{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## LSTM (Long Short Term Memory) Networks for predicting Time Series\n", "### Author: Sergei Bulaev. ODS Slack: @ser-serege , Fall 2018" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Introduction\n", "\n", "In order to understand better the meaning of “Time series Forecast”, let’s split the term in two parts:\n", "1. Time series is a sequence of observations taken sequentially in time.\n", "2. Forecast means making predictions about a future event.\n", "\n", "Time Series Forecasting has been in use for quite some time in several industries; It is often used in any industry to guide future decisions, for example, in retail forecasting is very important so that the raw material can be procured accordingly. The best known example is the weather forecast, where the future can be predicted based on the pattern in the past and recent changes. These predictions are very important and usually are the first step to solve other problems.\n", "\n", "Traditional Time Series analysis involves decomposing the data into its components such as trend component, seasonal component and noise.\n", "< Techniques such as ARIMA(p,d,q), moving average, auto regression were used to analyze time series. Stateful RNN’s such as LSTM is found to be very effective in Time Series analysis in the recent past.\n", "\n", "Neural networks are a very comprehensive family of machine learning models and, in recent years, their applications in finance and economics have dramatically increased.\n", "\n", "##### What is RNN or Recurrent Neural Networks?\n", "\n", "The idea of Recurrent Neural Networks (RNNs) is to use sequential information. In a traditional neural network, we assume that all inputs are independent. But for many tasks this is not an optimal idea. RNNs are called recurrent because you perform the same task for each element of a sequence, with the output depending on the previous calculations.\n", "\n", "RNN is a special case of neural network similar to convolutional neural networks, the difference being that RNN’s can retain its state of information.\n", "\n", "##### What is LSTM?\n", "\n", "\n", "\n", "LSTM is a variant of the RNN architecture. It was difficult to train models using traditional RNN architectures. Recent advancements demonstrate state of the art results using LSTM(Long Short Term Memory). An LSTM cell has 5 essential components which allows it to model both long-term and short-term data: the cell state, hidden state, input gate, forget gate and output gate. One critical advantage of LSTMs is their ability to remember from long-term sequences.\n", "The LSTM architecture was able to take care of the vanishing gradient problem in the traditional RNN.\n", "\n", "\n", "\n", "The goal of this Tutorial is to provide a practical guide to neural networks for forecasting financial time series data.\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "###### Using LSTM Flexibility to use multiple combinations of parametres:\n", "1. Many to a model (useful if you want to predict today, taking into account all previous input),\n", "1. Many-to-Many models (useful when predicting multiple future steps at the same time, taking into account all previous inputs)\n", "and a number of other deviations from it.\n", "2. We can personalize several things, for example - the size of the monitoring window that needs to be predicted in the current phase,\n", "3. The number of steps we want to predict in the future\n", "4. Put the current prediction back into the window to do the prediction in the next step (this technique is also known as the progress window).\n", "5. To define the best LSTM architecture\n", "5. And so on" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "LSTM networks were presented in the paper Hochreiter and Schmidhuber, 1997,\n", "\n", "The first work about LSTM networks was in 1997 by Hochreiter and Schmidhuber to solve the problem of long-term dependencies.\n", "\n", "All RNNs have the form of a chain of repeating modules.\n", "\n", " \n", "###### The main technical idea at LSTM networks \n", "is that the cell state represented by a horizontal line at the top of the following figure.\n", "\n", "The state of the cell can be compared to a conveyor belt. It passes through the entire chain, with only minor linear interactions.\n", "\n", "\n", "\n", "The LSTM network has the ability to remove and add information to the cell state. This process is regulated by special structures called gates (gate).\n", "###### Gate \n", "is a mechanism that allows information to be passed selectively. It consists of a sigmoid layer (activation function-sigmoid) and a point multiplication operation.\n", "\n", "\n", "\n", "The output of the sigmoid layer is a number from 0 to 1, which determines the level of transmission. Zero means\" don't miss anything \"and one means\"skip all\". The cell has three gates that control its state." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The first gate \"forget gate\"\n", "The first gate decide which information to remove from the cell state. This decision is made by sigmoid-layer.\n", "\n", "\n", "### The second gate \n", "The second gate decide which new information to write to the cell state. This stage is divided into two parts. First, the sigmoid layer, called the input gate, decides which values need to be updated. The tanh layer then creates a vector of New CT ' candidate values that can be added to the cell state.\n", "\n", "\n", "### The third gate\n", "\n", "The third gate decide what we’re going to output. This output will be based on our cell state, but will be a filtered version. First, we run a sigmoid layer which decides what parts of the cell state we’re going to output. Then, we put the cell state through tanh (to push the values to be between −1 and 1) and multiply it by the output of the sigmoid gate, so that we only output the parts we decided to.\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Let's start to build a model" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "import pandas as pd\n", "import numpy as np\n", "from math import sqrt\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.model_selection import TimeSeriesSplit, cross_val_score\n", "from sklearn.preprocessing import MinMaxScaler\n", "\n", "from keras.models import Sequential\n", "from keras.layers import Dense, Dropout, Activation\n", "from keras.layers import LSTM\n", "\n", "import plotly.offline as py\n", "import plotly.graph_objs as go\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### This tuturial will be based on data about real time-series data of total ads watched by hour in one of our games." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('../../data/ads_hour.csv',index_col=['Date'], parse_dates=['Date'])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context('bmh'): \n", " plt.figure(figsize=(15, 8))\n", " plt.title('Ads watched (hour ticks)')\n", " plt.plot(df.ads);" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ads
Date
2017-08-03 00:00:0049136
2017-08-03 01:00:0046450
2017-08-03 02:00:0046355
2017-08-03 03:00:0043748
2017-08-03 04:00:0042281
\n", "
" ], "text/plain": [ " ads\n", "Date \n", "2017-08-03 00:00:00 49136\n", "2017-08-03 01:00:00 46450\n", "2017-08-03 02:00:00 46355\n", "2017-08-03 03:00:00 43748\n", "2017-08-03 04:00:00 42281" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The first step \n", "We will try approach with window data. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Making a function to break data, scale data, window data\n", "\n", "def get_window_data(data, window):\n", " # Get window data and scale\n", " scaler = MinMaxScaler(feature_range=(0, 1))\n", " data = scaler.fit_transform(data.reshape(-1, 1))\n", "\n", " X = []\n", " y = []\n", "\n", " for i in range(len(data) - window - 1):\n", " X.append(data[i : i + window])\n", " y.append(data[i + window + 1])\n", "\n", " X = np.asarray(X)\n", " y = np.asarray(y)\n", " return X, y, scaler\n", "\n", "\n", "window_size = 50\n", "X, y, scaler = get_window_data(df.values, window_size)\n", "\n", "test_split = int(len(df) * 0.8)\n", "\n", "X_train = X[:test_split]\n", "X_test = X[test_split:]\n", "\n", "y_train = y[:test_split]\n", "y_test = y[test_split:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Neural Network structure \n", "\n", "##### Dense \n", "implements the operation: output = activation(dot(input, kernel) + bias) where activation is the element-wise activation function passed as the activation argument, kernel is a weights matrix created by the layer, and bias is a bias vector created by the layer (only applicable if use_bias is True).\n", "\n", "##### Dropuout \n", "Applies Dropout to the input.\n", "Dropout consists in randomly setting a fraction rate of input units to 0 at each update during training time, which helps prevent overfitting.\n", "\n", "\n", "##### Optimizer \n", "SGD (Stochastic gradient descent optimizer. ) , RMSprop (It is recommended to leave the parameters of this optimizer at their default values (except the learning rate, which can be freely tuned). Adam\n", "\n", "Adam, an algorithm for first-order gradient-based optimization of stochastic objective functions, based on adaptive estimates of lower-order mo- ments. The method is straightforward to implement, is computationally efficient, has little memory requirements, is invariant to diagonal rescaling of the gradients, and is well suited for problems that are large in terms of data and/or parameters. The method is also appropriate for non-stationary objectives and problems with very noisy and/or sparse gradients. The hyper-parameters have intuitive interpre- tations and typically require little tuning.\n", "\n", "##### Metrics \n", "A metric is a function that is used to judge the performance of your model. Metric functions are to be supplied in the metrics parameter when a model is compiled.\n", "It coud be Custom metrics , binary_accuracy, categorical_accuracy. A metric function is similar to a loss function, except that the results from evaluating a metric are not used when training the model. You may use any of the loss functions as a metric function.\n", "\n", "\n", "##### Loss function\n", "MSE, MAPE, MAE, Cosine_proximity, categorical_crossentropy\n", "\n", "\n", "##### Activation \n", "Activations can either be used through an Activation layer, or through the activation argument supported by all forward layers.\n", "It could be: tanh, softmax, relu , sigmoid, exponential, linear\n", "\n", "##### Callbacks\n", "A callback is a set of functions to be applied at given stages of the training procedure. You can use callbacks to get a view on internal states and statistics of the model during training. You can pass a list of callbacks (as the keyword argument callbacks) to the .fit() method of the Sequential or Model classes. The relevant methods of the callbacks will then be called at each stage of the training.\n", "We will use \"history\": callback that records events into a History object. This callback is automatically applied to every Keras model. The History object gets returned by the fit method of models." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((1668, 50, 1), (366, 50, 1), (1668, 1), (366, 1))" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.shape , X_test.shape, y_train.shape, y_test.shape" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from keras.models import Sequential\n", "from keras.layers import Dense, Dropout, Activation\n", "from keras.layers import LSTM\n", "\n", "# ------- Building the LSTM model --------- #\n", "\n", "model = Sequential()\n", "model.add(LSTM(50, input_shape=(window_size, 1))) # 50neurons, and and window_size = 50 \n", "model.add(Dropout(0.2))\n", "model.add(Dense(1))\n", "model.add(Activation(\"linear\"))\n", "model.compile(loss=\"mse\", optimizer=\"adam\")\n", "\n", "# ------- Building the LSTM model --------- #\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 1668 samples, validate on 366 samples\n", "Epoch 1/20\n", " - 6s - loss: 0.0059 - val_loss: 0.0120\n", "Epoch 2/20\n", " - 6s - loss: 0.0045 - val_loss: 0.0093\n", "Epoch 3/20\n", " - 6s - loss: 0.0036 - val_loss: 0.0072\n", "Epoch 4/20\n", " - 6s - loss: 0.0032 - val_loss: 0.0055\n", "Epoch 5/20\n", " - 6s - loss: 0.0029 - val_loss: 0.0045\n", "Epoch 6/20\n", " - 8s - loss: 0.0025 - val_loss: 0.0042\n", "Epoch 7/20\n", " - 8s - loss: 0.0025 - val_loss: 0.0035\n", "Epoch 8/20\n", " - 7s - loss: 0.0025 - val_loss: 0.0040\n", "Epoch 9/20\n", " - 7s - loss: 0.0023 - val_loss: 0.0029\n", "Epoch 10/20\n", " - 8s - loss: 0.0023 - val_loss: 0.0025\n", "Epoch 11/20\n", " - 7s - loss: 0.0022 - val_loss: 0.0022\n", "Epoch 12/20\n", " - 7s - loss: 0.0022 - val_loss: 0.0028\n", "Epoch 13/20\n", " - 6s - loss: 0.0021 - val_loss: 0.0024\n", "Epoch 14/20\n", " - 8s - loss: 0.0021 - val_loss: 0.0026\n", "Epoch 15/20\n", " - 7s - loss: 0.0021 - val_loss: 0.0025\n", "Epoch 16/20\n", " - 7s - loss: 0.0020 - val_loss: 0.0034\n", "Epoch 17/20\n", " - 7s - loss: 0.0020 - val_loss: 0.0023\n", "Epoch 18/20\n", " - 7s - loss: 0.0020 - val_loss: 0.0024\n", "Epoch 19/20\n", " - 7s - loss: 0.0020 - val_loss: 0.0022\n", "Epoch 20/20\n", " - 7s - loss: 0.0019 - val_loss: 0.0023\n" ] } ], "source": [ "# We can just fit or write it to history of learning. Then we will see the process of learning\n", "\n", "history = model.fit( X_train, y_train, epochs=20, batch_size=10, validation_data=(X_test, y_test),\n", " verbose=2, shuffle=False)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n", "\n", "mse_lstm = mean_squared_error( scaler.inverse_transform(y_test), scaler.inverse_transform(model.predict(X_test)))\n", "print(\"RMSE for LSTM {:.2f}\".format(np.sqrt(mse_lstm)))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# make functions for plotting history and predictions\n", "\n", "def plot_history(history):\n", " plt.figure(figsize=(6, 4))\n", " plt.plot(history.history[\"loss\"], label=\"Train\")\n", " plt.plot(history.history[\"val_loss\"], label=\"Test\")\n", " plt.title(\"Loss over epoch\")\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Loss')\n", " plt.legend()\n", " plt.show()\n", "\n", "def plot(X_test):\n", " pred = model.predict(X_test)\n", " pred_inverse = scaler.inverse_transform(pred.reshape(-1, 1))\n", " y_test_inverse = scaler.inverse_transform(y_test.reshape(-1, 1))\n", " \n", " # Calculate mean_squared_error. Previosly we did MinMax scale, so apply inverse_transform to recover values\n", " rmse = sqrt(mean_squared_error(y_test_inverse, pred_inverse))\n", " print('Test RMSE: %.3f' % rmse)\n", " plt.figure(figsize=(15, 8))\n", " plt.plot(pred_inverse, label='predict')\n", " plt.plot(y_test_inverse, label='actual')\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAEWCAYAAABMoxE0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3Xl8VNX5+PHPk50lEAjIvoRFEFAQA6K4FqqAC1ZRoaIWF6rV1trtS3/tt7W231a7a7W1KLhVRcWNKoj7rqwiOxL2QIAk7Ev25/fHuYEhJGSSmTs3y/N+veY1d+49984zN8k8ueece46oKsYYY0xtxQUdgDHGmPrNEokxxpiIWCIxxhgTEUskxhhjImKJxBhjTEQskRhjjImIJRJjTLVEREWkV9BxmLrJEomp10Rko4iMDDoOYxozSyTG1GEiEh90DMZUxxKJabBE5FYRyRKRXSIyS0Q6eutFRP4mIjtFZK+ILBWRAd62MSKyUkT2i8hWEflJFceOE5Ffisgm7zhPiUhLb9ubInJnhfJficiV3nJfEXnbi2uNiFwTUu4JEfmXiMwWkYPAhZW8d0sRmSYiOV6MvytPOCLyHRH5VET+4X221SIyImTfjt652OWdm1tDtsWLyP8TkXXe518kIl1C3nqkiKwVkd0i8rCISM1/KqZBUlV72KPePoCNwMhK1n8DyAMGA8nAP4CPvG0XA4uANECAU4AO3rYc4FxvuRUwuIr3vQnIAnoAzYGXgae9bTcAn4aU7Qfs8eJoBmwBJgEJXnx5QH+v7BPAXmA47h+9lEre+1Xg396xTgLmA9/1tn0HKAHuBhKBa73jtfa2fwj8E0gBBgG5wAhv20+BZUAf77wMBNK9bQq87p2zrt5+o4L++dujbjwCD8Ae9ojkcYJEMg34Y8jr5kAx0N1LMl8Dw4C4CvttBr4LtKjmfd8Fvhfyuo93/AQgFTgIdPO2/R8w3Vu+Fvi4wrH+DfzaW34CeOoE79sOKASahKybALzvLX8H2AZIyPb5wPVAF6AUSA3Z9gfgCW95DTC2ivdV4JyQ1y8AU4L++dujbjysass0VB2BTeUvVPUAkA90UtX3gIeAh4EdIjJVRFp4Ra8CxgCbRORDETkrnON7ywlAO1XdD7wBjPe2jQee8Za7AWeKyJ7yB3Ad0D7kWFtO8Lm64a40ckL2/zfuyqTcVlUNHY11kxdvR2CXF1/otk7echdg3Qnee3vI8iFccjbGEolpsLbhvnQBEJFmQDqwFUBVH1TVM4D+wMm4ah1UdYGqjsV9Mb+K+8+72uPjqntKgB3e6+eACV4iagK8763fAnyoqmkhj+aqenvIsU40JPcW3BVJm5D9W6hq/5AynSq0X3T14t0GtBaR1ArbtoYcu+cJ3tuYSlkiMQ1BooikhDwSgGeBSSIySESSgd8D81R1o4gMEZEzRSQRVwVVAJSKSJKIXCciLVW1GNiHqwqqzHPA3SKSISLNveM/r6ol3vbZuERzr7e+zFv/OnCyiFwvIoneY4iInBLOB1XVHOAt4C8i0sJr9O8pIueHFDsJ+IF37KtxbUCzVXUL8BnwB+88nQbczNGrpceA34pIb69Dwmkikh5OXKZxs0RiGoLZwOGQxz2q+i7wv8BLuAb0nhytamoBPArsxlXt5AN/9rZdD2wUkX3AbcDEKt5zOvA08BGwAZeMvl++UVULcQ3wI3FJrXz9fuAiL5ZtuOqi+3EN8eG6AUgCVnqfYSbQIWT7PKA3rhH//4BxqprvbZuAayfaBryCa5t529v2V9wV2Fu4JDoNdzVlzAnJsVWpxpj6TES+A9yiqucEHYtpPOyKxBhjTEQskRhjjImIVW0ZY4yJiF2RGGOMiUhC0AHEQps2bbR79+5Bh2GMMfXKokWL8lS1bXXlGkUi6d69OwsXLgw6DGOMqVdEZFP1paxqyxhjTIQskRhjjImIJRJjjDERaRRtJMYYE67i4mKys7MpKCgIOpSYSUlJoXPnziQmJtZqf18TiYiMAh4A4oHHVPW+CtuTgaeAM3DjHV3rDaqXjhs/aAhuroQ7vfJNgRdx4yaVAv9V1Sl+fgZjTOOSnZ1Namoq3bt3pzFMAqmq5Ofnk52dTUZGRq2O4VvVljf158PAaNwMcRNEpF+FYjcDu1W1F/A33OB14AbA+1+gsmlO/6yqfYHTgeEiMtqP+I0xjVNBQQHp6emNIokAiAjp6ekRXYH52UYyFMhS1fWqWgTMAMZWKDMWeNJbngmMEBFR1YOq+gkuoRyhqodU9X1vuQhYDHT28TMYYxqhxpJEykX6ef1MJJ04dqa3bI7OxHZcGW8eh724yYeqJSJpwGW4KU+jTxXmPwrLX/bl8MYY01D4mUgqS3EVB/YKp8zxB3YTFz0HPKiq66soM1lEForIwtzc3GqDreQAsOQZ+Pzhmu9rjDG1lJ+fz6BBgxg0aBDt27enU6dOR14XFRWFdYxJkyaxZs0anyM9ys/G9mzcHNDlOuMm06msTLaXHFoCu8I49lRgrar+vaoCqjrVK0dmZmbtRqbscwm8/zvYvwNS29XqEMYYUxPp6eksWbIEgHvuuYfmzZvzk58c21ysqqgqcXGVXws8/vjjvscZys8rkgVAb28q0iTcjHCzKpSZBdzoLY8D3tNqhiMWkd/hEs4Poxzv8fqOcc9fz/H9rYwx5kSysrIYMGAAt912G4MHDyYnJ4fJkyeTmZlJ//79uffee4+UPeecc1iyZAklJSWkpaUxZcoUBg4cyFlnncXOnTujHptvVySqWiIidwJzcd1/p6vqChG5F1ioqrNwU3k+LSJZuCuR8qlQEZGNuClRk0TkCtz0pPuAXwCrgcVeA9FDqvqYLx/ipH6Q1hVWz4YzvuPLWxhj6q7f/HcFK7fti+ox+3Vswa8v61+rfVeuXMnjjz/OI488AsB9991H69atKSkp4cILL2TcuHH063ds59i9e/dy/vnnc9999/GjH/2I6dOnM2VKdO+a8PU+ElWdjZtPO3Tdr0KWC4Crq9i3exWHjV13ChFXvbVwOhQdhKRmMXtrY4ypqGfPngwZMuTI6+eee45p06ZRUlLCtm3bWLly5XGJpEmTJowe7e6SOOOMM/j444+jHpfd2V6dvmNg3r9g3XtwymVBR2OMiaHaXjn4pVmzo//Mrl27lgceeID58+eTlpbGxIkTK70XJCkp6chyfHw8JSUlUY/LxtqqTtezIKUlrLF2EmNM3bFv3z5SU1Np0aIFOTk5zJ07N7BY7IqkOvGJ0Pti+PpNKCuFuPigIzLGGAYPHky/fv0YMGAAPXr0YPjw4YHF0ijmbM/MzNSIJrZa/jLMnAST5kC3s6MXmDGmzlm1ahWnnHJK0GHEXGWfW0QWqWpmdfta1VY4eo2EuERYM7v6ssYY08hYIglHSgvIOM91A24EV3DGGFMTlkjC1Wc07FoHeWuDjsQYY+oUSyTh6uPd5b7mjWDjMMaYOsYSSbhadoIOg1z1ljHGmCMskdREnzGQvQAORH+sGmOMqa8skdRE3zGAuntKjDHGB9EYRh5g+vTpbN++3cdIj7IbEmui3QBo6Q3iOPiGoKMxxjRA4QwjH47p06czePBg2rdvH+0Qj2OJpCZEXO+txU9C0SFIahp0RMaYRuTJJ5/k4YcfpqioiLPPPpuHHnqIsrIyJk2axJIlS1BVJk+eTLt27ViyZAnXXnstTZo0Yf78+ceMuRVtlkhqqu8YmP9vWP8+9L0k6GiMMX6aMwW2L4vuMdufCqPvq/Fuy5cv55VXXuGzzz4jISGByZMnM2PGDHr27EleXh7Llrk49+zZQ1paGv/4xz946KGHGDRoUHTjr4S1kdRUt+GQ3NLucjfGxNQ777zDggULyMzMZNCgQXz44YesW7eOXr16sWbNGu666y7mzp1Ly5YtYx6bXZHUVHwi9P4mrLFBHI1p8Gpx5eAXVeWmm27it7/97XHbli5dypw5c3jwwQd56aWXmDp1akxjsyuS2ug7Bg7lua7AxhgTAyNHjuSFF14gLy8PcL27Nm/eTG5uLqrK1VdfzW9+8xsWL14MQGpqKvv3749JbHZFUhuhgzh2HRZ0NMaYRuDUU0/l17/+NSNHjqSsrIzExEQeeeQR4uPjufnmm1FVRIT7778fgEmTJnHLLbfEpLHdhpGvraeugL3Z8P0oH9cYEygbRv4oG0beb33GQP5aG8TRGNPoWSKprT6j3bP13jLGNHKWSGorrQu0P80GcTSmAWoMVf6hIv28lkgi0WcMbJkHB/OCjsQYEyUpKSnk5+c3mmSiquTn55OSklLrY1ivrUj0HQMf3ucGcTx9YtDRGGOioHPnzmRnZ5Obmxt0KDGTkpJC586da72/JZJItD8NWnSGNXMskRjTQCQmJpKRkRF0GPWKVW1FonwQx3XvQfHhoKMxxphAWCKJVN8xUHwI1n8QdCTGGBMISySR6nYOJLewbsDGmEbLEkmkEpLckClr3oSysqCjMcaYmLNEEg19L4GDO2GrDZdijGl8LJFEQ6+REJdg1VvGmEbJ10QiIqNEZI2IZInIlEq2J4vI8972eSLS3VufLiLvi8gBEXmowj5niMgyb58HRUT8/AxhaZLmJryyu9yNMY2Qb4lEROKBh4HRQD9ggoj0q1DsZmC3qvYC/gbc760vAP4XqGzG+38Bk4He3mNU9KOvhb6XQN4ayF8XdCTGGBNTfl6RDAWyVHW9qhYBM4CxFcqMBZ70lmcCI0REVPWgqn6CSyhHiEgHoIWqfq5u/IKngCt8/Azhs0EcjTGNlJ+JpBOwJeR1treu0jKqWgLsBdKrOWZ2NccEQEQmi8hCEVkYk6EO0rpCu1OtessY0+j4mUgqa7uoOApaOGVqVV5Vp6pqpqpmtm3b9gSHjKI+o2HLF3AwPzbvZ4wxdYCfiSQb6BLyujOwraoyIpIAtAR2VXPM0JHFKjtmcPqOAS2DtXODjsQYY2LGz0SyAOgtIhkikgSMB2ZVKDMLuNFbHge8pycYu1lVc4D9IjLM6611A/Ba9EOvpQ6DILWjtZMYYxoV30b/VdUSEbkTmAvEA9NVdYWI3AssVNVZwDTgaRHJwl2JjC/fX0Q2Ai2AJBG5ArhIVVcCtwNPAE2AOd6jbigfxPGrGVBcAIm1H9/fGGPqC1+HkVfV2cDsCut+FbJcAFxdxb7dq1i/EBgQvSijrO8YWDgNNnwIJ18cdDTGGOM7u7M92rqfC0mpVr1ljGk0LJFEW0Iy9BrhJruyQRyNMY2AJRI/9L0EDuyAbV8GHYkxxvjOEokfeo0EiYc1bwQdiTHG+M4SiR+atoZuZ9td7saYRsESiV/6XgK5q2DX+qAjMcYYX1ki8cuRQRzrzm0uxhjjB0skfmnVHdoNgOUvBx2JMcb4yhKJnwZ9202/u2Nl0JEYY4xvLJH46bTxEJ8Ei58KOhJjjPGNJRI/NUuHvpfCUm/sLWOMaYAskfht8A1weDesfj3oSIwxxheWSPyWcT6kdYPFT1Zf1hhj6iFLJH6Li4PB18OGj+yeEmNMg2SJJBYGXQcSB1/+J+hIjDEm6iyRxEKLjtD7IvjyGSgtCToaY4yJKksksTL4RjiwHda+FXQkxhgTVZZIYqX3RdC8vTW6G2MaHEsksRKf4O50X/sW7NsWdDTGGBM1lkhiafD1oGWw5JmgIzHGmKixRBJLrXtAxnmw+GmbhtcY02BYIom1wTfCnk2w4cOgIzHGmKiwRBJrfS+FJq1sIEdjTINhiSTWElPcqMCrX4eD+UFHY4wxEbNEEoTBN0BpkRsV2Bhj6jlLJEFo1w86D4FFT4Jq0NEYY0xELJEEZfANkLcGtswPOhJjjImIJZKg9L8Skppbo7sxpt6zRBKU5OYw4CpY8TIU7As6GmOMqTVLJEEafCMUH4LlM4OOxBhjas3XRCIio0RkjYhkiciUSrYni8jz3vZ5ItI9ZNvPvfVrROTikPV3i8gKEVkuIs+JSIqfn8FXnQZDuwFWvWWMqdd8SyQiEg88DIwG+gETRKRfhWI3A7tVtRfwN+B+b99+wHigPzAK+KeIxItIJ+AHQKaqDgDivXL1k4hrdN/2JeQsDToaY4ypFT+vSIYCWaq6XlWLgBnA2AplxgLl46rPBEaIiHjrZ6hqoapuALK84wEkAE1EJAFoCtTvoXRPvRrik+2qxBhTb/mZSDoBW0JeZ3vrKi2jqiXAXiC9qn1VdSvwZ2AzkAPsVdVKZ4oSkckislBEFubm5kbh4/ikaWvoNxaWvgBFh4KOxhhjaszPRCKVrKt4911VZSpdLyKtcFcrGUBHoJmITKzszVV1qqpmqmpm27ZtaxB2AAbfAIV7YdWsoCMxxpga8zORZANdQl535vhqqCNlvKqqlsCuE+w7EtigqrmqWgy8DJztS/Sx1P0cN8S8VW8ZY+ohPxPJAqC3iGSISBKuUbziv9yzgBu95XHAe6qq3vrxXq+uDKA3MB9XpTVMRJp6bSkjgFU+fobYKG903/Qp5K0NOhpjjKkR3xKJ1+ZxJzAX92X/gqquEJF7ReRyr9g0IF1EsoAfAVO8fVcALwArgTeBO1S1VFXn4RrlFwPLvPin+vUZYmrgt0Hi7arEGFPviDaCQQMzMzN14cKFQYdRvRnXwZZ5cPdKSEgKOhpjTCMnIotUNbO6cnZne10y+EY4mAtfzwk6EmOMCZslkrqk1whI7WjVW8aYesUSSV0SFw+nT4Ssd2HP5qCjMcaYsFgiqWtO926L+fKZYOMwxpgwWSKpa1p1g54Xwpf/gbLSoKMxxphqWSKpiwbfAPuyYd17QUdijDHVskRSF/W5BJqmw+Inqy9rjDEBCyuRiEhPEUn2li8QkR+ISJq/oTViCUkwcAKsmQMHdgYdjTHGnFC4VyQvAaUi0gt3N3oG8KxvURlXvVVWAkvsNBtj6rZwE0mZN+TJt4C/q+rdQAf/wjK07QNdz4YF06C0JOhojDGmSuEmkmIRmYAbYPF1b12iPyGZI87+PuzdDCteCToSY4ypUriJZBJwFvB/qrrBG5H3P/6FZQA4eRS0ORk+fQAawZhoxpj6KaxEoqorVfUHqvqcN7lUqqre53NsJi4Ozv4B7FhmXYGNMXVWuL22PhCRFiLSGvgKeFxE/upvaAaA066B5u3dVYkxxtRB4VZttVTVfcCVwOOqegZutkLjt4RkGHY7bPgQtn0ZdDTGGHOccBNJgoh0AK7haGO7iZXMSZDcAj59MOhIjDHmOOEmkntxMx2uU9UFItIDsDlhYyWlpUsmK1+FXRuCjsYYY44RbmP7i6p6mqre7r1er6pX+RuaOcaZt7upeD9/OOhIjDHmGOE2tncWkVdEZKeI7BCRl0Sks9/BmRAtOsDAa92owAfzgo7GGGOOCLdq63FgFtAR6AT811tnYunsH0DJYZg/NehIjDHmiHATSVtVfVxVS7zHE0BbH+MylWnbB/qMcYmk6GDQ0RhjDBB+IskTkYkiEu89JgL5fgZmqjD8Lji821VxGWNMHRBuIrkJ1/V3O5ADjMMNm2Jiresw6DIMPnvIBnM0xtQJ4fba2qyql6tqW1U9SVWvwN2caIIw/C43mOPKV4OOxBhjIpoh8UdRi8LUzJHBHP9ugzkaYwIXSSKRqEVhaqZ8MMfty2D9+0FHY4xp5CJJJPavcJDKB3P85O9BR2KMaeROmEhEZL+I7KvksR93T4kJig3maIypI06YSFQ1VVVbVPJIVdWEWAVpqmCDORpj6oBIqrZM0GwwR2NMHeBrIhGRUSKyRkSyRGRKJduTReR5b/s8Eekesu3n3vo1InJxyPo0EZkpIqtFZJWInOXnZ6jzbDBHY0zAfEskIhIPPAyMBvoBE0SkX4ViNwO7VbUX8Dfgfm/ffsB4oD8wCvindzyAB4A3VbUvMBBY5ddnqBdsMEdjTMD8vCIZCmR5Q84XATOAsRXKjAWe9JZnAiNERLz1M1S1UFU3AFnAUBFpAZwHTANQ1SJV3ePjZ6gfjgzm+GjQkRhjGiE/E0knYEvI62xvXaVlVLUE2Aukn2DfHkAubs74L0XkMRFp5k/49YgN5miMCZCfiaSyGxYr3ntSVZmq1icAg4F/qerpwEHguLYXABGZLCILRWRhbm5u+FGHKCtTDheV1mrfmBt+FxzeZYM5GmNizs9Ekg10CXndGdhWVRkRSQBaArtOsG82kK2q87z1M3GJ5TiqOlVVM1U1s23bmo94X1JaxjX//pzfvbGyxvsGwgZzNMYExM9EsgDoLSIZIpKEazyfVaHMLOBGb3kc8J6qqrd+vNerKwPoDcxX1e3AFhHp4+0zAvDlmz4hPo4BnVry7PzNLN+614+3iD4bzNEYEwDfEonX5nEnMBfXs+oFVV0hIveKyOVesWlAuohk4QaBnOLtuwJ4AZck3gTuUNXyOqbvA8+IyFJgEPB7vz7D3d88mdZNk/j1rBVofRgc0QZzNMYEQOrFF2SEMjMzdeHChbXa94UFW/jZS0v56zUDuXJwPZimfvHTMOtOuP4V6PmNoKMxxtRjIrJIVTOrK2d3tldj3BmdGdgljT/MWc3+guKgw6le+WCOnz4QdCTGmEbCEkk14uKE31zen9z9hTz47tqgw6le+WCO6z+AbUuCjsYY0whYIgnDoC5pXJvZhcc/3UjWzv1Bh1O98sEcP7PBHI0x/rNEEqafjupDk6R47pm1su43vJcP5rjiFRvM0RjjO0skYWrTPJkfffNkPsnKY+6K7UGHU73ywRw/+lPQkRhjGjhLJDVw/bBu9GmXym9fX1X373hv0QHOugOWPANfPBJ0NMaYBswSSQ0kxMfxm7H92brnMI98uC7ocKo34lfQ91J4cwqsrHgvqDHGRIclkhoa1iOdS0/rwCMfrmPLrkNBh3NicfFw1WPQeQi8fCtsnlf9PsYYU0OWSGrhF5ecQpwIv329HozDldgEJsyAFp3gufGQlxV0RMaYBsYSSS10aNmEO7/Ri7dW7uCjr2s3snBMNUuHiTNB4uCZq+BAPYjZGFNvWCKppVvOzaB7elPu+e8KikrKgg6neq17wLdfgP074NlrbN4SY0zUWCKppeSEeH51WT/W5x7kic/qyb0anc+AcdMhZwnMvNmGmzfGRIUlkgh8o287RvQ9iQfeWcuOfQVBhxOevmNg9B/h6zkw52c2SrAxJmKWSCL0v5f2o7hUuW/O6qBDCd/QW2H4D2HhNDfkvDHGRMASSYS6t2nGredl8MqXW1m4cVfQ4YRvxK9hwDh45x5Y+mLQ0Rhj6jFLJFFwx4W96NAyhV+9toLSsnpSVRQXB1f8E7qfC6/eDhs+CjoiY0w9ZYkkCpomJfCLS05hZc4+np2/OehwwpeQDNf+B9J7woyJsKMe3BdjjKlzLJFEySWnduCsHun85a017D5YFHQ44WuSBtfNdDcuPnM17MsJOiJjTD1jiSRKRIR7Lu/P/oIS/vzWmqDDqZm0LnDdi1CwxyWTgn1BR2SMqUcskURRn/ap3HBWN56dv5nlW/cGHU7NdDgNrnkSdq6EF26A0nowrbAxpk6wRBJlPxx5Mq2bJvHrWSvq/gRYFfUaCZc/COvfh//eZfeYGGPCYokkylo2SeR/RvVl0abdvPLl1qDDqbnTJ8L5U9w8Jh/8IehojDH1gCUSH4w7ozMDu6Txhzmr2V9QD6uILpgCgybCh/fDB/fDwfygIzLG1GGWSHwQFyfce3l/8g4Uct+c1fWviksELvs79LkEPvg9/KUPPPdtNzlWSWHQ0Rlj6piEoANoqAZ2SeOWczJ49OMNdExrwh0X9go6pJqJT4QJz8L2ZfDVDFj2Iqx5A1LSYMCVMHCCmzBLJOhIjTEBs0Tio5+PPoWd+wv509w1pDVN5LozuwUdUs21P9U9Rv4GNnzgksqS52DhdDc0/Wnj4bRroHVG0JEaYwJiicRHcXHCn68eyP6CEn756nJapCRy2cCOQYdVO/EJrldXr5FQuN9Vcy2d4RrkP/g9dD0LBo6Hfle4mxyNMY2G1Lv6+1rIzMzUhQsXBvb+h4tKuWH6PJZs2cNjNw7h/JPbBhZL1O3NhqUvuCuVvDUQnwx9Rruqr14jXBWZMaZeEpFFqppZbTlLJLGx93AxE6Z+wYa8g/znlqGc0a11oPFEnSps+xKWPu/aUw7lQ9M2cPb3Yfhd1pZiTD0UbiKxXlsx0rJJIk/eNJR2LZKZ9PgCVuU0sGFIRKDTYBh9P/x4DUx4HjqeDu/8Gub+wm5uNKYBs0QSQ21Tk3n65jNpmpTADdPnsym/gc6bHp8IfUa58bvOvA2+eBje+DGU1YO57Y0xNeZrIhGRUSKyRkSyRGRKJduTReR5b/s8Eekesu3n3vo1InJxhf3iReRLEXndz/j90KV1U56+eSjFpWVMnDav/kzRWxsiMOq+o7MxzroTykqDjsoYE2W+JRIRiQceBkYD/YAJItKvQrGbgd2q2gv4G3C/t28/YDzQHxgF/NM7Xrm7gFV+xe633u1SeWLSUPIPFHHDtPnsOVSPhp2vKREYeQ9c8HM37MrLt8Z2QEirUjPGd35ekQwFslR1vaoWATOAsRXKjAWe9JZnAiNERLz1M1S1UFU3AFne8RCRzsAlwGM+xu67QV3SePSGTDbkHeSmJxZwqKgk6JD8I+KGXRl5Dyx/CV78jv93yOeugWkXwROXQEkDTtTG1AF+JpJOwJaQ19neukrLqGoJsBdIr2bfvwM/A05Y4S4ik0VkoYgszM3Nre1n8NXwXm14cMLpLNmyh+8+vYiikgbehnDO3TDqflj9Ojw/EYp9qNYrK4VPH4BHzoWdq2HTp25eemOMb/xMJJX196xYz1BVmUrXi8ilwE5VXVTdm6vqVFXNVNXMtm3r7n0bowa0574rT+PjtXnc/cKS+jPne20Nuw0u/TusfRuevQaKotjhIC8Lpo+Ct38Fvb8J318IQ7/rGvtXz47e+xhjjuFnIskGuoS87gxsq6qMiCQALYFdJ9h3OHC5iGzEVZV9Q0T+40fwsXTNkC78YswpvLE0h1++urz+DfJYU5mT4FuPwMaP4T9XRT4jY1kZfP5PeGQ45H0NVz7m5qJvfhJc9FvoMAhevR32bI5O/MaYY/iZSBYAvUUkQ0SScI3nsyqUmQUFztvHAAAZzklEQVTc6C2PA95T9y06Cxjv9erKAHoD81X156raWVW7e8d7T1Un+vgZYubW83rwvQt68tz8zfxpbj2bqrc2Bo6Hq6ZB9gJ4+go4vLt2x8lf59pB5v4celwAd8yD064+egNkQjJc/bir8pp5s838aIwPfEskXpvHncBcXA+rF1R1hYjcKyKXe8WmAekikgX8CJji7bsCeAFYCbwJ3KGqDb7f6E8v7sO3z+zKPz9Yx9SP1gUdjv8GXAnXPOVGGH7yMjiYF/6+ZWUwbyo8cg7sWAFXPAITZkBq++PLtu7hZn7Mng/v/TZ68RtjABsipc4pLVN+MONL3liawx+vOo1rhnSpfqf6LusdmHEdtOoON8yC1HYnLr97I7x2p6sa6zUSLnsQWlbsx1GJ1+92oxZ/+0U4+aJoRG5Mg2ZDpNRT8XHC364ZxHknt2XKy0uZMX8zZQ29Ab7XSHcX/J4t8PhoNxBkZVRdIvjXcNi2BC7/B1w3M7wkAnDx76HdAHjlu7C3Hk6DbEwdZYmkDkpKiOORiYPJ7N6aKS8v4+K/f8TrS7c17ISScR5c/woczHXJZPfGY7fv2eLaUl6/Gzpnwvc+h8E31GwwyMQmcPUT7h6Wl26B0gZ8744xMWSJpI5qmpTAjFuH8Y8Jp6PAnc9+yegHPmb2spyGm1C6ngk3vOZ6cT0+xnXnVYXFT8E/z4ItC+DSv8H1r0JaLav82vR2x9j8GXx4X3TjN6aRsjaSeqC0THljWQ4PvPM163IP0rd9Kj8c2ZuL+rUnLq4BDs++fRk8dQXExUO7/rDuPeh+Lox9yLWjRMNrd8CXz7iroJ4XRueYxjQwNh9JiPqeSMqVlimvL93GA++uZX3uQU7p0IK7RvTm4v7tkIY230fuGnjycijc56b5HXILxEXxArroEDx6oZs35bZPKu/tZUwjZ4kkRENJJOVKy5RZX23lwXez2JB3kH4dWvDDkb35Zr8GllAO5kNZsX9f8jtXwdQLocsQV10WF1/9Pqb+yF8HO1fCKZcFHUm9Zb22GrD4OOFbp3fm7bvP4y9XD+RQUQmTn17EZQ99wjsrdzScO+Obpft7pXDSKXDJn2HDR/DRn/17HxN7uze5drbnJ8LK14KOpsGzRFKPJcTHcdUZnXnnR+fzp3Gnse9wCbc8tZCxD3/Ke6sbUELx06Dr4LRrXcP7ho+DjsZEw6FdbuidksPQ/lR3z9GuDUFH1aBZ1VYDUlxaxiuLt/KP99eyZddhBnZuye0X9GLEKSeRGG//M1Sp8ABMvQAK97v2kuZ1d5BPU42iQ/DU5a7DxvWvunuMHjkHWmXAzW+5IXNM2KxqqxFKjI/jmiFdeO/HF3DflaeSd6CI2/6ziLP+8B73zVnNhrwGOrVvpJKbu/tLDu+GVybblMD1VWkJzJwEWxe5cdy6nQVpXd3wOTlL4K1fBh1hg2WJpAFKjI9j/NCufPjTC3jshkw3idbH67nwzx9wzb8/5+XF2RwuavBDl9VM+wEw+j7X1fjTvwUdjakpVXj9h/D1mzDmz3DKpUe39R0DZ90J86fCileDi7EBs6qtRmLnvgJmLs7m+QVb2JR/iNSUBK4Y1Ilrh3RhQKeWQYdXN6jCzJtc4+x33nD/0Zr64f3fw4f3w3k/hW9UcuVRUuRGTMj7Gr77oRvI01TLuv+GsERyVFmZMm/DLl5YuIXZy3IoLCmjf8cWjB/ShcsHdaJlk8SgQwxWwT7493lQWuTaS5q2DjoiU52F093QOadPhMsfqnrYnD2bvfaS7nDz29ZeEgZLJCEskVRu76FiXvtqKzPmb2Flzj6SE+IYc2oHrh3ShTMzWjese1JqYtsSmPZN6HEhfPv5mo3nZWJr1evwwvXQ65sw/lmITzhx+dWzYcYEGDoZxvwpNjHWY5ZIQlgiqd7yrXuZsWAzry3Zxv6CErqnN+WaIV0Yd0ZnTkpNCTq82Jv3b5jzMzh/Cpz/P9G9q95Ex6bP3UCe7QbAjbMgqVl4+839BXz+EFz9JPS/wt8Y6zlLJCEskYTvcFEpc5bnMGPBFuZv2EVSfBxjB3XklnN70Kd9atDhxU55e8mKl6HDQDcEffdzgo7KlNu5GqZfBM3awk1vuZtXw2XtJWGzRBLCEkntrMs9wBOfbuTFRVsoKC7jvJPbMvncHgzvld44qr1UYflL8PavYV829L0UvnkvpPcMOrLwlBS5m/JSGlhnir1bYdpFbvicm9+q3UCeezbDI+dCq27WXnIClkhCWCKJzO6DRTwzbxNPfLaJvAOF9G2fyq3n9uCygR1JSmgEVT7Fh+Hzh+GTv7m5TIZOhvN/Ck1aBR1Z1Xaughe/4+Z1GXILDL8Lmp8UdFSRO7zbDX2yZwtMmg0dTqv9sdbMgefGW3vJCVgiCWGJJDoKS0p5bck2Hvt4PV/vOEC7FsnceHZ3rhvajZZNG0Fvr/074P3fweKnoUkaXPBzyLwJ4uvQZ1eFJc/AGz9xN1pmnAcrXoH4ZBh6Cwz/ITRrE3SUtVNcAP+5ErbMh4kzoccFkR/zSHvJE9D/W5Efr4GxRBLCEkl0qSofrc3j0Y/W80lWHk2T4rkmsws3Dc+ga3rToMPz3/Zl7gtow4eQ3hsu+h2cfHHwvbsKD8AbP4alM9z8LVc95ga9zMuCj/4Iy16EhCYw9FY4+wc1a1cIWlmpu8JaNcvdtX7quOgct7TYtZfsXO3aS+pLtWWMWCIJYYnEPyu37eOxT9bz36+2UVqmXNy/Pbec24MzutXhap9oUIWv57phN/LXQsb5rkG+/YBg4tmxwn3R5q11vczO/9nxw+Lnfu1u2lv+kuvhdOZ33R3fftwrs387ZL0LB7bDSf3cBGUtu9Qu2arC7J/CgkfdOT7rjujGWt5ektbVtZckNsJeilWwRBLCEon/duwr4InPNvLMF5vYV1DC4K5p3HpuD77Zrx0JDXnAyNJid0PcB3+Agr3uprgLfwmp7WLz/uVTEc/5GSS3cFchPc4/8T47V7vRjle8CknNYdht7ss5kjafkkLY/AWse9clkB3Ljy+T3NIllHb9XcJtN8AN5V9dt92P/wLv3uuS3sX/V/sYT6S8vWTIrW5qAQNYIjmGJZLYOVhYwosLtzDt0w1s2XUYgKT4OJIS4kgufyTGkxQfR3Ji+br4Y7YneeuSE+JokhRP8+QEmqck0Dw5gdSUBJonJ7p1IesDb/Q/vNvNaTLv364H0Dl3uy/nxCb+vWfhfndH97IX3RXRlY/WLIHtWOkSysrXXBIa9j0Ydrtr/wlH/jqXNNa964bgLz4IcYnQdRj0GgE9R7geVTtXucSyY8XR56ID3kHEdb9t198llvYD3HJaN3f18uUz8Nr34NSr4VtT/b2fx9pLjmOJJIQlktgrLVPeXrmDVTn7KCoto7C4jMKSUopKyigsqbhc5i2XhiyXUVhcyqHiUsL5FU1KiCM1JLE0S04gNTmBTq2acGZGOmf2aE2b5jHo4pm/Dt7+Fax+3VXlnPdT6Hd59Ht4bV/mqrJ2rXeN/uf+uPYzPG5fBh/c52JOaen+8z/zNkhpcWy5wv0uYWS945LH7o1ufasMlzh6jXT32iRXc79RWRns3QzbQ5PLcm/OEO+HnZTqrla2LoKMc+HbL0JCUu0+X7ii2V5SfNh9vsJ97pzU0+7FlkhCWCKpv1SVw8WlHCgoYX9hCQcKSjhQWMJ+7/lgYejr4uO2b8g7yCFvpONeJzVnWI/WRxKLr3fsb/wE5v4/yPkK4hJcD6N+V0DfSyJrk1CFRU/AnP9xyemqx9wXbTTkfOUSyprZkJIGZ98JPb7hOhWse89VXZUVQ2Iz1xus1wjo+Y3oNVAXHoDc1S6x7VjhHk1bwxX/Oj6p+WXPFjceV03aS8qTRs4S2PalG2IndzWoN8J2SkvoN9ZdVXUbXq+mdLZEEsISSeNVXFrG8q17+WL9LuZtyGfBhl0c9BJLz7bNOLNHOsN6pDMsozUntYhyYlGFbYtdW8TKV12jblyC+xLuNxb6XlaznlMF+9xQ6ctfcl/g35rqzyRcWxe7hLJ27tF17U6FXt9wVx1dzqy3/2GH5UTtJdUljaZtoOMg6Hg6dBjkft4rXobVb7jqvNQOMOAq1+uswyB/e/odzHdz1kfwj4YlkhCWSEy5ktIylm/bx7z1+XyxPp8FG3dzoLAEgB5tyhOLu2pp3zKKiUXVffmsfM0llt0bQOJdtUf/K1xSOVFSyPnq6A2GF/4CzvmR/+N/bV3squoyznXdiBuTt34Jn/3D9RKLT3IJY9uXJ04aHQdBi06VJ4eiQ26ulGUzYe1b7squdU93lXLqOGjTO7J4S4vdldzWRZC9wD12rQcEpmyu9RWdJZIQlkhMVUpKy1iZs48v1uczb/0u5m/YxX4vsXRPb0qvk5oDLg8orqpNK7w+ul3ds/cnpSgJcXGkJMbTNMk9miTF0zQxjq7F6+mb/y4ZO9+hxaFNqMSx96Sh7Mu4hILeY0hO60CTpHhSEuJIWfIkie/8Apq2Rq6aBt2Hx/5ENTbl7SXZC9zrmiSN6hzeDStnwfKZrs0Jdcc89WoYcCW06Fj9MfZuPZowshe6f1JKCty25u2hcyZ0HuIeXYbW+qZZSyQhLJGYcJWWKSu37WPeBnfFsnVPAYL7vhABQbxnt/LINkCOee2+YErKyjhcXMbhohIOFZVyuMh1ICgtK/+7U/rKFkbHz+OSuHn0ittGmQoLtA+zS89kSNxqLo2fxwelA/lR8e3sjWtJQpyQGB9HQryQECckxLnlxPg4EuKE+JDtLVISyWjTjJ5tm5HRpjk92jajQ8uUxjFWWqQO7XJf1O361z5pVGdfjqv6Wvaiu+JB3FXqqePglMtdG1HRIZcoQhPH/hy3f3yyS2qdhxxNHlGM1RJJCEskpi5RVYpKy1xSKSrlcHHpkWVyV9Fqw2xOyn6TlvuzKJN45mfcwcJOEykuE0rLlOKyMkpKlZLSMorL3HNJqR5dDnnedbDomA4HAE0S48lo04yMts3o2aYZPdq6BJPRphmpKXVouJfGJn+dq/pa9qK7yTUuEdJ7uVGKy6vTWmUcvdLofIZru/KxN1udSCQiMgp4AIgHHlPV+ypsTwaeAs4A8oFrVXWjt+3nwM1AKfADVZ0rIl288u2BMmCqqj5QXRyWSEy9lPu16+ETYa8oVWXHvkLW5x5gXd5B1uceYEPeQdbnHiR79yHKQr4C2qYm06M8ubRpRoe0FFJC7vNJquS+n/LXSQlxxMdV/Z+wqlJYUkZBsUueBcUumRaUlFLgPR8uCt1eSnyc0C29Kd3Sm9GlVdPg7xeKBVXXJrZ8puuK3HEQdMp0VxwxHict8EQiIvHA18A3gWxgATBBVVeGlPkecJqq3iYi44Fvqeq1ItIPeA4YCnQE3gFOBk4COqjqYhFJBRYBV4QeszKWSIypXGFJKZvyD7E+9yDr8w6459wDrM87yJ5DxTU+XkKcHJN04kSOSRyRiBPomNaE7unN6Jbe9Ohzm2Z0bd2UlMT60622vgg3kVQzL2VEhgJZqrreC2gGMBYI/dIfC9zjLc8EHhJXeTsWmKGqhcAGEckChqrq50AOgKruF5FVQKcKxzTGhCk5IZ6T26VycrvjbyLcfbCIHfsLKAq5SbSyG0crbisqKTtyE2qZqus0kFj+iKOJt9zEe310Od7rYBBPSpJbX1RSxqb8Q2zKP8jGkOc3luUcl+g6tEyha2svwbRxz+1aJB9pDwq9VgptI5Ij60K2c+yVlXL0H+7Q/72PtHSFrAz917ysTI/cgFtYXEaB9xy6rvwqrTDk3JaXFaBDWhM6eY+OaU3o1KoJ7VKT69TQQ34mkk7AlpDX2cCZVZVR1RIR2Quke+u/qLBvp9AdRaQ7cDowr7I3F5HJwGSArl271vIjGNN4tWqWRKtmPt9NHoY2zZMrHQR0z6EiNuUfYmP+wWOe3129g7wDRQFEWjtxwpFEG1pdmJwYR2mZ8lX2XnYdLDpun/YtUujUyksuaUefy9c1T/bz6/1Yfr5TZZWlFevRqipzwn1FpDnwEvBDVd1X2Zur6lRgKriqrXACNsbUH2lNk0hrmsTALsePDba/oJhN+YfIO1AIVPjiOeaK4mj37SPrKlxxVHrFUtnVyzHrnDiRowki8egYcqFJI5wri0NFJWzbU8C2PYfZuufwkeetuw+zePNu3liaQ0nZsV9zLVIS6NSqKS98d5jvnSj8TCTZQJeQ152BbVWUyRaRBKAlsOtE+4pIIi6JPKOqL/sTujGmPktNSWRAp4YzxXDTpAR6ndT8yH1NFZWWKbn7C49JMtv2HGb73oKYXJn4+Q4LgN4ikgFsBcYD365QZhZwI/A5MA54T1VVRGYBz4rIX3GN7b2B+V77yTRglar+1cfYjTGm3oiPE9q3TKF9y5RA5gLyLZF4bR53AnNx3X+nq+oKEbkXWKiqs3BJ4WmvMX0XLtnglXsB14heAtyhqqUicg5wPbBMRJZ4b/X/VHW2X5/DGGPMidkNicYYYyoVbvffutN/zBhjTL1kicQYY0xELJEYY4yJiCUSY4wxEbFEYowxJiKWSIwxxkSkUXT/FZFcYFMtd28D5EUxnGiz+CJj8UXG4otMXY+vm6qeYA5op1EkkkiIyMJw+lEHxeKLjMUXGYsvMnU9vnBZ1ZYxxpiIWCIxxhgTEUsk1ZsadADVsPgiY/FFxuKLTF2PLyzWRmKMMSYidkVijDEmIpZIjDHGRMQSiUdERonIGhHJEpEplWxPFpHnve3zvDnjYxVbFxF5X0RWicgKEbmrkjIXiMheEVniPX4Vq/i8998oIsu89z5uzH5xHvTO31IRGRzD2PqEnJclIrJPRH5YoUxMz5+ITBeRnSKyPGRdaxF5W0TWes+VzlAkIjd6ZdaKyI0xjO9PIrLa+/m9IiLHz3FL9b8LPsZ3j4hsDfkZjqli3xP+rfsY3/MhsW0MmVOp4r6+n7+oU9VG/8BNvLUO6AEkAV8B/SqU+R7wiLc8Hng+hvF1AAZ7y6nA15XEdwHweoDncCPQ5gTbxwBzcNNZDwPmBfiz3o670Sqw8wecBwwGloes+yMwxVueAtxfyX6tgfXecytvuVWM4rsISPCW768svnB+F3yM7x7gJ2H8/E/4t+5XfBW2/wX4VVDnL9oPuyJxhgJZqrpeVYuAGcDYCmXGAk96yzOBEd7Uv75T1RxVXewt7wdWAZ1i8d5RNBZ4Sp0vgDQR6RBAHCOAdapa25EOokJVP8LNChoq9HfsSeCKSna9GHhbVXep6m7gbWBULOJT1bdUtcR7+QXQOdrvG64qzl84wvlbj9iJ4vO+N64Bnov2+wbFEonTCdgS8jqb47+oj5Tx/pj2AukxiS6EV6V2OjCvks1nichXIjJHRPrHNDBQ4C0RWSQikyvZHs45joXxVP0HHOT5A2inqjng/nkATqqkTF05jzfhrjArU93vgp/u9KrepldRNVgXzt+5wA5VXVvF9iDPX61YInEqu7Ko2C86nDK+EpHmwEvAD1V1X4XNi3HVNQOBfwCvxjI2YLiqDgZGA3eIyHkVtteF85cEXA68WMnmoM9fuOrCefwFUAI8U0WR6n4X/PIvoCcwCMjBVR9VFPj5AyZw4quRoM5frVkicbKBLiGvOwPbqiojIglAS2p3aV0rIpKISyLPqOrLFber6j5VPeAtzwYSRaRNrOJT1W3e807gFVwVQqhwzrHfRgOLVXVHxQ1Bnz/PjvLqPu95ZyVlAj2PXuP+pcB16lXoVxTG74IvVHWHqpaqahnwaBXvG/T5SwCuBJ6vqkxQ5y8SlkicBUBvEcnw/msdD8yqUGYWUN5DZhzwXlV/SNHm1alOA1ap6l+rKNO+vM1GRIbifrb5MYqvmYikli/jGmWXVyg2C7jB6701DNhbXo0TQ1X+Jxjk+QsR+jt2I/BaJWXmAheJSCuv6uYib53vRGQU8D/A5ap6qIoy4fwu+BVfaJvbt6p433D+1v00ElitqtmVbQzy/EUk6Nb+uvLA9Sr6Gtej4xfeuntxfzQAKbgqkSxgPtAjhrGdg7v8Xgos8R5jgNuA27wydwIrcL1QvgDOjmF8Pbz3/cqLofz8hcYnwMPe+V0GZMb459sUlxhahqwL7PzhEloOUIz7L/lmXJvbu8Ba77m1VzYTeCxk35u838MsYFIM48vCtS+U/w6W92LsCMw+0e9CjOJ72vvdWopLDh0qxue9Pu5vPRbxeeufKP+dCykb8/MX7YcNkWKMMSYiVrVljDEmIpZIjDHGRMQSiTHGmIhYIjHGGBMRSyTGGGMiYonEmCgQkdIKIwxHbVRZEekeOoqsMXVNQtABGNNAHFbVQUEHYUwQ7IrEGB95c0vcLyLzvUcvb303EXnXG2DwXRHp6q1v58318ZX3ONs7VLyIPCpuPpq3RKRJYB/KmAoskRgTHU0qVG1dG7Jtn6oOBR4C/u6tewg3rP5puMEPH/TWPwh8qG7wyMG4u5sBegMPq2p/YA9wlc+fx5iw2Z3txkSBiBxQ1eaVrN8IfENV13sDb25X1XQRycMN4VHsrc9R1TYikgt0VtXCkGN0x81B0tt7/T9Aoqr+zv9PZkz17IrEGP9pFctVlalMYchyKda+aeoQSyTG+O/akOfPveXPcCPPAlwHfOItvwvcDiAi8SLSIlZBGlNb9l+NMdHRRESWhLx+U1XLuwAni8g83D9uE7x1PwCmi8hPgVxgkrf+LmCqiNyMu/K4HTeKrDF1lrWRGOMjr40kU1Xzgo7FGL9Y1ZYxxpiI2BWJMcaYiNgViTHGmIhYIjHGGBMRSyTGGGMiYonEGGNMRCyRGGOMicj/B1MDWAK+zH6bAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_history(history)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test RMSE: 5160.964\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(X_test)\n", "plot_history(history)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# So, we got not nice predictions. Lets's try to add return sequences, changenumber of neurons, \n", "# batch size and optimizer to rmsprop\n", "\n", "# ------- Building the LSTM model --------- #\n", "\n", "model = Sequential()\n", "model.add(LSTM(input_dim=1, output_dim=50, return_sequences=True))\n", "model.add(Dropout(0.1))\n", "model.add(LSTM(64,return_sequences=False))\n", "model.add(Dropout(0.2))\n", "model.add(Dense(1))\n", "model.add(Activation(\"linear\"))\n", "model.compile(loss=\"mse\", optimizer=\"rmsprop\")\n", "\n", "# ------- Building the LSTM model --------- #\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 1668 samples, validate on 366 samples\n", "Epoch 1/20\n", "1668/1668 [==============================] - 1s 809us/step - loss: 0.0098 - val_loss: 0.0125\n", "Epoch 2/20\n", "1668/1668 [==============================] - 1s 741us/step - loss: 0.0103 - val_loss: 0.0218\n", "Epoch 3/20\n", "1668/1668 [==============================] - 1s 758us/step - loss: 0.0081 - val_loss: 0.0071\n", "Epoch 4/20\n", "1668/1668 [==============================] - 1s 743us/step - loss: 0.0050 - val_loss: 0.0269\n", "Epoch 5/20\n", "1668/1668 [==============================] - 1s 750us/step - loss: 0.0050 - val_loss: 0.0046\n", "Epoch 6/20\n", "1668/1668 [==============================] - 1s 752us/step - loss: 0.0049 - val_loss: 0.0092\n", "Epoch 7/20\n", "1668/1668 [==============================] - 1s 739us/step - loss: 0.0046 - val_loss: 0.0034\n", "Epoch 8/20\n", "1668/1668 [==============================] - 1s 768us/step - loss: 0.0039 - val_loss: 0.0079\n", "Epoch 9/20\n", "1668/1668 [==============================] - 1s 743us/step - loss: 0.0046 - val_loss: 0.0257\n", "Epoch 10/20\n", "1668/1668 [==============================] - 1s 750us/step - loss: 0.0046 - val_loss: 0.0031\n", "Epoch 11/20\n", "1668/1668 [==============================] - 1s 744us/step - loss: 0.0034 - val_loss: 0.0044\n", "Epoch 12/20\n", "1668/1668 [==============================] - 1s 740us/step - loss: 0.0050 - val_loss: 0.0030\n", "Epoch 13/20\n", "1668/1668 [==============================] - 2s 999us/step - loss: 0.0042 - val_loss: 0.0126\n", "Epoch 14/20\n", "1668/1668 [==============================] - 1s 747us/step - loss: 0.0038 - val_loss: 0.0028\n", "Epoch 15/20\n", "1668/1668 [==============================] - 2s 1ms/step - loss: 0.0045 - val_loss: 0.0019\n", "Epoch 16/20\n", "1668/1668 [==============================] - 2s 908us/step - loss: 0.0031 - val_loss: 0.0016\n", "Epoch 17/20\n", "1668/1668 [==============================] - 1s 740us/step - loss: 0.0040 - val_loss: 0.0090\n", "Epoch 18/20\n", "1668/1668 [==============================] - 1s 738us/step - loss: 0.0040 - val_loss: 0.0030\n", "Epoch 19/20\n", "1668/1668 [==============================] - 1s 763us/step - loss: 0.0037 - val_loss: 0.0030\n", "Epoch 20/20\n", "1668/1668 [==============================] - 1s 736us/step - loss: 0.0031 - val_loss: 0.0047\n" ] } ], "source": [ "# Fitting the model\n", "\n", "history = model.fit(X_train, y_train, batch_size=256, nb_epoch=20, validation_data=(X_test, y_test))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAEWCAYAAABMoxE0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsnXd4W+XZ/z+35RnbcWwndhJnLyBxBk7YG1JWWWXPUgqlpaWbty8dFErbX6G7jEJpC6WUWWhaZpkF+hJI4uxFiAMZ8kjiDI/EW8/vj+ccW1FkW5Z0POT7c126dHTmI8U53/PcU4wxKIqiKEq0JPX1ABRFUZSBjQqJoiiKEhMqJIqiKEpMqJAoiqIoMaFCoiiKosSEComiKIoSEyokiqJ0i4gYEZnS1+NQ+icqJMqARkQ2i8j8vh6HogxmVEgUpR8jIr6+HoOidIcKiZKwiMgXRKRMRHaLyPMiMtpZLyLyGxHZISI1IrJKRIqdbWeLyDoRqRORchG5pZNzJ4nID0Rki3Oev4pIjrPt3yJyc8j+K0XkQmf5UBF53RnXBhG5NGi/v4jIAyLysojsA04Jc+0cEfmziFQ6Y/yJKzgi8jkReU9E7nW+24ciclrQsaOd32K389t8IWibT0S+JyKbnO+/VETGBl16vohsFJE9InK/iEjP/1WUhMQYoy99DdgXsBmYH2b9qUA1UAKkAfcC7zrbzgCWAsMAAQ4DRjnbKoETnOVcoKST634eKAMmAVnAP4DHnG2fBd4L2nc6sNcZRyawDbgOSHbGVw3McPb9C1ADHId90EsPc+1/An9wzlUALAa+6Gz7HNAKfBNIAS5zzpfnbH8H+D2QDswBdgKnOdv+B1gNHOL8LrOBfGebAV50frNxznFn9vW/v776x6vPB6AvfcXy6kJI/gz8POhzFtACTHBE5iPgaCAp5LitwBeBod1c903gy0GfD3HOnwxkA/uA8c62nwIPO8uXAf8NOdcfgNud5b8Af+3iuoVAE5ARtO4K4D/O8ueACkCCti8GrgHGAm1AdtC2nwF/cZY3AOd3cl0DHB/0+Rng1r7+99dX/3ipaUtJVEYDW9wPxph6YBdQZIx5C7gPuB/YLiIPichQZ9eLgLOBLSLyjogcE8n5neVkoNAYUwe8BFzubLsceNxZHg8cJSJ73RdwFTAy6Fzbuvhe47Ezjcqg4/+AnZm4lBtjgquxbnHGOxrY7YwveFuRszwW2NTFtauClvdjxVlRVEiUhKUCe9MFQEQygXygHMAYc48xZi4wA5iGNetgjFlijDkfe2P+J/bJu9vzY809rcB25/OTwBWOEGUA/3HWbwPeMcYMC3plGWNuCjpXVyW5t2FnJMODjh9qjJkRtE9RiP9inDPeCiBPRLJDtpUHnXtyF9dWlLCokCiJQIqIpAe9koEngOtEZI6IpAH/D1hkjNksIkeIyFEikoI1QTUCbSKSKiJXiUiOMaYFqMWagsLxJPBNEZkoIlnO+Z82xrQ621/GCs2dzvqAs/5FYJqIXCMiKc7rCBE5LJIvaoypBF4DfiUiQx2n/2QROSlotwLga865L8H6gF42xmwDFgI/c36nWcD1dMyW/gT8WESmOgEJs0QkP5JxKYMbFRIlEXgZaAh63WGMeRO4DXgO60CfTIepaSjwR2AP1rSzC/ils+0aYLOI1AJfAq7u5JoPA48B7wKfYMXoq+5GY0wT1gE/Hytq7vo64HRnLBVYc9HdWEd8pHwWSAXWOd/hWWBU0PZFwFSsE/+nwMXGmF3OtiuwfqIKYAHWN/O6s+3X2BnYa1gR/TN2NqUoXSIHmlIVRRnIiMjngBuMMcf39ViUwYPOSBRFUZSYUCFRFEVRYkJNW4qiKEpM6IxEURRFiYnkvh5AbzB8+HAzYcKEvh6GoijKgGLp0qXVxpgR3e03KIRkwoQJlJaW9vUwFEVRBhQisqX7vdS0pSiKosSIComiKIoSEyokiqIoSkwMCh+JoihKpLS0tOD3+2lsbOzrofQa6enpjBkzhpSUlKiOVyFRFEUJwu/3k52dzYQJExgMTSCNMezatQu/38/EiROjOoeathRFUYJobGwkPz9/UIgIgIiQn58f0wxMhURRFCWEwSIiLrF+XxWSRGbbEqhY0dejUBQlwVEhSWRe/ja89oO+HoWiKD1g165dzJkzhzlz5jBy5EiKioraPzc3N0d0juuuu44NGzZ4PNIO1NmeyNRWQPr+vh6Foig9ID8/nxUrrCXhjjvuICsri1tuueWAfYwxGGNISgo/F3jkkUc8H2cwOiNJVFqbYd9OqN/R1yNRFCUOlJWVUVxczJe+9CVKSkqorKzkxhtvZN68ecyYMYM777yzfd/jjz+eFStW0NrayrBhw7j11luZPXs2xxxzDDt2xP+eoDOSRKV+u31vqoGWRkhJ79vxKMoA5EcvrGVdRW1czzl99FBuP3dGVMeuW7eORx55hAcffBCAu+66i7y8PFpbWznllFO4+OKLmT59+gHH1NTUcNJJJ3HXXXfxrW99i4cffphbb7015u8RjM5IEpW6yo7lfTorUZREYPLkyRxxxBHtn5988klKSkooKSlh/fr1rFu37qBjMjIyOOusswCYO3cumzdvjvu4dEaSqAQLSf1OGDau78aiKAOUaGcOXpGZmdm+vHHjRn73u9+xePFihg0bxtVXXx02FyQ1NbV92efz0draGvdx6YwkUakNFpLtfTcORVE8oba2luzsbIYOHUplZSWvvvpqn41FZySJipq2FCWhKSkpYfr06RQXFzNp0iSOO+64PhvLoOjZPm/ePDPoGlv940b4+B2or4JTvg8nfaevR6QoA4L169dz2GGH9fUwep1w31tElhpj5nV3rJq2EpW6SusXychV01a0LLwXXvnfvh6FovR7VEgSldpKGDoKsgo1lyRaPnwJ1r/Y16NQlH6PCkmiUlcF2aMgc4QKSbTUlFv/0iAw/ypKLHgqJCJypohsEJEyETkoA0ZE0kTkaWf7IhGZ4Kz/lIgsFZHVzvupQce87ZxzhfMq8PI7DEia6qC5zgpJVqE626Mh0Aa15dDWDI01fT0aRenXeBa1JSI+4H7gU4AfWCIizxtjgjNmrgf2GGOmiMjlwN3AZUA1cK4xpkJEioFXgaKg464yxgwy73kPqKuy70NHW/+Izkh6Tl0VmDa7XL8DMob17XgUpR/j5YzkSKDMGPOxMaYZeAo4P2Sf84FHneVngdNERIwxy40xFc76tUC6iKR5ONbEotb56bJHQlYBNNdD876+HdNAo7a8Y1lndIrSJV4KSRGwLeiznwNnFQfsY4xpBWqA/JB9LgKWG2OagtY94pi1bpNOOrKIyI0iUioipTt37ozleww83BlJ9mjIdCx/OivpGTVBf7r62ym9SDzKyAM8/PDDVFVVeTjSDrxMSAx3gw/1Wna5j4jMwJq7Tg/afpUxplxEsoHngGuAvx50EmMeAh4Cm0fSs6EPcOqCZySFdrl+B+RF1495UFITPCMZZA8iSp8SSRn5SHj44YcpKSlh5MiR8R7iQXg5I/EDY4M+jwEqOttHRJKBHGC383kMsAD4rDFmk3uAMabcea8DnsCa0JRg6qogbSikZVnTFqh5pqfU+CE1G8SneThKv+HRRx/lyCOPZM6cOXz5y18mEAjQ2trKNddcw8yZMykuLuaee+7h6aefZsWKFVx22WU9nslEg5czkiXAVBGZCJQDlwNXhuzzPHAt8D5wMfCWMcaIyDDgJeC7xpj33J0dsRlmjKkWkRTgHOAND7/DwKS2ws5GoENI9GbYM2rLYdhY2L9bTVuDmVduharV8T3nyJlw1l09PmzNmjUsWLCAhQsXkpyczI033shTTz3F5MmTqa6uZvVqO869e/cybNgw7r33Xu677z7mzJkT3/GHwTMhMca0isjN2IgrH/CwMWatiNwJlBpjngf+DDwmImXYmcjlzuE3A1OA20TkNmfd6cA+4FVHRHxYEfmjV99hwOLmkAAMGQ6IrQCsRE7NNsgZA0k+NW0p/YI33niDJUuWMG+erVjS0NDA2LFjOeOMM9iwYQNf//rXOfvsszn99NO7OVP88bRoozHmZeDlkHU/DFpuBC4Jc9xPgJ90ctq58RxjQlJXCeOdAm6+ZBiSrzOSnlLjh9ElNp9Ef7vBSxQzB68wxvD5z3+eH//4xwdtW7VqFa+88gr33HMPzz33HA899FCvjk0z2xONQMDOSIaO6liXVahP1T2hpQH277IzkqwCnc0p/YL58+fzzDPPUF1dDdjorq1bt7Jz506MMVxyySX86Ec/YtmyZQBkZ2dTV1fXK2PTMvKJxv5dEGjpMG0BZI3Qp+qe4EZs5YyFptqOMinhI80VpVeYOXMmt99+O/PnzycQCJCSksKDDz6Iz+fj+uuvxxiDiHD33XcDcN1113HDDTeQkZHB4sWLD2hwFW9USBINtw9JdsiMZOv7fTOegUit377nFNmZnFsmRbPblV7mjjvuOODzlVdeyZVXhsYswfLlyw9ad+mll3LppZd6NbQDUNNWohFOSDJHWPOMFh+MjBpXSMYERb1p5JaidIYKSaLhCkmoj6S1wRZzVLqnphwQpzLACLtO83AUpVNUSBKN2kpAOjLaoWNZHe6RUbPN/mbJqQdWBlAGDYOhc2wwsX5fFZJEo67SPkX7UjrWZTlP1epwj4wav/WPQFBlABXhwUJ6ejq7du0aNGJijGHXrl2kp6dHfQ51ticadZUdWe0u+lTdM2rLocDpXZ2Rp2VSBhljxozB7/czmIq9pqenM2bMmKiPVyFJNOoqYWhIkWWtABw5xtgZyVQnOzgpCTKH6283iEhJSWHiRC1w2hPUtJVo1IaZkQzRp+qIadgDLfsPFOOsAjVtKUoXqJAkEq1NsL/aRhsFk+SzT9UaedQ9waG/LpkFOiNRlC5QIUkk3BlH6IwEnFIfejPsFrczYk7IjER/O0XpFBWSRKLWzSEZffC2rEK9GUZC+4wkqJVOVkFHmRRFUQ5ChSSRaM9qDzMjUfNMZNRsA1+qU37fIbOgo0yKoigHoUKSSLQLSbgZiT5VR0RNuXW0JwX919BcEkXpEhWSRKKu0nmazjt4W5b7VL2398c1kKjxH+hoh44yKRr1pihhUSFJJNzQ33DlzjUpMTJqyw8WEv3tFKVLVEgSibrKA6v+BtP+VK03w04JtNl+9wcJiZq2FKUrVEi85Mkr4N/f673rdSUk7U/Vap7plLoqMG0HVwZoL5OiIqwo4VAh8YqWBtj4Gmz+b+9ds66qCyHRp+puCRf6C0FlUlSEFSUcKiReUbkKAq2wZ3PvREo11kJz/YF9SILJyIWkFL0ZdkXNNvueU3TwNi2ToiidokLiFf4l9r2p1vZR95q6Kvve2YxERDO0u8PNag81bYHm4ShKF6iQeIUrJAC7P/H+enUV9r0zIQGn5a7eDDulxg9pOZA+9OBtOiNRlE5RIfEKfykUzrTLuz/2/nrdzUjAKZOipq1OqQkT+uuSOcL+dprQqSgHoULiBbUVUOuHmRcB0jtCUuvOSMKUR3HJGqFP1V1Rs61zIckq1DIpitIJKiRe4C+17+OPtzemPb1h2qqCtKGQltX5Pm7hxkDA+/EMRGrLwzvaQaPeFKULVEi8wL/ElioZNQvyJvaSaauia7MWWCExbbZ5k3IgzfttUERXpi1QH5OihEGFxAv8pTByFiSnQe7EXnK2V3Ue+uuiNaM6pz1iqzPTltuuWH87RQlFhSTetLVCxXIYc4T9nDfJdi302rZe20VWu4tmt3dOuM6Iwbi/nZq2FOUgVEjizY610NoAY+bZz3mT7LuXs5JAAOq7yGp3UTt/57QLSSc+Ei2Toiid4qmQiMiZIrJBRMpE5NYw29NE5Gln+yIRmeCs/5SILBWR1c77qUHHzHXWl4nIPSLhSt32IW7+SPuMZKJ999Lhvr/aZtFHKiQ6IzmY2nJAwvdyAS2Toihd4JmQiIgPuB84C5gOXCEi00N2ux7YY4yZAvwGuNtZXw2ca4yZCVwLPBZ0zAPAjcBU53WmV98hKvylNgt62Dj7OdcREi8d7m5Dq+58JGlDwZemT9XhqNlmQ6eTUzvfJ1OTEhUlHF7OSI4EyowxHxtjmoGngPND9jkfeNRZfhY4TUTEGLPcGOMkRrAWSHdmL6OAocaY940xBvgrcIGH36Hn+JfY2Yg7UUrLsjcgL01bbq/27mYkItq7vTPczohdoSVmFCUsXgpJEbAt6LPfWRd2H2NMK1AD5IfscxGw3BjT5Ozv7+acAIjIjSJSKiKlO3f20lPk/t2wq6zDP+KSN8lbIamLUEigo+WuciDhOiOGomVSFCUsXgpJON9FaH2JLvcRkRlYc9cXe3BOu9KYh4wx84wx80aMGBHBcONA+VL7Hk5IvPSR1FUC0uED6Qp9qj4YYyITEi2Toihh8VJI/EBwY4cxQEVn+4hIMpAD7HY+jwEWAJ81xmwK2j/4f3u4c/Yd/iUgSTD68APX5020ztyWBm+uW1dpBcKX0v2+WQXqMA6lYY+NtItkRqJlUhTlILwUkiXAVBGZKCKpwOXA8yH7PI91pgNcDLxljDEiMgx4CfiuMeY9d2djTCVQJyJHO9FanwX+5eF36Bn+JVAwHdKyD1zvhgDv2ezNdd1e7ZGQWWAzuANt3oxlIOL2IenWR6K5JIoSDs+ExPF53Ay8CqwHnjHGrBWRO0XkPGe3PwP5IlIGfAtwQ4RvBqYAt4nICufl2m1uAv4ElAGbgFe8+g49IhAA/9KDzVoQFLnlkXmrrqrzsNVQsgrABGBftTdjGYjUOFntkZi2QE2DihJCspcnN8a8DLwcsu6HQcuNwCVhjvsJ8JNOzlkKFMd3pHFg10ZoqunIHwkmz+MQ4LqK8AIWjvakxB2QXejNeAYanbXYDUXzcBQlLJrZHi9CExGDGZIH6cO8cbi3NllT1dBIZyRaJuUgav02vyZzeNf7ZWplAEUJhwpJvPAvsd318qeG3+5VFeD2hlYR+kjan6r1ZthOjd+WRumuSMIQLZOiKOFQIYkX/lIYM9eW0ghH3iSPhSTCGUmmmmcOosbfvaMdIMlnZy2ah6MoB6BCEg+a6mDHuvBmLZfcibB3G7S1xPfadRF0RgwmLQtSMvWpOpia8u79Iy6ZmoejKKGokMSDiuU2EqorIcmbZJtK7d0a32u7M5JIfSTgtNzVmyFgy/7XVXRe9TeUrBEqJIoSggpJPHAd7UVzO9+nPZckzg732grrKM7IjfyYrEI1bbnUV9mHgO5Cf12yCtXZrighqJDEA38p5E+xztjOyPMol6TOSUbsSTX9zBHqbHdxQ38764wYSqYzI9EyKYrSjgpJrBjTUfG3K7IKIWVI/B3udRE0tAo3Fp2RWLrrjBhKVgG0NWmZFEUJQoUkVvZusaaO7hICRbzp315b0X0fklCyCqFhd/wd/wOR7jojhqJlUhTlIFRIYsVfat+7m5FA/HNJjIlyRuKU+tCboRWS9JyD66N1hpZJUZSDUCGJFf8SSM6Aghnd75s3yRZuDATic+2mWmjZF51pC9S8BbYqc6Shv3BgiRlFUQAVktjxL4GiEvBFULYsb6K1r9fFqfJ9ezJiD4UkU7Pb26nZFlkyokv7b6dCoiguKiSx0NIIlasiL5johgDHy7xV6whSj30kmt3eTk155I520DIpihIGFZJYqFoNgZbI/CMQ/3Ly0c5I1Dxjad5vgw4idbSDlklRlDCokMRCeyJihDOSnDGQlBK/GUlPy6O4pGRA2lB9qq51+5D0wEcCTpkUNQsqiosKSSz4l9ibUKSmpSQf5E6IX3Z7XZWtOJya2fNjtXd7R2fEnpi2wCmTomZBRXFRIYkFf2nk/hGXeIYAR5ND4qLFB4Oy2ntg2gItk6IoIaiQREtdFdRsjdys5ZI3yfpI4lFio66q52Ytl6wCfaquKQekZwUvQcukKEoIKiTR0pNExGByJ0JzfXx6ptdVRt6HJJSsAnUY1/itEPtSenacWyalqdabcSnKAEOFJFr8S6zjfNSsnh0XrxDgQCD2GUljjQ1hHqzU+nvuHwHNJVGUEFRIosVfCiNn2gionuBWAY7V4b5vp+1v0lOzjIv2H4+8M2IoWSokihKMCkk0tLVCxbKem7UAho0DSYp9RlJXad+jnpG4ZVIG6c3QmJ4nI7poHo6iHIAKSTTsWAct+6MTkuQ0e/OKm5DE4COBwetw378bWht6nkMCatpSlBBUSKLBTUTsaeivSzzKycc8IxnkT9XtOSRRmLaG5NlZpQqJogAqJNHhL4Uhw21yYTTkTYp9RlJbaW9mromqpwz2cujtWe1RmLaSfPb3G6wirCghqJBEg9sRsSftbYPJm2hrPDXsjX4MdZXWxBJJ1eFwJKdB+rDBKyQ9bbEbipZJUZR2VEh6yv7dsGtj9GYt6AgBjiVyy+3VHguDueVujR98abYAYzRomRRFaUeFpKeUL7Pv0TjaXeKRS1JXFX3or0tWweAN/63xW/9ItLPKzEH82ylKCCokPcW/BBDbzCpaXN9KLA732oo4zEgGcZmU2ihDf13copdaJkVRVEh6jH8JFEyPvMd3OFIzIWtk9ELS2mR9LNGG/rpkFQ5uH0m0/hHQMimKEoSnQiIiZ4rIBhEpE5Fbw2xPE5Gnne2LRGSCsz5fRP4jIvUicl/IMW8751zhvAq8/A4HEAhAeRQVf8ORNzF6H0msob8umSNs3a/mfbGdZ6DR1mp/w1hmJJpLoijtRCQkIjJZRNKc5ZNF5GsiMqybY3zA/cBZwHTgChGZHrLb9cAeY8wU4DfA3c76RuA24JZOTn+VMWaO8+q9/8m7ymx9qlj8Iy6xhAC7nRGjLSHvMliz2+sqwQRiNG0N8vBpRQki0hnJc0CbiEwB/gxMBJ7o5pgjgTJjzMfGmGbgKeD8kH3OBx51lp8FThMRMcbsM8b8H1ZQ+g/tiYjxEJKJ9obWvL/nx7q92nvaYjeUrEFab8sN/Y0mGdHFFWHNJVGUiIUkYIxpBT4D/NYY802gu7tYEbAt6LPfWRd2H+f8NUB+BON5xDFr3SYSPuxGRG4UkVIRKd25M043Sv8S26J2+LTYz+X2b9+zuefHRturPZTBWiYl2ha7wbSbtgaZCCtKGCIVkhYRuQK4FnjRWdddE4dwN/jQEJdI9gnlKmPMTOAE53VNuJ2MMQ8ZY+YZY+aNGDGim1NGiL8UiuZCUhxcS7GEANdV2ByIjNzYxjBY7fxueZRoKv+6tJdJGWQirChhiPSOeB1wDPBTY8wnIjIR+Fs3x/iB4Ee+MUBFZ/uISDKQA+zu6qTGmHLnvQ5rXjsywu8QG031sGNtfMxaEFs5+boq6x+JNgfCJXM4IINQSMptVn9aVvTnSPLZMjlq2lKUyITEGLPOGPM1Y8yTIpILZBtj7urmsCXAVBGZKCKpwOXA8yH7PI+d5QBcDLxlTOeB+SKSLCLDneUU4BxgTSTfIWYqllsHbbyEJCPXvqKZkdRWxm7WAtsZcEj+4HuqromyoVUoWYVq2lIUIKJCTSLyNnCes/8KYKeIvGOM+VZnxxhjWkXkZuBVwAc8bIxZKyJ3AqXGmOexjvvHRKQMOxO5POiam4GhQKqIXACcDmwBXnVExAe8AfyxZ185Ssrd1rpxCP11iTZyq64SRs2OzxgGY3Z73IRECzcqCkQoJECOMaZWRG4AHjHG3C4iq7o7yBjzMvByyLofBi03Apd0cuyETk47N8Ixxxd/KeRNtrbxeJE7sSMSLFKMsUIy7cz4jGEwZrfX+mHcUbGfJ7MAqjfGfh5FGeBE6iNJFpFRwKV0ONsHD8Y4FX/jOBsBOyOp2QatzZEf01Rrm2rFmkPiklkwuHwkzfugYU9sjnaXrBFaJkVRiFxI7sSaqDYZY5aIyCRg8DyK1WyzT+3x8o+45E20fpeabd3v61LrZrXHSUgGW82omjiE/rpkFWqZFEUhcmf7340xs4wxNzmfPzbGXOTt0PoRsXZE7IxoQoDr4pSM6JJVYFvONtfH53z9nVg6I4aiuSSKAkReImWMiCwQkR0isl1EnhOROHgrBwj+UkhOh8Li+J63XUh6EALcnowYY50tl8FWJiWWzoihtJdJGWQ+JkUJIVLT1iPYUN3R2Gz0F5x1gwP/Ehh9uA2XjSeZIyAls2czkniVR3EZbNntNX5A4vP7aZkURQEiF5IRxphHjDGtzusvQJzSxfs5rU1QuTL+Zi2wCYU9DQGuq4L0HEgdEp8xDLbs9hq/FZF4PBSoaUtRgMiFpFpErhYRn/O6Gtjl5cD6DVWroa05/o52l7wJPctur6uMvQ9JMIPNtBWvHBLoKJOiMxJlkBOpkHweG/pbBVRis9Cv82pQ/Yp4VvwNR94kW7gx0BbZ/vHo1R7MYLsZui1244FbJmWwmAUVpRMijdraaow5zxgzwhhTYIy5ALjQ47H1D/xLbM5BrP3ROyNvkp3x1IaWIeuE2sr4jiXJZ301g+FmaEzsLXZD0TIpihJTh8ROy6MkFF4kIgbjlpOPxE8SaLM3/HjOSMBJShwEN8P9u6C1MbYWu6FomRRFiUlIYiw9OwCo2w57t3pn1oKe5ZLs2wmmLX4RWy6DpUxKe0OrOArJYBFhRemCWIQk8VOh2ws1eigkQ0eDLzUyh3tdnLPaXbIKB4ezPR6dEUPJcsyCg6UygKKEocuijSJSR3jBECDDkxH1J/xLICk5fpV2w5Hkg9wJkc1I3PIo8aqz5eKaZ4yJvcdJf6ZdSOJQHsUluExKek78ztsf2PCKbZ9wyvf6eiRKP6fLGYkxJtsYMzTMK9sYE2nl4IGLvxRGzoQUjzUzbxLs3tz9fl7OSNqaoXFvfM/b36j12woFQyLp5hwhiZxLsuhBePeX0Ly/r0ei9HPi0DM2gckZG79y7V2RO9HOSLozj9RV2lBd9+YVLxL5ZhhMjd9G4MVz1uWWSUk0h3sgAOXLrE+uqtuOEcogJ/FnFbHwmQd65zp5k6Bln/VTZBd2vl9dpb3p++L8zxZcJmXEtPieuz9RE+fQXwgS4QQLVti1saOqcflSGHd0345H6dfojKQ/EGn/9trK+PtHoENIEu2pOpR4ZrW7tFcGSLDZnN8JNPFHDoKwAAAgAElEQVSl2ZmJonSBCkl/INIQ4Lqq+PtHYHCUSWlrsTO6eAtJolYGKC+FtKEw9VN2RqIoXaBC0h/IGQvi676cfF2FN0KSPgySUhLPPBNMXSVg4tMZMZhELZNSvtRWvB4zz86U9+/u6xEp/RgVkv5Acqp9Uu5qRtLSaFvEeiEkSUlOmZQEM88E40UyoktWgiUltjTA9rVWREaX2HUVat5SOkeFpL/QXTn5Oo9ySFwSPbu9Jo4NrULJKkgs01blSgi0QtFcGD0HEPWTKF2iQtJfyJvYtbO9vTOih0KSSDfDUNwWu/E2bUHilUlxHe1F82yS5fBpKiRKl6iQ9BfyJlnTVcOe8Nvj3as9lKyCxHa215ZDRi6kZcX/3IlWJqW81Prt3FD0ohLrM0mU76fEHRWS/kJ7FeBOZiXujMQr01amIySBgDfn72tq/PGt+htMZkFHmZREoHypNWu5FM21s1XXz6QoIaiQ9Be6CwGurbDlPdKHeXP9rEKbxdzZjGig40UOiUsi5ZLU73QqXge1TihSh7vSNSok/YXcCfa9qxlJ9ijviipmJWiGtks8OyOGkkhlUtyK18EzksJiGx6u+SRKJ6iQ9BdSh1ih6MzhXlfpnX8EEju7vaneFqT0akaSSGVS/KU2p2nUnI51yWm2eKk63JVOUCHpT3QVAlznUXkUl0TObq91Qn+98pFkJVDRy/JSKJxuH2yCKZoLFStsl05FCUGFpD+ROzG8acsYW2fLyxlJpmOeSUQhcUN/vZqRDMlPjDIpgQCUL7dhv6EUlUBzHVRv7P1xKf0eFZL+RN5EqK+C5n0Hrm+sgdYGb4UkPccW6EsE80woXiYjQlCZlAEuJLvKoKnmQEe7i+szUYe7EgZPhUREzhSRDSJSJiK3htmeJiJPO9sXicgEZ32+iPxHROpF5L6QY+aKyGrnmHtE+ldLv9rGFt79aCe/feMjPvfIYh58ZxMm0vj79sitkFlJe0OrkfEbaCgiiZtLUuO3MwavfUwD/bcL52h3yZ8KqdnqcFfC4lk/EhHxAfcDnwL8wBIRed4Ysy5ot+uBPcaYKSJyOXA3cBnQCNwGFDuvYB4AbgQ+AF4GzgRe8ep7dIUxhk+q97Fs616WbtnDsi17+GhHHcZAksConAze3rCT5tYAXzttavcnDC4nPzLoa7eXRxkd/y8RTKJmt9f4rYjEu49LMJkjBv5v5y+1YjE8TE+apCRbLkWFRAmDl42tjgTKjDEfA4jIU8D5QLCQnA/c4Sw/C9wnImKM2Qf8n4hMCT6hiIwChhpj3nc+/xW4gF4SkobmNlb6O0Rj2dY97NnfAkB2ejIl43L59KxRlIzLZfbYHDJTk/nOc6v49esfkZmWzPXHT+z6Au1JiSEO99pemJGAdbjv3ertNfqCWr83pVGCySqEXZu8vYbXlJdC0eHWVBeOornw/v3Q2mQjuRTFwUshKQK2BX32A0d1to8xplVEaoB8oLqLcwan1/qddQchIjdiZy6MGzeup2O3J9+zn6Vb9rDcmXGsq6ylLWDNVJNHZDL/sELmjs9l7vhcJo/IIinpYCvbXRfOZH9zKz9+cR1ZaT4uO6KLsWQMg4y8LkxbHppmwD5Vu3WWEoka/4HhrF6Q5cxIjPEu18dL3Iq/x36t832KSiDQAlVrYEwY85cyaPFSSML9bwp1FkSyT1T7G2MeAh4CmDdvXlRFgq784yK27t5PRoqPOWOHcdNJkykZP4zDx+aSm5ka0TmSfUn89rLD2ddUyq3/WM2Q1GTOnd2FiSpcCHBdpc1oT8mI5mtETlYh7K+2IZ6dPZUONIyxzvZDP+3tdTILoLXRlklJz/H2Wl5QucpW/A3naHdxfSflS1VIlAPwUkj8wNigz2OAik728YtIMpADdNVBx++cp6tzxo2ffqaY3CGpHDoym2Rf9HEJqclJPHj1XK59ZDHffHoFQ1J9nHZYJ73Z8ybB1g8OXFdX5b1/BKyPxARg/66O3IiBzr5qWwcrZ2z3+8ZCcC7JQBSSrhztLkOL7MOGRm4pIXgZtbUEmCoiE0UkFbgceD5kn+eBa53li4G3TBchTsaYSqBORI52orU+C/wr/kO3nDB1BMVFOTGJiEtGqo8/XzuP6aOHctPjy1i4qRPrXd5Ea9NvbepYV1vhvX8EErNMSq1jCfXcRzLAKwP4S23CZld/ZyK20ZU63JUQPBMSY0wrcDPwKrAeeMYYs1ZE7hSR85zd/gzki0gZ8C2gPURYRDYDvwY+JyJ+EZnubLoJ+BNQBmyijyK2oiE7PYVHrzuSCflDuOHRUpZtDVMgMW+SnRUEO73rKiG7F2YkiVTqw8XLzojBtP92A1RIyksjM1cVzYXqj2xuk6I4eJpHYox52RgzzRgz2RjzU2fdD40xzzvLjcaYS4wxU4wxR7oRXs62CcaYPGNMljFmjBs2bIwpNcYUO+e8uasZTH8kNzOVv11/FAXZaXzu4cWsqwgpPR5aTj7QZm/svTojSYBSHy7tQtJbpq0BKCRuxd9wGe2htFcCXuHtmJQBhWa29wEFQ9P52w1HkZmWzGcfXsSmnfUdG0PLydfvsDMUL+tsubTX24rTjOTf34NXDspD7V1q/Lb8/pA8b68zkMukuKaqrhztLqMPP/AYRUGFpM8YkzuEx2+w0dBX/2kR/j377YbM4TYpzBWS3gr9Bds9MGUI7IvDjGTPZlj0ACz5E+zvKn7CY9w+JF6H5A7kMinlbsXf2d3vOyTPPuwMBod75SqbN6N0iwpJHzJpRBZ//fxR7Gtq5ao/LWJHbaO94eVN6Cgn35tCAk6pjzjMSD54wIbeBlpg3T9jP1+01JZ772h3ySqIjwj3Nv5SKJgOqZmR7V80d3CUlP/vr+DV70F1WV+PpN+jQtLHTB89lL98/kh21jVx9Z8XsWdf84G5JL0tJJlxqBm1fzcsewxmXw7DD4FVz8RnbNFQ4/feP+KSOWLgBSoEAlYUepIXMrrECrTb/jkRCbTBx2/b5bX/6NOhDARUSPoBJeNy+dNn57F5136ufWQxTUPHw54t9o+5ttLa3nsrryMexQeXPgIt++DYr8KsS2Hr+31TeqWtxd7svOqMGEpW4cALVHAr/kbiaHdpT0xM4FlJ+TLbDC05HVY/a2fXSqeokPQTjp0ynAeuKmFdRS2PrBdrEqrx2xthVmHvZZrHatpqbYJFf4DJp0HhDJh5iV2/+u/xGV9PqK0AjPehvy7BZVIGCj1xtLuMmmV9KonscN/0JiBwwi1QvQF2rOv2kMGMCkk/4rTDCvnNZXN4e2c2AC07N0FdRe+ZtcCKVsNu+zQfDav/boXo2K/az7njYezR1rzV2zfY3sohcWkvk1LXO9eLB+VdVPztjJQM20UxkYWk7E0boTb3c9YisEbNW12hQtLPOHf2aK488yQAnnn9XYzXnRFDac/QjsJEYwwsvBcKZ8KkkzvWz7oUdn4IVavjMcLI8brFbigDMZfEX2rLw/d0xls010ZuDaTZV6Q07LECO+U0O8uceBKseS4xv2ucUCHph5x3/Dxak1Kpr/yIht3+3skhcYklQ7vsDSsYx371wHDbGZ+BpGRY3ctO9/YWu70YtQUDJ5ekpQG2r+mZWctldInNbg8tMJoIfPyOzd2afJr9XHyRjaKsWN634+rHqJD0R5KSSM6byGl5uxjSVsfm5qG9d+32pMQoboYL77GlXIovPHD9kDyY8inrtAy0xT7GSKkph4zcyMNaY2WglUlxK/72xNHuElwJONHY9CakDe0Q2MPOgaQUjd7qAhWS/kreJCY3rgHg8XUt7Gtq7Z3rZo2w7z19qq5YAZ+8C0ffBL6Ug7fPutSGMm/+v9jHGCmVK2HY+N673kAzbUXjaHcZcahNXk20yC1joOwtmHhix99xRq41c61ZYMOllYNQIemv5E1Cmm3plA/3ZfKLVzf0znWjLdz4/n3WaTv32vDbDznLbu8t89a2JdbOPfvy3rkeDLwyKeURVPztDF+yzYRPtBlJ9Ue2YvSU0w5cX3yRXe9f3Dfj6ueokPRX8jra8h45awaPvr+Z0s29UGokdYi94ffkqXrvVhvVMvfazntxpGTAYefCuuehpTE+Y+2KhffYsRx+jffXchloZVL8pR1FGKOhaC5UrYo+wq8/UvamfZ8cIiSHnGVzStY81/tjGgCokPRXgoTkujOPZXROBt95bhWNLb3gY+hpUuIHD1rn+tE3db3frEttB8GP/h3b+Lpj98ew/gWYd72tH9abDJQyKfuqYe+W6MxaLkUlNtw5kXIsNr0J+VNs2Howadkw7QxY+8/e9fMNEFRI+ituOfnkDLJy8vnZhTP5eOc+7nlzo/fXziqMXEga9sKyR2HGhd3na0w8EbJGep+c+P791r591Be9vU44BkqZFL/bETEGIRntzGYSxbzV0gib3zt4NuIy40JrtuxNP98AQYWkvzJsnM0ezh4JIpw4bQSXzB3DH979mDXlHjcVcjO0I2HpX6C5Ho69uft9k3ww82L46FXvKgLv2wXLH7ezn97o4RJKVsHAKJNSvtT+fY2eE/05cidARl7iONy3LoTWhoP9Iy5TT4fULDVvhUGFpL/iS7FiEtSr/Qefnk5eZir/8+wqWto8jB7JKozsqbq1GRY9aBO2IilBDrZkSqAF1nnUIXnJn+zN4JivenP+7sgqGBhlUsp7WPE3HCKJVQm47E3wpcKE48NvTx0Ch5wN659PLL9QHFAh6c+c8v2OUiNAzpAUfnpBMesra3nw7U3eXTezwCabBfeND8ea52xI77Ffi/zco2bbchxeVARuaYDFD8HUM6Dg0PifPxIGQpmUQMDOSGJxtLsUlcDO9dC8L/Zz9TWb3oJxR3ctrsUX2cx3tzKwAqiQ9G9mXWKjRYI4fcZIzpk1invfKmPjdo9uVpHkQ7jlUAqmd24KCIeIUxF4YfwrAq98EvZXHyC+vc5AyCXZvck+KMTiaHcpmmuzwCtXxn6uvqS20gYNTD616/0mn2qjAdW8dQAqJAOQH503g8w0H//z7CraAh6YUCK5GW56C3ashWNu7nn3wfaKwM9GN75wBAKw8D5baK8z00RvkBllQmdvEg9Hu0uiONw3vWXfO3O0uySn2jD29S/2Thj7AEGFZACSn5XGHefNYMW2vTzy3ifxv0AkNaMW3msjsGZe3PPz506AsUfFtyLwhpftk3Zona/eJpYSM71F+VLrNB5xSOznyhoBOeMGvp9k05vWLFlY3P2+xRdBc52tLacAKiQDlvNmj2b+YQX88rUNbK6Os326/WbYicO9ajV8/B8bXpucFt01Zl1qbevb10R3fCgL77XBCYedH5/zRUss1ZN7i/JSO3OLV4+bopKBPSMJtMGm/1izVVIEt8QJJ9rEUzVvtaNCMkAREX5ywUxSkpK49R+rCMTTxOWaZzoLY114H6Rkwrzror/GdKcicDyc7tsWw7YP4Oiv2NIdfYlbJqW/5pK0NELVmo6ii/GgqMQmN+6rjt85e5PKFbYHT6S+Pl8yTD/fJtYmQpBBHFAhGcCMzEnn+58+jA8+3s2TS+LouE5Og/Rh4W+GNeWw5lko+awtZhctmfkwZX58KgIvvMeO9/CrYztPPEjyWTHpr6atqlU2/DoejnYXV5QGapn1Msc/MumUyI8pvgha9sOGV7wZ0wBDhWSAc9kRYzluSj4/e/lDKvY2xO/EnbXcXfSgjdLprhxKJMy61HaA3PJe9OfYtck6Po/og3IonZFV2H9NW/F0tLuMmmNnYQPVvLXpTRuW7la+joRxx9iGc2sXeDeuAYQKyQBHRLjrwlm0BQzfW7AaEy/ndbibYWOtzWSffsHBtYiiYdpZ1ukbi3nLLYdyZB+UQ+mMzBH9d0ZSvhSGFsW3WVpaFgw/ZGAKSWONNY12F60VSlKSbdi28TV7jkGOCkkCMDZvCN858xDe3rCTBcvL43PScDWjlv3VFl2MV55G6hCnIvC/ogul3FcNKx63peKzC+MzpnjQ06KXvUl5aXz9Iy5uhnt/z+gP5ZN3wbT1LBfKpfgiaGuGD1+K/7gGGCokCcK1x0xg7vhc7nxxHTvruslIj4SswgOd7W0t8MEDMP74+GREu7gVgTe+2vNjl/zJZpEfE0Gdr94kc0T/LJOyrxr2bPZISEpsMmi8k0y9puxNOysec2TPjy2aayMF12jnRBWSBCEpSbj7olnsb27j9ufjEFKbVWBj5Zv3289r/2kb+8Q7a3ziSVa0emreat5vy6FMOys++RDxJKuwf5ZJiaUjYncUDcDERGOsf2TiiTbRsKeI2FnJx/+xxUIHMSokCcSUgiy+MX8qL6+u4pXVlbGdLDgp0RgbGTV8mq2AGk+SfFB8sbU1N+yJ/LiVT8L+XX1bDqUz+msuib/UOsVHxVDxtzMKZoAvDSoGUGLirk12BtVdWZSumHGh7Xu//vn4jWsA4qmQiMiZIrJBRMpE5NYw29NE5Gln+yIRmRC07bvO+g0ickbQ+s0islpEVohIqZfjH4jceMIkiouGctu/1rJ3f3P0JwrO0P7kXRs2eszNkSVs9ZRZl1hbc6QVgQNttrVv0VwYf2z8xxMr7Xk4/SyXxK3460V0W3IqjJo1sDLcNzndEKPxj7iMnAn5Uwd9cqJnQiIiPuB+4CxgOnCFiEwP2e16YI8xZgrwG+Bu59jpwOXADOBM4PfO+VxOMcbMMcZ4MEcf2CT7kvj5RbPZu7+ZO1+MoXNd8M1w4b3286zL4jPIUEbNsf8ZV0XY8GrDy7YLYl+XQ+mM/li40Rin4q8H/hGX0SVQsWLgdBAse9M2kMubFP05XPPW5v+Duqr4jW2A4WUa8JFAmTHmYwAReQo4Hwi+u50P3OEsPwvcJyLirH/KGNMEfCIiZc753vdwvAnD9NFDuenkydz7VhlTC7IZmZOGMfZeYoCAs2Aw7etMyOeMhmYuBja8/yKHbH2dDdO/TsWmWtJS6slI8ZGR6iM9ueM9PTWJVF8SEs2NXcSK1H9+Anu3wbCxXe//3j0wbDwcdl7Pr9UbuLO5PjZtrfLvZUNVHWcUj2Ro/RYbpuqlkBTNhcV/gJ0boDD0mbGf0doEm/8Lc66M/VzFF8I7d9kZdV905ewHeCkkRcC2oM9+4KjO9jHGtIpIDZDvrP8g5NgiZ9kAr4mIAf5gjHko3MVF5EbgRoBx48bF9k0GIDefOoU31+/g7n9/GNXxybRycTpM2vJ3GkjlsmXT2btsSZfHJAmkp/jISPGRnuIjPSWJ4VlpTCnIYmpBFlMKsplSkEXh0LSDBWfmxVZI1jwLx3+z84tsXQT+xXDWL+JXKyretJdJ6ZsZiTGGxz7Ywp0vrKM1YPjhv9Zy+7hVXA7eONpdXJEqX9r/hWTrBzYzvaf5I+EYcYgt9rjmORUSDwj3aBoaD9nZPl0de5wxpkJECoDXReRDY8y7B+1sBeYhgHnz5vWzOEzvSUv2seArx1KxtxHBPvQL0m4JErHJjKHbBMD5HPh9PikNu2iYeQ1PHXc2Dc1tNLYEaGxpo6Glrf29obmNptaAs91Z52yvqmnkhZUV1Da2to8tOy2ZSe3iksWUEVlMKShg/JgjkVV/71pIFt5jS7McfpWHv16MtJdJ6X0fSVNrGz/851qeLt3GqYcW8MUTJ7FgeTltKx+mXtK56ulqrjh6K+fNGc2Q1Dj/98+bBGk51uFeck18zx1vNr1pa71NPCE+5yu+EN68M7IZdW/S0gApGZ5fxksh8QPBv+gYoKKTffwikgzkALu7OtYY477vEJEFWJPXQUKiWDGZODyGVqrZhdCwm6GnfJ2heUOjPo0xhp31TZRtr6dsZz1lO+zr3Y928uxSf/t+n0sp5g7fw/y/R/7OkLGzmVKQxZyxwxiTO8TuUF1mk79OvCW2FrEREggY9ja00NIWoLk1QLPzfvBnc9D6syWX2q2b+WhtFZ+aXhidya+H7Kht5Et/W8qyrXu5+ZQpfPNT0/AlCUdNyqdt53Z2NhXT0Aa3/mM1P31pPZ8pKeKqo8ZzyMjs+AwgKQmKDh8YIcBlb8HYoyEtTt99hiMkaxfAcT3oGOoVbqRl6SNwwxuQOdzTy3kpJEuAqSIyESjHOs9DDZLPA9difR8XA28ZY4yIPA88ISK/BkYDU4HFIpIJJBlj6pzl04E7PfwOg5upp9sY+1ickdiZT0F2OgXZ6Rw75cA/6JqGFsp21LNpRz3lFXm0Ln+UCeUv8f2PhrTn8x0+bhjnzBrNFdt/xxBfKhx5Y0zj6Yq2gGHRJ7t4eXUl/16zner66JI7x6WkkV1bzo2PLeX4KcP58QXFsYl6NyzfuocvPraU+qZWfn9VCWfPDCqB0tKIb8daRh7zFV6dfyJLt+zh8UVbeWrxNv76/hbmjc/lqqPHcVbxKNJTYjQXji6xN7CWRkhJj/o0H1bV8txSP/ua2/jG/KkUZEd/roOo2w7bV8Opt8XvnHkT7Xdf81zfC0lrE7zwDVj5hC1nlDLE80t6JiSOz+Nm4FXABzxsjFkrIncCpcaY54E/A485zvTdWLHB2e8ZrGO+FfiKMaZNRAqBBc7TXTLwhDHm3159h0HPp37k+SVyMlKYOz6XueNzgbFQP58rty/mwu/8kU3V+3n3o2peXFXB7198n6vSnuSNIfOpXNPA2cVN5GdF2QslhNa2AIs/2c1Lqyt5dW0V1fXNZKT4OPXQAuaOzyU9xUeKT0hNtgEFqclJpAS9px3w2e437JUFJJcv4sfHFPPzf3/IGb95l5tOnsxNJ0+O7GbdvA/evstGAp3+ky5LwDxTuo0fLFhDYU4af73+WA4dGTJ7rFrdXvFXRJg3IY95E/K47ZzpPLfUz+OLtvDNp1dy5wvruGTeWK44clz0olc01+ZVVK2GsUf06NDd+5p5fkU5zy7zs6a8lhSfICK8vLqSn1xQzDmzRkc3plDcboixhP2Go/gieO37Nj8lf3J8zx0p9Tvh6attW4WTvwsn/W+vRDZK3Ir89WPmzZtnSks15WRAsPpZeO56uPbFA+zXu1+8g7zS3/C5zN/z9q5h+JKEYyfnc+6s0ZwxYyQ5Q1J6dJnWtgAffGzF47W1Veza54jHYQV8euYoTj5kRGw+hFe/b0u4fL+KHfVN/OTF9Ty/soKJwzP58fnFHD+1C1ND2Rvw4jdtspwv1ZrxPv0re6MKoqUtwE9fWs9fFm7muCn53HdFCbmZYTK0P3gA/n0rfGs9DD34ZhwIGN7/eBePL9rCa2u30xowHD9lOFcdNY750wtJ8fUgS6C2En59KJx5Nxz9pW53b2kL8M4Ga+J888PttLQZiouGcnHJGM6bU8Tufc18++8rWbltL+fOHs2d580I/x17wnNfsGJyy8b45kXVlMNvpsOpP4AT/yd+542UqjXw5BU2WvAzD9iikjEiIksjSbNQIVH6F8374ZdTrfPyvHs71v1mBow7GnP5E2zYXscLKyt4cVUlW3btJ8UnnDRtBOfMGs386YVkpYUXgNa2AO9/bM1Wr67dzu59zQxJtTMPKx4FZKTGKRLsvXvg9dvg1m2QbmcI/924k9v+uYbNu/Zz/pzRfP/Thx1ostm3C179Lqx62lYROPceGJIHC75kHdgzPgNn/woy89lV38RXnljGBx/v5objJ3LrWYeS3NkN/9nrYctC+Pb6boe9o7aRZ0q38eTibZTvbSArLZnioqHMGjOMmUU5zBqTw7i8IV37fH51KEw4AS76Y6e7rK+0pqt/riinur6Z4VmpXDCniIvmjuGwUQfOqFrbAjz4ziZ++8ZGcjNTufuimZx6aJRFOgMB+/c1+RS46E/RnaMrHj4LGvfCl3s5U+HDl+G5G+zf2uVPxK0engpJECokA4x/fNE2DLrlI2tnX/xHePkWuO7fMP6Y9t2MMawur2kXlcqaRtKSkzjtsALOmTWaUw8twJckLNy0i5dXVfLauir27G8hM9XHaYcVcvbMkZx8SEHsfoFwrHwKFnwRvrrsADNHY0sbD7y9iQfe3kRaShLfOfNQrjxiLL41f7ezhqY6OOFbcMK3O9oYt7XCe7+1pq6MXLYe9/+44t18dtY3cdeFM7mwZEzXY/ndbJuBfdnfIh5+W8Dw9oYd/GfDDlaX17K+opbmtgBgzZEzi3KYOSaHWc570bCMDnF56irY+SF89UCn++59zfxrRTnPLvWztsKaruYfVsjFc8dw4rQR3c581lbU8O1nVvJhVR2XzRvLD845jOz0ns1EqVgBD50EFzwIc67o9nrLtu5FAF+S4BOx70lCUvtn8CUl4UuCJBHGbPwbU0p/xKpzX6E5/1DSU3yMyc0gJyPFm4ALY+zfxhs/su2TL38iri0CVEiCUCEZYJS9CX+7EC59DA79NNw714bT3vBGp/beQMCwbOseXlhZwUurq6iubyIz1UdKchJ7HfGYP72Qs2eO4qRpI7wRj3DfIUT8XD7eWc9t/1rDlk3ruSfrMUpalsKYI+wspLMcjKrV1Dx5Azk1H/JS0imMv+p3FE/upi/Mvl3wi0kw/0dw/Dei/jrNrQE+2l7H6vIaVvlrWF2+lw8r62h1WjznZaZSXGSF5by6p5i25teY/91Ma2oOb2/YybNLt/HWhztoaTPMLMrh4rljOG/26B6bqZpa2/jtGxv5wzubGJWTwS8umcWxk3sQkfTfX9noqm9/FNbv1NjSxkurKvnboi0s37q3R2MDGE4Ni9K+zP1t5/Pr1kvb12em+hiTO4QxuRnOyy4XOcu5Q6IQmpZGePEbtu7cjAvhgt/HPdQ3UiHp4wbXihKGiSdBZgGsfgYwsOcT6/jv4j9aUlKHE/mH585g0ce7eGFVJU2tbZw5YyQn9oZ4BNNeJiV8Lsmk/Az+Nr2Utsqf0NRiuL3lWpILvsA3h00jXCWstoDh58uTeXj79/hZ/itctP8Z5F9nWfNfV07jOFX8TU1Oorgoh+KiHK5wKq43trSxoZIXK00AAA8WSURBVMqKy2p/DavKa3jgnU0sJ43HU+Erv3iYD2QWu/c1MzwrjeuOm8hFJWNiCjdOS/bxv2ceyvzDCrnl7yu58o+LuO64CXznjEMjM0uWvQWFMw8Skc3V+3hi8VaeKd3G3v0tTBqeyW3nTOes4pEk+4S2gKEtYAgEoM04y8bQ2mbf2wKGNmMIBAz1rx7LF+pXcPi5v2Bfcxvlexvx79mPf08D/j0NLP5kN3VNrQdcf0iq70CBGWaXJxdkckhh9sEiU7/Dzvz8i+GU71ufTB+WC1IhUfofvmSb6b7kT7B7s62HdOg5kR+eJBw7ZfhBoca9SldlUqpWw/NfRSqWkzztTPafejet79fx1/e38tKaHdx+7nTOLB7ZfvOo2d/CV59azrsf7eSqoyZx3rm/R7Z/wfpO/nYhzPs8fOrH4YsxlntX8Tc9xcfsscOYPXZY+7rGljY2bJ4Oj/+Mc/IrSck/lfPnjObEqSM69+FEwdzxubz0teO5+5UPeeS9zbyzYSe/vHQ2JeNyOz+oqc5GMx3zFcD6Xt76cAePfbCF/26sxpcknD69kGuOHs8xk/OjN0UdcTk8/1VOyKqA0eF/95qGFvx79lPuiIt9WbEp3bz7gATeomEZnD6jkNOnj+SICbkk71zrONWr4ZJHYcYF0Y0zjqhpS+mflC+DP55il8/+JRz5hb4dT08JtMGPh8MJt8Cp37frWhrgnZ/De7+zTvSz7rYmCeeGtWzrHr6/YA3rK2s55ZAR3Hl+MQ0tbdz411LK9zbwo/OKufKooHI/LQ3w1k9su+Fh46xpY8LxB47jsQttCPGXF/bSF3e4d54NGLjiCc8v9V5ZNf/z95VU1TZy08mT+fpp00hNDiNaH74MT13Bnouf5bHtE3hy8VYqaxoZOTSdK44cx+VHjqVwaBzyVfbvtg79o78Mp/84qlPUNrZQvqeBVf69vL5uO+9urKa5NcBnMpZzl9yHSRsKVzxF+rg4NpkLg/pIglAhGYAYA/cdYXuOfHOtbcs70PjFFDjkbDjvHluK/4Wv26rFc662N5gheQcd0toW4C8LN/Pr1z8iYAw+ETJSk3nw6hLmTTh4fwC2vA///BLs2QJH3wSn/dDayo2BuyfA9PM6IuB6i3/caL/zt6Or9dZTahtb+PEL6/j7Uj+Hjszm15fOYfrojugvYwxVT95M3sZnObzpIfYHkjlh6nCuPno8px1aENfZEgCPXwo71sE3VsfF5LSvsYXyF3/KtDW/YTWT+Xzjt6hLyefEqSM4Y8ZITj20IPaw6DCokAShQjJAqVhhs3THhdb6HCD8/lgrFnkTbb/73Ilw7m9h0sndHlqxt4GfvrSe3fua+fVlsxmV040Ttake3rjdmgPzp8JnHrQ1ye4tsQ78udfG5StFzKI/wCvf6TR3xSteX7ed7/5jNTUNzXxj/jSuOHIc/1xezuOLtvDnmhvZmlTEf4+4nyuPGu9ppQFWPg0LboTrX4exUbTxDaalEV74mg0LL76YlnPuYbG/gVfXVvHa2u1U1TbiSxKOnJBnTWAzRlI0LD5OdxWSIFRIlD7hrxfYNqzig2NvhpNu9X5mtek/8K+boa4Cxh9nS6XftBAKZ3h73VD8pfCn02zI8WHn9uqld+9r5rZ/ruGl1ZWI2InZmaMbeHD39bScfhcpx97k/SAaa615a+7nrAkzWuq2w9NXgX+JTXQ84ZYDZjhuCPxra7fz6toqNu6oB6C4aCinTx/JGTNGMq0wK2p/jwpJECokSp/w/v02H+aMn8Ko2b133cYa+Pf3YMXfICUTvrut90vutzTCz4rg2K/B/Nt799oOL62qZKV/L+fNHk1x+TM2F+nmpTB8Su8M4Omr4aNX7YwsKcVWKfAl2/eklJBl5xW87EuF9S9Cw274zB+sibIbPt5Zz+vrtvPauu0s22pbVy/5/nyGR1lOSIUkCBUSZVBS9ia0NtpcnL7gDyfZ6rrXvtD3nSyfvAK2r4Gvr+q9sVStgUUPQGuzrXXW5rwOWm62SafhlrNG2goBUTyI7KhrZNmWPZxZHH2CouaRKMpgJ95FCXvKxBNtJeCHToKjbrJlb5LjU2izR7Q2W8f/zEt6V9BGFsP59/fe9UIoyE6PSUR6gmc92xVFGeSc+gM457fWzPXPL8Fvim2Zl97uHOlfDM31fS+sCYwKiaIo3pCcBvOug68sgmsW2OS8t39mC3AuuAkqV/bOOMretAEPE0/snesNQtS0pSiKt4jA5FPtq3qjDQ1e8YRtvDT+ODjqS9aP41VAwKY3bQhueo4351d0RqIoSi8yfCp8+pfwrXW2YVfNNnjmGrhnDiy8Fxp6XiixS+p32pnPZDVreYkKiaIovU/GMDj2q/C1FTbXJGcsvPYD+PV0eOkWqC6Lz3U+/o99n3xqfM6nhEVNW4qi9B1JPpuweNi5dubwwYOw7FFY8keY8ikouQYKi2HYeJt30VPK3rQZ/p0UT1TigwqJoij9g1GzbYvYT/0ISh+x5V6eed1uS0qxDcKGT7XFIIdPs8v5U9s7UB5EIGBb6k46pfcTMgcZKiSKovQvsgrg5P+1jbgqV0H1R85rI+z40FbxNW0d+2ePOlhghk+zBT/37dCw315AhURRlP5JchqMPcK+gmlthj2bDxSY6o9g1d+hqaZjP3FmIeof8RwVEkVRBhbJqTBimn0FY4xNdgwWmMz8Xq0+PFhRIVEUJTEQsS10swth4gl9PZpBhYb/KoqiKDGhQqIoiqLEhAqJoiiKEhMqJIqiKEpMqJAoiqIoMaFCoiiKosSEComiKIoSEyokiqIoSkyIMaavx+A5IrIT2BLl4cOB6jgOJ97o+GJDxxcbOr7Y6O/jG2+MGdHdToNCSGJBREqNMfP6ehydoeOLDR1fbOj4YqO/jy9S1LSlKIqixIQKiaIoihITKiTd81BfD6AbdHyxoeOLDR1fbPT38UWE+kgURVGUmNAZiaIoihITKiSKoihKTKiQOIjImSKyQUTKROTWMNvTRORpZ/siEZnQi2MbKyL/EZH1IrJWRL4eZp+TRaRGRFY4rx/21vic628WkdXOtUvDbBcRucf5/VaJSEkvju2QoN9lhYjUisg3Qvbp1d9PRB4WkR0isiZoXZ6IvC4iG5333E6OvdbZZ6OIXNuL4/uFiHzo/PstEJFhnRzb5d+Ch+O7Q0TKg/4Nz+7k2C7/r3s4vqeDxrZZRFZ0cqznv1/cMcYM+hfgAzYBk4BUYCUwPWSfLwMPOsuXA0/34vhGASXOcjbwUZjxnQy82Ie/4WZgeBfbzwZeAQQ4GljUh//WVdhEqz77/YATgRJgTdC6nwO3Osu3AneHOS4P+Nh5z3WWc3tpfKcDyc7y3eHGF8nfgofjuwO4JYJ//y7/r3s1vpDtvwJ+2Fe/X7xf/7+9+wuxogzjOP59cK22LCslM7cya6+EMhEp+3ORYRrh9o9UhEKFUJLqJrzwLrrpJsKUIEuykIr+74XVygZGlBqJWmHkJkGL26pZblKY2tPF+54YxjO7h50zM4f4feBwZt55d+fZZ9/Zd+ad2ffoiiSYDfS5+0F3/xt4E+hK1ekCNsfld4C5ZmZlBOfuA+6+Oy7/AewHppSx7ybqAl7zYAdwsZlNriCOucCP7j7amQ6awt0/A46lipNtbDNwb50vvQvY5u7H3P03YBswv4z43L3H3U/H1R1AR7P326iM/DWikWM9t+Hii383HgLeaPZ+q6KOJJgC/JxY7+fsP9T/1YkH03FgQinRJcQhtRuBnXU232xme83sIzObXmpg4ECPmX1tZo/W2d5IjsuwmOwDuMr8AUxy9wEIJw/AZXXqtEoelxOuMOsZqS0UaXUcetuUMTTYCvm7DRh09wMZ26vM36ioIwnqXVmkn4tupE6hzGwc8C7wpLsPpTbvJgzX3AC8AHxQZmzALe4+E1gAPGZmt6e2t0L+zgEWAm/X2Vx1/hrVCnlcC5wGtmRUGaktFOVF4FpgBjBAGD5Kqzx/wBKGvxqpKn+jpo4k6AeuTKx3AIey6phZGzCe0V1aj4qZjSV0Ilvc/b30dncfcvcTcXkrMNbMJpYVn7sfiu+HgfcJQwhJjeS4aAuA3e4+mN5Qdf6iwdpwX3w/XKdOpXmMN/fvAZZ6HNBPa6AtFMLdB939jLv/A2zM2G/V+WsD7gfeyqpTVf7yUEcSfAV0mtk18ax1MdCdqtMN1J6QeRD4NOtAarY4pvoKsN/dn8uoc3ntno2ZzSb8bn8tKb4LzOzC2jLhpuy3qWrdwMPx6a2bgOO1YZwSZZ4JVpm/hGQbewT4sE6dT4B5ZnZJHLqZF8sKZ2bzgTXAQnf/M6NOI22hqPiS99zuy9hvI8d6ke4Evnf3/nobq8xfLlXf7W+VF+Gpoh8IT3SsjWVPEw4agPMIQyJ9wC5gWomx3Uq4/N4H7Imvu4GVwMpYZzXwHeEplB3AnBLjmxb3uzfGUMtfMj4DNsT8fgPMKvn3ez6hYxifKKssf4QObQA4RThLXkG459YLHIjvl8a6s4CXE1+7PLbDPmBZifH1Ee4v1Npg7SnGK4Ctw7WFkuJ7PbatfYTOYXI6vrh+1rFeRnyx/NVam0vULT1/zX5pihQREclFQ1siIpKLOhIREclFHYmIiOSijkRERHJRRyIiIrmoIxFpAjM7k5phuGmzyprZ1OQssiKtpq3qAET+J/5y9xlVByFSBV2RiBQofrbEs2a2K76ui+VXm1lvnGCw18yuiuWT4md97I2vOfFbjTGzjRY+j6bHzNor+6FEUtSRiDRHe2poa1Fi25C7zwbWA8/HsvWEafWvJ0x+uC6WrwO2e5g8cibhv5sBOoEN7j4d+B14oOCfR6Rh+s92kSYwsxPuPq5O+U/AHe5+ME68+Yu7TzCzo4QpPE7F8gF3n2hmR4AOdz+Z+B5TCZ9B0hnX1wBj3f2Z4n8ykZHpikSkeJ6xnFWnnpOJ5TPo/qa0EHUkIsVblHj/Mi5/QZh5FmAp8Hlc7gVWAZjZGDO7qKwgRUZLZzUizdFuZnsS6x+7e+0R4HPNbCfhxG1JLHsc2GRmTwFHgGWx/AngJTNbQbjyWEWYRVakZekeiUiB4j2SWe5+tOpYRIqioS0REclFVyQiIpKLrkhERCQXdSQiIpKLOhIREclFHYmIiOSijkRERHL5F89WYkqIEls+AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Test RMSE: 7299.535\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4MAAAHVCAYAAABL3y45AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XucZHdd5//XqWt3VfW9e+6TmUkmd0gQkhAMi0AQwgoENSyISvYHkgXl92PXh/tAcf2pP3XXXXdRYcEYNi6oAcQoIi4QCAQiJIQkJiH3ZCYzk7lP3+t+P78/vufUrbu6q291TnW/n49HHmf61OnKt2b6cj71+Xw/H8u2bURERERERGRrCXi9ABEREREREek+BYMiIiIiIiJbkIJBERERERGRLUjBoIiIiIiIyBakYFBERERERGQLUjAoIiIiIiKyBS0bDFqW9ReWZZ2zLOuJhnO/Z1nWjyzLetSyrG9YlrXLOW9ZlvVxy7IOOY+/vOFzbrYs63nnv5sbzr/CsqzHnc/5uGVZlnN+1LKsbzrXf9OyrJH1fekiIiIiIiJbVyeZwc8AN7Sc+yPbtq+wbftlwD8B/69z/s3Ahc5/twB/BiawA34beCVwDfDbDcHdnznXup/n/r9+HfiWbdsXAt9yPhYREREREZF1sGwwaNv2vcBMy7lkw4dxwJ1cfyPwl7bxA2DYsqydwJuAb9q2PWPb9izwTeAG57FB27bvt23bBv4SeHvDc33W+fNnG86LiIiIiIjIGoVW+4mWZf0B8B5gHnidc3o3cLzhshPOuaXOn1jkPMB227ZPA9i2fdqyrG1LrOUWTHaReDz+iksuuWSVr0pERERERKS3Pfzww1O2bU8sd92qg0Hbtn8T+E3Lsn4D+BCmDNRa7NJVnF/pWm4DbgO46qqr7IceemilTyEiIiIiIrIpWJZ1rJPr1qOb6OeAn3X+fALY2/DYHuDUMuf3LHIe4KxTRopzPLcOaxURERERERFWGQxalnVhw4dvA55x/vyPwHucrqLXAvNOqeddwBstyxpxGse8EbjLeSxlWda1ThfR9wBfbngut+vozQ3nRUREREREZI2WLRO1LOvzwGuBccuyTmDKQf+1ZVkXA1XgGPAB5/KvAv8aOARkgf8LwLbtGcuyfg940Lnu/7Nt221K80FMx9J+4GvOfwB/CHzRsqz3AS8C71j1qxQREREREZEmlmniuXkstmewVCpx4sQJ8vm8R6vyp76+Pvbs2UM4HPZ6KSIiIiIisk4sy3rYtu2rlrtu1Q1kesmJEycYGBhg//79ODPttzzbtpmenubEiRMcOHDA6+WIiIiIiEiXrUcDGd/L5/OMjY0pEGxgWRZjY2PKloqIiIiIbFFbIhgEFAguQn8nIiIiIiJb15YJBkVERERERKROwWCPSiQSAJw6dYqbbrppyWv/5E/+hGw2241liYiIiIhIj1Aw6COVSmXFn7Nr1y7uvPPOJa9RMCgiIiIiIq22RDfRRr/7lSd56lRyXZ/zsl2D/PZbL1/ymqNHj3LDDTfwyle+kkceeYSLLrqIv/zLv+Syyy7jve99L9/4xjf40Ic+xNVXX82v/MqvMDk5SSwW49Of/jSXXHIJR44c4d3vfjflcpkbbrih6Xnf8pa38MQTT1CpVPjIRz7CXXfdhWVZvP/978e2bU6dOsXrXvc6xsfHueeee9b1tYuIiIiISG/acsGgl5599lluv/12rrvuOt773vfyqU99CjDz/r73ve8BcP3113Prrbdy4YUX8sADD/DLv/zLfPvb3+bDH/4wH/zgB3nPe97DJz/5yUWf/7bbbuPIkSM88sgjhEIhZmZmGB0d5WMf+xj33HMP4+PjXXutIiIiIiLib1suGFwug7eR9u7dy3XXXQfAL/zCL/Dxj38cgHe+850ApNNp7rvvPt7xjnfUPqdQKADw/e9/n7/7u78D4Bd/8Rf5yEc+suD57777bj7wgQ8QCpl/1tHR0Y17MSIiIiIi0tO2XDDopdZRDu7H8XgcgGq1yvDwMI8++mhHn9/Ktm2NixARERERkY6ogUwXvfjii9x///0AfP7zn+fVr3510+ODg4McOHCAv/3bvwVMcPfYY48BcN111/GFL3wBgDvuuGPR53/jG9/IrbfeSrlcBmBmZgaAgYEBUqnU+r8gERERERHpWQoGu+jSSy/ls5/9LFdccQUzMzN88IMfXHDNHXfcwe23386VV17J5Zdfzpe//GUA/vRP/5RPfvKTXH311czPzy/6/L/0S7/EeeedxxVXXMGVV17J5z73OQBuueUW3vzmN/O6171u416ciIiIiIj0FMu2ba/XsK6uuuoq+6GHHmo69/TTT3PppZd6tCKjseunn/jh70ZEREREpOckT0FiBwT8l1+zLOth27avWu46/61cRERERETE7/76Z+GLv+j1KtZEwWCX7N+/33dZQRERERERWYX5k3DuKdj7Sq9XsiYKBkVERERERFbi8LfM8eAbvF3HGikYFBERERERWYlDd8PALtjW2703FAyKiIiIiIh0qlKGw9+Bg9dDj8/4VjAoIiIiIiLSqZMPQWG+50tEQcGgL33nO9/hvvvuW9NzJBKJdVqNiIiIiIjUHLobrCCc/1qvV7JmCgZ9aD2CQRERERER2QDPfxP2XA39w16vZM1CXi+g677263Dm8fV9zh0vhTf/4bKXvf3tb+f48ePk83k+/OEPc8stt/D1r3+dj370o1QqFcbHx7n99tu59dZbCQaD/PVf/zWf+MQnuP3223nLW97CTTfdBJisXzqdJp1Oc+ONNzI7O0upVOL3f//3ufHGG9f3tYmIiIiIiHH6MTj9KLzx971eybrYesGgh/7iL/6C0dFRcrkcV199NTfeeCPvf//7uffeezlw4AAzMzOMjo7ygQ98gEQiwa/92q8BcPvtty/6fH19fXzpS19icHCQqakprr32Wt72trdh9fhGVhERERERX7rvf0IkAT/W28PmXVsvGOwgg7dRPv7xj/OlL30JgOPHj3Pbbbfxmte8hgMHDgAwOjq6ouezbZuPfvSj3HvvvQQCAU6ePMnZs2fZsWPHuq9dRERERGRLmz8JT/49XHPLpigRha0YDHrkO9/5DnfffTf3338/sViM1772tVx55ZU8++yzy35uKBSiWq0CJgAsFosA3HHHHUxOTvLwww8TDofZv38/+Xx+Q1+HiIiIiMiW9MCtYNvwyg94vZJ1owYyXTI/P8/IyAixWIxnnnmGH/zgBxQKBb773e9y5MgRAGZmZgAYGBgglUrVPnf//v08/PDDAHz5y1+mVCrVnnPbtm2Ew2Huuecejh071uVXJSIiIiKyBVQr8PBn4bK3wcg+r1ezbhQMdskNN9xAuVzmiiuu4Ld+67e49tprmZiY4LbbbuNnfuZnuPLKK3nnO98JwFvf+la+9KUv8bKXvYx//ud/5v3vfz/f/e53ueaaa3jggQeIx+MA/PzP/zwPPfQQV111FXfccQeXXHKJly9RRERERGRzys+b2YJ7r/V6JevKsm3b6zWsq6uuusp+6KGHms49/fTTXHrppR6tyN/0dyMiIiIisozpw/CJl8NP/zlc+S6vV7Msy7Ietm37quWuU2ZQRERERERkKfk5c+wf8XYd60zBoIiIiIiIyFJys+bYtzm6iLq2TDC42cph14P+TkREREREOpBTZrBn9fX1MT09reCngW3bTE9P09fX5/VSRERERET8zc0MbpL5gq4tMWdwz549nDhxgsnJSa+X4it9fX3s2bPH62WIiIiIiPibmxncZGWiWyIYDIfDHDhwwOtliIiIiIhIL8rPQSQBoYjXK1lXW6JMVEREREREZNVys5suKwgKBkVERERERJaWm9t0zWNAwaCIiIiIbBX3fQKe/ievVyG9KDe76ZrHgIJBEREREdkq7vsE/PDPvV6F9KL8nIJBEREREZGeZNuQnYYzT5g/i6zEInsG3/qJ7/GRO3/k0YLWh4JBEREREdn88vNQLUNuBtJnvV7N1taLwXhudsGewVNzOUJBy6MFrQ8FgyIiIiKy+WWn638++4R369jK5l6Eu34T/us++OZve72azpVyUM43lYmWK1VmskXGE1EPF7Z2CgZFREREZPNrCgaf9G4dW9mnXw8/+DOwgvBMDzXycQfON2QGZzJFbBsmBhQMioiIiIj4m4JBb1VKkJmE1/xHePW/h+lDkDrj9ao6k3eCwYY9g+dSBQBlBkVEREREfC8zZY4TlygY9EIhZY79w7D/1ebPx77v3XpWIjdrjg2Zwcm0CQaVGRQRERER8Ts3M3jgNTD5LJSL3q5nq3GDwegA7LgSIgNw9HverqlTi5SJTjmZwW0KBkVEREREfC47DaE+2HMNVEsw/bzXK9paGoPBYAjOuxaO9lpmsF4m6mYGVSYqIiIiIuJ32WmIjcGOl5iPVSraXY3BIMD+62DqWUhPeremTi1WJpoqkIiG6I8EPVrU+lAwKCIiIiKbX3YaYqMwdhCCEY2X6LZaMDhojvv/lTke64FS0fwcWAFT2uqYShd7fr8gKBgUERERka0gMwWxcQiGYeJiOPkvXq9oaym2ZAZ3XgnheG+UiuZmTSfRQD10mkzlGU9EPFzU+lg2GLQs6y8syzpnWdYTDef+yLKsZyzL+pFlWV+yLGu44bHfsCzrkGVZz1qW9aaG8zc45w5ZlvXrDecPWJb1gGVZz1uW9TeWZUWc81Hn40PO4/vX60WLiIiIyBbjlokCHPxJOHYfZKaX/hxZP61losEw7L0ajj/g3Zo6lZtr2i8Ipkx0q2QGPwPc0HLum8BLbNu+AngO+A0Ay7IuA94FXO58zqcsywpalhUEPgm8GbgM+DnnWoD/CvyxbdsXArPA+5zz7wNmbds+CPyxc52IiIiIyMplZyA+bv58+dvBrsAzX/F2TVtJazAIsPsqs3ezmPVmTZ3KzTbtFwRTJtrrzWOgg2DQtu17gZmWc9+wbbvsfPgDYI/z5xuBL9i2XbBt+whwCLjG+e+Qbdsv2LZdBL4A3GhZlgW8HrjT+fzPAm9veK7POn++E7jeuV5EREREpHPlIhTm65nBHVfA6Pnw5D94u66txA0Gw/H6uT1XmaD89GPerKlT+bmmgfOFcoX5XImJrRAMduC9wNecP+8Gjjc8dsI51+78GDDXEFi655uey3l83rl+AcuybrEs6yHLsh6anOyBjkQiIiIi0j05J6/hBoOWBZf/NBy5tz6MXjZWIWUasDTsu2P3KwB44bHv8tXHT3u0sA60ZAan0mZG5VYpE23LsqzfBMrAHe6pRS6zV3F+qedaeNK2b7Nt+yrbtq+amJhYetEiIiIisrW4AV+sIa9wmVMq+rRKRbuikGwuEQVIbIOh8zj15Pf4D3/zKOeSeW/WtpzWYDC1OWYMwhqCQcuybgbeAvy8bdtukHYC2Ntw2R7g1BLnp4Bhy7JCLeebnst5fIiWclURERERkWVlnUYx7p5BgB0vhdEL4MH/ZfYTysYqpBYGg4C9++UcKDxDoVzlU9857MHCllGtQn6+eeC8Ewxu2cygZVk3AB8B3mbbduOOz38E3uV0Aj0AXAj8EHgQuNDpHBrBNJn5RyeIvAe4yfn8m4EvNzzXzc6fbwK+3RB0ioiIiIh0JrtIZtCy4A2/A1PPwf+6Hqae92JlW0ebYDAz8TJ2M8n+vjSf++GLnJn3WXawkAS72jxwPr2FgkHLsj4P3A9cbFnWCcuy3gf8T2AA+KZlWY9alnUrgG3bTwJfBJ4Cvg78im3bFWfP34eAu4CngS8614IJKn/VsqxDmD2BtzvnbwfGnPO/CtTGUYiIiIiIdCzbsmfQddnb4OavQD4JX3h399e1lbQJBo/1XQrA77w8T7Vq82ffOdTtlS2tkDTH6GDtlFsmOrYJ5gyGlrvAtu2fW+T07Yucc6//A+APFjn/VeCri5x/AdNttPV8HnjHcusTEREREVmSWybaP7rwsfOuhVd+AO75fTPiIBLr7tq2ikIKBnYuOP24vZ+L7QAvD73ADS95KV974gy/e+NLPFhgG8WMOUYTtVOT6QJD/WGioaBHi1o/69FNVERERETEvzJTZjRAsE0eZPSAOc4e7dqStpxCqim75npuuspznMfA1GOcP5FgMl2gXKl6sMA2CmlzjDQEg5tk4DwoGBQRERGRzS473dw8ptXYBeY448MGJptFmzLRw5NpTkUvwJp8hu2DUWy7vifPF4puMFifjziVLjC+CUpEQcGgiIiIiGx22amF+wUbjZ5vjjMvdGc9W41ttw0GD51Lkxs6H1Kn2d1vRo+fTfopGHTKRBdkBvs8WtD6UjAoIiIiIkt74M/h8D1er2L1sjMQWyIz2DdkHp9WZnBDFDOAvSAYzBUrnJzLERi/EIA9VTNhzlcdRWvBYD0zOJ0uMhZXZlBERERENrtCGu76KPz9LSa704syUxBbpHlMo9HzlRncKO7XTUsw+MKUKcFM7DYdRbcVjwNwLuWnYNBZu5MZLFeqpAplhmNhDxe1fhQMioiIiEh7x+6Dahky5+CfP2ZK/h6/E577htcr60ylDJlJSGxb+rqxCxQMbpQ2weDhSZN123HgUrACDKSPEApY/swMOt1Ek3lTyjrcvzmCwWVHS4iIiIjIFnbkuxCMwsU3wP2fNAHTU/8A4xfBRW/0enXLS58BuwJDe5e+bvR8eOzzUMpBuL87a9sq2gWD59JYFuzbNgrD52FNH2LbwLU+3DNoQch8TcxliwAMKTMoIiIiIpveC9+FvdfAm/4LWAF46sswdiHMHDFZN7+bM6WHDHcQDIJ5XbK+aoPbWzODafaOxOgLB83X1PTzbB/q42zSR5nBQtrsFwyYsGk+VwJguF97BkVERERkM8tMwdnH4fyfgKHd8O4vwL/9P/Dqfw/VEsy/6PUKlzd/whw7yQyCSkU3QpvM4LHpLPvHncYs4xfC9GF2JCL+CgaL6abmMXNOMDioMlERERER2dSO3GuOB15rjuc7x0DQHKcO1YMov3ID1qE9S19XCwbVUXTdtQkGZzJFLtzujGwYOwilLBfGUnwvWeryApdQzDSNlUg6weDQJgkGlRkUERERkcUduReig7Drx5rPjx00x+lD3V/TSs0dNzMGG7I7i+ofNtdpvMT6qwWDg02nZzJFRmNOuaUzXuJg4DSpfJls0SclyC2ZwVqZqPYMioiIiMimZdvwwndg33UQbCkmi41B33BvBIPzJ5bPCrpG1VF0QxSaxzMA5EsVcqUKI+68vjETDJ5nnwR8NHi+JTM4l1VmUEREREQ2u6e+DLNH4LK3LXzMskx2sCeCwePL7xd09diswb//lxN8/oc9sG+zkIRQH4TqTVdmna6cI25mcGAHRBJsd2YN+ma8RDFdGysBJjMYiwQJBzdHGLU5XoWIiIiIrJ9yEe7+Hdh2GVzxzsWv6YVg0LadzGCHweDIPkie7I0uqcD/+MZz/NY/PMGRqYzXS1laIbXofkGA0biTYXPeYBjKHgN8NHi+sLBMdLPMGAQFgyIiIiLS6qHbTVbwJ3+v3iym1dhBEzgVfRyI5GZNZme5sRKu2Hj983zuxGyWk3M5ylWbP/za014vZ2mLBINuuWUtMwgwdgF9KRMM+iczmGnuJpotbZpOoqBgUEREREQaVUrw3f9mOocevL79deNOExk/l1XOOzMGO90zGB8zx+zUxqxnvRy7j6cfvR+An7piJ3c9eZYHXpj2eFFLWCIzWNszCNA/SqAwTzwS9O2ewWSutGmax4CCQRERERFplJ2G3Axc+jZTutdOL3QU7XTGoMvNDGZ8Hgz+3ft52f0fZrgvyH/72SvYMdjHx775nNeraq+YhkhrZrBlzyCYvXmFtH8Gz9u2s/bmPYObpXkMKBgUERERkUaFtDm2ZHIWcOfyTfk4GJxzMoPD53V2fawHMoOZKUieYKJ4nPdtf454NMSbLt/OU6eS2Lbt9eoWV0gukhlcZERDJAHVErsTAX8Eg+U82JWWofNFBYMiIiIiskkVnWBwubl8kTgM7vZ5ZvA4hPrrQd5y4k5mMOvjksvTjwFQsoPcVPgHAPaOxkgVyrUZeL6zSJnobLbIQF+ouSunc82+RJUzfggG3f2wLZnB4cZsZo9TMCgiIiIidbVgMLH0deD/jqLzx81+wZZy1//81af5N39+P5/5/pHa3jWgHjRmfBwMnvkRALdW3srOuYfh1CPsHY0B8OJM1suVtdcmGByNtwRVzjW7+8ucS/lgz6D7veCMlsiXKuRLVWUGRURERGSTKjTfAC9p9ADMHt3Q5azJIgPnC+UKf3X/MZ48Oc/vfOUp3vuZB+sPBsPQN+TvMtHTjzET2cnngm/HjgzA3b/LeQPmlv74TM7jxbXRpoHMggyb8wbEaKRIsVwlX6p0a4WLKzRnyZNO5lXdREVERERkc1pJZnBglwmcyj7I4ixm7viCsRIPH5slV6rwp+/6MW5+1T6ePp2kUm3Yaxcb83cDmdM/4in7ABft2431k78LL9zDhd/4BUZIcnzWh5nBcgEqxQVvLsxlS4y2duV0rhkOmBLRpNdlr7UyURMMumW4mjMoIiIiIpvTSoLBwV3mmDq9cetZrXIBMucWdBL95+enCAUsrr1gjEt3DlIoVzk525BRi437d89gPgkzh3m0fB7njcbg6vfBTf+b0OlH+Uzf/+C4H8tEF9l3ByYzOLKgTHQQgOGgeXMhmfc6GHS/F0xWc84JBlUmKiIiIiKb00rKRN1gMOnDYDA7Y47xiabT9z43ycv3jZCIhji4zbzGQ5Op+gVxHweDZ58A4KHCXrYPRs25l/wMvPH3uJLnsc4+7uHi2ig5gXaor+n0bLbYPFYCagHjQMAEg543xGlppjSfXaQDao9TMCgiIiIidW4mJ7xMN1FoCAZPbtx6VssN6Bo6iU6lCzx5KslPXGQCxFoweC5d/zw/l4k6nUSfrO5n20BDcPXSd1AmxMumv+rRwpZQdrqChmO1U/lShWyxskgDGfPvkbBMAOl9MLh4magygyIiIiKyORVTZhxDMLT8tbVg8NTGrmk1asHgaO3U9w+ZIO9fXWhGSAzHIownIguDwey0GTjuN6d/RKl/gklGmHAzgwCxUQ6NvJrXFb9LtVRs//lecDOD4XrwOtcuw+ZkBuO2KXdN5sobv76ltJS4qkxURERERDa3QrqzElEwe7wiCX/uGVwkM3jvc1OMxMJcvmuodu6CiURzMBgfh2rJDEr3m9OPMTd0KQDbB5rLLs8c+GnGrCRzj3/Ni5W1VysT7a+dcsd5jLaWiTodR/ttn2QGC075sPP9MJ8rYVkw0KdgUEREREQ2o2K6s+YxYOb3DezsmTLRB4/OcO35YwQD9bmDB7eZYNB2M4ExZ/C830pF547DuSc5nrgSgG2NmUEgcNEbmbIH4bHPebG69spuZrAeDM5lTTC4oIFMIAjhGNGq+RxfdBO1ArX9jvPZIgPRUNPXT69TMCgiIiIidcVM58EgmFJRX5aJOg1k+kcAqFRtTs3lOH+ieS/kwW0Jkvkyk2lnPEbcCQb91kTmyb8H4OGB1xIKWAuyanvGBvk/lVcydPweKPuoVLTk7hlsyAy6wWBrZhAgkiBYShOLBL3PDLrfC5YJ/uZzpYWzEXucgkEREVmbqUP+nTEmIitXSHVeJgowuNun3USnzQD5oCnpO5vMU67a7B6ONV22oImMm0n0W2bw8Tth9yt4tjjBxECUQEt2avdIPw/YlxGsFuDMjzxa5CJKzriLhm6is86ewZH4IuWW0QQUUgz1h30QDDZnyedzpU21XxAUDIqIyFrk5uDPXgWP/JXXKxGR9bKSMlGAwZ1mz2C1snFrWo3sdFOJ6Mk5U3q4e6S/6TI3GDzcGgz6KTM49bwJ8F5yE+dSBbYNRBdcEg0FOR5/qfng+ANdXuASygszg7OZJTKD0QEopBnsC/tjzmCknkmeUzAoIiLSYOYwVIowe8zrlYjIeilmmm6AlzW4C+wKpM9t3JpWozUYdAbL7x5uDgZ3DPaRiIbqmcFamaiPMoOP3wlYcPlPcy6ZZ6KleYyrf3QP54Lb/RUMlhbuGZzJmL134eAioUhkAIppn2QGm78X5nMlhjbRjEFQMCgiImsxc8Qc/VZOJSKrt5JuomDKRAFSPts32C4z2BIMWpbFBRNxDk02DBgP9fvr59oTfwf7Xw2DOzmXKtQHzrfYM9rPI/ZF8OID/hmNscjQ+blscWHzGFc0AYUkg/1hf4yWaMiSJ5UZFBERaTDrBIN+egddRNammDbZmU4N7DRHvzWRyc40BYMnZnOMxSP0R4ILLr1gIsELk5n6ifi4f8pEc3Mw/TwcfAPFcpWZTLF54HyDHYN93Fc8COkzMPdilxfaRq2baH2v5ky2xEi7DJtbJtof8j4z2LB/1rZt5rIKBkVEROpmjppjZtLTZYjIOrHtBfukluVmBn0XDE43DZw/OZdbsF/QtX2oj8lUgWrVHS8x6p9gcM4pwx89wJTT8bRdZnA0HuHByoXmg+M/7MbqllfKAxaE6mteMjMYSdTKRH0xWsL5XsiVKpSrtoJBERGRmlmViYpsKqUc2NWVlYnGxiAY8VcwWMyajFTTnsHsghJR13giSrlq1zNRsXH//Fxz92QP7+Ns0jRjaZ0x6BpLRHjW3ks1HPfPvsFyzpSIWvXupzOZ4uLNY8ApEzUNZFKFMpWqh+WuDcFgKm9KVgf6Qt6tZwMoGBQRkdWr7Rmc9M/+FBFZvaK7b24FwWAgAAM7/BUMtgyct23bZAbbBIMTTnfOqcZZg34pf3czgyP7OJcy62tXJjoaj1IhSHr8ZXD0ezB9uD7nzyulXFPzGFhmRENkAMo5hqMmeEx52VG0oWTaXcdAnzKDIiIi5hd86hREh0zrcPcmUkR6VyFljisJBsGZNejfYHAmUyRfqrYtEx1PmCxVbfB8bBwyPikTnT1m5iX2j9SDwXaZQaf08uzY1TD5NHzi5fA/LoJ8smvLXaCUbwoGK1WbVL7MYLtgMGqCr9GwGT/hWROZarUpMzifU2ZQRESkbvaoOe55hTm6+wZP/gvMn/BkSSKyRkWnicpKykTBjJfwUzfRlmCwXSdR10TCzQwWnc8bhVL0D6Q5AAAgAElEQVSm3gnTS7NHYXgfAOeSeQIWjMXb7xkEeHj3e+Dmr8CrPgT5+frPay+4ZaKOtFNu2TYz6HztjYbMv4VnTWTKOcBuKBM16xhUMCgiIkK9RHTPNebo7q/5/M/B13/DmzWJyNqspkwUTEfR5Gn/lItnZ8zRDQZnFx847xp3g8FUQ5ko+KOJzNwxGHGDwQLjiSjBgLXopW4wOJWrwoHXwGU3mgdSp7uy1EWVck2dRN3grn2ZqPnaGw6afwvPBs8XGkaNUN8zOKgyUREREerNY/ZebY6ZSVNilj4Dx77vn5tCEemcewMcXcFoCYDENpNJ8Uu5eJvM4J7h2KKXD/WHCQWs+p7BmBMMet1ExrbNiAgnM3g2lWf74OL7BQH6wkES0RDTGSfD6YexH6UchOtrdoPBthk252tvIJBrur7ris3fC/UGMgoGRURETGYwOgjjF5uPM5P1UqTsNEw+49nSRGSViu6ewRWMlgCIT5ijX8bMZKfBCpi9dpgZg/FIkMH+xQOQQMBiLBFpbiAD3jeRSZ81e7JH9gMmM7htYPESUddoPMJMLRjcAVjeZgbL+aYyUTfT175M1A0GTeMb74JBp2TayWrWG8ioTFRERMRkBkf2N9wETjXvSzn2fS9WJSJr4d4Ar7RMNL7NHNM+Cgb7RyBgBsy7MwYta/HySjClovU9g25m0OMyUfdnqhMMTqYLbZvHuJqCwWDYZG09zQxmmxrI1DKDy5SJxm2TGfRs1qC7XzTiBoNlggGLWCTozXo2iIJBERFZnZkjMHrAlP9EBpqDwf4ROKpgUKTn1MpEVxgMJtw3hc6t73pWKzvdMmOw/VgJlwkG3TLR0frzeKlhxqBt22ZYe7v5fI6xeKQe1IIpFfV0z2BzN9HkcnsGna+9aCVDKGB53EAGCJm1p/IlEtHQkm8o9CIFgyIisnLVitnHMnLAfBwfN+VhM0egbxgOvkH7BkV60WobyPixTLQhGDw1n2vbPMY1nojWG8j0DYMV9L5M1J0xOHwemWKFUsVmOLb0nrWxRISZTKF+YnCXae7jlXKuFlBBJw1kTJmoVcww2B/2roGMmxl09jsm8+VNVyIKCgZFRGQ1kiehWjKZQTA3gu6ewdEDsO86s9dl5gVPlykiK1RMQzBqygtXwi2r9E2Z6EwtGCyWq8xlS20HtbvGB0xGzbZtCATM53vdQGb2GCR2QLiPuazJ9g33L50ZHI1Hmck4rwOczKC/GsgsWW7pZqWLKYb6w7X5fl1XCwbrewY3W/MYUDAoIiKr4b7LPLjbHOMTTpmos49w/6vN+aPf82R5IrJKhfTKS0QBQhGTTfNVZtCUek47WTJ3fEQ7E4koxUqVpNM1kvi492WiDWMl5rJORm25zGA8Qqlikyo4r2NwJ+RmvZuZWMo3jZZI5ksM9Yfbl1uGohCMQCHNjwef5gNH/0O9XLab3L+vkDKDIiIizdJnzDGx3Rzj4+bc3IsmGBw7aBpKHLvPsyWKyCoU0yvvJOpKbPPHnkHbbioTnUqZjNp4YumM2oTTpXPSLRWNjXkfDM4erTWPccsrl9sz6M4anHH3DQ7sMkevmsi0DJ2fz5Xbl4i6IgkopPip0l1cXngEPvNT9dm23VJuzQyWN92MQVAwKCIiq5E6a44DO8wxPmFumqpls4/QsmD8Ipg/7t0aRWTlipnanq0Vi2/zR5loIWXK2N1g0MkMji2TGawNnk83BINelolWSqYkf7g5M7jcnsFRJ+itzRocdIJBL5rIVErm90JLN9G2MwZd0QEopHhp4RGeDFxs3qT4zFugmN3gBTdo2TOYynew7h60bDBoWdZfWJZ1zrKsJxrOvcOyrCcty6palnVVy/W/YVnWIcuynrUs600N529wzh2yLOvXG84fsCzrAcuynrcs628sy4o456POx4ecx/evxwsWEZF1kDptmiu4+4Tc5hFQexeb2Kj3+21EZGUKqdWViUK9kZTXcrPm2DcMUGsKM7HSYDA+7m0DmcwU2NXam26ztT2Dy5eJAky7r8MNBr1oIlMLqJq7ibYdK+GKDsDxBxiozPG3vAHe/EeQPAHTz2/gYluUzJzDxszgVi0T/QxwQ8u5J4CfAe5tPGlZ1mXAu4DLnc/5lGVZQcuygsAngTcDlwE/51wL8F+BP7Zt+0JgFnifc/59wKxt2weBP3auExERP0ifNSWiAefXiDugGerBoB/224jIymyGMtGSkz1yXoebIRtbpkzULSOtdRSNjZvAsuJVAxP3dZjgfNn5fA43A1ofPL/THL1oIlN2AqrGofOdBIORRK2T6rcKl2K7v1e6GdCWsuZNz2AY27a3bgMZ27bvBWZazj1t2/azi1x+I/AF27YLtm0fAQ4B1zj/HbJt+wXbtovAF4AbLbNz9PXAnc7nfxZ4e8Nzfdb5853A9dZmG+whItKrUmdgYHv9YzczGAjB0B7z59gY5GagWu3++kRkdQrplY+VcMUnID8P5cLy126kYnMwOJUq0B8OEo8undUZiUUIBqyGwfPOaAo309htxYw5OkPP57JF+sNB+sJLDz2vZQbdYLBv0Pyb+iUz6DSQWZKTnZ7r38fxyij5/m3mfDdLXcv1xjeZYoWqzZbNDK7EbqBxg8gJ51y782PAnG3b5ZbzTc/lPD7vXL+AZVm3WJb1kGVZD01O+qA8QURks0ufNe3OXW5mcPg8CDg3KrFxU+KUn+v++kRkdYoZU6K3GrVZgx6Xh5ecIMq5kZ9KFxgfWDorCBAIWIzGIw1los5tp1elosXm1zGXLTGyzH5BgL5wkFgkWM8MgnfjJVqCQdu2mc91Egyar8GzE9cCkA6NAZZ5I7JbGkZipJxZh1syM7hCi2Xu7FWcX+q5Fp607dts277Ktu2rJiYmFrtERETWU7vMoFvKA/V31VUqKtI7iqnVZwYTTvbG61LRWmbQBFHTmSJj8aX3C7rGE9GGBjLOm1xeBbduUOv8e8zlSgwt00nUNRqPNAeDgzu9yQy6HTmdofO5UoVSxV6+K6fzmme3vQqATNkyv2e6GdCWcrUgNuWMG1FmcHkngL0NH+8BTi1xfgoYtiwr1HK+6bmcx4doKVcVEREPVErmnfLGzGD/KGA1B4Puu+peZwlEpDO27ZSJrnLPoO8yg+Z1TKYKy84YdI0nIky6ZaJuxYNnmcHmoHY+W1q2eYxrrDHDCWYmrBejJWpNWJxZfc4A+WUzg31DgEV2twkG04WyCWi7mRks52pBbD0zqGBwOf8IvMvpBHoAuBD4IfAgcKHTOTSCaTLzj7Zt28A9wE3O598MfLnhuW52/nwT8G3nehER8VLaedd/oCEYDIbgrX8K1/y7+jllBkV6S7kAdmUN3USdYDDtl8ygs2cwXWSigzJRMB1HpxrnDIJ3P8PcBjJOmehstrjsWAnXgszgwE4zC7bbe7hbXoPbBGfZYPCaW+BddxBJmIA8W6yY19DVBjL1zGDSyQwu2/imB3UyWuLzwP3AxZZlnbAs632WZf20ZVkngFcB/8eyrLsAbNt+Evgi8BTwdeBXbNuuOHv+PgTcBTwNfNG5FuAjwK9alnUIsyfwduf87cCYc/5Xgdo4ChER8ZD7zmxjMAjwipth2yX1j2Mev6suIitTTJvjqucMuplBr4NBt7wyTrVqM5MpdF4mOmDKRG3brgeDGY+Cwdq/hwlq53KljoPBsUS0pUx0l5n31+3RHy3dROsdUZfJsI3sg0t+injU7EHPFMrmd043G8gsUia6GecMLvuKbNv+uTYPfanN9X8A/MEi578KfHWR8y9guo22ns8D71hufSIi0mVpJxhMbF/6utioOSozKNIbCilzXG2ZaDRhMkC+KRONMZstUrXrYyOWMxKLUChXyZeq9EfCplzR8zLRuGm8ki0x1N/Z6xiLR5jOFLFtG8uy6j+vM+ea93tvtJYGMslOM4OOhNMBNl0ow8Au829RLkCos+B+TUo504kVNZARERGpa5cZbBXuN3t2vHpXXURWxr1xd/aorUp8wh9lolYAQtHaeIXxgc6CB7dbpzvgndi4hw1k6iWWuVKFYqXaUTdRgJF4hGK5asoroR7guwFmt7QEg7XMYIdBVcwJBrPFcv13Tvrs+q6xnXK+tmfQ3euoPYMiIiLps4AF8W3LXxsfU2ZQpFe0dH5clfhE90sRW5Wy5o0oy6rt/+u0THTY6dZZCwbj4979DCtmTHllIMhctuSsr7Mgys28ucGXu2evljXtllqZqLv3boWZwYibGayYUlfo3r7BUrahTLREMGDRv8yMx16kYFBERFYmdcbcIAU7eIc0NqY9gyK9oqXz46oktnkfDBYztezmpNNRs9MGMm6wNe8EX+ZnmIfBoJPRc4PTTstEh1uDQTfb61lmsHnPYKcZtljrnkHo3r7BUr5hzmCZgb6QKbndZBQMioj4xdQhyM16vYrlpc8uWiJaqizSpS7m4bvqIrIy65IZHPe+TLSUrWXCpp0xEZ1mBkdqmcGGYNDLMlFnPMb8KjODbkbRfZ5a6Wm3tGQG53MlEtEQoWBnIUg4GCASCpApOnsGoYvBYP3rKJUvbcoSUVAwKCLiD8d/CH/24/CN/+T1SpaXOtM8YxAolCu89o++wy999kGzt8Pl5bvqIrIyLVmcVYlvM9UA1cr6rGk1itmGsRIFQgGr47LEBXsG3TJRL6abNWQ453IrCwYHF5SJOgF+t4PBUhYC4VolSTJX7vjfwpWIhkxmMDZqnqtbwWA5X+uCmsqXGYhuvuYxoGBQRMR7cy/CF94NlQI8f7c3Nx0rkTqzoBvdfYemOTmX4+6nz/HuTz/AbKbhRkoNZER6Q6k5i7Mq8XGwq5CfX581rUYp05QZHEtECAQ6K+8birUEUbFxqJagkNyQpS6pWH8dtT2DnZaJOq8j6XmZaL4eiGL+Xlc6qy8eDZIpVMCyzKzBbgyer1ZNMFjLDJaXH4fRoxQMioh4qVKGz78bykX48f/HjG0495TXq2qvWjGtyVsyg199/DQDfSE+8XM/xlOnkvz3bzxrHoiNmhszN+MgIv5VXofMYP+IOXpZ8l7M1oKfqXTnMwYBoqEgsUiw/oZWbdagB6WipWzDjEGznhWXiTqfVy8T7XYDmVwtuwYmOF3prL54xMkMAgzuhOSp9Vzh4srN+2eT+dKmHCsBCgZFRLz1xJ1w9nF428fhlf/OnDv8bW/XtJTMlHnXv2HPYKlS5ZtPn+UNl27nrVfu4mXnDfPcWWdemXsjpVJREf9bj8xgLRicW/t6Vqthr91UutDxWAnXSCxS3zPYN2SO7gzGbmpoIDOfLdEXDtDXYTfLRDREMGDVM5zBMFjB7r8x1zC4HUxQtdIy0Xg0ZPYMgjN4vguZwVrJdD0zqD2DIiKyvqoVuPePYPtL4bIbYWgPjF/s72BwkYHzP3hhmrlsiTe/xASI+8diHJ12SpFi4+aoYFDE/8rNM+EWU6pUsZcqZfdFZjDTkBksdjxw3jXUH2bezahFE+boRTDY0MBkNlvsuEQUwLLMPslaAxnLMoGlF91E11wmGjKjJcA0kenGnsFaM6V6ZrDT2Yi9RsGgiIhXnvwSTB+Cn/iP5hc1wAWvh2P3+bescuYFcxzZXzv11cfPEI8Eec1FEwDsH48zmSo4G/49LLGS3pY6W89USXfURku0Dwbf+5kHuf5j3+WpU2320PkhGHSCKNu2TWYwscLMYDxczwxGB8zRs8xgfc9gpyWiLhPUluonwjFv5gy2lImuODMYCZItNGQGi+mN//doyAxWqzbpgjKDIiKynqpVuPe/w8SlcMlb6+cPXm9+eb54v3drW8rkc4AFYwcBqFRtvvHkGV53ybZa+dL+MVPWdGw6a5pJAGRnvFit9Crbhluvg+//idcr2VrKOdOtMbB4KWKmUOa+w9O8MJnh7Z/6Pl95bJG9W34IBotZiCTIFCsUylXG4ivLDA7HIvVuotFB5znT67zIDjivA0w30ZUGUQuDwX6PykRNQFuqVMkUK6srE63tGezS4PmGzrqZYhnb7nw2Yq9RMCgi4oXZIzD5NLzyFgg0/Cje9+MQjMChb3m3tqVMPQvDe2vvVp+ayzGdKfLqg+O1S/aNmceOTmca9gwqMygrkJk0/00f8nolW0tL58dWjx6fo1K1+di/uZILJhL88TefW3hR37A5ehUM2rYJ3CIxZpwZg6MrDQb7w/Wh8xG3TLTL3URtu6kr6ny2VJuB2KkFwaBnZaJOqaWzlpU2kElEQ6TdYDA2ao65DX6DsVQvmU7lzf9bDWRERGT9TDrdNndc0Xw+Eodtl8HkM91fUycmnzP7Gh1HpkzJ0YHxeO3cPiczeHQ6Y24MrYD2DMrKzL1ojt1oFCF1LZ0fWz14dIaABT952XZ+8tJtHJ3OkC+1zBMMhkw2zatgsJwHbAjHmHGye2Mr3DM4EoswlyuZvZFelYlWilAtN8wZLK64THQ41rBnEDwsEzVvMCSdoGpoha8jFgmSLVbMv4fb3GijM5y1PYP1YFB7BkVEZP1MOe+oj1+48LHEdkif7e56OlGtwvTzMFEPBo9OLwwGE9EQ44kox6ayJuvZP6pgUFZm9qg5+vH7YDMr5ZccK/HQ0Vku3jHIQF+YC7cPULXh8OQi5ZP9w94Fg27mKxJnJlMAYHQFoyXABFGVqm2Cl3C/6cJZ6HKZaNEJ2sJxbNtmNltacRC1MDMY86BMNFvLNrtrWU2ZaLlqUyhX61+f5cK6LnOBpsygWbfKREVE/CIz5f/B7MuZet7M6nPbljdKbIP0ZPfXtJz5F827vOMX1U4dncoSiwSZaGndfmA8VgsUiY2pgYysjJsZVDDYXeVc27ES5UqVR16c5er9Zk/gxTtMxuz5s4sFgyPeBYNu5iscY9otE11heeWwc/1ctmiae0UT3c8MlupBbb5UpViurqibKJhy12S+RLXq/L4MxzwaOm8CuPlamejKgsFE1ARhmUK5nrkub3BQ2xAMJhUMioj4SPocfOxSePQOr1eyNlPPLp4VBJMZzEya0RN+MulmMxuCwekM+8biWG43VMe+sbhpIAOmiYwyg7ISc8fMMT/v3866m1HD/q5Wz5xJkSlWeMU+EwzuH4sTDlo8e3aRIMnLYLCWGYwx4wyOH11xmagzsL3WUXSw+8FgQ4ZzpQPnXYP9YWybWpmjN2Wi9TcYkqvMDMYipqFRtlipB4Mb3WlYewZFRHzq3FNmL8UPP+31SlbPtk2ZaEO5ZZPEdrAr/uvAOeXsc2wpE93vNIxptH8sxplknlyxYl5PcpGugyLtuJlBUHawm0rtM4MPHjU/j67ebxp4REIBzh9P8NwZnwWDpXp55Uy2SCQUIB7pbFC7y80M1juKDkCx28Ggk3ENx2pB6fAquolCPSNHxKvMYHOZ6ErnDLqZwXShXG9wtNGZwYY9g8nankFlBkVEvOfOuTv9KJx53Nu1rFb6nMl4NGTYmiTMvD4y57q3pk5MPWeGyDvd3MqVKsdnsuxv2C/ocpvIHJvJmO6jyZNmz6FIJ+ZerLf0T/vs+2AzK7fvJvrQsVl2DfWxa7j++EU7BnjunM+CwcbMYLrIWDyyoHJhOcOtmcGIt2WitWBwteWuTmbRZAa7mGm3bRNUhd0GMqvfMwitZaJe7BlUZlBExHvTh83ohWAE/uWvvF7N6izVPAZMJg38lxGZfK4pgD01l6dUsdtkBp2OolNZGNprsrl+ez3iT9WqCQZ3v8J8rI6i3bPEaIlHX5zj5U6JqOuibQmOz+TqM+BcbjDoxd5uN4gKx5nJFFc8jgGofc5cY2bQwzLR+VWWiS7IDHa7TLTslHKG6nsGI6FAbSZtp+JRc32mWKl/fW50UOuWoTploqGARV94c4ZNm/NVicjmNXMERi+AS94CP/qbjd83sBHccsvxJcpEwV8ZEds2655o3i8I9cCv0b5xEyAem87A8D5zcv74xq9Tel/6rHnzYO819Y+lO9qMlihXqpyezzV1DQaTGQR4/lxLE5n+EVPq3u0ACupdOCMxpjPFFY+VgHo54Gxtz6AHwWBDI5zZWmZw5aMloDHDGTPjKsrFdVvmkmrZNfP7IJkrrWo8Q1NmMOg0Kytv9J7BrOkiGwyTypcY6AutOMPcKxQMikhvmTkMYxfAy98D+Tl48u+9XtHKTT1vyo4Gdy3+eNwpE/VTMJidNu/0jy8cK7FYmehgX5ixeMRcM7zXnGzcBybSjts8ZvcrzIxKBYPd0yYzeDZVoGrDzqHmxy7eboLB51qbyPQ7GUQvSkVrmcEYs9niigfOA4SCAQb7Qg2ZwYR3oyUijXsGVz50Hloyg1D/O9potWDQHTpfZqh/5fvu4pGGPYOBgAkIN3zOYL7295XKl1e8z7GXKBgUkd5RrTqZwQNw4Cdg55Xwjd/y5xiGpUw6nUTbvcsYHTBNHPx0EzzpNo+pZwaPTGXoDwfZNrD4DK+9ozGOz+RMmSgoMyidcd80GDkA8W0qE+2mNpnB03PmxnvncPNje0dj9IUDC5vIeBkMNs4ZTK+uTBRgJG4GzwMedxNNMJcrOuWVK7tt9zwYrJWJ1hvIrHS/INQzg1m3HDnc153MYC2ILW3asRKgYFBEeknyJFQKpkw0EIC33wqFJPzTv++tuYNTz7dvHgMmSExs81dm0G1mM1DPZh6bzrJvLNa2dGbHYB9nk3nzrnr/CMwpGJQOzDqZweG9zveBj94U2ezaZAZPzZsb710tmcFgwOLgtsTC8RKeZgZNRq0QiJIqlBlbRWYQTOfOpjLRYqq7TbAaykTnsyWG+8MrLlPsCweJhgIN3USdKo5udRRtzQzmS6vKsDXtGQQTXG54MFj/XkjlywxElRkUEfGe20l09Hxz3H4ZvP4/wTP/1DvlooU0JE+0bx7jSmz3101wrWSpXhJ6dCqzYA9Ro+2DURMMgskOqkxUOjF3zHz9h/thYIcyg93idn5cQWYQ4MJtA7ww2dKUxPPMoMVswWRyVjpj0DUcizQ3kIHuNl8pZgALwv3MZUurznAO9YeZd4PaWvOVbgeDJiO52sxgJBggFLBMmSiY4HLD5wxmaxnNVL6szKCIiC/MHDbHsQvq5171IZOtevZr3qxppdyAduzg0tcltpnB835RCwYTgDNWYnbxsRKubYN9JPNlM2tw+DyViUpn5o7Vmw4ltvsrQ76ZVUpgVxcdOn96Pk8iGlq0+ceuYVMBUK02VGd4vWcwEmfGCYBGV1smGgs3j5aA7paKFrMmiLIsZrNFhlbYPMY1HAs3j5aALpaJurP66t1EV9NAxrIs4tFQvUw01NeFOYONmcHSph0rAQoGRaSXzLxgfgk0lCoSCML2y+HcM96tayXc4evuPrp2/FYe5w5AdjKDp+fNWIl9owvHSrh2DJobgLPJvJMZPN5b5bzijbkXzZsHYDKDmXNQrXi7prU487jZ6+x3DUO2W52ez7FzaGGQCOb7vFy1mco0zH3rGzZHTzKDaQjHmMmYAGg1DWTAZAZnWzOD3QwGS5naz9v5XGnFA+ddQ/3hRcpEu5ThbBjPYNs2yVVmBsEMnk8X3DLRbmQGc81losoMioj4wPQLpqlEoOVH17ZLzOy+XrhhTDnB4MDOpa9LbDcdPCuljV9TJ4pOm+2QaRZzLmV+Ee9oc4MIsL0xGBzea25uvBpELb2hUob5EzDSkBm0q5CZ8nZdq/XMV+G218LHXwa3vxGO/LPXK2qvYch2q9PzeXYOLz5/cIezj/DMfMPNebjPZKG8KhONxJh2gtPVjJYAk1FL5cuUK1XTQAa621HUeR1gRkOsdKyEa6i/IcNZywx2afB8uf41lS6UqdorHzjvikWCZItumWg39gyaYLBatUkXy7VxI5uRgkER6R0zL9T3CzaauMQ0lumFd9+Tp027fHeWYDvueAm/3AQXM6ZUymlgMJkyN1oTbTqJgtkzCHDGzQyC9g3K0iafNnPQJi4xH9dmbvooS96pw/fA395suh5f/9umI+/9/9PrVbW3RDB4ai7PrjZv/LgZw9PzLTfn/SOQm1vXJXaklIVwnNlaZrD9z6ilDDd24oy6ZaLJdVliR4oZCJtM3lyuyPCq9wxGSHo9WiLUV8tODq5itASYjqLppjLRLgSDoX7SxTK2jcpERUQ8V63C7BEYWywYvNQcJ3ugVDR1yrTLDy7zC9FvN8HFdO1damgIBhNLBIPOTeK5ZKFe9qd9g7KU4w+YoztwfmCHOfrl+6BTlRJ88WbTNfjn74R/9avmNbll4n5UGwPQHPQVyhWm0oUFMwZdbnXAmUWDQS8ygxmImDJRy1p9Jsrdo5fMlz0tE82XKuRL1dW/jv5wfUSG+zO8a2Wi9TcYkrlybT2rkYiGzNB55/k2vEy0nHPWvbYgthcoGBSR3pA8aW5WRi9Y+NiEMwh98unurmk1kqfaD5tvVAsGfdI8o5hp6iQ6mSpgWUvvxxmIhugPB50yUScY1HgJWcrxB83Xfq2BzDZz7LWOonMvQmEeXvUrEBs15wZ2Quq0t+taSpvM4Nl588bPYp1EwTRoCQctUwHQyKtgsGQar0xnzIzBYGBl4xhcbqMTkxl0gsFi98tE3YzaaruJDsfCZIsVSpWqd3MGw/0NmcG1lIm6ewajG99AppSHcB+pvAlAlRkUEfHaw//bHHe/YuFj0QQMndcbTWSSpzsMBp2b4IxPg8F0kbF4hFCw/a8Ry7LYPhg1N4n9I6bkSZlBWcrxB0wGzZ2nlnAzgz0WDE47nY8b37wa3GU6BJeL3qxpOW0yg6fmzU1364xBVyBgsX2wb5HM4LCHewbjzGSKq24eA/UMVjJXgogHmUGnTNRtYrOWPYNg9h12v0zU+f+E+knmnWBwlUFVoqlMtAuZQedNhXowqMygiIh3pg/DfZ+AK94FO69Y/Jptl/ROmehyzWOgHgz6pTyulK23V8dkBseXKBF1bR/sM2WilmWayGjPoLSTnjSl4HuuqZ8L99fX3JgAACAASURBVEHfkH8y5J1qnYkK9e97vwa2bTKDp+fbzxh07Rzqq11X41lmMFPrJrrasRJQD6I82zNYMuWubvOXtXQTBTPwnVAEAqEuDp3PAxaEorXM4GrLRONNZaJdGi0R6iPlBLHKDIqIeMW24WsfgWAUfvJ32183cQlMPW+6EfpVMQP5eRjsIBgM95sOdn65CXbatbsm04Ulm8e4tg/2cTbVMHhemUFp58QPzXHvK5vPJ3pw8PzMYfP9Gx+vn3MrApI+LRVtlxmcM+fbZQbBdBRtu2ew2+NknPLKtWYGB5uCqKj5HdTtOYOReC0YXO2cQXevW72JTLy7cwbD/WBZDXvvVlkmGg2SqZWJ9kO5sPQnrEW16swZVGZQRMR7Jx+GQ9+E1/56vZnEYtyOorNHu7a0FXNvAgd3d3a9n2YNtpSJTqU6DQajnJnPY9u2CYJTPnk94j/HH4BA2HTfbOSn74NOTR82WUGrYb9aLRg86c2alrNEZnA4FqY/Emz7qTuccnDbbhk8Xyl0b4yBy+kmOpMpMrrKsRLQkhkEkx3s5mgJ53XM59wy0dV2E215HeH+7nYTdd5cSOZKWJbZS74aiUiIYrnq7H3s29ivq9pex8bMoIJBERFvuJmkC16/9HXbnFb0fm4i0+mMQVdiu48yg5lamaht20x2HAz2UShXTSe5vmHIe9BqXnrD8R/CrpeZG71GAzt6LxhcbAyO+33v1yYybTKDp+fybTuJunYM9ZMvVesBB5hgELpbKmrbUMxgh2PMZtdWJhoNBYgEA7UumEQHupcZdF5HY5noyGozg30NXVHBdBTtZpmo8+bCfK7EYF+YwCob+sSdIDJTKJuvUbuy/nN4c3Pww0/XGwWFY7W/t9XudewFCgZFxN/cX77RxNLXjTsdRf3cRKaWGeyggQyYYNAv5XHFdC0zmMyVKVaqS46VcLmD500TmWFzw7nRG//XKF+qUKl2ubRtqysX4dQjzfsFXYntJqPc7XLD1aqUzN7YsZbOx/0j5ibWr+MlapnBWNPpU/PtZwy6Fp016EUwWCmCXSFvRanaS3c7Xo5lWQz2hxsyg10MBks5wIZwjNlsiUgwQH+4fWZ2KYONjXDAmzJRnGBwDeMZ4lHz+jPFSv0Ni/XODj73dfjqr8Gjd5iPQ6abaCQYIBravCHT5n1lIrI5uGU5bmvvdtyOolPPbfyaVmulmcHBXSaL4IebYGf/CsBk2tzwdZoZBMx4ib5hc9LH2cHHjs9xzR/czZ9+63mvl7K1zLxg3ijY9bKFjyW2m5vKbjbvWIvZYyZr0ToGx7L8PV6iFgw2B35n5nNLNo+BNrMGvQgGnfl5GdusZy3BIJj9drUgKjLQvdESbrAWSTCfKzIUC2NZq8uoeV8maoLBZL686uYx0JIZdEuZ13vwfN75GXPfJ8wxHCOZLzHQF1r1338vUDAospUcf9DfDVYW4/7yjSwTDAIM7fHvu+5g1hYdWj7L6RrYYX5pe30TXC5CtVQbWHyug4Hzru2D5pqzbmYQTCmODz15ap5fvP0Bkvkydz3hk4zsVuHuoxvas/Cx2uB5n5RML2exTqKuwV090ECmXhKaL1WYzZbYMbhMMNhYAeDyIhh0gpy0bYLA1Y5jcA31h2sjEUxmsEs/i2u/90yZ6Go7iUJDuav7OrpaJpqrvbkwnyutSzCYdstEYf2DQffvPTttjs6cwc28XxAUDIpsHWeegNvfAM98xeuVrEwhaX7wBzv4YTy4s55986Pkqc46ibpqe4w8DkxqNyYmiJ1Km4YGmykzWKpU+bf/+0ES0RC/cO15PHs2xWRqA7vVSTP3TZzFSqgT283R6++DTs04MwZby0TByQz69GdUKWfGDjT8rD2XNN8D25cJBicGogQsH5SJOpnBVMUEg6sd1O4a7POoTNQN1sJOMLiGoNYtd63tfexqmWh9z2DS2TO4WvGI+brMFir1zOB6bzkopsEKQtwZ7RTuJ5UvbeqxEqBgUGTrOHafOc77tJNdO4X08iWirsFd5qbSD2WVi0md7rxEFOoZEa/LypwbrFqZqJsZ7CAY7AsHGeoPczZZ8HVm8Nh0hslUgV9708W84xV7Abj/hWmPV7WFJJcooa5lBnukicz0YVMBEBtb+NjgTpMZ9OPPqHK+KSsI1MbCLBcMhoMBJgainGmcNehJMGjeuJpfp2BwqD9cLxONDnSvm6j7Mzc6wFyuxFD/epa7xjwpE117ZtDsGTSZQed3z3rPGiykTeXOK28xH4fjygyKyCZy/AfmmJ3ydh0rVUw3DTtf0uBuc0PjxaDjTiRPd948Buo3xl6XlS0SDIaDVse/2LcPRpszgz7893nurLnJu2j7AC/ZPcRgX4j7DvXY90ovS56E+ET9Jq9RwnmXvmcygy/A6IHmsRKugV1m3EJ2pvvrWk5DSZ/rrFP2uWOZBjJgSkWbMoPhGAQj3f1+d/5f01Xzs2o4vraMzmB/qGW0RLcyg241Rpz5bHHVnURdTeWu4X7PykRXO2MQ6plB0010ozKDGbMl5dpfhjf9F9hzlZMZVDAoIpvBiw+YY2bS23WsVCHVeWawFjz5sAyrUjaZjV7MDJbcYNAE5ZOpAhOJaMcb6s3g+UI9U+DDMtFnz6QIWHBwW4JgwOLa88f4/mEFg12TPNX+jZK+YTPwu1cygzOHFy8RhXqZuB9LRRfLDLplogMdBINDfbXgETDBsDt4vlucIPtcOUEoYK16pp3LBFFlMz8xOmgyUd3Yd9/wBtzsGstEoaXctdvdREP95EsVCuXquuwZzBbL9Tct1jszWEyZNz0jcXjVL0Mw7GQGVSYqIr1u/gQkT5g/Z3qs9G1FZaLOMHc/BoOZc6bD4CI3vF957BTffuYsxXK1+YFI3JSbeZ0RcW9MnJbzk+nOZgy6xhNRptMF6BsyJ3xYJvr8uRTnjcboc9q3//gFYxyfyXF8pks3TVtd8lT9+7eVZcHA9t4IBstFM1aitZOoa8AdPO/DJjKLZAbPJfNEQ4GORgIsyAyCZ8HgmVKM4TV04HQN9YepVG0zzsD9PVTsQnbQ+ZlbCPSTK1VWPXDeNdhY7hqJmefvRqmyM2fQzUquJTOYqDWQqdTftCiv875ut0y0gcpERWRzeNEpEY2N92BmMLmCMlEfv+veZsbgqbkc//fnH+G9n3mIa/7z3dz9VMsN78AO7zODi5SJriQYHItHmE4XIRA07677MDP43Nk0F22vv+lw3cFxAO5TdrA7UktkBsFfMzeXkjoNdhWGz1v8cT//jCrnFwycP5vMs32wr6OgamIgSipfplCu1E92PRicBivA6UJkzQEUNAxsz5Xqv4e6USrqlImmqubfYy0ZNfP5ofrQ+XD/xgxsX0zJzBl0A9HBNQRVfeEAAcsdLbFBcwaLmab7jUrVJl0ob+qB86BgUGRrOP6AKQ058Jre3DPYaWYwsR2sgD8zg21mDH77GdMu//fe/hLikRCfue9o8+cN7PD+Jri4sEx0vIOxEq6xRJRcqWLKe/qGfZcZLJQrHJ3KNAWDB7clGE9EeeCID/d2bTbFrAkYlgsGe2G0RMb5+eruc2yV2AFYPs4MNg+cP5PM18bDLGc0bq6byRTrJ/tHuvv9np2GvmFmcpU177ODlhl97u+hLgaDs5X1GZHhlonatm3uBaBe/r+RyjkI9THvdDJdS1BrWRbxSIhMcYNHSzQEg2kngFZmUER634s/gD2vMIFFpseCwUXKNtoKhk1L6KQPO6a2yQx++5lznDca4xdeeR7XX7qNf3lxlnKloVzUD0OqG5oZVKo2M5mVZwYBkx3sH/ZdZvDIVIZy1ebC7fWvM8uyuGAirjLRbnC/vtuViYL52ZXugcygW3kRH1/88VDENMrxa2ZwQZlogW3LdBJ1jSUavs9d3c4M5mYgNuaMY1iHzGB/Q2awb9D5f3Th55fzBtxs0QQhw2vsJuqWu2aLldq82A1vIlMpQbVsBrc7mcG1Zjjj0ZDTQGaDMoOFVNP9Rq28VZlBEelphRScfQL2XmtanRfT6/8DdCMVUp2XiYJ/hzonT0IgbEp1Hblihe8fmuL1l2zDsiyu3j9KtljhqdMNg43dzGC1usiTdol70xCJMZMpUrU7Gyvhqt0kZpxg0GeZwcZOoo12D/dzcraHvld6lfvmzXKZwdzs+u8RWm9u5UV8ov01gzv9Wb3QMAbAdTaZ76h5DMB44/e5y4sy0dgos+vQgRNaMoPD+8zJ2aNrft5lFTMQjjPrZNTWnBlsfB1u9nej7wPc5w/3rcueQYBYNEimcc7gumcGm8tEU8oMisimcOYJs4dlz9X1G5ReyQ5WyqbMJDrY+ee4swb9xp0xGKj/2L3v8BSFcpXrLzUlZVftN902HzzacPM0uAuqJfOOt1dqDWTi9RmDKywTBZwmMv7LDD5/NkUwYHH+RLzp/O6Rfs4k85QqHgbiW0Ft4PwSmUF38Lzfm8i4mcFYm8wgwNBef857bWkgky6UyRQr7BhaWZnodLohYO8fNuWI3Qris7PYsVFms6U1zxiEekaoFgwGQjB9aM3Pu6xi2hkrYYKo9SgTBSfTVQsGN7hM1A3UQn21TqZrzQwmot0oE63/HsgUTTAYX2NXWr9TMCiy2bk3T0O766VLvbJv0C1P7LRMFEzw5McSrOSpevMIx7eeOUc8EuSaA6MA7BzqZ89IPw8dbQj8/DBeopg288JCEaacG72xlQSDrWWivssMpjh/9P9n782DHMnu+85P4kichcJRR3f1OdPTQ3LI4SFRnKEOH+LttZaSbCkk2yGuvGt5JXG1tiPWIXs3Vg7L67Vj1xc3bNmSLEu0JXO1OmlRFEVTtETRokhqSM4MOUfP2VfdVbiBTBxv/3jvJRIooApHJoBm5zdiAtMoFJBAAYn3fd/v7/uNEfvtvwFP/5pz/YVsgq6gPy4/gPfQyuBptStO8fySzw3WDuRMlpkcfZvVSzJxdNmK5weqJfT7/qzCeY2RNlGY32e+fkgnlsNudz2xiWryUm62IRyB3FVZHeI37BqYKYoN+VrO+lyc59Foz88m6iiDSYfUzmq3TJmDNlEPz82dtvwMuDIKqlZABgEwDOPnDMPYMwzjadd1ecMwPmkYxg11mVPXG4ZhfMgwjBcMw3jSMIxvcP3OB9TtbxiG8QHX9d9oGMZT6nc+ZKjIqlGPESBAgAnhzLCs33vKoB7Un9Qm2izJWcNlglYGFYQQ/N4ze3zb9XVikbBz/TddzfOFV47loD/0fmeRITJqYQK9cAi98BsH+rYHteVUBp/frfK+1VfhiQ/Dr/wg/PG/AWArKxfG96xV9OM/Dk/9yqKP4myU78r3xRACZbU7/N1ff4rfu63SLBcdpnQWavuj5wU1spelKrNsxfMDyuCuqonYGNMmuhKLYIZDJ22iMB+rqBDQOKIRzQKzq2kAaWUPdDr6Cg/B4RzIoJqVL9ZbREIGKTN89u+cAl0NUmq0ehU/fm8KD9hEE9EwZmQ2DSoVC8tqiVBIblB62TPozMb31hs1RQbT9zsZBH4eeO/AdT8OfEoIcR34lPo3wPuA6+q/HwJ+CiSxA34CeAx4G/ATLnL3U+q2+vfee8ZjBAgQYBLU9gFDzgsmC+q6e4QMOsrgmGmi0OvxWnToihtCnOhRu33cYKfc5Fuv9y8cv+lqnoOqxSuHatdWKyKLtL665ii0MriWGl8ZTJoRkmaYI60MtptLM7fabHV49bDGt3c+K1WR1/w5+Pjfhic+zIWcJIN3S8txrBPjyY/A535q0UdxNkZ0DNrtLj/6i1/il/74Jv/wDxRxWvYQmdr+6fOC0KudKN30/3gmwaAyWNHK4HifdcMwyKfMAZvoHMlgqw7tJrWQHCvwYmYwHDJYiUd6HX35a5IM+j3DrVIti42WZ32JoIJw1l8LGLDzlAcHego0UYskKDVaM1tEQSp0dWXdJJLwVhl0BaVp1BxlcDYyvuw4kwwKIf4AGNy+ej/wC+r/fwH4Ttf1HxYSnwOyhmGcB94DfFIIcSSEOAY+CbxX/SwjhPgjIbfBPzxwX8MeI0CAAJOguidJYCjsUgbvka5BawoyqEMolmlusFmSCxWXTfTF/eGhJd/kzA2q066elVqkItKqOXMmhzWbSMgYq4TajXzKlIpBXO7aL4tV9PZxA0SX1x5/Gh5+D3zvv4fzb4Yv/CwX7nVlsNWEu08snwI1iPKdoeExf/tXvsJ/fmaXv/zYZV5uJhEY94BNdAIyWFwyMjioDJYlqRs3TRSkC2BhyqB6n1dCUvnywiYKkkg5ZLBwTZIcvzcblRujVPeGRPXNDJopWHsYtp+c+X5PhSZqUUkGJ/3OGAYnTRTke9VLZdA6OZZStWRnZqAMDsemEGIbQF3qQp0LwC3X7W6r6067/vaQ6097jBMwDOOHDMP4omEYX9zfv0cWuQECzAu1/V7nVWxFWivulZlBS6VqTmoTheUig3rh4LKJvrQvh/cHQ0uurafJJqO9ucFITJL5hc4MumyiVZt8ypx4p7qQjklVMaHI4JJYRbdLDR4LPUPcOoTXf5ecC3r0L8L2V4hXblJImdwp3oNkUAip9IguvPwHiz6a01E+WThfarT4jS/f5a9+ywP8H9/1KG97cIMjVuksY1KwG7WDMWyil+TlMpHBTksWkQ/MDKZjkYkWwoV0bIFk8BCAoiG/L7wIkAFJpHQaJoWH5KXfITLqnCtTUWd/HiuDdtfzb4Qdn8mgJmrRBOVG2xtl0Aw7c3xE4t4GEzl9ur0N2lowMzgVhq0OxBTXTwQhxE8LId4qhHjr+voZO3IBAtxvcM+wGIbcta4dLvaYxsVUNlE9Y7dEZNBJS+wteF86qJKJR5xwFY1QyOA1myu8uO9KelvZWpqZwcOaRT41+eJkLWXKYIklUwa3S03+m9Dn6EYScP3d8srXfYe8fOY/cSGX4E7xHgyQ6dg4X6cv/t5CD+VUtC15jhqwiX71TgmAP/0a+Z3+I3/2Gne7WSov/JG31jAvIcR4ymA8KxOSl4kMtnoLd429sjW2RVSjsEibqEpcPupqMuhNN9xqIuqaGbwmL+dCBtOqL3H25xEJh0jHIjJABuDcG6Ui7+daQL+nVJqoVzbRZqtLpyvke9XLcQNbZxT020TNSIho+Os7b3PaZ7erLJ6oS+3buA1cct3uInD3jOsvDrn+tMcIECDAJKjtyyJ2jWThHrKJqpPzJGmiZlIuQJZRGXSTwf0aD66nhypsVwpJXj10Jb2tnFssuVXzKyBtomsTJIlqFNKmDJ9ZMmVwt1jlveEvIB5+by/AJHcVzr8Jnvmo6hq8B4vn3ZHrL356+ZIrNYZ8NgCeVGTw0QvS8vetD63xG+nvI1u5Ab/+Q4vt3RyFZlGWbJ+lDBqGtIoWb51+u3lCv1/6bKLNsZNENQp600cjlgEjPFeb6H5Hnqu8solmEi4StbIl1dOjlzy575FQ51xJorxSOCP9yiDAzlc8ue+hcKWJlpstT4rbtUot6yVi3lZLDLWJtr/uLaIwPRn8KKATQT8A/Kbr+h9QqaKPAyVl8fwE8G7DMHIqOObdwCfUzyqGYTyuUkR/YOC+hj1GgAABJkF1YKc6tX4P2UT1QPcEyiDIL+xlIoP6WAZsooMWUY0rhRQHVas3G7FoNdetDCqb6KSQ9jELsWTKYPbWp1gzyoTf+D39P3jdfwu3v8BrkhXuFBu9dNd7BUo9ExuPyKCSeSQgTgM9A6iDkhSeulPiYi7hvNcMw+D4yvv4F+H/Dr72m/DpfzDf4xwH+jN6ljIIvXqJZUGrF/ahsTMNGUzHaLQ6vZAPw1B1MvMjgzutJClz9uRKjT5lMBSS6qCfyqAQTt9dsW57ogyCLHx37K7nFBnc9pEMujYY5Mzg7M8jaSoyaLVVgIyXyqC2ifbIYN3ukJwxyfVewDjVEv8R+CPgNYZh3DYM478H/hHwLsMwbgDvUv8G+G3gJeAF4GeAHwEQQhwBPwl8Qf3399V1AD8M/Kz6nReBj6vrRz1GgAABxkWrIa0PaTcZXLt3lEF7CmUQ5IzkMgVNlO9KRTYiFbWa1Wan3OTa+vDndSkvFaqbR0qRSuadeZiFwK45qtlRzZ6oVkKjkDJpdQQVNc+zLMrgW3d+md3QBlx/T/8PHnk/AI83P0uz1eVY9WTdK7AtuUj6XPRxecVLn17g0ZyCplQAnbh7hadulxxVUOPqWop/Vns3nQffIQnhssGp8TlDGQSlDC5R1+CAMiiEYK9ssTGFTRSGdA3OcWZwx457pgrCwMwgQP5Bf8lgx4Zum3YkSc3ukPWARIEig5rUJvNyQ8LPEBlF1DrhOJVm2xMyqFM9a1ZHBch4mSZ6ssoqUAYVhBDfL4Q4L4SICiEuCiH+rRDiUAjxDiHEdXV5pG4rhBA/KoS4JoR4VAjxRdf9/JwQ4iH1379zXf9FIcQb1O98UKWKMuoxAgQIMAHcHYMai1aZJoFVUWXnE9oSl039rGz3Ki+Alw/kDuQDayOUwWFksN1YXB2DXQczTbPVoWq1T8w5jgOna7CllIZlUAZ3nuZ11lf4TPb9MjjGjbXrsP5arhdl+MrSJoraNfiPfwnuPNF39X95+lUAvtjYlMRjWUNkNBmMZZyrSvUWN4/qPHrxJBkEKKWuQmV3Xkc4Poadb0che1kuPpdkU2RQGSzWW9idLptjdgxqOMXzgyEy85oZjK9y2OiSS3lDoEAqg3W7Q6ujrMmFh+D4FVlS7geUQtUw5GufneJ8OwyZuEvhBKkO+hkio95T1Y78W3gxM+jYRLUy6LNNtGa1v+7DY8D7AJkAAQIsE5zFycDMYKsmF/jLDqs6WZKoRmptuboUB9ISXzoYniSqcaWgyKCeG0zk5eUiKgJclqVe4fwUM4Oql/Co0YHY6nIsgj//0zQwuXHhu4f//Pq7yB08QYImd4pL+nnZfw6e+xj88g847w8hBL/5RTnTdKssYPMNcHBjkUc5GjoxON4jg08NzAtqXFWfi32RlUTKrrFUmJQMwvJYRV0F4eDuGJzcJgpwVBsIkZmXMpgscFxveZYkCjiKVl/xfLcNxVc9e4w+qOC0ulBk0CNlcDURpdJ0Edjzb5L2cU2CvIYiaqVWxHn8WdFnE43GPe4ZrAGGU6OkHycggwECBLi3UR2hDMJyKWejYFcnSxLVSK3J312SYnNJBt3zglUMA64WhpPBbNIkE4/w6pFa7CYL8nIRVtFWAxBgphzr10zKYNWGxOrilcFGEfHkL/Mb7W9htTCiuejaOwh1bR4PPbO8iaIqQZHSLfj1vw7dLp+5ccD2oXx9d+qCVvZBGXjR7SzwQEegqchg7GwyeEV9Xu501PWLTNgdBr0BpT+vp2HZ6iVaarMjKl9j3TF4bnU6m+jBaTbRwxfhn77ee7W6fgSJvJqz844M9hW2Q69eYu8Zzx6jD2qTo4Iig57NDEZ6zwFUiIyA3ac9uf8TaNUhFKVkSUU1E5+dVPUCZDqqWsLj0nkzLedcFaRNNJgZDBAgwL0MvVM9ODPo/tkyw6pMRwaT+jkuAeFtW5J4r/QniV7IJohHR3/JXC4kuXmkyGxSKYONBSiDWn2JpjhUu/3TzAzqBNLDmiWj9eehFJyG3a9itBt8vPs2zq+OUD8uvx0RTfLO6JPLaxOtq9fxbX8dbvwufO3X+ZnPvMQ5tbndFCb75kXoWFC6Pfp+FgWrLNMmXXHuT90pcjmfPLGgX01EyadMXm4qt8DSkcF9SXzCYyzes1fk5bIkijpkUNpEd8tykb0xrU30BBlUmz9CwG/9DSjfhmc/NtsxD6JPGfTOJqrL0ntJnG+S57Cv/ppnj9EHdc4td+Q5M+tRmuhqIkrFastaBuiR2mOfFM5WU3YMqnlLb6ol9MxgW5JBLzd8rcqJfIKa1SFlBspggAAB7mXUVIjKMGXwXpgbPIUMtjpd/tYvf5lPPzskKGaZ1E+9YHUrgwdVHhwRHqNxJZ/i5qEiYo5NdAF/M9312KcMTm4T1batw6qql1i0TVRVGtwVBc6vJobfJhrHuPpt/Onwk8trE9UbBG//UQBaRzf5zI0D3nldKm1NTF4R6r13tISJovoz7tqNf+rOyfAYjauFJM9WFXGsLiEZHGERbXe6fOhTN/jdr6pjTuSkCrE0yqBaVCtSvltSZHDCAJmkGSERDZ+0iVolOWP3lY9IRTCahJuf8+TQHTSO6SZylJstf5RBbbGMxuGN3wvP/JY/1n1VqVRqy+fgmTKoqh0qOgwnrF6jrk/hWO0GRBMOiV714Hloy2bVasuNC0+VwdqJsZTAJhogQIB7H7UDWcvgKhJ2LEz3gjJoj54Z/J2nd/i1J+7wwV96ghf3B2YeUkukDOoeNaUMCiF4eb/GgyPCYzQuF5LcPm7Q7nRdNtEFKINaMXDNDOanUAbNSIhMPCLvI55dvE1UkfQ9kRutDAI89A4udrcJHb8yn+OaFPo9oWZSiyVpsbyckV/vFlG+Zikb7DLWSzTLffOClWaLW0cNHtnKDL351bUUT5bU32vZQmRqBz1XggvNVocf+cUn+KeffJ6f/NjXZE2JYSxXvYTjAJCS8m6lSS4ZJRaZ3CKXH+wa1MXzL34KPvF34dJj8PiPyPAS3SXrBeqHWGYOIbwrnIceGewLX3nLX5Fq+9O/6tnjOFB/i2JHnme9IFEw5HloBbvjExlsNSASd6ypXvQMamJWt9s+2UR738tCCGp2kCYaIECAex3VvZMx5yvnIBSF/WcXc0yTYIhtQ+Pn/+srXMgmiEXD/PB/+JNerxUslxXWIYOyR223bFGzO1wbER6jcSWfpN0VbJeavcXUIqyVru6lg5qFGQ6xMuWX41o6xkHVWhplsBWKUSZ5ekjGQ+8E4Hrlj+d0YBOicSQDecJRiCSoVOQM3qayia6uZHiqHJezYH7G4U8LqyyPX+G2suOOmqe9WkjxXDmCCJtLqgyeJIM//B/+mGafrAAAIABJREFUhE8+s8u3v3aDW0cNnrip3vvZy7IDchngBMhom6g1cXiMxlra5GAwTRTgl75Xvk+/40Nw5ZtBdOH2F4ffyaRoNaBVpx6WmwieBsjEB2YGQVpFzz0KX/r3nj2OA3XOPbAjhEPG1OfbQZwkg+o18pMMupVBLwJk1GhF1erI92q37V2qq9WfUdBodegKAmUwQIAA9zhq+7Jzz41oAq68HV741GKOaRJYwwNknr5T4k9ePeYHv+UqH/q+t3Bjr8q/+f2XejdwrLBLoAzqpDbVo3brWCptuktwFC676yUiplR4F2wTPVKF84bL0jcJCmmlGOhAiUV2rFW2KUfWKKRip85ukn+QY3OLN9lfmt+xTYLGMSTVYjuaoFaVSst6Qr625wqrvHxY978oe1oMKIO3jvTnY7h1V9ZLGLQTG8unDNYPTthEd0pNPv3cPj/27df5F9/3ZmKREL/55Tvyh+mNXsjXotHSmz6ShO+Vm2xMSQYL6Vi/TfTcozLR+lv/JvxPfwIbr4WL3wRGyDurqFLIq4oMemWthCFpohpv+QFZ2r7zlGePBTjn3APbJJuITn2+HYR+TZznEVIkxzebaNMhg+GQ4Ul5e0jdj5wZVBbmtkdzg3blRMcgEATIBAgQ4B7HqBmWh94Je1+VKZfLDKsiSdAAfv6/vkLSDPM9b73Et15f45HzGb50y6U0mWkIx5ZDGbT7F1l3i/KLays7Yk5N4bKK0X/10F08v8AAGTPJ4ZSF8xqFVEwGyCTXZLGylxaxSVHZ4cAocO40iyiAYVBcuc6W2KXZWsI0TpWgCEA0iVWvsJaOEUcu8LbWcry0X0MUri2nTdQq9W34aGXwYm74Zomul6iZa8ulDHba8m8xcL797AtyQ+o9rz/HSjzKOx/Z5Lee3Jaddak1ucGzDMXzdl2SA2Ud3C1bbK5MPhsMQ2yiG6+D/+UGvPPv9f7W8Qxsvh5u/tFsx62hNspKeK8MxqNhzEiov3ge4NG/KMOPvvrrnj0W4Jxz9+2oZxZR6JHBYn3QJmqP+I0Z0WpARAbIrHpIalOxiLKJqu9Qr+ol7FqfTbRmdZzH+3pHQAYDBPh6xgjbkra+8cJ/nu/xTIJuV+5WD9hEy80WH/3KXb77Gy44tpPXnsvw7Ha5dyPDUMXzSxCS4yhr8nlsq2CGU+fUgPOrCaJhw1UvkV9smqiZ5rAmlcFpkUuZHNVavffkIgN+Kttsd7Nn/h0A2qlNNoxjZ2ZyqdA46qXNmknsZk0SJmX7u7Seo2q1qaevyl609pI9h2a5r1bi9nGDpBkeOfOli+ePQ7nlUgYbR4A4cb79wxcOKKRMXntOkqD3v2mLo5rNH95Q84XdFjRLCzjgAbQaTq1EpyvYr1pnb5SMgHYAiLNI7uW3S5uoFzY/dW486srn4CUZBGlxLA8qg8m8tLs+9zuePpZDBhshzzoGAVZVKmnxhE3UI5vlIFoNiMYpNdqeWEQ1UmZY2UTV+9MrZdCqniich4AMBggQ4F5GtyPJUGpIh9rGIzLQZJnJoCZRAzbRZ7cr2O0u73jdpnPd686vsFexOKy6rEmpwvIog6GItHoibWMrsQgrZwzTh0MGl3LJ/uL5RZBbpwduhcOq5VRETINcMkqpYSMWXf0hBFR2uNnKjLfgXTlPwahwVFqgkjkKfcpggo5Vk4SpLT8Llzbkz+5GLsoZrWULwrH6baK3j+tczCVGqgiZeJRCymRHZHvzuMuAIR2DQgj+8IUDvvmhNUIh+Xz+zGs2WE1E+ehX7ro2RZZg06pVA1OqrodVi05XTG8TTZnYna5jsxuJy4/Lx931wGapXAaHHfkcsinvyAfIjrxyY8jzefi90mXjZRCQXYVoiuNm25dU1FJdbQjNxSaapNRoedIxqJGKRZRNVCmDbev0XxgXA4F1DhkMqiUCBAhwz6J+JBd/w2yihgEPvQNe/C/+7QrOCm0hHEgTfWFPksTrG73rX3deLiaf3XEt1lPryzEzOGA9uVtscD473iLrQi7BnaLuGiwsxiZa2wMMSBY4rM6mDGaTUVodQcNUM27672PX4GmfOruGoVmCVp2brdXRtRIuRLMXAKgcLGFPX+PYUQY74QThdoMH1lJytzwU5cFN+dl4qSsDjJZqblCIocrgKIuoxpVCkpv2igwh8soiNiv05pWL2N7Yq7JfsfjWh3oE0YyEePuDBb5yq7hcfagq7AN6hfPT2kQ1gXHsiKNw6XF5eesLUz1OH5SadtiKEPEwdEVjNRE9OTMI8Jr3yUsv1UGVanlca3mqDJqRECkz3Pu7GIYMk/PVJirTRDNeKoOaDGpl0IuuwW5HJme7yaCtlcFgZjBAgAD3KnTHYHp47xUPvVPO69z24IvYD4xQBm/sVUiaYbZci3htwXrGbRVNri3HImugu2i71ByLgACcy8TZUwszaRNdQJpobR+SBeptQaPVmWlmUC8SS8Zq774Bnvr/4Fd+cH6l6KpWYvesWgmFREGSwebRHV8Pa2J0WlJZU8pgA5OEYcskzrYF0QRbqwni0RBPNRQhWaauwVYdRGeoMngatrIJbtrqd6pLYhUdsIMD0goKfMtD/dbRhzbSvHpUpxXX/aHLcJ6qOzZRXTg/bZqotmge188gGZktSUYqHsyuq9d/34qSTXo3n6aRGUUGC9dkefvzXpJBOR5RanjblwjyHFx0P49w1Oc0UUkGvbaJ1twzg17US+hxiJg7QEbODAbVEgECBLh3oRfaI0qQefDPyDS3lz49ryOaDNZwMvjCXpVr62nHdgUyvW59JcYz225lcG1JbKL93UXbpcZYBARk4fO+smyRLMiF/7xnvqoykVYHQqxNUTivoXe5j1BkUC+CNQm051TsruyFuyI31oI3vXYJgHZpycig3hxQymC1GyOOxdU1NTMYiREKGVwtpPhaMSJJ4zIpg44FWRK7UqNFudk+kwyupWO8bKlF29KQwf6gKJDhMQ+spU4ondc2UnS6gtuWun4ZNq1atZ4yWJmVDMrP+fFZyqAhHQeePH9Lk8GI5wQK1MzgYICMxsPvhVc+410gll1DRFNUrbanqaggn0efYhvykQy2GxBNUm76oQx2emmiXiiDrtRsjWBmMECAAPc+dGT5sJlBkF1vaw/D9pPzO6ZJYKmF4hCbqNsiqvHacys8u+NSBlNr8stIL9IWhVbd+YKx2h0OqvbYyuBmJk6nK2QC56K6BlUirVM4P5NNVCkGdliqEDU1K6Vnv/yyKw1CK4Pk2BjDCpcsXJT/U16i9ErovRfUe6PUjpDE4opWBtXO+dVCilcPa1LBWKZEUf0ZV7Urt1Xtylk20bW0ySuWUgYrS/I3GSCDna7gcy8d8s3XCidu+tC63OB6vqree8ugDLYazszgbtkiZMjXeRo4n/NxApd0ouqsUK//bsPwtHBeIxMfoQyCtIp2bHjRo41Vu0o7omYfPX4uWTW37SAc9W9msNVEROKUPFYG045N1Adl0JVeHpDBAAEC3PtwlMEhaaIa5x71viPJKzg20R7xqzRbbJeaXBtCBh85n+HGbpV2pyuvcLoGF6wOumyiuyVp+Rx3ZnBjRd5ur2z1EiPnnSha24PUuiSkQH4Gm2hPMbD7ldvyvMmgfLw9kXVe49NgJPNYRInUloR4aOgZUkUGj1sRUiFb2praDWfn/MpakltHDbrZKzJRdFkwoAz2aiVO3ywppGPsCbU5sizK4MCM8yuHNWp2h7dczp246bUNSRifP2z3b4osEnYdoooMlpqspWNEwtMtEfWG0Zk2UfBOGVTn2eNGx0nN9BI6TXRoQuqlx2UYy/aXvXkwq4odTjqP6yWyyQFl0C+bqBDQbtAOxWh1BJkzAtMmQdJUZFBvFOu1wizQn98+m6gOkAlmBgMECHCvorYnv6ASJxcjDjbfAOXbiwkmOQvWyRmcF/fl7t1QZfD8Cnany0sHuopBhzMseKHlsoneLamOwbGVQbmY3y03eymF804eVDbR45pcMORnsGDpzqxiQ9VLaEVk7srgNs1wmk4kSSYxxq6vYXAcyhNv7vl/bJNAbwyojYIDK0zSUK9hq+kELFwtpGS6Y/yc7BbtLklfoqUqFeKDZPAsZTDGISsII7y0yuCzyrKu55ndSJoRLmQTvLhflanHS6EMushgpTm1RRRQnXJj2ESh/zwwC9R5tlhv+aIMriaidAXDE1LDETWj7tHGo13DDsnX32vL62piTjODSq1rElOP66UyGKZmd+jqtYEX9twRNtF4NDT1psi9hK//ZxggwP0KXTh/2iD9uUfl5e7T8zmmSTAkQEYniT401CYqF5ROiMxSKYPyC2ZbkcFxlUG9INstW736gHkSd7smZ4lS684CYhbbUlbt2Jfqdn/aa1kFSMyRDBbDa6ynY2MHTZSi66TtJSODjjIo3xt7zRAxYald+aZjE72Sl4v8/dAGdNvLU8lwQhmskzqlY1CjkDYRhLDjS1Q8b9cAw3nNn90pEw4ZQ89VAA+up3hhv7o8QVetep9NVG9ETYNwyCATj1IcSxlc82bDTp1nj+s2uRms7KOgN43KzRHp26n13mjGrLBrNAxlE/VBGSzVXQpnyCebqJrjqwt5/J4GyCjbZiOkNo08IYO9Pl2NqtW5L8JjICCDAQKcjeoe/MvH4JXPLvpIJkN1f3R4jIYmgzvLSAZPBjK8sFfFDIe4nD+pHFxbTxMNG716iWUoNoc+Mni3OF7hvMa6mmfbqzQXYxN1hRCV6jaGwUx2Hx1tflxv9RbBrYasCID5heNUdtg3cmxMsOCtm+ustpfAzueGSxmsWW0OrQhhOnKnv9102UTl++9mV50PvOxEmwXOzGBPGbyYS55J0NdV12XNLCyXMmimICSXVc9sV3hwLUU8Otxi9tBGmhf3arJzc9HnKOizie6Vm1N3DGrkktHxlUGrNPtn367Rjaaw2l3P5+zA3dE34jml1z1UBqvU0cqgx2QwEcXudGm0lDvAL2VQk8GuPP6xHBhjIqkIWk3EAaO3qTQLhgTW1az2fTEvCAEZDBDgbLzyGdh/Fj76QW9Sq+aF2hhkML0B6c3lnBu0q4DhLFAAXtir8MBaaqhtw4yEuFJI8dK+OqlrMrgMymC0pwyuJqIkxyyxjYZDrKXNAWVwjoREKxbpDY7rMgTAneI6DbJJU86saHucW6WaY4DMTjfrkIpxYCc3KXQPpeq2LKgfyZ19M83dYoMGOl2vrgqfpUp1PhPHjIR43srKnxdvLeiABzBkZvCseUHAqTcpRwpQWZKZwYHU4Gd3yrz2fGbkzR/aSNNodahHs8ujDEaT2O0uhzWbzTFmaU+D/JyPOTMIs5/X7CotNWeX8yFNVG+CjUwUTW306pxmhV2jKuRnOevx/KMml87coM820VpXHr/XNlGAqt2V5M0TZVDP/PbbRO+HwnkIyGCAAGfjzhOyguHoJfiD/3vRRzM+anLW60wsa4iMDl5xqQQv7FVH2q5A9o9tl1SymJmSRHKRCy0h+haJO6Xm2KqgxsZKnL1yU1q4Ion52kSranGTWqPYaHmyyJIBBsom2rFh//neD+dBBrtdqGxzq7U6kTLYSZ0jZVjUqwvoehyFxpFUjA2D7VKTBurv06rLmUGlDIZCBpfzSZ6qql3v0jIpg4ZjzRqnYxDkzF3SDHMYWpMzz8sAlwOg3Gxx+7gxdF5Q49q6fM5HZOQ5apGbDJ2WtApGk+xXVeH8DDZRkMrg0bhpojC7OmrXsMMJ57G9hq5GGJkomlqTbpxZ/45tG7otqt0YhgErcW/JiA7XccJ9fLaJVjoR9bhe9gwqZdDqeEgGh9lE24FNNECAAAp3vwxbb4E3fT989p/D/nOLPqKzIYRSBk9JEtXYfINUPufdX3cWBnbam60ON4/qp5LBC9k4d4su9XbR8zjtJohun010KzteeIzGZibm9H7NvXhe73SnNijWbU++0LPJqJw/1AE/7o2IeZDB+iF027zaWh0rSVTDWN0CoLS7JKoayI0BpRhvlxo0hKt3yzUzCHC1kOSF464k4cuiDFoVqQqGQpQaLSrN9pnhMRqFtMktzsnPw7zrVobBRQaf3xkdHqOhz2PbrRR0LG8SEadFS/V7mkmncH6SjZJhyKXM/tTKUXBmu2clg1UsQ77f/eoZBCiPIoPpDW+qjNT7oNSJeeLEGIRWBh27a9j057w7QAa9TBNNK4JcsVqKDHpoE3WtOep2h2Ts6z9JFAIyGCDA6eh2ZVz01jfAu/6+DF947rcXfVRnw6rIxeCojkE3zj0qdwYPlozkuhZXAC8f1OiK4eExGudXExxUbZp6HmLRxfO6RF3tNk5SOK+xmYlLmyhIMjhXm2hvZrBYb3kyv5JNmqpaQi0Cd1w9l/Mgg8qWuiNyzkzmOIjlJBmsHS4JkQJoFJ204O1Sk4YxYBON9J7flUKKVw/riNVLyzMz2Cw784J6E2fccKVCKsbLYlP+4/AlXw5vIthVp6PsGU0GT7GJFlIm2WSUm8tQPK/PU9GErLGBiTZKhiGnP+dnQW8KzWwTrVE3tDLoR4DMWcqgJrUzWkUVGSx2Yp6Hx4DLJtpw20RHhOLMAmW7PO7I95GXCqcmlpVm2zsyaFelkyjUI3/BzGCAAAEkDl+QJ4mtt8idv9TGcpU2j4JrEX8mzr1RXi6bVXSADL56KHdcH1hLjfoNh2jtaKuoV7Hl08IVV92wOxzXWxMrgxuZOAdVS/YnJvJztonuS+UmGqfYsL2xiSZkmh0pNSvkft+1rZnv/0wo6+u+yI5VOK8Rz8vieevoji+HNRW0TRT5njfj6rNh988MglQGG60OVuoClJaE0FplZ15QK1LnxgwuWUvHeMZS57ejJTgnu85Xz26XWYlH2Dpl48cwDK6tp3mhqm4z78oYN7QyGE05NtFJPhvDkEtGqdsdrPYZNSZezXbbVeoi7jy211iJRTCMU5RBvfE6s8Ipv+eO2lFWfSC1egbRUW1DEX9sosq6edSOkY5FPK1n0MRSksGMd9USZv9Gc9Vqkw5mBgMECMDdJ+Tl1lvkZeHavUUG02OQwcI1aSdbSjLYOzm/cigXLFcKo21kFxTR0n1+xLPQLPl3jGfBlYiqayXGXexqbKzEEAIOqrYMW5i3Mqg2FIq1lic20VxS9lwJHRxx/HKvC9OPIINBqG67MsmJ1I/M+iUAOsW7vhzWVKgfOa/d3VKTVFrZEgdmBgEuFyRROY5uQun2cgThNEuOMqgVqXH77dbSJl9t5AFDznMvGm4yuFPhdecyZ6aiXikkebGmnu8ilUGXTXS/3CRkQGGCcKVh0FbNM62i8SwY4dmevxD9oSs+kKhQyGAlFjmlWkKR2uqsyqAig3bUZ2VQqbZ+2UQVQTu0Y57OCwKsOMpgy7uZQavaVzgPgTIYIEAAjbtfktaBtYflvwvXlmMX+ixMogyGwrD1Zrj9BX+PaVIMzAy+elinkDKdL4JhOK/I4LaqcCCRlVa6RcE1lK6Dbca1wWnoxbFTLzFvMpjeoNXpUrHaHtlEo3S6gko467ryirych01UJVhWRHIim2g+l6UsksvTayfEgDLYIJ1WtkTHJtqvDAJsGxvyZ4tO2YWhyuC4s2pr6Rg7dRCrF5djg05tXgkheG6nwmvPj54X1NhYifNiTT3fhToYXDbRikU+FSM846yadhGcaRUNhdR5bYbn37Gh26bcMUmZYcyIP0vbTCI62iaqw9pm/VwpYnNgRzwnUQDxaJhYJOSaGfTJJqqex55tOhZbr9CvDHoVINO/3uh2BTW74ySXfr0jIIMBApyGu1+C82+CsNodyl+D6q43vTZ+otoL/hgLlx6TQTnLVJ1h1/p26l49rHH5FFUQejZRJ0QmvioXnN2ub4d5Klw2UU0Gt1YnD5ABVTyfXJOdfH58eQ+DCiHS1ihv0kRV8Xwr0lN+c5oMzsEmquZLakaCtfT4zydpRtgjT7S2JGTQrslFsA6QKTbJrq7KnzVLgOhTBi9kE0RCBq+0VUXJMswNNstOr9dupUkuGSUWGW/xVUibdLqC9uoDy7FBpxaTd4oNqlabhzfHIYMxdjvqdsugDEZT7FWsmS2i0LNqHtfGUPtnDfpSm26ljumLKqixmoiOtokmPbK7qvPTjhXzpS8RdKKzmwz6pwzuWVEyHieiRsMh4tGQUga9sonWnJlfgLrKHQiUwQAB7nd02rD9ZM8iClIZhOWwJZ0G/cU6TpoowOXH5dzAnSf8O6ZJcWJmsM6VIWXzbsSjYQopk7t6ZjC+KtM8F5XU5yiDSbYVQT03RYAMKOUk5VHYwrio7kFqwymP9kQZVLvEMkRGPZ/sZXk5F5tohS4h4snMxHMsx+ECa7Ubi7Uea7gK5yvNllRuNRnU7w/XzGAkHOJiLsEzTd01uARk0OoFyOyUrLEtoiCVQYBa+soSKYMpbuzJc831U4KuNDYzcWrE6YZjPWVsERtXrZ4yuF+xZk4SBZkmCmMog6Bmu2c4p6nz+3HbJJfyh0CBJIMjlcGIKS2vs9pE1UbzdtMfmyjIuUHHJupXtUSzBNEkRavri8K5Eo/2lEG7Ct0zZlPPglXp23yuWXLDNSCDAQLc7zh4TkZF95HBh+TlMuxEn4banpwlCo95Er70mLy89Tn/jmlSWL2Bbqvd4W6pwZXC6PAYjfPZuDOfR9ytlCwALpvo3VKTQsokHp3MdlJImYQMZNegk1g3B4tfpyUJR2qdklo4eLHrrhdrxbqrXmJlC8Kx+QTINMs0QknWpkhL/L3U+8i1duCn/yzsPePDwU0AHSSUyDuBSfmcmr3UVQuR/kX95UKKpyrKSrroEBkhlDKoZgYrTTYmIIO6eP44cUmq5fMMVhqE6obDTPGiIoOnpR5rSNJlYMdyUDuEz/wT+NCb508ItSPETLFXabI+47wgTGATBTkL7YEyeGhHfUkS1cjEo6NL50Genz1SBssi6UuADMDqCWXQJ5tobIVSw5tZ80GsxCOSDKrNpJnVwQGbaFWRwaBnMECA+x3bX5GX59/Uuy73gLxchp3o0+AK/hjEC3tV/p9P3eBOXx9fXs5F3vzjOR3gGRgoa7993ECI08NjNLZWE/02UVgcGWz1B8hMqgqCVHTW0jFpE/WqoHkc6J369LqzcPBip7qv9Fg/n8x5FWQwD2WwTI3ERMRD47nCO/k7K/9QLjw+8pd9OLgJoAlfMu9YkNc1GdTEKNJvSd5ajfNCOSw/F4vuGmw3JYGK92YGNyewJ2plcD8qU14X6tZw7OBpXtyvkktGxwpg2VQbEo1IDu78CXz6/4Tiq07I0dygyFQnIqt5vFAGnaCSsboGZ0x9Vh1x+3bUd5voSGUQ5NzgrGRQKYNVEj4qg67n4adNNJah3Gh5PjMILmKubOazk8H+wLpAGQwQIIDEztMQics5QQ0zCZklCSw4DdX9E/OCdbvNB37u87zzn/4+/+STz/OPP/5s/+9cegxu/fHi5uvcaFsgOg4Z1LUS4yiDW9lEL0AmrixxzQWFyLjTRItNzk84L6ixmYnL4nmvCprHgWvu1FObqC49brR6ZHDlvH+LkkFYFcoiOdVcVDYZ5b+2Hoa3/qAkH/Mgr6OgbaKJnKMMnsuvAkbvZ9F+wit7OC26q5dg/1l4/ncXtwGk565jGTpdwX7FmmizRJPB28Y5ecUiz8muz/kLe9WxVEHoheVUwqvSiaLtevNWOZVN9NiO0OmKmTsGQVr2E9Ewx7UxuwYbx9MrVIqM71lRX2olNDKJCOXGKcfoRa+tVaYTTdMlNJ+ZQb9solaFbmyFmt3xTRksa5uoeryZYFV790VPGUwFATIBAtzn2H0KNl7XC4/RKDwo+weXGSr4w43f+NJdfv/5fX7sHdf5/rdd5mNPbXP7uN67weXHJWlahvJ5l70S5LwgjKcMnl+NU7Hactdw0cqgfh7RJNulBlsTJolqbGa0MjhHMthXOO+dTdSZGay5baLnpaVxDgEyolniuBOfKElUwynSXjkPCBkmtSi4bKK6SmVzNSHTjx1lcIAMqvdfM3URXvkM/NL3wC9+z2JqJnRRdHxVElTBRGptNhElHDJ4tbsBRmix1v0pyWA8GiYTj3CMsro9/D55uSAyuG/Jha8XATIgQ2SOx1UGobeJMSnU679vR3xXBhutDnZ7xIZpamP2mUGrTDsiNz39I4PmQLWEP2RQPw+vA2TkfUZ71RIwW/H8gBMJoKoqRFZi/m0uLBMCMhggwDAIIZXBzTec/Fn+HqiXqO31oq4VPvKFm7xmc4W/+c7r/Ng7HsIA/t1nX+nd4NLj8vLmEswNulI4QZLBdCxCIXX2F/2Wu15i4WSwCtEktZag3GxPrQwWUjEOq5ark2sOM4NOV+UGpUaLkCGLl2dFJBxiJRaRi5EL3yA/T44y6L/S1mmUqIjEdMpgQhZpt1JKjSpve3x0E0DbRJUyuJaOyUj9aMI1M9hPrnSS7Y3X/xi89x/DN/6gtCQu4vPhUgZ1rcQkNtFQyCCfMtmtC1h0vYQ6X5W7MY7rLa6tj0cGQRLgPzYfhzd9P3zb35JXTkuKpoVdByPEbk2SnGk2SoYhmzSdjaRToTtHp93kUmSwJmI+K4PyvkfODaY35IZqewaHQ7OMFZHvH22p9xqriSjNVpdmqyM3u30igy39PHz4mzgzg7FV5/GmRqsOiD6bqDMz6AORXUYEZDBAgGGobMsv5HNvPPmzwkNysbXIwILT0Lbl4s41M/jVuyWevF3i+952CcMwOL+a4DvetMVHPn+zNztQuCaVmltLMDfo2mkHVSuRT55Z4gw46tvdUmMJyGCtr3B+WmUwn5aKlDAMFbYwRzKYWuO4brOaiBKasXtMI5tSNqVH3g8/9oRM4ptTgEy3UaYyYeG8RlZtRlRMtdFSWWABff1IRqFHZHqu8946RRnUNsyXQlfg8f8RHvzT8gflBTwPPRcXz0jVm/EL5zUKKZODqq026BanPf2XAAAgAElEQVQ/M3i7JpdU4yqDIFX/3xGPw3f96/mnBWu0GrJWoipJjBc2UYB8yuRo3DRRmH5uUL3+NRH3NUBG2x1Hzg16MdNtlWmG5fvHT5soqOfho03UCsvvb/8CZDxSBtXMqTtNtKKVwYAMBghwH2PnaXl5bogyqOsllnVucEjh/Ec+fwszEuK73nLBue5/+LYHqNkdfvVPbssrDEMmp+48Nc+jHQ6HDMoT/auH9bEsooCjvvUpg4sqnldk8K6aYZxeGTRpdaS6OHMM+7hoFKX9LpahWG95usjKJoYoBmFzTjODZaoiMaVNVC5qjsJq0bdQZfAIkjIwZqfU4JwmUmaypwwOzAw6GyV6pjajzgeLIIP13syjowxOSAbXV2IcVC3IP7gUNtFXlDgxCRncWIk7ZFh3Rs7fJlpzaiXAS2UwOmaAzIz2d/X614n7RqBAWhPhNDKoNolmsYo2y9QN/0gUyPMvqHCfsCnrl2atZhiEVaZuyO9s/bp5iZW4VDdbUWXtnEUZdAVAaVSU+huQwQAB7mfsKkK0+fqTP9P1Ess6NzhABht2h9/48h3+3BvO9c1TvH5rlfOrcZ6+41LNNh+B/ecWG4wBfTbRTldw67g+VngMyHmXcMiQiaKhsIyuX6gymHaUwfNTpImC3GEHOKrZ3oQUjAMVDY5hUKy3PLX6ZJNRioMLqjnZRMOtChWSUy149SLqsJOSSmb5jteHNz7qR32F89oeTTQhK3HghDKYNCOsJqK96pXMlrxcxPPQC+b0JnvlJiED1tKTbThIZdCSabTN0nyqSYZBkZEXS5CIhh077jjYWImxX7EQQsjNKyM8f2XQroOZZL9isRKLkDC9Cc1wZmzPglPYPisZjPk6M5g5Uxn0YKbbKlMlSToWITphD+q40IT5uG73MhG8PPcKAVaFuiE/B34pgwAVoTaJvSaDVhszEiIWCQJkAgS4f7HztCzC1sqSG9kr0lqx97X5H9c4cM16AXzupUMqzTZ/4Rsvnrjp1UKKl1VSJwAbr5eWkUUTXZdN9G6xQasjxlYGI+EQmysxJ1SD+OrCZwbvFpsYxuTKh0Y/GVyfT4CMigYHKDZsb5XBpHlSMZhHgEzbItxtURYJp6duEjiLqEYbVs5JO/mi0DjuK5x3kjijrs9J5OT77fxqvJe2m96U6u8ilMHqrjyPJnLslOXMY2TCxW8+FVN9lWrmbN4kSkMtJp8/FlzbSE1kp97IxLE7Xfk8tA183jODrbq0iVaarHtQK6GRS8oKg073jICiZB4wZrKJtsMJBCHf6higR2rKo8hgWpPB2ZTBioj7pgrCQO1HWJ0HvXRltOogOlSFf2RQq42VrgkYvRnkaTDCJurFjPy9goAMBggwDLtPw+ajw38WMWHrzXDr8/M9pnHhmvUCePJ2CcOAt1zOnbjpA+spXjlwkcHNR+Tl7lf9PsrT4VIGbx6pJNH8eGQQ5GyUjttfLBmsg5nqD/iYAn1kMLk2JzJYduYxivWWp4usbCI6wibqszKoFgzNUHKqL/rerI0tLZaLtokm8o7F0lGdoy5VaggZ3MomuKs/G+GoJISLUgbTm2AY7JatqTZK8qkoVatNK6b7FRdFBuU59JmDDg9NEB4DveTOPWXRJJlfwMxgHaIJ9sqWZ0miIDd9hDiFPGk4Do4pF/R2FTucVI/pPxk8WxmcwblhlSmJhK9kUG/sHddtuSED0PWweF6pdBVFBv3oGXSUQasrv6c8t4m27xuLKARkMECAk2g1pDI2bF5Q49JjcPcJaDXnd1zjQi8k1G75U3eKXFtPkx6y+H2gkOK43uotzNceljalRauerpOzrr+4NAEZdGaJYMFkUM0MlhpsTWkRBTcZVPUS1hwscW5l0GObqFYMum7FIGzO4Tn16gzGCSMaRG8R1ZLWxEUHyCRyzryZE/rhVgajJ+2K51fjPZsoSKvoIsigK/F4t9xkcwpFSlsCK2HVJ7pgMvhSebJ5Qei5BTSpJ1mA+rGnh3cmWg0wk+xVLM/CYwByKZcd8SyYKbCnXNDbNeyQfK+v+DCfpuGQwVFzkGYaIonpZwbbNrSbHLcTvpLaPjLoh01UEbNiN44ZCRGPem+11H/ncqPlCxmsNlu+vpeWDQEZDBBgEHtfkwPVw2olNC6/Xdoqtr88v+MaF42iJHRqIf/k7RJvvDDE7go8sCbn8F7W6mAkBmvXYXfRZLBnE7193CBkMHEh9YFKxiOeXWDpfFXNDE5fOA+yWgLgsGZDak6WODUz2Op0qVptT22iq0mTrugltgHzCZBRZDAcz0z160kzjBkOSXvVynmpDC6io6/bkRscyTx7FUkidIF5v030JMHayiYo1ls0bBUYkdlanE00vQlIVWySjkENvUlyjEoUXKBNtBuO0yU0Ua0EDFEGE7kFzAzWECpAxqvwGOiR9bHIYCzdO+9PCrtG00iQiUcIe5R4PAxmJEQiGh6tDBoGJLLTbz4qQnPY8TcIJ2GGSUTDHNdsf2yi6jxb7MR8CY+BnjLoFM/7kCY6bAP96xUBGQwQYBAHal5u/bWjb3PpMXl584/8P55J0ThWQQQGu+UmexWLRy8OJ4NXB8kgwMYjS2AT7ZW13zlucH41MdEw/Vo6xlHNptXpLlwZFGaK7WJjIjI7CP3lfVS1vbEijQNFBvXCx8vFSS45RDGYR4CMsqFFk8M/D2fBMAxWk8rimtmSQS2NOas4oNJxBSTy7A3WMpxhE9V20l6IzIUFkcE9SK9jtTsc1exeGuoE0BsUR121iKstThlsRSQJn8TBAD0S36cMLmBmsB1O0Gh1PLWJ5jUZrI3xuTZTM5DBKnVivvTZDWI1ER1NBmE2lUrVrezbMd86BjVyyShHtZbLJuq9MnjUjrOa8IdQOTODul5iFjI40Gss7zewiQYIcH9DE4dkfvRt0usyVfTmEnTyDaJZlLvLSFUQ4I0jyODlfJKQwcDc4OuhdHO2gexZoVI4CYW4fdzgQnYyVW1NLWiOavbCyaAdSlCzO1N3DGrkU2YvQAb8nxtUZFBbiL2cYXECDNyLqnkEyKhFSix9cn52XOSSUUliV87LKxYRIqPJQjLPbtkiaYZ7u9h6QROKylmsATjVK3puMLMlF1Lz/Lx3O3IzI73pIrOTkxCtDO61FQFboE3UUsmJl3KTkcGkGWElFnFqHZyZwXkqzq0GDeT5acPTAJkJlEEz3VNoJoVdoybiTtqvnzibDGamJ4PqM7hrm74qgwC5lKr3CavH8cEmKkmtv8qgLJ6f4TWHE1VW8n4Dm2iAAPc3dBly7Awr2aXH4dbnoNv1/5gmQeNYWlWAp24XCRnwyPnhZNCMhLiYS/LyYb13pa7T2HvG7yMdDbvqLGrvFBtczE1GBtdVUuR+xZJk0Cp736N0FrodaDeodOXiahabKEAhbUqb6Kwx7OPCIYNykeB1migMKoP+B8h01aZAfGV6Mig7Eluujr4FkEGno0/aRPvCV6KJ/ssB9LoGXcogzJfU1g+lFT+96dgjp5lV0zNpR02xGHulhl2jTpyVWITMFErIRibm2H1JFmSYxyyL20lh16h35WdyLe2hTTTlSq08C2aqp9CMg7bV6/q1a1REzHcCBbCaHEcZnHJjRf1eqRv3NRUV1Oai32SwZfoSHgOQ7iODM84MWhXpogj3PrsVK1AGAwS4v9EsyxND5IzF7+XHJfE6vDGf4xoXDZcyeKfEw5srp/ZGXV1L8fKB60t4QyWK7i3QKqqCV1qdLtulBhcmJIN6QXNQtRxiPHd1UO02FjvyfTSrMuh0dqU0GfTRJtrtyCLqWEaGpeCtTTQ7LIhhDgEyjYq0dKYzM5BBXaSd0crgAiyWjjKYY688MOelSeAQiyj0Zm/7lEGYb4hMdVdepjc4VEFP05AQR3mq2Sp4ZXEzg1UR42I+OVUw0fDi+Tk+l1aDmpCvv55P9gIrsQiRkDG+MjiJTfSJD8O/elxujNg1yp2Yb8TDDV9tokoZLIuk78Q2mzTl58ZHm+iOFfVNGYyGQyTNsMsmOmOAjMsi2u0KqgEZDBDgPocrUv9UXH5cXi7b3GDjGOJZhBA8fafEG0aEx2g8uJbilYO6LD0G2a9oriw2REaRwZ1Sk65gYmWwRwbtXlfkgsjgkS2/UGZWBlMmh/r5hKLTd3KNA/3F6rKJeqkMDrWPzSFAplGVQUKZXGHq+8glTYoNG9Ln5BWLUAb1nKJSBvvmvKJqUTOCDMYiYdbS5pDi+TmSWocMbkq1G8hP0fsYDYdYiUdU5UrB38/EabBrlDrmxOcpjc1MrH9mEOY3N9jtQMei2pWLdm299QKGYZBNRp0NpVMx6cxg6ZY8X9z9EthVip2Y72oaSDJ4alXGLJZFXclA0veZwbz+uzgBMl6SQUlqtxsRXysyVuIR72yiriTRmt1GCAIyGCDAfY1m+WyLKMiZwXhWfhktE9TM4HapyUHVHjkvqHG1kKRqtXvpm4YBG69bAptomtvHcsF6ITvZHI5WSg6q1uLIYEtab/ftKCGDmYMZnJlBw5DqoJ/KoIsM6l1wL8MZ9A5+n31sDgEyVvWYhjApZFJn33gE9OJWhKNyfnMRtQzKJioSOfYq1gib6Ggl+vxqgru6eF7PPs6VDKro/fSGfE8jNzumQT6lFPNkoWefnTOEXeOoFZ2aDK6lY3KjB3qz6vN6Luo8VVEOBm299QqOAnUWzPRkNlH9+mx/GWFVOW77p0K5caYyGJ+FDEoSVRH+VkuAnBksNVp0DOUa8tgmKiJxjpr4liYKsl6iYill0K5OPwpiVfsEgKrVdu7/fkFABgMEGIRVlif0s2AYkH8Aijf9P6Zx0e0qm2iWp+9I8nOWMjg0UTR3VYbILApWVdVKyIXKpIusVCxCIhrmoLJAMqgWNrvNMBsrcSITpKEOQz5t0mh1ZCVAas3f5EQ98xJb4bhuEw4ZU5W0j0I4ZJCJR/oXVXMIkGnVS1RJsD7DXFQ2aWK3uzRaHamqLSpAxghTJUndHkiA1NUSQ2olNPq6BiOx+ZNarQymNjioWqRjkam7yLJJ06UMLsYm2rWqlLsxLk4YHqORS7k+21oZnBcZtOU5ttSJkI5FiEW87YTLa3v7WdDK4Lgz+Pr1ufV5jG6LatffOgaN1USUmt2RSdXDoC2L02QJKJtoBf9totqdUWmr7yUvXRnNMsJcoSu8DR4bhKMM6vXatCTcrpxIEtX3f78gIIMBAgxiXGUQIHsFjl/193gmgVVGRs7neOVQkruzeq8eXJM/70sUXb0olYJ5h65oKJvoHRVycX6Kebu1FXOxyqCyPO00wlMd/yC0cnJYs2SIzJyUwWK9RTYRnWoW6jTkUuZJm2i37WsgU7dRpiySM4Vk6FoM2TW4tbgAmUSOPaUm9SVAmpoMjt5A2czEe712MP+uweqeVIJiaQ6rNoUpLKIaeZ3uqsngAnofhVWlLuJcmlIZ1J/t47rtzHvPjdi21GxzK+q5KgiuGduzEEsDQta1jANto31VjmnU8S+50g2neH6UOhhbAcRkKqeGVaIditMm4nsyak695yq2+rx026fcekJYFTpRua6YJlBpXKzEo73SefW4U2HAJlppyr9t0DMYIMD9jHGVQYDcFTm7sCyJos4sUY5XD+tkk2dbZ7aycaJhg5cGyWC33dvBnzfUyfn2cYPNTGyq3WqneD6uA2TmXDyvyODtWoitGecFAfIpV11Gan1OZDBDsdHypb8rmxhYJPpRfjyIZpkaiZkWjVl3R2Lm/OICZJJ5Z85sc2WITfQUZXB9JUax3sJq6+L5OXcNVvcgvQHIzY1Z5tRyKVP22CUL8r0zzSJ8Rhh2jRqJmZRB0FU4WTBC85sZbEnydWBHnHOMl8hNogzC+HODWhlU6d814r7P2cG4ZJDpiEmzjB2Wr4PfyqDugCzZapPPY5toW5HB+cwMzkgGreqJwnl5/4FNNECA+xfNMsTGLKXOXpELkEVYxYZBE554lptHda6MUYAcCYfYyiYcFQ6QZBCgtIB5KHBmBu8cN6ZeYK2lY71qCViYTfRm1XCKvmdB3lEGFRn0Uzlw2USLdduXYIZs0nTCaYC5kMFQq0IznCIUml7l1LUYpXoL0pvy7zBvBb1+BIm8003Xpwxqm+iIagnozdQ6c2qZrfnbRNObzjHMkmDp2BC1vdLvypVBdNqEuxY1EZs49Vgj7yaDoZBMFJ2XMqhsokd2mLwfmz4puekjzlJstTIz7oK+fijn9vU/RXyJlEGmIyZWmUY4RSwSmto2PS6crldtEPDyvGtVHFLr58xgJh6h3EcGp6z0UOsNDU0GM4FNdDwYhvE/G4bxtGEYXzUM42+o6/KGYXzSMIwb6jKnrjcMw/iQYRgvGIbxpGEY3+C6nw+o298wDOMDruu/0TCMp9TvfMjw2qcUIMAwTKoMAhSXxCo6oAxeLowXlLGZibOn0+zARQZveXyAY0LZRG8X6xMXzmtIZdCSJ3kjtDCb6HHL5PyUz8ENZ8FYteX7zq7C8Ssz3+9Q6IVMPEOx3vI0SVQjm4yeLJ0HX0NkIq0qrcgYScGnoKcMtnp28mkXIdOicQzJvFPYvtEXIHP2zKCemXSKztPn5H36XO3hoE8ZtFmbwSaaS5nU7Q52TNsr5xwiozZ9OtHk1GTkRLpuco5kUAddWRFHofQSuaSJ3elSt8/YMJlEGRRCvl8f/LPOVVXmMzOYOZMMqs3HKZXBupGaC6nV3ydFyx+bqBWW5yE/1bWVeFRVS8zwmsNIMpgOyODZMAzjDcBfA94GvAn484ZhXAd+HPiUEOI68Cn1b4D3AdfVfz8E/JS6nzzwE8Bj6r5+QhNIdZsfcv3ee6c93gABxkK3I08Mk8wMwvKEyCgy2DIz3Ck2xlIGYdgMkS7UXoAy2Lah26IbTbFdbE6d0LeelqW6bYH8ey6IDNaJeaoMHtdteOid8srnf3fm+x2KgZlBP2yiucGUQaf82D9CEu9U6Zinz9Cehb6Fu940ai6ADCakTTQeDfWH+0TPnhnUSqLzmXcCGOZksazuQmqDbldwVJtxZlB9LsohtSCcd4iM+pzHk2N+ZwyBMw/sJIrOMRlVkcG9hjF1outp0DO2R2cliurP5ThksFkC0ZFBZ/lrwPyVwZH1ErOoVFaF6hzCY6B3HvNHGSzTMJQy6OPMYCYewWp3sSMp53EnhhBDbKLybxvYRMfD64DPCSHqQog28PvAdwHvB35B3eYXgO9U//9+4MNC4nNA1jCM88B7gE8KIY6EEMfAJ4H3qp9lhBB/JKS/4MOu+woQwB/ok8m4yuDqJXm5LCEyDWkT3bETdLqCy4XxyODGiuy5cqw88VXZNVi67deRjobaaa90Y7S7Ymrr1dpKDCHgqK66+RrznhmUz6NGwhMymIlHiIYNaRMtXJMWqRufmPl+h8KqAAZEUxTrti/K4GoiSrnZptNV77k52ETj3fr4Gz0j0GcTW5QyWD+ShfMVi42VeH+4z5gzg+BSBh2L3hyeR9uSdvb0poy274qZZtX0e/MI9RwWRAaT6TFHC4Ygk5D1M44ymMjPjwyqx9ltJ31TBoGzQ2QmIYP6b5wswNabATkzOK80URjHJjoNGSxTFgnfw2MAEmaYeDTEUUOdfz2eGawb8jzktzIIUDX0Z3+Kz0y7KTcWXGmiVatNyICU6a9Vd5kwCxl8GvhThmEUDMNIAn8OuARsCiG2AdTlhrr9BcDtObutrjvt+ttDrj8BwzB+yDCMLxqG8cX9fR9DFQJ8/UPv8I+7YIzGZU/XktlEX67LL5PxlcEYdbvj9OtgGNIquhAyqMra2/JEP8vMIMBBxYZEdv7KoFWla0SwibDlgU3UMAxySVPaRAGuvwde/gN/1ByrArEV7C7U7I5PM4MDiypNBtv+kEHR7ZAUDULx6RftAPFomEQ0LFXNRSiDrYZMXFTK4GZmgEiZZ88M6hk9hwzqBew8wldcHYO6cH4mm6h6Hx121N9izsXzQr1m6cz076twyOhVZIC0ic4rQEaFhO2LrBMq4iVyqQEL7Cg4NtExrH56HCKZh623AGCFEiR8nrMDFxkcRW5nDJApduO+ODGGIZ80OWpqm6hHZFAIqXAqZdDPegZ93+VwDsKx6dZhevPB7I0PVJpt0rGI5wnay4ypyaAQ4hngHyOVvN8BvgKcZjoe9qqKKa4fdiw/LYR4qxDirevr66ced4AAp2JSZRCWq16iWYRIgleL8qN4ZYKZQYDdssuit3phoWRw35In+llmBsFVPL+AABkrlCQSCs1UZeBGPmU6C2gefo9U0V7+fU/uuw9WWVpEG/Kx/Nhx7ykG6vn4rAxWykVChiA8g51PI6fnHRehDOrd70SOfaUM9mGMmUEzEiKXjLJfVXPC2iI1D5uoQwY3OazK881MATKKbOy3TAhF564MlkvScZBdzc50P3l31YqeGZxHTUZ1l050hSaxmVJdRyHnTt89DbFJlEH9GcjDm/8yHzv/QYrxy3NZvJuREIlo2LcAmeNO3JfNt2HIpUzvlcG2Bd0WFREnEQ0TnbFf9zRoZbBidSF7abp1mDMS0bOJlput+8oiCjMGyAgh/q0Q4huEEH8KOAJuALvK4om6VGd+biOVQ42LwN0zrr845PoAAfzDpMogyDCPZVIGE1lePawTi4T6y6hPgV5QngiRWaBNdN+SJ+NpLZbaCrc4MlijYSTYzMQJz5Be6UYhbXJUU4T98tvl+/R5j6yinZYTM6+VQb37nfXDJqrT7PSiygmQ8YcMHh9JxSiWmm3RDrCqk1CdpNo5kkGtGCXz0iY6qAyGTTnzm7t66t2sr8RcNtEZo9knga6rcSmDs8wM9pSn1kKK548OpRspl59tIzqfNPtnBudVk1HdxYqvyWPwgQxm/bCJuj4DJPN8LP3dc1PTQG6OeU4GVV7BQWs+dleQG3L7DVWL5RUZVBtj5W7C99J2ff+VZktuyp+W3fA7fwf+zZ+CP/i/oOgyI+rPmNsm2mzfV4XzMHua6Ia6vAx8N/AfgY8COhH0A8Bvqv//KPADKlX0caCkbKSfAN5tGEZOBce8G/iE+lnFMIzHVYroD7juK0AAfzCtMli+42sK4thoFGWS6FGdK4Xk2BH62mq2Wxkgg/WDHkGYF9TJedeKsBKLkJqy+FVbzyQZzPasRfOCVaFGjC0PCuc1cm4rWcSEa98uyaAXPZef/N/hF75D/r8ig5qozUcZ1AEy/pDBclEuIOMruTNueTZyyeji0kSVKtKIrFK12ieVQcOAH/syfONfPfVuNlZcoVGOTXQOZFDbOFNrPTI4AwnRKkqveH6+aaKVoiSD2RnJYC4V7aln89xkqO5RN30kg4kxlUHHJjoGAXZmBvOAtJr7sWE1CquJU8hgKCyJ7bhksG3D/nPOOeS4E5/bc8mlTA7qWhmc8bx783Pwr74Ztr8CQLET851Q6dqKUqN19qb8cx+Hgxfg9/4B/L9/pXe9YxPtTxMNyOBk+FXDML4G/CfgR1UAzD8C3mUYxg3gXerfAL8NvAS8APwM8CMAQogj4CeBL6j//r66DuCHgZ9Vv/Mi8PEZjzfAsuA//z145bOLPoqTcJTBCeY/cldAdBejog2iUZQdg4d1LufHs4hCL5q+zyaaUcL8PMuowTk5bzfCJ1WPCZCORYhFQrJ4Pr0hS9q9IE3jwq5R7sY550HhvEYhZfan8j3yfqjuwJd/cfY7P3wR7n5Z7lArMqjTPv0INNCLREcx8NkmWi3Jr5WUJ2RQK4N6ZnCOqrPa1Djsys/3UPU/Ysq+ulPQpwzO0ybq2LIyjk10luCSSDjEaiIq36vzrGRQsCry8Qrr52a6n3zK5KimPguOSjYfZbAcyTvH4DUi4RAr8cjZymDYhFBkvPdg/UjWBanv6WK9NTdrJcjAn5FkEOTmyrjnhC99GP7lY/DipwEoM31FyaTIJ6Ps19V34qzVEre/CHtfhV/7awAcdeJODYdfyKVc7pLsFXluHLaBIoRcx7z1B+GxH4aD53sWbP1+i7lmBq0W6Sk3oe9VzGoT/TYhxCNCiDcJIT6lrjsUQrxDCHFdXR6p64UQ4keFENeEEI8KIb7oup+fE0I8pP77d67rvyiEeIP6nQ+KM1tLA9wTOLgBf/jP4MmPLPpITmIqZfCyvFwGq2iziEiowvkxk0RBEqd0LMLu0K7BOZNcRQbv1EKcmyGF0zCMXvF8elMmhs0rlAEZLFFqm2x5kCSqkU2alJtt2h31Bf7Id8KVb4Hf/d96s1jTwirLEIHS7bkqg8cOGVSkxqcAmXpVkqiV1fzM97WalEXaRGLyuOepDDoztfJvspmZ3ka9X7FkgvA8yYdefJlpDqs22WR05rmifMrkSNtE51w6364d0xEG+dxs7ys9MyiEmG3ubFJUdjk2coRDhm8F4fnBTaxhMAz5PhzXJprIOxsexXprbgQKzlAGQf79xv3b7TwFCPjE/wpARcynWgLk90mx2UEYodmdTfVDwHBI8GEr5vvcXV/Nz2mdz41jWVmUuSCTuFt1qGzLn2k3hMsmKpXBYGYwQIDZcPQS/Pyfhyf+PXSG7DY9+1vyclm6+dzQu3mTzAzqrsFlCJFpHNOMZGi0OhORQZDdY3uDATKwADIoF4u3ayE2By1wE2JtRRXPpzflFZWdWY9ubHSaFSoi7kmthEZuMIEzFII//8/ll9vv/PgpvzkG9I7q8cs9Mlj3L0BmJR4hZEBpTjZRuyqDPlayhZnvSy8GhRBy42iuaaKyF27XksmJ06rn6+kYVrtLxWq7qiXmQD7siuxADEc4rFmedNvlkkoZTK3NXRns1o+pGilC4dmSLHNJk05XUG6050cG7RrYFfZZJZeMjj1WMCmySfNsmyiMTwbrh45FFGTn3zxnBj0lg/vPy+CjinTgVJlPtQS4lOCwOft5t34IqXV4108C8Go767vVMh4NE4uE5Macsyk/ZF2p+5IzW5IMgqmbAQQAACAASURBVHTCQN/mlEYwMxgggBf4ykfglc/ARz8I//pbTu7UPvsxeeke4l0WWGV5YoxOsIDPXAAjvBzktlGkhNzhujxmrYTG5kq8XxnMLIoMysXAzQpszkik1tNmTxmEXnjFHNBtVqgR57wHtRIaQ2Pa1x+Gb/1b8PSvwt6z09+5VreOXpbkJpahWG8RCRm+WGZCIUPa+7Qy6HOATKsuN3qiydmqJUAuBttdQd3uyI2jBSiD23X59T1uSNQgdMDSXtmCcESmkM6DDLoKng+r9kxJohqO8pQsSBWg25n5PsdFyCpSC82eUKsX5kd1e35KrXIT7HSyvnSJauS0kn4WzNR4c6t1pQwC7Y7c0FguZTAz/mfp4Dl44/dC4ToAFZGYX4CMes8JIzK7TbR+KD9/3/xB+Nsv86y17pvS7IZj2c9elVcM25QvKxUwswV5RQaPFBnUmw+x/mqJQBkMEGBW3PhduPg2+M6fgv1n4cXf6/2ssgO3vyAXHqVb853hGgdqETwRwhEZa6xPLotC24ZWjYO2JIPj1kpobGZi/QEykZgkUeU5k8FmGYFBqRvj3JQWOI18ypSLkLSqO53VSjkBhF2jJuJseTgzeMJaqfH675SXanh/Kmh16/AFuSCLZSg2WmSTUd8i27NJs5cm6vPMYKcxheo/An3F0/NWBu0aYLBdMzAjoakXwRvDiufnYRO1qw7ZOazZMyWJajjKUyIHiLnOcEbtMlZk5ewbngGHDNbs+c1wqvPhnc6KL4XzGrmxlcHUmDbRY0k8gHJTkph5zgyuJqLU7Q6tzoj1y7jKYO1QkqiNR+B9/4h6fJObYmNuxFY7TTqhqAfK4JHzNyGZp9JskZmDupbVYV7JvDyvDLOJupXB1Yvyu+boJXndgE202epgd7qBMhggwEyo7MLdL8HD74Y3/AXA6H3oAJ77bXn55r8kTz5zVGrGglWebF5QY+stcOvz8+mFGoWmtMEddiT5mNSeuJmJs1tWM0QamQV0DTZLdM0VBKGThdoTIpcyOarbCIcMzs8mGm7VqP3/7L15tCTpXR14IyIzconcM99We1dXdXVXLxKS2CQEwhKLAI9gjA0+PgwG+diY8TEzjGfAw8xwxsscZs4cY/vYZgAbAwabYYTBwgghBIjFWlC3hHqpql6qa39r7ktkZkRmfPPH7/siI/ctlhR695w+rytfvnyZLzIjvvvd+7sX0bXmHkdhk8HR+Zv8FbIaHb+y2gNb1kDdOnqZvnKbqJcLk3Qs7FuaKLp19CEPzYasioyTDPqtDJo6oGpUK5GMrEzUhTJ40nSEyPiuDHZdIYO2MhjxP9An2qvDXCZwbAqGyKCo+vBcGaTz4b1u0hW77jRkFlUGI8vYRCkISpw//LaJAphRL7HgOaH4Kn3dugZceR9++Z0fRQUp316LuJ70pZA7M4MakcFur49uzx9ClYmHqQJJkqZ3Ptf3AUi0uS0rVLsjbKKtItnWuTOl2aXNhVMyeIpTrIM3Pk5fr34TfbjS54fJ4K3fAnKX6fsAqYObhFWUQYBCPOqPgrWK8pTB414cqWgI0fByMyzbqSiMnjV8gUufBWqP3HyW89Gtw+A77auGYwjk4iqMngUdMdo19EsZ7PcQsrpoI+bqIkvYh8YWVkqYFhRHN1Z7YKMJgG8CHLxIXyNJVHXTP/uYHSDTnf4Da0DuNtCR47RoWBNpZxKq78pgEwjHcVTvrvX52BpVBiNJf9JEjSagJtHrW6jopis20Uw8jG7PQjckFDV/jofRs6BZDbDI+t2VQxs9EZ9mOPn58E5b81wZbHZ7MHpznECLqNOMDdlExfXKrzk7YBEyuKAyWHyNvhaesB9PkSUkfUqyFBsQfSju2URBNksAnqeJAiOq87R6icY+EUGx4Zh7fLAuvf8p4OzbB3ftnJLBU5xifbz+O0BiF9h9lv6de8whx+vAm38IXPuW2cO+QWJVZfDCV9PXe5909/ksgzYpgwfdqF0VsQyEbWyoXiKxQ5UMfqJTR0ch9WZdMph17rYntv1TosWCJqK5GsowcWZQYPs6cLwiGRSL57A2SFzlZNDL+RWyiY4qg970dSpmE10lMf+OCyA1pAymfZ4Z1AE1juNGZ+V5QYAWtGFFGi6e9yVNtA5EErbV2Q1lUBCpBvictE/kvNjsIi21IMXXrysRf4eybgChKM2he64MHoFJCu60o54qg+K8VV2ka3DehoSpUzIkJx7CZu4H8RBYmAzOG4M5eY1GZtLnAQDVNjkxvLLlj0J8bnoIrefIsCy6boyQQb+UQXtsInOB1pSjDq36PllEBfKcDLarlOZ66V32txodeqxk5HRm8BRBo/YQ+Kmv2cyAlVnom9SVc/UbBrvvucsDMnh8g6LrL3w1zdgBm1HH4MSqyuD2dSoKvh8kGSRl8GE3stIiccfuGnTMDcZyvgcyoFtHS9IgSQP1YlXknNHTiV3/lEG+iFOi688SOaGpCsKKND4zCAA710md5u+DpSAWz3vPDW6LpLhN1GP7mOhW8zBAhjGGSL+JXtgdMigWg/UgZgZNHVATtk10VUiShK1EBMdiTjiS8IfUdmlmsNQiEuqGMmin7Fp888gncn5U05FGC+HE+nUlMZ6MWGkZdP30w7bbPAKLF9BjsucOAGDCrPMoFpkZHCmcr3NC5meATGoeGYymADDAnPNaiq9yi/+gIsPP2ceYqiAalmFCWW8TrlOlrmWbDPpHqDJxFbU2r2TJXKRrrz5SIVU/GCaDuceAXgd45dfpeV8ckMEmJ7KJU2XwFIHj0QvA0UvA/ueCfibL4cFn6CL8xDcNbss9RidvsQMDALvP0Ek/nt9QZXDy/AdjDL/06Xv4Pz5yEz/26y/htSPHhVqWgfNfBdz7lE9PdAI4CbivqyuSQaEMOshgPA+/AxnQqaLOYigkImv3j40pg35VS/AFjRpbP6zECUmSSE2btMO+8wx9XcUqKhbPe28Z3MZ7BrNeKoMxFY1uj4IY7AAZ922i9U4PGtNhhd0h5+n4yMyg0fBvw8Rooh+KodHpreQAcGIrFQ3GJhqhjkHAHWVQbFhULR7W5BM5L1fKUCSGaGL9uhJJkpDTVJTEPHAk5UuAjBnbAuBN4bzAUB/cLCxSLSEW+twmWuTvo4IL76NFMbQZNAkimXLe+/DkNdsiCtD5xM/ZR4CPUrA1ZwZtgs5Dfdp+2kTDMPsMLaPv6Bq8O3ynUWVQJIp+7hdp1v7clw/uemoTPcXGQCxYGxsWrjIPguwJyyRAyiBA3WWHL9EFTvTyZS5snvo5Qxn87N0K/pffeBm/8Mm7+JXPPsBPfWIkPfTiO4HS60DTZ1ulAA+QebOprmgTpZ85bjgW4yIdzM/urk4dVSu2dngMMFjgkDK4458yyBdxEc1dMgjwTrVpNlFgNatoZ5wMGqE4dKPvqU00qzlIlcwvvh7YRMstA0lJB1vFAj4BCZV3JAplEPAnfAUADB2GTJ/VdZRBgLoGfU8T7dLMoCA9bpAQ8T4q9zgZ9EkZrJfpfBLPFFx5vGxcHYRDqYnFahbWQeMQnQg9dy/J4GDWeQEyaLZm2yuFjZ0rg6VmFyFZ8qXGQGAhmygw+5xgtIDafZr15vBbGQRIWTOYQq6tVTGi1trKoB820ZjDgjyp87nbBLq1cZsoQILL2bcB6qCGq86fu5/vp03AKRncRNSpfNTP5ENXUH9Esw5xxy6pIIPlO5RSuPPMwEIq/N2bAqtPF98pC8YPvfAAmqrg8//bN+A7vuwsfu/m0XC09MV30tegrKKtEzBJQbEXXWmRGFMVpKKhEWWQ25/8JIPdOopmdO1aCWBgEy23TCC5QxcFs732485Dny8CYon1UwZHQTH6Ey7cqTOkah+tkCgqFs87zwCgz2edqywZD+1jQ0EskkQhMh4EyJRbXSTRhuySbVeWJaRE15jfCZamjo5Ex2bdmdqtpIMMRhLeK1GWRYv9SMImPa6QQf4ePTH5ec8nZbBZpQ7dRNodMphPUPoxAH+OR/MYjTBdr721iU6pxBmFSPqdZa8UyiBfZ5SaBnKa6ups9jzYZHDa64kssEFUfJ2+OpTBatvw9Hw7CTlNRdeSXVUG/Z4ZBPg1RCiDJ46+3QbvGEw6yGDq3CCwzGERBRy2Y58V2qBxSgY3EeLN65elzS0IKd45/Jy9RF9Lt4HDlwfBMgANTdceBFvH4IQ4cU9QBnWjh9968QDf+twe4moI33h9B/VOD396x+FN33srRRQHZRUt34GZOg8L8sqzdlQvMWoThX9kkDGgU8exsZq6OYpkNARFlmjhaRfPe68ONuuk0iZS66cMjoISOCfssEsSsP30isogJzLaFvUwAajy+SuvA2QAh2KgqJ4og6WmgYTURijm3vHIxMIUXmErgz7NDRpNtBh9vrfXVM+3OPnoW4wCZHptoL9mquAs2MFKSbJuw51+OPEeLXcYbUh2/SHm7TqdFxVt/QAZgEhTeUgZ9JAMWhbQOkZdoQ0/oa56gYVtoiJFdZZVdMQmWmp1kU+s7yJZBmpIRlxVFlAGZ5wTRJLoiDLo5+wjQKMUHWvNmcFRm6hQ13x4LRnneyuSBC5+DfDyrw3Wlc6OQQFZphEmYCg8BqBj4Gei66bglAxuIr6oyeDZ4dtUDUjuAbd/j3b7dp8ZfC9zkYZ4/U6rnAZx4p6gDP7OK4doGX1859sp+ObdV7cQDcv42CuOYxRSyWa3TvH3Oii/iZZGKa3C8rksComIPcsDwH8yaOoA6+PEJWVQliVk42HabbfJoPf260adFqPJpBdkUCWlcxJ2rgPHN5ffYHG+9/kGTsmgi6yXke3Z0aqMkOpJgEy5ZSAJHWrCveORHlMG/SKDOpoWJ4Mrfs4FcpoKxjgZFwtYL62JgtyoCVR0A5l4GKE154IBIBJSEFcVUp4i/gX6mE1+Xoy5QwbtvkTAe2WwXQGsHioyPXcvFamY6gjHmQV1ATIobKL8b15sGr7OCwrYn/9JWFQZlGTbPdXrW2h0ep5uvk1CNh5G25JdsomSQl7v9CBJZKf3GmPXkLd8N1B6A3j4PP27ztfTTjII0N9dUoDzXzl0c7VtIBUN+Zbouik4JYObCPHm3bRC9nmoPxr/wAH0obv/afp/pzK4afUSYgExQRn80AsPcSEXx5dfogtQTFXwtVe38LEbR8Ml7cndYMgtY0D5DioRUnVWVQzyCRXFZoAzg1yhaiDuChkEHHM4dvG8958rvUnKYCbjziLRCREgwyYRvu3rROyW7e/s1OnCGI7TPEUkhWrX4r/P2wAZwKEYKKonATLVRgMRqYeo5h4ZtG2iviuDLdT6VAuxbriPUFRKQ912HhKQ7rAymHORgNh9Y9EFC79dQF+nzzmi7ryvsnEVjQ4PVFIX7KpbFXwM5QQZhGQJmrpcL+2yyGlT7O1OCJvoLEVUL5EdXiGiUWx2UfBZGQTmkcEFlMHqfdo85ynKIrjE75nBbFxFuy+D9dbYhNNL5Iris3eNjklz1T5Yd8fcJdc/QM/lC/+B/j1JGQSAd3wQ+As/NjhWHLV2z3er7ibglAxuIuwAmS8iZdCyxuN7BXKPAWC02Nx6anD7ptVLTFEGD2sdfPJ2CX/pbeeGdou+8eldHNQ6eOmRw5KU2A6GDOploFvDYWgPwOrBEmPKoBqnE6tvZJCOQZ3F17bACWTFbntil27wgQy2m/SeyGXXTxkcRU4Lo2cxNLsT7HxbT9JXYUFaFKJfU5KAr/lh4Dv/rT0P4ykZ1EaCGJSwJzbRVp2SdsMuksF0LEzzJRE+F+qHGsUYYOqo9cLYTkbX3r0WSZ7FZnegynhJQITqqCZQbhmuFp1n4mFSB3xUBiUe2uWWMjgUqBRJeqvS8vPgoZVGJu59t93UFGQnBBmctSHhKJwHyALuZUfiNKSETXwSFgmQqd4fbIhjQGaCmBnsIYT+OmSwVRrKiqi3e771Pg7NnQN0HXvq28gq2uuSYy2WBcKx4R+8+j7g3f/D2ONRndKX1rwgcEoGNw/dBl0A1CSgF4F1PqB+Qi+SzWDUJgoAWe7NLjwBhB1qT1qQwQ1JFLWVweHQj+fvlcEY8N6ntoduf++T21BkCR+/6ZhB07Yo1dPv48a7HO+zXcTCChIr+t0LCYr675iOmPx4fry3xytwQt5AHLtpd5TBnFAMtALZcnxI6TV0eh35nDcBMoDj4ueEUD+XPV7OFN3sReDq+2y1zsvFSTLCZzptZdCbAJkOV2pX6hCdgnQQyqDZBsBQMtW1OzgB2IpKqWkM/jZezqnZc9mcDH4RK4O9voWwUUNPCo8vNFfE0MJW2ES9mqnn58GDXsoXApJ1loNPgyqsynNsojzYTDd6aJt932cGAcdm0CQsQgZrDwZrIMAmln4Hl2TiYZhQ0O+taRONDwh6o2P6Vs2ghmQkIqHh99Zb/iqtwz73i0QGkxNEiimot/2f29wEnJLBTYNQA0XEe8unKPx1IaT45N7490SiqHNeEKCLdjSzOTbRKcrgFx5UoYZkXNsdthNkNRWXCxpuHTgWHhpPldOLXj7TcXAy+EZvG9upyMq7vEO2MYF4zndlsMFi2FlzHkqAlEETkBWaafBBGey162ixKOIR9xdZM8MYVrX1CmXQgVrb9Nw+JkkSBbGIC7nizcxgtyXIoDtposCADDK7U8yH0BK+SC52FVerV0rNrsMm6qEa1R2eGcy5GFqSjodJzfZJGSw2DaTQhBlODYemrQFBymptg5Ra1qe5ei9Qvg1ICu6YGV+siTZZn4VFbaKOJFHAna7KZTHTJiordPymfZb6Jq2ZHMqg7cTwmYjkNBUmQuvbRB3KYKPT87WnLx0bCVW7/B4KU/vI3wNe++3JjrUpqLZN3+c2NwGnZHDTIGolzryVvn6xdA2K5z1tZhAYlGI7kT43CMwJGmIxN6IefOFhDU+fSU0sQH+soOFO0bGLqVGBr+9W0fKbACTc6mbX6h4bKAXOuUE/ySAt2nVJc+2EnNOol48xRvUSPqSJ9rtNdGR31IJRiDmxibvs0TSpn8ser059TBGvd0ykYt7bx9Jxh90q5E2aaM+e7XJXGexbDM1+iEisL8ognWuOOqG1w2MAWqBLEgXsDMI7PFQG+WMzNYFKy0ROc0/Rsfs3fVIGjxsdZKQW+hF3E2oBoQwKdcmj43F8E8hfwUlb8mXxa9t4Z8Emg7PSRCuOwnm6Tm1t2swgQMdv2vuw/ghg1rBNtG3Yj+snsnEVPShg66aJOm2iHRNJH3v6stqIZVdWgL/5B8B3/DRw4Z3Atfcv/FhBdD1uAk7J4KZBEKMzXzb8702HTQYn2ER3nqE5pOe+a/x7yd3NeY32/Mfg4t63GF5+VMNbzk2+4D+2peFeSadodgDQuE0vCDKYPo/9JltrkSh2WMcSRf0ig/ziqcTTrpGQbFxF32I0oJ/Y8UUZlLpNdOX4/DuugLGBeSdkheYjXFAG6+0eUj7s7mads0QeBciwtrCAu6cMigW0nSjqx5waXySXjJAryqAiS8jFVRSHAmS8VAbpsVuIwuhbriqD2bhKSq3qz7E4rneRRmvoerEuMs6NHpuce3Q8jm8A20+hpvvTbSc+55Y1w/a6iDLosIkGrQzqRn+4a9iJSGq6W0CMxmQGNlH7tbi4QbIIspoKg4XWc2To5TFl0I9rh8BE1TkUoWTR7/9t4Ms/uNDjWBZDvXNqEz3FJmCUDH6xFM/X9wE5NFDGnFBCwPt+HEhNsJAmdjcnKEcv08xCaHAyfuO4Cd3o47lzk2e/Lhc0GH0L+1VeZC5soq0AbKK5Szipd9eaJSrwC9HJaKKozzbRcCI3546LQ1jhyqJr0AcyKJs6+iFvyKCtDE6LaV/leDlnBjmEMug1xm2i7iuDTOzQuzwzCGAwN+iHMmjoAIA2Iq4ogwAtpMkmKmYfXVaibv8+8NG/T//PF/mVHj13N2cGM3EVFgM6oSQpqF72JYJUqbTUgqK5d64a2ujxMt3V0IHyHWD7Otni/LCJanR8RAfdRMxTp3td+l58WBkMamYQwHR1MJ6bPrstRmMcymBFN6DIElIxf/vtclwZXLlaom9Sr+cQGfRXGUzHwrbNdh00Oj0wBqRP00RPETjqB3RRzlz0LezCFYghXXnJt1RylxbnVn/+fb3GyBA0AHzhIamFbzk/RRks0MXrTWEVFWTYByviEMpvopd+DI1ub60UzkJyijLYqXmySB9Dt44+ZCQT7ik4WScZTJ+nDReP51RDvRb6Yc2TxxaLkKlhDKsE/nRrE2cG/dghTcdHyKDLATK60UO0zz+fUfcCfVKxAJRBbhNtsSi2XErbzWs8QdgrJermfwY+/a8oVKvbBCQZJYPmUHMupkCKTRJdFomU3h6PUstARmoi7CIZTEZCkCX+nvIy3bX4KgAGs3ANutH3xSY6094uEFLpHDDNJjpWOC/UtGCUQWAGGYzNI4MSkDpn3yQClfzut4upCpgcgmStuHkiXiNfOzFGLhw/ZwYXmkddAOJYniqDpwgejQMKYVG4yvZFowxO6Rich+Queec3oXh+xPcOAC8+rCIZCeGx/OSF/WMFuv3OyaA/C0rE39fTrgLtMhoaWU7WmZ+IqyHEwsrIzCD/m7Qr6zzLxdCpoYm4qzu9osus0jKAt30PKdh/+H+59vij0I0eIqwNSfWGDIYUGaloaHpM+7LKIGO04BxVBtsmUj7s7o7bRN0NkCk1qXAegOsBMgD9nfxTBmmRrCOy1mywE7kEr14RC3G3yYd4vMYBqTpqwiYE7pJBeqwG+Kyux8ej0jKQRgshzb0uUVmWeBiG6W266/FNAEA9eRWAP0rIzOArJ1RtuhraHiYexWYXiUgI0bC3HYmTsJAy2J5CBmsPaJ0XGvzdyy13A5WWgRKOQF5VGRRhedwV1Tb76FvMt2oJgDYaam1ztgV5AYi5zdOZwVMEj8bBwE6Z2NkcC+U81PdXJIP8tW7C62wVx8jgFx7U8Oy59NTy1EJCRTISGoTISBLvGvTRJlq5AwAoqqJwfj37WD6hjqeJAv5YRTt11Fnc1WAJ2yaqGxRY9I4PAn/274HSbdd+hxPFhgENHcguhpWMIjurwHnZwB+jSRsyozODnZ4vlqVMLIyW0YfRszwJkCm3DCSkNvpKlHoMXUI6CGXQYRN1q2i7oKm23Y5CL1wmH4KUNQ7osXnhPOAuGRTqVp1xMujx8ai2dCSltmsdgwIZoXJ4OcN5fANQIiipNOOf9SlABpgy6+yEmpxOgMV5zZEmGsS8IDDiDJgEcR6eVA0y0jEIgAcqBfNaQmEVMltVGRw+Jo0OPY6vaaLcIi5+96qo+tCtu6k4JYObhsbhgCAl9zaDJM0DY2uQQV4Evgmvc2QIutvr49ZhfapFFKBo/Me2tIFNFKAdMj+VQV4rcSCvVzgvUEhEBotDYPW6ghXQb9dQY3FXL/DCJmrP2L37h2ku9Dd/CPi1vwH83De7unA8bnSgSR2EYgnXHnMUmVm2GKEMLtpP1pk8T1dr+zQzyI9PtW14EiBTbpEyaKnuqYLASCdcNO2TMkiL5BaLujZvl09EUO/0iIyrCfeVKPH+qj/iHboJmwy6WTov/h7Vvj/KYKfBnRJR9wJkAFqIDtlEvVIGt66h2qHwk0zMR2WwNWezJ5qeHrwyZhPturYpsiyGnAGTEM+Ty2GS5bV6b4wMllrdwMhgOBxBCP3VOi1HyKD4e/iaJmpbkNdzlZzaRE+xGbCsgU0U4DH4XwQzg+0K0GtPThKdB5sMbkCi6IhN9OZBA2af4S1TwmMEJtZL+NkPycngPUZJpuuTQRXF0ZlBwBcy2NOraLA4Ci6SQU1VoCoyKYMAKbdf9beBu38MvPrbwP1PAY+ed+33nTS60NCBGvNOGcyJGP1JiOcBq7f4YnhCv2bHJKXOD5voUJy+BwEypZaBlNR21SIKAIlICIos+TwzSMqgEtWghty5fIuNl3LL4MqgRzbR+j5XBhMo6wbCioRkxD31QOzml/v+KIO9liAmLiuDtk3UwwCZ45vA9nX7HOLPzOCCNtFYZvpIwqhNtGEEMi8ILGITnXLd7Pfos+BIEgVoljIwMqjyNcMq595RMsjVOT/TRG3VeVbVxwIQP58+VQZPESj0Ii3iknt47aiBTnSLFCaPU9HWxqyOwXlI7NDXoJVBs03hDNqADL78iHYnnzk7nww+qrbRMXkIjrblr0209giI53HYlhGSpbUVAwqUmKQMLhlKsgKsdg0NxFy1iUqShKwWHk7ffM//DPzgZ4Af+gL9+/Al137fSaMDDR3EEu6FlYwiG1en77AvS95tZXDwfEXinx/KoK3oCDLocoBMpWUggTbkmLvHQ5IkpKKhQZqo0fA+CIvbRGNx94itiLIvNrsekUGu8tT36bHVBCoehGWkomHIElAy+bnDY2XQ0jlhcbFaAiDVvypK5wH3lcF2lVTa7SftBEY/lJBklDZPFiOD1cnfm6AMBpEkCjjI4DS7fmzKeEXjgNZ5DmWwbzFUdcOeb/cbkQj/G64yNyjWOvz1Njr+K4OZRTca5qCmB9P1uAk4JYObBK6O3Wxp+Maf/CP8wz+sAMzCG3ffDPiJzcGsjsF5UMKbEZRjJ2INyOAr+3WkY2GczcwuD3+soIEx4F6Jh1QIm+gqlotV0KkBsSylkWnq1PnGRVFI0sygPYw97aLmAaRuHQ24axMFiHCUneRJCQHbT9KxSp4BDl927XdVajXIEkNU844MZpyhK6NYlrxPUAbrbf92d4dmiTwIkKnoBlKS7joZBOg4EBnkj+21VdRowkQY6YR7tSVDyqCnNtF9emw+M+i2CiLCV45Mdfj3egRJEBaXbaJ2gIysAOG4++T85BZ93b5uB2a4adedBlmWkImFZ6eJAvT3nKYM6mUgrAHhKPoWQ7lluOoiWQZqSEZcVeYrg6MhMiLJOj1QBmttExbz5zhMgsrJYM9YYSOu/oj6lXkY7/jXpAAAIABJREFUThBWy6yzkmUN1NomYmEFkZD/gURB45QMbgrMNvDirwIAPv5QRjISwrve+jQA4N/97p8G+czmo/6Ivq6iDAKb0TU4YnUAgBv7NVzfS83dvb7M6yXuFPkiStumBa0fM0QAkcFICsWmO5aZvBZB32KDi1w4ShdgH5RB2WigzuJ236FbyGkzZux2nwGO3CODzTotEuWodzOD2bgjdGUUSyuDXLlxzAz6eUEfmr3zIECmoptIyx1ILttEAVJOa21z4HCoe2x3N3V0pIiryrk4Z5RaXbImumlLFEm1wMAmymcG3ewYFMjGVRx2hTI4Ze7MBXTMPiI9fn53PUAmjEanh16fz3C6TQaPb9DX7adQ1U2EZAma6s/iNxMPz1+wx7JAZ4oy6Cicr+oGLBZMrYRAOhaebk20g9dGrps1UTh/0b7Ji0ClZRCNUOhcvaUv/8MjeRHi2uFnCMvQqMEaqOrml2R4DHBKBjcDxdeBf/424FP/Ata1b8XP38ngfdd38C1fTcXzD++/iT97MOXkuAkQnXqJ7dV+Prkb/MzgCBns9S3cOmzg6TPz574uFWiXfrxr0KcQmU4NiKZd220XSkGp5XPxvGUh3Gui7oUyqKnTS9p3ngGKr7lmT2y3+CJU9TBARpuxE7ps+uskZdBPm6jHATJV3aDUx4j7ymA6FqbABLHLLzbGvIKho8Wiri6Ahc3O7hp0k3yYOsC4dba+T1ZaPjPoxcI3Ew+j1GZAKOqpMljRDWxL/Jq86nVvCgRJplnUGcmaq6J0m/4+6fOo8MWvX912M+3tArEM0OvQBvko9LJNvkXidcGlipVVkBabQZMwzaFhK4ODjkGxURkYGYwSGay1pvQ7zkJ9f8gV5qf1WCAVC0OS5nRYLgC/unU3EadkcBNw88NAYx/43t/EH7/9n6HUtvAtz+7ZJ4srkSr++e+9HvCTnIF2hRZaq8a2JzdPGXyz2EK3Z+Hps/PJYDIaxlYygjsnggxS345viaIuk0HRU3jSGKmX8JoMGk1IYGhLGuIu71Tn4uogQGYUu8/SDIewT62Jrg9kcGaB88ozg06bKCeDPsx9aKqCkCzRa1FUOhbWBMVzRVR0Awm0xqoz3ICtDKT5Ykjs+nsEZjTRYipyLm6WpKIhhBWJQqMiKXfJh3hvxXK8WmIwM+jFwtcmGxFvex9LTSKDfTkysAi7hKEwDLeVWmBQayBJqLUNe97KD8xMQRYQtttJc4OOkLdigzaN8i67SJZBahYZjKYBSR4/D1fvkZMgPKiAKvHANi/U8kUQE2Sw2Rn/ZuUe0JgRZDjSMV1tm9BUBWHFP3qhyBJS0QVU5zmonpLBUwSK+gGdOB77WnzkxQMkIiG8+2qBdhxDMbz/bAe/f+sYLz30zvayFtrl9Ybok3vBB+WMzAy+sk9/66fPLHahP5+N4VGV72QKZdAvMtitA9E0Sk13YrZtpcBvZdBhV3R7pzqr0WxXrz+BZOw+S19dmhs0dK6seFQ6D8xJ5oukADm0nDIoKUPP106E86FnUJIkPgPJySDg6txgrdVFnLmfJgoA6RgPkEns0t+w5q0y2Os00WRRV4MmJElCTlMpNCrCZwbdIuOCkG0/RQqh1YOlJlBtm57MR9mztFFv011JGazAjG9Tt6yLGLJNz+rcWxW1B7aSXdVNXwu2s/HwfCufsN1Osoo6bKJFoQwGNDMIOJwBkyArfP5xRBms3AOyjw3fxM/jQXUmxmNEBhv6BJvoL/9l4D//d5N/sNuk67aTDOqmrxsMAgu9t+agpp+SwVMEicYBkDoLs2/hd24c4r1PbSMaVugik72Ep2MVSBLw8ZsbWjPRrqw3N5HcpdJrP7v5RqGXAEj2ruQrj+qIhGRcLiy2oN9Lx3BQ47tqwjbkozLYj6RQ7/TctYmO1kt4TQb5wlHyoJIhFw+DsSkx4LnLQCjm2txgr83JoAfkQ2BmgbMkLXe8OnV6ro5FrZ/KIOCYJfKADHb18ZlIt5CJqai3TViSQptatYeu/w4nep0m2oi4rqrltcggQAZwj4AIQrZ1zb6pLcXAGH0m3UY2zgNKPFYGyy0D26iCiVlRF5FxhmFEPJgZdBSe+z0jldPIocFmhauJjeVJITJ62Q40s5XBgNJEgTk2UWDyebhyF8heHLrJ7t0MSBmMxygkrzk6M9g8BoqvTk/bFuM9Tpto2wiEUC2kOs9BrX06M3iKIFHfB5J7+OydMqq6SRZRgewlhOv3cSmv4dVDly8KbsENMggEOzeol+gipJAS8sp+HU/uJhFa0Oqwl47ioNami5yw6flBBs0O0OtAl2kR58YiMRtXKaLdWS/hR0IqXzgqHqQ+2sXzky4WsgLsXHelXsLsW4OSYV+UwRnzKsukiY5YKOttE5GQTJtSPsDe1Q2t0Xc1AYwx9NvCBus+Oc/Ew7AY0Oj0yNbv8cyg1W1BZxFXbaIAbQAVW8bgfTCt9HtZCEK29aR9U5ORCuGNMhhG2+yjH0l6qgyWW2QTVVK7rj/2UBiG2+muRouudRmhDBpI+1A4L5CJqzB6FtrmjAqWaTbRfo/UQn593a+2EQ3LtmU+CMwngyPjFT2DNoyyl4buVm4Z0FTFt/PtKJJxIoP11sic5v1P0dfag8mbEuJ8l3aSwWDUtUx8zrFYAFWfbdObhFMyuAmo7wOpPXzuPu2EvfPxQaIlsheByl1c207gtaMNJoMitGICqrqBv/ELn8Un35jSvWeTwQDnBh2zCIwx3Dio4/qCFlEA2MvE0DEtbnULEzn2gwzyxVYTRDzcCJZQZLKNnTiVwdRZCoOYFvntBvhrCWnupvMBA5JcnhZesMMTRdcku5WWAU3iF1RPZwbn9CotrQwOv9frHdOX8BiBdIzv6oq5Y5dCZDqmhUifk3MPZgaH+q3SZz1XBpnRgg53A2QAoJDg3aIJfi5uuuRCmUAG64wWnl7MegmCaSpJ75VBqYpQem/+nZeEHZNvzwy6eN2vDidZVtumr2Rq5qyzwDSbqPg3X2s8qOg4l437Fn4zCelYGLrRp03ASYjnAd1xzaw9AMDGyGCF10IFBVWdkiZ6/9OD/z95bfwHJ3RMB5XImV1TGeyYfXRM69QmeoqA0O8BrWMgeQYvP6rjsYI2XNaZvQQYTby10MfdUmtQbL5JcCR8TcLP/NGb+PjNY/ytf/cC3jiecGFL8gtq0MogJ4OPqm3U2uZCSaICe2k6mdpWUW3LHzLId/DrjJNBlywzY8XzoiBXJKF5AMZ3gmMJ98mgWGCVpyWK7j5LRHdNZafUMqCBvwc8VAZjqoJISJ6ekLpM4A8PIHLC793drNjVddkmWtENJMEXOB7YRAeLW2OgDLoYfjMK2eTKoOs2UZVs4SmXz8VCncs9Zh/bao/OUVnN/feXIMltRfNUGaw3GtRdmXRfGUxGQ5AkXoCtuhwgI87fmQvo9vrQjb6/FQBi82TaeQuYbhMdKZx/UG7jfHZ2B7DXsIvnZ9VLOM/DlTv0dYQMljwKVFoY3BHV0Ccogymeenpyc/znxPUyORwgEwQZzMTDqM5Lqp0BMRpxSgZPEQyaRzQvl9rDy/u1cQLCTxrPaRVYDHj9yOVh8nVhWbRjN4UMlppd/Pwn7+LdVwuIhBV8/88/P74g17YBSO7tRq8CBxm8sU+LiOsrkUFHiExrihLqJjgZLFv0+926oOQTqh3dDcC2FXlJBrstIoPxlPtkUMxBTt05LDxBX0u31/o95SEy6J0yCIjuxFk20QXJYLsMxIf/5vV2z5fCeYGMsIkKMthzkQxK3pHBwXyXSYumvgHo3n3u5V4bLURdV9XyiQjaZh+tCA+/cqsvUaha0bStHlT69DfzqmcQAHRJc8/qOgGW+Pt4QAZlWRqk1EZSQK/tXrhabVB4blcA+GiLG9o8mYZIGoA0bhO1E78HyuD5XNyDZ7k45pLBWI7Or8JxUrlHX0eVQY+qVhaGTK+j4bSJdpvAwYvAc38FUCKT07Zrj+haw5NRGWM8hMX/15KJqWh0e9NV2jmonpLBUwQKvgPbVLfxsNLGM2dHrIn8pPF4mE6Etw59KjJfFN06kdkpZPCn/+hNdMw+fvwvPo2f/W/ejgcVHb/06XvDd1JCRJ4CVwbpIiPsuNd2Fp8xOpOhHcp9Wxks+KQM0gWz1BPWK3dOwoVEBMUhZZAPvHsYnd9u0E6wls7PuefymKsMiiCINY9ZsdlFVmrCCsWpQN1D2MmJkxDP0866tYCTwBHKIOC3TTQTV9E2+zDACahLymBVN5EEX+B4YBMdUwYBTz8j4b4OU44i5nL1yhbvaitaSVoYNvbdeWBh1VQTtnpQ4cqgF4susaBuIA6YLc8SqiWxcZlwnwwCNDdIQTguB/pU79OGS2LHXvz6mSYqNuWmnocBQJZp82BUGRSpnPEcarqJRqeH89kNJ4PxPO9M5BtSlbtErEbeN+WW4WpC8NLgm3Cttg7c/wyN7Dz8LCUAX3oXbZYeTyCDI4XzHdOC0Q/GaimcBqvODYqfOw2QOUUw4J7r19tEPJ4ZnVPji/At8wCRkLx5ITLihD2BDJaaXfzip+7i2996Fle2E/iyC1lcLmh48eGEyOgguwYZG1IGXz9u4mwmBi2yuDJSSEQQkiUcCmUwlp3ck+Q2+O73iRmBwneU3UA+oQ6nicayQFgbzJx4gG6jDIMpyKbcD/qIhhXEVWW6PcmlBNhyy8CeVAJzpKt5BTs5cRLiedqkmaeOMDYU1y5Qb5u+JYkCgwtws88/c5MKp1dARRTOAx7ZRB1BPnbXoEchMn0TCut5Yj8WZPCkadK52C1lsFOnegRZsReN5Z6KkCy53iUKDGYGxVyiV3ODIf2Y/ifpfpoo4NjocTvdtXqfNi1k2Y7h9zPBUijaQ9eWSYhlxmcGHTbRBxUiV+cCtommFiGDwEDVFEmi8vDSuxzwzKCwiartE+Dfvh/4mfcAn/8l6kk89xXA9pOTlcGRwvlqm45rEIRqqJJlBYifywSgam4CTslg0OBq2BfqtMM1ZhNV40BiB3L1Lq7uJPDqpoXI2GRwPEDmT94oomNa+OvvumTf9uzZNF56NGGBmtgOrlrCaJISEaey+NePmri6s5zFT5El7KSiOKhyZTCWpb+Nl+mbgD0Xc2hEkY2HIcvuDNMXEhE0u73BjKok0dyglzOD9Uc4YjkUEtH5d14B2VnF89EM9cQ1j9f6HUQGy5DTfpDBGQPz/L081yrabVDJ+8jn1/+ZQW63DAmbojtBLBXdRAreBcikYmFIEq8B4N1tnoXI8JRaOeIBGeSzxieNLs1wu+XScCbVcjJYNFSkY2FPgj+EylXp83OIR1bRWJdfq7xSBsUMrdvprtUHjloJ/xfu6VgYiizNVgaByZuptk00jwdlIoObYhOd2jUoNtkEka3cHbOIdkya3Qx2ZpB+99f1P0NqoKEDL3+IgtWiKaqGmZQoOlo4r/uvNgtknZUsK0D83KlN9BTBoL4PKCpeOJZwNhObvDuUvUSJojupDVQGxW7duDL4/N0KNFXB9b3BIuzZcxkc1bs4bnSG7+zXjN0kOC4yfYvh9kkTV7aWn/faTUex71QGLXNQM+AV+CLhUTvs6hyRKPIdtoqeH8yceAClsY995D0r3s1p6nRlUJb5e3A9MlhsGjgjlyH5QAYzs0p27UXIHDLosF4JMMZQ7/R8KZwXEAuhY4UrLZW7rjxutWUgKzXAQjFPFDWhxld0gz7zoZh39RL8XKJE3J9FHSiDXe7ScJEMikqPK+8FHn8vjjgZ9AIhRUYmHsaJxa85HnSjWhaDZpbQl5SB8uMyMjH+2RbBXS59HkY7BgF/F7+yLCEbV1FqzUkLjmYm20QVFVA1PKzQdTZom6htE58a5OVQBhmbSAbFht4mzAx+rfwieok94G99Ath9Dnj2O+n7W0/RV2eiqNmmYzKBDAZiE51XtzQHQt1Nn9pETxEI6vtAchcvHzTxzNkpO9fZS0DlHp7cTeK40Z2dxOU3xO7dJDJ4r4Ivu5Ad6up7ls9EvjyqDvrRYzcNDjL4qNJGt2ctrQwCFCJzWHMog4C3VQwAkUE5hENddvViMtHO47EyGNMf4SEreHZRzGoqyrMuFIn1NySqTR0FVIcukF4hy61kljXhM2N3Xc55PSMJfQCgG330LearTVQc8xNDpefuFhlsm9hWmpA8WrQDQqE1ST1Pn/NuZpDPHYVj7pPanEbdoieNLr133bSJCnvu5fcA3/MfUetYns6j5uIq9nucgK6p9E9CvWNii1XQUfNjdj+3YNtEc4/TDaU31n9Qs02bXWlOBrmlz297YiGhoriSTbRE5ylJwoOKjmQ0FPjCPcM7eacqneK82q7Qf936YP6eQ1xjg1UG6e8YkUxUzr0XyF0GfuCPgXf9EH1/W5BBh1XUrpU4Z98UJKESCveqymBFN6DIkq/BaZuEUzIYNBoH6CX2cKfYGp8XFMheAuoP8eQWLdBvbZI6OGVmsNEx8ephHW+/OHz702dSkCTgxYejZHCLBq3dLNhdFGJBHM/jdV59cWV7+bm1M5kYDmodKp73kwxG0yjrpqtF1EKdG9rBTZ+n3+dFZHvfhNY9wYm87Vnxbi4enr2Rom2tvXi0GodQYA3NUXiFocLzUcQdi5BZ0MeVwVoAqWpiIVTRDXvzyw1UdAPbShPQvCODmXjYTmakrkGvlEE6N6ox9+2uiiwhn4gMbKJGw51+O6dNlMNrC3JWU3Hf4Jt5HiRUl3jHoBHbdv2xBdKxMOqdHnpqis5LbpBBYV92KIMhWYLmwezmLOQ0dUGb6Mi5q/Smrao9KOuBq4LAoJO3uIgyWJ2eJApsBhkEgPtbXzf+/ewlnijqqJeY0DFYs2cGA0gTja83M1huUedmkL2VQeKUDAaN+j5qCs33PHNuChnMXASYhetxWoS/ukmJolPI4OfvV2Ex4B2Xhm/XIiFcLmgTlEE+K+TBTu5cOCKrXz+mBdeV7RVsoqkouj2LLnQ+k8FSy3C1iLrAZ4iKo8og4I3yUd+HDAtV1ZsZHIAWibPJ4Ppzq6EmD0HyJUBmRl3Gou+/9rgyWO/QxdTXNFH+u0pNw7bFu4GqbqIgNTyz8wEjs5vpc57NDHZ0ImcRzf2AJYDmBm1lEHAn0MupDHJ4TgbjKu62OVFw83pSug382b9HhZPBvuYdGRT2w1rbBPJX1q68ATAgI7wmSPTB+b34zSdGOmwnIZoh15HTKVR8DdiiCqAHlTbO54INjxEY6+R1IpYBINEaQ5zTRsigIMZ+BvmMgdtEmyyK12Nvm/B9hRJFT14d3GaTQUeATIAzg4lICCFZshXvZVHVjWCPQcA4JYNBgjGgcYBDRgu3p/dm2EQB5Mx9aKqCuyXdpye4APQyXeyVYWn9+XsVyBLwZRfG7aPPncuMh8iIC2sQc4MOm+jrR03spCIrLVbOZBzF8z6SQSuSRq1tujozmJ84M+hh8TwnmK2od/bKXJx6iIzelB6ixNbaVuVoW5BBH2yi2ozOLjUByKGVlMF6m5RGP22iYtarohu0+VV7sFgtxhxUdAMZNAaBOh5gaHYzdY7UKJd6Ep1o1OmcGdfcVwYBmhu0ZwaBwWJvHXQbg5lBDq/JYF5TcdLm7ow1Z4CH8PzPAb/xt9E+fBVbUtWTwnmBrFMpzz/ujjIokqAdATJBzHbltZEO20mIZXiQCXcK6WXq7yw8AcYYHlY2QxkEJiRvOyEr9Fr0soMMDttExYarm5u5S4MHyPyh9RyO9CnXv61rw/USYjY6tWffVG2bniUFz4MkSfwasqoyeEoGTxEUOjXA1PGwn0EiErKH+MfAyaBUuYu9TGwwl7YJaFf47tcwXrhXxpO7KSQm1DM8czZNITJ1x+vQ+GItiERRvURJktE03jhu4OoKFlEA2EvTTqXnZPCFnwc++6/p/zs19ML0fN20icbVEOKqMj4zCHhTL8Efs5vwjkSJBdbUmQJtm6zKK9rjzL6FtMnfvz6QwcwsZVCSJlutRiGUwejgMyyS8fwMkAGIrJdaXBm0eq4EsVR1EylW81cZBPMkRKbVJEeIlpziIFkTW0lhExXKoAtzgyM2UctiqPtgE620TLDEjrs2Ua4y5l/7/1CQ6gil9+b8wOoYmtnOX6HXsa49v3qfNoiS9LyruhnI4jevqWh0euj2Zmz2jF4/izy4pHANJ80uOqYVeJKoQD4RmU1u43ng8CXgtY/RptTI5shRvYNISA623y6aBh77WvxG6P04aU5ZX24/SQFyXU7QK3fIUeII5qoFpDYLzOzenYOqbtobrF+KOCWDQYJfbN/spnAxH5/+AUrsAJCA5hH20lEc1Nzp4HIF7cqYRbTXt/D5+9WxeUEBESIzpA4Km2gQZLBdBWIZMFDH4CoWUYACZABQ16CXZPBzvwh8+v+h/+/U0AnRxcXtncXCqJ1H2wJC0YHdyE1wa52V9M5eKWYyptZLrPkerPCOwZ4cnRio5DZESXGlNWUndBEyqJdpIeBQ9oOYGQQcNl5ho3LBKtpstRCzdE9nBrPxMHSjT4vb/BW6USxeXUSbk8Gkh2Sw2OzCEnUJ65LBnkGbK5HB820ZPVjM2/dWTgvD6Fvox9efAR4CVxkv3/9VAEA06/25qtQyBu+pddXB5hFVYcik2lR1MxACkucjCDPnBsXmlAioE/bErSfwoMyTRDfGJqoOO2hGkdgFHnya/rv+gbFvH9Q62EtHg51VU0LA9/4m7ibfThtCkyASRYv8WBy+DOw+M3SXmu5vJdEo7BTeFVDWjWDnNgPGKRkMEtyGc7OVwKX8jIQ4JUTKWeMQZ9Ix7G+cMji88L112IBu9MfmBQVEiMwwGRTKYAA20U4ViKaxX+tAN/orJYkCRJ7CikTHJxyjgevRRDQ30K7QrlzfBDo16DK9d9w+keVHU98kiUJkvJgZrN1HCWkkEt7MQwGDmYypi5DEemSwxDsGu/Ed+lt5jJkzg8DiyuBIx6A9M+ijTRRwBEsIG9WaZLBvMSidQTiUV8jY/VbmIHXv+Ibrv6fbovNlOj3uxHADW4kIzD5Dra8SgVs3UVQo7A4lxI+NBvG56EYK7pLB5gkQiiLao9elZrxTBguJSWRwzbnB1sngOgthE/V/8WsT3VmJosJt5FQGQ1EgfR4PeeH8pthEC4k5Sudf/KfAX/sQ8CP3gG/7J2PfPqi2sZv2plt3WdCG0JTjsvUkfT2+BfR7dI7bfW7oLtW2EUh4jEBGJDsvCcYYKq1gn3vQOCWDQYKTwZfqGi7k55zYErtA8xh7mSiKze70uSe/MWExKZJC33p+8qJFi4RwIRe3w1oAAKEILUCCUgajGbx+RBf5VW2isl087+ga9EIZbFfIRle9D3TraILeOwWX+/nyWmR8xzNz3pOZQav6AA+svKe2JTuxcpqSJuZWV1xAllsGdqUyeh5aXZ1IRkOQpRnpaYsqg/ERMshnBpM+R2zn4pwMps6RbXtNMtjomMiCExIPZwaHSHksQ8//yH0yaDWP0WMyMoUd1x8bmNQ1uObMYJdv9jlsorW29+FE4nPeCudcJoNHwPUPoCvxhXvSm+MADCzt5aYBZB8DILmgDB4P3A8YBMj4jSGiOw1ig1lsphZfA/JXAVmxC+fPbQgZnKt0Fq4CV79hLFVX4KDWwZn0ZqictlV8EuxE0VtA+Tap/rvPDt2lGrAymI2HUVvBJtrs9tCzmO22+VLEKRkMEjyt7VE/g0tzyeA20CRlkDHymW8EJiqDdSQioZk7d49vJXD7eKRGQiu4O/C/KDo1IJbBG2skiQqQjdfRNeg2GbSsgXXm+AZg6qgzoQy6FyADAFvJCYP+mQuezAxalft4xAqeevbFY8+3ia72Hiw2u9iVypB8SBIFaPMh45xXG0UsO3ivTMOEzZxa24SmKkP9oH4gl6DXwmSFNh3WrJeo6CZyEp+z8lQZFMXTnJRvP+WJMijrJygjhWTUmwWLTQYbXQqFWFcZFDNukUlk0LuNBkEGG6EcYLYGM07roN+j2fLMRXwm9m66LeFdgExYkZGKhlBudYFwlD4P65LBVtE+x3V7fehG304t9ROCPM1MFB21iRZfI1IF4NWjJs6ko4gFEFIyCflFlM4psCyGo3pnY5TBQmIGGVRCdAxObtEMJDBGBmttM5AkUYFVA2TEuTvQuc2AcUoGg0TzEKaagYEwLs6yiQK0U9s8tk8aB5tgFbWsiWTw5kEd13aTkOXpVrkr2wm8WWyh7yzMTmwHaBPN4PZJC9l4eC275XYqOjiZLrIYXxbdGgD+N3v0AgCgYsUgS+7HOee1CMqtkVLzzAVKdXOjg0yAMcj1h9hnBU+VQVvBmbaDKyxUzRVnBptt7KCCUPbc/Du7hKEky1EspAxWxpTBim74XkQNkDJo9hka3Z4r9RIV3UBOKIOat2migCOYaOc6LV77q82uTEO4U0RVzng2WzREBpNn1q+W6HIy6FBE6j7YRO3ZYIlfl9wIkdFLABiQ2MbPKX8Fv575Ps9DooaCSfJX1iODjA3ZRAfl4MHZRGfODDpn7s02bQxtXQMAvPSwiufOeWOVXgV5u4ZpTl3GBBRbXfQsZucNBI2tZARts49Wd0J3LUBW0eNbwOGLlEBaeGLo2zXdDKRwXiATV9E2++iYyyVRb0TXY8BYiwxKkvTfS5L0iiRJL0uS9B8kSYpKkvSYJEmfkSTpdUmS/l9JklR+3wj/9xv8+5ccj/P3+e2vSpL0TY7bv5nf9oYkST+6znPdSDSP0VJpx3rmzCDAlcEjnEnTm3UjQmSMBsCsITLIGMOtgwae2ptttXx8S4PRs/Co4ngdWiFAm2gat0+aeHxrdVUQALaTERwPkUGXlUHn43EyWOrHkImrM8n3KsgnVPQthmrbsajN0+6sK1HnAq0TyP0uKYMeLk7CioxkNDR9EaKESSVb9j3YOARKt9GpHiEs9RHNn1//yS6I7Dxl0GjMJiUD+vtxAAAgAElEQVQTlEG3OysXxcDGy+sl1iSDVd1AThI2UW/TRAEMdqS3nwb6hjvdcA7EumU0FO+CicaUweYhbfitiqBmBvn7qMh4cI0b1xThFkhs40Ynh8+c/37P54JzmqOyQHQNrlp7020A/a6tDAbZB5eKhhBWpOmzaQAlVMoh2qgt3QbAgMJV1HQTd0s6njvvTYjSKrBtrysogyIZfndTbKIJxzlgEkSi6P1PEzF0lNWbfQuNbg+ZAOZQBTLOfs4lINxCQWyCbgpWJoOSJJ0F8HcBvIMx9gwABcB3A/g/AfwkY+wqgAqAD/If+SCACmPsCoCf5PeDJEnX+c89DeCbAfwrSZIUSZIUAP8SwPsBXAfwV/l9//ygeYyKlEE0LGN7Wq2EQGIXsHrYU+nksV/dAGVQEBOHsvCw0kaj28NT0zoTOQTpun3isPBoW/6TQcZsm+ibJy1c3ppDyudgOxlFs9ujnTXPyeDnAQDlXsyTi3phkp2H786i+Lp7v4gH0jxiBc9tGjltBnkC+HtwSZvoR/4e8K/fB7VEHUxy2h+bKEAzElNtMfbu+hR1umdQj9eoMtgKSBl0JihmL3EFenWLX6VlIic1wCB5mu46FuRjh8i84urvSfTK0FXvSG0yEkIkJPOZwT2aS17nfDzDJuolGUzy8ukDi/9eN5RBPntoxbdQbhl2D6uXsAOVANqEMxqrz0CK4zhCBoOolpAkibtOZihpkjQonhfplYVrdujcc2c3TxkszXo9UyAcXpukDAJ8bnjiHXiIzIPPjIXHDFR/f2fNnZgbqjYFwi102jO4OkIAYpIkhQDEARwA+AsAPsS//wsAvp3//wf4v8G//16J/C4fAPArjLEuY+wOgDcAfAX/7w3G2JuMMQPAr/D7/vlB8whHVgYXc9p8VSdB4RaaUUIqGtoMZVAUVjsWWjcPaAHw5O5iZPCN4xEyqJdpPsMvmDpgmWiHkig2u64ogwBIHYxlvCOD+Su0OABw0ot6EsgwKJ53nFizj1G4h4j6dgPVARn02qaRjauz7UmJ7eVtosU3gHYZ73/4T+nfPnQMCszsVZpXb9Ie//wCZN8Kwi6TdSqDol5ijRoTsonWwWJZO07fC8RUBZGQPDgOW9foM+JmiAxjSFtVGBHvyKAkSYMACfEeXqcv0baJDlScWtuEIksT+2fdgiRJyGoq9k1BBl2YQ+eP0QxlKWjC5fnsSSgkHDPb+cv0dVVHhhi/SAgySI8b1IzUkOo5DbEs2a3vfwaABOSv4AsPaWNL1FNtAjT++V9FGRRhc5s0MwgAxXn1EsDEeUEAAaeJCsv+csqg2FA9DZBZAYyxRwD+bwD3QSSwBuAFAFXGmFjNPwQgtsnPAnjAf7bH75933j7yM9NuH4MkSX9TkqTnJUl6/uQkAJvhqmge45GZwMV54TEAzQwCFCKTiW2WMuhYTN46bECSgCd3Z9tEs5qKvKaOK4Ngg0WqH+CqyYlBJ+PLa5LBnRQ9znGdF8+bOmC6eKyEynPuy+2bjoyIJzvthUmzECEVyF12t0eNK4MPPbaJAosqg0ucQxgjwqKo2DN5yqpPATKAUAankcGRePZRiM2cEWWwHJBNNO+cJbLrJVYng1WdlEHJw3lBgawz0jwUoc2a45vu/YJuAxEY6HuYigo40gTT3Oq8To2MrQwO20RT0ZDnnWp5TcWDbgyQZHfIIHcLnICudW4nN0+COFdZFgMyl+jGVZOcpyiDQSU/5hMqirM25QDgzFuBe/8F+NOfpvNBOIqXHtZwKR8PdC5tFJIkoZCYUckwAwf1DlRFDuR8OwlzlcHsJZoVBMaTRO051CB7BkXNz/LKoCJLvidobxLWsYlmQUrdYwDOANBAls5RCJP7pLM/W+H28RsZ+xnG2DsYY+/Y2tqadJfNQ7cJmC282dYWI4MJHmPNQ2Q2QhmcQAZvHtRxMReHtsDO7+PbiRFlUAR4+Jgo2iHbyX5XkME1baIpOpkeNbrj8dhuQPzNHWTwsOstGRxLfSs84S4ZrD5AV46jG0p6nhCXjasU1z4Nie3lyGDrhAj/u34ILcRgSqqn82mjyMRVdEwLbWPCwPzCyuCADLaNPtpmPxCbaNZJBlM8hGcNZaqsG9hRmpB8OB4U5ON4X+1cd9Um2q1zq6Pm7fVtS6QJZi7QDevUyHTrFEUfGqhotXbPFwKSjasot/tUKeKWTTQUQ7FL17W8D8pgTougbzHq/Uzzz8Oq5FxY3wUZbAerDOY1dbZNFAD+658FfuBPgK//MeB9/zsA4MWHVTy7QeExAvmEupJN9LBGSaKBFs47kNNUyNKMmUElNAiNmVA4DwQzhyogEsOXTRSt6AYysbDruQtfTFjHJvo+AHcYYyeMMRPAfwTwTgAZbhsFgHMARFnRQwDnAYB/Pw2g7Lx95Gem3f7nA/wCddBPzU8SBQZksHGIvXTMHjwOFFPI4DyLqMDjW4kRZZD3vPk5N8iJ2j09jJAs4UJuve4i2yYqlEHAXauoTQbfYd/0qKN6ssDKxMKQpQl9UIWrNNTvhp3XsoDXP4YH0Wu+WK9yWnh6tQRAGxLd+uJqLg85YWffgR/vfxCf2/4OXwrnBezQlUmvad77b4IyKP42QexUa6oCNSTTc9C2KECivvopv9w0kJebvpDz7GjZ8fZ1em+4UWsAoFmkmgfFw247gCuDTW5xj6TXq5Hp1se61Wptf3rIchq3WCZ2XFIGT4DEFkr8GPsxM5h3ztCGo3R9XFkZ5DZRrixXdRMhj+26s5BPRObbKiWJ1Kev+5+Ap78dJ40u9msdvOXc5lhEBfKL2F4n4KC2ObUSAKDIEtKx8OxRirNvI7todPg4iA2GYHsGV5wZDChBe5OwDhm8D+CrJEmK89m/9wK4AeAPAHwnv8/3AvhP/P8/zP8N/v3fZ4wxfvt387TRxwBcBfCnAD4L4CpPJ1VBITMfXuP5bhaawnaSmZ8kCgCRBBDWgOYxzqSjKLWMpeNzXccIGWx1e7hX1ueGxwhc2U6gopsD5cnuefOxXoLbLm/XQ7iQjyO8ZrdaOhaGGpJpZ21egMcqaFcANQkUrgGQwCQFRx3FkxOwLEvITSqe37oGWOZa81w27v0JULmDT2jf5MusQVaboaQBy29IcBujrp3Dh8x34gtP/4gLz3JxzIxpX0EZFKppUMESOaHcyjKFmKxDBlsGsqj7Qwa1EWVwm2eduTRb26rQ3yGS8a7bDiAyWG4ZMPsWddutowx26kPhMQC3ifqhDGphmj1NbLvTXds8BrRte2PMrwAZwJFSmTm/hjJ4Qov3ELfR8cL5oBSpfEKFbvSnn4cn4GUeHrNJ84ICRG5XUwY3JTxGIKups2fuvvkngL/+W2M3l1vBhRIJRMMKYmFltvtnAsotI5DOzU3COjODnwEFwXwOwEv8sX4GwI8A+GFJkt4AzQT+G/4j/wZAnt/+wwB+lD/OKwB+FUQkPwrgv2WM9flc4d8B8DsAbgL4VX7fPx/gyuAJyyxmEwWA5A7QPMRehmKIA1cH21VATdjxwq8eNcAY5tZKCDzOLZm3T1p0g7CJ+qoM0gXmVk1eOzwGoAWtXS/hlTIYy9pFxCySgsUkz3bjCgl1fBZC2ETcWOh+7heBaBq/J32VLyfjuTuHCUEGF1xAcmXwWCbFRlhr/cJMMhhJA5CWUgaF1cmPxe4kZJ0znakzQGN1MlhqdpC0ap52DApQkI9jAbXDyaBLVlGjSp1/8eyeK483DWJmqNjkVtG1yGBtTD2o+6UMxlVU2yYsbcu9AJnEtr3g9yNoYvDZ5iQjfX51pbZ1MmQxrupGoArOQPVcnEB94WEVkgQ8s5FkkGYg2RLVH5bFbJvoJmFmXRFAtR/a+AZbqdlFSPZuLbIohlJ4F0RVN7+kk0SBNdNEGWM/zhh7kjH2DGPse3gi6JuMsa9gjF1hjP1lxliX37fD/32Ff/9Nx+P8Y8bY44yxa4yx33bc/hHG2BP8e/94nee6ceCEpyxlcCazYMcMt7yc4SeP/aDnBrvDO78iSXQZZRBw1EtEM2QNC8AmerOirD0vKLCdjOCo3pkf4LEK9PLgcfNXYan0t/ZqaLswacezwLsG150b1MvAjQ8Dz30XjtqSLzYNccKferEQC6ZFE0Wrd4HEDk66NOu4Na8ixmXMJIOyPDvRtl2mma7wYDNKLAKCujDmNUeCYurMWsqg2apAgeWTTTSMatscLAYzl+jv6lKiaK9+BItJSBW8VQZ3kiIAy0EGV+22m0AG/bSJMgZ0o1u08brqaxBoCTJICkJoTQfJIrBntltOZfDhat2PreIIGTQDTX0UM5fLWCs/ebuEJ3dTC+UR+I2CFoHRs9CcVtY+AWXdgNG3sJfaNDI4o65oBkpNqlwJeu4u70zhXRBBJWhvErw/o51iMppH6ENBJFmAsuiHJ7EDNA7tnaSDoBNFu42hpLhbBw0kIyGcyy5Gbs+kY4iG5UGIjCzTTIOfZJBbOEv9KB4vrK8MAtQ16LkyCADv+VE8+sr/FYB3Pv18Qh1PFoumqfdyXTL44q9SEfLbvpfvzPmzSARmKINCRdJLiz1g5R6QuWgP3PuuDM4jt7O6LvUKqYIOq5hYnPkRkDEJWU21O5+QOktkcIWFfN9iULpC+fQnTbRvMdTbfDEoy9TJdewOGWTNE1SQQC7pzobVNIhry2G9Q2TQaKx+/urWh8ggY8w3Mig2lpqhHNA3bAfISrD6dD7QtlFqde1eOa8hwjBsy1v6Ap0vV7k+jimD/pxvp0E4DxZVcMotA8/fLeN9T217+bRWRn6F4vlNK5wXmFlXNAOlVjew64YTyyqDjLHAN0c2AadkMCg0j1CX09hKLxFYwpXBPX7yOKxvFhm8eVDHk3vJhecQZFnC5cJoiMyWvzODnRp64QQsyHh8252F1k4qQgEykRT1jXlFBs9/BR7ufD0A78jgNo+aH7O/FK6uTwZf+yiw/TSs7adR1Q2frFdz0saEiqQv+B6s3AOyl+y5Sr+VwXQsDEWWViOD7fLQvCBAJFmRJaQCKg7OOy/kqTOU1LpsGu+rH0X3Y/8AWUY9nH4og7ZCO5Yo6g4ZVNonKLK050l9Ig35WJBBYPU5tRFlsGX00beYL2RQbMpUZe6iWKfmQy8BzAIS2yg2/VMQIiEFyUhoWBkEVjseI2SQSHlwi19xfKamVo7g928dw2LAN1z3NkBpVaxSPC8K589kNksZXMVmCQAnXBkMGss+/5bRh9G37LXBlypOyWBQaB6jiPRyfvHkDtCtISaRVWW/GrRNdEAGLYvh1mFj4SRRgSuj9RKJLXcG/hdFp4q2Qq/hslvKYCqKeqeHTs9yv3jeSQYxKHr1aoG1lYygY06wv2xdIzK4jv2q9hAoXEW9Y8Ji/pTVit9RmXaxUBPUo7SIMtg3gfpDIEvKoCz5b6+UZQnZeHi6LSaWmz0zOKFjMBtXAwuWyMZV1Ds9CjCxi8+XtIo+/3OIf/qf4K+FPk7/njDf4jbyk2pYtq/TInxRy/EMqJ0SanLGcwtWXotAkSXaaBRdg6vODY6QQa/PVU4IsvEwfh0IxYCf/xbgQx8EDH35B2sOahlKza4vHYMCOaflbdXj0e/RZ91BBiu6EVitBEAKtCwBDyuLHY/fvXGI3VR0I8NjgMEM5DJdg4e1zSqcF8jEw+j2ZoSsTQF9NoJXBmnUYHFSLtYCpzODpwgGzSMc9tN2SflCsLsGj/Dt0RcQLruTVLcyHGTwUbWNZre38LygwONbCTyqtgcnnmVLv9dFu4omNKRjYddm1rbseonubGVmWTDmOxncFjNEozu4hSdosbfqsWKMOuRSZ22VLuvDzpxQVqbuHEoS2QoXIYO1B6QYcGUwn4gsbvl2Edm4Op3cznr/tU7GwlVKzWAK5wVyCYeNN3WWblyWDBbpvPiXlD+hf/ugDA7VAAhsuxciEzPLaIWy8++4JhRZ4jPPa3YNmh2g1xkig3UfyaBQKO5jF/i7nwe+8geAlz8EvPLryz+Y6ClMUJqon1a4nLOPb1VlUC8BYPZnvdvrQzf6gdpEw4qMvXQM98vzyWDH7OOPXivifde3N6aPbxSr2ETvl3WoIRmFDbBWOrFqPUPQ1w6BnEYb2Lqx2Pxm0HPym4JTMhgQrMYRDvup5WKFBRm88WH8uP4T+K+OfsqbJ7coHGTwhh0es1iSqMCV7QQYA+4URaKo/zbRCtMWT3RdAHbXYKPjLhnsNgDW95kMOoitE5mL9HXVdLtOlSyAqTM2MfPjZBxSZKRj4dkzEfE80FqADPJaCTEzGNSu6ExbzLT3H2OkzIoyaw7qWwpukTg0A2krg0sUz5ttoHIPR7tfjz7jC0cfZgYnLgZ3nqav61gUOZK9Ctqq96QWIGfDkehJVZOrkcEuXQ+CUgZJ3eZKbWoP+MZ/RIE+hy8u/2B8w6sX20JVN321wg3110XTq3U/ig07rgzaxyHgxe+5bAwPKvPdTf/ljSLaZh/feN3b8KR1IKzDx43FR3duHjRwbScZeODKKMQmwTJkUDd6aJt93+ZpZ2FZYm6vPzaAyAaJUzIYBCwLUusEJ8ispgz+3j8AADxr/Nl6g/HrwkEGbx7UIUnAtd3lyKCY03tDzA1qBSIJRsvVpzoVnSqKvdjaZfNOiGNqh8i4RQZHeh0BurCHZAlxVXHnd4xAqJxjITKCRKw6TyTUntQZm5j5tTOXjYdRnpWWFs8tpgzyWglkL6LY7Po+LyiQm2WLiWXpHGGNWH5aJxRGIaxnHH4rH6PYTdPvPqh26Hwnycspg8XXATDc2v1W/Gz/29BPnQdU9z7b0zBWAwDQ4jueB47WVAbNNuJMhxnzntQCwI5IQ5ak1eslxHVpAhn0o2dQkamzsig2SWQF2HkGOHxp+QfjNtEKnz/0c8Gb1yLDGz2rdA2OkEFRgeL1/Ok8nM/F8WABZfB3bxwhGQnhqy77sxmyCiIhBbupKB6UFxvdYYzhxkEd15d0UvkBMUoxs2twBIJ4+Wmhnob8rITtCRCv8zRN9BT+o1OFZJk4YWnsrkIGLRN/tPd9CKMHvP673jzHeWCMV0sQ+bt10MClvIa4ulzwxKW8BlkCbou5Qbt43h+rKGtXcWREXCWDQk2zd9c9JoNelgfbNtHRsCKbDD5c7YFrj+zHsW2ifpFBbYatEqANiUXIYPUeVaGkznJlMJiLSU5TpwfixLIA2PimkVhQjiqDAUdsn+efw3ulFvWXatvLKYO8+/K+dB4/0ftuWH/nBS+e5hhE2MfQzJAkkVV03RAZTkb6PiicAM0wHdUd1kSXyaBfPWRjtTi7zxIZXLaaoXUMhKIoGvS5KPj4+cglSPW3A7xW6RoUTptRMhhwyfb5bBzHjS465vTZNMYY/uDVY3ztE1tQQ5u9XL2Yj9N5awEcN7ootwxcP7N5ZHBmXdEUiAC1TZgZXPb5D5xJpwEyp/AbjsL5vWVihbUCJVQ+9114+YkfxAlLo/fKf/LoSc6B0QLABsrgYX1piygARMMKzufiDmVQkEF/rKKsU0XVZZtoNq4iJEukDIrS43V7roCpZNDLnfZULAQ1JI+nvkXTZCFblQyKBX7qzGCA2yd7Ym5eqW48v1iaaOUukD4PJskoNo3AlME8L2rvWxPeY9PqTcRxcyiDfYuh2jYDtctsJSKIqwruCcUgdQaoHyz+AMVXAUnBHWsHqWgYYdXH+a7EBLvuztPA8a3VuuFe+hDwoe9Hv0rHStL8idXfSUVRa5u0SM9cWM0KLhJgJ8wM+qEMArxvzEnO956jDczq3eUeSBTOt0z+uH4qgyp6zsqSdZTBhCCDmzEjdT5Ha5+HM6yiNw8aOKp38XXXtqbeZ1NwKa/hbmmxQJwb+8t1MvsJsUmwTL2E2ATbhDRRu8NyQTJY0Q3IEpCKnpLBU/gNvtN7wjJ2lPdCkBXgBz8FfOBfopCM4WP9d0C+/XGak/EbXR7bHkmi2e3hXklfOklU4MpWYlwZbPqQKNo3IZs6akyzFQk3IPMQhuN6l5SXXnvx3rpZEAt6RwJkTfe2t0uSJGwlIuNkUJLota1jE5VkILGLim4gJEtI+FQmnJkVuAIQGezUKC10Fqr3gcwF1Ns9GH0LWwHtimZ5wbZQXoZgk8GRegabDA6UwapugDEEGgIgSRIu5OK4X3KSwSVsoievArnLOG4z3+dXJqbYbT8FmC1SkZeBZQG//w+Bl38N7CP/IwAglPInVn/I2ZC5AHRr4++feZigDJZbvLYk6s/nPJ+I2IoFAGD3Ofq6rFW0vg8kz9jH1s8Fb84OJuKvI32eCO0yx6N1TA6GKNlcqz4rtNMgrrkPZiSKfuI1Wge854nNJ4MX8nEUm120FiieFxkLT66wge41MjERILOMTVR8NjZAGUxMsOzPgKiL2bTZTb9xSgaDACc63Wge0fCSs17pc4ASxlYygt+x3gHZ1IE3P+H+c5wHg5O3SAqvHhIxXHWX6/HtBN4stkjZ8NMmyi+odcRdtYkCwFYqSsPk68azOzFFGfT6or6dioyniQJA+uwayuA+FdcrIVR44atfSXE5LTzcBzcKkT45z95bewikz9vzlEHODAJTLn42GSwP3159AIS1offSpgzSX8jFBymDonh+UZy8CmxdQzkAu2tOi4yHFmzzEJmTW8s92P1PkvK8fR2hE5o5jGT31n+SC0BE3a+VKNoZD5Cp6P7WlgyFrwBk2ZUU4GDJEJnGIZDcHagfPr6vhO3Oth+vkigqOgb5310oPptgEwWAhzPmBj9x6wTX91LYXmacJiBcylP+wb0F1MEb+3VcyMU3Uo1SQzISkdBSATJChduENFFNVaCG5IUDZDalEiNonJLBIMBtokpy9Z3erUQEn7KehhlOAn/yk/4oaU6ItLhIEjdXTBIVeHxLg9Gz8KjSHkTd+0EG+e51S0osZ9ddALYyuE5R8CgEOeE7vIBPZDAZmZySlj63Bhl8aKdFlltdXy8iWU1Fx5zRoyTI4Cyrcs+gz1z6nK2aBqUM2urBpIvfVJvoAzp+joX5plzQL+aJDFoWo/dItzZwIsxC3wTKt4HCE4GQwYKzE05AKK/LzD0CwOd/mWzY3/cRtLLX0WcSEjl/0hRFANZhvQPkLtONJ0vWGE1QBv2Oni8kVDS6vcFMWjhK/ajLJoo2DoHkHkrNLkKy5OsC3g7wEptxgpx//peB3oJdaq3iUIVMuWUirPjnxJiG7WQEakiemiha+//Ze/Noyc6zvPe3a57HM489qLvVrZZarcmyjG0ZS7ZsPEPAjgkmky/hAiEhN8DNTUJCEjKwICHcmEsSElghCbEBm8FgZEAytiXbsmap5+HMU51T8zzs+8e3d02nxnOqau/T2b+1tErap6pUdU7V3t/7Pe/7PNki316O8q679a8KAtVRk17mBi/p1DxGJei29mUgE0nl8dot/YsbQ0CSJKVLo7diMGIUg4BRDGpDaosCVnyBg7tjjXnsFLHwrbM/CRuvwGceg9tfG+CL7EJdm+iljQReh4XZwMEKqrsmRNj7jZ0UWJ1iETSKmUFlrsXqCQ08H65aQFWVwQEVg1aXWNQojKIYHPe2aBMFsdDNRA7WppxYrysGRxtn0DVHSS0GO7X2JtcBGfyzteF5jZXBlu9HbSlu3lxpFSuhXDy1dlVbCLvJlypCja5mDfYwN7h3EyolGL9bcUUdtTIo2o8r9bOb7nFAguRW70+UT8GbX4DzHwVnkOce/Qz/R/HvEvSNpqWs6oacyMH4WaEgr36rvyfJxUVrorXWcRHNjLZAVxd4DXOcU/f11yaaT0IhCb5ptpPCMXiU7WS1YlDZjJu+H+79XvjGZ+Azb+tNsVWVQYXdVJ6w2655Zp/JJDEXcLZ1FP3a9QjliszjZ0YzK3tYqsVgF4fUdL7Erd20Ls1jVILd5uqb2E0VdDEvqNIxbqmJiM5eu1YYxaAWbL/JCpNMHbB4gtrcwrd8T8GnnwGzHf7snw3m9fVCXTF4eTPJ2SnfgS8uJ8dFMXh9uy5eYoRtoi7/4C2rJ30OopkieasPbJ4BKYOxhra+SkUmkRuFMijeS6HUZIKhFrrxPlUPWRaPUYqRUccZBOuz7Fqh7qJ3KgbV96w4iYJ2ymDHgXlnUOTsbTU5WsZXa6q1wq5eisF6R9F+sgYV9UoeO62JK2rYYxdmH7m6HXWzRTGR2uz9id78vJgzvP/7AdioBPhy5cGRFbc+hwWH1SRmBs0WmH0AVr/Z35Pk4kIVbFKeR/k3CVdbLJscRZMbkOrx+pJU/m5eUQxOjHjDJ+iyYTZJtTZRkxm++z/CJz8Hu9fgtc92f5LmYjCtn8XvXMjVdmbwmSvb+BwWLs4HWv5cb3gdVsJuW1dl8PJmElnWp3mMSte5+iZ203ldzAuqhPpQBo02UYFRDI6aShl55Rs8XzrTX8ZgE1aziYDLKi50E2dh5v6ag9soUIrBitXD5Y2DOYmqBFw2xjw2oQyCEjw/ijZR8fsKBAffhjJRzecrHMwOvBXZaEMxmMyXkOXhGwFMDDprMBcXi11loT/qhXtHJQ3qlMEO6nSiFo0RUdrHtDJkUFXVvVZtopIkXBQ3X6kdK2TEe2ujDGrtMrgYqtthrxaDPcwNKsVgwn2cUkUefTFYNfto+jt4J/tTBq/9CfgXYP6Rhucb1SynJElM+hxsqvEScw8LNa2fDoBcXDhf1zHq73nL8Olp1USmx1bRpKJIe6fYTuQY9452ds1sEi1v+zozTj0pzlO9XFfSkRbFoD4Wv/NBZ8tsPlmWeebKDm8/NY7FfHSWqYthF7cjnZVB1TxG38qgtS8DmUhy9J0YnQi7bT0ZyGQLZdKFsm42R7Tk6HzL7hS2XkfKJ/lm5Ux/GYMtGKt3S7N7RXvRqFCKwbWshXShzN2H3OU6Mebh5o6yo+aZGEmbaDYhlJ9QePBtKKpL7HZSmRuMD8hApq4YTIzIFW7f3IrKQeeh6gLn1faSR1kAACAASURBVDiD0RaD4vfVPptPaa3M7LX+OdQK4GrG4Gjbx+qxW8x47Jb2pjhT94l4g5Ly82ohu18Z9Notmud5zQadmE2ScBT1KqYpvRSDkSvgX2C3KGahRn2Bb1l8gDBK6kcZTG1DcLGqqu2lC/gcFqwjXBRP+hxCGQRRDFZKsP5y70+gKoMKWsSWjLlbKIOT58Xt9qXenkRtT/bOsJ3MM9mP+/eAGPfa92/EQW9uzoU0FDMt2kT1sfidD7mIZ4uNajqiYNpO5nn8CERK1LMYdtfMr9rw0lKUgMvKjF+/pjh9t4nqThm0t94cbUJP+YhaYxSDo2bpOQC+Vbm76tp2UMY8dTuGNo+YbRgVioHMm3tiPuawLQ/HxlzcUtsr3GPCDnvIxKJCfZycHLxley2sPT9gZbDRPAZGoQy2CZ73zgBS/yYy1WJwjqgaZzDChXtAnRls10ZisYHd371N1BEAu4ctZZZIS4Jua/u21+n7oFKsOVq2CZzfTReqttxaYjWbmAk4xKLK6hAKSC8bDhuvwuQ91d9DaIStx+L/18bVtV9lMLWtuZIz6XPUvu9zD4vbflpFm4pBLWJLxrwtlFpnUHy3o7d6exJFGSw4x9lLF6rnwlHSfma7h+uKaizXUAzqR8VRHUWb5wafuSKuzUchX7CexbCL9Xi2ZlrURLZQ5ktvbPLec1Oaz2x2IuiykcyVKJW756OWKzJ76QJjOrh2qIQ9NtKFctu/g4paDGo14qEnjGJw1Cx/nYxzmnXGBlAM1iuDHqHWDSLcvBfySTDbeXMrhyTBmcnDmRscG3Ozk8yTypfEhSuzC5XOX+TDkonvkpOtzI0Hu9+5T1RlcCeZE8pgLtabI2InmpRB1e1rFNESwP54CYsNPJP9t4kmlOLRN1OLMxhha2JA+X11HDB3hTqr04nazONGLMtMQNtd3pDb3v79TDW1xrUInAfYjGcP3a0wKBZD7qbg+S7KYD4Jkasw+4Bmrqj7YgBUPFOi7b3X81lTW58W84+TXjubiRyyLIuw8uBxWDl4MahFbInLZsFpNVcz0AChtoaOw14fxaDNS6QoXndfucADomXOKwhn0fhK52u+eg5TPk+ZQolssawbFUcNnm9uFX32yg73zPg0Kb4Pw7GwG1mG1TZzkE9f2iJdKPORi7MjfmX9oY4exFpl1zYRyxSoyPpS12obc53VwWpcjI4KWa0wisFRIsuw9Bzr/osAA2oTVT7sNo9o5enVbvqw5JNVJ9HjYTdO2+EshdWMntuRtLhwyZXuOW+HJJfcI85gA+dVwm47JknJ6hqEo6gs7ysGq8rgkPOiwm4bktSiTRQOFi+RWAck8E5VW+pGuXC3mE34ndZq3lZLXOHuyqDidLkRzw08mqRfwp3c00InhSOkmq8WWwGk2jyewnosx8whTK0GyXzIxbLaKeCbVdxbO7DxKiDD9P11yuBoL/BtjYk8kyCXO3+eVEp5EaXhqRWDWsRkTPkd5IoVEjklQHvuYeEo2utmYz7RGCuhUYEe9tj2F+eh4/0pg77pasvsqA1kQCiDkVS+0aUWxHWlmOnczq7O3iumWLs6W/yqZlFVvwBqkRJHrUUURPA8tM8a/PxLa0z7HbzleGiUL6tvunbP1FH9buvkMwW9F4O7RptoFaMYHCV7NyG9zVX7eewW06EVnXGvnZSao2RXlLnCiOYGlWLw8mZyIK5Y1WJwNz2yrEE5s0dS8g4lb8lskhjzKPESajbUYRxFi1ko51sXg0NWBi1mE2G3rU3w/EGKwTWxQDbXWhtH3Z4YdFnZ6zQg7x7rvHhPiGiGRK5IKl/SXBkMujoUgyYTTJ2vWerHV8Usnrn2uSlXZLYSOaZ1MseyGHYRzSizRL0og+svidsZ7YpBm8WEz2FpVKJAtIlCzZmyE01KDijtuyM29ZnwNbWGzz8i8nF7PYc1KYNamROF67tnVILHRSRDudT9CZTAefXcp1WbaEmZuWyglwzbajEoPk/qwl0vLX0Bl40L8wH+4NVadMxXrx2tSIl6auuY/cXgbirPs1d3+PD9s5rNl/dK0NVlrr4O9fs1SkfwbrQ182pCfe1aO2jrAaMYHCXLYl7wZekcU37HoXvG1T7nnWReKINw+FbEXsknKds8LO9lDuUkqnJsrG5HTV0IDbkYtORjZC3+7nc8IJM+h1hEVJXBQ5jIqCqpBsUgwLjXUcu6qkctBvtpT46vgV+oaup81chVHHcX6+xOymAhLf4e/lnWY6K9SXNl0COKQbnd30HNV6tUaoHzdURSeUoVmWmdKIOqo+jyruIomtmFYovPn8rGy+CbA88Ee+kCbptZkwDksMe+fwHiUcLiUz3MDaYbZ7xkWRZtoiNevE8qCthmdW7wIXG79u3uDy4VhGLlqM03a6UejHts+w19QidEF00vhW1ioxorAWhmIAOtDLz6KQZVZVB/C/ePXZzl0kaCS4rL5lGLlKgn6LIScFl5Yy2+72d/8OoG5YrMR3XeIgo9ZPHWoSrvetlggA7z201EUgW8Dosm1wq9YRSDo2T5eXCGeCU3OZB2E3VAPpLKi5lBGKkymEEs2O6eOrwy6LJZmPTZuRVJg1vZERxyMWgvxinahlcMTnjtok3UMwlm2+GUwTbFoNUs4RzBiWyik4lBKddbC5xKbLkhYxBGrxiEurmluULiPbUqrqoZg3NsxMRiWev2yqDLRr5UIVNoM5c2da8wmFr5hjCSaSoG1aJWLw53arvV8l6mFjzfqVV0/SURr4M4H2o1ExV2tyg+DqEMJrIlShV55O2V6jz7lhovETopbqO3uz9YMRfThTLotrPbvCAMHVdeVJdWUVkWbaLeaXYSOUwSmnyuGjZ961E7TjqNH6QjYPOCVZyf9NYmCvDBCzNYTBK/+9Iaa7Esf/zGJu88M3GkIiVUJEniqXum+OM3NoX/gUKuWOY/f/UW52d9nJk6/Ob5sFFnezuOUihUNxh01GpZzd7t4igaSeUN8xiFo/dtO8rEVyF0gp3UYFzJGgwLqsrg6IrBWEW8h7MDystZDLtrM4PQezDwAfFUEpQdgzePUZnw2YWaZjKJBe1hZgbbFIN+p3UkrmTjXnvrNlF17qzXVtFyUSwow6cAsUgctW0+9BCq6xoTRW6xxeyHaoDjn2U9rhRRGreJhrvNSKj5ar/xIaFsPviphh9vxEVRq7XCqTIXEMXgWjTbPWswF4fd6zAjZrE34zlNFBwQO9L7ZwZVZbCXYrBJydFIOVevT9V4CYdPFHfxHlxdc4oq0jQzqEVsSVhRBhsU86BSDO7d7PzgzJ5w4VWUwbDHjlmD9r6qMphqUsadQbC6uiiD2w3zp5G0/pTBkNvG42cm+PxLa/z4/3wJWYa/957TWr+sA/OXHponUyjzxbrW11/72i2W9zL89PvOavjKeqefNtHNRA6b2VQ1ZtMDPqcFi0nqqU1UTxsjWmIUg6MkuweuENsDsqKvFYP5WsDvCJXB3ZIdr8MyMDXheNgtZgadQZBMQ1UGc4USPjmF5BreIPe418FuuiDsmQPzA1cGE9kivhGdgCd9ohgsN5sYqL+/Xs1+oreFmUb4LkC7AOSQ29o+lw9qwfOtHEXjtcD5jVgOs0nS3PVO7RJomUcGMHFObBj5ZuCvPw0nHm/4ca3dVR/KoM9pwWu3CFc+VRlsVwxuvCJuFWVQ5MFp8z5Em2jT38DqEIVRL/ESTTNeWs0/Om1mfA5LrRgE0QXQy6ZPLiZuHbVNwmhGm9iSsEfM28Xr5+2802BxdHcUVZVo7xRbiZwm5jHQoU1UkpR4iQ7jB+mdfbESLpv50IZvg+ZjD8yynczzrdtR/tlHzrOozN4dRR5YCHBy3M3/ekFc77cSOX75z67znnOTvO2uMY1fXW84rWZsFlNPBjLrsRzTAYeu5iAlSVI6szqMFiC+D4Z5jMAoBkdJJkrJHiCVLw3Eolrd0Ygk69pERzgzuJO3cXLcMzBl6tiYm0iqQLJQFsrMEIvBnb0YdqmIzRMe2v9j0mdHlhXl1r9wSGVQcYyrKwajmdEZS0z7nZQr8n4zBnUuSF0AdmP3urhVikEtnBJBtMHkihWy7doq1WKwVftrfBXhhjrDejzLpFcbxaAetfjZire5+Fns8EN/AT/0VWEm08RGPIfDaiIwZGfaXpEkidmgk7VYti54vo0qpZrHTF9ElmVFGdSoGFSUwX3Oj70Gz6d3wOKsdnrUXDhHv2CZ8juaisEezaJaKIN76cLIW0ShNsfU4ChqMkHwWPeWV7Wt1ycC57UqBj12Cw6rqU28RJdNxqaYkl2dKiHfefcEc0Enn3hkQfexC92QJInvfWieF5aifPG1DX70f7xEqSzzD77raKiCIN5DyGXrqqyB2Eic0UlHST0zAWd1k7MdhjJYwygGR0k2SsYsdksHoSTYLWL3NpKqM5AZoTK4nrNwctwzsKc83mwi0ynn7ZDsRUQLh903vJ26hlarwLxYDB40+qOFMhjNFKsW0MNGbYPcd3J1KsVgtsdiMHJN3IbFDJJWxWDNbazN30N1tG1l255YBc8EWGxs6CSOQW3v3GhXDIIwzrC3nlfZiIsLup6CkOeCTlajWbHRZfe3VwbXXxLzU+4wybzIUdMqLzHssVGRW+RzeSdrAeCdSClKjvJ30MptF8QGw2ai7vvhn+utu6FNMahF0HlD90w9wePd20SVwHnVTVSrDQZJkg4ePJ/eqZ3LUDoxdNQiquKwmvmzn3icn/vYvVq/lIHw0QdmMZskfvg3X+TSeoJ/+uF7jpzaqXYDdWMtmmU2qP01sJnpgLPj9bBUrhDNFA1lUMEoBkdFqQCFJAlJLMYGtcs45rWL1jD7CGcGS3ko59nK2zg5MbgTnHqyFCYyw1UGY7tiYeYJDs++Wv0bbyfztbmnXkwkWpGNChMaay0TMZouVHv7h03bYuMgyqArXG0v3dVokaguiPZlkKlUlcE2baJK6+J6PKsLB86gy4rNYuraFtMOtdVHT8wFXaxGs2Leq1O8xPYlmBSLSFUZndSo3VXd2NgXL+GZ6tFApnHxvldVBrUpBreblcFcrHv3STtlUIP30LbFMnRCaVnv4IKcEMVgyTXBbko7ZRCU4PlWLeCBedE1Ukjv/1lFybZsahPVk+tjPaOeJx0mE14H/+D9Z/m7T57mqz/5nXz8kQWtX1LfTPoc7TtNFIrlCltJfWyINjPjd7ARz+3v0lBQz61GMSi4c759ekdRdqKyKNoG0SYKSvB8siAcw2A0baJKwZnGOVBlsCF43jMx1GIwHRPFoH+IxaC6k7ydzHU3weiGGjhfp9xEM6NbYKmzZPuUQZsbTJbelcHd61XzmKptvhaKgVd1G2uz8+mbEXOrreaKorfAP4csy2zEc7pw4JQkiSmfo7My2IGNeFY35jEqc0EnqXyJRLbUvhiUZTEzFTwG1KIQJrWa71KdH/cVgxMiWqJbBEubGS8trM9VZaC6mKpGGXQxkck1uonKsqzZps9E22LwuDCH6hT3kdwA1xi7OajIMK6RMgh0UAbVDNsW7bvZKMiVpszKvC6VwTuRv/Ydx/mxd5/Cr5PW+36Z9DnYahUnVcdmPIcsw5wei8GAk0Kp0rbVdacaOK/PzZFRYxSDo0KZ+dopi+JpckCGE+NqqK7ZIobiC6MoBsXFPiUPthh02sxM+Rzc2lUcRYdYDGbj4rndwfEu9zw4Yx4bkqTYs/sUK/92c0/dUItB9T8LZfKlyshmvPxOK06reX+xIUlCHexHGVTmBVXbfE3bRNspg1ansNPfer3x+O4NoSgc+w520wUKpYpuTFemfI5aLlwfFMsVtpN5XRS19cwqC4yVaKZ9MZiOiEW9YrOvRiFMafReVCVqn+LsnRLutLn9+WMNNM147aXzmgUiT/ocYk5YbaVW40i6zQ3m4mIjRRldyBTKFEoVTd6H32nFapb2t7tVHUU7mMjEV8E3zXZCDZzXUBlsWwwqf5NWraJNzrSyLLOb0sbIx+DoMemzE8sUyRXbzNWDmOlG+2ilVqjX5Y1467nB3ZShDNZjFIOjQpk92io5hQ3vgBbxYx5bbRfa5hlNm6iiPmYkFwshV5c798di2KXES4yJ+cdCC2v/AVBMib+H5Byem6jFbCLstol4iUMrg7F95jEwutwuSZKYDjhan1idgd6UwVxC7MSr84IZbZwSoXYBaOu+CTB5D2y90Xjsyh+J29NP6SZjUGXK72DzAMrgdjKPLKOLdtd65oJKvEQsK9pyU1simqSe2JK4DS4CtSgErea7xtplwvUSPC/LYgFfFwWwlylqoqhBXWdDorkY7DI3mIsLVbBp7lGLNlFJkkSLZStlEDrPDe5eg/Ap0dmBxsWgx0E0U6RQqjT+IKCqtS0cRdUZVSW3V6vMSoOjyb7vfwuq+bQ6GzGA2nV5Pdb6mhjRYT6ilhjF4KhQlMH1vJNxr31gRg3jXjvJXEns3tg9ozGQUYpBlzcw8D7/hZCLlWi2tjveamZrAMiqS+QQoyVAxEtsJ/LCZt3mPXybqEKtGBxdC8qMv81Adq/KoOokOibaRPc0ylADoUK7bebOobST50VLaP0Gy5U/gol7ILhYlzGojyJqyi+UQblbK2ITGzqLlVCZU0wJVqtZg/L+uTu1GFSUwc14Dr/TqklbJQglymKS9huW9BI8n4uJXDsdKYNAbYPBMwWSuTdlsGleELSZewRFVWv+ewQWwGyH7TdbP6iYhegSjJ2uqopabTBATXHeZ3ilxmRstXgfTTElqsJrKCEGvVB1qO7QKroW1dc1sJ5aMdhNGTQ2R8AoBkeHogwuZ50DyRhUUU/su2llbnCEymAwNPhYhvmQi51knoJdzXkbTquoKRcjLzmE5f4QaXDk8s0MrE00poTBjspNFESxsNFql61XZXD3hrhVMwZT2tnmg9gR3Ldor2fyHnG7fUncZqOw/ByceQrQXzbflM9BoVTpKSi4nvW4vhROlYDListm7pw1GFWLwZoyqJWTKIDJJBH22ETcTz29KIOqe3J9MZjSxngFxLkL6haDZos4h3UtBmO13Fu0VQZBbMjtUwbNVpi5CCvfaP2g3euADOOnq2qzlkWUumbYp9KYzHDy3XD5D6HSpBo2fZ6qRbmx+DXoAbXVvlO3yXo8y5jHptnmWyeCLit2i6ltm2gklcduMeGxW0b8yvSJUQyOCsVA5lbGOtB2k6p1djIvbONHoAyWs2LuZXxs8LEM8yGxIN2qKIY4Q4iXkGUZayFGzurvfudD0hB82skRsRttlcHRFoPbyRylctOiwxHoPgsFou0KSTj5oa1tPogdwbbRElArBrdeE7fXvgxyGc68HxDOqnaLSTPlppleLt6t0KsyKEkSc0Gn2H2utlk3babEloTzq+KmvJXIDcyc66CMe1tsMvSiDLaa8dLIeAXEPHp15lnFP9d9Qyu+Wive0Yky2ErdWHgU1l8WKmAzkaviduwM20mhzmrpdtnWCAfg3IcguQ5r3248nt4Rs5vKdUM1yzIMZAx6YbI+GqsNq9FsdbZbb0iSJLIG21wPNxO5gXbpHXWMYnBUZPfAbGM5KQ10sTJWNSxQ4iVG4CYajYnCdnpi8E6c88qc0GpBMaYZgjIYyxTxyUlKtsDAn7uZKZ+DSCovCijf7MGKwWJOmGQ0ZQzCaNtEpwNOKjJsNS9InH20iQYWqmqs6vIV0iCMGoQy2LFNNLAg1HZ1bvDKF8X8zcwDgFAGp/0O3VxMqsVgonPQbjMb8RxeuwWvQ3+ud2q8RLUYVBfpKrHlaosoiMJFS2UQFIfn5s+V3SfC5Dsqg41tfRnFJCqk0eLdYjYx5rE32sv7ZjvPDMqyMFhSZ/LQgzJoZzdd2L+JtfCoaMtde3H/g3auAhKET1a/51qirhla5r6dfgpMVrj0hcbj6R1wjYFJLPMiRlucQR/4nBbsXeKK1mNZ3XWU1DMTcLRtE13azVQd7A2MYnB0ZPaQnSFi2dJAAudV1BN7NXh+BMpgNCrm7eanBl8MqqYRtzPK72gIxeBmIkdASiMP0TxGZcovCqidlJI1mNqEcqm/J1ELrfo2UWWBNeo2UagpSVVUZbC5TamZyLXqvCCIRaLTasZp06bFZKxbm6gk1UxkMntw7U/g9Huri6s1nV0Ip6ozXt2DgutZj2V1lzGoMhtwijZRZwCOvxO+9Z8blZzoUrVFtFyR2UlpFw6uMtbKsESSlOD5DsVg1fCjqa1PQ+V50mdvnBnyz4loiXbf9dS22LgK1orB3XQBq1nCq1E71oTXjizXfp9V5t8iblee3/+gyBVhSmQVyrTW6sdYVaVt06Z/4nF48/cao0uanGnVjS+tinKDo4UkSUz5HY2dAXXIssx6TJ8ZgyrTfmfr0RZgaTfNYniwBohHGaMYHBXZKEW7UKKG0iaaKijK4PCLwWR8j7IscWxq8LEME147NouJW0kJrG5IDacYDJLE5A52v/MhmfKLv89GXHEUlSuiIOwHpcW4WRl028wjbV2qDmQ3t104A+J9dYs1SazVssoQizMtWyzHPDb20gXKbUJpgVox+PVfEsHOj/6t6o9uR9IcG9PPzuK4145Jgs02MxLtuLGTYlGnO6RzQSeJXIlErgjv/PuQ3oZv/7r4YaUiVCpFGYyk8pQrsmaB8ypjHju76fx+I59uwfNqS7xLtIlWlXMNvyNTPsf+NtFKUfwdWhFVohqU3EcQOasTXu0U9Oq8XXOB7grB2BlYblUMXoOxM8qCV/tNH6viTL3dzszj3IdEy/Tmq7Vju9caVPNIKq9EbRjLPoPemPS2jyuKZopki2XNN0o6MeMXWYnFpq6AeKZINFM0lME6jLPCqMjskVdm1AbZJuqwmvHaLWIn2uYdSZtoNhkjLbkIDmGg3mSSmFPVAPfYUJTBrXiOgJTC5h38zGMzVUeueK69CUY3WhSDsUxhpKog1JTBfcWGQ2m37WQiUykLda0hALmgqZnBmMdORa7NX7Zk8h6Rq/n1X4bzH6vOEUbTBaKZIid0VAxalba+frIGc8UytyJpzk77ut9ZA6rxEtEsHPsOWHwbfO3fitbp1CaUC/tjJTSMAABRfBTLMvFsk5GPGjzfjvQOOEPCqIU6t10NvyMTPkejGlUNnm9jIqPm9tW1iW7Gc5rlPkKtGGw5b7fwqDCRqVc6K+VqF0M8WyRdKFedbbVkQnWmbsWZ7xJOr2/+nvjvbEy0VM8+WL3LRlz7dleDo8Wk38F2m+vJuo4zBlVmAk5keb+ivrSXBjCUwTqMYnBUZPdIm8WCa5BtoiDmBnfUmcFiunu73iEpZxPkTcP7Es2FXKzsZYcWPL8ZzxAghdM3/GJw2i9OlFVlEPp3FG2pDBYIukc74+V1WPHYLftze5xKMdhpbjAbBeSqOQbAdiKnaXaXWoh2jZcAYRzz+E9XD9/aFReT4zoqBkEU7JsdcqGaubaVoiLD2SnvEF/VwZmtj5cAoQ4mN+Dl/1bnJHoMqBnnaFl4QFPrfj3eKUh2KQZbtPVp2ibqdbCXLpAvKcHT3bIGo7cAqUGR2oxr6/A63i77EWDhraLFfedy7VhsCcp5GD9TDdXWg/ox0dyyW487DHMPw80/F/+9rsxBztWKQb239Bnoj0mvvW1ckXpO1sN3ox1qdm5zJNbtXZFfrafOHq0xisFRkdkjISnF4IDd7sZUK3ObYroy5LlBSz46VCfOuaCTlWhGKQYH6CZaykMpTzy2h1mSMbsHH43RTNBlxaYOYR80eL5Nm+gonURVpv0tgud7UQarLXC13/l2Ms+EhotE1VVvt9Pc4MRZYc5w4RMN8463dvRZDE76HH21iV7aTABwt06VwcWQMkMcEb9vjr8TZh8SSq3akqgUHurur9YGMmrxsa8t0TMJ+Xhr90oQLaSe2hz2nh7aRP1NkQZqyLkaE9NM9LYoGBWTKFmW2UzoQxls2WK5oMwNLj9XOxa5Jm7HTusqR22ykzIIcOKdsP6SOA+vKs6iitkVoPnfweDoMeV3kCtWSOT2+xyoyuCsDlTzdswon/dmE5kl5XqyEDKUQRWjGBwFsgzZKNGKG5M0eGvnqhGGffjFoCzLuErRWg7gEJgPuohlihSc4cEqg7/1V+Bzf41MTHnOIQfOgzKE7XOInSlnUDgKHtE2URA7bfuC53tRBjPCdEgtBgulCnvpgqbK4LhX/P72BVLX4/DB33ga3v9vGg7f3k1jNknM6+xiMu139BUtcXkjidNq1u1FMei2MeaxcX1bOadJEjz2o6IQ/MaviGNKgbKVyGM2SYQ1DtWuOTw3Kc5eJWuw1dygLIu2PiWDE0QxaDNrm4OlbtZU26wcfjFn1y6fb+9Ww7xgIlciUyhr2p7osJrxOSytlcHgcfHPN35FtB4D7FwRt2Ona8qgDha8Ez57dS62JcffKWa3l74Gay/A2OnquTlXLLOXLlQXxwYGvaB+/1u1iq5Gszit5pE6mvfLdDV4fr8yOOVz6DIfUSuMYnAUFFJQKRIpuxnz2DGbBjtIL3KtlNB5GKqJTCxTJCTHqbiG12KpZg0mTAHIRAbX9rr1Olx7GjmuFGPO4RvIgFAqNhM5sZA9SPB8NirmQey1Vj6hDI7+JDzjd+xvE+1FGcyoAcjic6O20A26ZbofaspghzZREOHUtkYF8GYkzULIpTszhkm/Q1mA9+ZYe3kzwekp78DPSYPkrgkP17brZqHPflA4iG68ItQ2qzhfbCZyjA/h/Nov4/XZr/V0Cp5PbYvNlPEz1UM7qTxhj03T6JLqnHD9YnDxMWG6Uinvf0D01r55QUBzh9dxdZSiGUmC7/p5UYh/5V+LY5EroivFFWI9lsVuMWnaqqsy4XNQkTt0Msw9DFYX3HwWVl8QCrqCuoGnji0YGPSCOn/dag796laSU5Me3UQrtcJjt+BzWPYrg4aT6D70tZK5U8nsAbBVclVbVgbJmMdOPFukaFE+3N1cHQ/BU5eeVAAAIABJREFUejxLWEpg8QyxGFRMIyKyDyql3jLsulEuilmjcp770l8Vx0YQLQGi1aKq1hwkeF4NnFdOuuWKTCJX1EYZ9DuJpPK1GSLoTRlsckqsmn1oGBDud1qxmKTO8RJtuLWT1l2LKNSb/HRXB2VZ5tJGQrfzgip3TXi4vp2qza2YzPDWHxH/rsRKgDCZ0UNERtvPVafg+YiiRtUVg1uJnOZFVNVBuH4xtfg2Yaq09XrjnfNJ0clRpwyqi0itjUtE8Hyb7/ldT8CFvwxf/bfwub8Or34Wpu4FRHzMbMCpiwWv2kXRzuofi03MQL7+ObH5VjcvqMYB6eH7YXB0UNuKW33mLm8muFvn1w4Q1483NxINx24bGYP7MIrBUZAVxeBGwVmNghgk6nMmZOVEP0RlcDMSxS3lsQemhvb/UFvvNkrKiWYQraLJDdFCAzxR+Zo4NoI2UVCKQXUI2z938GJQIZ4tIsujDZxXUV311FkaQMyqSuYuyqDaJip+5+o8lZbKoMkkEXLbuiuDTciyzK2IPovBKV+T4UoHdpJ5opmi7i/opya8JHKlxsX8xU+KzZyx09VD17aTnJrwaPAKGzGZJMIe2/7io5MyWG1NrC8G85rPP/ocVrzNplGLbxW3S8813jl6W9wG65VB8TnUuqid8DpaB7arvPefCzXwyh/Bxe+HD/4SAGuxnC5aRKH2O2wbLwFiblA919Ypg2oc0IyhDBr0wWRzm7jCTjJPJFXgzJQ+Z83recuJMK+sxKrdMql8iUgqz+KYoQzWYxSDo0BRBlfzzqFY6avudXtFpdAc4sxgLCIKGU9oeMVg0GXFZTOzklcW24MoBhUr9IrFyZS0fwZvmEz5HBRKFWKZolAGkxutW6za0VQMqlEIWhjILCitFSv1xYYkCXWw28yg3Vc1ltjWgTIIEFYy4fphK5EnWyzr0onsjFLYXd5MdLknXNoUHQR6NY9RUQu8a9t15zWbGz79DLznZwHROhdJFTg9qY/CtjrHXY8rDCZL+2LQ5q2ZTCHiaPRg+DETcFZn5wCxoRVYELNp9ajFYEObqPgdaF0MdlQGQWxS/fBz8BOX4QO/UJ1DXYtmdVNAdVUGAY6/Q9xaHNUYHKgV5Xr4PBkcHRxWM36ndV8xeEW5dui9qwTg0RNhShWZby+Jdd+S4gRuKIONGMXgKFAMQJayjqHMHqiGBbtF5bmHqAwmd0WLkyc0PbT/hyRJzAdd3MgoF+EBFoN7xz5QO6bOug0Z9QK8Ec+Bd1q0vvbznpqKwZhSDAY0UAbVFt7lvUzjDxyB7m6iTU6iJgntzT48Nnb6VAZvRsT3S08Zgyoht41pv4M31rsXg5eV1hm9K4N3TSrF4FZT+3twsao0X90SfxO9FIPVOe56TCZwT7SOl4hcgfHT1VbwdL5EMl8auPP0QZgJOPbN3LD4Nlj6ujC+UVEzBuuVwUSWMY8dm0Xbpca4106mUCad7zBL6woJwyiFXLFMJJXXjTLY0RVVZeo+cS6evh/MtevDejxHyG0zDDMM+mbK52jsBKK22XhG59cOgAcXg5hNEs/fFIr5khIrYcwMNmIUg6NAnRksuoay+K1ameeVk/8QZwZzMVEMmjzjXe55OOZDTi4nlV3MQcRLKLlYV2c/CkDZ5quGOw+bWt99ThhegDCM6JVmZTAtwqy1UAYnvGJht9pcDHZVBiNNGYP5oZgp9cuYx945WqIFtyL6jJVQuWfG11sxuJlk2u/QZPa0H8Y9dvxOa6My2IRqMKOXYrClMghK8HyLmcGdq00tovqIyQDhpLm/GHxMfKfVGAYQ5jHOYG2GGLEBpsZTaMlEtZDq/buumq7oIVYCwGoWRjYdlUGTGT7yGXjynzQc3ogZgfMGB+PcjI9X1+INWYOXNpJMeO2ab+b2gsdu4d5ZP9+4Kdbht3fVwHl9Xr+1wigGR4GiDMZxD0cZVL6QGzmluMkPrxgsJxVFyz3cwPa5oIs3YxZkpMEpg84Qlyx3syP7RmYeA7UF3Ub8AMWgLO9T1bRsEzWZJOaCzgMog7sN72ErmdOF6jHmsRFJ5VuG6rbj1k4ah9Wki4V6K87N+Lm5kyJb6NyK/MpqjLM6bxEF0SlwasLTsRi8spnE67Bo3nasohaD+z5XrYLnszFRINaZx2zqqBicCTiJZoqNDrWLbxO3n/8h+PUPwX/7brj8xQZVENTAee2LKVVV69gq2sSaDkO1J3yOljb/Ddz9flh4tOHQRjxnOIkaHIiLCwF2kvnq3CkIZfAoqIIqj54I88qqmBu8sZ1mzGPXNLJHjxjF4CjI7lG2eilhGYqBjNNmxm0zs5mRQDINtU20FhEwXGVwLugkWZCRXQPKGoyvgn+OrWSB/yW/G9Nd33n45+yRca8dk6Qs8NRQ6VZzQ63IJ6CYAV+tLTeWEcpgwK1Nvs980MVKtF9lcLfqJApCGZzU0DxGJeyxkytWyHQpnOq5FUlzLOzGpNM4hntmfFTkWqB8K65vp7i5k+adp4f7PR4UpyY9tazBFlzbSnF60qsL10cQ3/liWSaeLTb+wDO5XxmMXFUetF8ZnNBBMTjbKqsrdAJOvUdca4pZ0f1ic8O5Dzc8VgSda1+gq0ZVrSzy26GqoXM6aRMFoXD2o26qrMeyzBhOogYH4P55ofS/tCxEjVK5wrXt1JHYSFR59ESIYlnm5790lc+/vMZjJ4eXk31UMYrBUZDZI2/zAwzFQAbE3GAkXRTOjkMykClXZOz5XQomx77ctUGjOooW7KH+WirbEV8D/zyb8Ry/5fkU0gd/8fDP2SNWs4kxj10M8avFYLrH96Ta0HtrxWA0U8BikvBqtLO1EHKxvNuHMijLSpto/cygXpTB/hWD6zspTozrt8Xknhlxke7UKvqlN8Tn6r33DM8IapDcNeFlL11o2dIryzJXt5O6aRGFmqnX/niJKaH0l+tUtrqQcxW1FVAPhh8t4yUkCT75WfiRb8LfeBo+/efwYy/Cd/x49S65YplYpqgLRUothDaa2107sBrLIknam9/UM+mz7zPz6EY6XyKRK+ni72Bw9Lh7yofdYuKlZXF9v72bplCq6H7WvJ6HjoUwmyR+7Wu3OD/j4+c+dq/WL0l3GMXgKMjukbWoxeBwFsDjHrsIObZ5Bq8Mvv7bcO3L7CTzBIlTsA2/xVI1KklZggOaGVwF/yybiZwmrWQiXiIvimibt/cCV42h8NYW7dFMkYDLqpkKMh9yksiVGlUPZwBy8UZDCZV8EsqFqjJYLFfYTRc0jZVQUReJaz0uEmOZAku7Gc7P+of5sg7FbMCJ32nlzfV42/v88eubXFwI6KLY6IWWjqIKO6k8sUyR05Pax0qoVM0+mue7PJOA3LgZtHMZzPbGfL54Do/dootWppbFYA+oWZd6aHX1Oqx4W4RPd2ItmmXS69Dc/KaeCa+DSCpPudJ7W3tt9lH7v4PB0cNmMXHvrJ+XV0QxeGlDcaE+ArESKh67hcdOhrlrwsN/+auP4NbBeVVvHPgsJ0nSGUmSXq77JyFJ0o9LkhSSJOlpSZKuKbdB5f6SJEm/JEnSdUmSXpUk6YG65/qUcv9rkiR9qu74g5IkvaY85pckvfQA9YvNzZ5tFmAoM4MAEz47W8kc2D2DN5D505+FZ/8Va7EsYZJUXMOX2OdCYgESk/yHbxPNxSEfF22iGgU5T/kcVXtvPOO9t4m2UAZjmYKmph8Limq7Uj836AiAXG49r6q2FiufGzFLhS6UQXXTYaV5BrINr66KAuv+udE40R4ESZI6msisRjO8thbnqSOiCoJoEwW42uwoClzd1JeTKFBVYTbiTSqOuqmjfq9lGbbegLFTwvxDQS/KOcCk0ubebzGovne9bDjMNkdkdGF5L818SF9q2qTPTkWmL9OrDeW6YyiDBgfl4kKA19biFEoVrmwmMZskTk7otzumFb/6Vx7ij//22wkNaQ1+1DlwMSjL8hVZlu+XZfl+4EEgA/wu8FPAn8qyfAr4U+W/Ad4HnFL++TTwGQBJkkLAPwbeAjwC/GO1gFTu8+m6xz110NerKd/7G/z3hZ/BY7cMzdp5yudkM55DtnsHqwzKslCndi6zEcsQluJIaqvjEPE5rPidVnYqvsMXg/E1AGTfnGJooEEx6HdUd8rF3FCvbaIbtccoRDMFTQLnVeZaFVCqg2CruUHFTVc1HVLVEj0og9N+B2aT1FNIO8ArKzEkCc7P6VcZBNEqenkzSbFc2fezL70hNiKOSosoiM2Uab+D527s7vuZWiCe0pEyOF2Nk2n6XHnqisE3fhd+9Z1w88/3GX5odZ5qhcUszJLWYv21J1YdUXVVDPb+Hm7upDkxpp/PFMC4Vw2e76MYVN6z4SZqcFAuLgQplCp87XqE33phhQtzfuyWoxVT4rSZsZj1o/LrjUH9Zt4N3JBleQn4MPDryvFfBz6i/PuHgd+QBc8DAUmSpoH3Ak/Lsrwny3IUeBp4SvmZT5bl52RhyfYbdc915NhNFYY2Lwgw5Rc5SmWLe7Azg5ldKOchnyCxtUxYSmD3T3Z/3ACYDzlZLgWEicphHFKVjMG0Y5p8qaLJ4mTK7yCRKwlHPs9Ef8qg3ScUX4VIqlBtQ9MCdZ6zwURGzWxsNTeotvkqbaLqQkYPzo8Ws4lpv2O/IU4bXlmNcXLcg8+hXTHeC/fM+CmUKtzYaTwXyLLMH766zt1TXo7pNBqjFZIk8fiZCf7iWoRCqbHAvbadJOiyViN29IDDaibosjY48AHgVc6dv/9j8NkfFOYrH/wleO+/aLjbViKvm2IQRKvogZVBnbyPft5DPFNkN13Q3Wywes7sZ25wPa6/2UeDo4VqIvNj//Ml4pki//yjxszdncagisGPA/9D+fdJWZY3AJRbVUaaBVbqHrOqHOt0fLXF8X1IkvRpSZJekCTphZ2dAThPDoHddH5oLaJQO9HnTM7BRksk1qr/Wtl6kzESWH3DVwZBtPBdzSkKTGyl8507oWQMbkmiGNGqTRSUORrPZB/F4EZDiygIs5NhuNL2it8pVNvlnpVB1YFWtIlWnRJ1oAyC4o7aQ5uoLMu8vBLngo5bRFXuU5TLL77W6Fz52y+u8eJyjO97eF6Ll3Uo3nVmnFS+xAtLew3HX19LcEpHTqIq035nrRtAxT0BVhdUyvDBfwc//A148FNgqX2fKxWZ7WSOSR0pOTMBJ+vNKmcXNuNZvA6LbuZzZgJO4tkiqU7B8wo3ImIT5cS4vpTBg8xvbsRyjHnsupp9NDhaTPsdTPrsJHMlfvJ9dx8pJ1GD3jj02UGSJBvwIeCz3e7a4ph8gOP7D8ryr8qy/JAsyw+Nj+vTKl0og8NbwKvFRsI6Lgqnyv72sAMRrxWDgb2XsEklpCFnDKrMh1y8llKKwfhhisFVMFlYLYkTmFbKINTFS+TiUOqh1Se52WAeky+ViWeLmqsg8yEnK3t1CxJ1jjSzv42vlTIoSTXHRa2ZDzlZ6aFNdD2eI5LKc/+8vltEQSxiP3DfNL/y7A2WlJDdlb0MP/N7b/DI8RA/8NZj2r7AA/C2u8awmiWeuVLb8LsdSfPaWpzvvHs0G1T9MBNw7F+0W2zw6WeF8+aDPwim/ZfgvUyBYllmUkP1v5mZgJONWI5KH8Ylq9GsrjL6+nEUvbkjvjN6UwbHPXbsFtP+nNcOLO2lmddRPIbB0UOSJD56cY4PXpjhrz52TOuXYzAEBrFV9D7gRVmWValjS2nxRLlVh6NWgfrt6DlgvcvxuRbHjySRVGGoi1+12Fi33yUMZGJLg3liVRm0ODie/Lb49yFnDKrMBZ3cLilFRmz54E8UXwXfDFtJ4X6pycxgszIIvc0NJjcblMHdlAicH9N4obgQalLT3Gp+YgtlPrMr3BKVOJLtRI6w266b/v35oIudZJ5csUtIu+KmdmFe/8ogwP/zXeewmiT+0Rfe4Lkbu/zwb74IwC987wXMOs1I7ITbbuEtx8P8+eXa9+YLL68jSfChCzMavrLWTPud+w1kAMZPgzO4/7jCps6MVwBmAw4K5QqRdO+zajcjaV0VU2peYC8mMjd3UlhMUtUsSy+YTBJzQWdfxeCNnTQndaZwGhw9fup9d/PvP3FRt/m6BodjEKuxT1BrEQX4PUB1BP0U8IW64z+guIo+CsSVNtIvAe+RJCmoGMe8B/iS8rOkJEmPKi6iP1D3XEeKSkVmL50n7B7eAl5tfbxpOS4ObL42mCdOrIHJCnMPc7qk5GGNShkMutjBT8VkO7wy6J+vBg5r4dLXqAz2WAxWKkqbaE0ZVPPwNFcGgy5Wo9maUuAKgWRqnZ+Y2RWfGaWNbzuZ18W8oIrqXNvNROaVlRg2s+nIWGpP+R38nSdP8+zVHT7xH59naTfNz/+l+6oGQEeRd909wbXtFCt7GWRZ5vMvr/Ho8XC1fU5PTAccxLNFMSfcB9tJcZ7S04zXTKvg+Q4UyxWW9zIc19FcqvoeeisG0yyEXVh1smFVj9iI661NNJkrspPM667d1cDAQF8c6kwnSZILeBL4nbrD/xJ4UpKka8rP/qVy/IvATeA68B+BHwaQZXkP+FngW8o//1Q5BvC3gP+kPOYG8EeHeb1aEcsWqcjDC5yHmmHBG6U5sSjfen0wTxxfA980xbGzWFGUkxEpg/MhJzImMs7Jw80MRm9Xi8Ggy6qJC5bLZsHnsIhdf/X3121uMLsHlWKDMqiGWGutDM6HXBTKFTZUIwOTWbSBtipw05FaGynCWEJPC91qvEQXE5mXV2Kcm/EdqdmbH3zsGH/r8ZP8m++5j2/+gyd46vx09wfpmHedEd+d3/rWCi+vxLgVSfPRiy1HyTVnxt9fAaWyGVcNlvTzHakWUj267q7sZShXZF25cU54hXNwL/N2N3ZSunrt9ahdGXKrTNcm1HbXkzpSaA0MDPTHoSa7ZVnOAOGmY7sId9Hm+8rA/9nmeX4N+LUWx18Azh/mNeoBNRNomDODIBYPaykZwncNUBlcB98sUc/JqhOQOvs1bFQFI2qZwnNQZTCzB8l1mDjL1nVti5CqoYRHWZB3KwbVWIlWyqDGxaAaAn51K1mbC3KPt44ByUSqanKlInMrkuKxk8PPquwV1R11tUPrVb5U5tXV+JEzXrGYTfzkU3dr/TIGxvExN9959wS//OfX+e/fXMZmMfHUvfqMyKiPl7hrovfCYjORQ5K0/47Xo7ZL3lbmT7txKyLud1xHRYjZJDHlc3QtzssVmaXdjC7nUEGcr5L5EvFssWverOombCiDBgYGnTg6W9xHmIg65zXksMspv0O0IU7dC5sDUgYTq+CbZdVyrHZsRG2iDquZMY+dTWn84Mrg1hviduo8m4mcpnM4k+rfp6oMdmkTbRE4X1UGNTZfUVslr2zWOdd6xlu/p8xuVRlci2XJFSt9LY6HzbjitNfJROZbt6Jki2Xefmo0n32D1kiSxH/6gYf4hx84Rzpf4v3np3Qb89E2eL4L2wnh/qinFkW33cKM38GN7d5ii9Ri8ISO2kSht+D51WiGQrmiq3nHetTNq17mBm/upDHrcPbRwMBAX+jnanMHs5sejTI45XOIFqPJ8xBfbp351g9q4LxvhuuKl0/F5muwQR828yEnS+UwpDZ7c99sRi0GJ+9lI57TdLZo2qcEz1ts4Ay1nq+rR1UGfbVicCeZx+ewaB746ndZmfI5GotB90Tr95TerarJ15Wdaj0ZGqimDJ3iJZ65so3NbOKtOlI0/3fFZJL4699xnOd/+t383Mfu0/rltGXSL86TG322ia5Gs8zoyDxG5eSEZ19uZTtuRtIEXdauytWomQ12zxqsOYnq5xxVz0IfxeCNnRSLIdeRam03MDAYPcYZYgSoDpDDnBkEoQxGUnmKE0pn7WHnBtMRKBfAP8ftlIUNOYTkGW10x3zQxdW84t5Yl3nYM1uvgWuMrC3MXrqgqdX5pN/BTipPsVzpLWtQVQZVwxm0D5yv58yUl8sNyuCEcBOtn2XJxYW7rVLQqsqCnpRBEC3JnQxknrm6w1tOhHDZ9JGZZgBBtw2nTdtNkU7YLaKzYaPPfL5bkTTHdKaogdjAubGT7nFWLaXLYmomIDbkyh0iMqqtlTr8G0BNGezFRObmjr4cXQ0MDPSJUQyOgN2UyFULDnmXVI0v2HGfEgcO2yqqFl++GdZiWV6znEcaH+380XzIyRvpQwTPb74OU+dZV4xOpjXccZ/2O5BlZe7PM9FDm+iGaK+sU2K1Dpyv5+4pLze2U6K4BdH+WspCoU49iK+KW7+YtbuxkyLoshIacst0v8wHnW0NZFb2MlzfTvH4GX3OEBnol5mAg/U+2kRzxTLr8ayuXDhVTo67SeVLbCe7d2jciqR1+R5mAk5KFbnq2NqKm5E0fqf+zlEqHruFkNvWVRksV2Ru7aZ1WZQbGBjoC6MYHAGRdIGQyzb0bK9J1bCg5BML88OayFSLwVnWoln+6/jfh+/99UO+yv6YD7pYriitef2ayJRLsHMZJs9XW7W0bBNVi/WNuBI834sy6G10f9xJ5XWlDBbKFW4r80F4lGKp3kRGLeADCwDc2E7rThUEsdseyxRJ5or7fvbMVfF+Hj8zWlXc4Ogz7Xf0FHKusryXQZbRZSGltnZ3mxtM50tsJfK6fA+1iIz2f5Pr2ylOjLuRJP3mqc13aWsH4fxaKFUMJ1EDA4OuGMXgCNhN5YfeIgp1weaJgpgb3DpkMRivKwZjWaZCXjCP1qxhLuhiUw4jI/WvDO7dgFIOJs9XL/6q3bsWqE6mW2rWYGq7saWymcR6g5MoQERHyuCZKS9ArVW0VfC8WsD7xczp9Z2UruYFVdR4iaXd/QusZ69sMx9y6rZtzEC/tA2eb4NqvHIsrL/P2kllE6fb3KBezWOA6phAu5bwYrnCa6tx7pv1j/Jl9c18yNU1CudGxHASNTAw6A2jGBwBu6nCUAPnVWrFoOIoun0JyvuVjp5RAueLzjBbiRxzGqhq8yEnRSxkHRP9K4OqMjp1nvV4FkmqmTpogdqiuqkqg8VMY0tlM8nNhmIwVyyTzJd0owzeNeHBbJJqJjLqPGm9iUxsGcw2cE+wly6wly7oUhm8b04s/p6/udtwPFMo8bXruzx+ekLXSoGBPpn2O0jlSy0V51aoKrseZwYnvHY8dgs3djrHS+gxVkJlIeTCapa4tJFs+fNLGwmyxTIPHQuN+JX1x0LIxVo023n2cVvfs48GBgb6wSgGR8AvfO/9/OxHhh+XGHBZsVtMbMazohgsFyBy7eBPmBCB85uJAhVZOLGNmpmAE5MEUeukKCz6YesNMFlg7DTrsSzjHrumLpwBlxWbxSSKddUUJtmmVbSQEUWVrxaoXc0Y1IkyaLeYOT7mbqEM1hWD8VWhCppM3NShk6jKfMjF3VNevnyp8e/xB69skC2W+dD9Mxq9MoOjzHSgv3iJW5E0YbcNv1N/cRmSJHFi3N1VGby5k0aS9KluOqxmzk37eHkl2vLnL9wWxx86Fhzly+qb+ZCLUkXuaE50M5ImoMP5bAMDA/1hFIMjYCHsGokaIkmSkjWYF8UgHG5uMLEOvrlqS81sYPRZRVazSYS1S+P9K4Nbr8PYGbDY2YjnqgszrZAkiWm/Ei8RPCYORm+1vvPycyBXYO6R6qGdlD4C5+s5M+nlylZC/IeaP5luahNVzGOu69RJVOWJs5N863aUWKZQPfab31zm1ISHhxb1vTg00CdqRES3OAMVvTqJqpwc93SdGbwVSTHjd+Kw6tPp9eJCkFdX45RU46s6XljaYzbgrGZE6pVe4iWubSU5Oe4xOhoMDAy6YhSDdxiTPgdb8RyET4HZfri5wfhq1UkUtFEGAeaCTpZLITHDWCn39iBZrjqJggg7nw1on901qWYNhhXH18jV1ne89RWhai6+tXpIVQb1MjMIYm5wZS9LKl8S86TOYKMyGFuBQM1J1G4xaWri04knzk1Srsj8+RXx+t9Yj/PKSoxPPLJgLKgMDsSioo6prZPduL2b1qWipnJy3M16PEc6X2p7n9fXE9V5Yj1ycSFAplDm6lZjUSvLMi/cjupeFYS6YrDFjDMos49r8Wr7u4GBgUEnjGLwDmPG7xDFm9kCE2cPrgwWc0LVCZ1gTVEGtYplmA+5eCU/BZViLUS+G7vXIbkOcw8jyzIbsZwudnun/Q7RJuoOi8KpXRvvra/A3MNgqy0MIzpUBs9N+wB4dTUmDtQHz5fykNpsUAaPj7mH7qp7UO6b9TPutfPlN8Xr/x/fXMZuMfGxB2a7PNLAoDVjHhsht42rW61n1OqpuXCOvgOjV9QW73bFbSxT4Pp2igd1rKRfnBev7aWmVtGVvSzbybzu5wVBjE+4bWbe3Ei0/PmljQS5YoUHFvT7dzAwMNAPRjF4h7EYdrMRz5IvlYUqtvl6Z8fKduxeF22K42dYi2UY99o1a/uZD7r4w7SSb3jjz3p70NUvidvT7yWWKZItlnWhSE35RDEoyzKMnW5dDGZjsPEyHH9Hw2FVGRyFM22vPHoyjM1iqhZQ1eB5aMgYlGWZy5tJ3baIAphMEk+cneDZqzv816/d4ndfXOO77p0mMOR8UIM7F0mSODXhqZksdeD2rmK8Mqbf74jqKHq9Tavoi8uiwNJzMTgfchJ223hpOdZw/IWlPYAj0RJuNkncO+fnlZVYy5+r7+2BI/BeDAwMtMcoBu8wjo25qMgiKJup+yATEa6U/RK5Im7HzygtltoVUvMhJzsEyYfP9l4MXvsTGD8LgQXW42qshPZtolN+B4VShd10QbSK7rYoBpe+LgrxpmIwksoTdFmxmvXztfXYLbztZJinL22KAtc9XpsZVIvBwDyvrsbZiOd4x2l9Z/U9cXaSVL7Ez/z+mxwfd/Oj7z6l9UsyOOKcmfJybSslvh8duB0RLX/HdKwMHgu7cVrNvLTc2oDl20tRLCaJC3OBEb+y3pEkiYsLgX3v4YWDPhqvAAAcAklEQVSlKF6HhdOT+m1xrefCXIBLG0mx8dvEi8tRJn12XVzzDAwM9I9+VpUGA+FYdUYlI7IGQRip9MvOVUCC8F2sRrPMaTQvCKJNFGB7/DFhrFLonK9EPikKqlNPArCug8B5FTXPbmUvA2OnRPB8Lt54p1tfAYtDtInWsZPUT+B8PU+em2JlL8uVraRQBqvFoJoxOM/vv7KO1Szx3nNT7Z9IBzx+ZoJ/+bF7+cMf+w7+4EffrsvgbIOjxelJL8l8qaujqKoM6nlm0GYx8daTYZ65utPy5y/cjnLPjA+nTZ/mMSr3zwe4sZMmnhGRH6Vyha9ei/DAQlC3bezNXJgPUChXuNwiJuPF5SgPLASNWWcDA4OeMIrBOwx18Xo7kq6ap7D5av9PFLkCwUVKJjtr0SyLYe12q9VC9IrnYRGXsfT1zg+4+YyYLzz1HoCq/fa0Dgxk1N/jsloMAkSuN97p1ldg4VGwNBZ+kVRBV+YxKk+cFZEST7+xJZTBfELMnMZWAImKd4Y/fG2Dd5wax+/Sn2V+PWaTxMcfWeCeGcN4wWAwqErTlS5zgzd30kx47bjtllG8rAPz+JlxlnYz++YGi+UKr6zGjkRr4kVllu5lZdb5t19cZXkvw8cfntfyZfXFhXmhvr6y2tgqupPMs7KXNeYFDQwMesYoBu8wAi4bAZeVW7tpcPghsCDmBvtl5wqM381GPEepIlfdy7Rg0uvAZjbxEncLh9RuraLX/gTsPlFQIZxEbWYTY27tC6n5ehc41VFUbRUtZuHLPwPbb8CJx/c9djOeY0KHyuCEz8H98wGevrQllEEQJjLxFfBO8eJamo14jg9cmNb2hRoYaMDpSTFnd7XL3OD17SQndBjU3szjp8V3/Jkr2w3H31wXpiUPLerfgOW+OT82s4l//6fX2Enm+YWnr/LAQoCnzuu7c6GeGb+DMY+dl5vmBtW5zQcW9duqa2BgoC+MYvAO5FjYLZRBEHOD/baJlkvCQGbstGhnpFbEaIHJJDEbdHIrXoHFxzoXg1tvwJU/hpPvElEHiDbR6YADkw7afxxWM5M+O0t7GQgdF/ERkauQ2YP/7x3w1V+Ei98Pj3y64XGlcoXNRI65oD7niZ48N8mrq3F2URS11A7ElsE/zx+8uoHNYuKJs5PavkgDAw0IuGxM+uwdlcFMocQb64kjoeYshF2cGHPzzJXGVtEXlvRvHqPidVj5he+7wEsrMZ78xWfZSuT56fefPVJtlZIkcWHOz6urjWMGLy5HsZolo7vBwMCgZ4xi8A7k+FhdMTh5XhR23ebs6oktiXbM8TOiaAFNlUEQraIre1k4+Z2wc0kUfPWUS/A7n4bPPCYUtof/ZvVHG7GsZrEYrVgMuUWbqNkqwucj1+D5/yCKwk9+Dj78/zZESgBsJnKUK7Kms5ud+MB909gtJv75s7viQOQqxFdJOKb5wstrvOvMOF6HvltEDQyGxelJYSLTjpeXY5QqMg8f17+qBvDOM+M8f3OXXLFmXvJtJbB9Skfn2k584L4ZfvkTF0nlSrzn3CQPH4FIiWYuzAe4sZMikStWj33j5h73zPg1c/82MDA4ehjF4B3IsbAIBs4VyzB1r3Cm3L7U+xPsKE6iY2dY3stgMUmaZ/TNh1ysRDPwwA/A9P3wW5+E1z5Xu8PS1+DV3xKK2o+/CsffXv3RWiyrC/MYlfmQqxYWPHYaNl6Bb/wqnP1g1fSmmVUl63FWp8XgYtjNr3z/g/xFxE1WcsDnfwiit/hf18BiNvHjT5zW+iUaGGjG6Ukv17aTlCutHUW/dTuKJHEklEEQRkv5UoXnborNn2tbSZ5+c4vHz+jbLbiZ9907zZ/+xDv5dx+/qPVLORAX5gPIMryuqINfvRbh5ZUYH7jPaMk3MDDoHaMYvANRrcmX9zIHM5GpxkqcZnkvw1zQqbnD2nzQRSxTJCG54VO/D/Nvgd/+G7ChvK/rT4PJCu/+x+Cq7fDmimU2EznNlc16FsMuNhNKsR6+Syix+Ti8/SfaPmZNKQb12iYK8K67J/gnH38H78j/O/5F8RO8XDnJTf9b+L0feRtnlXB6A4P/HTkz6SVXrFTb7pt5YWmPM5Ne/M6joZ6/5XgIj93Cv/qjy0RSeX76d17Dbbfwd588eps+i2G37t1P23FhTrSCfu7FVcoVmZ/7o0vMBpx8/6OLGr8yAwODo4S+bcsMDoTqKHorkub0uUVhptLP3ODOVfBOg8PPyl5G03lBlWPhmvHK+Vk/fPw34edPw8v/Habvg+t/CotvBXtjYPNqNIsso6kbajNqYboazXCX6ih615Mw0353WlUG9dTu2or33zvNI8c/ymb8fWSLZf7RrNGuZGBweko4il7eTHKsKa6kVK7w4lKU735wTouXdiAcVjP/4ZMP8Dd/4wWe/IVniWaK/JvvuY+wDt2O72QCLhuffscJfvUrN7m+neKN9QS/+H0XjHOugYFBXxjK4B3IYrguXkKSxNzg5mu9P8HOZdG+iFAX9VBIVd+TksWFMwinn4LXPwfRJdh+UxRUTSzvifsvhPTj0reg/D6XdjNC4bT74fGf6viYtViGCa/9SFzkxzx2zs/6efhY6Ei8XgODYXNm0ovTauYr1/bn813aSJIulHnoiM2sveP0OP/lrz5MrljhbXeF+Z4jVMzeSfz0++7m7zxxmldX45yb9vHhC7NavyQDA4MjhqEM3oH4nVZCblutcJq6F17+TahUwNSl/q9UhPnH/X+ZeLZILFPURYul2vp6uz7b6r7vg0u/B0//Q/Hfdz2x73FLymyeHgpalcVQXRvv2TPwU0uiaO/AajSrW/MYAwODzjhtZt53forff2Wdf/SBcw2bJN+6vQfAw8eOxrxgPY+dHOPZv/84Pof1SDlx3klIksTffuIU9837uWvcowvXbAMDg6OFoQzeoRwLu2qhwFPnoZCC6K3uD9y5LO4780B1vkUPxaDLZmHCa+f2bt3MzaknwRGAN78A3hmYOLvvcct7GVw2M2G3bYSvtjMhtw23zVwtVLsVgiBMcGZ1PC9oYGDQme95cI5krsSfvLnVcPyFpT3mgk7NTboOyoTXYXQA6IB3nZnQxUiHgYHB0cMoBu9Qjo25uR1Rio2pe8VtL3ODy8+J24VHhXKFthmD9Rwbc7O0W6cMWuxwz0fEv596omVRtbybYSHk0tWutSRJLITd1d9vNyoVmfWYoQwaGBxlHj0RZjbg5HPfXq0eu7aV5MuXtnn7qaPlwmlgYGBgcOdgFIN3KMfDbjYTObKFMoyfBcnc29zg8vPgmYTgMf0Vg2EXtyJNBdT9nxS3Z76r5WOWdDLz2MxCyNlzMbidzFMsy8zqKB7DwMCgP0wmiY89MMtXr+2wGc9RKlf4ic++gsdu4Sfec/RcOA0MDAwM7gyMYvAORXWsu72bBqsDxk7BZg/K4MrzsPAoSBLLexmCLis+nYSFL4bdRFJ5UvlS7eD8I/C3X4XT7913/0pFZmUvo4s212YWFWWw0iZ3rJ7VqCgaDWXQwOBo890PzFGR4eO/+hx/8zde4NXVOP/sI+cZM1w4DQwMDAw0wigG71DUeImq4crUvd2VwfgaxJZh/lEAUUiF9ePCue89qQQXW7aIbifz5EsVXb0HlfmQi0KpwlYy1/W+azE1Y9AoBg0MjjLHxtz8+09cZCbg5CvXInzk/hnef68REG5gYGBgoB2Gm+gdiqoM3qp3FH3ts7D0dVh8rPWDVp4XtwuiGFzazXCfEmqrBxbrIhnOz3Z/Xep84aIOlcG7xkUe4tWtVFfjCDVjcDagv/dhYGDQHx+8MMMHL8yQypdwGsYrBgYGBgYaYyiDdygeu4Uxj50ldcbuwl+G8Cn4b98Nt77S+kHL3wCrG6buI18qsxrNcGJMP6ravqzBLizryA21mXPTPgDeXE90ve9qNMuYx4bTZiwcDQzuFDx2C2YjBsDAwMDAQGOMYvAO5ljYVVMGPePwg38IgQVREP7Op/cXhcvPwdyDYLZwO5KhIsPJCc/oX3gbPHYL4177/jbRNizvZTCbJGZ12F7pd1mZDTh5c6OXYjBjmMcYGBgYGBgYGBgMHKMYvIMR8RJ1hZN3En7wi3Dx++HKH8OvfxBe+k3xs+htET2x8FYAbuykADg5rp9iEESBu7Tbmwvn0m6GmYADq1mfH/N7Zny8sR7ver+1WJY5I2PQwMDAwMDAwMBgwOhzlWwwEI6PudlO5knXu2+6w/CBX4S/d0UUfl/6vyG5BV/4EdEievGvAHBjWxSDJ8b10yYKolX0Vh9tonpsEVU5N+PjViRNplBqe59CqcKKTuMxDAwMDAwMDAwMjjZGMXgHc6zTjJ3VCR/8JShm4D8/Abf/Ap76FxCYB+D6TorZgBOXTV8eQ8fH3Ow0F7htWNpNsxDSVzFbz7lpH7IMlzeTbe9zbTtJsSxzbsY3wldmYGBgYGBgYGDwvwNGMXgHc2xMqEm3m4PaVcZPwzv+LxEncdcTVVUQRJuonuYFVVRDG7WNtR07yTzRTJFTOnwPKmqB90YHExnVYObstFEMGvz/7d17bJ3lfcDx78+X3ONciJ0YhzsZccIlhFtaOkSBpQFpCmh0o6oGQmjZJqhaaTfoP2xdJ22VVjSmFbVbaaBqYYiVlVEuy7hoTB2UW5aAnYC5FJI4cUJInBCSkOTZH+d1OHF8nMSOfV77/X4k65zzvM+xftYvz3F+fp73eSRJko6vfE376Ljqd2awx6XfgHFTYf51B8/qO3Ag8XbXx1x08fThCPOYzM2KovbObs6dPbVivzUbu7P+k4clroFomTqeKePr+91RtK2zm/H1tQdzKUmSJB0vFoOj2MSxdTRNHsu7/e2+WTcGLll2SFNn924++XQ/Z+ZwVu2U6ROYMKb2iEcytGe7dLbOyu+MWkQwr7mBtn42kWnb0M3c5sluQS9JkqTjzmWio9xhO4oehZ7NY/K2kyhATU0wd9Zk2jsr32cHsKZzB7MaxjFt4phhimxg5p3YwJqNO9i3/8Bh11JKtHd2HzyTUJIkSTqeLAZHudNOmMh7R3kUQ4+8HivRo7W5gfaN3aSUKvZp37gj10tEe8w/sYE9+w7wTh8F+/ptn9C9e5/3C0qSJGlIWAyOcqc1TmTLzj1s27X3qN/T0bWTKePrmTEpn7Nqrc0N7Ni9j3UffdLn9U/3H6Cjawdzc7xEtMfCk6cB8MuOLYdd61kK606ikiRJGgoWg6Pc3Fml2bEjLass9/bmnZzROJGIfN6n1lMc9dwX2Ns7mz/m0/2J1hEwM3jqjImc3jiRp9d0HXatrbObiM9yKEmSJB1PFoOj3JEKp750dH2c2yWiUCqOIkrFUl8O7iQ6AmYGAa5qnckL73zIzl5nJ7Zt6Oa0GRNzd9ajJEmSRgeLwVGuafI4Zkwac9TF4OYde9iycw9n5Xg2asKYOk49YWLFn6mts5v62uD0xpFxHMMVc5v4dH/i+Tc3H9LevrHb+wUlSZI0ZCwGC6Bnw5Wj8fr60jEH57RMGcqQBm1ec0PFpa9rOndwZtNk6mtHxj/vC0+ZRsO4ukOWiq7duIMPtn7C+SdVPktRkiRJGoyR8b9lDUprcwNvbtrZ5/EFva1at50ImJ/zYrC1eTLvb93Fjt2fHnZtzcZuWnM8s9lbXW0Nl5/VxLNruth/oLRD6vJfvsfYuhp+Z+HsKkcnSZKk0cpisABamyezt8LxBb2tXr+NMxonMWlsvu9Tm39iqVh97f1th7S/u+VjNnXv4ZzZ+S5me7uytYkPP97L/3RsYduuvTzy2jquO78l9+ckSpIkaeSyGCyAnvvOeo4q6M/q9dtzv0QU4HNnnMCksXX8YlXnIe2PvLaeCLjmnOYqRTYwV7bO5OTpE7jtp6/yrcfa2P3pAW76/KnVDkuSJEmjmMVgAZzROIkxtTVH3ERmU/fu0qzaCCgGx9XXsnjeTJ54vZM9+/YDkFLi319bz6VnzGBmw7gqR3hsJo2t44Fli5g6oZ6fvbqeRadPd/MYSZIkDSmLwQKor61hzsxJFY9i6LF6XWnzmHNHyBLL3z7vRLp37+P5N0sHtr/6/ke8v3UX157fUuXIBqZl6nge+INF/OacGfzp4rOqHY4kSZJGuUEVgxExNSIejog1EdEeEZ+LiOkRsSIi3soep2V9IyLujoiOiFgVEQvLvs9NWf+3IuKmsvYLImJ19p67I6+noI8Arf3svtlj1frt1MRnZxPm3RfmzGDqhHr+Y9UGoLREdFx9DUvOnlXlyAZu9rQJ/PiWS7jw1OnVDkWSJEmj3GBnBv8BeDKlNBc4D2gHbgeeTinNAZ7OXgNcDczJvpYB9wBExHTgTuAS4GLgzp4CMuuzrOx9SwYZb2HNa25gy849dG7/pGKf19dv58ymSSPmkPP62hquPruZFW2b+Jfn3+HRlRtYPG9W7je/kSRJkvJgwMVgRDQAlwE/BEgp7U0pbQOWAvdl3e4Drs2eLwXuTyUvAFMjohn4ErAipbQ1pfQRsAJYkl1rSCn9b0opAfeXfS8do0WnnwBwcEllbyklVq3bzjktI+tcu+vOb2HX3v18+xftTB5Xz7LLTq92SJIkSdKIMJgplNOBzcCPIuI84BXg68DMlFInQEqpMyKasv4twAdl71+XtfXXvq6P9sNExDJKM4icfPLJg/iRRq/W5snMbBjLc2928bsXnXTY9fc+3MWWnXtYcNLIuF+wx8WnTeexr32BpoaxNE0eWZvGSJIkSdU0mGWidcBC4J6U0vnAx3y2JLQvfd3vlwbQfnhjSj9IKV2YUrqwsbGx/6gLKiK4/DeaeP6tLX0ePr+ibSMAX5zbdNi1vDu7ZYqFoCRJknSMBlMMrgPWpZRezF4/TKk43JQt8SR77CrrXz4lNRvYcIT22X20a4AuP6uRHbv38Wqvg9oBVrRtorW5gdnTJlQhMkmSJEnDbcDFYEppI/BBRPTsgX8l0AY8CvTsCHoT8PPs+aPAjdmuoouA7dly0qeAxRExLds4ZjHwVHZtR0QsynYRvbHse2kALp0zg7qa4Lm1XYe0f7hzD6/8+iN+a97MKkUmSZIkabgNdtvFrwE/iYgxwDvAzZQKzIci4hbgfeDLWd/HgWuADmBX1peU0taI+Gvgpazft1JKW7PnfwwsB8YDT2RfGqCGcfUsPGUaz63dzJ8vmXuw/ek1XRxIsNhiUJIkSSqMQRWDKaWVwIV9XLqyj74JuLXC97kXuLeP9peBswcTow51+VmNfOfJtXywdRcnTS8tCf2vtk2cOGUc80fI+YKSJEmSBm+w5wxqhFm6oIUJY2r55iOrSSmxbddenn9rC1fNm0lpNa4kSZKkIrAYLJiWqeO545pWnn9rC//4TAe/9/0X2H8gcf0Fs4/8ZkmSJEmjxmDvGdQI9NWLT+aJ1Z18d8WbTBxTy/KbL+Lc2SPrsHlJkiRJg+PMYAHV1ATfuf5crjlnFg8sW8Tnz5xR7ZAkSZIkDTNnBgtq9rQJfO+rF1Q7DEmSJElV4sygJEmSJBWQxaAkSZIkFZDFoCRJkiQVkMWgJEmSJBWQxaAkSZIkFZDFoCRJkiQVkMWgJEmSJBWQxaAkSZIkFZDFoCRJkiQVkMWgJEmSJBWQxaAkSZIkFZDFoCRJkiQVkMWgJEmSJBWQxaAkSZIkFZDFoCRJkiQVkMWgJEmSJBWQxaAkSZIkFZDFoCRJkiQVUKSUqh3DcRURm4FfVzuOPswAtlQ7CFVkfvLN/OSfOco385Nv5iffzE/+maPDnZJSajxSp1FXDOZVRLycUrqw2nGob+Yn38xP/pmjfDM/+WZ+8s385J85GjiXiUqSJElSAVkMSpIkSVIBWQwOnx9UOwD1y/zkm/nJP3OUb+Yn38xPvpmf/DNHA+Q9g5IkSZJUQM4MSpIkSVIBWQxKkiRJUgFZDA6xiFgSEWsjoiMibq92PCqJiPciYnVErIyIl7O26RGxIiLeyh6nVTvOooiIeyOiKyJeL2vrMx9Rcnc2plZFxMLqRV4MFfLzlxGxPhtDKyPimrJrd2T5WRsRX6pO1MURESdFxLMR0R4Rb0TE17N2x1AO9JMfx1BORMS4iPhVRPxflqO/ytpPi4gXszH0rxExJmsfm73uyK6fWs34R7t+8rM8It4tG0MLsnY/446BxeAQioha4J+Aq4F5wFciYl51o1KZL6aUFpSdS3M78HRKaQ7wdPZaw2M5sKRXW6V8XA3Myb6WAfcMU4xFtpzD8wNwVzaGFqSUHgfIPuNuAOZn7/le9lmoobMP+JOUUiuwCLg1y4NjKB8q5QccQ3mxB7gipXQesABYEhGLgL+jlKM5wEfALVn/W4CPUkpnAndl/TR0KuUH4M/KxtDKrM3PuGNgMTi0LgY6UkrvpJT2Ag8CS6sckypbCtyXPb8PuLaKsRRKSum/ga29mivlYylwfyp5AZgaEc3DE2kxVchPJUuBB1NKe1JK7wIdlD4LNURSSp0ppVez5zuAdqAFx1Au9JOfShxDwywbCzuzl/XZVwKuAB7O2nuPoZ6x9TBwZUTEMIVbOP3kpxI/446BxeDQagE+KHu9jv5/AWj4JOA/I+KViFiWtc1MKXVC6Zc30FS16ASV8+G4yo/bsiU495YtqzY/VZQtVzsfeBHHUO70yg84hnIjImojYiXQBawA3ga2pZT2ZV3K83AwR9n17cAJwxtxsfTOT0qpZwz9TTaG7oqIsVmbY+gYWAwOrb7+SuRZHvlwaUppIaWlBLdGxGXVDkhHzXGVD/cAZ1BastMJ/H3Wbn6qJCImAf8GfCOl1N1f1z7azNEQ6yM/jqEcSSntTyktAGZTmolt7atb9miOhlnv/ETE2cAdwFzgImA68BdZd/NzDCwGh9Y64KSy17OBDVWKRWVSShuyxy7gEUof/Jt6lhFkj13Vi1BUzofjKgdSSpuyX84HgH/ms2Vs5qcKIqKeUqHxk5TSz7Jmx1BO9JUfx1A+pZS2Ac9Rur9zakTUZZfK83AwR9n1KRz9UnoNQll+lmRLsFNKaQ/wIxxDA2IxOLReAuZku1GNoXRD+KNVjqnwImJiREzueQ4sBl6nlJubsm43AT+vToTKVMrHo8CN2W5hi4DtPUvhNHx63X9xHaUxBKX83JDttncapRv4fzXc8RVJdq/SD4H2lNJ3yy45hnKgUn4cQ/kREY0RMTV7Ph64itK9nc8C12fdeo+hnrF1PfBMSsmZpyFSIT9ryv7YFZTu5ywfQ37GHaW6I3fRQKWU9kXEbcBTQC1wb0rpjSqHJZgJPJLd610H/DSl9GREvAQ8FBG3AO8DX65ijIUSEQ8AlwMzImIdcCfwt/Sdj8eBayhtqrALuHnYAy6YCvm5PNvGOwHvAX8IkFJ6IyIeAtoo7aJ4a0ppfzXiLpBLgd8HVmf31AB8E8dQXlTKz1ccQ7nRDNyX7dpaAzyUUnosItqAByPi28BrlIp6sscfR0QHpRnBG6oRdIFUys8zEdFIaVnoSuCPsv5+xh2D8A8ZkiRJklQ8LhOVJEmSpAKyGJQkSZKkArIYlCRJkqQCshiUJEmSpAKyGJQkSZKkArIYlCRJkqQCshiUJEmSpAL6f5HYvgntuCJrAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_history(history)\n", "plot(X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Actually not that result that we expect from Neural Network! Keep on trying" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "scaler = MinMaxScaler(feature_range=(-1, 1))\n", "scaled = scaler.fit_transform(df.values)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('../../data/ads_hour.csv',index_col=['Date'], parse_dates=['Date'])" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# Another one approach to break the data using \"shift\"\n", "# Take bigger window \n", "window_size = 100\n", "\n", "df_s = df.copy()\n", "for i in range(window_size):\n", " df = pd.concat([df, df_s.shift(-(i+1))], axis = 1)\n", "df.dropna(axis=0, inplace=True)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "test_index = round(0.8*df.shape[0])\n", "\n", "X = df.iloc[:test_index, :]\n", "y = df.iloc[test_index:,:]\n", "\n", "#from sklearn.utils import shuffle\n", "#train = shuffle(train)\n", "\n", "X_train = X.iloc[:,:-1]\n", "y_train = X.iloc[:,-1]\n", "X_test = y.iloc[:,:-1]\n", "y_test = y.iloc[:,-1]\n", "\n", "#train_X = train_X.values\n", "#train_y = train_y.values\n", "#test_X = test_X.values\n", "#test_y = test_y.values" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1588, 100, 1)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scaler = MinMaxScaler(feature_range=(-1, 1))\n", "X_train = scaler.fit_transform(X_train.values)\n", "X_test= scaler.transform(X_test.values)\n", "\n", "\n", "scalere = MinMaxScaler(feature_range=(-1, 1))\n", "y_train = scalere.fit_transform(y_train.values.reshape(-1,1))\n", "y_test = scalere. transform(y_test.values.reshape(-1,1))\n", "\n", "X_train = X_train.reshape(X_train.shape[0],X_train.shape[1],1)\n", "X_test = X_test.reshape(X_test.shape[0],X_test.shape[1],1)\n", "\n", "X_train.shape[0], X_train.shape[1], X_train.shape[2]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# ------- Building the LSTM model --------- #\n", "\n", "model = Sequential()\n", "model.add(LSTM(input_shape = (X_train.shape[1], X_train.shape[2]), output_dim= 50, return_sequences = True))\n", "model.add(Dropout(0.5))\n", "model.add(LSTM(64))\n", "model.add(Dropout(0.5))\n", "model.add(Dense(1))\n", "model.add(Activation(\"linear\"))\n", "model.compile(loss=\"mse\", optimizer=\"adam\")\n", "\n", "# ------- Building the LSTM model --------- #" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "lstm_6 (LSTM) (None, 100, 50) 10400 \n", "_________________________________________________________________\n", "dropout_6 (Dropout) (None, 100, 50) 0 \n", "_________________________________________________________________\n", "lstm_7 (LSTM) (None, 64) 29440 \n", "_________________________________________________________________\n", "dropout_7 (Dropout) (None, 64) 0 \n", "_________________________________________________________________\n", "dense_4 (Dense) (None, 1) 65 \n", "_________________________________________________________________\n", "activation_4 (Activation) (None, 1) 0 \n", "=================================================================\n", "Total params: 39,905\n", "Trainable params: 39,905\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "# Shows the architecture of NN\n", "\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 1588 samples, validate on 397 samples\n", "Epoch 1/20\n", "1588/1588 [==============================] - 7s 4ms/step - loss: 0.0725 - val_loss: 0.1664\n", "Epoch 2/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0355 - val_loss: 0.0559\n", "Epoch 3/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0166 - val_loss: 0.0266\n", "Epoch 4/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0139 - val_loss: 0.0152\n", "Epoch 5/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0135 - val_loss: 0.0161\n", "Epoch 6/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0134 - val_loss: 0.0182\n", "Epoch 7/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0129 - val_loss: 0.0196\n", "Epoch 8/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0122 - val_loss: 0.0223\n", "Epoch 9/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0124 - val_loss: 0.0173\n", "Epoch 10/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0115 - val_loss: 0.0071\n", "Epoch 11/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0119 - val_loss: 0.0108\n", "Epoch 12/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0120 - val_loss: 0.0156\n", "Epoch 13/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0116 - val_loss: 0.0140\n", "Epoch 14/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0107 - val_loss: 0.0096\n", "Epoch 15/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0111 - val_loss: 0.0079\n", "Epoch 16/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0112 - val_loss: 0.0129\n", "Epoch 17/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0101 - val_loss: 0.0082\n", "Epoch 18/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0101 - val_loss: 0.0071\n", "Epoch 19/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0103 - val_loss: 0.0132\n", "Epoch 20/20\n", "1588/1588 [==============================] - 5s 3ms/step - loss: 0.0101 - val_loss: 0.0083\n" ] } ], "source": [ "history = model.fit(X_train, y_train , batch_size=64, nb_epoch=20, validation_data=(X_test, y_test))" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_history(history)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test RMSE: 3707.762\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yhat_inverse = scalere.inverse_transform(yhat.reshape(-1, 1))\n", "y_test_inverse = scalere.inverse_transform(y_test.reshape(-1, 1))\n", "\n", "rmse = sqrt(mean_squared_error(y_test_inverse, yhat_inverse))\n", "print('Test RMSE: %.3f' % rmse)\n", "\n", "pyplot.plot(yhat_inverse, label='predict')\n", "pyplot.plot(y_test_inverse, label='actual')\n", "pyplot.legend()\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RMSE for LSTM 3707. Is better but not fair enough" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('../../data/ads_hour.csv',index_col=['Date'], parse_dates=['Date'])" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((2085, 1), (2085,))" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.preprocessing import MinMaxScaler\n", "X = df['ads'].values.reshape(-1,1)\n", "scaler = MinMaxScaler(feature_range=(0, 1))\n", "X = scaler.fit_transform(X)\n", "\n", "X.shape, df['ads'].shape" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1460 625\n" ] } ], "source": [ "#test_index = round(0.8*df.shape[0])\n", "\n", "train_size = round(len(X) * 0.7)\n", "test_size = len(X) - train_size\n", "train, test = X[0:train_size,:], X[train_size:len(X),:]\n", "print(len(train), len(test))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "def create_dataset(dataset, look_back=360):\n", " X, Y = [], []\n", " for i in range(len(dataset) - look_back):\n", " a = dataset[i:(i + look_back), 0]\n", " X.append(a)\n", " Y.append(dataset[i + look_back, 0])\n", " return np.array(X), np.array(Y)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((1455, 5), (1455,), (620, 5), (620,))" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "look_back = 5\n", "X_train, y_train = create_dataset(train, look_back)\n", "X_test, y_test = create_dataset(test, look_back)\n", "\n", "X_train.shape, y_train.shape, X_test.shape, y_test.shape" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((1455, 1, 5), (620, 1, 5))" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Making 3D vector \n", "X_train = np.reshape(X_train, (X_train.shape[0], 1, X_train.shape[1]))\n", "X_test = np.reshape(X_test, (X_test.shape[0], 1, X_test.shape[1]))\n", "\n", "X_train.shape, X_test.shape" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "# ------- Building the LSTM model --------- #\n", "\n", "model = Sequential()\n", "model.add(LSTM(100, input_shape=(X_train.shape[1], X_train.shape[2])))\n", "model.add(Dense(1))\n", "model.compile(loss='mae', optimizer='adam')\n", "history = model.fit(X_train, y_train, epochs=300, batch_size=100, validation_data=(X_test, y_test), \n", " verbose=0, shuffle=False)\n", "\n", "# ------- Building the LSTM model --------- #" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Test RMSE: 2891.869\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_history(history)\n", "plot(X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Finaly we got good results with RMSE = 2891\n", "\n", "##### In conclusion,\n", "we can say that RNNs are pretty good instrument for predicting time series. It has pros and cons.\n", "It could give very good results because LSTM remember previos periods, peaks, trens and other moments. \n", "More than 1000 parameters to tune model makes choise of LSTM in simple time prediction hard. You can change numer of layes, choose dropout, window size, optimizer, bathc size, number of epochs, return or not renurn sequences.\n", "