjvHjx+PMmTOG5hAA\nTpw4gWPHjmHs2LEAgBUrVmDWrFl45513EB8fj3fffRezZ8/GV199ZXiOnZ0dVq1ahTNnzuDDDz/E\nihUr8L///a/Cti5evIgff/wR69atQ1xcXM3eVCIiMn6CiIioiRszZox49NFHK31sxIgRIjg4uMrn\n/vjjj8LFxcVw+8CBA0KhUIgrV64IIYTIysoSKpVKbN++vdLnFxYWCpVKJdasWWO4r7S0VHh6eoqF\nCxca7nNwcBCxsbF3fR39+/cXzz//vOH2yy+/LHr16mW47ePjI7799tsKz3nrrbdE165dq1znwoUL\nRYcOHQy3//vf/wqVSiUyMzPvmoWIiJouHskjIiKTJoSATCYz3N62bRvuv/9+eHl5wc7ODk899RRy\ncnJQVFQEAIiKikK7du3w9ddfAwC++eYb+Pr6okePHpWuPyEhAVqtFt26dTPcp1KpEBUVhfj4+Bpl\nffrpp/Hdd9+hpKQEWq0Wa9aswfjx4wEAWVlZSE1NxYQJE2Bra2v47+2330ZCQoJhHWvXrkX37t3R\nvHlz2NraYvbs2UhJSamwnRYtWqBZs2Y1ykZERE0HmzwiIjJp8fHx8Pf3BwAkJydjwIABaN++Pdat\nW4cjR47g448/BlBxAJKJEycaTtmMjY3FuHHjKjSKtxM3r2f79+P/bi6rY+DAgVCr1fjll1+wYcMG\naDQaDBkyBAAMo4SuWLECcXFxhv9OnTqF/fv3AwD279+PkSNHon///ti4cSOOHTuGWbNmobS0tMJ2\nbGxsapSLiIiaFqXUAYiIiBrK1q1bcfLkSbzyyisAgMOHD0On0+GDDz6AXF7+O+ePP/54x/NGjRqF\n6dOnY+nSpTh9+jTGjBlT5TZatWoFCwsL7N69G0888QSA8obx8OHDePnll2uUV6lUYsyYMYiNjYVa\nrcbIkSNhbW0NAHB3d4eXlxcuXbqEJ598stLn79mzBy1atMCsWbMM9yUnJ9coAxERNX1s8oiIyCRo\nNBpcvXoVZWVlyMjIwJ9//on58+fj4YcfxlNPPQUACAgIgE6nw7JlyzBw4EDs2bMHn3322R3rcnJy\nwuDBgzFt2jQ88MAD8Pb2rnK7NjY2eP755zFt2jQ4OzvD19cXCxcuRHFxMSZMmFDj1zFx4kQEBwcD\nKG/abjdnzhxMnjwZ9vb26N+/PzQaDQ4fPozc3FxMnToVrVq1QkpKCr7//nt06tQJv//+O3755Zca\nZyAioqaNp2sSEZFJ+PPPP+Hh4QE/Pz/069cP27Ztw9KlS7F+/XooFAoAQHh4OBYvXoz33nsP7du3\nx5o1azB//vxK1zdhwgSUlpYarom7mwULFmDIkCEYPXo0IiMjcfHiRWzevBlOTk41fh2tW7dGdHQ0\n2rRpg86dO1d4bOLEifjiiy+watUqhISEoGfPnli1apXhdNRHH30Ur7zyCl588UWEh4dj7969mD17\ndo0zEBFR0yYTgpPjEBER/duaNWswZcoUpKWlwcLCotG2K4RAUFAQnn32WUydOrXRtktERKaDp2sS\nERHdpri4GImJiZg/fz6effbZRm3wMjMz8c033+DKlSsYN25co22XiIhMC0/XJCIius3ChQsRHh4O\nd3d3zJgxo1G37e7ujgULFuDzzz+v1ameREREAE/XJCIiIiIiMik8kkdERERERGRC2OQRERERERGZ\nEDZ5REREREREJoRNHhERERERkQlhk0dERERERGRC2OQRERERERGZEDZ5REREREREJoRNHhERERER\nkQlhk0dERERERGRC2OQRERERERGZEDZ5REREREREJoRNHhERERERkQlhk0dERERERGRC2OQRERER\nERGZEDZ5REREREREJkQpdQBjp9frkZaWBjs7O8hkMqnjEBERERGRGRFCoKCgAJ6enpDLq3eMjk3e\nPaSlpcHHx0fqGEREREREZMZSU1Ph7e1drWXZ5N2DnZ0dgPI31d7eXuI05bRaLbKzs+Hq6gqVSiV1\nHGoArLF5YJ3NA+tsHlhn08camwdjrHN+fj58fHwMfUl1sMm7h1unaNrb2xtVk6fRaGBvb280Hz6q\nX6yxeWCdzQPrbB5YZ9PHGpsHY65zTS4d48ArREREREREJoRNHhERERERkQlhk0dERERERGRC2OQR\nERERERGZEDZ5REREREREJoRNHhERERERkQlhk0dERERERGRC2OQREREREd3Du1sS0DP2FFYcSEGZ\nXkgdh+iu2OQREREREd3FibR8zPvnAi5e0+CFX84g/IMd2HUpR+pYRFVik0dEREREVAUhBF797TT0\nAghwUsPWQoFTVwvQ4+O9GPbVYaTm3pA6ItEd2OQREREREVVh09lM/HMhGyq5DHN6euDstB4YFuYB\nGYC1J9IRuGAr5mw+hxvaMqmjEhmwySMiIiIiqoSuTI//bDgDABgW2hw9/Z3hZqfGj091xL7J3RDu\naY8SnR5z/zqPwPlbsfZ4GoTg9XokPTZ5RERERESVWHEgBfEZhXCwVGJytxZQyGWGxzq3cMbRqT2w\nYlgo3G0tcDmvBMO+PoKeH+/FyfR8CVMTsckjIiIiIrpD3g0t3vzzHADgmS4tEOHtcMcyMpkME7u0\nQMLMvnipux/UCjl2JV5D+Ac78NzaE8gpKm3s2EQA2OQREREREd3h3S0XkF1UihZOVnixux9kMlmV\ny9qolVj6WAhOT++Fvq1coRfA8n3JCHh3Cz7anQhdmb4RkxOxySMiIiIiqiAxpxhLdiYCAKbE+MPX\nybpazwtwtcE/z3fFxglRCHCxRl6JDi/9cgqhi3Zg28XshoxMVAGbPCIiIiKi28z4Ix6lZXp08nHA\n+CifGj//obbuOPtab7w7IAj2aiXiMwvR59N9GLTyIJKuFTdAYqKK2OQREREREd20L+kafohLgwzA\nyzEt4WBlUav1KBVyzOjbGgkz++CJCC/IZcD60xkIWrANb2w6i+JSXf0GJ7oNmzwiIiIiIpRPfD71\nt/IpEwa2c8eQMI86r9PVVo01oyJxcEoMOng7QFOmxzv/XECrd7fi+2NXOOUCNQg2eUREREREAH6M\nS8P+5FxYKuWYEuMPtVJRb+vu4OOIQy/HYNXIcHjYqZFeoMHjq4+i27I9OHY5r962QwSwySMiIiIi\nQom2DK/9Hg8AGNPRG70CXOt9GzKZDGM6+SBhVl9M7eEPtVKOfcm56PC/nZj4QxyyCjX1vk0yT2zy\niIiIiMjsfbgrEcm5N+Bma4HJMS0hl1c9ZUJdWakU+ODR9oif3hsPtmkGAeDLg6lo9e5WLNmZAC2n\nXKA6YpNHRERERGYts0CDd7dcAABMivZD2+Z2jbJdfxdr/PlMF2x+pjMCXW2Qr9HhlfVn0P797fj7\nXFajZCDTxCaPiIiIiMzanL/OIb9EhyA3WzzftUWjb/+BNm4481pvvP9wMBwslTifVYQHPt+Ph784\ngITsokbPQ00fmzwiIiIiMlunrxZg+b5kAMDLMf5ws7eUJIdCLsN/erfCpZl9MLqDNxQy4Pf4TAQv\n3IbXN55BoYZTLlD1sckjIiIiIrM1bcMZ6AXQK8AFozp4Sx0HzjZqfP1EBA6/0gNRvo7Qlgm8ty0B\nrd7ditVHLnPKBaoWNnlEREREZJb+OpeJTWczoZDLMLm7P2zUSqkjGYR7OWD/5O5Y/UQEvOwtkVGo\nwehvj6Hzh7txOPW61PHIyLHJIyIiIiKzU6YXePXmxOfDQz0wsJ27xInuJJPJ8GQHb1yc2QfTewXA\nSiXHodTriFqyC2O/O4aMAk65QJVjk0dEREREZmflwRSculoAe7USU3q0hFJhvLvFlioF3hvYFude\n642Hgt0gAHx1+DJavbsFi7ZdRKmOUy5QRcb7aSYiIiIiagAFJTrM/vMcAGBiZ19E+TpKnKh6fJys\nsXFiZ2x9viuC3WxRWFqGaRvj0XbhNmyKz5A6HhkRNnlEREREZFbe23YRGQUa+Dha4qUYf8hkDTfx\neUPo3coVp6b1wv8eaQtnaxUScoox4IuD6Pf5flzIKpQ6HhkBNnlEREREZDZScovxwfYEAMDk7v7w\nc7aWOFHtyOUyvNwzAJdm9sX4KB8o5DJsPpeFtgu34z+/nUZ+iVbqiCQhNnlEREREZDZm/nEWJTo9\nIr3sMaGzr9Rx6szBSoUvR4Tj2NQeiG7hBJ1e4IMdl9Dq3a1YdTAVej2nXDBHbPKIiIiIyCwcSrmO\nNUevAABe6dESTtYWEieqPyEe9tj9Ujf8MDoSPo6WyCoqxbgf4tBpyS4cSM6VOh41MjZ5RERERGTy\nhBCY+ttpAMCAYDcMDfOUOFH9k8lkGB7uhQsz+mBm31awVilw9EoeuizdjVFrjiI9v0TqiNRI2OQR\nERERkcn7+WQ6dideg1opx5Tu/rBUKaSO1GDUSgXeGRCM86/3xiM35/9bc/QKWr27FQu2XIBGVyZx\nQmpoTaLJu3DhAqKjoxEYGIioqCicOXOm0uXefvttBAQEICAgALNnz77j8aysLLi7u2Po0KENHZmI\niIiIjIRGV4bpG+MBAKM7eKFvYDOJEzUOL0crrB8fhR2TotHO3Q7F2jLM+OMsgt7bhg2nr0IIXq9n\nqppEk/fss8/imWeewfnz5zF9+nRMmDDhjmV27tyJ7777DidOnMCZM2ewadMmbN68ucIykyZNwoAB\nAxorNhEREREZgY/3JOFSTjFcrFWYEtMSCnnTmjKhrnoEuODEf3rio8faw8VahaRrN/DIykO4f/l+\nnM0okDoeNQCl1AHuJTMzE0ePHsVff/0FABgyZAhefPFFJCUlwc/Pz7DcDz/8gLFjx8LGxgYAMH78\neHz33Xd48MEHAQBr1qyBu7s7OnbsiI0bN1a5PY1GA41GY7idn58PANBqtdBqjWMoWq1WC51OZzR5\nqP6xxuaBdTYPrLN5YJ2NV3ZRKeb9dR4A8FwXH7RxtapVnUyhxs909sbj4c3x2sazWHXkCrZcyEb7\nRTvwfFdf/Pf+VnCwVEkdUXLGWOfaZDH6Ji81NRWenp5QKsujymQy+Pr6IiUlpUKTl5KSgp49expu\n+/n5Ye3atQCAtLQ0LF68GDt27DDcV5X58+dj7ty5d9yfnZ1dofmTkk6nQ25u+ShJt94XMi2ssXlg\nnc0D62weWGfjNXtrCvJKdGjpaIHhgTbIysqq1XpMqcZze7hjdDt7vPZ3MvZfKcJHe5Kx5shlzIzx\nxoj2LmZ3pPN2xljngoKaH201juT3IJNV/KBVdf7w7cvdvszTTz+NhQsXwtbW9p7bmjFjBqZOnWq4\nnZ+fDx8fH7i6usLe3r6m0RvErW7e1dUVKhV/cTFFrLF5YJ3NA+tsHlhn43QuqxBfH88GALzSMwDB\nfl61Xpep1bhZM2BnkC9+PXkV034/i+TrJZj2dzK+PpmDZYPaIdrPSeqIkjDGOqvV6ho/x+ibPB8f\nH1y+fBk6nQ5KpRJCCKSmpsLXt+Lklb6+vkhKSjLcTk5ONiyzb98ve5jMAAAgAElEQVQ+w3V8hYWF\nuHHjBh588ME7rtkDyt/Eyt5IlUplNIUGyn9ZMLZMVL9YY/PAOpsH1tk8sM7GZ9afF6DTC8T4O2Ns\nZz+oVHXb9TXFGg+L9MGgMC+8888FLNqegJNXC9HrswMYEe6JRQPbwtvRSuqIjc7Y6lybHEY/8Iqb\nmxsiIiKwevVqAMC6devg5+dX4VRNABg2bBi++uorFBUVQaPRYOXKlRg5ciQA4Nq1a0hKSkJSUhIW\nLVqE/v37V9rgEREREZFp2HohG7+dzoBCBkyJ8Yet2uiPbUhGpZBjzoNtkDCjD4aENIcMwA9xaWg9\nfyve/vs8SrSccqGpMfomDwCWL1+O5cuXIzAwEAsWLMCXX34JABgwYAAOHz4MAOjVqxeGDx+OkJAQ\nBAcH44EHHkC/fv2kjE1EREREEijTC7x6c+LzwaEeeKR9c4kTNQ3u9pZYO7YT9rzUDaEe9ijR6TH7\nz3MIXLANv5xM55QLTYhMsFp3lZ+fDwcHB+Tl5RnVNXlZWVlo1qyZ0RxGpvrFGpsH1tk8sM7mgXU2\nLqsOpmLcD3GwtVBg8zOdEe3vUud1mluNhRD4fH8yZm86h6yiUgBAz5Yu+HhICNo1t5M4XcMxxjrX\nph9pEkfyiIiIiIiqo0ijw8xN5ROfT+jsi65+zhInappkMhme7eqHS7P6YlK0HywUMuy4lIOwRdvx\n4s8nkVtcKnVEugs2eURERERkMt7fnoD0fA287C3xUnf/O0Zpp5qxVSvx8ZAQnJrWC70CXFAmyieX\nb/nuVny6Jwllep4UaIzY5BERERGRSbiSdwMLt10EALzU3Q8BrjYSJzIdrZvZYtukaPw2vhNauljj\n+g0tJv18EmGLdmBnQo7U8ehf2OQRERERkUl4Y9M53NDqEephj6e7+N77CVRjA9s1x7nXeuPtfm1g\np1bidEYBen6yF0NXHUJKbrHU8egmNnlERERE1OQdvXwdXx1OBQBM7eEPZ5uaTyBN1aNUyDHr/kAk\nzOyDEeGekAFYd/Iq2izYhv/+eQ7FpTqpI5o9NnlERERE1KQJIfDqb2cgBPBgm2YYHuEldSSz0MxW\nje9Hd8D+Kd0R4VU+5cK8v88jcP42/HQ8jVMuSIhNHhERERE1aRtOZ2B7Qg4sFDJMjvGHlUohdSSz\nEuXrhCOv9MAXw0PhbqfGlfwSDP/6CGI+2oMTaflSxzNLbPKIiIiIqMkq1enxnw1nAABPRnrjwTZu\nEicyTzKZDBM6t8ClmX0wubs/1Ao59iTlImLxDjz703HkFHHKhcbEJo+IiIiImqzP9iXhQnYRnK1V\nmBzjD4WcUyZIydpCiQ8fa48zr/XC/YGu0Avg8/0pCHh3C5btugRdmV7qiGaBTR4RERERNUm5xaWY\n+9d5AMCzXVog3MtB4kR0S0sXG/z1bFf8MTEKrV1tkFeiw+RfTyNk0Q5svZAtdTyTxyaPiIiIiJqk\nt/+5gGvFWrR0scYL3fykjkOV6B/sjjPTe2HBQ8FwsFTibGYh+n62D4+uPIjEHE650FDY5BERERFR\nk3MxuwjLdicCAP6PvfsOrLq6/z/+vCt7L7InIHtvkoCohapV6irVVqnUUQcoWhG0+rNV0Toq36pV\na0WtSrWWOhAEkSlDQcIQCEmAkE0GITc7ucn9/RGMUhElBD43ua/HX9x7P7n3dfPm3tz3PZ9zzp1p\nycQEeRucSL6P1WJmzqSe7J83iWuGxWA2wQe7D9Pn8VXctzST2kZtudDZ1OSJiIiISJczZ8kemluc\njE0I5rqRcUbHkR8h1NeTN64ZxpZZaYyIDaSpxcmjn2bTa/4qFm0r1JYLnUhNnoiIiIh0Kev2V7B4\nVwlmE8xKS8Lfy2p0JDkFw+KC+OKONF775RCi/D0prm7k6je3Me6vn5FRUGV0vG5BTZ6IiIiIdBmt\nrU7u+nA3AFMHRPLzgVEGJ5KOMJlMXDsijv33ncddE5LxsprZfOgow/+yjhlvb6esptHoiF2amjwR\nERER6TLeyihka34Vvh4WZqUl42HVx9muzNtm4clL+pM551x+2icCJ/DKF/mkPPopf1m7n2ZtudAh\nelWIiIiISJdQ1+Rg7kd7AZg+Io7UpBCDE0lnSQjxYekNo/nkptGcE+5LdWMLsz/YQ/8/r2HFvlKj\n43U5avJEREREpEt4eu0BCqoaiPT3ZGZaImZtfN7tnN87gt33nMtTP+tHkLeV7PJaJr/0ORe9/Dn7\ny2uNjtdlqMkTEREREZdXYm/gsVU5ANw2PpHeEf4GJ5IzxWI2MXtiCgfmncf0EbFYTLB0byl9/7ya\nOUv2UN2gLRd+iJo8EREREXF5f/h4H7VNLQyI9OfmcQlGx5GzINjHg4W/HMqXs9MZHR9Ec4uTP6/e\nT8/5n/LPrfm0tmrLhe+jJk9EREREXNrOIjv/+CIPgDvTkwn19TQ4kZxNg6MD2TQzlbeuGUpMoBel\nNU1cu2g7o/9vPVvyjhodzyWpyRMRERERl+V0Ornrg904nXB+rzCmDY02OpIYwGQy8cthseyfN4l7\nJ/XE22Zma34Voxas57q3MiixNxgd0aWoyRMRERERl7Uss5SV2eXYLCZmpibh46GNz92Zp9XC/Iv6\nkjVnEhf36wHA618W0HP+Kp5YlUOTQ1sugJo8EREREXFRzS2t3PXBHgCmDYnmp30jDE4kriI22JsP\nZ4xi9e/G0q+HH7VNLdzz0V76/nk1S/ceNjqe4dTkiYiIiIhL+vvmPDJLawj0sjIrLQmrRR9d5XgT\ne4ax6+6JLJjan1AfGwcq6rjo5S+Y/OJmsspqjI5nGL1SRERERMTlVNU38+DyfQDcNDaBYbFBBicS\nV2U2m5iZlsyB+85jxuh4LGYTK7LK6P/nNdz1/m7sDc1GRzzr1OSJiIiIiMt59NNsymubSAz25rbx\niZhM2vhcTi7Ay8bLVw1mx+x0xiUG42h18vS6A6Q8uoqFX+S51ZYLavJERERExKUcrKjjmXUHAZiV\nlkRcsI/BiaQr6R8VwIbbU/n3tcOJD/KmvLaJ69/ewYhn1rH5UKXR8c4KNXkiIiIi4lLu/WgvTS2t\njIoL4jej4oyOI13UFYOjyZ47ifvP74Wvh4WMQjtj/+8zrnljG0VV3XvLBTV5IiIiIuIyNuUe4Z0d\nRZiAO9KTCPT2MDqSdGEeVjN/+mkfsuacy9QBkQC8lVFIz/mfMn9lNo2OFoMTnhlq8kRERETEJTid\nTu58fzcAl/TvwWWDogxOJN1FdJA3//3NSNbfOo6Bkf7UN7cyb1km5zy2mg++KsHp7F7z9dTkiYiI\niIhLeHt7EZ/nHcXbZmZWWhKeVovRkaSbSU0OZftdE3j+soGE+XpwqLKeSxdu4fwXNrH3cLXR8TqN\nmjwRERERMVxDcwv3frQXgOtGxDEhJczgRNJdmc0mfjc+kQPzzuPmsQnYLCZW5VQw8Ik13PHBHqoa\nHEZHPG1q8kRERETEcAvWH+RQZT0Rfh7MSkvCbNaWCXJm+XtZ+dsVg9h51wTSk0NoccLzG/MY94+v\n2FXStUf1ukSTl52dzbhx4+jduzejRo1iz549Jzzu4YcfJiUlhZSUFP7whz+0X//2228zdOhQBgwY\nwMCBA/nrX/96tqKLiIiIyA8orW7kkZXZANw6PpE+PfwNTiTupE8Pf9beOp7/Th9BYrAXAR4WkoO9\njY51WqxGB/gxbrrpJm688UamT5/Ou+++y4wZM9i0adNxx6xbt45Fixaxc+dOrFYr48ePJzU1lcmT\nJxMbG8uyZcuIjIykqqqK4cOHM2zYMMaPH2/QMxIRERGRrz24fB/VjQ76Rvhx85gEo+OIm5o6MIqf\n9Aph+4FCfD27RJv0vVw+fWlpKdu2bWPFihUAXH755dx2223k5uaSmJjYftzbb7/N9OnT8fX1BeD6\n669n0aJFTJ48+bhmLjAwkD59+nDw4METNnmNjY00Nja2X7bb7QA0NzfT3Nx8Jp7iKWtubsbhcLhM\nHul8qrF7UJ3dg+rsHlTnjtt9uJqXNh8CYOb4eIK9LS75e1SN3URrC7F+Vpeqc0eyuHyTl5+fT3R0\nNFZrW1STyUR8fDx5eXnHNXl5eXlMmDCh/XJiYiLvvvvud+5vz549bNq0iZdeeumEjzd//nweeuih\n71xfXl5+XPNnJIfDQWVlJUD770W6F9XYPajO7kF1dg+qc8fd9V42rU5IjfPjgjgPysrKjI50Qqqx\ne3DFOldXn/r8QNdI/gNMpuMn3n7fPhbfPu5ExxQUFHDppZfywgsvEB0dfcL7mDt3LrNnz26/bLfb\niYuLIywsjICAgI7E73Rfd/NhYWHYbDaD08iZoBq7B9XZPajO7kF17pgVWWWsOmjHajYxa0IK8dGR\nRkf6Xqqxe3DFOnt6ep7yz7h8kxcXF0dBQQEOhwOr1YrT6SQ/P5/4+PjjjouPjyc3N7f98qFDh447\npqioiPPPP5/777+fK6+88nsfz9PT84S/SJvN5jKFhrZvFlwtk3Qu1dg9qM7uQXV2D6rzqWlpdXLv\n0iwArhwcxdRBsVgtrr0moGrsHlytzh3J4dqvJCAiIoKhQ4fyxhtvAPCf//yHxMTE407VBLjyyit5\n7bXXqK2tpbGxkVdeeYVp06YBUFxczHnnncecOXO47rrrzvZTEBEREZH/8coXeXxVUk2Ap5VZacku\n3+CJdCVd4tX04osv8uKLL9K7d28ee+wx/vGPfwBw4YUXsnXrVgAmTpzIVVddxcCBA+nbty8/+clP\nmDJlCgAPPPAAeXl5LFiwgCFDhjBkyBAWLlxo2PMRERERcWfVDQ7uX5YJwA1j4hkVH2RwIpHuxeT8\nvgluArTNyQsMDKSqqsql5uSVlZURHh7uMsPI0rlUY/egOrsH1dk9qM6n5r6le3n00xzigrxYd+t4\nEkN8jI70g1Rj9+CKde5IP9IlRvJEREREpHvIq6zj6bUHAJiVmtQlGjyRrkZNnoiIiIicNfOWZtLg\naGVYTCAzRsf/8A+IyClTkyciIiIiZ8UXeZW8ua0QEzB7QjJBPh5GRxLpltTkiYiIiMgZ53Q6mf3+\nbgAu7BvB5YOiDE4k0n2pyRMRERGRM27xrmI25FbiaTUzKy0ZL5vF6Egi3ZaaPBERERE5oxodLdyz\nZC8A1w6PZVKvMIMTiXRvavJERERE5Ix69rNcDlTUEebrwcy0JCxmk9GRRLq1DjV5tbW1nZ1DRERE\nRLqh8ppG/vRJFgC/G5fAgCjX2HdYpDvrUJPXo0cPrr/+ej777LPOziMiIiIi3cgfP8mmqsFB7zBf\nbhmXaHQcEbfQoSZv0aJFVFVVcd5559G7d28ee+wxioqKOjubiIiIiHRhmYereX5jLgB3pCcRGeBl\nbCARN9GhJu9nP/sZ//nPfygqKuJ3v/sdixYtIiEhgYsvvpjFixfjcDg6O6eIiIiIdDH3LNlLS6uT\ntOQQfj0izug4Im7jtBZeCQ0N5c4772THjh08/fTTrFy5kiuuuILo6GgeeOAB6urqOiuniIiIiHQh\nq7LL+XDPYSwmmJWahJ+n1ehIIm7jtF5tJSUlvP766yxcuJC8vDyuuOIKZsyYQVFREY899hibN29m\nxYoVnZVVRERERLqAllYnd33QtvH55YOiuGRApMGJRNxLh5q8xYsXs3DhQpYvX06/fv249dZb+dWv\nfkVQUFD7MUOGDGHo0KGdFlREREREuobXt+azvciOn4eFO9KSsFm0a5fI2dShJu83v/kN06ZNY8OG\nDYwcOfKExyQnJ3PfffedVjgRERER6VpqGh3ctywTgBmj4xmTGGJwIhH306Emr7i4GB8fn5Me4+3t\nzYMPPtihUCIiIiLSNT25Zj/F9kZiAry4PTUJk0kbn4ucbT+6ybPb7Se9/G0BAdrkUkRERMTdFFbV\n8+fVOQDcnpZISpivwYlE3NOPbvKCgoJ+8JsYp9OJyWSipaXltIOJiIiISNdy39JM6ptbGRwdwA2j\n442OI+K2fnSTt3r16jOZQ0RERES6sG0FR3ltawEAd6YnE+LraXAiEff1o5u8CRMmtP+7qakJDw+P\nEx5XXl5++qnke5XVNPLhV8X0D3QSFuY0Oo6IiIgITqeTuz7YA8CUc8K5aki0wYlE3FuHFl656qqr\nWLx4MWbz8cvhHj58mPPOO4+vvvqqU8LJd63MKmfGv3cBEB2QzcSUMNJTQkhPDqVPhJ8mN4uIiMhZ\n98Huw6zZX4GnxczMtCS8bRajI4m4tQ6vrjljxgwWLlx43HWTJk2if//+nRZOvsvbZmZodAA7i+0U\n2Rt5K6OQtzIKAQjz9SA9ua3hS08OZVB0ABazmj4RERE5c5ocrfz+w7ZRvKuHxfCTcyIMTiQiHWry\nli5dSnp6OnfeeSd/+ctfKCwsZNKkSQwePJh//etfnZ1RvmXqwCgu6hPG/oJitpU7WXPwKBmFVewq\nrqa8tonFu0pYvKsEAH9PK6lJIUxICSU9OYThsUF4WLUZqYiIiHSev23MJbu8lhAfG7PSkvQFs4gL\n6FCTFxoayvLly0lNTQXgo48+YtiwYbz55pvfOYVTzowATytXDgnn6pEJANQ3tfBJdhmf7Csjo7CK\n7UV2qhsdLMssZVlmKQBeVjNjEoKPNX2hjEkIwsejQ/8FRERERDhS18RDK7IAuHlsAoNjAg1OJCLQ\nwSYPIDY2lk8++YTU1FQuuOAC/vnPf2o+mIG8PSxc0j+SS/pHAtDsaGXdgQqWZ5WxNb9ttO9ovYM1\n+ytYs78CAJvZxPC4QCYkt83rG58YQqC3zcinISIiIl3Iw59kU1nfTEqoD7eMSzQ6jogc86ObvODg\n4BM2cXV1dXz44YeEhoa2X3fkyJHOSScdZrOaOa93OOf1DgegtbWVz/OO8nFmGV/kVbKtsIrSmiY2\nHzrK5kNHeXw1mE0wKCqgfaQvLTmEcD8tfywiIiLflVNey7MbDgJtWybEBHkbnEhEvvajm7xnnnnm\nTOaQM8xsNjM2MYSxiSFA21LHO4vsLMssZdOhSjIKq8g/2sD2Ijvbi+wsWN/2pt0nwpcJKWGkJbUt\n6BIXrDdwERERgTlL9tDc4mRcQjDXjogzOo6IfMuPbvKuu+66M5lDzjKTycTgmMDjzp3PKavho72l\nbMg9QkZhFTnldWSW1pJZWsuLmw4BEB/szcRjI33pySH0DPPVaboiIiJuZt3+ChbvKsFsglnpSfh7\naY6/iCvp8Cty//79LFy4kP3797NgwQIiIiL4+OOPiYuL0zYKXVTPcD9mhfsxKz0ZgIKj9Szde5j1\nB46wrbCKfaU15FXW8/rWAl7fWgBADz8PJqSEtW3dkBJK/x7+mLWqloiISLfV2upk9ge7Afj5gEim\nDogyOJGI/K8ONXlr167lpz/9KePHj2fdunU88sgjREREsHPnTl5++WXefffdzs4pBogN8ubGsYnc\nODYRgIraJpbtPczq/RVkFFbxVUk1h2uaeGdHEe/sKAIgyNvavk9fenIoQ2MCsFq04qqIiEh38ea2\nAr4sqMLXw8KstGRtzyTigjrU5N177708/PDDzJ49G39///brzz33XBYsWNBp4cS1hPp68KsRcfzq\n2Hn3NQ3NrMgqY2V2ORkFVewotnO03sEHuw/zwe7DAPjYLIxL/GbbhlHxQXjZLEY+DREREemguiYH\n85ZmAvCbkXGMTwoxOJGInEiHmrxdu3bx1ltvfef68PBwKioqTjuUdA1+XjYuGxTNZYOiAWhobmFN\nTjkrssr5suAo2wvt2BsdrMwuZ2V2OQAeFhOj4oPbN2gfmxCi8/hFRES6iKfXHqCgqoEof09mpiVp\nioaIi+rQp+ugoCCKi4tJSko67vqMjAxiYmI6JZh0PV42C1P69mBK3x4AtLS0siH3CMv3lbEl7yjb\nCquoqGvms4NH+OzgER4BLCYTQ2O+2bYhNTmEEB8PY5+IiIiIfEexvYHHVuUAcFtqIr3C/QxOJCLf\np0NN3tVXX82cOXP497//jclkorW1lQ0bNnD33Xdz7bXXdnZG6aIsFjPpKWGkp4QBbXv1bSusYtne\nMj7Pq2R7oZ1CewNbC6rYWlDFU2sPADAg0r999c70lFCiAryMfBoiIiIC/GHZPmqbWhgQ6c9NYxOM\njiMiJ9GhJu+RRx5h+vTpxMTE4HQ66devHy0tLVx99dXcf//9nZ2R7OxsrrvuOsrLywkKCuLVV1+l\nX79+3znu4YcfZuHChUBbI/qnP/3pR90mZ4fZbGZEXDAj4oLbr9tTYmdZZhkbj23bcPBIPV+VVPNV\nSTXPb8wFICXUp32kLz05lMQQb23bICIichbtKKrilS15QNvG56G+ngYnEpGT6VCTZ7PZePPNN/nj\nH/9IRkYGra2tDB06lF69enV2PgBuuukmbrzxRqZPn867777LjBkz2LRp03HHrFu3jkWLFrFz506s\nVivjx48nNTWVyZMnn/Q2MVa/yAD6RQZwFykAHKyoZVlmKZ8d27Yhq6yW/RV17K+o45Uv8gGICfBq\na/pS2jZo7xPhp6ZPRETkDHE6ndz1wR6cTrigVxjThkYbHUlEfsBprXgRFxeHw+EgJSUFq/XMLJ5R\nWlrKtm3bWLFiBQCXX345t912G7m5uSQmJrYf9/bbbzN9+nR8fX0BuP7661m0aBGTJ08+6W3/q7Gx\nkcbGxvbLdrsdgObmZpqbm8/IczxVzc3NOBwOl8nTmWIDPLhhVCw3jIoFoMTewPJ95aw/eISMIjt7\nS2sptDfwVkYhb2UUAhDiYyM9KZi0pBBSk0IYFOWPpYtPBO/ONZZvqM7uQXV2D925zkszS/k0uxyb\n2cQtY+OwmZzd8nn+kO5cY/mGK9a5I1k61JnV1dVx++2389prrwGQlZVFcnIyM2fOJDo6mnvvvbcj\nd3tC+fn5REdHtzeRJpOJ+Ph48vLyjmvy8vLymDBhQvvlxMTE9v36Tnbb/5o/fz4PPfTQd64vLy8/\nrvkzksPhoLKyEuCMNdeuwgJcmOjJhYlRQBTVjS2syz3KZ3nV7CqtY09ZA0fqmnlvdynv7S4FwM/D\nzMhoP8bE+jM61o/BkT54dLG9+typxu5MdXYPqrN76K51bm5xcvcHewD4eZ8ghoeaKCsrMziVMbpr\njeV4rljn6urqU/6ZDiWfO3cuO3bsYM2aNUyZMqX9+vPPP58HH3ywU5s84Dun4jmdzh887n+POdlt\n3zZ37lxmz57dftlutxMXF0dYWBgBAQGnlPtM+bqbDwsLw2azGZzm7AoHkmMjmX7scn1TC6tyylmZ\nU05GYTU7iqupaWphda6d1blto7BeVjOj44NIOzbaNzo+CB8P196rz51r7E5UZ/egOruH7lrnFzbl\nkXOkgSAvK7PPPYfIHkFGRzJMd62xHM8V6+zpeepzYDvU5L333nu8/fbbjBkz5rjmqV+/fuzfv78j\nd/m94uLiKCgowOFwYLVacTqd5OfnEx8ff9xx8fHx5Obmtl8+dOhQ+zEnu+1/eXp6nvAXabPZXKbQ\n0PbNgqtlMoLNZmPq4FimDm47vbPZ0cq6AxUszypja/5RMgqrOFrvYO2BI6w9cATYj9VsYkRcIBOS\nw0hPCWF8YgiB3q73e1SN3YPq7B5UZ/fQ3ep8tL6ZP65s2zLhprEJjEoKc/s58N2txnJirlbnjuTo\nUJNXVlZGRETEd66vra3t9Bd/REQEQ4cO5Y033mD69On85z//ITEx8bhTNQGuvPJKbrvtNm655Ras\nViuvvPIKDz/88A/eJt2LzWrmvN7hnNc7HGjbtuHzvKN8nFnGlvxKthVUcbimic2HjrL50FEeXw0m\nYHB02159ackhpCWFEuGvVcNERMS9Pboym/LaJpJCvLktNdHtGzyRrqRDTd7IkSP56KOPuP3224Fv\nToX8+9//ztixYzsv3TEvvvgi06dP59FHHyUgIKB9LuCFF17IH//4R0aMGMHEiRO56qqrGDhwIADT\npk1rP5X0ZLdJ92Y2mxmbGMLYxBCg7VTdXcV2lu4tZfOhSjIK7eQdrWd7kZ3tRXYWrD8IwDnhvsdt\n2xAX7G3k0xARETmrDlbUtf9NnJWWTGyQj8GJRORUmJwnm6D2PTZu3MiUKVO45pprePXVV7npppvY\nvXs3mzZtYu3atQwfPvxMZDWE3W4nMDCQqqoql5qTV1ZWRnh4uMsMI3dlOWU1fLS3lA3H9urLKa/7\nzjHxwd5MbG/6QugZ5ntGv9FUjd2D6uweVGf30N3q/IvXv+SdHUWMig9ixY2jCfT2MDqS4bpbjeXE\nXLHOHelHOjSSN27cODZu3MgTTzxBSkoKK1asYNiwYWzatKl9tEykq+gZ7sescD9mpScDUFhVz9I9\npaw7UEFGoZ3M0mryKut5fWsBr28tAKCHn0f7SF9acigDIv0xd/FtG0RERAA2HjzCOzuKMAF3piWr\nwRPpgjrU5F1zzTVMnDiR++67j969e3d2JhFDxQR6c8PYBG4YmwDAkdomlmUeZnVOBRmFVXxVUs3h\nmibe2VHMOzuKAQjytpKWdGykLyWEoTGB2LrYtg0iIiJOp5PZH+wG4NIBkfx8UKTBiUSkIzrU5Pn5\n+fHUU09x880306NHDyZMmMCECROYOHEiffr06eyMIoYK8fXgmuFxXDM8DoCahmZWZJWxMrucjIIq\ndhTbOVrv4MM9h/lwz2EAfGwWxiUGt4/2jYoPwsvm2ts2iIiIvL29iM/zjuJtMzMrLQlPq/52iXRF\nHWryXnzxRQBKSkpYs2YNa9asYcGCBdx6661ERERQXFzcqSFFXImfl43LBkVz2aBoABqbW1idU86K\nrHK+LDjK9kI79kYHK7PLWZldDoCHxcSo+K+bvhDGJoTg7+UaG2yKiIgA1De3MOejvQBcNyKO9ORQ\ngxOJSEed1qdMf39/goODCQ4OJigoCKvVSmSkhvXFvXjaLEzp24MpfXsA0NLSyobcIyzfV8aW/KNs\nK6iioq6Zzw4e4bODR3gEsJhMDIkJaB/pS00KIdRXcx5ERBhbCW0AACAASURBVMQ4C9YdIK+ynh5+\nHsxKS9Jcc5EurENN3pw5c1i7di07duxgwIABpKenM3fuXNLT0wkKCursjCJdisViJj0ljPSUMKBt\nr76MwiqWZZbx+bFtGwrtDXxZUMWXBVU8vfYAAP17+DEhJYz05BDGxAfgGus5iYiIOyitbuTRT9s2\nPr91fBJ9evgbnEhETkeHmrwnnniC8PBwHnzwQS699FL69u3b2blEug2z2czwuGCGxwW3X7enxM6y\nzDI2Htu24eCRenYfrmH34Rqe35gLQHygB2nJYYxPDmVcYjADIgOw6FtVERE5Ax5cvo/qRgf9evhx\n05h4o+OIyGnqUJOXkZHB2rVrWbNmDU899RQWi6V94ZWJEyeq6RP5Af0iA+gXGcBdpABwsKKWZZml\nfHbwCBmFdrLKasirauLNjCLezCgCwNfDwuj4oLbN3ROCGZMQrFM8RUTktO0uqealzYcAuCMtmYgA\nL4MTicjp6lCTN3jwYAYPHszMmTMB2LFjB8888wwzZ86ktbWVlpaWTg0p0t0lhfpyy/gkbhmfBEDB\nkWr+++UBdlS08NXhWr4qqaa2qYVVORWsyqlo/7ne4b6MO9b0jU0Mpl8Pf432iYjIKbn7w920OuHc\nnqFcPSzG6Dgi0gk6vPBKRkZG+8qa69evx263M2TIEM4999zOzCfilnr4e3F5/3BuDg/HZrPR7Ghl\n46EjrMouJ6PQzs5iO4cq68kqqyWrrJZXt+QD4OdpYXR8MOMTQxibGMzo+CCCfTTaJyIiJ7Y8s5SP\nM8uwmk3MTE3C11MrP4t0Bx16JQcHB1NTU8PgwYOZOHEiN9xwA+np6QQEBHR2PhEBbFYzE1LCmHBs\nMReA/Mo6VmSVszH3CLuK7ewuqaGmsYVPs8v59NjWDQB9IvwYlxjM2IRgxiWG0CfCTyumiYgIjpZW\n7vpwDwBXDY7m4n49DE4kIp2lQ03eP//5TzV1IgaLC/Zhxuh4ZoxumyDf5Ghlw8EjrMopZ1thFbuK\n7eQfbSCztIbM0hpe+aJttC/Qy8ro+OC2xi8xmNHxwQR6ay1PERF388oX+ewuqSbQy8odE5KwWsxG\nRxKRTtKhJu/iiy/u7Bwicpo8rGbO7RXGub2+Ge3Lrajlk+xyNuVWsrPYzu6SaqoaHKzIKmNFVhkA\nJqBfDz/GJR2b25cQzDkRfphMGu0TEemu7A3N/OHjTABuGB3PiFhtgSXSnejEa5FuLDHUlxtCfblh\nTAIAjc0trDtwhNU55WwvqmJncTWFVQ3t2zf8fXMeAEHeVsYltM3rG5sQzKj4YPy99HYhItJdPL4q\nh9KaJuKDvLk1NUlf7Il0M/rUJuJGPG0WLjgnnAvOCW+/7kB5LSuyytiUW8muEjt7Smo4Wu9gaWYp\nSzNLATCboH+kf/tKnuMSg+kZ5qsPBSIiXdChI3U8tfYAADPTkkgM8TE4kYh0NjV5Im4uOcyXm8N8\nuXlcIgD1TQ7WHqhgdU4F2wvt7Cq2U1zdyK7ianYVV/Pipra9lEJ9bMe2bmgb8RsZF4SfVmUTEXF5\n85Zm0uhoZXhsIDNGxRkdR0TOAH0iE5HjeHtYmdKnB1P6fLPKWnZpDSuyy9icW8nO4moyS6upqGtm\nyd5SluxtG+2zmEwMjDo22nfsNM/kUB+N9omIuJAv8ip5K6MQE3BnejJB2mZHpFtSkyciP6hXhB+9\nIvy49dhm7bWNzazZf4Q1+8vZUWhnZ0k1h6sb2V5kZ3uRnec35gIQ7utxbBXPttM8R8QF4uOhtx0R\nESM4nU5mv78bgIv6RnD5oCiDE4nImaJPWyJyynw9bVzUrwcXfWtPpb2Hq/kkq4zPDx1lV7GdzLIa\nymqbeH/3Yd7ffRgAq9nEoKgAxiUGt4/4JQR7a7RPROQs+M/OYjbkVuJpNTMzLRkvm8XoSCJyhqjJ\nE5FO0beHP317+ENa2+XqhmZW5VSwdn8FO4qq2FVcTVltE9sKq9hWWMWzG3IB6OHn2b5n39iEYIbH\nBeGtDx4iIp2q0dHCPUv2AnDt8FgmfWu7HRHpftTkicgZ4e9l49IBkVw6IBJoO01od0k1K7PbRvt2\nFtvZV1bL4ZpG/vtVCf/9qgQAm9nEkJjAtsYvoa35iwvSaJ+IyOl49rNcDh6pI8zXg1lpyVjMek8V\n6c7U5InIWWEymRgQFcCAqID266rqm1mVU35stK9tJc+Kuma25B9lS/5RFqw/CECUvyfjk75Z0GVY\nbCCeVo32iYj8GOU1jfzpkywAbhmXQP8of4MTiciZpiZPRAwT6G3j5wOj+PnAtsn/ra2t7Cqu5pPs\ncrbkVbKruJqsshqKqxt5d2cx7+4sBsDDYmJoTCDjEkPaT/WMCfQ28qmIG2ptdVJR10RJdSOHqxsp\nqW6kxN7I4ZpGSqob2v9dVtPIwHBvnv65NwOig42OLW7ooRVZVDU46B3uy++ObZcjIt2bmjwRcRlm\ns5nBMYEMjglsv66yromV2eWs21/BzmI7u4qrqaxv5vO8o3yed5S/rGs7LjbQ67jtG4bGBOJhNRv0\nTKSrcjqdVDU4KLE3HN+8HffvtttKa5poaXX+qPstqW5iyF82cPv4RP7f5HMI9Lad4Wci0ibzcDV/\nO7a/6Z3pyUQGeBmcSETOBjV5IuLSgn08uHJwNFcOjgbaRvu2F9n5JKuMrflV7Cy2k1NeS0FVA+/s\nKOKdHUUAeFnNDIttG+37em5flD7cuK2aRsdxTdrh6qb2Zu1/G7lGR+sp3XeQt5UQHw/CfDwI9bUR\n4uNB6LF/R/h54muF5z47wOeFtTyz/iD//LKAxy/ux29GxmHWvCg5w+5ZspeWVifpySH8anis0XFE\n5CxRkyciXYrZbGZYbBDDYoPar6uobWRlVjlrD1Swq7iaXcV2qhocbMytZGNuZftx8UHebXP7jjV9\ng6MDsFk02tdVNTpajjtNsqT62KmS9q8buW+at9qmllO6bz8PC6G+HoT62I41bB6E+NgI9fUgzNeD\nmAAvYgO9iA3yJtDbhrfN8r0LWTQ3N3NerAeflbTw+6X7yKus57fv7OCvnx3k+csGMi4ppDN+HSLf\n8WlWGR/uOYzFbGJmahJ+nvrYJ+Iu9GoXkS4v1NeTXwyN4RdDY4C20b6tBVV8ml3O1vy2lTz3l9eR\nd7SevIxCFmUUAm2jfSPigr7Zty8hmAh/TyOfittztLRSWtN0rEFrOMGpko3ttx2td5zSfXtZzcca\nt2PN27EmLuRYExcT4EVsUFvjFuLT1rh15pcAPx8YydRBMTyyMpun1u5nR5Gd8c9uYNqQaJ68pJ/m\nlUqnaml1cteHewC4YlAUlxxb6VhE3IOaPBHpdsxmM6PigxkV/80iF6XVDazMKmf9wSPtc/uqGx18\ndvAInx08AuwHICnE+7hTPAdFBWDVaN9p+b4FSkqqG7418tZ2W3ldE84fN80NAJvFdOz0SNt3GrgQ\nHxtR/l7EBHqREOJNmK8nPjaLoXM1PaxmHppyDr8bl8Cti3fx310l/Gt7Ee99VcJ95/fi7okp2qBa\nOsVrW/LZUWTH39PKrLQknbUg4mbU5ImIW4jw9+Lq4bFcfWxOisPRypaCo3yaXc6XBW1z+w5W1HHw\nSD0HjxTy5ra20T5vW1vD2L5vX0IwYX4a7TvZAiXfHm071QVKAMwmCPFpa9LCvn2q5LfmucUEehEf\n7E2kvye+HlY8reYutZdiZIAX/5k+kk25R7j53V3sLLbzh4/38dLmPBZM7c/UAZFd6vmIa6lpdHD/\nx5kAzBgVx5gEreoq4m7U5ImIW7JazYxNDGFs4jfzoYrtDazMKmP9gSPsKrazq6Sa2qYW1u6vYO3+\nivbjeob6MO5bc/sGRAZ0m42FT7ZAyTfbA7T9u6nl1BcoCf3WoiShPh7HTpVsa9yiA72IC/QmOsAT\nfy8rXlZLt1+YZGxiCNvvSuelzYf4w7J95B+t57JXtzIhOZTnLh9I/0jtZyan7onV+ym2NxIT6MVt\nqUn6wkDEDanJExE5JirAi1+PiOPXI+KAttG+zXmVfJpTzpf5VewqtpNbWU9ORR05FXW8vrUAAF8P\nC6Pjg9q3cBiTEEyIj4eRT+U4Dc1tC5Qcd2rktxYo+fZIXGcsUBLq40GIr+2UFyhxVyaTiZvGJnLN\nsFjuXbKXv39+iLUHKhj85BpuGpvIwz89h2AX+v8krq3gaD1PrMkBYGZqEilhvgYnEhEjqMkTEfke\nVquZ1ORQUpND268rOFrHyqxyNuQeYWdRNV8dG+1blVPBqpxvRvt6h/u2z+0blxhMvx7+nToq9fUC\nJf+7iuRxp03a2+a8ddYCJW2nTX6zQElckDfBZ2CBEnfl52nl2csHMis9iZve3cnqnAqe35jLWxmF\nPPLTc7hpbKIaZPlB9y/LpL65lSHRAfx2dJzRcUTEIGryREROQWyQD9NHxTN9VDwAzY5WNuQeYVVO\nORkFVewsqSavsp6sslqyymp5dUs+AP6e1u+M9vn+zzvwtxcoaT818gQLlJRUN1LRiQuUhPp4EOnv\n6VILlLizXuF+rPrdOJbsLmHW+7s5UFHHrYu/4rkNuTx/+UAmpIQZHVFc1Jf5R3nt2BkGd6YnE+Kr\n+cMi7kpNnojIabBZzUzsGcbEnt988D50pI5PssrZmNs2t2/34baVPFdml7Myu7z9uHPCfYnytXC0\nKZvDNZ2/QEkPfy+iAzy79AIl7uzi/pFM6RPBn1fn8Piq/ew5XMPE5zdx2cBInr6kPwkhPkZHFBfi\ndH6zZcJP+4Rz5ZBogxOJiJHU5ImIdLKEEB9+Oyae345pG+1rbG5hw8EjfJpTTkahnV3FdgqqGthX\nVsu+su/+/A8tUBIT6EWsmy1Q4q6sFjPzzu/NDWMSmPnfr3hnRxGLd5Xw0Z5S7pmUwr2TeuLjoT/l\nAu9/VcLa/RV4WszMTEvCW1txiLg1l/7LUFdXx4wZM9iyZQtms5nHHnuMyy677ITHLlmyhLvvvhuH\nw8HgwYN57bXX8PPzY9euXdx6662UlpZis9kYO3Ysf/3rX/H01CkMInJ2eNosTOodzqTe4e3XHayo\n5eO9JewvriAmPIj4YD8tUCLfK9zPk0W/Hs5dE1K46d2dbCus4k+fZPOPz/N4+pL+XDUkWiO0bqzJ\n0co9S/YCcM3wGC7oHWFwIhExmktPuHjyySfx9PQkJyeH5cuXc8stt1BZWfmd42pqapgxYwbvvfce\nOTk5REVF8cgjjwDg5eXFs88+S2ZmJtu3b6eqqoqnnnrqbD8VEZHjJIX68tvR8cweH8tt45O4fHA0\noxNDiAnyxs/TqgZPTmhEfBBb70xj4bQhRPp7UmRvZNob20h9dgPbC6uMjicG+dvGXLLLawn1sTEz\nNUnvHyLi2iN5b7/9Nq+++ioASUlJpKen8/777zN9+vTjjlu2bBkjRoygT58+ANxyyy1ceOGFzJ8/\nn169erUfZ7FYGDlyJJmZmd/7mI2NjTQ2NrZfttvtADQ3N9Pc3NxJz+z0NDc343A4XCaPdD7V2D2o\nzu7hTNT5miGR/LxfOA8uz+KFz/PZmFvJ8L+sY/qIWB6e0pswX225cLYZ9Xo+UtfEQyv2AXDj6Fj6\nRfjoPeUM0Xu2e3DFOncki0s3eXl5eSQkJLRfTkxMJC8v70cdV1hYSGtrK2bzN4OVtbW1vPzyyzz+\n+OPf+5jz58/noYce+s715eXlxzV/RnI4HO0jmlarS5dQOkg1dg+qs3s4k3W+Z0wYv+zrz9yVh1id\nW80rWwp4Z0cRvx8XzXVDIrBZNKJzthj1en5wdT6V9Q6SgjyY1tuPsrITTPSVTqH3bPfginWurq4+\n5Z8xNHlaWhp79+494W0ZGRkAx80xcJ5kvfAfmovQ3NzML37xC37yk59w6aWXfu9xc+fOZfbs2e2X\n7XY7cXFxhIWFERAQcNLHOFu+7ubDwsKw2WwGp5EzQTV2D6qzezjTdQ4Ph+U9Y/kkq4w7PthLdnkd\nD64p4I2vjrDg0n6c30tbLpwNRryes8treW1HW1N3Z3oyfZNizsrjuiu9Z7sHV6xzR9YSMbTJW79+\n/Ulvj4+PJzc3l/DwtsUKDh06xIUXXnjC41atWtV+OTc3l5iYmPZRvObmZq666iqioqJYsGDBSR/T\n09PzhL9Im83mMoWGtm8WXC2TdC7V2D2ozu7hbNT5wv7RTO4bxV/W7ufhldlkl9dx4T+2clHfCBZM\nHUBKmO8Ze2xpc7Zfz/cvz6a5xcm4xGCmj07CZnONUYfuTO/Z7sHV6tyRHC698MqVV17Jc889B8DB\ngwdZu3Ytl1xyyXeOmzJlClu2bGmfa/f8888zbdo0oG3Iddq0aYSEhPDSSy9p9TEREem2LGYTd5/b\nkwPzJnHtiFgsJvhobyl9/7yae5fsoabRYXRE6SRr95fz310lWExwR1oS/l5q8ETkGy7d5P3+97+n\nvr6enj17MnnyZJ577jlCQkIAeOCBB3jhhRcA8Pf35+WXX2bq1Kn07NmTwsJC5s2bB7Qt3rJ48WK2\nbt3K0KFDGTJkCLfeeqthz0lERORMC/H15LVfDuXL2emMjg+iucXJ46v30/PRT3njy4KTTn8Q19fa\n6uSuD9o2Pv/5wCguHRBlcCIRcTUmp97pT8putxMYGEhVVZVLzckrKysjPDzcZYaRpXOpxu5BdXYP\nRtfZ6XSyKKOQe5bspbCqAYCRcUE8d9lARsYHnfU83dXZrPM/t+Zz7aLt+HpYWPbb0aSlhJ7Rx5M2\nRr+W5exwxTp3pB9x6ZE8EREROT0mk4mrh8WSM3cS95ybgrfNzJb8o4xasJ7r3sqgxN5gdEQ5BXVN\nDuYubZue8puRcYxPCjE4kYi4IjV5IiIibsDLZuHxi/uxb865XNyvBwCvf1lAz/mreGJVDk2OVoMT\nyo/x1NoDFFY1EOXvycy0JMza+FxETkBNnoiIiBuJC/bhwxmjWP27sfTr4UdtUwv3fLSXvn9ezdK9\nh42OJydRbG/g8VU5ANyemkSvcD+DE4mIq1KTJyIi4oYm9gxj190TWTC1P6E+Ng5U1HHRy18w+cXN\n7CutMTqenMAflu2jtqmFgZH+3Dg23ug4IuLC1OSJiIi4KbPZxMy0ZA7cdx4zRsdjNZtYkVVG/yfW\nMPv9r6iqbzY6ohyzo6iKV7bkAW0bn4f6nvrmyCLiPtTkiYiIuLkALxsvXzWY7Xelk5oUQkurk7+s\nO0jKo5/yyud5tLZqIW4jOZ1tWyY4nXBB7zCmDYsxOpKIuDg1eSIiIgJA/8gA1t82nnevHUF8sDcV\ndc3MeGcHw/+yjk25R4yO57aW7i3l0+xyPCwmZqUm422zGB1JRFycmjwRERE5zuWDo8i+dxJ/uKAX\nvh4WthfZGffXDVz9xpcUVtUbHc+tNLe0cveHbRufTxsSw+Q+4QYnEpGuQE2eiIiIfIeH1cwfp/Qh\n+95J/HxgJCZgUUYRveav4pFPsmhobjE6olt4adMhMktrCPK2ckd6MlaLPrqJyA/TO4WIiIh8r6hA\nLxZPH8n628YxKMqf+uZW7v94H+c8tpr3dhXjdGq+3plytL6Z/7ciC4CbxyQwJCbA4EQi0lWoyRMR\nEZEfND4plO13TeBvlw8k3NeDvKP1/PzVrUz62yb2lFQbHa9benRlNuW1TSSFeHNraiImkzY+F5Ef\nR02eiIiI/Cgmk4mbxyVy4L7zuGVcIjaLiTX7Kxj05BpuX7yLyromoyN2Gwcqalmw/iAAs9KSiQ3y\nMTiRiHQlavJERETklPh5Wnnu8oF8dfdEJqaE0uKEZzfkkvzoKv62IZcWbblw2u79aC9NLa2Mjg9i\n+shYo+OISBejJk9EREQ6pHeEH6tvGccH148kOdSHo/XN3LJ4F4OfXMu6/RVGx+uyNh48wr93FGM2\ntW18HujtYXQkEeli1OSJiIjIaflZ/0j2zTmXP005B39PK7sPVzPh+Y1c8eoW8irrjI7XpbS2Ornz\ng90AXNo/kqkDIw1OJCJdkZo8EREROW1Wi5n7L+jN/nmT+MWQaMwm+M+uEs55bDUPfryPuiaH0RG7\nhLe3F/FF3lF8bBZmpiXhadXG5yJy6tTkiYiISKcJ9/PkX78ezqaZqQyLCaDB0cofP8mi9/zVvLO9\nSFsunER9cwv3Lt0LwHUjY0lPDjU4kYh0VWryREREpNONig9m653p/OOqwfTw96TQ3sAv/vklac9u\nYEdRldHxXNKCdQfIq6ynh78ns1KTMJu1ZYKIdIyaPBERETkjTCYT14+O58C8SdyRloSnxcyG3EqG\nPb2OG/+9g/KaRqMjuozD1Y08+mkOALeNT+ScHv4GJxKRrkxNnoiIiJxRPh5W/jJ1AHvnnMtPeofT\n6oS/b84j5dFV/N/6AzS3tBod0XAPLt9HdaODfj38uGlMgtFxRKSLU5MnIiIiZ0VSqA/LbxrDxzeM\noneYL/ZGB7Pe282AJ9awMqvM6HiG+arYzt83HwLatkwI9/c0OJGIdHVq8kREROSsmtynB3vmnMvj\nF/Ul0MtKVlktF7y4mZ/94wsOVNQaHe+s+/2SPbQ6YVLPUK4eFmN0HBHpBtTkiYiIyFlnMZu4Z1JP\nDsybxK+Hx2IxwZI9h+n7+GrmfrSXmkb32HLh48xSPs4sw2o2MTM1CR8Pq9GRRKQbUJMnIiIihgnx\n9eT1q4ey9Y50RsUH0dTi5LFVOfR8dBVvflnQrbdccLS0cveHewD4xZBoLurXw+BEItJdqMkTERER\nww2JDWTzzFTeuHooMQFeHK5p5FdvZTB6wWdszT9qdLwz4pUv8tldUk2gl5VZ6UlYLfpYJiKdQ+8m\nIiIi4hJMJhPXDI8lZ94k7pmYgrfNzJb8o4x6Zj3TF2VwuLr7bLlgb2jmDx9nAnDDmHhGxAYZnEhE\nuhM1eSIiIuJSvGwWHv9ZP/bNOZeL+kbgBF7bWkDPRz/lydU5NDm6/pYLj63KobSmifhgb24bn4TJ\npI3PRaTzqMkTERERlxQX7MOS345m1e/G0q+HHzVNLfx+yV76/Xk1y/YeNjpehx06UsfTaw8AMCs1\niYQQH4MTiUh3oyZPREREXNq5PcPYdfdEnrm0PyE+NvZX1HHhy18w+cXNZJXVGB3vlM1bmkmjo5UR\nsYFcPyrO6Dgi0g2pyRMRERGXZzabmJWezIF55zFjVBwWs4kVWWX0//Ma7np/N/aGZqMj/iifH6rk\nrYxCTMAd6ckE+XgYHUlEuiE1eSIiItJlBHrbePkXQ9g+O51xicE4Wp08ve4AKY+uYuEXebS2uu6W\nC06nk9kf7Abg4n49uGJwlMGJRKS7UpMnIiIiXc6AqAA23J7Kv68dTnywN+W1TVz/9g5GPLOOzYcq\njY53Qu/uLGZjbiVeVjMz05LwtFqMjiQi3ZSaPBEREemyrhgcTfa9k7j//F74eljIKLQz9v8+4+o3\nvqSoqsHoeO0aHS3MWbIXgGtHxDKpZ5jBiUSkO1OTJyIiIl2ah9XMn37ah6w55zJ1QCQAizKK6Dn/\nUx5dmU1Dc4vBCeGv63M5eKSOcF8PZqYmYzZrywQROXNcusmrq6vjl7/8JT179qR3794sXrz4e49d\nsmQJffr0oWfPnlx++eXU1By/2pbT6eS8884jLEzfnImIiHRH0UHe/Pc3I1l/6zgGRflT39zKfcsy\nOefx1bz/VQlOpzHz9cprGnl4ZRYAt4xLpH+UvyE5RMR9uHST9+STT+Lp6UlOTg7Lly/nlltuobLy\nu+fZ19TUMGPGDN577z1ycnKIiorikUceOe6YZ599lsTExLOUXERERIySmhzK9rsm8PzlAwn39SCv\nsp6pC7dw3gub2FNSfdbzPLQii6oGB+eE+/K7cQln/fFFxP1YjQ5wMm+//TavvvoqAElJSaSnp/P+\n++8zffr0445btmwZI0aMoE+fPgDccsstXHjhhcyfPx+A7Oxs/vWvf/Hqq6/y/vvvn/QxGxsbaWxs\nbL9st9sBaG5uprnZNZZnbm5uxuFwuEwe6XyqsXtQnd2D6myc346MYdqgHsxduo9XthSwOqeCQU+u\n4cYx8fy/C3oR7GPrtMf6vjpnltbwt02HAJg5Pp4Qb4v+L3RRei27B1esc0eyuHSTl5eXR0LCN994\nJSYmkpeX96OOKywspLW1FYAbbriB5557Dpvth9/M58+fz0MPPfSd68vLy49r/ozkcDjaRzStVpcu\noXSQauweVGf3oDob74HUCK7pF8C9n+SysaCWv23KY1FGIfemRnP1wHAsnTA/7vvqPPu9HFpanYyL\n9WVyvCdlZWWn/VhiDL2W3YMr1rm6+tTPQDA0eVpaGnv37j3hbRkZGQCYTN+88Z7sXPpvH/dtTz75\nJOnp6QwZMoTc3NwfzDR37lxmz57dftlutxMXF0dYWBgBAQE/+PNnw9fdfFhY2I9qXKXrUY3dg+rs\nHlRn1xAeDmvOiePDPYe5e0kmB4/Uc+/KfP65q5K/Tu1HalLIad3/ieq8KqeClQeqsJhN3DmhJ/HR\nkaf9PMQ4ei27B1ess6en5yn/jKFN3vr16096e3x8PLm5uYSHhwNw6NAhLrzwwhMet2rVqvbLubm5\nxMTEYDabWbduHTt37uT1119v78wTExPJyMggODj4O/fl6el5wl+kzWZzmUJD2zcLrpZJOpdq7B5U\nZ/egOruOywbH8rMB0Ty2KocnVu9n9+EaJr34BVcMiuKpS/oRH+zT4fv+dp1bWp3MWboPgCsHRXHp\n4FhsFpdeCkF+BL2W3YOr1bkjOVz63ebKK6/kueeeA+DgwYOsXbuWSy655DvHTZkyhS1btpCZmQnA\n888/z7Rp04C2VTfz8vLIzc3ls88+Izg4mNzc3BM2eCIiItL92Sxm/nBBb3LmnstVg6Mw0bZR+TmP\nrebBj/dR3wlbLry2JZ8dRXb8Pa3MTEtSgyciZ5VLv+P8/ve/p76+np49ezJ58mSee+45QkLaTqd4\n4IEHeOGFFwDw9/fn5ZdfZurUqfTs2ZPCwkLmzZtnMvAAfAAAHXVJREFUZHQRERFxcRH+Xrx97Qg2\nz0plaEwADY5W/vhJFr0eXcW/dxR1eMuFmkYH9y1r++J5xug4xiToi2URObtMTqM2jeki7HY7gYGB\nVFVVudScvLKyMsLDw11mGFk6l2rsHlRn96A6dw1Op5OFX+Qzb1kmh6vbFlpLTQrhucsGMij6h//+\nf7vOf/p0P3/6JJvYQC/W3jqO5FDfMx1fzgK9lt2DK9a5I/2IS4/kiYiIiJwNJpOJ60fHc2DeJGal\nJeFpMfPZwSMMfXotN/17BxW1TT/qfgqqGnhyzX4AZqYlqcETEUOoyRMRERE5xsfDyjNTB7BnzkQu\n6BVGqxNe2pxHyqOf8n/rD+BoaT3pzz+wPIv65laGxgQwY1TcWUotInI8NXkiIiIi/yM51JcVN49l\n6W9H0SvMl6oGB7Pe282AJ9bwadaJ97rbebiWN7YVAXBnejIhvqe+7LmISGdQkyciIiLyPX7atwd7\n7pnI4xf1JdDLyr6yWs5/cTOX/OMLDlbUtR/ndDr545qCtp/pE8GVg6ONiiwioiZPRERE5GSsFjP3\nTOrJ/nmT+NXwGCwm+HDPYfo8vop5S/dS2+jggz2lbCqowdNiYlZaIl42i9GxRcSNGboZuoiIiEhX\nEerryT+vHsbs9BRufncnX+QfZf6nOSz8Ih+b2QTA1UOjOb93hMFJRcTdaSRPRERE5BQMjQ1k86xU\n3rh6KDEBXpRUN5Jf1UCwl4XbxsdjOdbwiYgYRU2eiIiIyCkymUxcMzyWnHmT+P3EFJJCvJk9pgcD\nowKNjiYiotM1RURERDrKy2bhzz/rxyNTelFaWmp0HBERQCN5IiIiIp3CZNJpmiLiGtTkiYiIiIiI\ndCNq8kRERERERLoRNXkiIiIiIiLdiJo8ERERERGRbkRNnoiIiIiISDeiJk9ERERERKQbUZMnIiIi\nIiLSjWgz9B/gdDoBsNvtBif5RnNzM9XV1Xh6emKz2YyOI2eAauweVGf3oDq7B9W5+1ON3YMr1vnr\nPuTrvuTHUJP3A6qrqwGIi4szOImIiIiIiLir6upqAgMDf9SxJueptIRuqLW1laKiIvz9/TGZTEbH\nAdq6+bi4OPLz8wkICDA6jpwBqrF7UJ3dg+rsHlTn7k81dg+uWGen00l1dTXR0dGYzT9utp1G8n6A\n2WwmNjbW6BgnFBAQ4DL/+eTMUI3/f3v3HldTuscP/LO1c6spKXddjjqV2tW2S7pIF1HJpanIOIgu\nJNScce/VMU1zTDSHc4hxmnGpTDEzcYiR3NpmaFxC7kJ2HORIcklSm+/vDz/rZ0sN84u0fd+vV6+X\ndXueZ61nPfu5rbV8GDifPwyczx8Gzmf1x3n8YXjf8vl1Z/Ce4w+vMMYYY4wxxpga4U4eY4wxxhhj\njKkRjYSEhITmTgR7cxoaGvDw8IBYzE/cqivO4w8D5/OHgfP5w8D5rP44jz8M6pDP/OEVxhhjjDHG\nGFMj/LgmY4wxxhhjjKkR7uQxxhhjjDHGmBrhTh5jjDHGGGOMqRHu5L1DmzZtgr29PaRSKXr37o2B\nAwfi6dOnTRb+hAkTsHz58iYLj70ZExMTdO7cGXV1dcK6vXv3QiQSYebMmU0WT0JCQpOGx36fVCqF\nVCqFlZUVxGKxsBwSEvLW446Pj8fcuXPfejzqLiEhAZGRkcKyXC6HSCTCgQMHhHXh4eFITEx87TBL\nS0thYGDQpOlsSFpaGoKDg99JXOqosTIsl8vh4ODwTtPD9XXzMTExgaWlpXAPREVFvXI/qVSKR48e\nNRjG6dOn32Yy2Wt403b13bt3kZyc3KRpEIlEqKqqatIwm0rL/WRMC3Pz5k1ERUXhyJEjMDY2BgAc\nO3YMIpGomVPGmpKRkRFycnIQFBQEAFizZs07bzywpldUVATgWaPewcFBWGYth6enJ8LDw4VluVyO\nfv36IT8/H66ursK6tLS0Zkohe5saK8NyubxJ4lAqlS36S3wfkuzsbEgkkldue56P/Dv/fvsj7ern\nnbzZs2e/cXwtsXzzTN47UlZWBrFYDH19fWGdTCaDSCSqNyLk4OAgVDoeHh6YM2cO3NzcYGpqqjLi\ndP36dQwcOBC2trYYMWIEbt++LWzLyspCv3790KdPH0ilUmzfvh0A8NNPP8HHx0fY78mTJzA2NsbZ\ns2ff1ql/UMLCwrBmzRoAwL1793Dw4EH4+voCeHatZ86cCYlEAolEgunTp6O2thbAs1Hd6OhoeHt7\nw9zcHIGBgcK2e/fuITg4GFZWVvDx8cGlS5eE+Pbs2QNnZ2f06dMHEokEa9euBQAcOXIEvXv3xosf\nz3V2dkZubu47uQ4fkt27d8PJyUlYLioqgpmZmbC8fft2uLq6wt7eHk5OTti/fz8A4Pz583BxcYGd\nnR1sbGzw+eefA3hWCQUGBsLa2hq+vr64fPmyENbOnTvh7OwMmUwGiUSCdevWAQB+++23eg0WR0dH\n7Nq1662dd0vj5OSEGzdu4Nq1awCeNeznz58v/Nb+97//RVlZGfr164cjR47Ay8sLDg4OkMlk2Lhx\noxDOihUrYGZmBjc3N6xatUpY/3xWb/78+bC3t4eZmZnwuwugwTDLy8sxePBg2NjYwNbWFhMnTgQA\n1NbWYvLkyTA3N4enpycOHTokhHXq1Cm4ublBJpPBysoKSUlJAIAbN26gS5cuqK6uFvb95JNPsHLl\nyia+mupHqVQiOjoadnZ2sLa2RmFhIYD6s7VVVVUqjUiRSITFixfDw8MD8+bNw8GDB4WZBYlEIlx7\nrq/fbxMmTEBMTAx8fX1hZ2cHQHWG5tdff4WNjQ0cHR0xbdo0lbp11qxZ6Nu3L6RSKdzd3XHx4kUA\nwNSpU4WyCQDFxcUwNDSEUql8h2emvhprVzeUJ1FRUbh79y6kUqkwAO/h4YFt27YJYQQHBwuDfa+6\nLzZt2gRLS0s4Ozvjyy+/VEnT2LFj4eDgAFtbWwwdOhS3bt0CAPj7+2P9+vXCfnl5eejXr1/TX5SX\nEXsnnjx5QoGBgaSnp0cBAQGUnJxM165dIyIiY2NjOnXqlLCvvb095efnExGRu7s7BQUFkVKppOrq\najIxMaGCggIiIgoMDKSEhAQiIiopKSFtbW1KSUkhIqLbt2/T06dPiYhIoVBQt27dqLa2lpRKJRkb\nG9OFCxeIiCg7O5u8vLzeyTVQd8/z0dLSkq5du0YrV66kuXPn0ueff04zZsygb775hjw8PKimpobq\n6urIz8+PkpOTiYgoNDSUnJ2dqbq6mpRKJbm4uFBWVhYREX322Wc0ceJEIiIqLy8nQ0NDmjFjBhER\n3blzh5RKJRERVVRUkLGxMd24cYOIiFxcXGjXrl1ERHT06FEyMzMT7gn2xygUCtLX11dZt2vXLurX\nr5+wfPz4cTI1NSUiogsXLpCLiwvdv3+fiIiKi4upe/fupFQqKTo6mhYtWiQcV1FRQUREMTExFBER\nQUREt27doh49etCcOXOISDW/y8vLycjIiG7evElERI6OjsLvxsGDB8nCwoLz+yVeXl6UkZFBNTU1\nQh6ZmZnR48ePKT09nby9vamyspL69OkjlKPn17msrIxOnDhB3bp1E675lClThPtBoVAQANq8eTMR\nEeXm5pK5uTkRUaNhLlmyhCIjI4U0Pr8Pli1bRoMGDaLa2lp6+PAh2dvbU1BQEBER3b9/n2pqaoiI\nqLq6mqRSKR05coSIiMaMGUPfffcdERGVlZWRgYEBPXjw4C1d0ZbnVWU4Pz+fxGKxcA1XrlxJgwcP\nfuX+Dx48oBebTgBowYIFwvLw4cMpMzNTWL5z5w4RcX39PjE2NiYLCwuys7MjOzs72rRpE4WGhlKf\nPn1UygoAevDgAdXU1FD37t2F39cffviBAAjttvLycuGY9evXk7+/PxE9+703MTERfrOnTZtGiYmJ\n7+gs1V9j7eqG8uRV5d/d3Z22bt0qLAcFBdHatWuJiOrdF//73/+oY8eOdP78eSIiWrRokXCfvBxv\nUlISTZ06lYiIdu7cSa6ursK2oUOHUkZGRpNch8bwTN470qpVK2zcuBEFBQXw9fXFgQMHYG1trTIr\n05DRo0dDQ0MD7dq1g1QqRUlJCQAgPz8fERERAIBevXph4MCBwjEKhQJ+fn6QSCQICAjA7du3ceXK\nFWhoaCA6OhrffPMNAGD58uWYNm3aWzjjD9e4ceOQnp6ONWvWICwsTFi/e/duhIeHo02bNhCLxYiM\njMTu3buF7YGBgWjXrh00NDTg6Oioks/PHzMzMDBAYGCgcExFRQVGjhwJiUQCLy8v3L59G2fOnAEA\nxMbGYsWKFQCAlJQUREdH8+PB71hubi4uXrwINzc3SKVSjBo1CsCzUf0BAwYgNTUV8fHx2LVrFzp0\n6ABAtVx36tQJAQEBQnjl5eUIDg6GRCKBt7c3KioqcO7cOQCq+b18+XJMnTqV8/slnp6ekMvl+O23\n34RR1L59++LQoUOQy+Xw9PREQUEBLl++DD8/P0ilUnh7e4OIUFxcDLlcDn9/f3Tp0gUAMGnSJJXw\ntbS0MGLECADPZs6fl+HGwnRycsKOHTswY8YM5OTkQEtLC8Cz+yA0NBSamppo3749xo4dK8Tz6NEj\nREREwMbGBk5OTrhy5YrwaNmL90FqairGjBkDbW3tt3hV1YOFhYUwsv9i3r2OF3/nPT098fe//x2J\niYnYv38/9PT0AHB9/b7Jzs5GUVERioqK8PHHHwMARo0a9cqyUlxcjPbt28PDw0PYT1dXV9j+/AkL\niUSCxMREoSyam5ujd+/e2LZtG6qqqrBhw4Z6vxnsj2usXd1QnvwRL94XBw8ehEwmg4WFBYD6dUBm\nZiYcHBxgY2ODVatWCfEOGjQIlZWVOHHiBBQKBQoLC4X2wNvUsh4uVQOWlpawtLTE5MmT4evri5yc\nHIjFYjx58kTYp6amRuWYtm3bCv/W0NB4ran+0aNH4x//+IfQQOzYsaMQbmRkJCQSCT7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D\nGGOMvTH+8ApjjDEGoLq6GgqFAklJSZg8eTJ38BhjjLVY/LgmY4wxBiA5ORlSqRRdunTBvHnzmjs5\njDHG2B/Gj2syxhhjjDHGmBrhmTzGGGOMMcYYUyPcyWOMMcYYY4wxNcKdPMYYY4wxxhhTI9zJY4wx\nxhhjjDE1wp08xhhjjDHGGFMj3MljjDHGGGOMMTXCnTzGGGOMMcYYUyPcyWOMMcYYY4wxNfJ/AJlQ\nAp0aF27MAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20dbab06b38>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.plot_components(future)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum price = $89.58 on 2018-01-12.\n",
      "Minimum price = $0.06 on 1986-03-24.\n",
      "Current price = $89.58.\n"
     ]
    },
    {
     "data": {
      "image/png": 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HcHR0RPv27fHll19C/bivo6enJ5o1awbF43/8X375Jbp06WLTayQiokrEYICQ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20db8686358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "micro.plot_stock(start_date='2018-01-03', end_date='2018-01-10')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stock_msft = micro.stock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Ex-Dividend</th>\n",
       "      <th>Split Ratio</th>\n",
       "      <th>Adj. Open</th>\n",
       "      <th>Adj. High</th>\n",
       "      <th>Adj. Low</th>\n",
       "      <th>Adj. Close</th>\n",
       "      <th>Adj. Volume</th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8016</th>\n",
       "      <td>2017-12-29</td>\n",
       "      <td>85.630</td>\n",
       "      <td>86.0500</td>\n",
       "      <td>85.5000</td>\n",
       "      <td>85.54</td>\n",
       "      <td>18162779.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>85.630</td>\n",
       "      <td>86.0500</td>\n",
       "      <td>85.5000</td>\n",
       "      <td>85.54</td>\n",
       "      <td>18162779.0</td>\n",
       "      <td>2017-12-29</td>\n",
       "      <td>85.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8017</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>86.125</td>\n",
       "      <td>86.3100</td>\n",
       "      <td>85.5000</td>\n",
       "      <td>85.95</td>\n",
       "      <td>21993101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>86.125</td>\n",
       "      <td>86.3100</td>\n",
       "      <td>85.5000</td>\n",
       "      <td>85.95</td>\n",
       "      <td>21993101.0</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>85.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8018</th>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>86.055</td>\n",
       "      <td>86.5100</td>\n",
       "      <td>85.9700</td>\n",
       "      <td>86.35</td>\n",
       "      <td>24173064.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>86.055</td>\n",
       "      <td>86.5100</td>\n",
       "      <td>85.9700</td>\n",
       "      <td>86.35</td>\n",
       "      <td>24173064.0</td>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>86.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8019</th>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>86.590</td>\n",
       "      <td>87.6600</td>\n",
       "      <td>86.5700</td>\n",
       "      <td>87.11</td>\n",
       "      <td>21145985.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>86.590</td>\n",
       "      <td>87.6600</td>\n",
       "      <td>86.5700</td>\n",
       "      <td>87.11</td>\n",
       "      <td>21145985.0</td>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>87.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8020</th>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>87.660</td>\n",
       "      <td>88.4100</td>\n",
       "      <td>87.4300</td>\n",
       "      <td>88.19</td>\n",
       "      <td>22526563.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>87.660</td>\n",
       "      <td>88.4100</td>\n",
       "      <td>87.4300</td>\n",
       "      <td>88.19</td>\n",
       "      <td>22526563.0</td>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>88.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8021</th>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>88.200</td>\n",
       "      <td>88.5800</td>\n",
       "      <td>87.6046</td>\n",
       "      <td>88.28</td>\n",
       "      <td>20293930.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>88.200</td>\n",
       "      <td>88.5800</td>\n",
       "      <td>87.6046</td>\n",
       "      <td>88.28</td>\n",
       "      <td>20293930.0</td>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>88.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8022</th>\n",
       "      <td>2018-01-09</td>\n",
       "      <td>88.650</td>\n",
       "      <td>88.7272</td>\n",
       "      <td>87.8600</td>\n",
       "      <td>88.22</td>\n",
       "      <td>19390427.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>88.650</td>\n",
       "      <td>88.7272</td>\n",
       "      <td>87.8600</td>\n",
       "      <td>88.22</td>\n",
       "      <td>19390427.0</td>\n",
       "      <td>2018-01-09</td>\n",
       "      <td>88.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8023</th>\n",
       "      <td>2018-01-10</td>\n",
       "      <td>87.860</td>\n",
       "      <td>88.1900</td>\n",
       "      <td>87.4100</td>\n",
       "      <td>87.82</td>\n",
       "      <td>18129153.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>87.860</td>\n",
       "      <td>88.1900</td>\n",
       "      <td>87.4100</td>\n",
       "      <td>87.82</td>\n",
       "      <td>18129153.0</td>\n",
       "      <td>2018-01-10</td>\n",
       "      <td>87.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8024</th>\n",
       "      <td>2018-01-11</td>\n",
       "      <td>88.130</td>\n",
       "      <td>88.1300</td>\n",
       "      <td>87.2400</td>\n",
       "      <td>88.08</td>\n",
       "      <td>16529868.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>88.130</td>\n",
       "      <td>88.1300</td>\n",
       "      <td>87.2400</td>\n",
       "      <td>88.08</td>\n",
       "      <td>16529868.0</td>\n",
       "      <td>2018-01-11</td>\n",
       "      <td>88.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8025</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>88.670</td>\n",
       "      <td>89.7800</td>\n",
       "      <td>88.4500</td>\n",
       "      <td>89.58</td>\n",
       "      <td>24000439.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>88.670</td>\n",
       "      <td>89.7800</td>\n",
       "      <td>88.4500</td>\n",
       "      <td>89.58</td>\n",
       "      <td>24000439.0</td>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>89.58</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date    Open     High      Low  Close      Volume  Ex-Dividend  \\\n",
       "8016 2017-12-29  85.630  86.0500  85.5000  85.54  18162779.0          0.0   \n",
       "8017 2018-01-02  86.125  86.3100  85.5000  85.95  21993101.0          0.0   \n",
       "8018 2018-01-03  86.055  86.5100  85.9700  86.35  24173064.0          0.0   \n",
       "8019 2018-01-04  86.590  87.6600  86.5700  87.11  21145985.0          0.0   \n",
       "8020 2018-01-05  87.660  88.4100  87.4300  88.19  22526563.0          0.0   \n",
       "8021 2018-01-08  88.200  88.5800  87.6046  88.28  20293930.0          0.0   \n",
       "8022 2018-01-09  88.650  88.7272  87.8600  88.22  19390427.0          0.0   \n",
       "8023 2018-01-10  87.860  88.1900  87.4100  87.82  18129153.0          0.0   \n",
       "8024 2018-01-11  88.130  88.1300  87.2400  88.08  16529868.0          0.0   \n",
       "8025 2018-01-12  88.670  89.7800  88.4500  89.58  24000439.0          0.0   \n",
       "\n",
       "      Split Ratio  Adj. Open  Adj. High  Adj. Low  Adj. Close  Adj. Volume  \\\n",
       "8016          1.0     85.630    86.0500   85.5000       85.54   18162779.0   \n",
       "8017          1.0     86.125    86.3100   85.5000       85.95   21993101.0   \n",
       "8018          1.0     86.055    86.5100   85.9700       86.35   24173064.0   \n",
       "8019          1.0     86.590    87.6600   86.5700       87.11   21145985.0   \n",
       "8020          1.0     87.660    88.4100   87.4300       88.19   22526563.0   \n",
       "8021          1.0     88.200    88.5800   87.6046       88.28   20293930.0   \n",
       "8022          1.0     88.650    88.7272   87.8600       88.22   19390427.0   \n",
       "8023          1.0     87.860    88.1900   87.4100       87.82   18129153.0   \n",
       "8024          1.0     88.130    88.1300   87.2400       88.08   16529868.0   \n",
       "8025          1.0     88.670    89.7800   88.4500       89.58   24000439.0   \n",
       "\n",
       "             ds      y  \n",
       "8016 2017-12-29  85.54  \n",
       "8017 2018-01-02  85.95  \n",
       "8018 2018-01-03  86.35  \n",
       "8019 2018-01-04  87.11  \n",
       "8020 2018-01-05  88.19  \n",
       "8021 2018-01-08  88.28  \n",
       "8022 2018-01-09  88.22  \n",
       "8023 2018-01-10  87.82  \n",
       "8024 2018-01-11  88.08  \n",
       "8025 2018-01-12  89.58  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_msft.tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSFT Total buy and hold profit from 1986-03-13 to 2018-01-12 for 1000 shares = $89521.06\n"
     ]
    },
    {
     "data": {
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HR0lISJCoqCi1vtOmTRMRkcmTJ+sVb4sWLdTqGjduLLdu3ZIrV66o1Pfs2VMURo4cqdKm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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20db8751f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "micro.hold_profit(nshares=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [],
   "source": [
    "tesla = Stocker(ticker='TSLA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "tesla.plot_stock()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tesla.changepoint_prior_effect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "tesla.changepoint_prior_scale = 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tesla.prophet_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tesla.hold_profit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "tesla.evaluate_prophet()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tesla.changepoint_analysis()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tesla.predict_range(days=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cat = Stocker(ticker='WIKI/CAT')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cat.plot_stock()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cat.changepoint_prior_effect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_code_all_hidden": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
