{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "My two favorite types of machine learning models are the support vector machine (SVM) and the neural network. Neural networks are great for making sense of a huge amount of training examples with each datum having hundreds or even hundreds of thousands of features. But neural networks don't tend to perform as well as other models on small data sets with only a few hundred data points or a very small numbers of features. Data sets with a few hundred to a few thousand training examples and a hand full of features are the sweet spot for SVM's. But where neural networks are great at engineering their own features SVM's require careful feature selection for good performance.\n",
    "\n",
    "Because of their very different strengths and weaknesses it can sometimes be fruitful to combine SVM and a neural network together into a single model. The way in which I have seen this done previously is to use the neural network as a feature extractor for the SVM. The neural network is trained normally and then as a post processing step the final layer of the neural network is removed and replaced with a SVM which is fed the activations of the second to last layer as features. The ability of a neural network to compress a large amount of information down to a few relevant features and SVM's ability to squeeze the most out of a small number of data points is a great combination.\n",
    "\n",
    "Although this method works it isn't very satisfying. Often the features that work best as the last layer of features in a neural network are very different than the features that would work best as features for an SVM classifier. A fresh hyper parameter search for the SVM after every tweak to the neural network works but is painful and awkward. Not to mention that there is no guarantee that the neural network features will be well adapted for use by the SVM even with a hyper parameter search over kernel parameters. Wouldn't it be nice if instead of learning an SVM as a post processing step we could incorporate it in to the neural network architecture directly? \n",
    "\n",
    "<!-- TEASER_END -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Smooth Kernel Machines\n",
    "\n",
    "We will take a moment to consider roughly how SVM models work then propose a simplification suitable for use as a layer in gradient descent machine learning models which we will call \"Smooth Kernel Machines\" SKM.\n",
    "\n",
    "A SVM works by analyzing the similarities between new data and training samples. You pick a function $K(x_1, x_2) \\in \\mathcal{R}$ that tells you how similar two points are to each other. $K$ is called the kernel function of the SVM. The classification of SVM is calculated as a weighted sum of the kernel over the training data $X$ with coefficients calculated as a function of all the training data $X_t$ and the associated labels $Y_t$.\n",
    "\n",
    "$$\n",
    "f(x) = \\sum_{x_i \\in X_t} c_i(X_t, Y_t) K(x, x_i)\n",
    "$$\n",
    "\n",
    "If this sum exceeds some threshold $f(x) > b$ then x is classified as a positive example and if the sum is negative it is classified as a negative example. In a regular SVM model the coefficients $c_i(X, Y)$ are calculated using a formalism involving linearly constrained optimization which is guaranteed to find the global optimum of a special loss function.\n",
    "The trouble with putting the above expression in to a neural network is that the way that the coefficients $c_i(X, Y)$ depend on the training data is not perturbatively stable, that means small changes in the input features $X$ can cause arbitrarily large changes to the optimal coefficients $c_i(X)$, making solution by gradient descent not a good idea. Also the actual calculation of the coefficients can be very computationally expensive making the calculation of the gradient of $c_i(x)$ at every training iteration very inefficent.\n",
    "\n",
    "There is a very close parallel here to radial basis function networks (RBFN). In a RBFN the kernel function depends only on $|x_1-x_2|$ and we replace the sum over the entire dataset with a sum over a small constant set of exemplar points, treating $c_i$ and $x_i$ as free parameters of the model. This solution works just fine but it gives up a key regularizing feature of SVM's which is that by keeping the sum as being evaluated on actual data points we concentrate the degrees of freedom of the model in exactly the places where we have more data.\n",
    "\n",
    "A different solution would be to simply evaluate the coefficents on small mini batches but keep the usual SVM optimization startegy. However this will make the perturbative instability problem go from bad to worse especially as the size of the mini batches gets smaller and smaller. But we needn't use the usual SVM method of coefficient estimation. We can instead use a simpler closed form solution which can be quickly evaluated and equally importantly easily differentiated.\n",
    "\n",
    "I think the set of coefficients which most readily comes to mind is to solve the linear system $y=K_{i,j}c$ via least squares. Since we have the same number of coefficients as target values to predict we can always find an exact solution. However data points very near to each other $x_i \\approx x_j$ will create nearly degenerate columns in the similarity matrix making the linear model very poorly conditioned and so making the resulting function very unstable mini batch to mini batch.\n",
    "\n",
    "The idea I'm going to promote here is that we simply use the kernel function as a weight for calculating a weighted average of the target variable $y$. Written out that is,\n",
    "\n",
    "$$\n",
    "f(x) = \\bar{y}(x) = \\frac{v\\epsilon + \\sum_{x_i, y_i \\in X_t, Y_t} y_i~K(x, x_i)}{\\epsilon + \\sum_{x_i \\in X_t} K(x, x_i)}\n",
    "$$\n",
    "\n",
    "Here $v$ is a dummy observation with a small weight $\\epsilon$ to prevent the \"average\" value from diverging to infinity where the sum of the kernel function over the training batch drops to 0. \n",
    "\n",
    "Note that this formulation only makes sense if our similarity is always positive. This is a very reasonable restriction, the most popular (and typically best performing) kernel is the Gaussian kernel $K(x_1, x_2) = G(r_{12}) = exp(-\\gamma \\sum (x_1-x_2)^2)$ with the width parameter $\\gamma$ controlling how close two data points need to be in order to be considered similar enough to affect each others classification. In fact the Gaussian kernel is so popular that it is often known simply as the <a href=https://en.wikipedia.org/wiki/Radial_basis_function_kernel> radial basis function kernel </a>.\n",
    "\n",
    "### Regularization .\n",
    "\n",
    "If we are using this as a machine learning model on its own with fixed input features X and a fixed kernel then there is nothing wrong with the formulation above. However if the input features $x$ represent the outputs of a neural network  acting as a feature extractor then we still have some work to do. Since we have allowed the value of $\\bar{y}(x)$ to depend on the training data including $y_i$ the only way to always be certain to get a near perfect prediction on the test data $\\bar{y}(x_i) =  y_i$ is to make the similarities go to zero $K(x_i, x_j) \\approx 0$ for $i \\neq j$. Thus during training via gradient descent we will tend to reward ANY change of the neural network parameters which results in larger average distances between any two points, which is obviously not going to give us a model that generalizes well.\n",
    "\n",
    "Another way to look at the problem is that we are feeding our desired output as an input to our model, which can get us into trouble. The usual way to deal with this kind of information leakage from our labels is to use some sort of cross validation. We withold some data from our model during training and then check how well it perfroms on that data after training. Because we have a closed form solution for our function in this case it turns out to be trivial to find what our SKM model would give us were we to exclude a single pair of input and target $x_j$, $y_j$. We simply subtract out the contribution from the sums coming from that particular datum.\n",
    "\n",
    "$$\n",
    "f_j(x) = \\bar{y_j}(x) = \\frac{v\\epsilon - y_jK(x_j, x_j) + \\sum_{x_i, y_i \\in X_t, Y_t} y_i~K(x, x_i)}{\\epsilon + K(x_j, x_j) + \\sum_{x_i \\in X_t} K(x, x_i)}\n",
    "$$\n",
    "\n",
    "This acts as a sort of online version of a leave one out cross validation employed as a regularization strategy. This forces the neural network to reduce the training error by moving $x_i$ with similar $y_i$ closer together instead of farther appart which is exactly what we want. Thus we can use this leave one out adapted function to evaluate the SKM model on the training data and then the regular weighted average to evalute $\\bar{y}$ on never before seen data. Although this is a snazzy regularization strategy it is important to note that this isn't really leave one out cross validation because the neural features $x$ can still easily learn to overfit to the data the leave one out adjusted function is just a sort of smart regularization to the gradient."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Toy Data Set\n",
    "\n",
    "In order to test whether or not this idea has any merit lets try to invent a toy model data set on which we expect that SKM should work well. We will begin by analyzing the dataset by SVM, and a neural network + SVM hybrid like we were talking about at the beginning of this post and then apply our new proposed SKM.\n",
    "\n",
    "A frequently encountered and sometimes very challenging situation is where our features only have predictive power when combined with many other features. This situation is greatly exacerbated by the fact that since each feature by itself looks like a very weak feature we cannot always rely on a quick one at a time feature selection process to find the features that will end up being the most useful. The classic example of this of course is image recognition. Our input features are pixel intensities but each pixel by itself is such a weak feature that it hardly seems useful. In the case of image recognition it is only by combining hundreds or thousands of pixel intensities together that we can create useful features.\n",
    "\n",
    "As a simple version of this scenario we will look at trying to learn a classification for points in 10 dimensional space where the points are in the positive class if they lie withinin a narrow ring in their first two input dimensions. The remaining dimensions are fillled with irrelevant noise."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Set Generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "np.random.seed(1234)\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import svm\n",
    "import sklearn.metrics\n",
    "import sklearn.decomposition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams.update(\n",
    "    {\n",
    "        \"figure.figsize\":(12, 6),\n",
    "        \"font.size\":15,\n",
    "        \"image.cmap\":\"PuOr\",\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_ring_dataset(\n",
    "    n_samples, \n",
    "    n_col_total, \n",
    "    n_informative, \n",
    "    rsq_bounds,\n",
    "):\n",
    "    x = np.random.normal(size=(n_samples, n_col_total))\n",
    "    r_sq = np.sum(x[:, :n_informative]**2, axis=1)\n",
    "    y = (r_sq > rsq_bounds[0])*(r_sq < rsq_bounds[1])\n",
    "    return x, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_train = 1000\n",
    "n_test = n_train\n",
    "total_dimensions = 10\n",
    "informative_dimensions = 2\n",
    "\n",
    "dataset_kwargs = dict(\n",
    "    n_col_total=total_dimensions,\n",
    "    n_informative=informative_dimensions,\n",
    "    rsq_bounds=(0.5, 1.5),\n",
    ")\n",
    "\n",
    "train_x, train_y = make_ring_dataset(\n",
    "    n_samples=n_train,\n",
    "    **dataset_kwargs\n",
    ")\n",
    "\n",
    "test_x, test_y = make_ring_dataset(\n",
    "    n_samples=n_test,\n",
    "    **dataset_kwargs\n",
    ")\n",
    "\n",
    "#for convenience in training the neural nets one hot encode the y\n",
    "train_y_onehot = np.stack([1-train_y, train_y], axis=1)\n",
    "test_y_onehot = np.stack([1-test_y, test_y], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Classification Difficulty\n",
    "\n",
    "This is a fairly difficult classification problem and represents an almost adversarial example for training either a neural network or a support vector machine. The spherical symmetry causes trouble for the neural network and the irrelevant data columns cause troulbe for the SVM.\n",
    "\n",
    "The spherical symmetry is such that the negative and positive classes tend to have very similar distributions to each other in any one random projection. Since neural networks are a series of projections followed by some sort of thresholding (e.g. relu or tanh activations) this makes training a neural network on this data very slow and difficult."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f43c98642e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 3, sharex=True, sharey=True)\n",
    "for ax in axes[2]:\n",
    "    ax.set_xlabel(\"Random Projection\")\n",
    "\n",
    "for ax in axes[:, 0]:\n",
    "    ax.set_ylabel(\"Probability\")\n",
    "\n",
    "axes = axes.ravel()\n",
    "\n",
    "for i in range(len(axes)):\n",
    "    ax = axes[i]\n",
    "    random_proj = np.random.normal(size=(total_dimensions,))\n",
    "    x_proj = np.dot(train_x, random_proj)\n",
    "    x_proj_0 = x_proj[train_y==0]\n",
    "    x_proj_1 = x_proj[train_y==1]\n",
    "    ax.hist(x_proj_0, color=\"purple\", histtype=\"step\", normed=True, lw=3)\n",
    "    ax.hist(x_proj_1, color=\"orange\", histtype=\"step\", normed=True, lw=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because the SVM acts only on the similarity between data points the spherical symmetry poses no problems at all for learning the classification function. The SVM will be able to learn a good classifier if points which are of the same class tend to have much higher similarities to each other than the cross class similarities. \n",
    "\n",
    "Without doing lots of careful feature selection/engineering and hyper parameter selection for choosing the kernel it is extremely difficult for the SVM to learn to ignore spurious similarities between input data. In this case because we have many more irrelevant features than we have relevant features the similarity between data points is dominated by the distance between points in the irrelevant dimensions and so SVM using all of the available features at once performs very poorly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def classification_plot(\n",
    "    x,\n",
    "    y,\n",
    "    ax=None,\n",
    "):\n",
    "    if ax is None:\n",
    "        fig, ax = plt.subplots()\n",
    "    vmin, vmax = -0.25, 1.25\n",
    "    ax.scatter(x[:, 0], x[:, 1], c=y, alpha=0.85, vmin=vmin, vmax=vmax)\n",
    "    ax.set_xlabel(\"$x_1$\", fontsize=20)\n",
    "    ax.set_ylabel(\"$x_2$\", fontsize=20)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy 0.598\n",
      "ROC AUC 0.512623761225\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f43c76fcda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "svc = svm.SVC(\n",
    "    C=20.0,\n",
    "    kernel=\"rbf\",\n",
    ")\n",
    "svc.fit(train_x, train_y)\n",
    "pred_y_svc = svc.predict(test_x)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(10, 4), sharex=True, sharey=True)\n",
    "\n",
    "print(\"accuracy\", sklearn.metrics.accuracy_score(test_y, pred_y_svc))\n",
    "print(\"ROC AUC\", sklearn.metrics.roc_auc_score(test_y, pred_y_svc))\n",
    "\n",
    "classification_plot(test_x, test_y, ax=axes[0])\n",
    "classification_plot(test_x, pred_y_svc, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"Data\")\n",
    "axes[1].set_title(\"SVC prediction (All Features)\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With all the irrelevant features junking up the similarity between points the SVM loses its way completely and its predictions become very poor, dominated by what points happen to be close to each other in the 8 irrelevant dimensions instead of the 2 relevant ones. \n",
    "\n",
    "Note that if we cheat and do some human feature selection/engineering beforehand and use only just the 2 relevant dimensions the SVM classifier has absolutely no trouble learning the classification function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy 0.981\n",
      "ROC AUC 0.983562835126\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f43c77260f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "svc = svm.SVC(\n",
    "    C=20.0,\n",
    "    kernel=\"rbf\",\n",
    "    gamma=0.5,\n",
    ")\n",
    "svc.fit(train_x[:, :2], train_y)\n",
    "pred_y_svc = svc.predict(test_x[:, :2])\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(10, 4), sharex=True, sharey=True)\n",
    "\n",
    "print(\"accuracy\", sklearn.metrics.accuracy_score(test_y, pred_y_svc))\n",
    "print(\"ROC AUC\", sklearn.metrics.roc_auc_score(test_y, pred_y_svc))\n",
    "\n",
    "classification_plot(test_x, test_y, ax=axes[0])\n",
    "classification_plot(test_x, pred_y_svc, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"Data\")\n",
    "axes[1].set_title(\"SVC (Hand Selected Features)\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Neural Network\n",
    "\n",
    "What happens if we try to fit a neural network feature extractor? With enough training data the neural network should be able to act as a filter getting rid of the irrelevant information in the extra dimensions and finding useful features. As I mentioned earlier, neural networks don't tend to work well on such small datasets and just 1,000 examples may not be enough to do well on this particular task.\n",
    "\n",
    "It took me quite a while to find a neural network architecture and a set of optimizer parameters which worked well. Too many filters in the first couple layers leads to significant overfitting but you need at least 10 or so to get decent results. The feature embedding layer has intentionally been kept with just a few filters because that will tend to give better results when combining with SVM as a post processing step. The neural network tends to perform slightly better with more features in the second to last layer but not significantly so. Without the dropout regularization between the first two layers the network struggles to achieve any kind of accuracy, tending to overfit after a few tens of epochs without having learned any useful features. Even with the dropout regularization the network sometimes fails to train significantly for dozens of epochs due to unfortunate initialization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import keras\n",
    "import tensorflow as tf\n",
    "\n",
    "from keras.layers import Conv3D, MaxPooling3D, AveragePooling3D, GlobalAveragePooling3D, Dense, Input, BatchNormalization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_in = keras.layers.Input((total_dimensions,))\n",
    "\n",
    "x = x_in\n",
    "x = Dense(60, activation=\"relu\",)(x)\n",
    "x = keras.layers.Dropout(0.2)(x)\n",
    "x = Dense(20, activation=\"relu\",)(x)\n",
    "x = Dense(4, activation=\"relu\",)(x)\n",
    "nn_embedding = x\n",
    "x = Dense(2, activation=\"softmax\")(x)\n",
    "nn_prob = x\n",
    "\n",
    "nn_model = keras.models.Model(x_in, nn_prob)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = keras.optimizers.SGD(lr=0.1, momentum=0.8)\n",
    "nn_model.compile(loss=\"categorical_crossentropy\", optimizer=optimizer, metrics=[\"accuracy\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "nn_training_history = nn_model.fit(\n",
    "    train_x, \n",
    "    train_y_onehot,\n",
    "    epochs=200,\n",
    "    batch_size=256,\n",
    "    verbose=False,\n",
    "    validation_data=(test_x, test_y_onehot)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4378690940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "training_losses = nn_training_history.history[\"loss\"]\n",
    "val_losses = nn_training_history.history[\"val_loss\"]\n",
    "\n",
    "plt.plot(np.arange(1, len(training_losses)+1), training_losses, label=\"train\")\n",
    "plt.plot(np.arange(1, len(val_losses)+1), val_losses, label=\"validation\")\n",
    "\n",
    "plt.legend()\n",
    "plt.xlabel(\"Epoch\")\n",
    "plt.ylabel(\"Categorical Cross Entropy\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The sharp improvement in performance in the above plot correspond to the network learning to classify the points interior to the ring. At first the network steadily learns to classify points which are outside of the outer radius of the ring as belonging to the negative class. This is significantly easier than learning to classify the very inner most points as being part of the negative class and the network performance improves slowly for a long while. Eventually a lucky set of parameter perturbations leads to a set of features that allow the innermost points to also be correctly classified and the performance rapidly improves. See the embedding comparison section later in this post for more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy 0.922\n",
      "ROC AUC 0.981079472262\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f43785bdcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_y_nn_prob = nn_model.predict(test_x)[:, 1]\n",
    "pred_y_nn = pred_y_nn_prob > 0.5\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(10, 4), sharex=True, sharey=True)\n",
    "\n",
    "print(\"accuracy\", sklearn.metrics.accuracy_score(test_y, pred_y_nn))\n",
    "print(\"ROC AUC\", sklearn.metrics.roc_auc_score(test_y, pred_y_nn_prob))\n",
    "    \n",
    "classification_plot(test_x, test_y, ax=axes[0])\n",
    "classification_plot(test_x, pred_y_nn, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"Data\")\n",
    "axes[1].set_title(\"NN prediction\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With a well chosen architecture, appropriate regularization, a lucky set of starting parameters, and enough training epochs the neural network can eventually learn the target classification fairly well. However there is a large amount of variation in perfomance of models with different parameter initializations or different realizations of the ring data set."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NN + SVC (post processing)\n",
    "\n",
    "Treating the neural network as a feature extractor and training a SVM classifier head sometimes results in a performance boost as discussed at the start of the post. Lets see if it happened in this particular case.\n",
    "\n",
    "We can't incorporate the SVC directly into the keras model and so we need to first extract the neural network features and then fit them using the sklearn SVC implementation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "nn_embedding_model = keras.models.Model(x_in, nn_embedding)\n",
    "\n",
    "nn_embed_train = nn_embedding_model.predict(train_x)\n",
    "nn_embed_test = nn_embedding_model.predict(test_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy 0.926\n",
      "ROC AUC 0.919962703052\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f437873d2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nn_svc = svm.SVC(\n",
    "    gamma=3.0,\n",
    "    kernel=\"rbf\",\n",
    ")\n",
    "nn_svc.fit(nn_embed_train, train_y)\n",
    "pred_y_nn_svc = nn_svc.predict(nn_embed_test)\n",
    "nn_svc_decf = nn_svc.decision_function(nn_embed_test)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(10, 4), sharex=True, sharey=True)\n",
    "\n",
    "print(\"accuracy\", sklearn.metrics.accuracy_score(test_y, pred_y_nn_svc))\n",
    "print(\"ROC AUC\", sklearn.metrics.roc_auc_score(test_y, nn_svc_decf))\n",
    "\n",
    "classification_plot(test_x, test_y, ax=axes[0])\n",
    "classification_plot(test_x, pred_y_nn_svc, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"Data\")\n",
    "axes[1].set_title(\"NN + SVC prediction\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The SVM post processing trick can be fickle. Although it can sometimes result in improved performance over justa a vanilla NN, in practice it requires a lot of babysitting to get right, with hyper parameter searches and rounds of feature engineering (e.g. adding in some categorical metadata etc). Even then it can be a real challenge to avoid the effects of overfitting even more so than when using either an NN or an SVM alone.\n",
    "\n",
    "For example if the neural network learns to nearly perfectly predict the training data then the SVC will simply re-learn the linear separator represented by the last layer of the neural net (re-learn it poorly if you are using an RBF kernel) which isn't going to give you a performance boost. You can counter this to some degree by stopping your network training very early. So that train and validation accuracies are similar with the hope that this will leave enough structure for the SVM to exploit. However, this makes the NN+SVC system very unstable much more so than either sort of classifier alone. I have had some good experiences with an averaging or voting scheme using the predictions of a bag of NN+SVC systems trained in this way. However there is a lot of overhead involved in training and evaluating such a model. But ensembling together a lot of high variance models to get a lower variance estimator is just putting a band-aid on the real problem of unstable training/poor regularization. We can of course endlessly tinker with regularization strengths and/or entirely different sorts of model regularization but this can be exhausting and not at all guaranteed to meet with success.\n",
    "\n",
    "Wouldn't it be great if we could side step all of the stability issues that come with stacking models and simply incorporate an SVM like classifier directly in to the training of the feature extracting network? \n",
    "I've already outlined above how I think this might be carried out in principle lets see how well that formulation works on this particular learning problem.\n",
    "\n",
    "## SKM Implementation\n",
    "\n",
    "OK, time to dig in and implement the SKM model as an integrated top layer for a neural network and see if that makes a difference. First we need a distance matrix implementation in tensorflow a nifty way to calculate it can be adapted from an answer to <a href=https://stackoverflow.com/questions/37009647/compute-pairwise-distance-in-a-batch-without-replicating-tensor-in-tensorflow>this stack overflow question</a>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tf_pairwise_sq_distance_matrix(x1, x2):\n",
    "    r1 = tf.reduce_sum(x1*x1, 1)\n",
    "    r2 = tf.reduce_sum(x2*x2, 1)\n",
    "    r1 = tf.reshape(r1, [-1, 1])\n",
    "    r2 = tf.reshape(r2, [-1, 1])\n",
    "    D = r1 - 2*tf.matmul(x1, tf.transpose(x2)) + tf.transpose(r2)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If the formulas in the function above is mystifying think of it as just a vectorized (tensorized?) rewriting of the identity $(x_1-x_2)^2 = x_1^2 -2x_1 x_2 + x_2^2$. lets make some test data and compare the results to the scipy.spatial.distance_matrix function to make sure that we don't have any bugs in the distance calculation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.3988534727411627e-07"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#generate some randomized test data\n",
    "x1_rand, x2_rand = np.random.normal(size=(100, 8)), np.random.normal(size=(50, 8))\n",
    "\n",
    "import scipy.spatial\n",
    "import keras.backend as K\n",
    "\n",
    "scipy_dsq = scipy.spatial.distance_matrix(x1_rand, x2_rand)**2\n",
    "\n",
    "sess = K.get_session()\n",
    "#make some placeholders to feed our data in with\n",
    "x1_ph = tf.placeholder(dtype=np.float32)\n",
    "x2_ph = tf.placeholder(dtype=np.float32)\n",
    "#build the squared distance matrix tensor \n",
    "dsq_tensor = tf_pairwise_sq_distance_matrix(x1_ph, x2_ph)\n",
    "#run the operation\n",
    "tf_dsq = sess.run(dsq_tensor, feed_dict={x1_ph:x1_rand, x2_ph:x2_rand})\n",
    "\n",
    "#check that the difference in calculated squared distances are small\n",
    "np.mean(np.abs(scipy_dsq-tf_dsq))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With a nice utility for calculating distance matrices under our belt it is a simple matter to implement the SKM equations where we apply a radial basis kernel to the squared distances to get our similarity matrix. The function make_skm_head below is a slight generalization of what we discussed before in that the target value y is expected to have multiple channels but each channel is averaged using the same kernel weights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_skm_head(\n",
    "    input_x,\n",
    "    input_y,\n",
    "    output_x,\n",
    "    kernel,\n",
    "    k0,\n",
    "    central_value,\n",
    "    sm_eps,\n",
    "):\n",
    "    x1 = input_x\n",
    "    if output_x == None:\n",
    "        x2 = x1\n",
    "    else:\n",
    "        x2 = output_x\n",
    "    \n",
    "    sq_dists = tf_pairwise_sq_distance_matrix(x2, x1)\n",
    "    sim_mat = kernel(sq_dists)\n",
    "    \n",
    "    numerator = (central_value*sm_eps + tf.einsum(\"ij,jk->ik\", sim_mat, input_y))\n",
    "    denominator = tf.expand_dims((sm_eps + tf.reduce_sum(sim_mat, axis=1)), axis=1)\n",
    "    \n",
    "    if output_x==None:\n",
    "        numerator = numerator - k0*input_y\n",
    "        denominator = denominator - k0\n",
    "    \n",
    "    pred = numerator/denominator\n",
    "    \n",
    "    return pred"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because we want to use the leave one out expression during training feeding the same x in as the input and output x values it is convenient to make two different models with a shared set of feature extraction layers which feed into two seperate SKM classification heads, one for training which uses the leave one out averaging formula and one for prediction which uses the regular average and takes an additional set of input data for prediction.\n",
    "\n",
    "I tried to keep the architectures of the neural network leading in to the SKM as similar to each other as possible to allow for a fair comparison of the two. However for some reason the vanilla neural network trains much better with relu activations and the SKM model trains much better with a smooth activation function like elu. Also you will note that the last layer has no activation function and no bias. Because the SKM prediction averaging is a very nonlinear transform the non-linearity in the output layer is not necessary. Also since most activation functions have places where data tends to pile up (e.g. the 0 threshold for relu or both the +1 and -1 thresholds for tanh) this gives a signal to the SKM that things near these boundaries are very similar to each other. Since there can be an awful lot of these edges in high dimensional spaces the edge similarity effects come to be an important part of the total SKM learned similarity function. While this is not necessarily a bad thing it doesn't appeal to my personal sense of aesthetics.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_basis_skm = keras.layers.Input((total_dimensions,))\n",
    "x_pred_skm = keras.layers.Input((total_dimensions,))\n",
    "y_basis_skm = keras.layers.Input(shape=(2,))\n",
    "\n",
    "layers = []\n",
    "layers.append(Dense(60, activation=\"elu\"))\n",
    "layers.append(keras.layers.Dropout(0.2))\n",
    "layers.append(Dense(20, activation=\"elu\"))\n",
    "layers.append(Dense(4, activation=None, use_bias=False))\n",
    "\n",
    "#build two feature extraction nets with shared layers\n",
    "nn_embedding_basis = x_basis_skm\n",
    "nn_embedding_pred = x_pred_skm\n",
    "\n",
    "for layer in layers:\n",
    "    nn_embedding_basis = layer(nn_embedding_basis)\n",
    "    nn_embedding_pred = layer(nn_embedding_pred)\n",
    "\n",
    "kernel_gamma = 3.0\n",
    "sim_kernel_tf = lambda x: tf.exp(-kernel_gamma*x)\n",
    "sim_kernel_np = lambda x: np.exp(-kernel_gamma*x)\n",
    "\n",
    "skm_kwargs = dict(\n",
    "    kernel=sim_kernel_tf,\n",
    "    k0=sim_kernel_np(0.0),\n",
    "    central_value=0.5,\n",
    "    sm_eps=0.01,\n",
    ")\n",
    "\n",
    "skm_func_train = lambda x: make_skm_head(\n",
    "    input_x=x[0],\n",
    "    input_y=x[1],\n",
    "    output_x=None, \n",
    "    **skm_kwargs\n",
    ")\n",
    "\n",
    "skm_func_predict = lambda x: make_skm_head(\n",
    "    input_x=x[0],\n",
    "    input_y=x[1],\n",
    "    output_x=x[2], \n",
    "    **skm_kwargs\n",
    ")\n",
    "\n",
    "training_tensor = keras.layers.Lambda(skm_func_train)([nn_embedding_basis, y_basis_skm])\n",
    "pred_tensor = keras.layers.Lambda(skm_func_predict)([nn_embedding_basis, y_basis_skm, nn_embedding_pred,])\n",
    "\n",
    "skm_training_model = keras.models.Model([x_basis_skm, y_basis_skm], training_tensor)\n",
    "skm_prediction_model = keras.models.Model([x_basis_skm, y_basis_skm, x_pred_skm], pred_tensor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = keras.optimizers.SGD(lr=0.1, nesterov=True, momentum=0.8)\n",
    "skm_training_model.compile(loss=\"categorical_crossentropy\", optimizer=optimizer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "skm_history = skm_training_model.fit(\n",
    "    [train_x, train_y_onehot],\n",
    "    train_y_onehot,\n",
    "    batch_size=256,\n",
    "    epochs=200,\n",
    "    verbose=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "unfortunately because the training model and the predict time model have different call signatures it isn't quite as easy to plot up the train and test losses simultaneously but we can still get an idea of the manner in which our model is training by looking at just the training set loss."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Categorical Cross Entropy')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4378632ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "training_losses = skm_history.history[\"loss\"]\n",
    "\n",
    "plt.plot(np.arange(1, len(training_losses)+1), training_losses, label=\"train\")\n",
    "\n",
    "plt.legend()\n",
    "plt.xlabel(\"Epoch\")\n",
    "plt.ylabel(\"Categorical Cross Entropy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The SKM model violates one of the basic assumptions of the keras framework which is that the predictions of our model are independent between samples. This is not the case for the SKM model since we feed in the training data as an input and then build the similarity matrix between all training examples and test data in order to evaluate the similarity weighted average. This trouble can be solved for this very particular case by making the number of train and test samples equal to each other and setting the batch size equal to the total number of data points. This is necessary because internally keras wants to split the prediction up into small batches with expectation that one row in the inputs represents one datum and that it can split the individual rows up as it likes into batches without changing the value of the prediction (which is not true for our SKM model).\n",
    "\n",
    "This is not really a good solution for real world problems where we can't simply assert that we ought to have the same number of train and test samples. More over the full train/test similarity matrix may be too large to hold in memory all at once and we may require another way. If the full similarity matrix is not too large to compute without the aid of GPU acceleration I would suggest simply calculating the similarity matrix using sklearn.spatial.distance_matrix and a numpy version of your similarity kernel. If the resulting matrix would be too large then I would suggest bootstrap sampling from the rows of your training data in as large of batches as comfortably fit in memory. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "skm_probs = skm_prediction_model.predict(\n",
    "    [train_x, train_y_onehot, test_x], \n",
    "    batch_size=1000,\n",
    ")[:, 1]\n",
    "skm_pred = skm_probs >= 0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROC AUC 0.989192256\n",
      "accuracy 0.945\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnQAAAEoCAYAAADRzWzeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAIABJREFUeJzsnXd4HNW1wH9nZnZXq17dK65gmsH0HmrCC723kAaEJJCEkPJSIMkLJIQUkkBCCT303sH0aoPBxjZuuBdJVm/bd+a+P+5orWZbVrEsc3/ft99aszP3nhlrj869p4lSCoPBYDAYDAbD4MUaaAEMBoPBYDAYDL3DGHQGg8FgMBgMgxxj0BkMBoPBYDAMcoxBZzAYDAaDwTDIMQadwWAwGAwGwyDHGHQGg8FgMBgMgxxj0BkMBoPBsJMiIheLiBKRI7d0rL/mMmw/jEFn2CERkSN9xdD6ckWkXkQWisg9InKCiEgvxt9bRK4VkXF9J7XBYOhrRGQXEblNRJaISNTXA4t8PXBUh3NXi8jCLsbIF5G3fV3yU//YuDb65bnNzB0QkWr/nNX9coODDF83XysihQMti6E9zkALYDBshQeBFwAB8oApwCnARcCrInKmUqqhB+PuDVwDvAms7hNJDQZDnyIiM4C3gBRwL/AZEAYmA18FmoE3tjJGGfAysBdwiVLq9g6nxIETRGS4Uqqiw2cnAaX+OTsT9wEPAckeXHskWnfeDXTUvb0Z19BLjEFn2NH5RCl1f9sDIvIj4AbgR2iD78sDIZjBYOh3rgGygelKqXltPxCR7wHDtnSxiIwGZgLjgXOVUo90cdqzwKnAhWi90pZvAPMBG8jtyQ1sKyISAGylVL8ZkUopF3AHy7iG7mFcroZBh1LKVUpdBbyLXlkfCiAiI0TkzyIyz3fLxH3XzE9FxG69XkSuBe7yf3yjjdvlbv/zPBH5PxGZLSI1IpIQkeUi8gcRyd6+d2swfKGZBNR2NOYAlFKeUqp8cxeKyGS0jhgNnLQZYw6gCu0F+HqH64cDx7NJV3SLVl0iIseIyCzfTVwpIjeJSE6Hc6/1z58mIn8RkfXo3cAD25xzjIi8IiINvk6bLyKXbWbub/mu6VaddSXau9HxvC5j3UQkKCI/8XVoVEQaRWSObzzj68hr/NNXtdGd125l3FIRuVlE1olI0n+/WURKNiPXl0TkxyKywr+XZSLytW48/i80ZofOMJj5D3AocCJace8JnAY8CawAAujduz8AuwCX+tc9AQwHLgGuAxb7x1f47yOBbwGPAw8AaeAI4CfAdLSSNxgM/c8KYIqInKaUeqK7F4nI3mg3axA4Vin1/lYuuRN4SkQOUkp94B/7Gnq36X60PtgW9gHOAG5Hu4qPAq4AdheRY5VSXofz/wvEgD8DCqjw7+MS4N/ALOD3QAQ4FviXiExQSl3d5p5/APwV+BT4X/TO5tVog3WriEgQ/cyOBF7x7zsO7IHWq/8EbgXy0TuaPwRq/Mvnb2HcAuB9YCL6OX+C1qPfAb4kIvsrpZo7XHYd2rV+K5Dwz71bRJYrpd7rzv18IVFKmZd57XAvtFJRwI+3cM4+/jmP+z+HAenivPvQinl4m2MX+9ce2cX5QSDQxfHf+dfsP9DPx7zM64vwAg5Cx2MpYBnaIPgOsOtmzl8N1KJjuyqBPbcw9jh/3H+iNzcqgdvafL4EeMz/90JgdTdlVv7rlA7Hb/KPn9Pm2LX+sTcBp8P5w9EG1QNdzHGTr9Mm+D8Xoo29RUB2m/NGAS0ddV1X+g+9YFXAdV3MZ3Uh87guzutq3N/7xy7vcO53/eO/6+L6uUCwzfGRaMPuwYH+ndyRX8blahjMNPnv+QBKqZjyv/2+66BYRErRq04LmNGdQZVSSaVUyh/HEZEif5xX/VMO6MubMBgMXaP0btm+wD1AAdoteguwSETeEZFdurgsB60T6tBGWnfmSaMXfmeLSLaIHIJOwLqzh6IvVUo91eHYH/z3U7s4/2++DG05AwgB//FdlpkXOu7PAo72zz0OvSN3s1Iq2ua+1qN3/7rD+UA98NuOH6jOO4rbwqlANXBbh+O3onf4unoetyilMokVSqkNaIN+Ui/k2OkxBp1hMJPvvzdBxvj6pYgsQ69sa9GK5D7/vKLuDiwil4vIfPSqsM4f581tHcdgMPQOpdQCpdTFSqmh6F21rwHvoMMtnvZdhW1ZDlwOTAXeFJGh3ZzqTrROOQ2dDFGOXgz2hMUdDyidQduADv/oyLIuju3qv7+K1j9tXzP9z1rvrXXMJV2Ms6h7IjMJWKL6PhljPNrAbWew+j8vpevnsbKLY7VASRfHDT4mhs4wmNnTf1/qv/8F+D7wMHqbvwpd7mAf4I90cwHjZ9H+GR1H8ne0Yk+it/3v7u44BoOhb1FKrQHuFZH70EbdIcD+6Bjatuf9W0QU8C+0UXeUUmqLu3VKqcUiMhvtCtwd+KfSWZs9EnUzxzdXOzPaxbHWcy/Cj6nrgpUdzu1q3m2p17k5ubc3m3vuPa49+kXAGHSGwcw3/ffn/fcLgbeVUue0PUlEJnZx7ZYU14XoWJwvt3U1iMgJPRfVYDD0FUop5Rtfh6AXWl2dc6tv1P2bTUbd5gyjVu5EuwJhG7NbO7BbxwN+1mwBXe8+dcXn/nuNUurVLZ65KaFrV+D1Dp/tSvdYBuwqIiGlVGIL522r0bcSndjitN2lExEHXU+wu8/DsBXMToNh0CEitojciHa5vKA2ZT25dFjB+WUCftjFMC3+e3EXn7lopZUZy1c+P+ul6AaDYRsQkWP9717H42F03BhswaWolLoNnd0+GV2iaMRWpnwI+A1wpVKqKzdod5kiIqd0OPZT/71jbN3meAQd8vEb/37bISIFIhLyf5yJzpL9btvSSiIyCjivm/P9Fx1O8ssu5mqrV7ekO7viKaCMzpnC3/aPP9nNcQxbwezQGXZ09hGRC/x/t+0UMRbtEm2rrB4DLhWRh9FxJ0PRsTC1XYz7EeABvxCRInSG2Cql1Gx/nOuBF0XkCXRczXlo963BYNh+/BUoEZFngAVo1+Ro9PdxMnCvUmrBlgZQSt3u79TdhjbqjlKbqV+nlGpCZ3H2lgXA/SJyO3qn7Sh0ksNb6JCQraKUWi8i3wHuABb7buY1aCNoD7Qe3A2dfVsvIr8CbgTeF5F70UkSl/nzT+/GlDehu2/8UkT2Q+vXODANrXeP8c+b5b//UUT+65+zUCnVqeWazw3AmcDNIrIPOoN1OtrDspTOxZwNPcQYdIYdnXP9l4deGa5HK8UHlVIvdTj3R+hWQGcBJwPr0Er8IzZlqAKglForIt9Ar5r/ha5Zdw8wG/gTenfum2glV4lWwnfR/QBjg8HQe36E/i4fCpyOLs/RiK579kd0TOtWUUrd4Rt1twNvdSx82w98gpb992ijqgldHuV/tyVjVCl1l5/k9WP0TmMhOjN0KfAr2mTxKqX+LCIt/rzXo/XfjejntdVsXaVUUkSOA65CG8zXoY21z2njflZKvSe6H+5l6OfpoHc1uzTolFKNftbwb9Ct1L4ObES7wq9RnWvQGXqI+FUeDAaDwWAw9BLfcLxHKXXxQMti+GJhYugMBoPBYDAYBjnGoDMYDAaDwWAY5BiDzmAwGAwGg2GQY2LoDAaDwWAwGAY5X6gs19LSUjVu3LiBFsNgMGxHPv744xqlVNlAy9EXGB1mMHyx2Bb9NegMOhE5A52WPQXdhHkNulfnDW2b+XbFuHHjmDNnTv8LaTAYdhhEZM1Ay9BXGB1mMHyx2Bb9NegMOnRz3jfQtcIa0H38rgWGAd8bOLEMBoPBYDAYBoZBZ9AppW7tcOgNEclHtzz5vjJBgQaDwWAwGL5g7CxZrrVAcKCFMBgMBoPBYBgIBt0OXSsiYgMhYB/gCuBfZnfOYDAYDAbDF5HBvEMX8V/voHt7Xt3VSSJyiYjMEZE51dXV21M+g8Fg6DVGhxkMhu4wmA26g4HD0I2ET0Y3Pu6EUuo2pdQMpdSMsrKdonKBwWD4AmF0mMFg6A6D1uWqlPrE/+e7IlID3CMif1ZKrRhIuQwGg8FgMBi2N4N5h64trcbd+AGVYpCQbqmhedkbRDd8igk7NBgMgwnlpmhZ9QHNn7+Fm4gMtDgGww7DoN2h68Ah/vuqAZViB0cpRdWbf6f23dvAskApgsVjGXv+HQQKhg+0eD1CeS7xysUoL014+O6IvbP8SneP6Pp51Lx7G8nalYRHTaf00EsJlYwbaLEMhn4hun4eax+8DC/ZasgJI0/+AwW7f2VA5eoNyYYNpBorCJWOx8kpGWhxtivpSB21H9xJ89LXcXKKKT7wYvKmHI2IDLRog5JB99dPRF4CXgU+A1y0MXcV8LBxt26Z5mWvU/vurYgTQiwbpRSJ6hWse/QKdvnWowMt3jYTq/iMdQ9dTjpSBwJWIMyoM/5G7i4HD7Ro24WmpW+w/pHvoTwXcQIkalbRtOgldvnWo4TKJg60eAZDn+KlYqz977fwkjGsYFgfSyfZ8NRPCI/YnWDxmAGWcNvwUjHWP/FjWpa9jlgBlOdStN95DDvu54i1szjPNo8ba2Dl7aeRaqxA7CDJulVE1n3CkCO+T9nh3xlo8QYlg/G35iPgYuBR4BHgq8DPgQsHUKZBQd2H96OUQiwbABHBCuUQr/iMZN3aAZZu2/BSMdbc93XSLdVYgRCWE8JLRln74GWkmqt6NXbDwudZfsuJLL5ub1bdfQHR9fP6SOq+QylF5Yu/BRHsrFwsJ4SdlYeXjLLx9b8MtHgGQ5/TsvwdvFQ8Y8wBWE4Q5aZoXPjsAErWMypfvp7mpa8hgWzECSJOiLoP76P+4wd7NW6iZhVrH76cxdfvw7K/HUXtrHtRnttHUvcd9R8/QqppI3ZWntbhwRwsJ0T12zfjxhoHWrxByaAz6JRSv1JK7a6UylVKFSql9lFK/UMplRpo2XZ0vHhTp5WfiIBlt3FhDA5aPn8LLxnFCmZnjlmBLJSbpHHhCz0et27OQ5Q/+WOSdatBhOjaOay++wKiGz7tA6n7Di/eRKqpAnFC7Y5bgTDRNabXp2Hnw0tGoauYX6VIx5q2v0C9wEsnaZj3BFYgnHEvimUhlkPtB3f1eNxUYwWr/nMmzUteAxTpSA2Vr1xH5cvX95HkfUfLyvc6uVbFskEs4lXLBkiqwc2gM+gMPSd/1+NRntsuEcJLJ7AC2YTKJg2gZNuOG2tEKa/zB56LG63t0ZjKc6l6/S9gBbSitWzsUC7KS1P9xt97KbEeP1a+kFjFZ71eMVvBbMQOgmo/jvJSOLmmtIVh5yN77H6AavfdUUohtkPe5CMHTK6eoNIJlJsC6bDAtpxe7U7Vzr4HN9GMnZWHWDaWE8IKZFM/50EdmtJLkg3ria6bixvvvQEdKBjRSQ8qpcBL4+SU9nr8LyKDLobO0HOK9juPhgXPkKhZCcoDBWIHGHHSdYMumSB7zAwEUMpDfKWolXuQnPEH9WhMN9aAl2hpt+sHYDlZxCoX9Ure6NpPWPfoFb6yVjg5xYw66x9kj9yrR+OJHaB4xjnUzr4XK5CNWBbKTaM8j9JDL+2VrAbDjkiwcCSlh32Hmnf+hecbAmLZ5E09hpyxBwywdNuGFcolVDaRZO0qpI2+8VIx8icf1eNxo+vnIVZ7XS6WhbJskrWrcHKKezSuG29i/eNXEVn5HlgOKI+ywy+n9LDv9DiBoXj/C2lc8IzeVHBCKKXwEi1kj51BqNQUrOgJZofuC4QdymWXbz3K8BN/Q/7UYyk+4CImXPoU+VOPHmjRtplQ2QQK9zkLLxXHTbTgJiJ4ySg5Ew4lZ9yBPRrTzspHnCDKTbc7rtwEoeJxPZbVjTWw5r/fxI3W61iRQBbplhrW3PcN3Hhzj8cdcvSPKdrnLFQ6gZdOAIohX/oBBXt8tcdjGgw7MkOO/D5jL7qXwumnU7D7iYw66x+MOv2vgy6JQEQYfuJvwHJwEy14yRhuIoIdzmfol37Y43GzhkzprL+UB16aQOHIHo9b/uwvaVn+DhIIYzlBxA5Q9eY/aFr0Uo/HDA/fjVGn/w0rmIOXiqNSMXInHsbos7rsEWDoBvJFqkM2Y8YMNWeOiS/aWVBK0bz0NernPgZuioI9T6Jg2om92m2seutmqt/6J5YTBMtBpROgPMacdzu5Ew7Z+gBdUP/JI5Q/fy12h50/LxljxEnXUbjXyT2WF7T7Od1SQ6BwBFYgvPULvmCIyMdKqRkDLUdfYHTYzkWiZiV1s+8lXr2c7DH7UjzjPAL5Q3s+XvUKVtx2KngpJJANysVLxcnf7cuMPuOvPRrTjTWy9MaDkEBWxhsCOqYxa/i0XldIUJ5Lsm4NdlY+Tq5xtXZkW/TX4PKzGQxtEBHypx5D/tRj+mzMssO+g9g2te/dgRtvJlAwnKHH/bzHxhz48X6uztlRbgovFQOxUJ6LG2votcx2uAA7XNDrcQwGw/YlVLoLw0+8tu/GK5vAuAvvouL53xCvWoI4IYr3u4Chx/y4x2O6iRYQQcRCKQ8vGdOxu2L3SVyeWDah0l16PY7BGHSGbSS6fh5Vr/+VeMUiAsVjGHLkFeRNOqLf541XLSPVsIHQkEkEC0f12zxiWZQdehmlB1+CchOIk9XrIpfZo/fBsgOkIvV48QZQoAMAgR6MnY42sHHmH2lc+BwoRd7U4xh2/M8J5JlkCINhS6SjDVS/fTNNC58H26Fo+pmUHvJtrEBWv88b2/ApdlY+4ZF79auLOHvMvkz4zjN4qRhiBzNlqnpKIH8YdriQdEsN6Widn2msQCkCBcNRnrdN96OUov7jh6l+5xbSTRvJGjKZocf9rFeLZoPGuFwN3Sa6bi6r77kQ5aV1iZB0ElCMPPVGCnY/sV/mdONNrHvou0TXfQKWDV6Kgj1OZsRJv++1otpeKKVYfff5m+JNWssUOGECuaVM+fH7nRIxNjuW57Li1lNIVC3LXOMlowQKRzHxuy9gdShjYjAuV4PGSydY8e+TSdau0vpLKVQ6Qc4uBzP2gjv7rTtBzfv/oer1v+rvvVIE8ocx9oL/ECwe2y/z9QeNS15l9Z3ngufqLkMowMLJKWb0mTeRv9sJ3R6r5oO72DjzBsR2EDuISsUAYexF95Azdqf4mvYp26K/BlckqWFA2fjan1FeGjuUi1iONijEZuPMP/ZbT9iKF35HZM1HSCBLB+MGwjTMf4ra2ff2y3z9gYiQNXQqVigPK5iNFQjj5A4hkD8U5blEVs3q9liRle/rP0ihXMSydWmVrDzSTZU0L32tH+/CYBjcNC95lWT9Ov3dsQNYThArlEt09YfEyuf3y5yR1bOpeu3PiO1gOSHECZFs2MDaBy4dVH20gwXDcXKKkaxcxAlihwsJFo0Csaif+3i3x1Fumpq3b9bP3gnp4vbBbJTyqH7zpn68gy8GxuVq6Dbxis86Bd2LEyLVtBEvGcUO5fR4bC8Vo+HTp2laMhMnXEjRjHMJj9yDps+exwq2Kb4pFmIHqPvwPkoP+nqv7qctLSveZeMrfyRetYxA/jDKjvgehdPP6LNVu1Ku7uYQzm9/HLapJl2idhXKTXVyESk3SaJ6ZV+IajDslMTKF4CbQtp0mhARPBSJjct6XEKolciaj6if8xDpWAP5U4+jcK+TqJvzEMrzsPxSIq0GTLJhHYmNS8gatmuv5mwl1VylO08seQXEomCPkxl27NV9FlurvDTiBAlm5bU7LqI/6y5uvBEvGcEKtv9bYTkh4lWf94msX2SMQWfoNoHCUSRrVrZTiHhpv3VLz2NQvFSc1XdfQKxika8gPJoWvUjZkT/QfUo7Ft8UCy/R0uP5OhJZPZu1D1wC6PpQ6Wgd5c/9Gi8Vo+SAi/pkjvzdTqDhk0fb181zUyBCzvju19AKlYxD7ICuudfG2BQ7SKjMBBYbDJsjWDQWusiAF7EIFIzo1dg1H9xF1at/0vrKsoisfJ+GeY9iBXMQq0M3BBGUWDrZoA/wUnFW3Xk2qYbyTBhGw9xHiZcvYJdLnuyTeL3wsGm6vEiiJaPrlVKgoHDPU7o9jp1VgBXIRrkpxA5suod0gpyRe/Razi86xuVq6DZlR3xPZzmlE4CfsZlOUnLIJb2KZ2tc+ByxikXaHRnM0VXO7SDVb/2dUNlE3fKnDV4qTt6UvqudV/XGTSildPcFEV1d3QlQ/ebf+6wHYs64AymcfiYqFScda8KNt6A8lxEnXYedlb/1AVrH2eUQgiXj8RL6euW5uPFmnPyhffpMDIadjYI9TsQO5eEmWnT8nPJwE80ECkeRM75ntStB15nUbtWgXtwGc7CC2cQrPsPOLUUp2rlXlZtCxCI8Yve+uC2al8wk3VSV6Q4hlo0VyiVRs5zI6u6Hc2wJsR1Gn3kTWDZuIqIz91MxciYdvk3x02I7lB7xXbx0Ei+d0MWEk1FEhLIjr+gTWb/ImB06Q7cp2O14vJN+z8ZX/4QbbcAKhhly1JWUHvytXo3bGvvVfsfJQSmPon3OpOr1v/mrWQEBJ7eUIX345U9UL++UTCB2EC8R0cZSdmGv59CFRK+lcPpptHz+NlYgm/xpJxDcxmKfYtmM+9p9Ost1wbOgFPnTvsKw439uEiIMhi1gZ+Uz/usPUP7sL4munwsIeROPZPhX/69XC9Lo+k9BrHb1L0UETylUIkJ4xDRi5Z/RmhkqlsOIk37fZzUj49XLUW4S6OBK9lyStatgl4P7ZJ6ccQcw+crXaVz4Am60juxx+5Mz9oBt3gEsOfDrWIFsP8u1kqwhUxh63E/JGbtfn8j5RcYYdIZtomjv0yjc8xS8RBNWKK9PMk2dnFLdiqwNejvfIzx6OhO/+wJ1Hz9Mono52aP3oWj66djh3htZrYTKJhJdNxe7jUJWbhIrpHcL+woRIXvkXr2O1XGyCxl58vWMPHnHa7htMOzIhMomMP4bD+ImWvROVh8YVXa4AJTXKQwCpXDyhjLqzJto+uxFmpe+hpNbStE+Z/VZ7BxAVtlE3de5DVoWm2BJ37bQcnJKKDngwl6NISIUzziH4hnn9JFUhlaMQWfYZsSy+tSgKtr3LBrmPZGJq2jdhg8WjSY8fA/EsnrVDmdrDDnyCtbc/w299R8Io9wkyk0z7EtX9WlpFOV5xMrn48YayR61V58+Q4PB0H3sUG6fjRUesSeB/OEkG9ZnwjaUm0Ish6J9z8JyQhTudQqFe3U/1mxbyJt6DE7+kHYxdF4yStbQKeSM69set8mGDSSqlxMsHEmobGKfjm3oPcagMww44RF7MPyrv6Pi+Wt1bTvlEioZx5hzb90uPRpzxh/ImHP/TeUrN5CoWoZTMIyyw79H0T5n9tkcidrVrP3vt0g1VWbqUQ055seUHnhxn81hMBi2P2JZjL3gDtY+cCnJhnUosRERRpz0f4SHT+v3+a1AmPFff4jKV66nebHOci3c+zSGHffTPluQKs+l/Jlf0LjgGbAc8NJkj92P0Wf9s0+9GIbeYQoLG3YYvGSUWPlCrFAuWcN27bdCn1uik9ukj8ZcfvMJJOvW6Kw3EZSbRrlJxl5074AX00zUrKJx4bO48RbyJh9JzrgDB12z8y1hCgsbtgdKKeKVi/ESLYRH7jEgfZX7Q38B1Lx/JxtfvcHfgbS0FyXRQuFepzLylD/0+XzbgptoofGzF0hULiZUNlknv2xDotmOjunlahiUWMFscsbt3y9jpyO1tKx8D7EC5E44ZLNf+P5QhvHKRaQaNmSMOdBJH14qRv3HDw2oQdcw/2nKn/5fXUtKedR/dD95U49j1Ol/2amMOoOhvxERwsN365exlZumZeV7uJE6wiP3JFQ2YbMy9Ad1H96L2IFMyaXWenqNC55h+P/8FssJbmWE/iHVWMHK/5yJG6nTOsxyqH77n4z/xkMEi0YPiEwDiTHoDDs99R8/QsWLv/F/EhCL0Wf9Y7v0oAXwEhGdBddR2YqFG2vYLjJ0hRtvovzZX+kq9n5tQaUUzUtm0rL8LfImHzVgshkMBk2ybg2r77mIdKQ200e1YM+TGdHL7NxtwUtEEOkwl1i6dJKbggEy6Cpf+QPp5up2bt90Sw2VL/2eMef+e0BkGkjMEtywXXBjjdS8/x/W/PdbVLzwWxLVK7bLvIna1VS88BvdqiwQ9otiKtY98n3ceNN2kaG13pRyU5ljraEOebsev11k6Iro2o8B1a7Ap4igvDSNi14eMLkMhh0NpRTNy95g3aNXsO6R79G05FWU5239wj5g3aNXkmquwgpk6a45gSwa5z9N44Lntsv8ALmTj8JLxdod85JRsoZP61WHoN7SvPS1Tn2wrVAOzZ+/Oahaq/UVg86gE5EzReQZEdkgIi0i8rGInDvQchk2TzpSy4p/n8TGV28ksvI96uY8wIpbT6Flxbv9PnfTZy/qtjVtjBbLCYFyaf78zU7nJxvWUzfnQernPqZXxH2AFcxm+Im/Qblp3HgzbqIFLxklPGJ3Cvf4ap/M0RPaPpOOWAFT085gaKXi+WtY9/B3aVr8Ck1LXmX9o1ew4emf9bvRkKxfR6JqWTujpdXtWf/xg53O91IxGj97kdoP7yO2YX6fyTf0Sz/AySnRRYUTEdxEC5YTYsSJ1/bJ+D1F7IC/a9kGv9bfF5HBeNc/AlYBPwRqgK8AD4hIqVLqHwMqmaFLqt+5lVRTZbttcS8Vo/yZXzDpyjf6NVbLSyc6f+EBlNIZtW2oef9Oql67EYVCECrEYuSpN1Iw7YRey1G096lkDZ1M/ceP4EZqyZt6DPnTvjygxYCzx+6POCHcWCMSCPvK0UMsm8K9Th0wuQyGHYl45WIa5j6GBLKwWtv2KY+mhc9RvP/5va4ruSVa2wN2QgQvFW8vZ9XnrL7nQr+LTBoRi7wpRzPqjL/12jUbKBjBhMufp2Hu40TXfUJoyCSK9z271y3TekvBXqdRN/tuxMnyF6GCl4xStM9ZA5JUN9AMRoPuq0qpmjY/vy4iI9CGnjHodkBalr2GdIixECeLdEsNqaZygoWj+m3uvClHUfvebe17qPrNpHMnHJo5L171OVWv3Yg4wUwjbS+dZMNTV5Mz/sA+6RYRHj6N8P/8ZusnbiNuIkJ09WwAsscd0G0XSPPnb6JSMdLRelAphwRqAAAgAElEQVR1YNk42UUMOfqHZI/au8/lNBgGI5E1H6G8dMaYA71L5ropoqtm96tBFyweh5NbRrq5OtNDWymF8lwK9jw5c55SivWPXokba8x8/5VSNC15lfp5T1DcByWYnOwiSg/pXVegrlBKEVs/j1RTJeHhuxEsHtut61KNFcTWzsFLRFBRHYtsZeWTM3YGQ4+9us/lHAwMOoOugzHXylzg5C6OG3YArKwCaKzocFQH91rBvivw2RXhEXtSNOM86uc8gOemQQSxbIYcczWB/GGZ85oXv4zy3IwxB2A5QbxUjJblb1G4Z/tfLy8ZxU1EcHJL260E09F6Ghc+T7qpkvDo6eRNPKJdS6COKDdNw4JnaPz0SV0/avrpFEw7sd2KOh2po+a922hePBMrlEvx/hdQuPfpiGXRtPR11j/yfZSbBtvBsgOMPP2v5E/ZckJDonoFGx7/EYhNsHgsXjKKl4rh5JVRevC3u/18DYadHSuUq2uvdUAsB6ufa7CJZTHqtD+z5v5v4iYioFzEChAesUe7Tgup+rUk61Z3cM0KIkLDJ490MuiU55KO1GJn5ftxxZuOtyx/m+jaj3HyhlCw+4k4OSVblDG2YT61s+4h2bCOnPEHUbL/hTi5pZvGVIrG+c9QO+su3HgTeVOOpuzQS3FyS0m31LD63gtJVK0AywYRCruR8KGUYu1DlxHfuBSncCS4SbxkDBFh6PH/u1OVLdkWBp1BtxkOBhYNtBCGrik58GI2PPVTlOcilp3pBJE36QjsrHwS1SsQO0CweEyfzy0iDDvhFxTsfiJNS15B7CAF075C1tAp7c7zPLfLeBOlAM8j1VhBfONS7HAhdXMeoGnh84CHkzeUEf/zW3InHk6sfAGr7/0aXjIGXhqxg2QNn8a4r93TZU0qpRTrHruS5qWvZ7wqkTUf0rzsLUaddiMightvZuUdZ5Bq2KB3OZsrKX/u18QqF1Oy3/msvvt87Tr2B7Cy8lj/6BVM/uGbW1TE9XMfRbmpjBvcDuVgh3Jwow1E131i+ioaDD75U4+h8sXf4qVime+xl4ojToD8XY8j1VyFG60nWDK+X8p3ZI/Zl4nff4XGBc+SaqwgZ9wB5E0+qt1CUXneZl2zKA8vFddJUJZFsm4dVa//GS/eDJZD8f4XMPToq1BukjX3f5PYhk+1TrEDVL3+V8ZeeNdmd+x1POGVWrfbNrEN82n45FF2ueSJzIJ546t/ovaDu7SHxLKpm30PzYtfZpdLn2bF7acTL18AYgEKKxCmft4ThEfutcXWYInqz0lULccK+aWgnBCWE8KNt1A/50FyRk/v1TMfrAx6g05Ejkbvzn1jM59fAlwCMGZM3xsMhq1TsMdXiW9cSt2su1GWDZ5L9qjpFO5zNp/fdCTpSB0oj1DZJEaf9fdub7l3FxEhe/R0srfwJc+fegy1796aMTpBx6+IQMvK9yl/9hdg2aRbalFuGjunGHFCpFuqWfvQ5Yz/5iOsf/wqVCrWzuURK59P3ez7KD30kk5zRtd+TMuyNzPtglqvaV70IvGDLiY8Yg8a5j9NqrGiXfyhUh4NHz9E85KZqHQiUxJFKYUXb0KwaF7yKkX7nr3Z+0231Gz2D4AbHbhSKobOGB02sNhZ+Yw57w7WPfxdvFQUACsYZsRJ17PhqZ8RWfkeWDZiBxn+5V/2S/xpIG8IpQd/c7OfB0vG4eQPI91Ygfi7dK2u2azhu7H0zwej3BReKo4bqUXChTjBHBCh9oO7AHByy4iu+wQrmLPJcE1GWf/EVUz6/qudYtKU51Lx3K9BLOysTQvWdKSWmndvY/hXfk26pYa6WXdjBbI27bg5QVLN1ZQ/+6uMMaf1F3qXTXnUfXT/Fg06N9qgn3kHmcSySLdUd//B7mQMaoNORMYBDwBPK6Xu7uocpdRtwG2gq6xvL9kMmxARhh17NaUHf4N45RIC+UOxQrks/+fxOnjX0Vv+8aplrL7nIiZd8doW3ZT9QXj4NEoO+Ta1792B56UAQSyHvF2PpXHhs1jBbJTronyF7jZX6gstBysrn+q3bibVsB4JdHB5WA4N85/ejEE3B89N4gTD7a7xPJfourmER+yRiY1ri4iFByRqVoICsSRzrd79bOlUYqAjeZOOoPGzF9pVlleeC55L2F+NpyN1/h8rZ4vFmA39i9FhA0/O2BlMueo9ouvnAYrsUXuz9sHLaFnxXmaXyEsnKX/mFwSLxpA9Zt/tKp+IMPr0v7L6vq/jJqPgJhE7RPaofaif9xQiOrs/1VQFykNF60hF6wDByi6k7sP7CZWMQzoYSRIIk26sJFm3hlDJuHZzphrLceNN7Vy2AOKEaFn+FgDxjUvAcjq5T0WgafErm37w70EBKpXAjTdv8X6zhu0K6JCV1r8VSimUUpn6mcpziax8n3RLzRaLMe9MDFqDTkSKgReBtcAFAyyOoRs4OSXkTjgEgOp3b8NLJ9o1ybZDOaQjtURWfUDuxMP6TQ6lFLENn5KoXkGweCzZY/bVsRdf+iEF075C87I3Edshf+qxrH3wUp0Cr1TXZUy8NF60gUT9GnRcYKfZNlsexMkpxurCcBXbwQ4XABAoHttpXKUUeGmsQBg3HUepNpttClCKnF0O2eIzyNv1eMIf3k9sw3zfENQum7LDLieQV0b9vCepeO5XbYSyGHXGTVuNzTMYdlbEdjJdXVKN5URWfbDJ5YeOuXXjSWpm3cWYfjboUk0biayahThBcicehh3KJTxyTyZf+RpNi14m1VJD9qi9SdSuIrp+LhLM9g29RIeRFF60HhAU0nVFAFSXC2w7K18bh20SzgDw0tg5OoYukD8MvDRKBdoZisrzF5KWA8r1Xa5kdFHuxMO3eP92Vh7Djv0JlS9fp93floVSHqHSXSjc+3SSdWtZfd/XSDdXA9rQK9zjJEac9PvtVox5IBiUBp2IZAPPAUHgRKVUZIBFMmwj6aZKUF0U5tyc4dRHuIkIax+4hNj6eShAgKyhUxh74V3Y4QKyhk5pF1+na8ZF9IrRz47tjEcgpwTbCRGr+CxjpGqXh0fRPl27PnMnHYWX/l9SLWsRy8YK5mpjLpRD3pSjASje5yzqZt+rXRF+UWQvGSFr2O4k61aj3CReMoJyFaCfpxUuxktu+SthOUHGXXQ3DfOeomnRizrZYsY55E48nGTdWiqe/SViOxlj1EsnWP/YlUz50dvY4d5n/BoMg5l0pFbvPHV0+dk26U4JYH1Lzay7qZp5A61db8R2GH3OLeSOPwg7XNgu1CJWsRCVipOK1LYrbN4RlYxQvN95VDx/bbtdey8ZIWvIlC4rEdjhAsIj96J52RsopbCDYaxQLkopSg/SEVChsomER+1NdN3HWMEcQFBpHX+YN/lLNC54FjfehHJdWvUXCIHCUe3CX7qieP8LCA2dQt1H95NuqSVvyjEU7XMGdiiHNfdeRKqhAjurVRd7NMx/iuyx+1E0/fRtet6DicFYWNgBHgUmAV9WSlX111xKKSJrPqLi5evZ+NpfiFct66+pvnDkjDsAsZx2iQhKeYAi3I9lAKreuIno2jlIIAvbr7oeq/iMypev7/L8rGG74sYa0abf5gkUjmbU6X/ByS3TcSqJCCoVI3/qMRTte1an85VSlD/9U0BlauK50Vq8VIwx59+ZMQqDxWMYe/4dOPnDUKkYKhUnd8LhjDnvVrLH7qfbinltlKE4qHSClbefTvPyd7YosxUIU7zfuYz72r2MOeeWzKq4cdFLKC/VuRiz59K87K0tjmnYsUg1VlD97q1UvPBbmhbP1NnQhl4TKpuod5M6GEnKdfvVuxCvXEzVzD/p8krBMFYghHJTrHvocrxktNP5OWP3w000Z0o1bQ4JZFE0/Qzyp30Z5esvLxXHyS1l1Bl/6/KaxoXPE10/V//gpXHjTaSaKine/0Lydj0uc96Yc24hb/LReKk4KhXDyS1jzDn/Jn+3E3RoiNfemLNCeWx85XrWPfaDrT6PnLH7MfqMmxh/8f2UHnQxdiiXVGM5scrFWG3KN4lYiFjUf/zQVscczAzGHbpb0MWErwSKReTANp/NVUp13FPuEUopKp6/hoa5j/lKUKh9/w6GHvdzSg64sC+m+EKTN+VLZA3fnVj5fL0KU9qwKdj7dEKl4/tt3sZPn9ABum3iNnST6WcZcdJ1XRc5Fqvr3cRWLIe8SYcTLB7L5Ctfp2X5O8QqFuIlIgRLx+PGGjplnEbXziGyajZ2uBA7XIhyk35G7aY4vVZyxu3PpCteJd1UiRUMY4cLqXrrZlqWv4WTV0a6ucqXTwBPK3blseo/ZzHhkifJGX8g24JKJ7vO+EWhOrlsth3lpvXOQj8WlDZAZNUs1j54qV9c26P+44cJj9yTsRfe2WXWtaH7WIEwQ4/9CZUv/R4vndCLUzeFkzeE4v377+9D44JndU08a9P/nxXIwkvFaVn5PvlTj2l3vpuIIk4WKh3bjDtV68GcMfshls3o0/9C/JDFRFbPJlG3lkD+MNxEU7tdO/ATIl76P12doGgUyk2jPBcvHceN1rU71w4XMuacW3BjjXjJCE7eMJJ1q1n70Hews/JJA6RiWhZBJ54oRf1H/8UKhBl5yh+3qUiwl04iXS3AxUJ1KMbcE3TLN7VDum4Ho0HXavrf1MVn44HVfTFJbN0nm6qDB/2CtG6ajTP/QMG0L7ers2PYdsQOMO5r91A352EaFzyN5WRRNOMcCnbv31ZYnpvsosm0+CvYLoyYdBIntwTlebjxCKTbGlsCImQNnUre5C/pQ5ZD/bwnaJj7aKblmJ1VwOizbyF/6tGZK2MbFqDcFJafECF+x4h0rJFY+cJORpiIECgYrmVy09S+f4feNbMcXw5bx6JklLag0knWPnw5U656L/MHPB2po+aDO2leMhM7XEjJgReTv9sJ7RRm3uQjqHnnFpTnZYwu5aUR2hdj3lZiG+ZT8eLviK3/FCsYpmjfcxhy9I8GtFvGzoryXNY/cRXKc9uFAETXz6V+7mOU9KPR8UWheL/zCRaPo3bWXaSbNpI76QhKDvr6Vuu29YbNdr4BlJvsfCwVxQ4XIuSTjjejEhE27YahVUcgzLCvXJM5lGzYQPlz12TCNuxQHgV7naJLKflGTLqlGi/WmKl7p8MzHMSyiHSRyAXaRdsaG1w3+16Um8TOytM1MP3qB1oFt8bUWdTPe5z8qceSv+ux+n6UonHBM9R9eB9evIX8aSdQcuDF7cJAgsVjcfKGkG7e2D7j101T0ItWi26ihY2v/JGGT59EuUlyxh3I8K9cs0MlWwy6JbJSapxSSjbzWt1X8+jmy+l2wZ6tgaEtK9/rq2l2WtxYI1Vv/oPl//oqq+4+n6ZFL2V2fZTnElnzES0r36dwz68y4ZInGf+NBync8+R+37XJn3pcJ9eEl4iQO/HwLldc+budAFjYWfmEikZg5w3LBPBaoVyKD7iIid99IfO7Uf3WzdTPecB3xWiXTLqlhnWPfBc30ZIZ18krRZzOyRKWHcTJLdviPbiJFh0I3OoStSxtzLWivEygsUonaVn5vr4u1sjK20+j9r3bSTWWEy9fwPrHf0TVG+3XRuERe1C03wWodBw31oQbb0alUww5+qoet/pJ1q1l9T0XEitf6BdjFWpn3c2Gp37Wo/EMWyZRvRw31tguA1EXmrVpnP/MAEo2OFBK0bToZVbffQHL//VVqt78hx96oUnWraFp8Uzs7CLGnHc7E77zLEOP+XG/GnMA+VOPReyAH57iy+q7fXPGH9Tp/OwxMxBRiBMkmD+UQPFo8KsKYAcIj9qXiZe/SPbIPQBINVez+u7zdY06HzfeSMPcR2la9FLmmJ2Vr/WL57abT7kpAvnDt3of8erlmb+tYgfAa2NkKqWNO88FJdR/8nDmo8qXfs+Gp35GvGIRycYNVL/9L1b+52xddNlHRBh12p8RO6j7zsabUKk44RHTKN6/Z/mTSinWPngZ9Z88gtgBrFAekTUfsurOs/s15ntbGYw7dNsFHYDe1Tavhdh9XzxyZyIdqeXzfx5PqrECywkhTpDo2k8oPeTbFO51Kmv++w0/+0jw0nGyyiaRNXwaBbuf6BtWfWPUufFmaj+4k4b5z6BScbLHHUDh9DOIrPzAb3eVBsvBySlh+Jd/1eUYhXudQsO8x4hVLMKNN6KSuhyIlVWAHcold8JhmXIeSimq3/w7QBvjUFB4uLFGIqtnk+8nO+RPOYbK4O912r+/ivSSUeysPPJ8t4mXilM35yHqProP5aYo2OMkhhx+OXZWPk52EW6i2X++oa4Dnv1iySqdxEsnKH/uGuIbl+nYGwkjwRDKc6l9/3ZKDrgIJ6c4c+mw439Owe5foWnxy4jl6GLMfqmAnlD74X3ts5ptB8vKoXnxy6QaKzK7j4a+Qeygjs3s4CoDr1OZCUN7lFJseOJq35AQrFA21VXLaFzwLOO/+QiVL/6OpkUvguX4u0z5hEftTc74gyna+9TMLlRf0LT4FWreu4Nk/VqCxWMp2u98cqceS/PiV7T+8ssrDf/KNTjZRZ2ud3KKGXLM1VTNvAE31eQbpdrAs3NKCRaPave9rn7rH7r+pr1pcauw8ZJR6uY8SMHuJwJgBbMp3Ps06j95BCuQrbNM3ZROiDjs0sy1kTUfUfX6X0nUrCRrxO4MP+5nhMomkjN2BtG1c/yxcnCjdV3cvULw8FI6zKN56evUvPtvEAc7Kwexg7oUS/06Ghc8265uXfaYfZj4/Zk0LniGVGM5OWP3I2/K0ZutOLA1EhuXEFv3CVYoN/N9skO5uMkoDfOeoPSQHaO7jjHoNkPh7idS++5t7erceKkEYtn9GvQ62Ek1VfL5348l1bgBENx0AhELJ28oNe/doaudN1X6JUrqcGMNRCK1xCsX0/TZ8xTscRIjTr6+142VvXSS1XefT6ziM63ElCJeuYi6WXdihXKxw4WEhu5F7sTDKDnwYpxw1zXWrEAW4y7+LzXv3ErlzD9gZeXrdjlOEOWmqHj+GvImH4mTU6KzYZMtdF4I6J2ytq4SK5jNuIvvZ/3jPyJZswKAUNkERp3+F+xQDl4qzorbTiW6+kNa26TFyxdS9+F9TL7ydYYe+xM2PP1zvNaVbNdPAS+dIDxyL1b952wiq2frXTc3gRtr1PUAA2GUZxOvWkpumxW+iJA9au8+6+ka37ikfWkDdKCysgMk69cZg66PCZaMI1g6nkT1ijaFrj0UQtGMcwdYuh0XpRTrn7iKull366+dCF4qipNbSrJ+HRue+gkty9/261KmSDdXk26uIlm/npbl71D7wR3s8q3HCeQP7bUsNe//h42v/gk31oBKp0hsXErz4pfBCmBnFxAsHkf22P0o2e98wiN23+w4pQdeTHjUXqy+42zECeGECzKuyMiq2TTMfYzi/c4DdFZsR8SvZtKxNtywE36B8tI0fvo0SgRxggw74ReZRWvN+3dR/szPtStYQaJqGU0LnmPshXdRNON86j56oE0Rc4t2rmAfNxmlYM+TqH7332yc+SffuyJ4yRasUC5OTglKeURWfdCpEHEgr2yLxZi3hWTdmi4LGaM84huX9skcfcGgc7luL0JlExn25V+iPF1dW9e6sRl9zi3taqcZ2lP5yh91pW4RxPIrgHsubrwBcEk2rMsoQzfeCFigFG6iGTfeTP3cR4lt+LTH88cqPmPtI99j6Y0HE1nzkW/MeX7SgDaovESUVFMlLcteo/qNm1h526nEyjsrslYsJ4TyUtjBXAK5pYgdyPxOqHQyk01qBcLYYb1KbpdUoDxdw6pDXFzWkElMuOwZJn5/JhO/P5MJlz1L1pDJADQufI7Y2k9oDb4VywGxSNWvo/LVGync6xTGnH0zoaFTEDuA2KFNrpS2slsW9R/9VxtUdhCwfMNKkW6uxvM88FwCW3Hz9pbwyL38YOJNKOWBmyLYoWCpofeICKPP/AdObqn+XU3G8FJxiqafSf6uJwy0eDsskdWzaJz/tNZftp3xFqRbakB5NC95VX/fxPK7rQAIKhXFjTeRqF1D1etdZ4V2BzfeRNUbf+Pzvx9L+TO/8N2FSVoXdQB4KdxoA7F1n1A3+15W3XkONe/d3mUiUytOKB9xggQKhuvsT8/V5Y7SSernPp45LzxqunaltnXp+uN27GdtOSFGnnQdU67+gAmXPcuUH39Aie/SdGMNVL70O23MWbbe8RML5SZZ/9gPsMP57PLtxynY8yTECer4u1AXO5teGjdST/Ubf9dxxmLpEBPAS7ToTjlAsGj0tj7qbSJYOiHj8WiLiEV4xB79Ove2YHbotkDxjHPJ3/U4Wla+h2WHyJlwaGa1a+iapsWv6AB9L44SlfkCeokI4mQhfu0mN+VnXbUaWl5ar76SETa++mfGX3xfp7Gj6+fRuOA58Fzyp51A9tj9262Yoms/ZvW9F+vabKkYarPdEjzwtIJ0o7XEYvWs+Nf/MOUnHxLIG9L1JX7ygfJcUk2VmwKQFdS88y8KdjseKxCm7PDvUvnydbrEiNqkhMuO+kGXCwERIVg4stPxxs9eQHkp3bC6zbkK0X1kT76e3ElHYgWzaVoyk5oP7kYlmvWz95W/2AEUUDv7bsTSxYq9ZMSXSxfw9OKN5Izdn1DZxM08q76hZL/zqZ/zIG68WRv0notykxRNP2Pzz9zQK0Kl45l85Ru0rHwPN1pPeNTenar9G9rTtOglHb7geSg833jwa7L53gYRC+V5/s5Tqw7Dz6BU1H54D8NP/HWnTOJUczUNnz5BsmY14THTKZh2Yru/J14qxqr/nK07wODHxqX93feOtppfhkQlI6SSUcqf/SXA5l1/YmVc8G6sflMpJqWIrp5FrOIz3S1n/wup+/B+3JYaff++ARMoGkPJgV/rcmjb91q0JbpuHl4qrg3jVhF8/eUmWoiXLyR7zL4MOepKssfuR8ULv9U7gOJXPPAvcnLL2PjqDdq9GsrWOs1N6vvxXNx4E3a4gKJ9zuz6vvuIrCGTyJ14OM2fv6mTuMTCS+qd28K9TunXubcFY9BtBSenhMI9ThpoMQYFXkqnrLeumjbtjFkgkDVkCsmGdbipeJuq5L6mEtuPw3CJrHiXRO1qmha9RMvyt3SQrRWgaaFO2UdB/ScPU7TvOQz/yq8z81e8/HuUl8bOyvNXmEJnTdhKm+Ni48abWPPfbzHxsq4Dxgt2O4Had28l1VyVUdytJKo+p+bdWxly1A8oO+wyUC417/wLNxHBCoQZcsxVlG0lxiKy+kNqZ91NqnEDuRMOxQpkt5tDd4fQxq9SHulIPWvu/zqJ6uV+y64kuEn9rC1dEqQ1ODkdqcPOysMKZBHIG0K6pcYPZlbkjDuQ0Wf/c4uy9QWBguHs8s1H2DjzBlpWvY+dlU/xAV/rM5eIoWvEdsibdMRAizFoiFcuxUu0sGk3zEXrEcGyA+TteixNi1/Vu1xtjDkdy9Zq6KVomP8sTk4x9Z88jEolyBo9nfrZ9+q6a0rRuOBpat65lV2+9UgmkaJx4Qsk6tZghXL9JKdudnmzbJSbovy5X1O492ldJmYES8YRKBpNoupz3FhDO93rKcXaBy9l8g/eIlQyjvEX38+Gp39GonoFKEXepCMZddY/tlimI9W0kdpZdxFZ9QGBwlHkjj+4Xa9oBfpZeZ5evLspqt78OzXv/Ft/5qX1gtS/H9Dxf3Yoh3S0Afws+0D+MNLNVXhpXX7ECuUy5rzb+rz/d1eMOvMmqt++hfqPH8JLxcif9hWGHvPjPo2Z7C2ypW3anY0ZM2aoOXPmDLQYgwrtGm3CzirYan/Vuo8eYMOTV+MlY2BJu9iuQPE4Rp78B8qf/zXJ6uX+4JuUIbbjG4AKCWZjh/JQSmFZNl46gRutw84txckkIHioVJzx33wkEz/y2W+mZIJWleeSrF3N1pWiILaD8lysUB5TfzJbt6vpgup3b6P8qZ90uNwCsQiVjGfqTz/q/NzChVutV1Q/70kqnv2FbqFjOSgvhRXMIdVYgUolOj1LnDCBgmGoZDRzv57nkqpdjQTDONlFejdUBC8Vxwrl4MaasIJhvbugFG6sifDw3Zhw2dNbeT6DHxH5WCk1Y6Dl6AuMDts29O96A5YTyiQfbY50pJalNx7ku1It/zvn6w/LZsy5t9K06GUaPn0yo6s2fe6XD1Iu2AGc7OJMSywRyYwZKByZ8Sq48SaK978wk5C1/smf0Dj/aeysPACS9Rt0/bitYW3SyyNPuYHSg7/R5WnxqmUsu+kov3RJKwKWhRXKZ8IlT5A9evqm5xat94sXb7lmYaqxghW3nYobrfd30NJ+JQBP18hE2oW8gIWdNwTBwwrmZPRjsrEclYrj5A3ZlGihFF4yqp+Z2FgBXeLIS8VRXpqJ332ZUEn/G3MDybboLxNDZ+gSpRTV7/6bJTccwLK/HMbSGw+kdva9W4zTaFz4HFZWPhL0M4QtW++82UGGHf+/bHjyalSiBadgpC5d0bYenJvy09QVKhEh3VSJF29CAqFMHIsbrc/ML2LhuSlalr+dGcLJKclke4pldy8b2bL1mGIhgSxSTZWbPbVg9xMz9ZEQG6yAXxTZI9lYTu3s+4msno2XiiF2ACenZKvGnJdOUvnS/4HlYIdysQJZ2KE8vESEnF0O1aVNOiY9pOOkalf5LiC/j6RlI6FcVCqeMeaU56I8lyFH/Yiifc9GpWJ+3F+CUMlYRp9z89afz3YmUb2C8ueuYdVd51I580+k+rmNkmHnJbp+Hiv+9T8svfEgFv9xX9Y9eoXendoMkVWzEDvo73Aprb8sHftVsNdp1M2+j5blbxMoGoWdXYI4bfSLlwYvpY28dJJ0UwVupFbrISfkhxik2oWBWIFwu1IgwaLR7Xa1rKxuxGr7BiNKh1gka1dt9tSsIZNxwkVk6lZajr9IF7x4Ew3zn6Zx4XOkmqsQEd1ruhsFqGveux03Wp/xAthZuYhtYwLo0+cAACAASURBVDlZOPnDOhhzgAhuc6U2ctvox0yWrmKTMZeIEB6+G2POvwOxHbxUIpP1OvLkP+xwxpybiFA76x5W3XU+6x69gsiqWdt1fuNyNXRJ7ax7qHr9JiwnmEli2Pjy9VihPIr2PrXLa1pXwIGCEahUXBtXloMALZ+/mSkkCWAHykjbQdwW3Tx5E60dVgXlJnBjTdooao0BcVMZRSpiIcFNMSglh3ybjTNvQFlWJkZLI773tXVsfx4/OQCls1nFcjrFGCXr1lL74f0kqpZi55YhdlC3xfIzNpXvVlbJKOsfuwIQ7Jxihp/wy83GnLQlVb8W5SY7FdcVO4hKRRn/7SdYfde5fl0oHait3a//z955h0lWlmn/955UsavjdJo8TCAMwSEPQYKAJEEEERBEEHfZNeAaPl0X1yzuqrsGVCQoQVAJKojEIQ5DhmFgmMCEntQ5Va464X2/P95T1d3TzTC4owL2fV0D3V1dp06d6nrqCfdz3z6yOIxKNFTPxUo04MtA8/cMC2RA4yEfoX7RWQjDoOnQiyh2voyVbNL6VG8xpfPC5ufpuPGjKN9FGCaFzS8y/MJvmf2x2ya5X5N4U3CHt7Hpho/o95aTABSZV+/Hz/Yx66M3T7hFL0I5FzNWi+Ek9Hg01FozozUUNiyrdsSNeC0qWoM7sGG7o4QxJuSy+rk+rNr20MRFIb1iNU4qJcckTHX7ncHAsmv0hMOKEBQzo05ulFtN9WvN71NSc/3MaA3RqfuMORvpFRl+6Y9kVj+AFavTwsRCd+V0SFRVPl7fwz+kTxgIy6F24SlM+8D3x3HjJkJu/dKxyS16YUJ6JXa79E+sv+r9+MNb9TmHm6Iq0HFTlrLVzwS9VFaLUgHSd0EGRNv2YPrZP8VOtbDgc8u0pmbgk5h9yFtq1AladmrjdWdTDjX2lAzIrn6Q5uP+H0078VmwKzCZ0E1iHJRS9C/9ebg9qXV7hGmjZEDvku8jACvZSGLOYWOSgvoDziG//gmQodaVHSUo53EaZ+Hn+saNbGU5GyZV4aiiAmFU8y7p5vUIND+gt0XD5EX6LsK0qR3lGdh48EcISmkGll2Hnw91jUxHd/+qnUWF3TQXP9uD8ooIw0bYUYQV0V6AoxTHC9teYtP1F1TJ0DLwRgSDkeHuQVA9bqXjGOQH6b7vW9j106or/K8HM16Pkj5K2WNkPZT0sFOt2BVtuFFWWZpcHP6eW0RUZCm8Eg0HnEPz0Z/Gy3QRmTJ3DJ/GaZiB0zBjh+czEdzhbQw8cQ35jqex66fRtPhjJGYd9KaP80bovPs/QfpVQ23QUgm9D/2A6Wf9aJc/3iTeuRh64XdjdQ8RGJEEha3LGVh2NVaqleScw8doLybnLEaEiYhhRzHNGm1pFbhEp8wjK+4bkwjKikSR2E7YmwqpXzvQCCUx7LheSKoWgro4rT/g3Oq9nLqpzDjvGrb94Qu4g1t0x89wQPmj6Cm62LPqpuINbdGlrx1FmA523TTqQp040GPJjl99mGLXq1p6REpkKTNmQWKMpWG4wKa8MplV97H1dph53tVveK3tmhbcoS0wqiitFLpWvAEzktT2XqNlP4zKUsNIQid9FyNSw7xPPoA7uAkzXkdkyryRKYQde8N4OhFU4DH0wq0MvXgboKjb9/3U7/8hDGvX6skOv/R7yn3r9Rg5PGcV+PQu+Z7WJ9yJ5Pj/ismEbhLjoSRBfgBj1B+gUkqbL6c76fzTfwACK9nErAtuqCYJNfOPoeGQj2hblzBRs2umMP1sTSQtdq4YczzluWAYWDWt+JlOKp25aseuso0JYEYgKOMXBjGcOEIY1B90vq6AU61aBd8waDn6MqYc/k+s//n7cNNdyHIeWUqPHFsFeP3rq0kcKiDSNIemw/+ZyJQ5bL7lnyj3byTauruu6HN9uvp1kpiJ+iph2nASBG4BKgsSo8fHSiHdIl1//jrKd0nOPfJ1t6OtRCM1844mu+YhvcUltEAnwqDx0I8SaV6guwXlLBWGhIIw6dXCzNpiTEsStBz3BexUy1+UuI28/JLB525m4Ilr8HJ9evRtRTCcGOWBDeTXL6X9tCuo22fXLQsF5Tzl3tc0IXwUDCdGbv2kM8sk3hzc/g1srwcp3QJ+rpfuB/4LI5T4aTvl69TvdwagE4aZ5/6CTTd/PBzr6TjUeuJXiE/bT4vujhJqlm4RhMBMNGoJpvB9W0V1MUvoZMfNo7wiQVGAYRObui9O4yzdtQs7dYmZBzLvUw/Rv/Qqeh/+X4Tp4A1v1cfQWRnKL2u+bCQBXhEjkqJ+0Zk0HHgevY/+hNyahzDi9ajAJbf2Eb1pakX0kkGsHj/XixnThaSOjVBd6lBKxxW3SHbNEvqXXUNq9+N2uHTQuPhi8pufCwWJtYuFLBdI7fVerHgdqT2Op69n1XbXJoyZKtCdSEMgDJupp/8Xdqrl/6zjV9i6nJ4H/5vC1hUotwAqQEQSCKD7vm+TXfswM8+7dpc6E2XXPowQjEn6hWmhfEmxa+UYnc+/FiYTukmMgzBMnKY5eMNbEWGgCco5ncxYkWrw8dLdbL39M8y5ROsYCSFoPf6LNBx0PsWtL2LG6knMPgRhmDQeciHDy2/XshV2DCl9ELpqNp0ogRXR4rsChGFhRFJaPdyK4g936jeKk0R6BWQ5D1aEwWd+zeAzNxJtns/MD19b7UYZdozE7MW4z/82rKIJk8ORJQwVeDgNM5HlHNGW+VjJRjbdcIEm9JoOhS0v6FFEuEYflDLIoIyZbEaWhjEjSe3AYOrRph6p+NVrKMtZSp0r2fb7LyBMixnn/oLEzAMnvN5TT7+CbXd8ntz6x1GGiTBM2k68vOqb2n7K19n8m0v1aEXohNeI1mDYcVqO/yJ+todo8wJSex5ffW00j8/5i8aqPUu+x8CT12m9vXJWX0OvhBlJYESSSL9M933fonbhybtsbFtxFEHJMcmxCgKs1F/XTmkS7zzEZxxAds2D1e+VDHRxphSmk9QftIFH112Xk5ixfzVhic/YnwWfXUp+w5NIv0xi1sHVLl5FtkKYTshbkyCMakc5KIxYQFnJKfi5foRh4BeHtGyTkwTp6a1NoLBtBVtv/RTCtJh25g+r28hCCBJzDkU88mOCUpZAWbgyhlQGtigisYhaJaxIEmJ1gKLp0I/Scf0FeJluhOUQdK0Mi0BAWCi/FDqytGPEG7CSjfi5gZGFChno2FctpgOCwjDd93+X3iU/oP7AD9N6wpcmHFXXzD+K1hP+nd4l39MjXRlQs/uxtJ/6TQBajvsCA09eq3XjKkmdYWPGUjQefAGGo+NK7V4nVvXktOuE/It8notdK+m4/vxqYax5kwrLtDFitdrTuOMZCpueGacN+n+BlZyCkmM55roLGmCNmvz8NTGZ0E1iQrQc/yW2/vZftfSGFUEWhgCwR43wjEiCUvcqvHTnGI9Pp25qVVst8+p99C39OX6mm2j7QsCg1PkyTk0zydmLya57DCUD7JpmvdUpfYSdxLBsag++ADOaYvC5mwF0glfZLvMK+GlNMM5le9h43TnM/cTISKRp8cWkX74TshNYYlGRANHPIbPmYUrdqwCBGa0JPVcrgS3cPAWU76L8Ik79TOZf9gjuwAbW/exU/UExKpmrQoBh6xHOlt9cyvzPPjFhgDKjKWacqyVRgvwATuOssdyad51JftOzDC+/vVoFG1aEluO/ROPBY03WcxufpPvPX6fcvx7DjlF/4IdpOeaynba8CYppBp++HsOOIQwT3y+HSa22L7OSTfrvoZzHS3fuMkFPYVrUvesshp69eaRTKQOU9Gg85KO75DEm8Y+Duv3ez8CT1+JlejDsqNY4UxIzmqpSP7RAeJH0q/cx5fCPV+9r2DFqFhwDQHmgg657vkGh4ynMRBM1C95DsXMFyi9Tt+gsMqvuR/lljEgS5ZeQ5Zymqhgmsfa9mHLkJ9l25xexapL4uV4dd8LxbJDpIkB32jt+dR7z/21plSsaa9+H+MwDGVr5IEU/jkJgCZeMP4WlQ+fwnim/pE4pTMtBekW9QJTtrUo2Sa/I6GlHRTsvKKYxozXMOPcXxFr3ZP3VZ5Lf/Dy4Iz7TI5BhHLAYevYmknMWUzP/qAmvd+PB51O/6EzcgQ7MRBN2zYhQuenEmP3RW9j064/pQlMIhB0jPnUfWt7zuTGxzs8P0vXnr5FZfT9ISWL2IbSd/LU3xaHte/RKlK/52lX/XWHgF4b10p4QBIFLYdtLuzShazjgHNIr7hzVqdRLHZGWeURadt9lj7MjTCZ0k5gQqflHMfPD19L76E9w+9djxGoBMYEPpNAE1gkw8PSN9Nz/bTSZ3ya/4UkMJ86cS24n0jQHJQN6lnyfwWduBAVWqpXUHscTn3Uw8Wn7EW2ex4arz0SYVtX7dawKSbiJpqCw+TmGnruZhgPPAzRfrO2Ur7PpxgsnsMZSeuQqRKg8EGjf2XDcp2269HMDFX6ppUNkKUN07pH0PPR93L51xKfvR2b1kokvYsiTMewo0i9T6Hia5Nwj8fMDFDY9h+HEic86uMrlsGuaJxTZFUIw9fTvUr/fGWRWP4Bhx6hdeArR1rFBotS9is2//jgoLcGCDHRlXMrQfuo3Jj7H7eAObdGbyZXOm2GGnUqhq2/0SBaldjkpufW4zxPkB8iufkAvdaiAhoPOp2EUz2gSk9gZmNEUsz92G32PXUl29YPad1VJzO002pRiRDdzO7hDW9hw9QeQ5ZxOCosbcPvWMeUYTesAyG1YRucfv4Sf68eIJEnMOpjahSfhNM4hOecw0q/cjWE6BKXMWAP6kTMAYSLLBTpuuID5lz2qEx4hmHb2T3n6S/9Cq3oSQwRsKe3L2vxBlGSSldkjOWLKC9UnUepZNYa3BYy8d8MxKmh3BTNeT77jOQaWXo2dasW0o6Fl4XYQBtLNY8XrkUoy9OJt1Mw/ChX45Dc9gyxliE1fVI1Zhh17Xb/n5G6HMf/TSxha/gf8bI9ODhccO4ZXraSk44YLNPXCSYDQ1mQbf3kO8z5xf5Vr90Yoda0c+ZwyTD1yFiJcAAm0j7RpYyWadup4O4vY1H1of9836frz10aWOlp3Z8aHfvZ/trLcWUwmdJN4XSRmH8LssILpf+JqepZ8fwyHRHlFrJqWCfkV0i/T88B/EbglhGFgGKaumEpZ+h7/OdPe/1+U+zfgDW/FiNRgJZqYctQnxiw5ABjRVHVNffQywMgDyTCpU/Q9/rNqQgcQ5AcwY/XIUgalgqowrz5wBCkVyssTn3EApe5XdeUsLN3NEhWyM2OqahUEWocKMOMNjOhVbYdwlKH5bXZ4X5+Bp26g58HvUhFbNpwEM8+7ZodejJXnnph9yA4ryr6lvxizSYxpYYg4wy/dQfOxn8WKv3Hb365t1+MXKRGGgRWrw8v26EWXiBNW/wVq9z5tl5N8DTvG9LN+iJfuwkt34TTOGkNan8Qk3gzsmmbaT/4anPw1vHQnr/3oPdX3OOgEwtiB8HLf4z8Lx6YWUrh6O1UG9D16JY0H6c54YfPzKGFiJhqo3ec0mt/9r2M6ToYT18WQV6RqijoGoZadELgDmyh1ryLWticAxaJgVfkkVruHoty85s8piSVcetx5oJ5DBppnHGvfm8zQVkBTVqqHrixhyKC6AOGlO+n8w+cxIgm9rFGVUhnFXxZmSDn2qrcpv0y5bx0dN15IUAg7Xypgyrs/yZQjL33j16O2neZ3/8vr3p7f9DTuwMbqJjGAGU0SFNOkX72HhkUffMPHAHCa5pDf+CSmaVevvwoFopXQrkVmJEFqu8+aXYG6fd9Pas/3UupejRlN4TTN+ZslczCZ0E3iDeCluxh++U684W3YqVa8TK/euhImhhWh8ZAL2Xzzx/HSnSRmH0rT4ouxa9sYeOJqvHRn9ThBcTiUA0hS3PICpd61bLzmrOpGmVscYuutn0ad9m3q9h2RRWk46Dxy6x5lRA5g4qAoTFuf2yiYiQYMK4JZP00vR3glgnIePzBY0buYDZsOpDHaw2mnnkND/70MPPlLet3deLn/BNKFGA32VubFnyFhDWJTpiDrScWKmEEGhObJCSdZTfYqhGBkoCtjw9LyI+FmrLBj9DxwhfYuDINuUBhi3U9PRtgxTDtC3X5n0HzsZ8fZhJW6V9Hz0P9Q2PICdk0rTUdcSu3Ck8YEi3LfunHae1q93sTPdO1UQmclGqjd9zSGl9+BYUURdgzDSSLdHMKOobwytXudTPspX33DY/2lsGvbsGvb/mrHn8Q/DqRfJrvqfgpbXiA+ZzH5dUsBhdZts0jtcxrDL9/Ftj9+Cbu2jcbFF5OcfSju4CYGnvpV6AqD7vIYtv67VIry4Ca67v4qxW0vVQu2gWXXUNy6nFkX3FAl2yfnHq6XryoQ208ZoGJ1ZTgxvKEt1YQuErMRQmAmmiCaRLoFvdjhgu873PzqBcTMHAcf2sDsw44lu/pBcgWTlcOHsGX4Azgix7z4UzQ5m7FFCRAUzRk0qDWAtq4yI6kRbTxhahHzwAtjmomwolXtz9TCk9h08yX4uYHqkpcMfLrv/w59j12JCjzi0/en9b3/Pq5ADcp5+h//GcPL7wCgdp/3MeXIfxlTFHpDW7SY/PYJUOBr14qdxJQj/5VCxzN6vGtFsZNT8HJ9OtH2yzgNM5j2gf/Z6Y7fm4Vhx6oCzX9rTCZ0k3hd5DYsY/Mt/xx6FmoumVPXTmLOYZo7Zdr0PPDd0OHApty/nvQrdzHz3GvofSwUrRVGmIMpgvwQQSGNLOfY8ttPELhFrJh+QwvT1iK7919BbNq7CApDRKbMpWb+MTQd8S/0PHBFWGVtBxHa8kRqcBpmsfWOz2kDbTtC7T7vR9gxitk0ZddEqSgE4Eub9cUD8VWcLYXdufonr/CZr3+MwY2w5PEYUgkM5bHZ34vO8gKOqLuJfFDHK/kTOMH4ETFLexJuzOzJ6vxhlIIELc4GFqYeIWUPUql0hWlrlXPTov20K8iuuk87UlS6d0pqsWTpYzkJEIKBp28iu+5xpp52BfHpixCGQan3NTZe9yGkV8ZworiDG9n2+8/h5/toOuTC6qWIT9uPcu9asEfJB4Rq93bdtJ1+3dtP/hpmvJ6hZ36NLGWJT92X5uO/iJNqxkw0jgiATmISb2EExTQbf3kO7sAm7Yscdt9TC0/ESjQSn3EAnXd+maA4hDAcyv3ryW9YRtup3yT90h+qW/aV7U/lu1pOREDXXV+h2LliTDdJmQ7FrS+Se+0RzHg9VqIRp2EGM8+7hg3XnkWQr8SG0ZaEIlwOSwKCwraX6Lr3WwTFYRKzD2HhPmfywrMDeJ5EyQjCD/CUg2OUEMKnENTy0DKBNc1jwUk/4PafrKDoRjFwKagEz6RPZ178aaZHV7IyfyztkdXUJQxME1QgtZB6RbpEBaAMxmjehY48yblHEGmYhZ/tH+O4IYvDevlCSayaZvJbnmfD1WfQetJXqdv7VM3pk5JNN35UJ79WBCEEA09qm7A5l9xRpXdEmucjEGOmQKA/G2Lte+30656YeQDTP/RTuu/7Fm7/RsxYLW0nfa1aANv1M/6mXbO/JSatvyYxIZQMWPuDw8OtVM1HqNiwtJ14OfWLzmLN9w7V2kGj9HyCUpb4jP0pbl2OdIsE5Qy6nVWx0RGYySkEhUEMy8FKtY0ERKm5bGa4iSTdHE7DTJoWX0Jkym5su+NzBKW0Jvfm9YaWEUliWA5KCEw7hnQLGE4MlMJ3XZ4aOo3djPuJiSGkVBRkLU8MnE1atVfDqgAWH7eAjrV95DNF8pkCfiCqjUCTMjEzi2EYHNdwJTErz5r8Yl7JHIkQEgNJoGxs0+eE5l+QtLXWU9MR/4ydnELtXifhNMxg6x2fJ/3yndXKMChl8PMDaAmYKSivpK+X0jp/TuNsZp3/S7of+G8yK+8Zo8+mN7hMFnz+SQwrQlDO4w5uouNX54XXQItBK+nTdPg/03LMZajA0xIJkZqdCmhKSm1D9hdsmr2VMGn99Y+Jnge/R/8TV49JuoJynsiUucy99C667v0Wg8/cgBkZ6dTIUNRaugUwbfyKc0y4rQhofipaI9Opnz5m4cjNdGOYNsKOIUsZDCdB7d6n0njwR+h+4LvkNz6JYUXxst160mrHqmNBOzkFPz+AMC095nULrMoexDN9x+F7MoxHekTriBKmqbCE5i9biSYOO3E/Hrv3Vcwgg1/MkvPqqCSOSXMQIWBe/CnmJ54kYrkTLHJpdx9haBeJ1B7HE23dneTsxSTmHEZh83Ns+vXF1XigZKA5t0phOFoU2Mv2ggwwnARmvJ72930HK1HP5psvqTrY6MupUH6Z6R/8MTXzj0YFPn4py9ZbP0lh83PhY+hRtVM/nd0uvQthRZHlrLYFewMbyupjBK7WGt2F8iR/a7yZ+DXZoZvEhCj3rh2bzIU2UgDpl+8kMfvQ6rh0NITlUOpdiwwdHQyV0DIjlW0rJ4Fh2QSh1pH0ypiOPoaf7UUFLjLwkSVtIF3uWUP3vd8g2ron8z79MOX+dXp8Ws7R98RVuP0biDTNJTp1b4ae/+2YNnqnuxubBtvZlvw3KHQjA0U2aKKiTzUiNQxb1vWTTRcxLYNAGqNuhQAbT0ZRUrBk4GKkMskH9USMIpahBTRNw8NTUda672Fv+17SfjsPP7WI3fedSvTpLCueuYdUsZa9RUDUkRiGoZcvpAJD6G5dJfkVoNCcmi23XaZ5PNuJYOoNvRKlzlfofexK8huWARBpXoAZSVDqehUr1ULT4kuo3ff9dN/7bQaf/41Wzo8kdUcg8IjPPJjmoz814RaZMAyE8fZO5ibxj4v0yrs1vSEkxGuXmQjlvnX4uX7y65eOoygYlkPgFlFhsmNGU1puQ4aLX8LAjNfr7Uml8ApDOOFSgHQLKLeAitURZPtASaRbYPCZm8isuo+ZH/4l9ulX4PZvQFgxhpffRnbNEoQdo27f0xhYdl24VRry3pw6VvQuIua4FInguZUETOCqGFqtN44tSsSDgHWvdunn6pVQ6BhWYaiUZRyBYlXucNYVDmBRzZ9pj67GNkf4wRUbLuk04RaLPPbKETTk53FYymXgyY9R6H0NP68tvsxIQl+jyrjYjuNleiB04FEqQAjo/OMXaDz0YlTgY9ijum5CEHglit2rKWxbweBTv9SfBfE6EnMOp9S9EgKP+r0/SPMxl5Fbv4zue7+hZVmEgVXTgvTL2LVtTDn8nybkw4lQf+8fCW/LhE4IMRf4PHAIsBB4XCl11N/1pN5hkH6JoJjRb9KKF1+oMO6muzHj9XqLc5R7A+gNUel74XiBUcsF2p5GKT9s8+tK0890YdRPr67ai0hNVQhYjzok0ivj9m8g/fKdNBw4svGY2vOE6tfb7vwyKgjYlJ7FmsHd8aWNQBJIEzfvEwRTkPL1u9HN02rJ5cqooLLmL0b51hqUVRwQuH6cqMgQYFKUSeJGXlfJQiCUT1e6kd0Mg6WDJzHs99Gxtg8A0zRQsp1k3Szay+tIJG2EkiDATDSGgsVUOYKG5SBMh1LnK8Sm7qv5iKOSugrJd8vtn8XPdGNE9PmVe9ZgJRtZ8Lll1dHItju/zPDy2/W2reuHoqtg1bSQWXk3uXWPMueS2yl1vcLQi7eD9Knd53Tq9jltpyrhSUzirYaKZITm/FYWAnSxpIuhAnZtO+WBjeMcDpSb14LdvltdKiCUFxF2BC+9Laz3FKqUwbdj2g0hN6B/v0pRMXQ/TXoo36Xrz19j7qV34YT0h8SsEV3KwpYXGXjqBjJePa/07c1QqZGEnSNQFng+gW9vF5NG4KkobmDS3FbLtk1DmEJgCBm6jekRr6tiVFQCbFmixuqnLBP4SGJmvvLkUUpSzGZZmTua9XmDji1ryDz3FIvqH8YPDCwC7HIPIpLCsi1AaZ5d2HmryKMYpo5f0sviDm+ZUDbJsKMUty4nt+4xzXWOJJDlHIWNTzD9Qz+vLqsUNj/P1ls/pa+/6eClO/Ey3VoTszjMlls/TesJXyIx8yAGnvoV5YENxGfsT+NBF/zDcXHfrtF6L+Ak4Clg1/p3vMMRlLIMvXAr2TVLsGqaaTzow8Rn7D/md6RXZOvvv4j0i9p+Zjt4Q5sodDxNzR7HkXn13qpzgwq8cFRh6bFqvh9QI1ugwgydFcQoU2aFl+3BjNWFnaMEvpsfNRIUgEQB2dcepf6Ac+jrypDLlJg2uwEnogOFWTub5/oO57XMfvpeQuEFDr60kBLMN9C/bZxSQ0t7HY/ftwrTMvD97SUGKoFdUVK11VNzRR3xxjhBOU8pU8Inxr0Dn6asakJHIB2Ag0BimCZPDJ1LW2Qt7fnVKCuOSy2LYo8hAl936/BACIJSRotRCoP6RWdT3LaCwC2gfA/lFVBKkZx7OKWulWNGsWY0SVAYJrPqAer2PY2gOEx6xR8wbD3WCYrD1cRclvPYqWaCUo6OGz6Cn+0Nr50gv+k5MqvuY8aHfj5uXFFJJt/OY4xJvD2hlCK37jGGnv8NspwntfAU6vY9bRwtoO/Rn+BmunVyNXoLQRlgKDrv/ipNh15MfuOTYxwOgmIa6btYiSb8XH/YhZKABMPRrgNoL1TNN0P7USu90SrsqNalrCQ46G67sCKUe9cgvSKFIvRsS9PQXEN9o14uMFNt9GbrWdL5PqQyEUIyUGqg7MfeMHYBWJbNYcftzsvPbSYIkuAN4JglSkF8u98UeMTIBC20WBvxiWLWNWIoFy+fxnd9Hhm8kP5gN0wDoirL5uLezIi+RMrJ4IkkJi5GOU3gmhjRJEqE8ihSaktE9DKKdAugFHaqHSs5BXe4E2EayFIOFXhYNVPIbdDanJXC0bAiSDeg77Erqwld3+M/R6kA00lWxaG1pEoBK9mEkAHd931HJ9CBjzAtiltXMPzCbcy55PZxrjkVy7O3mpf1rsDbNaG7Syn1RwAhxG3ArhWUeYciKGXYuagACwAAIABJREFUcM0HcQc36WpPBmRX3UfrSf9Jw/5nV38vvfIevOEt2KkWvHAVHgAltTCjHaNv6VXM+siNoFSoG2ZqroITw7RjCNPGdDSnTQY+sjAQBlfQSZ7eArXrp6PcPPM/8xjrf3YKfnGIis+gThiUTkaUJC2n8a3L7mCwP6cDqCk49Oh5pOrjPP2ARXb4XUhlEWBjCIklysgw35c74IoKAaZhcMypC5GBZNmSteTSJYLxIilUxrUVeL5EIZBGDFeB67dVVAjG3VtLDBh0lnenszyiIbc2u4gTmn5Mg7GZsIWALOVwyznMeCPDK35PtH0vcq89pjWzhEDYcfIdz+hu3iiZBAAVlHGH9evmZXup+MCq8PpX5F8q3yOg3L0Ku35atduqlCK//okxauru4Ca67vkGuXWPI0yL2r3fR+sJX/qbeBROYhIAvQ/9gP5l11Lxdc5vepb0ij/ozdIwKQhKGfqXXoUVb8BztytKDQMr1Uph41M4p3ydtpO+Svf9V1QdDpy66bjprRh2FLtuKsrT41c/P7hd/NJFjZVqBxXQesKX8TLd9C+7uiplVF170H5QBEaCm37+NCue3oyUumPYNr2WEz+4iHtufZFi50mUvAgSCxDYRhlBQCBtFIqRFDE8h1Hfm7ZBc3st5156OH+88VmGezyU62Hia+Wl8JgVrMy9mylOB6bwCbwAM2LjE2FV4XD6vDnhrpnCEAGBMhnyplJrDxIXgxUzRhS+loTCIGPOJqEGMQQgTFTg4mV6EHaU4tYXseum4uX68MPuZsUzV5ZzGKNE6QGE6WhuXgh3YGN1NC69MP6N1pUzLPx8F1a8foRyY+ulmN5HfsS0M76nzzfw6H3kxww+cyOynCM2dR9aT7yc+LT93uyf4VsWb8sSWyk1kULjJN4AQ8//DnewQ1s4OXHMaA3CtOm579u6mgpR2Pw8yEBLaxjmyD9hYjhxDNPGz/ZgRhJMPf0Kphz9GaLNC0jMCb3qwqRAhNpzhmmyfSI0BsLAcGLEZx5IkBsIRySBJv5LhbAcfBXlliWzGOjNoqRO+AJf8sSDa3jwzpcp+Q6uSuDjoFAEysBVCRzHxnbM8dkVIcfCAIRgn4NnYhgGx5+xH//+P2fw5R+ewZw9WojGbYQx8bmHU2OG+vOUS76uxkMjCynVBPIqE6Ps2dzd9QmeTJ+NFHqMAVSFjPMdz5Bd8zDKL1VH2IYdDavZfPjhUDknhTAjVdFhPd4RWmy0or+l9H9EyH+UbiE0zh4JB0IIVOCS36QJ+EEpw4ZrP0Ru3VKMSAJhOgwv/z2bbrp4zBhISYmX7hxRaJ/EJHYRvHQXA8uuDcdzSR2LnDjFrcvH2HyV+9br94hZ0ZQciV/CcvTSgmnh5/qp3/+DTPvgj4jPOJDo1H2wappBVcaHInyMpH7TGNuNDUP7LxHGr8SsA5GlTDhyDaWLpI9wkii/zJOFj/Hisg6CQC84KKXo3DLMdT94iGy6wJDXgo+DRCBRuDKKYTkYphFuf455cEBgmgIhYP7eOimau2cbn/nWqXzue+fxgQv2J5mKYNoO28ffPnc2y4bOpOjHKWYz5NJFVmUO5cXh46rxS8qwu4jEMYpEjTRjlEDDEKeUxPG6uHfgU2SC5uptqADlFshvfp7susfxh7eG19FAmBaGk0AFnnbxGAXplYi1jciexKbtVxV/1km7Gok5hqVjm/QRzthupPaBXlr9vvPur9L/xC+qjYli16t0XH/BOEkUvzCkXYvehgujb9cO3ST+Amjz4LE5vJYLKVPqXVutVJyGGTopEyZCmFpbLfQQFYaF9Eok5x+L9Mt0/Op8il0rdQLQ+TKynEO6RZxR5spBsWLuHtcf9KOkTGQhTWLuYWRW3kt2zRLMeF3IvxtZWfBz/Wxq+Qql0njZEqXAK/ugKhWooFKnCCHwfMlxp+/N1o5BNqzuplz0q4FRoRAK9tp/Gi1TRzTaHMfCaUzy7vfuyW3XPUm56E0sfweYlsC0DIp5l2jcplz0Ro7/JuKBxGJLaW8avSy7J5/QvBtXJ3AqcEe6DKF/ZFAcwko0IUxLcw4dPbpRfploywJq5upxRbHrVQw7RrnvtZHE3C+DYWnCt1fS3rnjHEAA06oK+w6vuJOglB4Z74rQ+q3rVYrbXiI+bT+yrz1K112X4+cHUChSC46h/X3fnuzgTWKXoLD1xbDbPDIqE0IgZUB23eOk9nwvgE7KpI9SNoYTI/DLmhKiJIZpowIdAyJT5jLw1PVaeikU0pZeWcewaKIqLyRdzTGzUy14mS4qUiMoiSxnMaO1RNsW0vHLD2FEUwRhglGBLKUxmg5lzerE+CcVJkUjikyj4rOAQEJdfYyjT13I/Xcsp1hwCXxVvV1KRSRmc+o5I7QZwxDUNsTZ+4hF3PunLahiAWEotm+DbCsvZFvfntTXSNI5A9N2EEZQ9SNVCvJBHQLJxsJ+1Jh9tEY2jHsKOuJ6xM00S9MXckr71UCgecFCIAwTVc5W1uIQStN6VLYXw46jvALStELOXRFhOTQfcxmgkyvpFfHzA/i5Pu0tLhUIhZlo0K+BX9Lj7u0vrQyww/jl5wdIv/T7Kj0IwIwkCEo5Bp76Fe2nfgMv28e2P/4/8hue1PImtVOZevoV4yhJb2W8LTt0bwZCiI8LIZ4TQjzX19f39z6dvyusmiZt2zQKlba1GR2xcUrOO0oHNzePEW+gOmIwNE/OiCRpPvpTZFbeQ6n71WqlbEZrsOKNWn6jlNPG0m4BYUcxIknMeF3VgL2iXG5Ea5h66jerowpZzocVnK3dFgwDK9GA0fnA6z4v/RRev2kbT0To784SiTjEEg7xpP5/XX2cU87Zn4v+7ZgJ77fwgOksPGCG3kh9nemrlOCWfISAwJfEEpEdNiN3BEHA6uF9MeKNVHWUDWtElb2CcLvMLwxhxuppPPh8zFgtZrSGxsUXMevCmxCmRWHbS2y68UKCUkaLkwoB0sesacVKNOqv4/VMPeuHmLE6pJuvVqXSK2JYkeqHZLn3tXGOGHqUhFa471nDlt/+K35hUL/edpTM6gfZ8rtP/WUXYxJVTMYwDR2jJnhzCbCSI6wbKzmF6NR9CIoZDCepE4rK367pIP0yzUd/GpSk58HvIUwHMxp2/OJ1CNMkKAwTFDMEpSxKBloU3Y5ixupGMjCpnRta3/tlCpue0eNAVREttnVHT5iY8QbcvvVYlF73uQW+rNDuRj0vXUW2TqtjzYptmKZJPBElGrNJ1ESIJxwWHjCDL33//SRTsXHHjMZszrzoEGzHqsaTcZfOMBnOWUgMAj8gmYpijJpIKEwMfIb8dh4fuoBtpfkTnr/CwsIl5yUZULtpmkxYYMtygSG3hWJQQ9ZvIOvVUQ7iWlLEcqh715lEWhYgLIfk3COZ/dFbiLXthQo8On55LtnVD2LVtGhhc7+EsKOYqTaEYaOkT8MB59Jw0Pk6SQyz1ooqQ+MhFwFoCophTdDQsCh1r0IpxeZfX0R+wxMhFzKGl97GppsuHiOQ/1bHO75Dp5T6BfAL0BpOf+fT+bui4cAPk131wDjz4NjUvYk0zUZ6RTrv/A8yr96DUgFBYRhhRfTCghPHqmkhOftQmg67BKdhBr0P/UBXvaMikWFHsFMt1O13JqCItizArm1ly28/oZO1ih5duHXmu3m23vYZvOEuhGlqAdBK5BFCj1ztKPWs3eFzm3CDVUAs5rDkzpcJAollm9iOSXa4hBCCSNRi2ZK1tM+oZ/d9xwvvGobBWRcfyqz5U/jDDc8iA0m55I+6fUT+RCkdlOsaI0SjFkMD+aqFojBEOCbe4TPA9S2QNkP9eZK23lITThzK2fG/riRIn/i0fWk76au0nfTVcb/S98hPUNKvuk5YsZQeYxsm8y97BOmVsRKNCMMg2rQbW373CS0dA5ixOqaf9aNqhy7auuc4ErEmF0OkaTaDz9yECvxRCxoCDIvM6gfouP4CUnufSt3ep4zj+03ijTEZwzQSsw7GjNfh5/ownITuzvllhGFTv98ZAAy/9Hu67/0W0isivTzSzWHE6jRPNtFEdMpcGg+9iJr5R5HbsCzcnBz5GDSEQEVribbuQXz6IgwnTmqvE9n864/pJYmKc0SYOAjDpPehH2jzdemj3OKY8KXC31GBoN7ppLc8Z8Ln5pb9CeODE7UYHiow1J/HsgROxKZUcinnfJK1UTav72fJna9w2ocPwJhgSWmP/abxue+cylXfeYD0UBHf96sdPsMM/V0rtXAYqxpbahjqz+F74YKDEcclhkOG5dmTaI+sHZN8DnjtdBTfxZbi7oAgnZYk4mUcFIaTZLCYYtnQaRzTeC1xY5gACy+Io1SEpBC0HPtZLVS/HbLrHsMd2lzVETSdWFW/btpZPybWvlAn4nZMv95unuzqB0MfaEnTYZdQ964P6OtYPyO0NAzGxDElPWLtCylue4ly/0ZdAFSenBXBy/Wz8bpzSS08mYb9zx63YPFWwzs+oXsnISjn6XvsJ9o+RUpSC0+i+ejLdlq534wkcVp2p7DxST0CtaPEpu7N9LOvRCnFllsvI7v6AYxYCtOw9Dq6V2Lq6VeMseOqwEo0jZsrVjo8dfueNsb+pG6/D9D32JXo1fmRCCL8EsXuVQSlHJ3u7tTLIQJlYJs+jijrxFNKzHiD1ogbt32qMVFCp6TCcz2Knh4ZCzykVJoTp1S1s/e7q5/k018/mdqG7TfCYFvHIMseXIvtmJSLWtdJhOPn7ZM0KRXZ4SKWrTmDQmjFcwF6dLqDjE5h4WHiyRhLB85kfuJp5iRfJsj2vu59EBbTzvrR695c6lk1bvtPu1cUkW4BO9Va/XmsbU/mffJByr1rUUoSbVkwJvDV7n0yfY/9BD/bq+VQlET6ZRIzDyLavjflB/97zNZrUMri5/tBKXIbniC/+TmGnv01sy+6ZTKp+wdGeuU99D36E7zhbUTb9qTl2M/u9EhLunlSe5xA/7JrCEpZzEgSM1pD+2nfxWmYSWbV/Wy94/Oad+bEsVMRZDlHfOZBY+y4KjCjKT0t2M6ZACWJtu5B24n/Uf3R9A/9nHU/Ob7K5Ro5pyKBWyS/YRlpt458uYlasRmEiWOUMYQE08GSHiJSD2PvPnKciWKDUvheQNeWIQTgCkEuW6422tyyT01tlOVPbaSlvZbF71kw7hDlkscDv19BueRj2Sae62OYotJIrI5XQcevfKaEqomEC1w6wROhLqYn42QDA09FcIR+Iiuyx7I6fyRlGQ8XL+DpwVPZ01vKvJrniZYzbMwewhENN6PpygobF9t0KQY1NBz/zQmTOQC3b70uOkfFCyEEMnBxBzaSWnB09efaB/pHeJluvEw3kcbZmLGRqZMVr6f+gHMYfPbXCNMOhZvzGE6cxkM/Sql7FTpmh0V64OOlO1HSp9S7Fu/JboaevYmZ5//q72brtTN4x49c3ylQUrLpposYWHadFo4MXIaeu4WN152D9N03vH/2tUfZcM1ZlLte1aNPw8Sw40w/64cor8S6Hx/P8Iu3ERTTeENbCUoZTR42TAafvWXCY9Yv+qDmcIWPL2WAl+3BLwyx5dZP89pPT2LtD49h8y3/pJcx4o2Y8dqQpKzHqZXR3orsMTzefSrrC4swkJT8CHm/BiNWBzJg6rGXUt+UwImY40YHwhBhElX5QXjNFHiurAauStCsckSkwrJNAil55fnN469ZusD1P3yE4YE8TsQimQoV0sNkcKIYXCp65DK6iteBUxEEaocaeGNP3KDHnUuPO4uSH2FH2z/CiY7o102ASNNcvb03CirwEZaNGR9vei8Mg2jr7sTaxnfjzEiSORf/jtReJ+sq17RpPORCZpx7FUIIErMOGRl3KKkdMJRe4DCjtRh2jFLP6qqX4yT+8TD0wq1svf3fcAc7QAgKW16k44aPUNi6/A3vGxSHWf+L9zP47E0YdhzDioKSNL/nC9TMP4rOuy6n44aPEBQG8bI9WusS7epQ3PICfrZn3DGjbXvhNMxAljXVQKE3I4PiMJlX7+W1n57M2v89hvVXnU76pT9oO69Ua9h2N/VYNewYDQYzuHfb+SwfPgapTPzAIO8lUWYSpEti2l5M3etdxJMRTHNsADMMof9t93Pd9Vejlg9Gvq7w54QQmKbB04+8Nu75SSm54/qnefXFrdgRk3jSwbRMZKDCBa7xMcn3JdnhIkqpakwNAoUMFIGycGWMFzInsb5wACuyx/By7jiKMonEpjJiLao6VmaPJAjAUxGa7M3YooyrohSCOgpBLWUZpyDrKRhteqlhAjgNMzDs8cLAwnRwGmdOeB871Up82n5jkrkKWk/4Ei3v+by2IwvKJOYsZvZHb8FpmEm0dU+9xBHGML84pMf0QoRCyklU4NL5p8vf0ssSkx26twkKm5+j1PXKGBsbw7DwhreQXbOE2r1OfN37Kinp+tNXAEZGYk6CoJSl59ErKW1+nvJAR8j11b6Ffn5Aq2wb1oTBECDaujvtp11B158uR3pl/FwPSinMWC2lrpV6A8yO6a3H/BBGtAZh2NW1c9DBqejarBreHycaYYM8gahbpi2yCoWJHwhi+3yY+55pwy0NEonZSKnwPam7XyE/OQg5dDvq4o1Z0FJQLnrksiWUVDzw+5cY6MtyyNHz6doyxJI/vkxvZxrPC0jURBDCQpiCaMyhWHAn5qOEixNO1MR35Qh5+U1DMCu6nECZSCwMxmsBAqhShteufC81ux3BtLN+VDXMrqD5qE/Scf0zSLeIsKN63Bp4TDnqk2Ps2nYWdm0b08/8wYS3NRxwDkPP3YKf6ws1VxUIPbqtdEaEMMi8eh8NB573ph97Em9vKBnQs+T7CNOu/u2ZkQRBOUfvQ//DrAuu3+H9B569GW+4cyR+RbS1Xc/93yYoDjP04q365+EWuPSKBPlBrGQTyrDw8wPjRGaFEMw49xds/s2luP0bkG5B8+4iNbjDW7UAt2FiJZsobF2OCjzd1VZoHbrqc/N5sf9wJBbl2DxWFE5hr/h9GEjcwCTZth+rnY+x6ZV+DAOicYd8VhdaRqUDpirjWT32DYIJJg6j45cEUAz15QikIjNc4Ff/+zAHvXseU9pS/Pl3L7BuZTf5XJlI1MKOWAgBiZoI6UEfxPjjV86jUuQGfjCuaFWYrCm8mzWFcXcffSTqbC1I78kITc5mfOWgMFBKACaBskiYg7z0ux/jL/0i08/5GfGp+445SnL+MVg1rXjprRi2jm3SzeM0zKwufb0ZCMOkafFFNC2+aNxtTsMMavc9g+Hlt2nrt3I+5EI6GGFcFXacct86ZCmtuZRvQbwtEzohRBwtLAwwFUgJIc4Mv/+zUmqHf25vR5T7XtMK3KNNi4VA+i7lnjWwg4TOz/VqPTLD1HpKQmgOihUht/p+pFvEiGqHBu38oDlfQSmDYUWITd2HoJyrcrFGo27vU0nt/h76n7iGvkd+DFYEP91JxU5GeQWIJhG2Q1BKY6faoKKqFEaLgXIrhlCYkRhGJMlqPs56shilAaZMW0DHowWCYBDTNsllilVuR6VTpgXgRxLEnYFSinJ5pDJMDxV5+K6VPHzXSpyISbwmimkZlMs++YwOvtGYQ6Imguv645LGyssiBLgTbOO+WVjCRSqBlGKHfXTlFsitX0r3fd9m6vu+hTu4WY8cmucRn7E/M865iu77v0O59zXMRCMNB51Paq8Tx3FJ/s/nm2hgzsfvoH/pVaRX3oMsDmPE6sZYsSkZYMbfmoFwEn9dBKUsQTE9rugwrGg47toxcmsfBgF+Ma0lKqxo6FfsMvDkdTpRdGIERTcU8zUIyjmMaEp/Fx3fsQEt67PbP91JcdsKNlz7QazadmRhUG+CA0ifoDCMmZyCn96mvV5NS5PuQVNF7Si9hRZs28CMphjgPTzOUSRUF/msTbJzFn3dg1i2do6oJHMwQhUxQp6tEBDsVDcfvPJInAkkvPT0Jl56ehOmZRCLO1quCUW55CEDSao+ju2YRGI2pcL4IrGi7eZ74xO5NwtT+BhCEiiDqFEmCCykGkk3BAqlDJYPLGZ26kY233Qx8//tcVTgU+pZjRVvIDJlN2ZfdAvd936LzKr7AUjt+V4aDvkI0itgmrt2e779lK8Rm7oPQ8/eRFAY1sl8omlkkUIphDDe0nZib8uEDmgGbt3uZ5XvZwMdf9Oz+RvArps24Qewbj/P2uF9jUgSWc4ivWLIgBUEhSGMSAorMRvplTEMAzPREKqja6svWS4g3SKZVfeTXfMQtfueRtuJl4/jQBl2jKCcQ6GQuZ5qMleBn+vHSrVrr0O/hDAjmlwswIimsLwsCAthj3DYPGooqyiy1ycIJE7EYniwgO9OkCwpnSKCLpzlX5RPSaIiTaOjN5oyhXnY0TqMggcoijmXaMwhPVxABhLTEmM6cLu6C78mfzhtkbVMcTZiGwMjN1QT2PCsvSJmoonhl36Pm95GseMZMG2QPo2HfJTmYz/L3H/5M34xTdfd/0n/Y1fS//jPMJw4bSd9ldqFJ0308H8R7Jpm2k68nNb3/gfrr3of5Z7XqGyGKOkjDJOGA8594wNN4h0HrRsXqy5kVaACl0jzvDc+gDDws30jbzSRRlhRzFgtyisihIkZrdUuBEqL/iKlni5YUdb95HiizfOYevp/VTUaq4cWQvPuKrqO7th+gPJL4JdGzOEjNQSFQbRArl4ui5glVGREIFdhkQ6mIg3JYF+eSNSiVHAp5CYm0VUTO1MggzdaoNoxAl+Sz5ZoaK7BEAKp9EQj8PW/ctHDsgW+N/ZB5Ci5En1hGDPVeDMY9prZXNqHGquHuJPGFi6BMgETkFjCZXNpLyQmfd4spllr6fzTV8i8eq/W3JMB0bY9mX72TzUtSEoGX/gtvQ9+j+yah0DJ8PPoKxNLLv0FEIZJw/4fpGH/DzLwzE103/utUfQdhXQL1L7FF7velhw6pVSHUkq8zr+Ov/f5/TWQ3O1w7Lppeo1e6XX5oJTFjNdPaEw8Gm7/Bs0HqGyYog3lZWmYukXaIUIFHmYkiZ1qxXBiVb0nK9moBYgth+Hld9AZjm63h1M/PZQjCT0Tt4N089ipNur3P5do6+5EWhYQaZqDXTed3Y9+L00zpuOWgyo/wfMCPT71JJZl4pZ95OuNUkPM37ttLJfuDSCQCDxAMjO6nFOaf8ihdbdyaN3vOCn1deabd2LbIZclkBRyZXxXV+ZvNE6tjIJ34iQmxPriATyTfj93932Wl9LHhau04Y2j+XtKB6KgMER+/ZMIOxYKpzr0L7uW9Io7Aei880tkVt5blRQJ3AKbf3spr/3oODpuuJDMqvt3GTdECMGMD/0Mp3EmQXEYL9NDUBim8bBLqq4Tk/jHgjAtmg77OMp3UYGnPyDDjdHmoz65w/sqKfX4s2LBFcYv5RUwIjUk5x+DdAsIw8Sumzoib2IYCDuOnWzCcOKUel+j4/rzJxS9tmqaUdLXEkHj9UO09E+8noaDP0KsbU8dv1rm6/Hfbodz2EnvQgqrmhRJqfD9gOm7NeH7usIs5N1xWnCjEa+JUFs/fjFrRzBxAYlJEYFPJVAI5VPq30JtwgtFiRVu2SebKaEU45K5iWDsVACbGHnZyLPp9/HwwMe4r+9SusuzsYSPJVxsw6Xb3Y3V+SO0ZJYIkF6J4RduQ4Tiz8KOUuxcoT1cgdz6x+m55xsgPQw7grAiDD33G9b84AjW/+IMeh+9cpeKmTcccA717zqToJTFy/biZ3uINM+j9cTLd9lj/DXwdu3Q/cNBGCazL7yJzrv/s1qhJOYcRvvJX62asL8esmsfQbsEbF9yCfIdT9F6wr/Tfc/XdYAVBkakBiMUqjXD/wtDu0RkXvkz/glfxkt3klu/FMOJkdr9eGoXnkL3vd+sypFsT1hTgUvj4k/RcsxnJjzHCw7I8+srH2PbpkGUgljM5sxLFvPso+tYv7obr+zvcLFAGIKLP3sMa17u5IYfPVody477vTBGNdkdLKq5i1q7j2KQIGGmCZSFEIqokQcUexh3M6PxWZblLmLQm0qyJko+V96pwlVb54iql+vrIrzZso3tztnAVfp1XZ47CVP47JF8HEP4oXq7HlsI09aLEUpiRhNVbqIInR8GnvoliTmHklv7CEYkXuVIBvkBlF+i2L0Sd3gr+Y6naTz0IlqP+/wbPLOdgxVvCKUlDJRhghVh8KlfkdztcBIzD3zjA0ziHYemwz6OMEz6l15FUMpip1ppOe6LJOceucP7uYObCMo5QnPkMbf56W00v/sT5DcuIyimw5GYg5XQm/+jRa3NSILAzZNeeQ+pPU8g8+q9BMUMiZkHEJu+iNTuxzH49I0TJHRaf9OumUL7iZePkTmpYLqUFPwXePqR1/B9TY1ZdNhsFuwzlS0b+vG8YMIlhNF47xn7stf+M7juBw+xrWPwdX9PCLDJsyh1N9Oiq1AIHh08nwFvOgKfuJkFJQmUwyzuQzTWsiJ9JDV1MUpFb2Q57A1CU2WbfyTa7TjBMyyB9Ed+11dRQNHjzaN/aAaOKNLobKUsExRligATR7i0xLYhc3nNDw+vrXbpSFLc9hLu4Gb6l14FqBELsHKWoDhMUBxGunlKXa+SfukPzPn47btEyFwYJk7jLC2sL7Szhdu/nr6H/5fWE78ydiv6LYTJhO5tACUDVOBiJZuYcfaVSK9MUBrGijdOGFy2h7AcVFAKibyjNd4CcmsfouHAc5l5wfUMv3g7fn6Amj2OY2DZteMEFYUwkELw/9k77zi7yjr/v5/ntFunT3oPEFoghB6KKCg2LKCIKBYQRXfV3YXf9vazrL/9qT/XXXUXFQUUKYLgohQhNCEJEEoKIYW0yUxmJtNvv/ec8zy/P55z79QkM0EQ3Xxer8DMvfec+5wz53zPt34+Xfd/icymB1Chj5AW3b/5V+Zc8i3mfei77PzRh2vi7bUuX6D+2Lcz7byJSWa11uzbO0hi+rCQAAAgAElEQVTfviy2LVHajPE/cd8mTjpzAeuf3X3QKdGGpgSu57D0lPkcf/I8NjzXZvrcxjb1apie6OTcuhsRBATaIyEzuLKIrz0cUakWb43kjc5wZvLHNHzoV/T2lLj31ueMQ3cQa2gSlZPPeHlxh4Zml96ukZxzVaOhWZd9G41OJzNj22ryO0qDDHzCwgBaWugwRNgjku5R5i7I9Y4i1VTlvFGfEBK0xvKSaBXSv+bHNJ/+MZwRKh+Hiv5nf2ZIp2N1WJHxU36Rjl9cx5FffHQchcRh/PFCa23KorZHy1lX03zmVQSFfqQTH9dTNxGE7QyXQaPJ0mjPqLBC/9pbmf/RH5Pd8gjF9hfwWo9ExlL0PP7d8TsLffK7nqE70m/VKkBaDumjL2DWe/6F7JaH8Yc6a/eG6W/Q2KnWUXqxY5HPltm1bR+WZfrkLCnYvK6DpafOJfBNCfRgDtTS0+bT0JTkPR85hR9/6zEqJX8/di/kgpYbSFvdBNolUA65sIm4zJjKABFNkzYKD29N/oDEcSfwri98mL/91M9qPccHt2HDGVGBwKFIhQQTFfZsRzJ3UTO7tvZMIFGmCXHxtaKnshBbGlYEB59zGm9BZTrBchlrrIUQaGkRljLmWRRJr2mtCAoD0bNFIy0X4dpUBtsZeOEXtJz5iQOf6EnAH9rLvpXfRLrx2iCO1oqB526n/oT3vmH1Xw87dG9gqKDCvpXfpH/treigjNd6BOmjL2DwxV8Yck3bo+mMTzDtvC8csMG97ti3s/fev4vKc9HwQKTUoMo52u/8cywvyfyP/oj4LKOhV+p8iYHnbgO7StVhyqbaLzP00n2GaDjKDKqgQvvd17Hk2qdoPfdz9D37M1RQqjFWJqPm/ImIaW+7/kmeX7Wzlp2KJx0c1ybwQ7Zt6mTrS3tHB4n7QSxhIrdnf/sKW9Z3mPJsJLbabO+i3uljKGhlMJjDEu83SHwCHTW3CpPtckUpksCWw5qFUlKXFCxobCeWWlJVQDO9eqOSgBPxSE0uiquqTKTr42McutonCPB4cvAyTm+4m2nuToRWKGyS8RArniLM9eAPtiNjaXRQRkijY5k68f14LQsjbdbA0Mz4wz1C1X4QIS20tCh2rMepe+uk1n0gDG2816xh5BCPHSPI91Hp34XXMjHB6mH8cSGz5RG6H/gqlcF2pJukYdnFlPdtIb/7WQCSC89k1kVfwW2Yvd99uA1zsBJNqHIGgaTG6ahCQNG36gYG1v6M1nP/hPkfvQGAQsc6ep/43iiOORX4KBWS2XQ/QsqaM6m1Jrv5YXLHvI0FH7uZHTddga7kUWGI0BorlmLxZ+6ZkFR2/TO7+fkNq8hFg1O2I0mmYwRByNBAkeu/9nD0HQc+T1IKPM+mtzvDPTc/S7lUqW0UE4PM9HYQaJdufzHTnJ0krV4C7QISFTlYFgHGkkVT5WhCHDzP4qTZL+HFHDOlny+jxwWbE03VmtfSVi8VncShjNLOsN0cASEEg70FLNsi8Mc2MRujKYSm2d3NkuTTWJSZ4W3HtjQy0YwqFwhzfejAN+TyGqMIEa/Hm3YkyQWnM7juHrDd0VyAQho5w2gNuVce/504dLkdq6Ldj5SZk6gwILv1scMO3WFMHZ2/+kcG19+DtGMIL0WpezP5nauxU9PMKLUK6X3y+6ACpl+w/1KZ17yAxNyTKbStjbiMdFQaNRJb0jF8Zm23XsNRf/44Qlo0n3ElA8/dQWWgHYREh5GsjbShFGAlmk2vHRjy36BiynZnfZrBdfegShmjIuHGDS/U0F7cpnlorelsG6BtRy8P3PkiQ/2jG5CLeZ9SwR9lAIUYbhYeiyob+9yFTXTs6uO+257HjdmUCmVsKpzRcAdzYpvRgCtLlMMEvvYItINGYBHgyuLw/tAIwtq+PfKIckCQ72XBcWdT35ggO1Qc0UNnehJFtOXwawJJGSlEZHgnhpAmWg4DxaKjp9O2vXc/tCvCGFMVQyMpqTQv5t7J8rqXmeF1gVKEuW5UcbC2AoSF27II6cRpfcuf0/2bf0WEkTGM/pZWvC761VwXdrJ5v2udCqo8YeOglZF/myTyu5+l+6F/pdS5CTs9nZZzPkvj8g++YUsehzGM/K5naL/j82aqPuLx2vfovyHsWJQF1uR3rGbXjy/niM8/dEAqnRlv/V+03/lF06MrGJ58khIZSyGkTc8T3yWx4DSS808lPusEYrOWGnH2qOeYSCVFFQdNm0qkKCCkGWwYXHcP8y7/AekjzmVow70QVkxGECh0rCc24xgAcpkS217qZOPa3Ty/ateodQa+Yqi/ME77WVrCZNvGmLCq/XI8Gzfm8F9fe4h8rowlFEqFzI+t47T6e5BCIUWAJUI6SkchCSPuN03a7qfJ2cuAPxMn6qnTSEJsFsWewwoGCAcNz+ap5y5m1cNbCANVGyQzWTjN6MybxqbC8emVLEqs55G+j1NSyWiwIcpcYv4nhTnuVH0MDQz25cf89aolXoklQubGNkbHrhFuCjtWh/ZSVHp3Gl3q6lZ+kVjLYoR0aD33c2Q2P0xYyprsfqQvbieahymwVDiOmuZQIWx34iZoIaY0hBHk++l++OtkXroPENQvvYjpF1z7mtGeHHbo3qAI8n0MbfjvUWLCyi+CBhUUTRrYspEC+p7+Ca1v+vwBL7S5H/w2O354qek9CErgmzSTlWgyfG5ugrA4RLH9ReJzltH14FfRKkALCSMyOoRm6jPM9xAWLJPaFzKS15HsW/kNlF/EbRyW0goLA3Te/2XmXHY9d/xgFVs27KWYL1MpTzyOOo77SJucmRCjp7+kNJG6ZUnectFSnn78FUKlcWWZpJ3llLo7mBfbhHGZjHMRs3J4Oh/dq8IwuR8EOiiz547Pk1z4M979rj/hV7/qJwhCUnRQF7xMe/FYw7GEwKJihiiEyzkNP6XJ2Uu3v5idhZPoKB87KroVwjQeK6WRUvKmdxzLzs3d7Ny6b4KIXlDRSTbk3saW8gUMltKE2qHc0cQZs1bRHHSM+zxo9q38Bs2nXk7LGZ/Aa5pP76ofUunfQ6VvJ9JLI6RteuqKgyAEe3/1Dwjbq1FMNCz/IE0nXzZqMnEyaDzlcoq//OuIBme41BubeSxuw2iZNT+7DyHkKD1OgEL7i+z+ySfRKkS6cYJcL52//idUOUvLiqumtJ7DeP3R88T30DrEck3JSkW2QwdmGEIIiRVLEeT7yG19lLpjL9zvvhqXX8rgi3dR2PM8WkXC7wikk0BYrqFwUiGDL/6C5PxTybx0P8WODSYY9UvDvXehydqrci7SjY6yO44JlPK71pB/5Qmcuum161aHAV33f5m6Y97Gppcy3HPzMwR+SHZo/9qs4+5fzTgnr6pYI4DT33QEnW0DZAaLuK4Aa4hGZyfnNP2sVi0QkQs2J2ZoXjyKZrBLwCn1v+TRvivxtWsqAwJS1gDHpx4FrcjvXMPmr5/OsmVXsmP2LIYGC4iwxHzxGO35RRRVHRqBxFA5KW1zROIZTkw/hMLi3KafsHrwA5Qro6mrpKiuSnP2247Gdix++t3fjukXjDJ0aGZ5r1ASjQgdQBiyb2gx5dJCjq5/momyhKXul8nvXEVq8dks/vTd9Dz5XxR2PYtWCh1WkBGVVlgpoipF8rueZvv17zWZvrBCctEKWs7+zAEzwBMhfeR5Rk0iKNfUdnToI6Rd07euIiznCIuDOOkZo0ryOvTZ+ePLqfTtqPW5Dzx/B4X2F1n8mXt+p7RRVRx26N6g8Ic6x4sJh4EpN4xQhhDSRgdFwuLQfh26cu8Ould+Ex2U0Do02STLwUm3jt5GgAor5LY/SX77U1ixOqQdwx8qjci2jBgJ0GEkkBwSFvrxph1JZsvD44Y0pJck98oTPPv4Vjav78B1bTLj0vIHRjX9L62IryliV3dch7e+7wSmz26gWB1YCH3q7b2RMzcqnjTDBEJHDt3ke9y0X6LU9TKxfV/kyqtvYMs2n/oXvowM8xxTfJySSpKSA1R0gof7rqbB6qbV240tfOZZG5jhbqOsUjzS/0mGglnYjkRFChJCCo48bgY3//vjxJKGP2oiZ9dLOIjYXPoHiygdItBkKyke3f0WLp722zEty+aog2wP7Xddh7As6qKSkpAW2W2P03HPX6HKeUM5E00M5tueM5mJyMHqeuCr5HeuZu6l3zVllQ2/pveJ7+AP7SU2+wQj3TRB+aF+6UUU2tYy+OJdaGHK2E7DTOZ+4N9qnynt20bH3ddFcmMQn3U8s9//dbyIhqfn8dFatMLx0KGk54nv0nz6x6bsZB7G64tK347R0nMqoEpjgwohevjpsHJAAXQVlOl57DuUe3dGqgICpIUVb8CK1Q1na4Uwmp5Bhc5f/yPCsnHrplPpb0OHE9mbYS9LVwo4ddOMFmgYIN1hu2t45wK6Nz7F3TcXkVLsd+jqQBDV/0QlYykFtm0ze34j7/zQctp39UctHQqB4rSGuxFRtm3YqYvu7GqvXIQmp4t3tn6bXYVlZMJWmp09zI9vwJHVZ4UmyPWRX/0tLj79cnqbPkLxt/9AKvcMR8UeIRc24VAibudYNfAhBoJZHJN6HABJSKPdyTtavsPW3BmsyXzQkA9Xs3wamqfXsf6Z3fiVkOkz6+nqGBx3/DGnzHFzOsgOOgQh2ELRVjqezqGjmRauoWGcNyJQ5Rzdj3yLgefuqEnF2clmglwve+78IoU9L4CGMN+LdBNUenea4BSQ8QYqA3vIvHQ/i6/5JU79LMo92+le+Q3yO9dgJRppPuOTNJ36kQll4eZe+h323PH52jQ2wMyLvlyzT8ov0fXAVxhcdzcgkG6CGRf+TU0mM7vtcfyBPSZwrooBeCkqfTvJbX+S9JFvmtL1MxkcdujeoHCb5plSwQgCWGF76EpulBOmggrSje+3VBbketl5w6WEpRwylkYqk4lTQXkUQaIKKghhkZizjO6V30KHvuGNQo0JN0cbMh0GGHmnOrJbH0NarlEkYET0EZX3Vq3cRs21moQvVbXTWo/QatWa+uYkp56zmErZp78nz1MPbebpR7cwrS6PKvsoK2S2t6m6l4N/0aRgjkErn3DD91l25Hl0vayQdhM66MAOAhQ2nsizNLWShfHnsIVfcyZtEaBkkbe1/BcPl7+ClnFUqAijf1s2dOC4DmiolEOTvZMSIQWua+H7IaEfkq0EUV8QxGUexwpJyu7RXmttyQodlBjadF+k0vAAyUUrmPfh60kf+SaWXPsUpa7N7P7JJ4zR0iFhMTBZC6VQfhE72UJu6+OUOjdS6FhP1/1fQUiJsFwKu59l141XsPCTtxCffcLov52UzLroyzSvuIpixzrsZAvJhWfUruWwlGXXjR8x5NVuEgEU925k140f5cgvPIx0DOHs/rRog3z/72R44zBeO8RmHk92y0qsyPEW1ogyVnQdaG0mtb3p43VIq+i4+y/JvPwg0vaw062EpRz4hVpmrrofhKT+uHcaNv+RmZVRxJRjDE/oAxLhxijsXkvdkrfs12Rse6kHFbg4iTihmpxDV20VGTnc4HkWp55zBF7Moq7yAi2917P9m3+NaFxCWHgryrJJyX24YtiRGLkkwcRLjFt5jkk/td+1KL+IE5tOYf3tHP+Zy9nx2IuIujoselCFDFV38ejkE7gyb6ZlR32vZklqNf3WUrrFKZihFFM1yQzkyQ0ZHetCvlw7diEEtm3hOiFh0SabDbFUHmlZdBaPotdfiC19ErJ/AhNmznF+5xpKsToymx+ib9UNLLzqdryWRSz8xC1UBjvoefy7DL54l3GW+ttqg3iqlMFumkdYytD71A9pXnEVO264FFXOId0EQa6Hrge/ij+whxlv/9tx5yt1xDkcde2T5HesQoc+yUUrRummd97/JQZf/AXSiRt1Cb/E3v/+O+zUNFKLz6Lcsx0VlLHdCbRoe3fAYYfufw6sWB3NZ3yc3lU/ihrc7cggWiAsdBigwwpaa6Zd+Lf7nb7qf/4OwnJ+WDLHkshEEyrTiSrlqEapwnKY9b6vI504dqKhJm1jnL4DeV/aOAKlLKWuTTQsu4S+p29CRg3xSmtKmQy7isvo7BsgDBVezMGyx9J0DMOL21iWRalQmXDKq1SosPG5PXS3D2JR4oS6R5gvnkMMKNLeEjblzkEkQ5SWpvdkzPaH2n6ly1kja9a9Gbf1CAhDsDW2CEhaAxGdiK4ZVeMHV2WvFK4oYouQDx33c/Q5/0VvV5YH73qBctEHIQj8cs13Nk6sIua5JFIexXyZUGn8SkAs6RKL2+hiBVUpMM3eWfvu8RDYka6h1pr8jlVktzxC3TFvNTyDyaaaSHVQGDAlICHQQqArRURKoHRI9pXf0vvk9xGWXXtQWl6KsJRj32P/wfyP/GDCc+Y1L6hFtCOR2fwQaoz6iOUlCYsD5LY9Rt2xb8drPZL8rjU1hwCisoftYo0wrIfxxsS08z5PbvtvjWKDEzfXqLAQtpGh04AOy8RnnUhywcT8hJX+NrKbH4oocMyNa8frIPRR5SzoAJRGWDbpo95Mesn5JtunwuGBCGmZe3W/UOigQqV/N3XHvoO+NTdFRNjGpgbFLKo4wMDG+wny5yDKCsduxh9TQq1CCEjXx8lnSyMkvMz/bVFBasWWjR0cEf6cFms1ORniUYCBNi5MP8PTmQ8QKJtQu1girGrgjNr/oUAH5cjW2xQ7N9QqQEIKUlY/1daU2bGtYw5o9I8rUjfReOVn6e3XrHl0G9s2dkaDZYpScViBQiuNsASpOo8w1Pg+vFx5B3ali5x3HAO0gBggLjKjso1jYSeba/2VYSlL1wNfrQ2/uA2zKe/bYp5/yvDwjXTyq/Yit/1JwnLW2JxIvcYMgtn0r72FlnM/Z557Y2B5qQl5XsNShqF1vzQl/+hZKW2XsOzT+9T3SS0+C695/gG0aBfs93hfDQ47dG9gTHvLtTj1s+ldfQNhvp+6Y95K/YnvY/CFuyi2v4jbvIDWcz93QGLhUudL416T0pTTWlZ8ispQF2FhgNTiFaSOOAsw5bKeJ75nsnhykmUt5dO36kekFp9NbNZSyp0voRFUKiE9xRlsVu/F9iyCgqJc8nFcGyHUOIPY1JoyWatAkUgZzcNRGoYaSgWfzrYBEJrzmm6m1dkdNetK5sQ2MCf2EjsKy1DYWJQP2QCORegXwfaIzzmJ5NyTGHjmJ2ZoRIdRCWTs2D0TGqruPT3kN+9j26ZOigXfOFCMZ4cXAkpFn3LJHxbL1oJSwceLOdjpaaAUjl6HFhYwgch1xDsnIv1cpUIymx+m7hgzySpjaYiY2YW0RhjvakYyJCwM0nX/V4yMmzDallWjKB2vdo1ppchue5ShDf8NCBpOfD+pI86dcIAhyHQZ6hRGl+d1GBiZOqD1TX9KYfczhjTWMSoDOvSZdt4XDkmL9jBeX8RmHMPCT9xC98pvUuxYh9s0j+Z3/iOVgTaG1t0DCBqWvZ+Ws6/ZL41NpX935HiMvoakGyM+5yQS806l2LkRr2URjSdfZvjDGucSn30ihT0vIL2k4RI72GJVQJDpYtdPPkHdCe8hs/6/0UT9woU+RKyRtF0xI1OBwlK9WHbTuKA0VR+ryXjFo0BMBUGtV1cKTVApM9DVQ2PLFoQIcHQBjcm6J+0h3tR4I1vzp0fTq6b37Hdiw1RgqKZUQHL+aQD4uV5UKRMxW+6Hu3PcfirIzdfj5xfQsTOFjJgTxgbf1aB0sC9PGJpj2Dp4LH55CYmURyLl4XppvLCdkBjOfjSrRzqz0kuQ2/7kqOllu24Geu/GiKNupKykGfQICv0E2R4Kbc+BDlGVAnZ6mrGJ0kJrm0r/LuzEMsq9O+hfeyv+QBuJBWfSeNLFE/LahYUB4xyPuW6F5eAPmn7m8Vq0GuUXcJsWkFp8zn6O9dXhsEP3BoaQkqZTL6fp1NFySfVjmjIPhNiMYw0R8QhUR/5VUCGz4ZeAIL/jSfat/H/M/fB/klp4JnM+8G903P2XhKVBk8I+EMV5db+hT3HvBuKzjmfBlbdS6dnBL+/ey+ZMfdQTFhC1XFApByTrPEJf0TwjzeKjZ3DqOYtZee8Gtqzfi9aaRMIjzxipnBE2o9naTZPdga9dBGAJH0f4WKLC8eknJn2OJo2ggg7KTDvv87hN81FBBdT+jNB4aEBpyZ7MfDav3Ew+WzkgF5SKBLiHP6JJpFxymRKZwQKJpEe5FNBhLeaYJmGaocc9urSJXEdkuZRfpO1nn6G0byuxmceQXLSC3PbfIpwEQgyYEpUQyFgd/mBH5HhV69+hkVPC9IME+QF0rpeN/3wU0kmg/ajRXGuyL/+GhpM+yKx3/+9xxxabeZyRgNOjI2ohbeIzjwMgOf+USIv2/1DetxUr2UzLOZ+l+bQrJn3OD+P3i/jsE1jwsZvGvT7jAFP5I+E2zQflo7UzyqnTGtyWRQy+8HPCUobCzjUMPHsLDcsvZeY7/4k5H/w2bbdeQ6nr5ej6nQSEJCwOktnwK+Z//Gb8oQ4Ku55l05OrWb3n7VRCl1DblMMYjizjxTS27ZBIecxZ0MTpbz6Kns4hHrtvE6VyBSkljfWavj5Q0XSoJMCTeZS2KAQpWp2dw8cEkR0LOSa1anJrniLCTBdNKz6FUzeD5KIVDD53mzl0MRW5Mc3Qi3exft/bCIrHoVVivw6zVhDWplwhFvcIKkUKuTLSEvjlkMGgHj3NhsiBHWvDVKUw3HqhFMJy6X74G2RffhDppUguOiuyOSHSTQ4PzLhxwnIWXc7V1g2GlNhXPk7DHFSlQJjrZccPPoAVSxtyassBIclue4L+p29k0dV3jWtpcupnGam4oDIquNRBmUREnC5tdwIt2ncy8x1/Pyn+2EPBYYfujxyNyy+lf82PTQ+dl4h6o0rE555E/5ofG5mVqLSg/BJ7bvscS659irqjLyB13So67v5L+tfeAliRU7e/W9dMVgknTqlrM5abomHZ+9nx/dspl0tRL7BASmM4pCW48OITOeXsxcSTHs89tZ3vfPkBKqWgGmMRBOMzeCNR7/SYyS9t4Vk5HFEyWbLXitFCCHNjWzbbvvM2E6VNBRoqKsagexIx4VLIVaak2Rj4Ct8OSaQ88tkyuUwJIQT9chGlMElcDiHEmN5Fs3Dza+ijVUh20/2osAJIKv27EU7cZDr2PIeVbDbHZRldS9MPSUTxENYc+yDbDYV+UCF2qhUsG3+wDRC4jXMMlY1WDL7wc5pOvZzYmB6p1OKzic8+gUL7C1EWWKNVQGrRCuJzlw9/7ohzOOKIc9BKHSYj/h8It2ke6aPfSubl35iHurRQZaMqkH/lSYLCwAg+OcXg87eTWngmdcdeyKKr7yK79XF23fjhaJBMc7DAVAgLHVbIbX2U6RdcR39HJ4/vfTdaSGwZEhNFfOEiCDl9uebU976LGXMa6NuX5YZvrKSrfahGB2LZkkLO0ENJYeTKPJk3rFFI0nbPa3z2JoDl0LjsEnb++HLyO0Y7jeOmcPdnR+04VrwexzbHJQjQk3QlcpkidY1xhvoLZIfMc8F2LHZVTmOJ+5CRG6sNAprhmVrRWmtCv4AQFr2/jTgGkZS6NhOfu5zyvs1YsTp0NHwjbI+wMEi12gBEZVkz5FYZaIegbOQSY3VUBvcYe5ZsqlUg/KFOelf9kBlv/avR58pymP7Wv6Lzvn8mLPsRdVcZ6aVoPeeztc856WlGizY6sa813dJhC/lHDifdysKr7iB1xNmGbV1ImldcSWLW0qjMNnwjSsf0ttRIFS2H/K6nhyfTrKp8WBVjLk4V4g/sMTQEu9aggjJhGI7KwogRN+uKC44mnvTo2NXHf9+ylkpUWsRQohFUDjwJmwubor6cIHLmJlzVeIhDHBfXmkr/bvbc9icRFcLUJt0MN5zLgD+dMD+AJafgzTFcbi6XjFFKpFwaW5NoBGuH3kE5jFNRDr72sNLTkYlG07ukQ8OKrxXSTRIU+g1tQylDWMpEMmBljvqL37L40/dw1LWrcBtmRddGtMaI7HMUwug1IdH+cCY1LGYAIpmx0FxDYyCkxfwrfsS0N/8ZTsMs3MZ5TL/gL5l72X9NaPQOO3P/czH7/V+necWnas5cctEKZr/v/xDke0ZN1JvrzVBDmN8Fxc4NUVAiopaC/d37wmSf870EuV6y2x4jqARs75uPwsKWw9yUrlVBCs3C449kxpwGlNL85D8ep6crW7NfaAh948wBKC2Q+CgtCbRHk9NB2t6/vNfBcWiOgfZLdP3maxTb101YHahqUB/I77C8JEFhgMWxVSxNPcx0dxuTZQxQoa610TiuRUNLknjCZV3/uRSDFOXQxQ8dcBuw62YinJgZOAjKaL+I0zCXsNBPWMqiSlnCcoYg30uxbS2Lrr6bRZ+6k6P/6nkaT/6wsV9VG12dsB553oKSWbeUZuo6kq0MCkPDDpjtkn354QmPpfHkS5l72X+SmLccO9lMw7KLWfzpX0xIQF1teXmtcThD9z8AXssi5n/kh7Xftda03/nnRih7BE9Y7f2oRFFoe840NLtJoy5QdexGKsMPb1WLrHRQpv3nX6Tz3n/grckk64Lz2V06yTSpRptIKaiUfOJJj7VP7jAj8FPzb+ipLCQbttBkdwyvZTL3jJ4aZcqIDQFBpX83VrKJyRqxKkI8lNY0lF5gV3EpSocMx1STv9mrTOyFiIRZKU2bPI3ppd3MjW9CRI5fetpMFlxxE0G+F1UpEpu1lE1fWmKi16hfzjSmVyjsfhY72YydbGbPnX9OWBjATtRTKQ6OOM4xDqwwPIRBvi8iyjRPAhUOO3dCWFheesLjkE6c1nOuofWcayZ97IfxPw/S9phxwXXMuOC62mvZ7U+iQh9LOjX6E4imCEcoCQw88xOsRCNhod9wo43qShj5S/VhL1BasGZ9ihuvuZlAe4QqgS0GTU9w6BFqB2lJBkpNAHTs6mNooGjIi/cLE9RKoViUWPAkwrIAACAASURBVMOxqSfwVQIhFbYIaquZPKZoLGubKfLbf4uVaq1lqyYPc77CfC8gqKOPoxJtCAI6K0dhbNnBj8KPAvXAVwz1FaJWixSrM5dxRv2dSKHxi4o6N2TOJd8iueA0yn078ZoWsPu2a4yDLq0RrRqKsDREufcV6pacT27HKrIvP2D6J4sjlCXG2n1h1qv94nBZXkS9hFoZ+6ZCrGiobCKkj3zTa0I/cqg47NC9waGVojLQhnQTOOlpr3p/lf422m77LOV9W012ppxBeulRfE7JhWcCEBb6EVJip6ehyjkjkI3JrsTnnYblxshteyzqWWB0xkoZypWEU+K0+rsRlsWO7FLznjANtDf/++Oc967j6djVfwjRiyZp9bO9sByvLqBJ7OaQjdwUIGzP8PkFpmS5v0biiWCLMkIEtDrb2Fkw58LwTGmmeisKadqYw1AjpMkArMl8iD2yn2a3nUI+xac+99e4sThe62LA8L5FGw/vh8ipG2HczVRhAiEthJdAl8cyv4NwE9E5EKBV1HciQCmkZfpdlF9C2C7pJW+Z0rEdxh8XgnwfYSmL2zj3VZOpahXSed+XGHjh54T5AULdi7BjWPEGQw6sNfXHX1T7fFgcwoqlkU6MsDhk5O9ipnez6ZQPk9n4a/zB9lo7iVKKfZWFbM6ehiWHkImZ5MoWBd2MClVkYSRhCI/cu4GG5iR72/rNe/s1PwKJ5r3TvjaGCkTjKxclbSyhX0WgOQVIqzb9WWunmDT0uJ9t6bMw/gLPDF084vWD23JDqg5hpJ4hEXSUjuVB8dcsqNuJCn1Oe8tHaDrlJICaVGCVr3D0N4iI9Nf0CWc2PWg0eoXESrUQDI4lXQeEZa6XoARam3KpE69VsRDSaKhrTdMfUM/uYYfuDYzcztXsveevCHJ9aK1IzDuZORd/c8r8W2Epy75HvsXAi7/AH9qLkDZ2qhUhh9BhBVUcRBWHELbH7Pd/vca1E5+zzKSipcKKpbFiabTWKL9I65kfp37pRfQ+fTMdP//iiG8bjni18onXNZPtH+SY2MPszC01k0ECHMdi8/q9bNvUhWWJWtQ2GViUOT71CEtSqwGNZxU5uDM30cDAFCGMVBpSRsZw6vuzRMhMbyvvav03OkpHs7lwNkpJSnr/UeDoJZi02kiDplV1JZqOgUaGYnGOTD5N208/Tqx5Ps1nfIL4zOOMoodnmoZNsnVYoNttXjj8HSME0O30DELdjarkht934jjp6YSFAcKS4a8S0sKK1RGWMgg3ZnjA3ARzL/3OASPcw/jjRVAYoOPu/0Vu+1PR9ZFm5ru/Qt3R5095X4PrfknP4/9BsXsrBCWsZDNWvM60C/gFAr8A0ia5aAUNy95f2y4x92QK7c9jeSlkFBCH5RyJucuZ896vod79ZTb87UwITbmts3IUq/s/iCUDBBZuzKJUtCL7JGsTnY5nkxko8qP/9whezKZSCg844CRQVJRHMayjwenGFsaZ8qwoM3RQ8zW5wbSD7ASkg7RdhFbRPl+9E+nJAq4oUdHxg38YY8PkyEFUIAzNseWKLpsrS1hY9zLq2X9h144EDcsupv74dyOkhZOaRjDUFWVDh4lKhbRr0mzC9mr7tZw4pKcTZPcNf5m0cNLTQUj8TBeg0dEQmA58pGtaj1ABzWd+gvoT3vOqz9HrhcMO3RsUlf422n72GdCh6SMACm1r2X3LVSy+5t5JZ7S01uy+5SqK7etqN7D2A/yhdnN9S9s4bbaH9FKjaE6cuhk0n3klfat/hKryk2lFfNbxpI8xMj3FtuejpotI46+W6TE3mW1L4qkUIjuA41hYtkUYDvMVhYGKBDAm53BJfObGNnJs6gkQGkdUkJPKkv0usncCabu0nvcF+p++yTCST6FsUWWKT9v9lMIkRybXMDe+iUf7Pk4pnKRDJ6ipZIx1goWAhJXhLen/JGYVKHelKO15gaEN9zLn0u9Qt+R8vNYjKXVvMWWGap+Im6L1vC/U9tOw7BL6n/kpUiaRQiDqphOW4ngtiyn3bkd6KYS0kImmKIpV6KBMctEKpl9wXVTiECTmnnRYzeF/MPbc9jkKe54314sQhKUc7Xd+kUWfupPYjKMnvZ+B5+5g76//yWT3ghJaBdEDmsh+GX1XGas32TYVAGbycMbb/4ZdN36UsJQzig9hgHQ8ZlxoiGSL7S9G8nem9aSteCIhDpIypkwqqW9K0NudxbIkti2xbEkxPzzQVC4GB+g5iyYrETzQ+2eGh074vKv128RkfpL5LH4HzhyAQDoeyQWnY3lJMpsfQZXGKzpMbY9muL4x0pL1dRx9gCMyVE7gxR0KufHTx0LAyamfM9fdiDUYI5eRZHc8zeBLDzL/su/SdOpH6OrfjSrn0ToqVVsOiQWn46RbAWg44T0MPHtLjUvQiqWHh7qi6kS199JONpnJVszA28y3/z3xeScTZvcRm3HMODnCNzoOO3S/B/iZbobW/xI/00Vywemkl7xl3INv4IU70WFlFPGqdJNU+nZR7Fg3odzSRCi0PUexfT3CiUWs6AJhRRkmYfoQtJRIy8GKpRnacC+zLvoySJvi3vUIL03Dskso9+8yklrHv4vGkz6AtF1K+7aS2/ZoVLMLRpXyzHoTqFBRKeUZ8lsJQoW0JX5lvBN0oOh2JFyRZ4b3CgqJExnd1wemP8yK1eE2LeCIL6xk+/ffT6lt7SHsSWPLCmWVwpM55qc2s2FoxqS21UobPr9KOC5o1xqOTjyOJ3MEOk6QGwBVAa3ZfdPHOPLzv2Hepf/Brps/TlAYrI33JxecRsOIKHTaW/6MUtdLFDvWo6K2ycTsE5n30RvoW3MjfU9+HxXRBCTmLmfeR34wpXYArRR9T99E31M/ICj0E599IjMu/JtJX9OH8fuFCipktzxMYfdanPpZ1J/w3trDtIpyz3aKHetrzhwYzsKwlKP/2VuMjZkEtFJ0P/JNc/vZnsnMVDNLWhvpQSlBa+xEAzook932OPXHvYMg10uxYz0NJ1+G378HP9tNfNbxNJ/5SbzmBahKwZAIh4GZphSaJncve4rHAlGmRwhK+bIZcggVtm1RKvoT603LKtXQuDOGRuJrl5jMU293obSNrz0cUZ5og9cG0d8hNvsEWs76NInFv2bvXX/2qncr0RzfsJone95/QGcOjLW2bUmp4Js/4xiWkgarnbmxlwhxyRUlYaAQaPJr76fbvZtT33sFuR1Pktv5NKpshlCseD2z3jVMjRSfdTzTzv8L9q38puESFCYQn/fh6xG2S9ut16AqeYyDm2Duh75H3dEXjF7oAZRLwOhMdz34NaOCk2ii+ayraT7947/34a3DDt3rjPzutbTdcpVp3NWKgeduJzbzGBZ8/CdIZzhl7Q+2j9u2yuAfZM24u/JLDK77JZlN9yHdJI0nf2gUkWtlYA8dv7iWIDc6mtW1i07XprKEG4/6BgJUUKHr/r9naMOvUGElUqpwmHfZ90gtPhuAUvcWdt5wKX6+f3gkamT6XkiwPDL9A2il2VC4EK00pcKB+zakJVHh/qNRSyocYQg+A+3iycIB93foGJMxjEqKlcE97L75iojodpL8VhPAFj7VudwWr3NSFWHLFiTTMXJDVXFzMZwYjf6OM2PbUBjKkDAIsCzjiOqgxM4ff5TWc65BBRXT2CwspJug1LmJtls/w/zLf4CwbCwvxYJP/Ixi+4uUe3fgNS8gPnc5Qgimv/mLNJ/2UYp7N2KnWojNOHbK/Y/7Hvt2pDrhIN0ExY717LrpChZd9fMpZW4O4/VHWM6x68aPUN63zfRdCoueJ77D/CtuHOWQB7meUY3rVQgpqYywbYW25+h75qcEuR7SSy6gcfkHakGsViGdD3yVcq33U9Qa1ccONAjbrVUQVCVPdtvj7Lnj8xFVT4C0HOpPeB8z3/lPCGn6o3bd/DEK7euiqMhERwtiz/Fy7izKKkXMqyM7VKRc9LEsgdJQLu3ffik1YlkC0BpJGYVhB6ieCSsqt1ZUAle+Xg6d4WVDK3pWfpOeR76FGKO5/Wr2Hbcy+MSYKN9YnaMTEjzPQWtNEFV8bFsSBOa5oTXMT76ELXyUMkGrtMygiiBg8+MPkayLEy/lCHM9xqF3YmilaPvZp1h45W14rUcA0LLiKuqPfzf5nWtMVnLxOTV6myV/8SSF9hfQoU9i7kmjnruTQalrM7tuuiLS/E0QlnN0P/SvhIV+pp9/7as6k68Whx261xFaKTruvg4dDguOa60p7t1I/7M/o2XFVbXPJhaeydCmB0YTryoFKiQ+63h06LP7J5+k0P5izZDltj1K89nXMP3NX0SHPrtu/Cil7i3DaZyqA1INI6uvR6FSWM4Sn3E8/c/ewuC6e5BesqZDp/wS7Xf+GUdduwppu+x79Nsov4STasUf2lvL+FWzWCo2g1d6WunJNzFoLSEXW4jlV2oTmgc6RwdCoFw6y0cxM7YNKfzXiHJuAu9KBYSF/igLKdF+8ZDLIFVViZQ9iMIi1TQT0SsiugCjGqEiySBpCdL1cZxIz3XG7Hr2+H04roXj2BQLFYr5Sm25pTBJTAyhtUUpTJK0crXpZD/TSecDX0ZXipGVDVF+ASvRSGHnGoY23UfD0vdEazQl08Tck8at30421ya7wuIQfc/eQm7LI9jpVppO/xipaKhmIoTlPH2rf4SM6Aggkvwq5eh58nrmfuBbh3ROD+P1Qd+amyh1b0G6phwPhvi14+6/5Ig/fbBmq7zpRzNWixqMvUstMoo0/Wtvo+v+L9U+U2hby+Dzt7PwUz/H8lLse+Rb9K+5cfg+0wCjnTkdhoBGuB4qaiOQsTr23P4naBjFUTe0/h7qjr2Q9JFvIrf9SUqdLxsVAB0SFocAC09UePuc29lYfi8FP8e0YCd+uoEBeynFkqBcCs207H5QW5kGiwoxmSOvzDSsLYz9HfRnopEIXochiBq0yciPaI/RpczYVR8anAQPd34WLSysqMcwHBGUJ9MxvLiDEGbCdd7iFrZv6iKWMGXxwb68GQ7TAdlyPYFXVfYIqbooGps4fRR/8xmUXTHPMGkCVRFJEO699x9ZeOXPhpdVN52GE987brnCsklG5L9aazIvP0T/2ltRlbypQC3/4AGdvJ4nr0cHfk1OU9guWlr0rbmRlrOvqV1zvw/8QZI7CSGOFUKsFEIUhBB7hRBfEuJQycVeP1T6dxHkek35M0JVfmRow72jPtuw9N24TfNQ5TzKL6EqBZRfpPGUy3HqZ5LZ/BDFjnVIN4F0E1heCmHH6HvyevxMN9lXnqAy0I5Wpsw6HtWsmnESw3wfYa6X4t51dN33vwlyPQTZntoovnRMo3ux/QUACu0vIJ0YoBBuEmG7JgMoLfRxn+W/936OJ/ZdzEvZN9ExOIOh/uJBnTlgXCmjCknAnNhGjkyuRogKnaXFWOLQM2QHWcUB3lKmvAxMlWhgLCQhNhUyiZNhhOM+dim2Y9V+dl2HBUdNiyJeUTOKVWzOn1WTHAuUTSV0ojVrCMvoSgEzmRtRl2hlShdAZuP9U1p/WMqw4wcX0/PYv1Pqfpns1kfZ/dOr6Hv6J/vdJsh0AYybdhS2Q6lr05S+/zBef2Q2/spk7Edcq8KJ4w+24w8NTxPaiQZazv4M2i+hKnnDSVnK4tRNp3H5BwnLeboe/BdE1Oph7FiSct9OBp6/Ex369K25yThaYuxjqpoCG54yV+UM/lAnYSXHntv/xPyc21ejMBHR1GLVzhb3bkRH9DpCuuYBLiwQkub5Czln/ipWJH/Iian7WR6/g3Ptf8GtdB7QmYPR9ivEpaITCBQCRbPbxuLEM8yPr2ND9rxapu51hY76nJUacV5fXduKTi8mUPZ+raHtyFGKgseeNBfHs5GWwLIlXsxBqBIKi32V+SjsyPnVJgtGBYsyRziPYOus4QAdQTMTFgYQboLCnudQfnFKa+9+6F/Zc+cXye9cTWnvRroe/Bd23fQxowK0H5S6NiHs0S1SVXtWtW+/L/zBZeiEEI3Aw8Am4L3AYuCbmLv773+PSzsohO1OnNXReljaJIJ04iy66g761txE5qX7kV6SptM+Sn2UQcluexytwlqUDOai0sKi2P4CQb4fVcliuoXtCSSqRlOCG8mUPKqcQ1geIFCVAkGud0x/VDTlVT+Lwp4XUTWeMhPlaaX41YMVhkp5tHao3nSvBp7McX7TD0lYg1giIIz6TyyvDipDU9iTMBIx0kI6SSPuPQXprlHQCmwPgldbMhHMj72IEOfWGrPFiIhZac1ATw6tNY5rc8Jp85k5r5Effv1hCrkyli2xHIkqG2e5o3wcL+V6OTb5OBpNGFrmLq8+aWr9Rwqto8yvX0ZIexRJ62QwsPY2KoN7R/V56tCn++Gv07Ds4gkjVTua0B6XuQn82pTaYbxxIWyPiRwArXWkpTmM1jf9KbFpR9H39E2EhQHSS86n+cwrseL1RleT0dsY8lVJdutKGpe9z9yfYO5ZpcdEeyObrzTSSaD8kqHYseOmzUCF+JkuQ5dSdV5E1X7NBGlTGeyICLKrHHWK/M7VhEFAIagDPDQSV+Q5rf4uHu6bOmficclHiFl5FsZfwBIhGmF0WuOtUGmb4t4E2F5UNlbGfqlDyfRp81wIYSrUSxNBlvfi2JpSMNx9IyI9W4Ch/kL0t4UFR03jlLMX8cLqHXTsHsCSAtsRlHFwRBktXJ7JXMLy9L24okDVcTcZTYVAYhatQYVm0CWyZ0Jao4jyD4bKYAf9T9+MtGO13jetNaXOl8hufoj649814XaxGcdS6dtt7H8EHf0N7CkyUPyu8Qfn0AHXAHHgYq11BnhICFEH/LMQ4v9Gr70h4TbMwZu+hFLXyyNKroaHrPGUy8d93orVMe28zzPtvM+Pe89JtQ7fPaOgseIN2HUzjJGqGqoDQStDHCww/SaxOihnAY0qZfC1BsvBjtUZKhMgdeSbyG1ZOWInxgnJhi3kKgkCbUc3IGgsXo1Td0L6IVJWH76OEWoHS4Y0xfNYsTqCoGAyZpMZqnDi2LE0wonjNs4h3/b8oTt0AIHPpLno7Lj5XFClO6k6WAK5+x6OmT6bTV2LxpOTaoxEa0Qx8vyqHYjVgjDUhIEi8ENapqXpah+sPRC3FN/C9sJppKwemtwuzmq8ndr5r01S6OEoXdoIadGw/ANTOvzstsfG90hZDjqoUO7eQmLe8nHbWF6K5tM/Ru+qGxCWi7AcVKWAsBxaz/7MlL7/MF5/NJ78YTrv++dRhOSqkicxZ9m4wRghBHXHXkjdsReO248VbzD9vGMy01qFOKlpSK8O6aVqqiMHu79VpWCmErSoPVyNoxPiD7QjYuloPUYHOzHvFILCwOiArPoVQQk/jGN6tyKpO+3S6HQSk1lKamKi7PEQ+DqGJ4scnXyKso7jaw+JIhEPscQAeHWmQX9S9CESp34GWmvSS85ncMO96FJpkmuZANU2mUkl6CTCS6LLUZJghP3ShX4uWnQHd758CUpFjtHITavFIKC3O8N9tz/Pvr1DaKUplnxapsWxiwPm3EhJRs3i0cGrSdJNiMvpTb8iJjJYooItIjL2yIbpyIapSpGGpe+a0lR9scMwP4wcZBBCoFRIbsdT+3XoWs/+NNktDxOW80g3UeP0az7zk6OC298H/hBLru8AHhzjuN2GcfLeOJTN+8HcD3wbJz09KqMW0X6JhhPeR/3Siw6+8Qg0LLsEIe1aSUFrTVjOYyebScw/lfjsE/GmLaEayRwUtUZjUP7o6VFVzqIK/QTFDDt/9CHyu56l94n/ZLSTpif8UYx94RAwN7aRQLtIEZKy+0nIQcM9ldkbBXDuQfcBQMRVZcXSRsfQf7UDFYrJRrdCSpy6GVjpVpNxwPSyaMwQyHHcTL3TU/PBpSXwYhb1TQlSdTEamhPUNcbZurGT3dt78WI26YY48ZRnNF2lQI84zxUS9AfzmT89i7Ac7HQL0kua9dYyY1GfnuPScu6fHLD3bSI4dTOGH57VPWpzvRkljYkx7S1/wfTzrzVT0KWMGQr62I2HM3R/AGhc/gHqj3+XsV9+0fTR1s9m9sXfnNJ+3JZFeNOXRPQT1X44HyEtmk69HCElref/hbm/J5WBGs7gGS3P4ftShxVUvs/Qptx1HUMvP0THL66ddGZLvCr7JQgxFYVQuyStARLWECIw1RBVyY0ZTjhQ4KvwM12kjjiXgbW3oktTqU7sB5PloROQmH8KVqLZrLfaiydslNbYA8+zNP2Y2WWVA86GusYYqbo46YY4Ta0pykWfVSu3YtmSZNqjrjFBPh/SkCoTajFcSBCSwXAuyptOzPZxYy5eXXNU8BnhtmiFdBMkZi9l5jv/cUqHbkV8qxMdrJPef6YtNuMYFlxxI7GZx6BKGaSbYNr5f/F7H4iAP8wM3dHAIyNf0Fq3CSEK0Xv3TrjVGwRu0zyO/MJK8jtXE+T7jOPVsvDgG46B17KQOZd8i45f/nVtYtZtmse8y/6rVspaePVdbPv3txIMTjatr0BLdHlMkjOSSEFoSl0v03brNcZoSjMgwAj+ubTVS8IaoqRS6Op7tX/GWFmWqDGETwZamwbimMxh3JaIZjzarbAkWlnDgeMBjFQw1EEQsY2/PhCGusFJRH1sVbF7yzhvSqEwfW7zvbUMVt5hBBdCTTkMcT1NLGGiTt83Ddm2NawL6DgWfiUglY6RGSwSoqLErWD+ES1c+HfXs+2bK8xXukn8TDc6cmSt1DSmnfcFGpd/cMpk1QBNp11hWNnDCsJyDel0RNrqNS/Y/xmRFi1nXU3LWVePy9AcxhsbQlrMufgbtJ7zWYp7N2CnWkkuPGPKChBCCOZd9j3abvsc5e4t0eS9YMY7/4nEvJMBaD3zSgq7nmHwhTsnblUZi6gaYZr9xxgXYWh2tPJpv+NPzWu18pyI+kyH7YYtfCojJA5t4TPoz6Sk0kZIAIE6SD9ddQ0R2yOeLAw7h8KKYjrXDFjJEZmyagZ9wl0qBp8fkXF/zWHaVOz0NMp7X0JYFpQr0WCFiBgJTCZycWwV64beDCJSsQmgWPCpb0wMMy9UQmzbQkZZMSlNH92+wjyanU30V8zAiBSaRExz9T98CP/5vQy++AsTkIb1hv8TQNo0nvwhmldcRWLOSVO2I8n5p2GnW/GHuowyjhCRuo1Dw4nvP+C2iXkns/jqX7zh7NchOXRCiAbgLGAAWK1HkIgJIZLAtVrrL/1uljgOjcBEbIgD0Xtj1/pp4NMA8+aNF839fUBYNqkjzjnk7VWlwOD6e8nvWk3j8g8Sn70Mr3kB3vQloy4ut246R1/3FJu+uhRVyh7YUFRnSiZyhrTJ6mi/jEw04Q/txfLSCMszjcUjpaQErGi8nZV9V1MI602vyBjjE4baDFkyXDU+UEVlzeAlnNbwCyzhDzuJWptJu3i9iezRhIUhcLzxDun4AzrI+78bVEuKWoegfJSvkF5y2CBpDUhKKoXQAQkrM/xy5JxmM0UsR+I4ltG7BWxn+Lb1KyGFXBnbtkjWeYZiwZa896Oncsabj6Iy0IY7fYkpj9cyEgIsU2Z10tMOyZkDSMw9iZkXfYWu+79kmohVQGL+Kcz94L9P/hy9gYzha41DtZtvRBvmtS6uScpNFVprCrufYXD9vcSmHUXj8kvxph1JfMYx4/o45132n+igzNDGX0fB0AHuXemY9ouJPhP1x0nLJijnAY0dryfI91KVrBu1KxHiiLJxTLRNRcdZM2haEkaKFCAMr1rgT+RwKuIyy9b8ClrdNqa7O2o8bUKFICV2ejqqksVOTafcs83YizCE8GCl1NfBhgmBdJJolOmtljaxmceR3/EUaF1zVCs6QRBauLJsAm4taufHL4fks2VSdWYQUGtwvRG9s0qTHSgShgqv/mimu1vRSrHwxON4+5WXYsmAvrqZhKUMQbZ7xNokVryBsDBIYtbSQ7IjQlosuOJG2m7/Uyq9O9CRks7s9/1f3KbJ3WdvNPslJkvoWttAiOMwQwmtmPTM88AlWuvd0fvTgb1a69dk6lQI4QPXaa2/Peb1DuBGrfXf7W/bU045Ra9dO3Ui2DcSwuIQO274EP5AW63fSlgu8y6/fr8ls1e+9y7KfTvRQclMjU1UarBiExiRkb0SEhlLG5qSXB/SskzGZ6jTTNKOuY4qymNb/jT2lJbS58/B16MNtWVJQqWQkerBxAaxCkWd1cM7W78V8TYZkWuEhZ1qxqmfxZFfWEl266MMbriXwbW3viqOuGFIhGVFZcTJKEJUM5JQy0iK6F9ExNT65j+n55FvgNYoLcmH9ShtYQufZ4bez+7SeHJd17NJpDyCIMQvB8QSLuWSj18JCQNz3hzPoq4hgZSCctHnpDPnsdy7hcEX7jR6haMgsOtmICybsJSn4YSL8KYfTeNJlxySXrDyS5R7XsGK1+M2zp3UNlqFpl9zzDDQawEhxHNa61Ne8y868Bp+J3bzj8GGdT30dfrX/LhWrhf/n73zjpOsKtP/95wbKnfuSd2TAzOEGQYYcpIkiAICogguKKxiDmxwV/2trnFXzLuuGQMSRFHJChIUmBEGhoHJOXdP51Dp1r33nN8f51Z17ulBUECez8ePTFfdULduvfc97/u8zyMtqpe8mWlv+tyoD8jOJ28yE7FAkO+KphyHQZanuQfHtsFyHKbS5NbNIMz3okMPK9VImO80ch6jVAADbdFZms7OwmI2F07AV4lBP+UBXbl4cqTrgSDEFXlKOo7GwhEep9X+mGnxjZj6nqnsyHg1VjzN7GtuQ9pxup6+le5Vd+B3bj3YyzoqypwyHY6R6A55sxwUx8vxC0BS1tWrOuJNZDc9jCr2oRH4yqWo0tiiRFepmQe73s3wBbwQUFOXIggVfinAtiQa8IpBRflACKiuT1UWrkII3ntNkpZfvp8w3z3s3AXCTWBnpqCKvaRmHUts0gJqjrhwVN7ugaC1ptS5HeUXiU9a7j4iSAAAIABJREFUgLAOXOfSWhvJFDv+kid1BxO/XgiH7ovAcqAaaAK2AY8LIea/gH29EHQDNaP8vZrRK3evKnSuuJFS5/aKVIkVS4MO2febj4+p4TbpjI8i0EgngVs3CyszucLjErFMNEAxeDigfIMODQBWvAoVlLASNTjVTQS5zoivMvKYrvRYmH6co6vvJm57uDHb8O+jBE4pMzARizsTcImQ9IWTWN13Dr6OUVBpAsyKL8h2Ur34QoS0yBxyJpn5p7+Ia9fBpO2J/GjLFdBBQTGShSHilrU/8k2Ek0ILG08ZSQNblugJprCneNioew2CkLrGNBdccQyLljbT152nmPcryRyYlXBvVx6tNbZj0bvqF3SvvHnUZA5pEeS7CPr2o4q99D5/F+2PfIMt3zqHtj9+m+5Vv4o8DicG6cRJTDt8QslcWOxn753/zvrPL2b9549g+4/eRrF1w4SP9QrG3zpuvizgdWyna8WNCDte8YcWTpze1b+msO+5UbepWXwBdqLGDExUT8OpnYFwzNAClouVmRpJ8Aya5AZGi19g7K+qDjsfVeqPBhJGP1dbhFTZHXT6zbiJtEnihDBi3ZqB2DBKaLCFhyUCjO28xtcuj/dcTknFKaoUBV0Flo3y+hC2S3zyImKNc6k//uoBvdAXASaRYyjvbMw3jxa/tEmSlZE+6ltzD0qpSrs6UK6ZTtWSVf3nDGw3eLfa0GyWnTKXt73nRPJ5n1y/N0TGSmvo68rj+6GZ3A972XXTO0dJ5oi6RUXCbDthvpv+TY/QvfJWtv/kCnbfcT3dT99GftfTE3YfEkIQa5hDYuqhE0rmup+9g01fPZn1XziSjV85ka6Vt074WC81XkjL9XjgdVrrHJADLhNCfBV4RAjxOuBFYGqOiw0YrlwFQojpQCp67VWNvnW/GyEPIOw4Qa4Dv2fPqKXiqoVn0XTpN2h78AZKnTtwa5sJ3TRalZB2jCDbUWbiR9W7UW5OO4YOSgjLZtoFX8CKp9nx4ysRMjKr9z2GDwhIFBuzx9Hv1wAmsGhhmg7SksZSKuWOq74+GBvzJzMntYqk1WemzwQgLIrtW9h9+4fp3/JH/K5dEyf6TgQqGMQF/EsQbR966LCEr+N0lKajkewuHsq2/NGEjD6hJS3Jm9+xjPXP7eO5P+8csz0d+CE9HTkSKZfm2MOMnoRG3MWghBbS8F0sBx36lPrbaL33M9ipegAmnf0vNBx/9ajHKrSspeupm/H7WsjMPz2SKTnwhNfu295HbseTEWclTn7Ps2z/8RXMe/99L6g6+ArC3zpuviyQ274crVSFQwWGAB+GPrmtj5NsWjJiGytexex33Urr779I/6ZHkLZLeu5J5Pesxk5UG407FWlmaMbkb2hpo/w86Tkn0XzpN9j45WNRog/sSBojGKphpoHu0hTaS7NQkW+yZiA3EkKQzLhDFlaVcyZg+NBYUWXYnj+KGck12AxM5gs7Tsv9nyO37XEKe5+vcFxfHGhTCf2LE45oexVAyVgGCjQ9wWT6ggZ2FI6iyx+7TXn4MTM54pgZ3Pj1h8csPCil6enMka6KM108Y441muZxxEkpJ+PCckEIgmwnXctvpPf5u5CWS6JpMTPe/v1R5ZOCfA/dT99KbseTxOpnUbfsiglRCHqeu4t9d37COOrEMygvR+u9n0FIm9qDVAl4KfBCEroRQkRa648JU8Z4FLj8xTixcXAf8M9CiIzWOhIq4q1AITr+qxoyqsiNQDTtMxaqF51D9aJzKqvKzf9zbsVezPgjjlWFEuCmEDoks+gcGk+5jsTUw2i59zOmSlhVBZi2m9+7r9K60ECgbY6seoCeoJkOfyblFyzH4k2XH83uHZ2s/vOOiivCgaBwuLf9w8xMruH0afeC1wWhT88zvzTyI4NX6S8qXgxj7MEw7da01c1d7f+MYcaNvYKWUnD/HavZsdlYuA3WeBqOIFA4hW3UpvaOk9iWlfdNBTHIdVTa8Dr0jfC1VrQ98N+kZ59AfJivYe+ae9n7m39GhwFCSnLbltP11M3MufYXURVkdBRbN5Df9fQQf08rlib0cnQ/czuTTnv/mNu+CvC3jpsvC0g3NarfpRAWwh1bYd8MfP1fJX51PXkThX1rzItl6omUFeeIIbCMbptbPY3JZ32M6kPfQHH/esqDZGBioN+zb0hFW2uocfaztOo+nu4b5DigYc4hkzn1/EO57buPG6eWYSjqNDGyVFqXUWx9vv8MNhdO5OQp9xGXW9GBh9e+hfaHvx5doJeAqfQCHW0mgu3FY9hTWBTxm0fvYkgpeH7lLp57aifZPm/0JK1yruD19zKrfgWS0bs/Aw5H5v+Ul0V5fQOxX4OwY+R3P0P7o99iyjkfH7K539/Gtu9fTJDtRAhBbvsTdK+6nRmXf5f0nBPH/bztj34TIa0KVUTaLgpN2yPfeFkkdC+k5boRGNHP1Vp/FPgF8Nu/9KQOgO8AHnCHEOKsiDD8aeCrL2cNuhcLdcuuNP37aJWjtTY6UDOOxU43HHD78oO09qjL0CowVjnlQFoupQtZ+Z9T20ysegpWopr07ONJTDVtwUopv7xfO0bZ+kvG0gRWPQVVhxCKwzNDhpKxbMkJZy5g2vRaHGeia4qyAIrFrPr9iDBHxYMxLJn/Dn1e/OTrpUGgXNbnTkEQABbj/RSFEOzc3I5tRxpP40zXJa1ezqj7PnI8FfpKmWGwWnz5NUWQ78XvbcXva2XbD95C34YHKy+rwGPf3Z8CYUUK/ymsWIpS1w66Vt4y7mcu9ewxmncjOCcar23TuNu+CvC3jpsvC2QOeZ3RHhzEg1NR5b96FL264SjfO5lDzkQIyyxAooer0SSzqEzlI7CStbi1zdipBiw3Ts0RFxgxWhUOTGRhqoTSHWjjEqsjpxrxiTEnsYqYzA4+CU46eyHTptdhOxaWPdpvV+DpNNqQXTAVrQCfFFgxGlJdkYuPea/h/6mBKfiXOTSwObeMzlITnkpRCMdeyAkpKBV9Aj/EssenrggUp9f9mAZnx/gnIG0qU3VDuH8mwQv62wiy7ez/w1doffDLQ+63jj/+H0F/O1YsVaEuoRX77vzEAVunpe49xiBg8DlbLn5fywFtK/8aeCEJ3a8ZYzWptf4wcBMTIxy9IGitu4EzMU/Bu4DPAF8D/uOlOubLCdVHvIm6ZVeggyIq8NCBR3zSfJou/vKI9yq/QOeKn7Dt+5ew/UeX0/Pcbys3Xd2xV5KadQJhvpuwVKi0TmXZlkwI7FRDZSUihBwi2lh16OsR0h4Qwi0TkoWFjKVN0oki1A7V9v4Kd05KgeNYeMWAp/64BduRSMv8fSJwKDLFXh95qQLWi9EOnQgi3aUXAVrDmuzp7CouRkbiy+PBK/rkskVy/Qd2pTgi/XssvOghMhJO3SymXfgFqpdcHCXtI4+u8tHDRkOY72bP7R+qJHVe+xZ0WEIOD2rSon9Q4jcaYo3zTAt7RNAUFcHqVzH+pnHz5QIrXsX0y7+DsGOowEMFHkIImi/9Ok7VlBHvz25fzs6b383W71zA/gdvMPQQjNPDlDd+FlXKE+Z7kI7pTlQ03YQhzlvJuigJVEOoKomphxk7w0EP+tAvYryoMxFHzCwYFZIqpwsZcehsW+IVfZ5/cmcl9JjXBp/5QFXOCKyHOBQJtc38zLOoQpcJBHYMwr/UbWaCOAgXhQOhx5/MM33n46kUCWuwTMzIrkAYKIpF3+hlajFKwVBDdI1mxlcx2d3EmDFdOjScch0z3v7dgcR92K9G+3kjNK0Bpel84ofs+eVHKq/3b364sggoQ9hxgv79QydpR0G8cd6IoRwdFInVzx618vzXxkF/w1rrL2IIvmO9/n7gJe2daK3XAWe8lMd4uUJIydTzPknDiddQaF2HnW4gMW2xMXVXit41d9H11M9RpQJBroMw12WInlpT2PMsue0raLrwi+R3P01h77MIy0Hio2Np6o95G0HvPvrW/x4Zy1S4ByoogZBkDjmzch6pOSdRvfgiep/7DSr0Byo9Shm7MK2xLU1JxdjvL6iYzmutSaZjJNMuXjHAsmTU+TtwUiYtSbq6mulnXEPnIzcgbJcw1/WSXOeR0AMJ0IQmXsdGQJx93iJsUaIkUhULrvEOLS1hZEsOcJmmxTYRk4WBTs8g1J3wLpov/gpCCNy6++hbd++woYmhU81IhZWoBjRtD32VqoVnYcUyoMJRFf7HFuo0iNXPIrPwLPrW/95Iukij8G6nG6g9cnzdp1c6Xg5x8+WC9OwTOOT6x8nvfAqtFamZyyp0kULLOjoe/z7e/g1gx/Ba1oGUCGlT3L+JntW/Ye51v0VIi56VN1d4v0JapBe8jvjkhfSu/jWqlMNK1Zu4ow2PrPbot1XOQVgOzZd8nV23vpfQy4IKkUKiNIT5HhCClFT42iXQLnlVH024atyYzeTmGtav2oPSGiklgT9aTIi4eUZsiJKoJpVxmH3SuSRaW/E6t6OKfYzfg3yRIe2xedIThEayLnc6FgFKuITKwrVK+GFAQFTlHLGRRqMplcaKnRqbAhm7A2OMNvL8nJpm5n/kEZyoE7XnVx+LJpQH6TxF/1+2RrPiaaSbon/LH/HatxJrnIuVqCHIto84PugD2h9OOuuf2HXre427jR1DBx4azeSz/mXc7f5aOGBKKYT4wl/jRF7DwcGpnkrVIWeSbFpSebC23Ptp9v3m4xT3raHYuh5v/0aCQi/CjhsSupug97nfkt+zmt23XIcOfax4BjtVhx1L0bv610x9w6eZftm3ENJClQrRClbT9OYbKmR5MFp4U879BLOuuomGU99H42nvN5Zh0W9ZCAlC4coCW/NHo5RCK00i6fL6S5YgpWTB4VMJgnDCZQmtNCeeczjTzvogVYe+nrA4utzAiwMRrWgHnZ3yI6JuJKj8Ale827wTKKo0eVWHFlZF2WQ82M5oIW4kYrLfSCKgh77fcmm64PMD3LVEjfmO7BgyVoWVHObsoBVWvArhxBF2DK9jG2C4TPFpRwxV+I+uSf2xVx7w/Jov/gqNp32wMnFYfcSbmHPt7cYK6lWE1+Lm+JBOnPS8U8jMP63yEM3tfIrtP3wrfWvvw+veRW7LHwlynWbR6cSx4mmCbDudK37Cvns+Q6HleaSbwk7VYaXqKLaswa1tZt4H7setn40OPMJSHu0XqFp4NrVHXVY5vg59EtMOZ94Hfs/ks/+VhlOuIzlzWflVENGvSAt6SpPIBSmU0li2xawFjcyc18iCI6ZhW3KMlmsZJqkjkhSOJ+IcfcnbmXLuvzNgw/cSQVhDY5QKBi1GI1qNNUGXnUHwqGWfdwhFaiiqako6haczBKQYK6VQSo/ThTFxJCBB0uoZNZkDwaQzPlpJ5sJCD7H62SBtpJPAStUb6ZpoW+MtbGMla40lorQrMazuuKsi2aSw8l5VypM55KxxOcAAmfmnMfPt3yM2ZRFaK2KTFjDjbd+hatHZ427318JEnkgfF0LUaq3f+5KfzWt4wSh17aR71S+RbgIReduBMIK2pZwZplAhKvTpWnmz0QBzEpXty7yW3nX303jyu0nPO5XslsdAQHreadhJ88Atde9m352fJLfzzwCk55zEtDd9ltyulYbwLKTxX9S+mQ0VgmOq7yLfXUOfmMOyU+dx5PGzAThkSRPPrtgxAcX1Aeza2sHG5/fRdPzV9Dx7By/uynaYbtWYau0aK1VHrHEehX1r0aXssG0GbztIQkFaxpYtdzxBt7HPkVE2p7Qa96N4hbAyxAejPwsSsi/S6Rvto0nTVgd6Vv+afXd+0uzLLxp1dMvBTjcQelmE5WAlqhF2DIHhzbl1Myu7mn7Zt9h1y3V4bRvRwgKtmHzGx0jPO3XsD1A+Dcth0mnvf7UPQMBrcfOg0Xr/50EHWPG0cb8Rhk4R5rqQ1VPNQxhN34YH8Lt2Ip1UZYEiomntrpW30HjKdcz/4ANktz1OkG0nMfWwiq2cDgPaHv4anU/ehA48nMxkppz3KdLHXE7nEz/EqpqEynezrW8hq/vPpaSTWPgsSf+O+emnkM2ns+Sdn0dKQf2kDMl0jN6ewjifahA0WI7kiQc3suzk47FiaVSu48W9iMLGiCtDWUx5tBMRToL41MMI+lrwe/YyMm6V91cONCZOWal6quZcgP9gLaHJewdNLI+dnIbh0ISurOdnTtPsXwPTYpvH3IeMki2/t4VtP7gUv7/dPN+CEpTyWMmaimuSFa+KnkeioiPqRu41NUsuwmvfTNeKn4BlocOA1KzjmHbB58c89mCk555Meu7JE3rvXxsTSeh+CrxHCFEN/IPWekTNVAhxEvBlrfX4IyKv4SVDYe9zhudWbn2Wp6W0qaaFhV50aASAu5++zZCAByV05r3KjIIDdqqemiUXDnlZ+QW233g5QX9H5AuqyW59jO03vp2qIy4g6G8zB6xMV0q0VsRlP69r+CmPl/6JVcu3k6lOkEi53H3L04ShmnDHQWvYun4/W9a1cs7kG0mqJI42dmCGSvHiJHciZiqN2i9Q4YRIFytpXCm0CknNPoHZV99E/+ZH2fb9i4e1MUbM2SPcFL7dwG5vCe6818Pq1ZXXIvECpKSS3I42yTr4X1oPDYoA0+LjqPYEHh1P/oz6o9/Kvrv/A2HZuFXGUzgs9qPDErVHX05i+pHsu/MTlE1lVeChlWLS6wY4KE5mEnP+8Vd4bZsI8l0kphyKVgFtD3+d7LbluLXTqT/+KhLTjpjI5X614rW4eRDQKqTYsrby0BbCwsQSgQqKBLlOwsjtJl/oQwhpxLEH7UMIGf1mQVg2mfmnjTjO/gf+m84nf4a0Ywg3RZDrZM/tH6L5Ld8kyHejwxKBcpgc285C/RjrsqeitMXmwklkMjYL+//E3p9dQd1lt/G/n3+IbF8RKSMrwwmgpyPH/bc/y9YHb+Zw2YfQLjb+ixS/hIm9loNwM+hSDlSp8pqdbkRFIvDScph9zS+wYknW/eehhPlORg3Cukw1kYjMNFqzjTTMew/ikacgMOetIymkIUmaGNh81DONuhKG0m3eHBN5Elb/6Bug6XziB9Qcfj5tD32NINuBnajCiqUIi/2oUhYrWc+8q29ix4+vMPdKJNmi/CLpOScRnzQ/OrZgytn/QsOJ11Bs24STmYxbN5O+dffRvepXoEJqjryY6sPfOCFdupcTDni2WuurhRCdwEeBaiHEJVrrIoAQYgHwJeDC8fbxGl56WMMmXK142lhMKYXycgMZgDAFbZXvMsyOpGm9aa0QlkNm/uljHqN/w4OE+W6seFlvzBCI/f52Op/4YZTIDWRnOlp5BSKJJGCms4JN8o388f515Po8I1ApRKRoNLFgls95CB0Sz2+gqGOEVg0x+hE6GI0fewBEUSWqMlnxDFqrKGkLhjpqKJ+wzLuQNl7bFnToE5tyKMKOm+A5KsyqtVgMaSlWsX53gp7n15jpYksO0bCybEks4eAVfZPYDU90h//3sA/riOLAm4ZfC2nR/uCXcaK2eXnARTpxpBMn9HIU929AODHi0w6j1LGNsNCLWzeDyWf+E9WHnTf0yglBfPIhhIVecrufZt9v/o2w2IuQFoU9q+lbey91J7wLt7aZxNTDiU897GVnk/NS4rW4eZAQEiuy8cNyEJZppZXJ7WGxD/QgqZt8l9HdrJ5auZeVX6Tm8DeOeYjQy9H19C1IJ17xnhVOnNDL0nLXpyp6bV6YQGnBzPhqCmGa7cVlIEKe71zKoY3r8Xtb+Nl//YKezsSBuRLD4BUDhICUuxI/FqBkNXGRxdIeiLGEP8a/bpUfu5DY6UaC/jbDjVVDrdKCbNvANm4av68FWdtMas4p9K35zRgHMAu7UAl62kM2ZBfS+qMnKBUHFp3lpE1KYaghWo+qzTe4ExOFfnP5tAWESBEiy1W+US5EsX07HctvpH/TQ5VihJAWdrIGnagmLHTTv/kREk1L8No34/fuQzgJ6pZdweQzrx+xPztVT2rmsXhtm9h163WmI4U5p/zOp+h+5hdUHfEmnHQj6Xmn/FVcbf5STCj91FpfHwWnzwG/F0JcC3wYuBZwgJXAv71kZ/kahkBHAw5+XyvxKYuI1c+KjIYn4/fsNdUzYWEla43SdlkBPBqNN+bVoPLdlIp9WIkapO1SfeTF404blnr2onxvRGVPlXJGQb18vMqJgtIWoQJbalJiP9KSFLoLqMHiosKU5Cf24Q0pd2PuOJriGxCihJJ1CEJiugdbHMzAgqasxYYQhF4Wt3a6sRcqhZVEr/LeygcO8No28NzHpyCcGLo0vu+i0oItuaNZkz0LrSWBzqMZJEgaBbYwVFQlHY5/3YJIs6mIXwrG1OkTAmrqU+T6PRp5jvnJ5SYOjpbYColWodHu0oMdMAxCLxcJm66O3m6Rjvgioxmva20GJTqX30hY7EN5WWQsjZ1uRMiAUu8+9v/+S9iphoiwfhrTL/3GkEnpVztei5tjw+9tIb/nWexkLcmZyxDSov6Ed9H2yDeRQiKkhZWsR4eBsfFTZRcDEVWTgLBEqXt3ZYDLqZoypJI8HGGuE7QeeT9LB69jK3a6gaC/HaVNq1dpi9mJZ9leOBqhfUokCLVF6BXp6CghRKLyG9KSCVNHtIYd+aWkZSdppxfPqkKgsXWemMgeeAdDdlZWGRDR714Y6kShx9AhypIog+OXViivj81fOclM2Y5mBTkM3aWp/KnnCnyVMPFLJ4bIXEopKpzaMy9YzIbVe+ls66eQL42a3JWvQ1VtgsBX2N4+Dkv+3sgtjbowF0jbpnf1rxFuCpXvQgxKX3RQIsx30/bQ1yiXC2W8mtnX3EZ8DMHg3M6V7PnlhwmyHWZIQjo4VZMRloPf307fuvvJbf8z0k1gxauYddXPXrB/8V8LE64naq2/IIToBb4FrI/+vBH4lNb6Vy/Fyf09QocBHU/8gK4nf0ZY7Cc992Qmn/0vxKL+f5DrZOfP3onXsZXyj7Xq8DfSdOEXmXXVT9h16/sotqxBSBunehq1R19Ox6P/w0C5R1fK6NJJoAGnehpNb/4vUrOOH7eKEp+8ECElfraDspCxcJKmzSsldqIGYbkEfS3ms2DEhcvn2aOmo1D4QVjhNlQ4MNFqz3EtlBp9hTcAwdrsmWzNH8dxNb+kJtaDRhLoOPbBBsTKhdegA0o9e8znKQe5invGaNuE6NKBVd17/UbWZM9GoLBkCZsS2bCeStiKvpJEyiUIFDPmNnDBFcew+s87uPk7j1EKR09SlYJ8tsS89DMc4d6BtEDo0frXoiJH49RMw6meSql7z5ApZl3KYWUaK24PWmvy25fTv+FBqkbRB+t+5nY6Hv++uYcivpPycoTCQoVeZQkunRhIm/6ND9G18hbqj/uHA16vVxP+HuNmdvty9j94A97+TTi1zUw6/YNUH/YGwNxX+x+8ga4VN1KejLczjcx6x49pOPk9BNkOup78mancWy6Tzvpn9j/wX5E+W6SdqIFIRkgmqiAMmHT2x6ldOr5biV01BaRNkOtCq8BwRWMZdFCKJJsSuLVNWO19BMqIjTjSLNaUliTtXiwR4oVyhB3g4LAZS9h4hfEXlq2lefT0TOGQ1GPMTT9nFpRaoqWFeEFON4bq4ve1ICw3smQchZcxfJsR1oAQKske71A0gunxtYDmmf7z8cIUtvRxRR4/tNAMVKzMwIgknnTZtbWdj3z2fIoFny987A76ewtjUmr6ewo0VHucmvkejigirRioUXjAgySW6pZdQdtDX0VbTtRd0gTZ9uj7HBCnDotZWu//HLPeceOI3QW5Tnb9/JroOkUcQR0Q9LVgJevQftRxEaaLEeS72H37h5j73rtf1p2GCQmnCIN/AMp1SwG0Aqe8WoPS3wr77vokbQ9/nbDYb7S9Nv6B7T+4FL/flMv3/ubjFPdvNJOrTtz4ID5/J10rb6FzxU/w2jYjrBjldmixbUNUjh8u1qOQsTROZhJhsYf07BMOeKMG+W7CQi+q2Dsg3tizh9iUQ5GWgwqVWU1HMCR+C1t4BNphX2EGfikkkXBwXKsiYxKdEABKqQmtdH1tPBHXZU9HEGDho3BNyqorqevBI/RNgqJDKh6GfwE00OIdgkYgRRQ4KBOBh8JxbVSo6dhvKqiHLm0mkRx7Ck0IcGKCY+ofIlmVIlPfYIZfBv+shWUeVm4KIW0y806l/vh3IiyboNBL6BcJvZxJ+FRoOHPRdxJ6WXbf/iE2feMMWh/4smnhR+hc/kOEtE21Q0Z8JyEJvT5jAydE5W/lKbPuZ37xF13LVxr+HuNmbseT7LrpWrzWdabS0b2LPb+6nu5n7wCgf9NDdK34USV+SSeO39vKrts+QG7Hk/Q891uw3QpvC60Mn04M15vUCMvBSdVjJWuI1c88oPVcmOuEsERY6EF5WcJ8D6Xu3QgpSTYvRZXyaKWIySwCsEVAhzedQDloLVmSutdUo51qtFttzqI86T2o7eh74QE7sRoLX7lszJ2MF8aMdBRuNJ8+EMMOGlpF7dYgimEHF79CLSnpJHuKi2gpLsBTKfr8SXT5zViRWLlA4zAyYRUCXNeic7/hwcUTDkefOHvcDxJPOpw4dx2ZZEhVYwNOpr6S6BuY+0DGjVxSzdJLSM87hVjjfMJcN6FfMN+bNl7l4aDpeyybvrX3seErJ7Pz5neT37u6stfeNfeggpLpNkkr6pJE7eJKnBOVaq50U5Q6t1Pq2nlQ1/OvjYnIllwEPA/cCEzBcD+uj/77D0KIV7UB40sNr30rO29+N+s+v5gNXz6erpW3IJwE0nZN2yGeIfSydK+8hbDYR3brY8jY4Okuo9HU/sg36XryJjPCHUshY2m89i3ktz2BjFePukqTTiJqQRy4UKtKeVru/TR2ZhJWotZsIyyEHaNu2dupO/5qwmzbEF04AcStHJYIsITPKanv8caZt3Ly6VOJxWzcmDmujnSEZs1vMFtpjZAD02ujQ+BulJkWAAAgAElEQVTrJC3eAp7xruCR/PUIBum0lYuRE/saxsHB70HrQQFZgy29EfsZjS2T7StgO5IpzUbPzXFtLrv2hDGJgRpI2kVidgk3kUAIU+2Q8cxAUBQCGcsghKDx9A+y65braP3dF4wvL5h7xXZRfoEg14Xfu4+gv50g224eel7OSEU88QO2/fCtqIh0Hua6KveNFa8eOKPyh9Ya6SQHtbeE4Uf9neDvJW4qv8j+P3yVDV8+jvVfWMKOn1+DCv2KxZd0EgjLpu3BG9BK0f3UzVGDYODRI90kXvsWdt18LTrwsJxEJTlrf/RbRpm/vEAYhIoIOkyold/28NfRKsTOTDYT3NKIpbt1M5l20ZcAjd+zB4sSSctU/TfkT6bWaeWUup8zI7EGHXrUn/ph7JgZ7CLSptOYBCZTEzedh0r8Yszfb0CCgsqwMn8lKwr/SIs6klDJgY+pxymuTRQHkdBpDYWwCqUl85N/xtcx0AKlh7aodaQUNxxhoPCKAVNnDOhRnv+2o4nF7cqWFiWSspuM1UFcZklbPdTbO3HiMYQQSDeJnW4ckFsRhuco3SSJ5qPwe1vZ/v1LTOHCdtGBj1vTBDokLPQQZNvwu3cTFvsJelvQYQlV7CO7+VF23HgFuZ1PAaZCV5ZwkW7SUFLKbh3l4C3EgIsSmJg6gfb03xITqdDdASzETG3N11r/u9b6a8CVwCLgcSHErJfsDF/F8Hv3se2Hl5Hd/ChCWoT5LpTXjxrMQ8Mkbfk9q01rwPxl6I6ExO9tiSohMtrG3Iw6NLY6jKIBFBR6UX6BmiUXH/BcC/ueNw9pO4adqsOtm0GsfiYylia76WFqll6GsN1Iqb0cxSQCcKVH0s6RTGgSuWeZn/sWs+Y3kki6pKsTpKpiLDqymYvecSxVNQlqG9LU1qeork0irfGXuhqL7T1z6cpXU1RJfJLD34DWZuUZanmQAfLgS+vlWFBScZSWaARNsfVG/iPi5gQ6xmg/Pa001bVJFi6ZVvnboiObaZ5dP+K9ZgNQdhXCcipWbEJInEwjdqaR5OwTaL7kazS96XPM++ADFFvWUuraGWl6ZRCxDF77VpTXHyXo5jOrUs4IngqBnaxF2jGseIZS925619wLQGruSZXkTrpJrETtAD9J2pEMSmN0TTRa+VQvvuigr+crGH8XcXP3Lz5Ix+PfM+r5QhL07EUVeobYIEk7RpDvQpVyhBHfdjCEEOiwhA79IUmacSMx7gzDlf2BaH95pJMgOWOEq9oI9G/8Q2XB69Y04dbNxKlpotS5nXjjfNya6dHD3cISiqSd4/UN3+Hshu8yNbbFDGsIi8KKL3HuuQ04rkWmOkG6Kk5dY4r3fuL1ZKqTVNeZ2FU3KW0WrePGHMn+/CRacs1051MEOj7iHeOHrHEe4QfZGlRYlf+5skirt4CCyhC3s9TZuwm0S5nHGDDy+9DatF7PvGBgut12LC58x7EgwKaILUpoBKG2kPicmPw2mSnTIw9eAyuewamdjpWexLSLv8q0N36OWVf+iMaT30PPqtsRkSahFTft8vyeVchYBpP9Ga6wEQ7WyHgV0naN+4cOaf290fZOzTzWtKa1NjGzako0WW0SSIQwiX+0INW+EUB362cf1DX9a2MiHLoHgH/WWj83+I9a61sibsjtwGNCiNdrrde+FCf5akXnn39qxq3jGYCKfU3o9RtBxPLNpBXxKYdgpeqJ1c+m1LV9iJG1DrxI0X/kD1i6mYEpV2kPEpYUqGIvyfmnkZp9HHvv/CTScqheciHJUQYjpJsclUxf1vwp7nkW6cSxU3WEhV6CfNegdqXJqnQpRygEhZ0reNsH/pNu/0g69vdTPylD06w64/VnSZTSKKXp7y2UF0pDErGy60Q50tXWp8n2F9mQPYklmd+hpahIACgkG7In01GaQdruxgtTLEg/QYO758BfkLRekCuEAJRMkA3SOLJI3MpxZOYenu0/H0/Fzcp3+DbSVOTe+dHXYdsDK2IhBDPmNrBnW+eox/KKAeqQa2Dt/5nQLi1TfRMWU1//76TnnQIYbmbfhgciuZkIKgA0yi/iVE8j6GuNVqnm2lnJOsOBq7w/JL/zKWqXXsKk132E7JY/GuFqy1ST7arJTDnn4zi1M9j3639ClfKo0EdYLomph9Nw/FUHfS1fwXjVx83i/o3ktj1R0fsCKur5odePnTCVWxWUIl2wJNWHn09hz7ND4ojyPbMoGW21ZTkm7viFyL9TVapOWoUQBkx9w3/Q/sf/xe/dR3rOSVQdeu6QxLCM0cj0aIWQFlorSl07sDOTQZmhnqHVGA0qJCz2QrGXZv8+rv/CZ9m+qQ3HtZizcDKuazP/sCk8/dhW3LhDT2eeMFQjNCMrgxTR500kXRzXZkffUhYl/0RJJnFFfsihy7TBQf8XYXyucWUHBwFblGgtzSevanio850cU30XS6vv4/Hut1MI05R0ktESSduxOPOCw5k+Z6jiwqz5DQg0ATGCqHNiEbCs+g4ysQK2G0fYjnFfcBKV77v6sPNoPOHqyn72/Opj6MjRowwdFM3+3CSoAOVH100rcJLYqQHBdOEkKLasAyA1+wSSs44ju/WxqAgikMk6MvNPo/HU62h94CsU96wiLPRG4sUxmi/52svC3ms8TES2ZEzHZK31vUKI1wN3A48CB3aHfw0VGO24ga9AWDYylkJ5OZRfRLpJIwocjV4LIZh20RfZ+dOrCb3InF5auLUzyBxyBp0rfgyDHsA6KOLWNqO1pti6DsNpskzL1o6DlFjJOvbc/mFDDgW6n7mNxtM+QOOp7xtyrvEph+FUTaHUs7dCPNUqAGlRe3TUiot+aGVRWr+3hcoolOWYsQyt0YFH7+pf0/SG/0fTrIHqk+PanHfZUu78+UqyfQUT8AQVJfbAjwL5oMAvLUG2r0DJC9ioT6Tfr+ekuttIyB5AszF3PGuzxqam059BoB1aSgt4w6Rv4YocEBpl8tEmq1QwKBRGlc8KOy8iaA9C+b0Kia/M9xooF6Vt1uXOxFMJFKNz4pKpGMecPJfquoGEa//eHh65Zy1PPrpl1G2MjpNGz7yASfXQufxGVCmHnaon3nwkrb/7AuKhOLVHv52axReM3r+J5E+k7eLUTkcHkS6d741UTRcSp24mKvCiYxXQfhFVypOacyJNb/ws8SkLAUh96EF619yH37uXxPSlZOad9orTdPpL8PcQN72OrcaWa9ACz07W4ve1GF5TvMpIAIU+DWdej5AWtUsvpfe5Oym2rEWpMBp+cJh6/mdovfczaKUqD02tFZYdo+aoS+n403eNv7AQCCeJdJJo5ZOcfTx7f/tv6NADDX1r7qFz+Y+YdfXPKwvlMuqWvZ22h76GttzKUJYqFahefAHSSZhFqwpNG7a6iSDfiSpGumjCGjgvFdK75m6aL/4yRxwzY8gxTj3vUNat2kNvd54wMDJOQgjiSZtC3lAOBi9Gzf7M4lWFNdzT/hFOrruZKe5m5HBf1GgbM9A6Mv6MwIh266AEb8ji3kAS4ogigXZZkzXOBznVwKPd78QRBQSKkk4xGty4TXVtkpPPWVT5WzFfYuXjW7n3tlWgNXGZRWtjhSYQBKQIlcDva2HmFT+g5Z7/wOvYgbBskrOOw+9rZfO3ziE9/zQaTvpH9HjtYwFO1WQz4BWUCLLt2MnaAV1WQIc+dsYwHfrWP2Ds5UKfsFjAqZ7GlPM+Sc3iixBSMvuqn5Dd+hj5XSux041UH37+EKeklyv+4girtX5MCHEacP+LcD5/V4hPXkh+9zMmRfALhMWs4ZfYMcNTKPaTmH4kU8/7f7g1zQAkm5Yw7/330f3srynuex7hJEjNPo707BPp3/wIfveuSsIjLJdpF36R3jV3E/Tvr3AFTDBTqGIfuYiTV171aBXS/uj/UL34gsoxzd8DqhZfSNuDXybMd0dJYYzJZ15PataxxkYsWUOQ7TTTr5ZrgkYYadOVJ66ioJLfs2rUa7LkuFlIKbjpf/+EbQvcuEM86VIqBmZaahhUqCmp0OxWC/aVFvLL1k/QFN9ARraxo3gUtihVQpktfHwdY0vuKGbFV+HpNBuzx7Ews5w6Zx9dpSaez55Bl99EWvZwVPWd1DktUSw1mnlSaEg0oApRWX+I9h74JLEpghQoLXmq9yJ6g8nj3guJpMsb3npU5d+b17Rwy3cfI5f1xhwSKf+1fnI18eQhuPVzKHVspdS9B69rl7HuEtByz6co7F5JZv7p9G9+dEBHUNqGJxK1s4QQYMeRboismoIq9kYcEoH2C0g7Ru2Rb2bnTe+ib/0DoJVpYcUzeC1rTVU2gpWooW7ZqF70r4FXR9x0a6dXqvao0AzEBD7CTmAlqlHFPqxUPZNO+wC1y64ADG931tU/p3/DA/RveojQy5KYegSpGUdTd/w76Vpxo0n0ACEtqhdfSPURF9Cz6ldRy1NUHtKhlyO/cyVCSuMxjFnsFds20fXUz2k85boh55tsXoqMZfC7diGcmGnVzlzG1PM+aZLNZVfQufxHSJmMaANxoJzQiSHSj8ov4Pe34WSGUiGrahK882Ov48avPky714fr2iRSLtISFAp+hds7GMWCX0mKC6qKBzreQ629jxnxZ1lc9YcBbbYyNGhUlBYZ/t6YrlrDN4wgbBftg3GVMPHLDLEJHul+J71+45AtfT1MhH4YglLI5e85ucKLLuQ8vvulB+hs66eYN21WT6WIyRyO8Am1ze7CoRxStYrE1MOw05OITTmUINdFWOgju+HByjOm688/pW/tvUw+85/oW/97o5ka3QPCiUfahSaGSdslDEvEGucRFvvQYYCw7Ej+JqDx5Ovoef5udt3ybtPJsGxkogpVypPd8idqjzT0IyEtMvNPG1Wc+uWMF2XJrLVeLYR4eXphvIxRd9w/0PPsrwh6W02pOIoYwo5Tfei5NF30pYhHMhRO1RRQPtnNj6A19K+/HyFtmi/9On7ffnLbjVp/7VFvwa2biZ1upPf5u9CBh3ASRj27VMCpnYnfvWvIKkZICwXkti3HPeotgBn/3nXrdeR3PY10UyghzY/BTdF6/+fZd9ensBLVJGceg5A2fl8rQbZjaMu1XO2KuH1Brotdt74XK1lH7dGX0Zafyl03P82uLe2m6qQ1SghsZSJgPjeGpVUEKSRK6IigbLOnePigVzVpqwtJiAZCbeGFSSwZsj8/h62FE9hdOpqjq+/i2d6zUdpCa0FnmMZTKQLtYImw/ElQWuPlPALdQFz2AKEZTnFitHlzeLZwCVX++miydz4FPb5PqRCQropXgqFSmt/c9BRag+NY+F44ejsKmLtoCs7uO9j94A2E+W4zoRsF7sAv4tZMQ9gxep+/ixlX3khx/3qCbCc69BB2jPiUQ1HFPuN5GZSQdoz03JOZev5/0nL3p8huewIhBE7tDJou+hI9z91F39r7iMbCTFvVL2Ana+l47Huk5/zdmx5MGK/0uBmfejiJpsXkdjxpDO3L2YqQWPEMc679JU5N8wjOnLRd3LoZZDf/EeUXyG7+I+1/+jY1Sy9lxhU/pHfNXWilqD7svIqdXGzSfIot6xBuCo022pd2zNyzg4cjoonqvrX3VhI6HQZ0P/MLWu//HFopZLwKHRTRoU9+9yrWfmYhwnKITz2MRNMS8nufQ3v9RtS4jKiapU05GyGtaLjIo2rRudgzz+D+O9by9ONb8QqB0WVTOmq5Cgo5f8zOp9ZmOtYoJJmHQHfQRD5fw4L0kwTaJS5zQ9uwlHcnyYY1xK08rhg5fDUWdKlgKCXlISZMAcCxXePrXBp38yEQwkyrZmoGkr4VD2+muyOHG3PIZ0tRc0DgqSS21Vv5BE4yRXrB6Wz7/sUE2Q7jVBRV4lQpj5VpxI5XEeQ6KXZup+aIC+h9/k7C0EdIGxlLE580H793H6HnIawYVryaWVf9jP6ND9Lx2Hcja0ObSa/7MKm5J7PpKyeaFr4wtl9hrhMZr6F//e8Icp2viErcWHjReiBa660v1r7+XhCrn8W0C/+LnT+7CtP3EoZrkjA3V/HYK0jOOHrEdvndq+j403cQdgwZ8eyUX2TPHddzyPWPU3fM24a8Pz5p/qCS9naE5VB7zOXY6QbaH/nmiP0LIZFugiDfTcvdn6J37b0mYAuLSplfhShvwKYl8PP0PX8XSAd30jyswEfEqwi6djC0vwDKy+F17jBWYVrT9cwdPNV9Hrt7jxqwAsO0IooFo3auwrHL7VrrkcLEQ4biBLmwmqTsNVpwImRSbAe+irMudzIKSTGMsbzrzSgsYrJIiDF6FtEQgxUFU4HG1zE0kufEtczgTzSwFqUsJi+9DJqvpP07T9PiH1xiM3jwobcrRz5bxHHtKEEdHqTNv2el13FK/XLa/vAYyjcPqCGEQxXgZ9txq6ehhSDob2XeB35H/8Y/UOrahVs/h1jjHISwye9eSZDtIDn9KJIzj0VIycwrf2gkHnwPOzMJHfrs+Mk7TNtr0BStVoqwlMfv3n1Qn/k1vLLjphCCGZd/l403nEhINyAQTgI7VU+Y76H9j9+m6cIvjthOq5Bdt77f0ElcwxvWWtGz6pdk5p1K0wVfGLHNzCt/RMs9/0H/hgfRKiTRvIRJp3+InTe/e1Rer4yl0VrTueLHtD/6P5S6dkRMiYjQNmxaUfuQ3/4EIHBqpxNacZzaBqO5WRqmbakCVLHPLGyEoH/TI+zPT+PZzqvxigohNCoaxgr8kP6eAkEw/nRkOEp881SS5/vOoNOfgS09FqYeY3psTWXWQQBemIiGEQTaOhinCTMwIIQwLhwqxK2fRdNF/0f47e3AQeh5CuPnWlU7kNBtWL0XaUkz1FaR24wqq9oIHk+NbSGWrqb94W8a+y6/EMWvgXMMsx1Y0bR8fvtyZl/zC2qXXU5u2wqseJrk9KPBcvC791BsXYtTNZXMorOxYmnikxdQf+I1hLlOrFQ90o7Rcs+nI91MaxCXEVSxF8udYizFXkvoXsMLhSr2mputbGUS3WRhWKJ/y59GTeh6n7/LkEPLQxOhbx7oXj/dz/yS+uPeMWKb1KzjmPu++4yivxNHWA75vc/R9vDXosAaicxGq5nU3FPZddO7KOx7foB6pcqyE+OEDeVTal2PlWpAqNJoEw0DrbqIi5fv6WeevIe1/uKopSLQQkNUnfOKwQTXnYOgh//TJqdqsSkyObaDXr+eP/deTC6sq3ye8iYllcAwXSTbC0tZ6txPtDbH1zEC5VAUtbT7s2gXc7AsQSFbYu7uKXSt2hJxZyYOJ2Zz2hsOq/w7FnfMZG6oyPYVh30WjSM8Tmi4i7mpp8mtA1RgBmiGBMPo3YFnyOMI7MwkpJOg+vA30rfxIVru+kTFHzM5+3ia33wDVrKWUucOdOARmzQfK1GDFcVpv681ml6UQ/UDtUKX8sSbFh/U534NrwYYORqnblbltwughaR/4x9G3aLYus7QNgYlc8ozE7Dtj3yLzPzTRsiQ2Mlapr/lmybOqRArlkKHPm5tM17bFmSiBiklWpkWcN2yK+h++jb2P/DfAyLAOjAUkHGnPzV+9y4QNnayOhLeHbQ6jOKXjiSlADzPJ1naihN2ga4xciiAkmYBGATqYOXgKtd2Y/4k4jILoWBFz1voSk5lSdWDeGGC1f3nsjV/DMtqfsP0+FqUkkhZdo6o7GKMaC3I6iaKuoa6qg66c2lau46Ah4v0dY2ktowLLTj9/MNw3YF0IpmOoZQi1+cP86SWFFWa5uRmFtc9RqkzwGtbbwYCK7ScwfsmGnSQuLXTEUKQbFqCk5nCnjuup+W+z5mWe7KOpgu/RHruSQS5Lgqda3Brp2MlqpHVA6oB+d3PRFaNebMYLTsFRdxut24oJ/KVhtcSur8xZCxt2nXDb2RpjSSlR9DRdCJAUOgzVjhR6bzl3k8T5DqZfMZICxwhRORXqml94L/pWvET0OD3tSFsJ5pqTDDjrf9LqWs7xdb1RqjW60cNafkdOL0Kc52Qro9+oFaU1GmwXAi8IYTcIDQJgkWJkEiqAAHStCJjMYdsf5FC7iD6AKNCEpBgr7eQvd6iEa+aFaQ5z/Jad0v+OCa725kW24QQilDbBNrlse630BcUTQUtikMbntuLXzLJnLTEmJZdg5GuinPN9WfQMHmAwJ1Mx1hw2FSee2onKlTR5K/R2MtYHZxa91MaY/vQoYja2soQhstq6sO+qtDLEaubSWrmsYCZTtxz+4cgcpDQWpPb9jg7fnY1aEWpY7tpmyWqaLr4BtKzTwDAStWbeyhRTZjvGkG67t/wIPndq0hOXzrB7+M1vNIhbNcITKOHEtB1WOG1DYcuc14xi1G/twUdieDmdj7J1u9exOx33hxN7g9Fub2a27mS3be938g8eVnCYh9WshZpOdQtu4Kqw97Apq+bQRxRno4dOLkDfzAdVAzeTWsyevDbcfCLiEGyLGbXIa7uQYgqYGBKPZ6M4bgWk6ZVsXlt60Q7ogP7xsZTaVxphhLW5c5gT/FQuoPpKCRJ2UtTbCMllUALSVxkKxP+0Q4om8coJFpLpAjZ5R3JU20Xg9aUwhhCKKRl4e3aHOkEmoX4gS6VtARnXbSYM950+JC/H3/GAraub6VYKCGlMDQaQOoSx9f8kjnJ1cgyDUeFRomhspgfWgTQYWAGA6Mpea01O2++Fm//5srUfpjvZtet15GefzrZjQ9F35mi7tgrmXzWv1QGWtyG2RRa10NQjKSeBo6jAo+2R77JlLP/9eC+pJcRXt4zuH8HSM8/DREJu5ahAg8hnRGG6GVUHXouQtqosBT5Gho+E0IiY2k6H/8exdb1o24LpsLXufxGhO0aYdl4FWiNnaxl/ocfIjX7eILelsoE2xBxxQlDR5O4GjPpGgXA0PA8yhOPOiwRVx1k5H6qrRZcerEoVuQzVKg47JjpnHXRC6/+CCkGLfyMPh4VrbzBibT5t668DhqLx3rezkNd1/Bs/7k81XsRd7dfT3dpajRcEn1aTSWZAyaUzC04fAof+ez5zFowUmP2zVcdO0R4WQrFoqo/86ZJN1Bn70NFRuXCih4eGsqetIhBsifSJjXjKGZd9ZOKDE7XUzdHml8DwxDCSZHbtpxi60Yj5OnECAu97Lr5PWZaGSNCXHv028xDcsg9IYytkg7Z86uPDtEgew2vbkg7RtXh51fU+sFU3HToU3fslaNuk5h6ONJJovwifrYjSvDKjgBVeO1baHv0f8Y8ZljsY9fN16JKWYSTiCSeHHQpz/S3fdsMOQhB0Le/Iqkzmo7dgRBm2yPSbOQag44qdqZCZz6rRpS6iIksM2MridGPo/sAFUUSjeNYXHbtiVgTm1wYAYWNRxUFVY2vE3QGs1GYtmXa7kRhOL878kvIhnUUVZqiSlYWpaGyua/9g6zouZQney/iN/v/lT91vhVJAEIQaJuSilP03YF4pkYSPYajui7JVR86jfMuXTqiIHHIEdNYtLQ5qoKZGDM5sYc3NH6TucmVmOdBmbpRpvJEzkFlD1qAyCO86eKvkGxaAkBh33OUOrZXBPaFMAvTMN9Nz+pfGyqS7SIsh84VP6bryZsq59VwwjVGVzMxlNcs3BR2qoGuFT8Z4ijxSsNrFbq/MaxYmplv/z67bn2fIeFGpN6mN9+AUz111G1Ss0+g5shLjOeh0lEeIrDTjUjLISgV6N/4ELHJCyNhYXfID67rzz8FrQjzPUZXCUBDsXU9O398JbOvuY3Y5IWgQjNRJC1TWQvHH0wYAX9Y6X7YqLzWmlJPC5KAUFgcUfUwT/ZcCLoISmKJELfUwbGLZ/HMuoM89iDoCZpmGwxXpDdJXoc/kw5/5pB3qhfWR6lg24Y2vvrJu1m0uImerhxTmms45fWLmNxUgx10csbMB9H7n8ITVVhCUSV2Y+NBNN2GEtGDRYITQ2htrNeEQCbqcNINTH/b/5Ea1rYvde82K/fB3KOgGLXCB+4V6cQJvRw9z99J48nvAWDKOR9H2C5tf/iqmZi2bKxkvWmBRZ6Kpc5txBrn/UXX5jW8cjD1vE8R9O8nv3Ol0UFUATVL3jymb6+wbJrf8nV2/vzdhpyuoewsYsXSoAL61tzD1HM/gQpKkcXcQO2hf8MfUL4HWuP37YxaZqYStfOma5lz7e0kpy8lPmkBXsdWhJvEStYSjDIlPz6iqlw5Hki7UjkS2iQfYb4bfFNdao5vYkfhaLJBLSIsorBRxT5OWhbZGb6wfM6cyYgYZuJUNqhHErI2dyo7ikexrXg0R2Z+R727B0+l6Ck1srz3rfx/9t47zqrq3P9/r7XL6XOmMA2GJiCKImLFgr0HjcYYjSlGk1gSY4wpN7m5vyQm96bc3PReNGrsJcauiTV2RREEAekwML2cXnZZvz/WPmdmmAFBjcZ8+bxevniBZ6+9zz7nPPtZz/N5Pp+010S3s9uIY11fT5tuk3n3BmEzM1jghl8/xcIn11AqutghkwOPnM7e+09CKI/9Wl+lselPSFzSjKdFLsNSGe0zIXxtyyvNoKxkYoRrqrZbwo4gQzU0HXUpjfMvGeY4A262V8cu5Vc3r0rpIQrtThNMwEoDYVj0PnsVDfP0dzEyYR8mnv0r2m+/XHeRhG6dG9F6hBD4nktmxcPV5PG9hvdcQieEOBs4GzgEbaNzvlLqmnf1ot4ClO/hOwVaTvgPEBIz0UR04twqp24sCCFoXfBtjFg93Y/+BGmGtLhnUPUSQpBd/xx9z/0Jr5DGbphC84n/Sc3uRwFQ6l2rp1BHmEDrCl+hawX9L93KuEM+Qc2sk0ktuw8hrcAce2cwVpDwA+kUMTTNpHyEaWNFGmnOdzFfXM/Gwl6k/DYm1XUwPfEqg/feyEub/yMoQu5YK/OtYccibyRsUyiU37AtsS24ro+bKfHSM2tJJCP0dKR5bVE7H//0XhQfOp/6Qj9Z6RNBVwAcYhC0hausP98HKYmOn83UT91GdtXjOOlOzEgdbu10lEkAACAASURBVK6H7kd+jJloouGgjxKdtD/9C28mu+ZJHczyfRjhGoxoHX7FacLYaqpaebjprqE7Y5i0HP8V8htfprD5FaQdH0l7UQzZ9uzC/xNwM93U7vsBknsvwIg1EGnZA2sYb2ksxKcewvTP3M/rPz5c00vsCMLU9nW+UvhumTW/fT/FLs2vqjvoIzQffTnCsCgNbNROAMob1prTVAPlldl811eZ/tkHaT7hq2y88UK8Um7kxOqOokpfqE5paZkLO4lfyuI7RT1QIARWrIGYa3MYN9Oen0mPsxvRmGRW/RLqOttZeO8EfE/p6dcdaGXu4AWS9+tYm5/LhuJcDByKfg3Ppz6IKYrkvRpKKs7Y8UxQogbbFlB8cxtT31eUSy6vLtxEOGoRCltsWtvHpjW97GNch7v8IRKGg+f71IkN+Ah8rEBfb2hwCyExonVM/4z2ys23v4IwLKQdIbPyUTb8+Xxq9l5A7Zz3U+7fSNcjP8JN666BtCKBVVjg8mCPdAoS0tT0kGFIzDiS1gXfYfNfv6Kt6YYHsKCg8l7Fe/HKPwhMQYtyfurdvZS3hnL/RtZfd17VpgSlSM75ALEp897wWCEEDQefR98zV+svYbWF6eI7BXLrnsWwY8hwAie1mfZbPsvkj1+LVduGm+sZxX8ikBsQhkV62X2MO+QTTDj9B4TH783AizfgpDYHv8GAZ1YtZG0rMqlR6u9W7QSkYeGVsiRmHI3vlUm/9mCgNO8RtfKEw920hNcjwwmsuNZb9Z0yXrmo3zcCKdmmNts7CR+FaRkjWq1vCgoKuTJ142KUig5Lb/sJU41+TMsmYmcpl/Tkr0UeT5mYciSX0IzVM+7wizAjSRIzjqTvhRvYfPfX8J0SRkhbsWWWP0Ttvh9kYNFt2sfSsFCeg1cYDNqvER0MhwU3Ffj8xgIO3XDU7X82hc2L9cUHDwy/nCfUMAW7fvKo1+/Cvx+U77H5rq+RWnqv5rwKgVXTwpTzrtuh40P1E6nZ8wSyq5+sbmC12G8e5Q2inJy2dPI9+p65Ci8/wPhT/4fsqserRPZhVwMIZLgGZ2ATbqaL+LTDmPzxa+l5/GdkVj8ZvG5risX2khkZvFwHOyNWH/gWa8pI80n/yZY7vgi2nsIMWyVMq4/a2l7gaUINUwDwy5DZsBiYHrQIGT2V/xbwcmYBpigTkm4wlW+R85L4mGyvzKZ8RTgWoVh8E8nuVigVHKLxEFIIVjz1FJMb/6YFgqMO2azm+UrAw0KIkTVBGa4hOml/ws27o3ytj9rxwHcodq3UeoFmmNyGFxl85Q5KvWv0YF9Y6xz65QLl1GbMaL3mo2/l5OCX81W3nOFITJ+PkCbKc7RXMJqbLqRBzTaoTu8FvBc5dGcrpfYDvvBuX8hbxabbL8dJdSCtsH6gWmFSr9xBauk9O3S8Gatnwhk/1O3Tcl5riXllkCaGHUdUhDjNMG4xzdrfn87KHx6EckrVHc1wVCaNKpw5YZiMO+R8Zlz2MPHdj9I8F6nbbLrUvf2gZETqqAwZoHycdCelvnW42V7Sy/9GdvVTqHIeL9uNm+7AL6WrXJXhFUqlfPaYMaQeL4RAvkk+ytsJp+ximG/PdbiOh+f62CFJXfYx3Fw/TnoL0k0RNnJBEPSxZHkrvoqidu4Hqd33AziZblb/5lS6/v4DrUnnFHBz/fp7YFj0Pv17QGBYYazkeIxIrU7sfJe2D/6EhkMuQDnFoKJRwC/niEyYQ2L3o0ddb+0+p5Hc6xQtiB04mxjRWtrO+vnoAZ9d+LfEwKI7SL16j45fdgRphSkPtNN+xxU7vMb4U7+DXTdRV7tKWZRbxAjHEWa4aimm442k7+k/suxb08muflJTQLZG4DqBUtoJB4hNPoAp5/2ZSWf/SvPohARpBGtu/3taqRJV+F1efoBy/3rKfevwywW67v8OSnmofD9uumOo6+F7SDM8fCFmNKzSLT2luWPD5Tx2BmNdssLEUVGyXgMZr4GCX0nmxlxh6DgF5dLOWxuOBaWgkC0jpGCC8ZKO6akO/HyflosSCiFUMNwx8k2YsXFMOufXKKXYcs/X2XjzJRQ2v4JyS/jFtBY1t6Pk17+Am+vHCMUxY/WYiUaEHQYEiT1PZMp51yMMK5BAKeIVs0g7SvNxXx51vUYkSduZPwa0W4jW4XRoOu7LhJt2f1vuybuB91yFTm3X/+O9g/JgO6WuFSO8NYWQKCEYWHgTtfu8f4fWSe51ErEpB5FZ9Tj4LqGmmay/5twRNkterh9VzqGEgRGtxS9lg8BmasJvJUoEzgH1B4xW+G89+RusaV+Cnx/QumgqqMyYVqDpJIMWSPDxCCNoq6qhf3M1/wsEXr4fufUU27AJgwqJWfkeAjj1Y/NZtelFBnvzVQsYKQWGIXCcnfhKbK1A8FY2ykoPP4yfVMuWjYM7fN5toVx2mRp+kbCRhuo9Hjq8Gge3qkzk1j2PVxik5x+/ws106ynoysSr7+GktgQcyDLKdfBFHqSJGatHRev0LnbaYdTMOpn41HkMvHQzvlMgOftU6uaeNaZll5AGbWf+iOJhnyLf/gpmtJ74jCPH9NDchX9PDCy8UUt0DJtulaEY+fbFOJkerETjdo7WsGpamP7ZB8iufRpnsJ1w8x50PPg/lLpfr77Gd0uBZqWv44LywXe0/IRbGvpxSBPl5IntdhhmdCTpPbHHcUQmzNE+sr43JFdRaa8FciQj9OmElnGqxq8gGQP0dK1bQhP6nWH/H0CBFVR9lEL5LhMPOIojGvfkiQeW4wdDQwIwLAPX2XaFf+tp+TeOV2LYnwpGVSSH/U3qhG7ClHo2rx/ZlnwzKJddbNJMMZ5gzPhVxcg34aQ2U+x+HWlHSS25O+hya5045ft4hRSeU6g+Z3xbb/alHcMIxfFKOeJT55GYcQS7ffov9D1zFcXulUQm7MO4Qy7YZsegZo/j2P0LT2qBfq9MfNr8bfLW3yt4zyV0/y5QbhnEGAVSIXQQ2QmYsfqqZYkuIYf0n4aF8j28UgYUSDuMYccCyQmFtKMor1wd35ZS0nDQx0jsecKoc0Tb9mX6xXfR/fgvyG98CbthCsX2xfi+i19MBa5eBsoXQWLn6fchDRglmhkogQcE2EAiPXj/huZt5fo1r0YaNBx+EfGWKXz9JxN54v7lLHlhPUJKejpSmJZBMV+iVBwKikIStID0n57vD8WQQGLkwxcfzoFHTKdcdvnBl/9Kf/dOCGkylAwqBblsCdOSVa/ZsVCVHtlO7ul7PlPEY3qC1E3v8LWUelax8YZP46R1tdd3CihVqnIUgSCZVnj5Hjypp8iEGcKIJDHj45ChGoSUJGYcSXTSAZixhh0yog637Em4ZbQEzC78+0O7koz+jgghtbfqDkIY5giLpeiEfSh2LgP05sDLDxJoaSDNsLZ7cooo30WGE3qDih7iCTXOYML7fzDqHNIMsdunb6f3masYWHQHQhqY0XoKW5YERHw9camkCAa3xFCMFnJkslZJT7wylURSxy9VjV9+IYNn2CAkoXG7UX/gR3j//Br23m8SD9/9KvlMkUK+rG2/pE16YGhgoxK/FArlKwxT4Lkjk6CZs8dz4VePQ0rJw3ct4b6bXx7rzm7npgfn8GGwP0ckZm9XFkpInSBuL34ppah3XkKEdHVTfz/eGMpz2XjjhdTtfw6+V0YatmbZVRUS0Bzu4OROqlMHYCEw400IIQi3zgIgNG43mo69Qgv078Dm0ozWUjvn9B26zvcC/u0TOiHEhcCFAJMm/euIBtr1UzBjDbi5XsQw/ojyPZKzT33T6wrDovHIS+n6+w8RI3aiEiNaizBMzKg+r3KLGJE6lPKp2esUWk/86nbJzJHWvZj84d9W/77u2o+RX/c8SmhBT2SFXyeDAMxQJW94RrU1tt52CoE0TJJzzqBu7pnEJh8IgGEYHHPq3hxz6t48cNsi+rsz2CETwxSUirnhC2hum+OBUDQ0xinkyjiOh5CCmtoIBx6hpzBt22Tv/Sby5EPLd6xaJ8Comodr0dBsuohpGttN6KTUDww7ZpLP6MBpUKYtvJxGex1Zr55uYx41MZdwJInv2niZrm2uN+KSzAjFzuUY8XFadDVco6ujI+RDhr05X1caVDmP6/u0nfEjlFtk831Xkl56L+BjROsJNc/E6d+IWdPMuEM/TSIYqtmFdxb/qjGsZu/30fPEL1BqaDJaOQWs2glYyQlvet2GQy5gcMldeMUM0o7iu0VAYYSTCCmx4o1au873ENLETDRhxhuZcNr3iU07dJstfyNcQ/MxX6D5GM3WSS27n81/+RK+FUU5+WHTnmJoIGLseYJhP6dKJaryD4EeJD7RyQeSnH0atbMXVCkk02a1MG1WCx2bBvj9Dx4mFNG0GMMs4blDosDCEFimQbnkkkhG8L2Ka44WIj/prH2RQRyafcAkHrz9FXzP36EYJiXVqqpSikK2TChsbr9joRR2WKcL5ZI7ZmInhKAh6ROVFma4jvJg+whVg61VDqrHSQPlOhQ2L9ETzVY42BQMG8QbfmHKAwzwfdxUB8nZC4hMmMPg4jvp/Nv38YsZkAaRCfvgFdLgu9TMPo1x886riln/u+Jd59AJIZJCiD3e6L83u75S6vdKqQOUUgc0Nr5xC+CdgpCSCR/4Pz2FEwhjKqdIpHXvMVueO4OGeecz/rT/0Z6vQiAMW7sEBG1MI1KDEasnMvlgmo77EjMufZBJH/o5ZqKZYudySr1rt+kdOhwtx31Za5aFk5pY6mtdo7oDPoJR04oZG4eVaAZrax27rdXAK23aYDeMAGkQbdu3msxtjVR/rrqMlBLDlMHhgngipG1olMI0DaQhidWEqW2IkagJjwpGx5w6m3DUGn2SMTCigSH0Ptr3GTvwV18HdsjEskwEAjtkYssCx4/7LQcl72C36EvsW/coZ078FQ0z9kW5BS3fYO5Y+9IvpUBK4tPma2KvaWOEthKlFpIhfSdFhReEW8T3yrTf+WVSr96lP0dpU+xaQWrxXykPtlPY9DIbb76Evuf/vEPXswtvL/5VY1jDvE8QbpqpeZTFNF4phzBtJpzxw7fEo7TrJzH1gpuJTz9Cb1DsODIU1x6j6E2rWdOCEa2j8chLmXT2r9n9848Rn34YTmoLhS1Ld6jLkZh5nHZDsaMBb1hvfu1xu1F34EcxIjWY8UbMxFY6kVuHxuFqAcIEhNbZK6Sp3++sMRULcplikFjp+xQKm4Fept6M1o+LV19rmgahiEWyPkqyPoptj9w8Nk+oZcZerTtMHxFbdYaUUnj+9idvQxFLx1IpicbsgKXjU4kjQkA4YmFMPRnDskEamNG6kYv4Y7eWlVfW6wQyI8orj9H6FEEMMysHVc/vFdNkXn+MzXd/Hb+s+XZufoD0sgcobH6F8sAmeh7/Geuv/VjQjfr3xb9Che4s4A878Lp/O6Z1bPKBTL/0IQaX3I2b2kJs6jwSM48dZXuzsxBCULfvB6pt2M6Hvkff89dpTSfDrOr1TDrrZ4QapwGQXfM0m+/8El4xGwS1qUz80C+rk1pjITJhH93GePK3FDqWEWqaQePhFxEZP5uNN11M5vXHEFYY1Nb8jK113oap8wq/qvieWnpf1ZdWKUVh08uklt0PSjGteR9WDHu/0ZhNNqO1qUzboFx0MS0Dy9bDH5ISBmUy5RD7zptaPXu57NK+vo/jTtuH559YRfeW7bc69V5cBcReHQQjMau6ex4Lyfoolm1SKjg0NCcY6O5nrryRWrMTV9mY0iEkivgliTOwCRlKaN6bV7FOG3b2Ee2f4F/dMvgu4+ZfiJAGg4tu0/e9KHUyH2/EzXQFFmCjnkZs/PN5GNG6qhZTRQsKBL5TwIo3ojyH7kd/RN1+H9yupM4u/L8DIxRn6qduJ7PyYXLrX8CunUByn9N3iDv3Rgg3z2TyR/RjobDlVdZd/eHAojCC8hyU59J0zOU0HXkpAG6un/bbLye/cSEEunUtJ/4Xdft9cJvnkKbNlE/cQP8Lfya19F6kGabugA9TO+cMsqv/QXblI4hAi3Ekhv2Gtv49Kl+77sTHUex+HTc/WOXzOekuBhf/hXLfRmKNs8H38f0IUgrCUZtSwcVXPnbIxHE9pCGxQxaISvdG4fk+UkomTdMKAEopNq/vZ85BkzEtydKXNr0hV3e4/qQKypCRqEW5OHayE4laxGrCuI6vecumpI5VbMmMRyGwpIttFDFVhIUvG0zY53isLfdqjb5Kt4bhVcytL8hHeS6J6fNpmn8Jm26/XCd5huZnG7EGLe9VGBiZPAfIrnqcfPtiPZxj2vhuWesbColfLmDGGxGEKHauILPqcWr2OG77N+g9jHc9oVNK/RH447t9He8WrJoWGg+/8J96jubjv4IZH0fvs1fj5QeIts2l+cSvVpM5J7WFjTdfghaW1VZQpZ41bLju48y47NExSfEVhJt2p+3MH+MVUqSW3sfgkrsp9a6l8ajLyG9ciJvrH1uQWEjNhfEcGGHBIjFCCXy3qKtUAbof+T/6nv2TTkqUIipN9k3OY9HgiUhDkjB7aKzpwrFb8aRgdsPztNrLSPX1Y/spLJHHUyEKsWZmzf0xAF2bB7nmp49TLDj4vp6e3XPfNtau6KS0dXALhtI0F06hhA6w0pDMmFTm9dfzlISNUjJo3ej3E0tEsAKPQyEF9Y1xzj5xgM47lwf5mU4ElVJ4xTROupNJ517Fuj+djTDDutoWrsF3S7oFWyVmj0yKk3POIFQ3ifELrqRx/sUUu1+n86HvalNywwyGIrbNE/QKg9UKiK5uCBAK5errE4aF75Yo928k3Dxzm+vswv9bkKZNcq9TSO51yj/tHJHxs5n8sWvo+tv3KWx5FTPRyLjDL6b+wI9UX9N+2+fJbXghsFLU/rId930Tu2EKsckHbHNtIxSncf4ljDvsQnJrnyaz+il6n/4jNXudTGzqwWTWPIOX6x3jSIGwo5onVk1YAnmTcFJfA1RjZ37zYjZcd14wZKFA3sXJjfU81PVJyiKGJYtMSqzGExZ5a3cQknB9lHR/nr6uTLV6JgTsf9humrPretz8u6dZ81onvtIc6JYJtYQjFutX9Yy82mBfKEckchpNzSHS/WkEMnDJqcDHMEziSb2BMy1JqehyxTcP58H/vpW+QgO2MbSRVeUcHlHyUy+iyX2d/KaXkYaFDCUQVgSnbx3b2pSa8Ubq9j8HM1rHzC8+Tb59EZkVj9D3wp/1M8kpBfaTYyeFfmEAaepKaoW7p518Aq3TwFkpv+mlXQndLry3IaTBuMM+zbjDPj3q/+U3L2bLPd/EzfZiRmuruzcjFMPNDZBb9+yYOj7DUexezdo/nolfTFeJy1btBCafdz1b7vkvcmv+gTAjQ1OvAbdOeQ5GtB6/kNJDHIG5tpvvR4bi1O1/Nr5bpv/FG+h+7GdghDAjCa0f5PvM4Dnq9llAecnV1HrLsSMhDMMHp4RQFl46S5I8KohRhvAJWR303PM5Ei13cvPvV1LIlbDDFmDosfkNfex/+G4sfHINTtkbaolELKTUGnjKLeGUXcyQycTaLcQ6ngb/OOJGFj84mUBR9iO08QI5DqZEEqUUjS015Fc+ELSWPSqF5+ETXRtv+CSqnENYYYxwAmnagMKrJHLVgKiDW82skxi/4DvVz8NKtmIlWwm3zGLdNR+hsGEh29wdVxDofxmhWKDPpHl+FWKxCiYAzUAbcBd24Z1EbPIB7Pbp20f9u5vro/fpP5J+/ZFAdkm7BwjDwndK9D9/7XYTOtCk/PXXX0BuzdO6AmSG6Hnil7Sd9TOiU+bRcd+3wIqA7+gNaKC/qdyiFtY2bbxcPxW1ADfbiwkkZh6DEYpT6FjG+j99FK8woKWCzBBCCCLFHk49eBVrNtqMT1+PZZuEwiYv9R/DmvzBFHKS/FaDCkIIVry6hcfve41QxGTV0g7ssFmNU/lsiWR9lGjcppgPhjYAw5SEIxa+rzCES6lQxjAgEpG0lB+nu3xQkJLqpMkQLrbIYQqXcWodvWIffE8RiVg4HS9jGv4YEioK5eTpf/JnxEs65ohwDdKO6uszrGCQBDTbK5j2DSWYdvFd1RattMLEpx5CbMo8lBD0Pv5z3YV4gxjmFVIY4ZrAVUIM2YhVrBAN8y1xO98LeM8ldEKIWcAsKiNQcIAQIgv0KKWeePeu7L2H3meuovuRH+EWBlFOASdTQtoxXaIOxvjd/PbH2b3CIKt/fXJgo6KHIpQdx+9bz+DLt5LcewHFjqUYoTjKr8crZvRkLZrLYYTiGFYYJ9WpDbrRYpBNR19OdPIBrLvqQ+TbF2nzZnKUCwOYNa0YdgSUy8TczRTCq5GhWoQQOPlB/GIKGYoN7dSqV+uDU8BJd7Ly7l/Rv2UOhuGj3Kg2GQd8p0D7S//AUjVE4hGMUBRpGPi+wnMcTp5wFT2pGEU3QoO9mTp3KQPWeITQ7VcpdJBSPkjh0WYtJqxe4qnSl7Asg/3mxhm8v0cThF1Xt2+FqE50Kd9FWDYgUU4RJ9WBXTsBaYb09PIwhXUhDKyGKUz+6B9HWONU361TwE1tQVghHRBVhTs3NpTn4DsFpB3TybeQGJEaLfbp5KnZ8wTMWMMOfrt2YRf+uSj1rGbd1efg5ge1fqKjdcus5HjtN2wYOOnON1xn422X6WGggFsmnAIiWs+Wv36F3S66i57HflodXPPLeXwnj/I8XT0P9EOVW9K/mSDaWHVtjD/1f+h56rd0P/rTqtuKX9ZiyVaiCWGGsLsfZSYZRF0MYVjkyjFW9k7HlD0U/fpR1+r7imy6yBP3LyUZd8Epo6RVFQWXUrB2RReGKTFMg1g8hDQlUgrKRZeDpy4nnn6KvkIjYSNLnXqN+7s/jxA+qMpsLXjKxCHCeGsxs3mQ59wrGHSbOeaUGZQ6/87E0BJWGHuS9eoxpI4pri9AFWg1FulhllJGJ7oozEgtRiSJl+2rqjCARNoxppx/g+Z7bwUhBMXNSxBmpPr6sVquQwcYeMVsIBSs1RYqXQevpNv1yb3f94bfh/cy3nMJHfAh4JvD/v7Z4L8ngKPejQt6L8JJd9H9yI8Qpo0ZTuIEGnF+OYdyEmCFAEW0be5219l819eryVzFrN4vZTGkQWrZ/Uy7+G66H/0xvlNEWmHMaC1+OY+whip2wrCw6tpQbhHfKWCPm0bzsVfQ8+RvKHS8hl/MMpxn56Y2I+omgTAotL8c2E8FaVtAhvZH8V6GwXMYfPV+vOIUwMUvDCLDNTqhKZVRZDm08Ule6D6SuP86M+IvETO7iSQjxJwekuM0J8YrpHCzijpzMxMjr7EpP2to946gJbSapNmFgc+Upn4Om1ui54ZvaP0qt1hNsHQnQQfFCn/QjNfj5vqCpHpQ37vkeOr2PYP0sgfxyzlqZp1I8/FfGcVpU55D+1++rE2pVaV1XJFXGDuhE3aM8Wf8kIHnrsHN9xFpm0Op+/WgIuGT3OsUWodVAYcj3/4K/Qtvxsv1ktj9WGr3PX0Xz24X/unYcv+VeMWsThQC3qfyPdx8P1aiCeV5xGcctd01smueIrX4TmBoQEF5ruZ/SQM33Uls6iFk1zylBzNCsUAaqEi4ZQ+KncuRQgTnK+M7ZVAek879I345R89jPw9sxyrxC/xiGlcYyFAMv5TV8iuBtlpfsQFZkUTaxm8VpcgM5jHyPfh+CNfRLUUVbiSd0pvYRMShWM5RSgtm1z5Li3wNozZGXb4DoyZJa20K5bus3dKCwCNiFMi70cDPIdDaUwa7RRcCLpOMpzjoyPNpePUi+koZjHIPxzf8htW5A1iSPZ6A6MchjfcQC3vg1+EEia+XH0RIC2mY1B1xiR6861lNqHEaLSd8jdiUg0a9xdSr97Dp9i+MbHdLi8rgymgIWhd8h0L7Igrti7AbpuCXcziDW1BOAbthMm1n/HD0oAa6ytv/4k3kN71MqHE6DQd95D3rdvOeS+iUUt8CvvUuX8Z7HrkNz1P1rbMNpBnSiYZSuIVBTGqoO+Bc7PptyyT4ToHM648Gf6vwFfTfvFIWq7YNK9HEpHN+Q/sdX8B3tNaSEWtg0jm/pu/Za0gtu6+qCI9hI3yfxvmXAPpHrZyxbWmcTJcOosoDKfHLedx8v3bBqPBZxtL5C5A0uwmJDCVVg4mn274KlLKZYi9kglzI6U3P6f2qlcCO1uCmV+AJQ6vim6Eh/0ABB9feSau9gnX5/VAIpkReYUpkMVIA0mDBCTbdj/xSa7/ZujXkFVJDnLiAPKwDmMIM1yCkiZPrAxTJ2acxbv7FDL5yO14xBUKQWnofRrSO5uO+PKJCt/HmzzD4yh1bBb5A02mUdICeKG77wI+o3/cM6vc9Y+gIz8VJbcGIJDG2FoEOMPDSrXTcf2VVzDi75mkGXr6ZqRfcvCup24V/GpTvkV//vOZnCVGVgAKFX87p+JNsHcGzGwv9C2+GQJxSVYQlUQG3V2t5TvjA/7Hpls9SaF+MMrTmXNNRlxFum8OmGz6F8lzNlZMWUCYycS7hcVPpX3gT/ojK3VDL0CsMIgyLUOssSp3LdSKa7cXMOSh/PojhEiTDJFGgulaEfoqqDYkC36Gc7UeIKLVmJ8fHfoeIKQxVQMkQ4UQNqtiNXyxoTfloHQiJFdgImtLBwMHFHnG+ZbljOabhKvaZVoLNP6JcSGGEYnoKNd3J7rHnqLfaKfo1NNtrsI0ybjqMWdOClRyPVxjEK+UIN+9B4xGfQYZiZFc9Acqn2LWSrod/yMSzfjZCLiu3/nnWX39BwK0eBt8J2rZbJ3SS2LRDaTzsk6M+XyfTDb6LWdM65uR1ebCdtX84E6+QQghJbt0zDLx8C1M+dg3RidsvZvwr4j2X0O3C2wM9pj/E3zJrWnWJPD+IXT+J1pO/Qc2sk7a7hgrEaoUVQZW3qoh5Psl9TgMgPu0wZn7xaQpbloKURFr3RkiD1vd9Czffr5W6fc0na5j3pfwpIwAAIABJREFUCWrn6KRCmCGdBAqheRDDx97dMuPf/wNSi+8ktew+1Cjz7e1MVQFCKA6tvY0nBj6Oo0L4HhjCpclew5ToIp3s4uo75BeRdqO+BuXj5QeQNS1a0ygQEpXKZUpkCVMiS8a62ZT71mnP1GAnbsYadIsg14eM1mKGk5QHNwECL7C3kXYU0/dpOPSTtBz/ZXqf/gN9z16DtMJau8n36HvuWoxYA40BP9LN9ZFaem9w3q3umfKr8iXCsJChGJEJc2g54atj7pKFYW43ofdKOToe/G+U72rZHc9BSIN8+2IGX7mT+gPP3eaxu7ALbw0Vmy/NmTPCCYRh4uZ1pa7xiM9Sf9DHRjlGbA2/mEZaUTx3gK11O4RhE27dGyElU8+/kVLvOtxsD+HmmdUNTvMJX6Xzwe/i5/OgFOGWPZj4oV9Wj69y7qobqSE9zvD4vWic/xk23vIZyn3rAKg3MiSMXlJuI6ZwcFRFamgIligglUvMGkRIwaA3Hs+3EcolKgY4OHkHHjYWeQzhAB6mPQ7Ps/GcwgiuWXOiD3ugQMFLap/VYUljSOYYcFroLM2guW0OqcV3VHXcpBXGrmuj3LeRxmgndtLAzUh8R+G7RfxyTsewcBIz0cJun74dJ7WF1b9+34jhu8LmV1n/5/OZ/pkHqkLmHfddqeOWNEbr1lU5kjbgY4+bTsO88xh3yPljfr7W1pIzW6H70Z/iZvt0dbWc121r02bz3V9nxmfv3+6x/4p413XoduHdQXy3QxFWqFo1E0IgrQhmopGp511Pcq+T31BLyojUEmqcMXYbT8ig1RD81bCITpxLdMKcYdUkpQVC3TJ+KYfvFBh46WYKm3VSVLf/uVRK+UJIvTsTEmGEMBJN1OxxLNHJB4yRzFE9bnsYF2rnfU0/5cDmZ9m79hnm19/IEfXXY0p/ZC7oO+C7GOGEbpk4laldgRGpRQaG3dtCcq/3Vb0lh0PbFgmtfm+YGKGEXkdpf0G3kEJa4WqVoffZq7Uva6UyGOg29T1zVXXN8mD7kPVXYLM2Ar6PsCLYdW3M/NJzTLvwL8SmHISbH6DcvyFIrHcMxY5lKKeoRaoDsrPyXfximt7n/rTD6+zCLuwshJTUzvkAfrlQ1cwUZhgjFKf5uC/RdNTn3jCZA4Y2rWPFCjGSsxUaN5XYlINGVKu9QgrllQJuXYFi10p6n/odoIciRMArFgI9bS4MzU2NNTLukAuI7Xaodu6pnFLAkfXX0mSvxxQFDOEi8JE4CKDG6OWw2puZHF1KW2QVx467mvktDzC74WX2qXmY4xt/T8zKAAID7XgBCq+URYbiICtt5aAyZ4c5uvVOTOGNEFYOySym9PCVQT97Ujt7ASBHPBO0kwYIqWOSEVT9UAq/lMMrF1BukcajPqfllF65A+WVq4NWQghkKIaT2kJ+05DTRal/fVA0HaPLEiR6RqSGief8lj2+9DSNh1+IUj6lvvV4xR132AHIvP4YfjE9RNFRCr9cpLBxIW4htVNr/StgV4XuHYbyfQZevoW+567BK6SITz+CpqMvw65te0evQ1oRJp/7RzbedFE1qQNoXfDfVTmTHcH4913Jql8cH0wSBUFRGpiJZtJL72H8Kd/Y5rE9//iN1o2quEwoDzfbw/prP8qe/7mEurkfoO+ZP5DfuFDzSQLzbRlKkJx1EtIM0f3oT7axup5wkrFxWr/IG8PWRgjCRoHda5ehakp4uUGU56PYesBAaIHTaF3wAPF1e9r3iM84goln/4oN132C3PrnEIat+TyBR64MJZhwxv9S7l3DwMIbUcofJexZCXBGrAFfSFQhpb0rg6nfjTddyIT3fx8vp6d/9ZBCkIibIbx8f3U62a6bjJAWyikiDAMldVWxytGL1ZHY/RhaTvwaVqIRr5hm811fJfv643pCORSndcG3SY5h/7Y1jHBCt39h2HvS96rcs2aE3tWOQlcY78fN9hCdtD/xaYePOfCxC+8eCpuX0P3YTylsWYpVN5GmIz/3rriINJ/wH5T715Pf+DJKSpTvkZh5DI1HfGaH16jd9ww6H/ruMO1FDSPeCPjkNy0as3oNUOpbT9fff1Ct7IDAL2bpfvznJGefRrRtDq2n/g/tt11W9Z9GCGQ4ibQjxGccSdcj/zdKcDdiZDm64RqKoh5fxiirBOm8SUz2YMsypihS9OO0RZYj8WmLr6ctto603A0GSvhoH1l/uBCJ5yAjSYxIPV6+D+X5+KKEEanhgE/9kdqNBrde9TLSlIjSQCBXJDGtENNOvYzopNnB7z09NPkebBgrfuTSCmPVtOCku/DLOfxyDhGK0/3oj1FumfLgFq1uoBTKLekBMMPWNJ/skMxKaNx03HSnJs5IA6VktVIn7Cjh5j1oOvoL1O6jHZX6nr+O7kd/EogG+9TueyYtJ/1XoA6wfajKINqwGKP5ix6lrpWY2/jst7me55JZ/QSF9lewasaT3PtkjMgbbyzeLuxK6N5hdP7te/S/cL2urkiD1JK7yK5+gumX3Pe2SEIo3yez8hEGF/8FFCT3OY2aPU8Y86EYnTiX3a94ivz65/G9MrHJB2KEa8ZYdduITJiNEa0LZC1czRELJXQCsS1SL6CUou+5a6s7LhEERKUUzuBmil0ribTswbSL72b9dR8nv+HFQEncJtw4ndZTvkl5YJP2edwGpB1BoLDr2nQlsJK4Chl0ZH1dOfPKNB1xKeX+jfQ99ydd4drKasYrZjDCNZjROhqPugy7YTKhhqlVH9Pm477Ehj9/QpveR2vxXRe/nCGx54lY8QbMWD21c89icNFt+J6jr0FKkCZurk/v+qUF5fwQ980Hv5ii2LmC9dd+nHDrLPKbXsEvZYbfSMLjZ1cTJzNaS+3cMxl48QZdbaskWsKg6fgv0XrC10bco023X05u7TOBtIDEL+fYfPsXsD95M5Hxs7f72YeaAwMXX6GMihpNYJYbyDqIneDR5TctYsP15+sKaBDso5P2Z9JH/lB1OdmFdxf5zYtZf81HNX3ADFPqXM7Gmy9hwuk/oDagWLxVlHrW0P/Cnyn1rSM6+UDqD/jwmNPVRijOlPP+TLFzOeX+jYQap+/UZhT0xja++9GkXr1HxwNhIAOpIN8tVSfvx8LAS7foyk5QDdc8YE2F6Hnqd0w+59c0HPQR8F06Hvi23mOaIYRpMelDv8AI15BZ8Xe25tdVEDHyyLBEhm1qIynymTxKgWn4zEi8gqEqm1RBuGUmE0/4Oqt+/2EKJYWBiyEchNDr+uU8vltCGJLEHscz7pALkHaE6JR5SNNmVpNP8q7VZFIFrGQL4GOXt2DagjmH7omQBm1n/piNN12khZaDLoAwTLxCUBEMxbXOnu8GjQGBKudwc4Kuh39Y9Ux1BjejfIdq98W0R/hBj3/ft1j9q5NQnouqbAiFxK6bzB7/8eIIXdT0aw/R+dD3kKaNtEIo32Pg5VsRhk3ryf/1hp9/uGkmTv+GYSqCgFAIM0x5YNM2k/mx4JVybLjuPIqdy1GeFvHvfvRHTDnvz++Y3/WuhO4dhJvrY+DFG5FWpMoXMAwLr5Cif+GNNB112Vs+x5Z7/ovUkr9Wd4SZ1U9QM+sk2j7wozGrJdK0t6szl9uwkN6nfkd5YCPRifvTOP+i6gRQsWslfc/+SYs2ljKYsQZ8p1h1JajZxoi4V0yz8aZLcDOd6B6mq3d7spIVCMr964m07IG0wky94BaKna9R6l6FVTuB6MT9EVJSKujpT8+tDEKMRMPhF5N65Q68fAppx/A8V/PdQgk9rRZOMu7QT5KYeSxOphMjVo+1ciJOuisYxgh+4sFkGkLQevI3aJj3iVH3MjblIMa///t0PPAdnEwnfimPtCPkVj3OlvuupPWkr9P6vm9RO+d0MisfJbXsPsqD7Qjfxy9l9YPBDOn2LgJh6ARcKV8ncIZJqGkPsqv/Ab4KKpr6PbvpLTipjqpdzsQP/hQzWk/fs1dpV5BwgqajPk9T4GFZQXlgE7l1zw0NpaBNzL1ihr7nr6PtjB9u83sBuiUSadtXt0vUkFSpEUli1jSP2WbeFpTv03775Si3jBHs+JVS5Da8wOCi29+Q3L4L7wy6H/2p1o8MRL+FYeK7Jbr+/gOSey+oxrU3i+y6Z9l444Uot4yQBrn1zzOw8CZ2+9TtY9hBaYRb9tzmA9PJ9ND37FVkX38cI95AwyEXUDPzWEDHoYGFN2vqgFvCiNQhpMQrDOJ6DtKOEW4aW0S795mr6HniF1SHjRQoGejBKYXTv6H62oZ555GcvYDc2mcQhkVs2uFD9287vxGrto1Q0+7kN76IIRSxiIcq5RCGjRFrAOVRt/85Wk4o0UypZxX1M+eRXfc8fj4VXFuwufJdnFQntXPPpO3074+qGhmm5IIrjuH2q5+ltOkF5tg3EooWicZsOm64n4ln/ZzY1HlM/9zDpJbeS27tc2RefwRhx1HFFF62V2+u/aDNW1U9UPilLNIIkVv/vI4TXqCPJwKes5BkVj5K6NALAIhO2o8pn7yF9tsvxxlsRwiD2PT5TDr3D6NE7nue+p22YAzclYQ0kFaEgZdvofm4L1WridtCcs7p5NY8je8WqoLwwgxjRpLbdUkaC33PX0uhYynSjlW50l4pR/udX2baxfe8JTu8HcWuhO4dRKlnddWWZjiEkOQ3LHzL6xc7l5Nacpf2Vx1mvpx57UEKB3+caNu+O7VeatlDbP7LFSjlIQyLwb71pJc/yG6fuh03082GGz6tf5xCaM20gY1QMbYWBtlVj9N+55dpPfkbmn8WoPPB7+pWqxmCart3aBxdV+FmVF8vhCDSuheR1r1GXJ9dPwUZqR3VLgGITj6Y5qMvp9C+iNzaZ/WOSRqEGmfScPiFRJp2Jzr5IMr9G9jw5/O0owVCv06AkgZCWlrY144Gx1s0HPzxbf4wa/c5TcvBPPy/GJF6pGnpFvtLN6F8B1XOU+xaiRGpxRloxwgnMMMVnbccXq4fYSfwy8MdHXQLE69MuX8dZrRBVw68kuYSRpIor0x6xd9pOPjj+ghpMH7BlYxfcOV2P18316fNsCtyDb6HcssopSgPbNrusRW0nPBVNt78Gd1KlpofJIIpwJ0JYOW+tbi53hEVPSEEQhgMLv7rroTuXwTFLa+OekhKM4Sb68cvZbY5Db0jUErRcc//B74/Il642V56/vFrxp86tmzOtuDm+lj7+zNwsz1am2xgA+2bFtF0zBXUHXAOa//4Ie2kEsRKN70FKpYwCJQZYs3vTmfSub8jMixhzG1YSPcjP9J6jaVhv1XfRQkDhCA6aaSYsRlrIDn71FHXmNjjOAqbFo3g6gFg2Ey75F7Sy+4nt/bpoK2rZY0aDr+IaOss4jOORFpR2u/8CpnlD4IwdKyW2hNbSIm0oxhh/Zn4Xpn6Az68zRZgfWOcT1w0i1W/uAKlFEaoDpSi2LWCddd+lLr9ziaz/CGkHSO/aRHCimBaIVS0Ft8p6sldO6xlpsRIwXTfc3DSXZrWEa1DlfMIIZHhBBgWAwtvZFyQ0AHU7H40s/5z8Rt/xunOajJXbeUqP+DC5d4woavdewG9j/8CJ9ujtQuFgfJdwi17Epm43xuefzhSS/6q+YTD4p60o5R71+JmusbU2nu7sWso4h2ElRyv1ca3IuAq5e90q2As5Da8qPkAwzhaQgh8z9G7o52A8n06H/pvTeANxZFmCCOcwC/l6H78F3TcfyUoDyOcwAjFMeMN6IhjYcYa9E43P0jfM1ez4ocH0//SLXpdzyX16j1IO4oVb2QEaT+YYIpNPWSH7odXGAgEcI2R5FlpMenc39P19x+Q2/CiJuyGE5iJZtxcL+6g9s1FCDbcdBHFvg242R6cdAdeKaOrWnYUfAc310t5YCNOth8n08Xgkrvw3dF8PCe1hY4Hv0vnA1cG/LaAqB0k771P/pbU0vspD2wks+qxEYMEQmq7syEeohqa0fV1K9srZKqB0ko0Yte2YSUakaatfQ7LhVHX9EYIjdtNBz7f1UMRA5twMl14uV5K3au1Dt6w91fqWTNqaCKx+9G0nflTQnUTwXMwI0la3vct6vY/Z+cuRprbmCtR27We24V3FlbdxEC1fwjKc5BWJJicf/Pwcn2UBzdrH+JhkFaYzKrHdnq9/hdvxM32Bm4rIV2JNmy6H/8Z/Qtvoty/QQub21HMRAsVRwEj2qCTtWKaYsdSVv/yJDbcOMQ1Hnj5NpTvIcOJYNpyGJRCRusYd+hoCY2xUOpcoavt1SEmAEHjEZfi5XrofOh7ek07ghUfhzBDpJb8lZpZJ2GEa+h7/jpSr96NV0jr+JXtxcsP6KRCGnjFtP5dpzvw8oP0L7xpTLFl3y3T/9KtrP3DB/FyPdoxIhhMkHaUUucKuh/5EaXeteQ2voib7akqGwghMOyIjkVuOZg+VsHtCIa8CqnqkIkZqcWunYCVbMUIxREIzUl+E4hOPhDfKeI7RZyBTTjpTtx0F16uj/zmIcUBr5im2P36qKEJI5xg6idvIbH70QFFSFE75wwmf/Tqna6oiYpO3lZQSml5sHcAuyLlOwi7biKxafPJrn5Ca3QJiXIKCMOm/qCPjXhteWATmZWP4HsOiRlHEm7a/Q3XN8I1Yz78hDR3eufs5fu1pEYwpl6BtMLk1j2rpTuGea36TlHvygJPUuW7Q21Bz6Xz/m8TadmTUPNMlO8gRBhpGljJVpxsj9YcEoLkPqfR9oH/26FrzKx4GCFN7PqJeMWs5l1ZEZRSpJf/jd6nfx/wMIAyeMUMZqyegUW30nzCf2iBy+6VqFJ2aFfulkD5OgBVfoS+B34BBWy+88v0PXMVsd0Opdi5nHDLniRmHMWm2y4LiMD5YBK2iFXTjLQiWm/O96vkYRFo9jmD7RiRWm0HJI2g5epqLl0g6Ds8QBS6VqBKWYSl3StAJ97SsEjMOGKnPl/Q35fGoz5L19/+N6hyBhN50sQrpGi/44tMeP/32HT75yluWaqT+0iSCaf/gPi0w6vrJPc6keReJ6J8700PMNj1k7HrJ1PqWzes5eqjlKJ27ofe1Jq78Paj8chLab/1Uny3hAwU/323pCuyw2KP7xRIr/g7zkA7oeaZJKYf+YaJubAi1ZblcF8p5btvilieXft0lbpQPYdholyf9LL7R1pX+eVqZ0E7puQ1BUT5oFyyq5+g6+8/pPWUb1QtDgVg1U7AzXQF/sdg109i4jm/2a7cTwVeMU1u/fNYtW0op6g5vtLUjhHrniG/aSFevo9KoueXczppFga5DS8Sm3oIvc9djVcYILDeqVr0KXTcrQybVVxzUq/eQ3bN0zTMO49ixzKkHaNu7pn0PncN+fUvBPJDJdxsN0YogRkfhxeIH2NYWm7E19QVL9+P7xYxo/W6EhbcL2FYKM+p+qgGdx5Vzg1pkQ57Him39IYSWdtC01GXkVn1OM6AlnyqDPaLcIL22y5j+mcfov/F6+l//rrq86n+wI/QfPxXqrHKrpvI5HN/PzR49yZbo3X7n03nQ98dMQzml3JE2ua8Y5aJYutq0b8zDjjgALVw4Vtvbb4VeKUcnQ/+N6kld6OUR6h+Cq0Lvj2CfDmw6A467v3GEDlfQHTqIdTOPo3EzGO3OY7vFdO8/pOjUF6pKurqO0WENJhx+eNjqmRvC75TYMX/HqRbcsMe0n45T6hpd0q9a4LBDh2k3WwfXjGlFcuVX/3xAFg1LSjPoW7/sxm/4Nusu/oc8u2vVHkkSim8wiDJWacw8exfjLgON9dP/wvXkXn9ccxEEw3zPoEMxeh5/Jfk1j6Nm+vDjI8bIWLrFdNEpx5KesndIIdG7fV3XSAMGzNWh1fO4+cHqu2JCrTNDFQ05kYi4JoFlUnNccsGa9ZTTnWg3GJwuIVZMz4wpRbIcFy3NcsFqiKhwghsiiz8Ul5LG1SHMlRwrmSgWyd0+8iwdRVW6GS9/qCP0nLif+7wZzscSilW/+J4Clte1ddoRTCiSRAGfimHVTsBZ3AzMqR5dpXEffol9+3QQ2tnUOpZzfprPx5sCLSPbs1epzDh9B+8pUlXIcRLSqntG3q+R/CvEMMGF99J19//VzsAWGEaDrmAxiM+U/2MygObWPenD+PlBlBeCQwbI5yk4ZBPkJh+xHYJ4ptuv4L0svuQoXjQrvPwnSLjF3yHuv0+uFPX2X7HF7X4dnho46mUwncKJGYeS2b536qtXd8t4aQ69O8u2IhW2oUyHMeM1qF8jz2/tpjU0nvYfNfXNBe68uB2iijls8eXnx/RLla+T/q1BxhYeBO+UyQ5+1Rq9jqJvueuJfXq3ZqCEdbC3dW13DJGKE6pfwOqXBjGp9UxQVoxzHgDfikbUEX8ERUgPe0Z+JhutSmsVgENUycZgae2csuYiSYt0F6dOFXYtRNwsn3aW9rW9mR+MTMsLopARqRWu2uYNgQC9dXzGiGsmqagNT+A8jU/UfsjGti1bUz95C079Xwajt5nrmLLvd8IBqksLSVlhfGKWWLT55Nb82TAWzeq36emoz9P4/yL39T5tgXlOWy69XNkVz9ZpaCYsXqmnHf9W4qVOxO/dlXo3mEYoRgT3v89Wk/5pjZ3DidH7AjcbC8d931DP+TtCF6uH68wSPrVe8itfRZph5l09q9HVEiqa4drmPyRP7Lp1kt1aTnQ+Zl41s93+scirQi1c89iYOGNCDMY4vBdbTA//xJyG16k/8Xrq9ORMhTVCZ0Z1gMFQaldGCYKHaTKvVo8s/V9V7LuT+fiBfwTIQRWTSstJ41MStz8AGt/fwZOugthmBS7VpBZ+SgoTyc10kR5Dk66EzPehBGK6V2WNHHTHUMeptVJKQGeg6rIn9gx/Hy/3sEit5o1k9qjcWvBZEBPcJaQgWilm+1BBK1IM1YfPBh8lFPGGWyn0kb1R5T7g7MJoXlrbgntVehXp8eUW8Kqn4wcVtkQRoj6A84O5Es8krNO2ibXo7BlKQMv3YKb7SE+81hqZy8Y5d6gCcU2ZrwJaY2cJNVVxKFkTn8vwnilLAOLbqf52CvGPO+bRahxOjM+/yjZ1U/i5nqJts0l3LLH23qOXXjrqJ1zBsnZp+nJ71B8VOVty73fwM30aIqGK3FSHbjpTjruv5KeSC3JOWcwfsF3xhygGL/gSrziIPl1z6GkdmVomHcetXPP3OnrrJ/3cdKvPRhMd2oHBL+UIzbtMBoPv4jsykfx3bKWt5BWUJ2R1elwFWymtbdxMbAmLJLc6xQGF91BbuPCquSIkCYTTvvuiGQOoOOBbzPw0i2Bqokkv+VVttz3zao3M0Jq2SG3hFXTDOiKVWjiXE1/cIvVCUwhBMrz8Etp/HACGa6BXL9OysaSQwrXaMmmERCAr2VMzJB2o8n2auqK7+l4btg6EVcKJ9NbdetR5dyw+FiJXzpmVS26gs2wsMIop4gRaxhRgDDCcYQZYtzhF1Hu30CkbV+Se508pquMmx9g4OVbyW/Ullz1+589ZmKkeYI11cp+Fcojt/oJhBkerd357J/e9oROGBYTz/kNxY6lWtIn0Ux8+vwqx++dwK6E7l2CtMIwBmFTZ/cgDUsTTYupoZ2W8sBXbLr1c8z80jNj/giik/Zj9yue1BUXpYiMn/2mOUiNR15K9vXHAqFfhbQiNB37RWpmnUh8xpE60Vx2vw68CGr3PZPc+hfwU7lgg2iCkLipDkCRXfsUG67/FBPP/gUzLn2IgUW3U+p+nUjbvtTOOX2UZEr/C9fjZLpG7LDLg5tRbgm7YQpCSIxoHV5+QO8qA2urhnnnU+xYSrl3HZ4/MKQB5etwZMbH6WmoigOF8oI2RaVkL4OEL4I3KqGreDIOk2QRRkDGVUgzhF07Hjc/qNuv25RuUchoA9IwcTNdwTJDO3HlOUGyV9JVu8qpTItI277Uzd1+tWJw8Z1sufu/qiLDmdVPMLDwRqaef+Oo701iz+PpffJ3gX9vcKsC710YW0vOGdy83fO/WUgrTM2ex/9T1t6Ftw9CGmN2CnynQG7ds8hQDKVU1ZQeIbWTiBUmtfhOEjOOGvNzNsIJpnz0asr9G3BSHYSaZowpWbIjiE6YQ+3cs+h96jf69yQNYpMPZuIHf4oRrmH8+79Hx/3fCjQlfWJTD0G5ZQpblqCcoo4DVlRrQiofYdqs+vkxTP7oVUz+6NVkVj5MeuUjGJE66vb74ChaTLl/A4Mv36LlkypDal4Gr5hGxJswTBsr0YST6tC+o7kBDCuE3TCV5D6nkd/4khZdd/IjbcCsCEYwRakHM9I6flXzOT2YZkSSYyR0w6t1+gBpWPiA7xYxQnGsZAteMYNfSI/iS45Yx7Ax4424mZ7/v737Do+ruhY+/NvnTJc06sVN7sY2YAyY3kOHAAkECCW0BAjphCR8pF0C9ybhptwEUgghBRJKAqETqgE7dAw2GGODMbhLVpeml3P298c5GktWseQ2Gnm9z8OTeDRzZmssba+z99prgU47uw1KoTFz+cF2Og49fk60lcFXNWWrOYaZzgY+uv0zZGNtKAXRDxfQ/sbfmXjRHX0O9xVNPDC3mtp9k6DdHuF2NtnrhhicwMuKt29TncytUUoRHLv3Vks+7SwS0I00bm4GOE3uczdB3TV7vU7P1djq1ymZftQAlzCHfaJ1S1pr1t/3VaccRvl4Z8Upm6L9rX9QdehlmMEyxp/5czLHX0u2qwFfxUSnSXY6wcaHr6V98QNOMGKn3YkxgBEsJ7rqRZoW/Ia647691Tuk6Kr/9Nlqc7ZDlfOPg8ePJ1SOMn1ko01kk1FMX5B0+zpK9z6d+OrX8YTHoDMJrEzKOZBiW04vVXACwmCpk4NielCeAIbhzZ0S686L2fzBbt6C7VluwAyUYMU7nG1C0wOGxzn0Ea4j1bRywO/P8IXAStHrYAjunXh3uZRMIpfHaKfjmP5iwlsp+mun4zQ8fj3K9OSOz2utSTYu77clV+XBl9K59DEynRu7P2XFw1DAAAAgAElEQVSU4WXMqdfT8Oj3+0yUKIOiqYcNOgaxu+qR+2al3ZUjp3yFwlkBs7VNx9sPDBq4d+dUbo+Otx+i/a1/YBZXOytvVpZUyyqiH71M6eyTKJtzOuHZJ5Jq+gAzUIqvoh6tNZ1LH2H9/VdjZZJOfi0KDANPcTV2sou1d13OjKsXEp590qC5X/H1S3C6K/RI5+jejswmAeewmVMns9GZp+wMXrRTQsXjd1I7AiXY6ZizXZyM4OvRzsoMlTmra9pGeYuc+dL0YHoDbt3NnvsOPeYZpXK/04a/GOJtzs2f+zxlePCUVJOJd0CvU/c9LmH6nNXN7qK/7vWcbBu32oG2cvOHk1enqTrsiq3+3TW9cHPuQEs3Ox1j46M/YNpVj/Z6rr96KuUHXED7G3dhuwXdlTIomXUima4GEuvf7rV6Z6fjBMfvs0vKiOxqcsp1hCmefqQTTPS4M+q59O88AD1u2Xo9z0pG3ByK7ZNsWEZi/RIMfxGG6XVPuYaxkxE63nkk9zxvSTXBcXOc8hm2TeO/ryeyYr6zzGw7y+9msBRveAyGYWB4/XS4J14Hk423O++X7f29OAGeRqnNq1nZWItz4xquxQyUElnxNM0v3kbFoZ93D0oE8ATD+Gtm4AlV9DplbIbKMfxhzEApyr0Lrzz080z+/D8Izz7RbbjttqBxD06AwnCTep1cCa8T4NgZ5x8xd1smMG4fBji66bzWzedw91N6n362NUaghEDdLHQmgZ1J4KucyKSL79xq8edEw3vOuHos9Ss32bdrxTN9nu8JlTH1ygepO/E6iqcdScW885l65YOUzz2TigMvdLaa0nHnNFk6hr9qKqV7njzoGMTuyfAGKJ52pJMP2r2Y7aZfbD5E5aym9Mc5sTj8E9v9aXr+V84Jd28Aw+PD9IdQhkHTc7/aPF6Pn+DYvXNbedEPF7Lx0R84vztWBtDg8eItHeeelA1hJbucskuDsDNJZyt0y9Z7prO1S4+ct2y8E22lnZP4xdVk2tex/r6vUXv8d5w8Y8PECIQxg+V4ysZv3nHAqSNqhsoxunPwtEVo/FwmXXovVUd8EaPIrT6gDLfOp5s64XcCJSenMImvYiKeomrsTAqdTeIrH0/t8df2k0Pcg7bcnQScXYqeuxbayeErnn4MOpvK5d7WHv+dIc0dkQ+e61NyRHlDpJpW9tveq+7E71J/3q2U7nUq4ZnHM/4zv2b8mT+n7sTrnBW5ZAQ7m8JKRlGmh7otCqyPFrJCN8J4QuWM+9RNbHjoO84voDsrmqFyt3p5GgyjTwXr6KqXaPj3j0i3rUF5/FTM+yw1x35rSO1P+pNuWw30PfGjbYtk4/J+XxNZ+TydSx91AihvkLSbx2elIk6fP3CD1YGPqGciTWx48DvEVr+GtjLO9oRSmIFi5y7f46fnXaeVdLYbzKIKDHc1z/QXk+3cQNHEA6g86GKSG5diFlcSGLM3a+64gPjaxc5koRR2Oo6npAqdzWK7W9ttr91JdOUCJl92L9WHX8nquy53V0udJN7Q2L1JNL7n3HFaGUr3/iRjT/8xOhMn1bYGb3gM3pIaut6fT+eSBwaZFC185RPIdDU6tZpSXWh3WxgFY065nsqDLyHTuQFsG2/5hCHdVZr+YmdFdYstBW3bA54WNANhKg+6KFfLrlvtCdcRHD+Xttfvwk5HCc8+mYoDLuh3u18IwDn49JcL3FQCt/yFx48ZKsvdtHR3DeiWjbWy8bEfEn3/OTSaUP3+jP3kjU5pnW2gbZt0x/pcDbZuyuMn3aPob092JsH6+68GtLMqlklgJy1nBcrOAN03SAOX2dC2TfOC39D6yp/QdhYr2ozlCTgHtwzDObygnFU7rTVaW9jJTreloXMQRPlCWMko0ZUL2OOal4itXYTOpgnVz6Nr+VNsfOR72O5c6LT48+KvnES6YyPazpDcuJTVfzmP+s/+ntnXfZ61d19JfN1buZJD/po9yHY1ON+Ddg4+1J93K77KySQ3vY8yPfirp6OzSTb++0cDBthOHrOJp6QObaWdvrZ6cz3R4JjZTL70LufwRrQFb9m4rdaF62b6S8ik4t2VZLo/XJRh9C0Vg3PDWjztSIqn9T7tHxq3D1Mu/xctL95GsvE9ArUzqTr8CgK1/ReMLnQS0I1ApXudQtGkA+l6fz4di/9FYsMSZ/UtFUUZXsaf9cte5UQSDctYe8+Vm++CtUXra3diJSOMO+Mn2zQGX+WUfoMClEFgzOx+X+Oc3LVzRY0NXzBXH627DZSdjjsrX/3Qts2av11CsmmVk3fiDaK15azAGc5WdPEex1I08UDaXr7dubZbqmTLiVtbGVKtq/FXTcFfPS0XDNWf/0ea5v+SjrcfRFtpSmadSLJhGdmujXgCm0/dplo+ouXl26k99hpmfutlYh+/is6mCE06CE+ojEykiXTbGqceXHcFe4+P0DgnYLIzCWJrFqF8IXTPVl3uZ1hxyOepO+5bmMXVNDz+QzqXPOBuCzkFkMvnXUDVIZc6fxfD7PPrr90DX8UkUs2rcgcatOX0K6yYd96wrqWUonTPUyjd85RhvU7svrzhOqZ/5UkiHy4k+uF/aF90DxqFlYxgmD7Cs0/slTagbYvVd1xEqmWVk5SPIr72TT7+83lM/9ozw25HCM72n6+8nmykqVddO51N4a+a3O9r4mvfck5gum3mTF+Ru52J09zeF8qtSIUm7NvvNVpf/QtNC3+HYXqdjgPF1WSizVjxNvAX4ymqoO6UH9Kx6B6STR+AbaE8Abzhml7zrPL4SDWtxE7H8BbX4C0bi+ENUj73TJThofmFm0l3rMdfNZXg+Ll0LPmX2/HFTc/IJNnw4LeZ8c3/MOnSu0luXEq6fR3+qqkE6mZiZ1MkNy5DeQME6mbl3jvYY27vWrkQX0ktye4DD5tHhydcx/SvPIUnXEti3WLW3H2F03s6mwZt4y0dx+QrHnRWSIOlwy6bVXHQRTQ+9RO09uaCXzsdp3TOGUMOCrsFaqYz/szBu96MFlK2pAAkGpYRXfUihi9EeNaJeHvkUACsu/9qupY90ft4vu3kvM245sVtOg6utWbN3y51WkN5ndNYdjqOp6iSaV95st9Jdt3933DH4S7nWxkynRvdlaGwM8EVVTD58//EVzauz+ujH73Cx386J1eYVykTs6gCgIp551N12OW54ElbGbKxNuJrFrHh4e/0WjGyrax7SMJ2CoB6g/hrZ1J/9q/6lEzIdG1i5a+PRnlDvSZUO5vCW1LD9K/N3+7PLpuKY7uToqd0DLXHXtMrKVhrTfTDhXQufQwMk7K9T6NoyqH9rsbFNyxlw7++SXLTcgxviPIDzqfu+O/0qReYbl/Hmru+4BxecE+i1Rz3LaoOvmTY30+hk7Il+ZWNtdG1/CmsRCdFkw4iOH5ur5/t6MevsPauLzinEXs8bqXjjDnpB1QcMLybkG6d7/6b9Q9c46zqePy5/LXxZ99MeOZxfZ4f/ehl1t5zZS6g01qTjTRhp6MoT8Cp82l4GHPajZTPPbPf91x2415ko03uqrzT3xR/Md5AmIkX/RV/1dRcXnA21oq2LT685XhA5Q6vaa3JRJxDXjqbxvAFMAOl1Bx7Te4mr6ePbj+bZMN7uXzZbnYmxZQv3LdNJ8U7lj7Ohge/5eYTm04xYiuN8oYI73Uq48/6BZ4e/wak29bQ9uY/ybSvoWjyIZTOOSNXlqr3mJJseOhaOpc+irYyFE06iLGn3dhnXta2RcPj19Ox5F/O9rSdJTTpICacfXOfk8SjnZQtGWX6a3vVU7plVZ+TrMow0IZJtqtxmwI6pRT1n/0dTc//mvbF96OzScKzTqD2hGsHvGMum/MpIsufzh2hV6YXs6gKtE1479MIjZtD2ZwzBrxba/7P793OD07VdK1tstFmzEAYbaV79XJUphdvuJaSWcfjXTCBdOtHGN4QWltO2RD3dCdKYaeiJDe+y+o7LmL615/rNSEoj7+71F9vWg+rF2lPyYZlxNe8kVsd84ZKIVTq/AN18g+pmNe7i4JSipLpR/V7yCUbbaHz3cfJxloxAiU0PPI9tz6hk9zbvOA3pDatYNKl9/T6x9BXPoFpX36S5MalWInOXJ6jELuap6hi0JXhTMcG52T/ljcwdpZU2+ptft/SvU4BpWh6/lek29bgr5pCzSe+2W8wBxCq3x/l8eVOeCulMIurUAmn33WgbhZlcz89YJH3+LolTvsw5Va3BaxUBEPbWNru87ru07tVh19J0wu3oNxDVZloMzoVozv3zU7F0ZkkjU/9FF/p2D47HIYv1Dt/DXJbn1t23Riqpvk/d/uiOq/3V9Q7NUirpzHpgj/2eb6vYiJ1x3+7z+PayhBxKyV4wnU0Pftz0u1r6a7FEvngOVb9YSnTv/p0r0MwyjAZe9qNVB/5JVLNK/GWjtsh3ZRGOwnoRoHg+H1Jbvpgc4oHuCeWNN7yCdt8XcMXou7E66g7cWgJpMXTj6Js37PpWHwftp1FGR4Mr5/68/9I0cQD+jw/G2slvm4xpr8Yf90s4mted76gVC7AcpbaE4Tq+74enKTgyZfeTdNz/0fnu49jp+Nu7Tu9uVQAGm05JWC6lj9NeY+aVp5QGUWTDnJW07q3J7XTzLp8mNuT3VItq9zKAVv+A2WRbFg25OvEVr/GGrdROXbWKSKqLTC9mz8fyyK66kWSDcsIjt2r1+uVUgTHzdmm70GIXcVfMx2F7pPeoQwvwbED38gORemeJw/5AI/h8TPhnN+w7p4vYqXjznaoYVJ5yKXUnfS9vvnEVpbY2jew03FCE/aj9ZU/be6WkCtm7lQrCNXvP+D7Vh1xFWZRJS0v3uauhLkN7g3TPcOg3B2XBM0v/qFPQFe+/2eJr3m9Vy06Ox3DXz19m04Ka9si07HeqXPXg/IGSDWvGvJ1rGQXq/96odMy0EqTzSQhFXHKm5ibT81noy20vPznfntPe0vH9LqRF4OTgG4UqDr0804/v2QEwxd02l3ZFlVHfLHfZe+dRSnF2E/+iIp55xFb8zqGv5jwzOP6XdFreflPND33S3LtptwTvIbfaU6fOx1ma5THJDx74FIdnqIKxp52I2NPu5H1D3yL9rf+ic5mcstuTpAGdjrZowr6ZuM+dRNr/nYJ6fZ1TvCnNeE9Txl2vlk3X8VEJxe8zz9QJmaonLX/+BKxj17FDJVRedAlVBx4YZ8iq9q2nARt23ILJlvQPXbbdqrZAxhOeZVUy6o+AZ0QhSA4dg6hiQcS+/hVlMeX60jiq5hIeObgJXp2tOLJhzDj6gV0rZiPnY5RNPngflfkko0rWHPXF5w6oRpAu6fpy8jGu2tfdnfLUVRu0dqxJ6UUFfufS8X+5xJb/Tpr/n4Zma6G3q3JlJtm4tas7Ck8+yTiaxflchVRBt6SWiacc8s2leZQhoknXIeV6HAPoTl0NoW3fAJNL9xM+5v/QGeSlMw6gZpPXN0nDQhwDiJseh/DX4zhC5JNurnE2qa7wEb3DXRs9avDHqfoq6ACOqVUGLgGOBnYA0gArwDXaq0/yOfY8slXUc+UL9zHpvm/dHoDltZQddjllG2l+OzOEqibOWjeRmzNIprm/8KZvLtbhyU6seNteMJ1GF6/c3pVa/AEKNv3rCGfqvRVTHRKDiiVq7DenSdqeP0Ex+/T5zXecC1Tr3qc+NpFZCKNBOv23K7l/eC4ffCWTyCxfrF7MtfnlH0JltH2+t+w03EMX4hstJnGp39MumMdY076Xq9rJBuXOwF695ZJbhtH95oQ0dpJAK+ctE1jTTS8R8eSB7BSUcIzj6NkxjHb1WZLiOFSSlF/3u9pefE2p/G9laFinzOpPvqrw06A3xHMYFmvVfwtadtizd1fIBtr3dx32MqS6WzA8PjxhsdgJdrdYsYezEDJkHuVesO17mlUo/cNoQZQFE06qM9rlFKMOfkHVB50MfENS/CEKimafPB2/R5XHnIZDY/9gEw2BcrE9Bc5p1pNL80Lf5drP9ix5AFiH73E1C/9u8/iQefSR1Eef+57UIbp1ibQuXa93X/2D6FXeX+y8XY6ljxIsmEZgbqZlM09C4+bd707KqiADqgHLgf+BHwPCAHXAa8ppeZordflc3D55K+eRv1nf5fvYQxJ+1v/dA4r9KjFZPqLnHpF6bgzKZbUYaUi6GyaVPNKGp+5icoDL9rq8nv5vmfR8vLt2Om4072hOwgyPISmHErRxL4TIjg5h1uWgtlWkQ+ed8q+KBOsFDodx7ZtSmYcQ3TVf3I5fMow0YaH9kV3U33kl3rlOjqB7uZtKKUMlK8InY7mHgdA2/hqZhIcO/yt1bZF99L4xA1O3UKl6Fz6CMVTD6f+s7+XoE7sUoY3SM0xX6fmmK/neyhbFV/3Fla8s1exWmV6MLxBtJ1FW2k8RZXY2Qx2OooZKGP9g9+h8sALKZp88KDX9lVMpGjywUQ+eB47Gdm80ofGU1RJ9dFfG+S19Tukv7KV6KD1lT9v3iWx0lgJi+IZx5BqeNc9Tet8zTRLnDzfpY/1zQ02vfSsw+kJlpLJdd7RbrtXG2V6qDnm6mGPM922lo/+dI5782/TuewJWl66jcmX/XPAk8yjXaEVFv4YmKq1/oHW+hmt9cPAKTjZY5fld2hiqOxkxD34sJlTa66E6qO+jL9mutP0PpPI1Y1qffkvrLr1dNJtawe9trd0LJMu/AvBMXs6p9JME09RFWNO/S8mnn9bv/0jdxRtW7S+fhdr7vgc2WgLyuPDWz4eX+VkzGCY6Icv9mqiDW6hZMPM9bnt5q+ZgSdc67TOcXmKK51Cx4bX6SFp2/hqpjPtqse2urWSiTQTef854hvedkrgJDpofPK/UaYPMxjGDJRgeIPEVr1I5IPnd9yHIsQoY6fj/ZyicoK6kj0+QXj2SSiPHzsVAQysVBeRFc+w5u+X0fbGXVu9/oSzf+0cHityu0V4A5TufQbTvvQ4/m1ciR+q+PolrLr1DKfWqLbwFtfgq5yMr3w8ibWLnF2PfmqTOu0heyvb9zPobCZ386m8QfAWkWtl6ZZsqb/gLwSqB683aGfTRD9+hcjKBbk5sfHpn2DF2zF9IUx/MaY/hJWI0PjUj3fMh1GACmqFTmvdp1O61rpNKbUG6LuJL/JCWxm6VjxDdNWLeIqrKZ97Vq87x/CeJxH5cEGvLQXtNnWuOuwKao75BitvPha0tXmr1QtWopOmF27Zak2hUP1+TPvqM2Qjm5xSKf30nNwZGv59A+1v3uvUxzMM5w47HXcLagadk6qEeh9e0TZYWbxblHFRhkH9Ob9h9Z2XOG1/bAulFGXzPkti7SKnvpbpRaciNL1wC2NO+n6/warWmqb5P6f1lb+4CdsaX8VEKg++xDl80rNPrFLYtkXX8qcHPAkoxO4g0fAeHe88jM4kCc88lqIph+d+v7pr0Gkrk+vG0t0Sr3zfsynd82RaXvojm+b/stcqnrYyND59E6VzPtW3kXwPZiDMhLN/zdjTbsROxfCU1O7UG9Fu8bVvsvrOi8lGW+hu9ZiJNOIprsltuepsBu3dojapYeKvmd7nepWHXEp8zevEPn7VKYRsmARqZxConkbk/fkow0R5/DQvuIWiifvjDdcNOK61916VK3CslMHYM24iunLB5u5J3UPxh4h+uHCn9GktBAUV0PVHKVUNTAMKY7+xAGjbJrbmNdJuYd5Q/QFDnlDsTILVd15CcuNSJxdEQesrf2bCOb/JleUo3fMU2hffT3ztm85KE84W49jT/xvTX0Q21kqmc2PfX1ZfkNhHLw5pHEqpASeInSHT2UDH4vtQvpBzYMEtI6DtbC4Xzlc1BSvWhp2Oobwh0E7rr/Dsk/GGa/tcM1A3ixlXv0B05UKyiXZCE/Zn48PXYcXac9uzWtu0L7qHovr9KN3rk32uEVn+NC0v/9kpw2CYTtHk5lU0v3T7gN/L7lbnSYw+6fZ1zsl1X5DiaUcN62e69bU72fT0TblKAR2L76Nk9smM//TPUIaBGQgz5uQf0vD49bl+z8owKZp0EOGZTn/ayAcv9AkolOl1UkiaPhiwMHFPZiC8TUWVt1Xjsz9z63YGsKw03e0lrXibs7qmFIGa6bkC0E5JlRhmoISyOWf0uZ7h8VN/wZ9IbHibZONyvKVjyXRtouHx/8IMleUKBqdbV7P+gW8x+ZK/97mGlYqx5u7L0dlU7ubezqbZ8OC3nDZq2sk3zNF2XvIuR4qCD+iAXwBR4N7+vqiUugK4AqC+fvvzC0Y7K9HJ6jsvJtX8obMqZJgEamYw8aK/DmlyaV/8LxIb3sbwFeXqStmZFBse/DZ7XPMyyvSgTC+TLvwLXSueIfLBc5jBcsr3PSvXjsXwhZxerdqmZ+8XbWcxQ8NLeM3G2pyclpLanXrHlmz6AGV43B6Odi6gAycnRRlV1B5zNb7y8Wx8/HpSTe87LdoOuJDa47414HUNbzBXpiDdsZ5k43sYPXN3lIFSirY37u43oGt7/W8oRS4nTimF4S8i3b4WT6AYOxXLFSV2ukl4KNvn0zvkMxE7hsxhw9P0ws20/OdWd3vQqYdZf96t/R4o2FI22sKmZ25yWnG5hXq11kTee4LY3DMpnnoYAOX7nU1w7F60L3kAK9HpHij6RG7F21NSk2u11U1rDXZ2cxvEIbAzCbKxVjzFNdvcxnGokg3LnL6nsdZe85fOprCSnRRPPpj6c39HwxP/Tdeyx9G2RWjC/ow97YYBDyIopQiNn0to/FwAVt32aXfO2nzK1fAXkVj3JtloC57iql6vj364EJ3N9DoUZ3h8WKkIgbpZJDcsxTA8udOydiZJxQEX7JarczACAjqlVCmw1UIzWusV/bz2KuBC4CytdesAr7sNuA2cKuvbN9rRr/GZm0g2LneOmru/JImGZWx69ueM/eQNW31917LHnV9WbWOlk05CvzeInUmQ3LSc4Ni9ASffZKAaUYY3SOk+n3Lb2YScOznbQts2lT06LAwm09nAhoeuJbbmDZQCX8Vkxn36ptz772je0rHYVoZspGlzfmD3pGhblO33GUrnnI5SimlXPerkB7q9EIdKZ1JuH8gtJiu3i0d/LLfuU6+nK4VhmIw59QYanrgBOxntfgfqTvqulD8ZYWQOG7r42rdo+c+tTu6Z+7tlZ5KsvfdL7HHNS1tdvYmtfo3uGnB2OuG0MvT40VaWyPvzcwEdOCvoW55O71Z54OecIuvutqxTTzNGcNw+Q8qD07ZF0ws3O6kS2kaZXqqP+gqVh1y204IVb+lYEt07K4bH3T1xe4kHyqg/97eYwVLGn/kz9Bk/QdvZYa+G6XSiT/60w+i3Z6zTes3u+3TbpmjCfniCZcQ+egntLgAUTT6E2mOvGdaYRpO8B3TA2UDf0tN99fopVkqdDtyCU7LkwZ0xsN2N1prOdx5xgyj3qLlSGL4gne88PKSAzvCGsFIx7EhTr8c9oQoMb2iAV/U15uTvY6ciRFY8C6YHbdtUHXHlkFaPtG2x+s6LSbetza1mpVo/ZvUdFzP9a8/kKrTvSIGa6fgqJrh1olSuSwUop0CnbZNqXokZLMNbUrNNze19lZMwg2VYifbc67XWaCtL6V6n9vua8OyTaHr+171ySuxM0imlMOsEwjOPI7bGLY5aP2+X5RsKsTN0LH3YPUG/+SbG8AawMyliq1/rtxtLT8obQNtZsu1NPbovaAxP0EmnGKJQ/X6M+eQNND55I7ZbGDw0fl8mnHPLkF7f8uJttLx4G4bXjzJ8aCvDpmd/vtWSKtuj+sgvs+ZvlwDOTaN2c26NQClkk1jJCNloK77Kye5Oy/DDh/Cep9C88Ldot94ggM4k8ITH4O2nZ7Wzqqpzu0Xg1vc0vZTscSx1J15Hsmkl6ZaP8FVOyu3y7K7yHtBprW8HBk7o6YdS6lCcLdZbtda7R9fdXUTbFsrccmlfoe3MkF5fNOVQOt5+EFC5vDttW1ipCJ5hNJk3vEEmnH0zma5GUm2r0dk0vtJxQ7o7ja1+jUznxl69bU1/EVY6Rsc7j/TbD3FHqDn6G26+R3dejRdPcRVWMkL7orvpfPdRsC2KphzG+DN/hhkcXvCkDJNxZ/6MtXdfiZWKOjkuhkmgbibl887v9zUVB1xA59JHSbV+7ObEaJThY+wZP3UnSJPiKYdu53cuxMjgHK7qZxFTkcvXHUzRpIOx4u1oO7s5gLDBzsT77T89mPJ9z6J0r1NIbHofO9aGGSrHGEIun9aa1lf+hNGjTqcyvSjbouU/v99pAV3p3qdhBEqxU1E3mDUwQ6UoT4BsrIUPf3MiKIWnqJJxn/75NpV5qjzkErqWP0W69WNs2wKlMDx+xn/6f/ud233lE6g8/EpaX/yD83ycebBk9smE3O5DgZrpBPo5lLE7yntAN1xKqT2Bx4AngYGL8ohhU0oRnnkcXcuf7pVEbKfjhPc8ZUjXSHdsRHmD6GwyV0NJmV7MYBmJNa9TPO2IYY0p8sELm4+h2xaBuplMOPd3/R4i6Jbt2kS/k7ptkWkfvOzJ9ijZ4xi8JTXY2bST76IM7HQCOxXBLK52tm60JrpqIevuv5pJn/vLsN+jePIhTPvyE3QseYBMZwPFUw6hZNYJuYbiWzIDYaZc/i86lj5K7MMX8ZaOpXz/c3fbOk1idCudfRKdbz/Uuw1WNg2oXAAwmHTbaoxAqRPUddd6VKB8xcQ+emnY3WMyHRvZ+OB3yHRucNIlTB/jzvgp4VnHD/gabaWxEl19gj9l+sj00yliR1FKUTHvs7QvdlNd3ENUmfa1TnqIuyuQjbWy9u7LmfaVp4Z98MyZj+6n672nia1+FW/ZBMrnfnrQ+qK1x3ydYnehQGfTlO51KsXTjtpt8+QGU1ABnVKqBieQiwI3Awf2+Evt0lq/l6+xjRZ1J36XxIZ3yERbwEqjTB/e0jHUnfD/hvR6nYlj+osxiquxsymUYaA8AXQ2jZ1NDeF7DMsAABdHSURBVGss8bVv0vjEjbmDFN35fOv+8WWmXH7/gK8LjN0TdO/ekFprlOEhVD9vq++bbFpJNrKJQO3MPkm6gzG8QSac+1vW3XsV2kqjbRsr0YnyhvB0FxNWCsNXTHz1a6Q7Ngz7rh/AVzaOmqO/OqxxVex3DhX7nTPs99pSqnkVkZUL3Jpbx27T+IXYWYqmHkHpnDPofOdhbCsDhoEyvIz71P8O6aSrziQxvAHMignoTBKtNYY3gM4msVJ9qmYNfi3bYs3fLyUTacoV47WzKdb/62qmXvXYgLl0hsePr2oymfb1KN/m1Aw7Ex/S/JWNt5NsWIanqBJ/7cxhBT51J1xLsmEZqeZV2NlkbqXSG958qEx5g1ipGB3vPEz14VcO+dq5788bpGyfMyjbp+/J2IEUTTyg337gw2UlI3SteIZstJnQuH0ITTxwl5SE2VUKKqADZgPd+3ZbVj9dABy9S0czCnlLxzDtK0/S9d7TpJpX4q+ZTnjWCUPO+QrPOoGOtx/CSkXR2RTK4+3u2kfRxK1PRj21vv53J/HWndScYKiIZONyUs2rBmzPFaiZQcnME+ha/qSzZaEUOpvGXzODkkHqq2XjHay79yqnSKZhgp2l4qCLqD3+2iFPisVTDmXG1QuJfPACdiZO2xt3kW7tXTTYyU/xkI21FFRA1Lzw9zQvuMUt56DY9MxNjDn1hp22BSTEcCmlGHv6jynf92wiHy7A9BcT3vNkfENM9wiM3QsMD1Yygs6mnDxYpdC2HjBPdSCx1a+RjbX3aollePxYqSgdSx6g9thvDvjaMSd9j7X3XIWVimJ4fNiZFMrjo/b4bw/4Gq01LQt/R/PC37k1Jy381dOpP/+2fnut9scMljHligeJffwq6daPSXduoPXVO/oe3tIWmY6NQ7rmSJFsXM7qOy7CTsewrQyG6SM06UDqz/vDTj9BvKsUVECntX6Bfmt0ix2p+w5qW/irp6MzCbcdC5AGi05qT7xu2Dlj2UhTn4mkO1nXSnTmHtO2TcfbDzp9UlNRSmadQN1J3yM0cZ7TsDqbIrzXqVQd+vk+W5Patol99CKd7z1F9P35ZCJNmKFy531sk9ZX7yBQO2tYn4cZLM09PxtpdibYnsWE3SLKgerCyftIbnqf5gW3uKcHu8ucZGh4/IeUTD9qWCuZQuxMSilC9fsRqt9v+K81fQRqphNZ8QzdaRt2MoK/egale58+rGs5c1Q/qR9aO8V7e0g0LKN54e9INryHv2Y61Ud+iUkX30nzf35PqmklRVP3pPrIrxAcM7vP5dJta2hf/C/ia94guvpVzEAYw93RSDauYP19X2fyZfcMedzKMJ3TvFMPI9W6mtZX7+i1hd2927G1NmYjidaadfd9AysVxfQXYbiPxT5+hfa3/kHlgZ/L9xB3iIIK6MTI17zwtyiPH2+4zm2RY4AyiH308rCvVTLzOOLr3ur1mLYyKKUI1M3MPdb41P/Q/sbdznsZBq0v/4mu955i6hcfpvLACwe8vtaajQ//PzrffQzbyjj1l9w7ck+o3KlkrgxaX7tjmwPcigMvpH3xfZs7O9hZlDKoPeG6XP23QhBZ8SzayvYaszK9TjmHlQtklU6MCol1b5Hc+C7esvFOyQzbQnn9WKkusl2Nw+qVGpqwL1rbfU9oGiYl04/MPS++bjGr77wInU2jPH4yKzcS++hl6s+/jYkXDH5eMPrhf1j7jy+hrYyT92dl0Jkk3tIxKGU4Nd42vL3N6R3+ykmU7/sZ2t+6z9mlUAptWwTH7lVQ3WQy7evIdKzrPX8phTJMOpY8MGoCutGzeSxGhMj78zG8QQxfCE9xFZ6iCsxgKcmGZVjJyLCuVb7vZ/BVTHTKoKTjzjaIlaH2xO/mfjEznQ20L7oH5Qti+IIYHj9moIRM10Y633lk0OvH1y6i893HUd4Apq/IrY+ksBIdTsN6cFp49VgNHC5PUQVTr3yIqsOvxF85meIph1F/3h+oPKjAJhCl+l0b191fE2IUiHy4EG1lMDw+PKFyPMVVmH4n9y728SvDupY3XEfVYVc4hXlTUWerLx0nOH4uJXscm3te4zM3oa2s00/Z43Ny/bRN45OD9yTVtsWGh64FrZ1tXXf+0lnnUAW4fVeV6fTP3kZjTrneqeE5fi7+mhnUHvdtJl38t1zbs0LRbwFHZwLbtQPZiWSFTuxQhr+IbCaB6vmjpW2U4UENM0/BDJQw5fL7aX/rfiIfzMdbXE3FARf22kpJNi4HdyWtF62JffwqFQf0X84DILpyAdpKY/iCaMNwTnW5R+PtTALTLEFn04Pm3Q2Fp6iS2mO/OWjOzEgXnnUCzQt+03u1wV0t3VptLyEKhekvcVr3baF7tWu4ao75OkX1+9H25j+wUzHCe51C2ZwzegVDyQ1Lc3nCuffzBkk1vd/r921LqZaPsJJdueK+hq/IadmFW5A3VIadTWH4gvirpw177LmxGAZle59O2TC3nEcSb/kE/JWTSLV8nOujq7VGa4vyfT+T59HtOBLQiR2q4oDPsenZ/0Wb3lyvPjudoHTO6QOW1hiM6S+m6pBLqDrkkn6/7impcRpJ99OMeWvbI939CMFZZPIUVTllAbR2SgekYs5d9uFXDHvco42/eho1x15D0/xfYNs2KKfO4NjTf7JTCjULkQ+le51C0/O/2lx6CNyuLn6Kpx897OsppSiediTF044c8DmekmqysVZUz/nRzmCGygboquAwvIFec58ZDDs15Ky006knGUGZXsae9j/bVAR4NFFKMf4zv2L1Xz+HnY45N6OGh+JpR1G+39n5Ht4Os3v/LYsdrvKgi0huWkHXu4+i3fYxoYnzGHPy93fK+wXG7Im/ZibJxmXuNqxCZ5Io00f5Vsp0lO51qlO13G3PY/iCeIqrsDNJiqd/guJph1M+90zMYOlOGXuhqTr084RnHk/0w4VgmJTsceyQT88JUQi8pWMZf9b/seHBbztllrSz8lX/2d/3Oq26I1UdcRUNj1+PVibK9KDtLHY2Tc1RXx30dL2vfAKBulkkGpa5ZVEMPOE6rEQ7wbFzCNXvR8W883f77gndAjUzmPGN54l88BzZaAvBcfsQHD93VNWzU7niibuBefPm6UWLFuV7GLuFdPs6Us0f4i0bR6Bmxk59r2yslQ0PXUt01UsopfCEaxl3xk+H1Iy7451H2Pjo9+nOsFAeH/WfvXWH1DwSI4NS6k2t9fBq5oxQMoftGnYmQXzNG2B6CU3Yf6eWtdBa0/LSH2hZ+Hsn5UMZVB5yGTVHf22rNdLSHRtY87dLyXRudLYZbIuKAz9H7Qn/b1QFKruz4cxfEtCJUSMb70Bn4njCY4Y1mVnJLmJr3nCO4k86aNgNp8XIJgGdKAR2Jkk22oynuGpYvZ61bZNYv9hddZozaNcFUXiGM3/JlqsYNZzG8sNvLm8GwoR7nDoTQohdzfAG8JVPGPbrlGEQqt9/J4xIFBopWyKEEEIIUeAkoBNCCCGEKHAS0AkhhBBCFDgJ6IQQQgghCpwEdEIIIYQQBU5OuQoh+tC2TcfbD9L2+t+wkl2EZ51A1WFX4CmqyPfQhBBiqxINy2he8FuSDcvw10yn+sgvE5qwb76HtVNJQCeE6KPxqf+h7Y27ncKmyqD1lb/Qtfwppl75iNM8XAghRqj4+iWsvuNz6Gwaw+snuupFYh+9Qv35f6B46uH5Ht5OI1uuQoheMp0NtC+6B8MbdP7z+DEDJWS6Gul456F8D08IIQa16emb0FYWM1CCMn25tm2NT/04zyPbuSSgE2IHSDWvovPdx4mvX0Khd19JbloBhqdv2yENsY9fzc+ghBA7jZXsomv5M3S9Px87Hc/3cLZbYuM7fbptKG+AVNNKtJXN06h2PtlyFWI7aCvD+geuoWvFsyhlABp/zQwmXvhnPKHyfA9vm3hKakFbaK23aKGm8VVMytewhBA7Qee7j7Ph4etAa1CglMmEc26heNoR+R7aNvOU1JKNNKMM/+YH7SxmsAwMM38D28kKboVOKXWrUmqFUiqqlGpXSi1USh2X73GJ3VPrq3fQtfxpd3sygPIESDa8R8NjP8j30LZZoG4WgdpZ2KkoWttorbHTCZTpo2L/c/M9PCHEDpLu2MCGh65FKTC8fgyPH60t1v7jy1iJznwPb5tVHf5FtJ1FWxkAtJ3FzqaoPOzyYfX5LjQFF9ABQeA3wKeBC4EW4Aml1MF5HZXYLbUtuhtlenOThFIKw19E14r52JlEnke3bZRS1J9/G8XTj0JnkuhMAk+4lokX/BFfRX2+hyeE2EG63nsKbWVRpi/3mOHxg7aIfPBC/ga2ncr3O5vaY68GpbAzSbRtU3X4F6k69Av5HtpOVXBbrlrri3v+WSn1JPAxcD4gCT5il9KZhLvV2pMCtHN3uEUeR6HwFFUw8fzbsBId2OkEnnDdqL6zFWJ3pLNJtLb6Pq41dqZwc+mUUlQddgUVB11MNtqMp6iyT07daFSIK3S9aOensQPwbe25QuxoJbNOwM4kez1mp2ME62ZjBsJ5GtWOYwbL8JaOkWBOiFGoaOphGKYXre3cY9q2UEDxlMPyN7AdxPD48ZWN3y2COSjQgE45PEqpSqXU1cB04M/5HpfY/dQc/TW8ZWOx03GsZAQrFcPwFTHmtP/O99CEEGJQwbFzKN/vHHQmiZXowkpG0NkUVUdcJekVBajgtlxd5wL3uP8/BpyrtX69vycqpa4ArgCor5cfULFjeYoqmfrFx+h893ES6xfjr5xM2dwz8RRX5XtoYpSQOUzsLEop6k75L8J7nkzXsifB9FC616mExs/N99DENlD5rpmllCoFxmzteVrrFT1eUw5MBaqAC4CzgFO01i8Mdo158+bpRYsWbdd4hRCFRSn1ptZ6Xr7HsSPIHCbE7mU489dIWKE7G/jjEJ6XS+LRWrcD3bPak0qpscANwJE7fnhCCCGEECNb3nPotNa3a63V1v7bymUWA1N2xXiFEEIIIUaavAd020s5x+8OwSldIoQQQgix2xkJW65DppQ6ArgGeABYC1QCFwMHA6flcWhCCCGEEHlTUAEdsA7IAj8GqoFmYAlwuNb6lXwOTIihSLWuJrryBVAGJXt8Al/Z+HwPSQghhsRKRYmsmE822kRg7F4UTTwIZRT8Rt+oUVABndZ6NfCZfI9DiG3R8tLtND33S7RtgVJsevomxpzyX5Tvf06+hyaEEINKNn3A6r9+Djsdxc6mMUwfoYnzqD//NqddmMg7Ca2F2AVSzatoeu7/UB4/ZqAE01+MMj00/PtHZLoa8z08IYQYkNaa9f+6BivZheEN4gmWorwBYqtfo+2Ne7Z+AbFLSEAnxC7Q9cFzaDuDMszcY8r0otFEVy7I48iEEGJw2a4G0i2rMHyh3GNKKZThoWPJ/XkcmehJAjohdhnphyqEKESDzV0yr40UEtAJsQuE9zgOZZhoO5t7TFsZlFIUTz86fwMTQoit8JaOwVc9DTsdyz2mtUbbWcr3lbT2kUICOiF2AX/VZGqO+zY6m8FKRbFSUbSVZcwnb8Qbrs338IQQYlATzvolZrAMO53ASnahs0mKpxxK+bzz8j004SqoU65CFLKqQy4lvMexRFa+gDJMSmZ8Am/pVtsYCyFE3vmrpzHjG88TWfEsmUgzwXFzCNXvj1PbX4wEEtAJsQv5KuqpPOiifA9DCCGGzfAGKd1baviPVLLlKoQQQghR4CSgE0IIIYQocBLQCSGEEEIUOAnohBBCCCEKnAR0QgghhBAFTgI6IYQQQogCJwGdEEIIIUSBk4BOCCGEEKLAKa11vsewyyilmoE1+R5HnlQBLfkeRIGRz2z4RuJnNlFrXZ3vQewIu/EcNhJ/rkY6+cyGbyR+ZkOev3argG53ppRapLWel+9xFBL5zIZPPjOxM8jP1fDJZzZ8hf6ZyZarEEIIIUSBk4BOCCGEEKLASUC3+7gt3wMoQPKZDZ98ZmJnkJ+r4ZPPbPgK+jOTHDohhBBCiAInK3RCCCGEEAVOAjohhBBCiAInAd1uRikVVkr9SCn1ulKqUynVqJR6UCk1I99jGwmUUrOVUvOVUnGl1Eal1A1KKTPf4xqplFJnK6UeUUptUEpFlVJvKqXOy/e4xOgk89fWyRw2PKNpDpOAbvdTD1wOPAV8BrgSGAO8ppSakM+B5ZtSqhx4FtDAGcANwDXAj/I5rhHum0AUuBo4HXgeuFsp9dW8jkqMVjJ/DULmsG0yauYwORSxm1FKFQG21jrR47EKYC3wM631bvuLr5S6DvgOTmXuLvex7wDXA3Xdj4nNlFJVWuuWLR67GzhEaz05T8MSo5TMX4OTOWz4RtMcJit0uxmtdaznZOg+1obTTqgmP6MaMU4Gntpi0rsXCAJH5WdII9uWE6FrMfKzJHYCmb+2SuawYRpNc5gEdAKlVDUwDXgv32PJs5nAip4PaK3XAnH3a2JoDkV+lsQuIvNXLzKH7RgFOYd58j0AMSL8AieH4N58DyTPyoGOfh5vd78mtkIpdSxO7s5l+R6L2G3I/LWZzGHbqZDnMAnoRgGlVClOYvCgtNYrtnxMKXUVcCFwlta6dScMr9D0l1SqBnhc9KCUmgTcDTystf5rXgcjCobMXzuczGHbqNDnMAnoRoezgT8O4Xmq1x+UOh24BbhWa/3gzhhYgWkHyvp5vJT+73qFy01MfwInOf3CPA9HFBaZv3YcmcO20WiYwySHbhTQWt+utVZb+6/na5RSh+JsUdyqtf5ZfkY+4qxgizwTtxRCEVvkpYjNlFIh4DHAB5yqtY7leUiigMj8tUPJHLYNRsscJgHdbkgptSfOD++TwNfyPJyR5AngRKVUSY/HzgUSwIL8DGlkU0p5gPuA6cDJWuumPA9JjHIyfw1K5rBhGk1zmNSh280opWqAN3HyKS4Ckj2+3KW1LriTPTuKW5TzPeBd4CZgCvBL4Fda6+/nc2wjlVLqNpxCr18HXt/iy4u11qldPyoxWsn8NTiZw4ZvNM1hEtDtZpRSR+NUwu7PAq310btuNCOPUmo28BvgEJyck9uB67XWVl4HNkIppVYDEwf48mSt9epdNxox2sn8tXUyhw3PaJrDJKATQgghhChwkkMnhBBCCFHgJKATQgghhChwEtAJIYQQQhQ4CeiEEEIIIQqcBHRCCCGEEAVOAjohhBBCiAInAZ0QQgghRIGTgE4IIYQQosBJQCdGBaXU00oprZQ6c4vHlVLqr+7Xfpqv8QkhxGBkDhPbSzpFiFFBKbUP8BbwPrB3d5sbpdQvgG8Cf9RaX5HHIQohxIBkDhPbS1boxKigtX4b+BswC/gcgFLquzgT4T+BL+ZvdEIIMTiZw8T2khU6MWoopcYDK4FNwM+BW4CngNO11ul8jk0IIbZG5jCxPWSFTowaWuv1wK+AiTgT4cvAmVtOhEqpI5VSjyilNrh5KZfs+tEKIURvMoeJ7SEBnRhtmnv8/89rreP9PKcYeBf4OpDYJaMSQoihkTlMbBMJ6MSooZQ6D2ebotF96Ov9PU9r/W+t9Xe11vcD9q4anxBCDEbmMLE9JKATo4JS6hTgDmAZMAdYAXxBKTUzrwMTQoghkDlMbC8J6ETBU0odDtwPrAdO0Fo3Az8APIDUbRJCjGgyh4kdQQI6UdDc2k2PAZ3A8VrrBgB3K2IRcIZS6og8DlEIIQYkc5jYUSSgEwVLKTUN50i/Bk7UWq/a4inXuf/7s106MCGEGAKZw8SO5Mn3AITYVlrrD4G6Qb7+LKB23YiEEGLoZA4TO5IEdGK3o5QqBqa5fzSAeqXUXKBNa702fyMTQoitkzlM9Ec6RYjdjlLqaOD5fr50h9b6kl07GiGEGB6Zw0R/JKATQgghhChwcihCCCGEEKLASUAnhBBCCFHgJKATQgghhChwEtAJIYQQQhQ4CeiEEEIIIQqcBHRCCCGEEAVOAjohhBBCiAInAZ0QQgghRIH7/1pKrMz9fdbZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f437850a048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(10, 4), sharex=True, sharey=True)\n",
    "\n",
    "print(\"ROC AUC\", sklearn.metrics.roc_auc_score(test_y, skm_probs))\n",
    "print(\"accuracy\", sklearn.metrics.accuracy_score(test_y, skm_pred))\n",
    "\n",
    "classification_plot(test_x, test_y, ax=axes[0])\n",
    "classification_plot(test_x, skm_pred > 0.5, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"Data\")\n",
    "axes[1].set_title(\"SKM prediction\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Success!\n",
    "\n",
    "The SKM model performs really quite well. It trains more rapidly than the more conventional NN and performs better overall. Something that is difficult to glean from the plots above is that the neural network model was a lot more trouble than the SKM model to train. Fairly frequently the NN refused to train properly, immediately overfitting after just a few training epochs and then running off to a divergently bad model. The quality of the model was very dependent on the initializations and often even if the model did not diverge it never found a decently peforming model within 100 training epochs. Some of these difficulties might be improved by using a smaller learning rate for the NN but it seemed to me that the models found by using smaller learning rates were generally inferior to those found using the (admittedly very high) learning rate that was used for both the SKM and NN models.\n",
    "\n",
    "A significant bonus for the SKM model is that it doesn't seem to ever overfit. Even with the dropout regularization the regular NN will eventually overfit if you run enough training epochs. In contrast the SKM model seemingly can take as many training iterations as you are willing to throw at it without over fitting. This may mean that our model is not flexible enough and we could up the model complexity to get better performance. This is significant since the model complexity for both the vanilla NN and the SKM models are the same! The leave one out style averaging is apparently paying off as a regularization strategy."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparison of Embeddings\n",
    "\n",
    "It is clear to me that SKM is really a nice technique for fitting neural embeddings (although that wasn't the way I originally conceived of it). An SKM model performs well if data with similar classifications (or any other properties you would care to input) are mapped near together. The key advantage that an SKM embedding has over a more normal NN embedding is that it enforces the requirement that points with similar properties be mapped together. In an approach where you use a complex neural network to map an embedding vector to a target value there is no need to keep the evolution of properties smooth, after all the neural network can fit arbitrarily complex mappings! \n",
    "\n",
    "Lets take a look at the embedding learned by the pure NN and by the SKM model and see if there are any obvious differences. Though both models learn a 4 dimensional representation the effect of the dropout regularization makes the 4 dimensions very linearly redundant with each other. We therefore lose little information by reducing the dimensionality of the embeddings from 4 to 2 using principal component analysis (PCA). This also removes some of the rotational degrees of freedom which might otherwise make direct comparison of the two embeddings difficult.\n",
    "\n",
    "It is important to note that doing PCA on the embedding gives very different results than we would get by simply doing PCA on the original 10 dimensional input space. Since the data was chosen to be completely spherically symmetric in all 10 dimensions PCA on the raw data would simply give us back a random rotation of the input data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "skm_embedding_model = keras.models.Model(x_basis_skm, nn_embedding_basis)\n",
    "\n",
    "skm_embed_train = skm_embedding_model.predict(train_x)\n",
    "skm_embed_test = skm_embedding_model.predict(test_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca_skm = sklearn.decomposition.PCA(n_components=2).fit(skm_embed_test)\n",
    "u_skm = pca_skm.transform(skm_embed_test)\n",
    "\n",
    "pca_nn = sklearn.decomposition.PCA(n_components=2).fit(nn_embed_test)\n",
    "u_nn = pca_nn.transform(nn_embed_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffad06145f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, sharey=True)\n",
    "\n",
    "for ax in axes:\n",
    "    ax.set_xlabel(\"PC 1\")\n",
    "    ax.set_ylabel(\"PC 2\")\n",
    "\n",
    "axes[0].scatter(u_skm[:, 0], u_skm[:, 1], c=test_y, vmin=-0.25, vmax=1.25)\n",
    "axes[0].set_title(\"SKM embedding\")\n",
    "\n",
    "\n",
    "axes[1].scatter(u_nn[:, 0], u_nn[:, 1], c=test_y, vmin=-0.25, vmax=1.25)\n",
    "axes[1].set_title(\"Vanilla NN embedding\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I have to say that I find the SKM embedding much more visually pleasing than the vanilla NN embedding. However this has just as much to do with the different choice of activation functions as it has to do with the use of SKM. But one thing to note is that the last layer of the vanilla NN acts as a linear separator and so it needs all the points interior and exterior to the target ring to get mapped to one side of the points within the ring. The SKM model on the other hand since it is proximity based is perfectly happy to have multiple nodes of different classes distributed any way they like within the embedding plane just so long as points of the same class tend to be close to each other. \n",
    "\n",
    "The SKM embedding looks to have learned a feature which is essentially radius from the origin. The vanilla NN embedding doesn't immediately seem to have a clear intuitive explanation. Lets plot them both up with respect to radius and see what the relationship is between the learned features and the feature we might have put in as human feature engineers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffad05bc6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(12, 8), sharex=True, sharey=\"row\")\n",
    "\n",
    "for ax in axes[0]:\n",
    "    ax.set_ylabel(\"PC 1\")\n",
    "\n",
    "for ax in axes[1]:\n",
    "    ax.set_ylabel(\"PC 2\")\n",
    "    ax.set_xlabel(\"Radius (first 2 dimensions)\")\n",
    "\n",
    "axes[0, 0].set_title(\"SKM embedding\")\n",
    "axes[0, 1].set_title(\"Vanilla NN embedding\");\n",
    "\n",
    "kwargs = dict(vmin=-0.25, vmax=1.25, c=test_y, alpha=0.25)\n",
    "\n",
    "radius_x2 = np.sqrt(np.sum(test_x[:, :2]**2, axis=1))\n",
    "\n",
    "axes[0, 0].scatter(radius_x2, u_skm[:, 0], **kwargs)\n",
    "axes[0, 1].scatter(radius_x2, u_nn[:, 0], **kwargs)\n",
    "axes[1, 0].scatter(radius_x2, u_skm[:, 1], **kwargs)\n",
    "axes[1, 1].scatter(radius_x2, u_nn[:, 1], **kwargs);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both embeddings clearly learned to extract radius dependent features. In the case of SKM radius alone as a feature suffices and the second principle component can be whatever it likes so long as points are tightly enough placed that each point tends to have a fair number of high similarity neighbors. On the other hand the vanilla NN requires the two classes to be linearly separable. Since we have blue points both interior to an inner radius and exterior to an outer radius there is no linear separator in radius alone. This forces the vanilla neural network to learn effectively 2 different features one for identifying points exterior to the ring (mostly PC1) and one for identifying points interior to the ring (mostly PC2). \n",
    "\n",
    "Although both the vanilla NN and the SKM features have a certain elegance to them I have a strong aesthetic preference for the SKM learned features. On top of the fact that the SKM model slightly out performs the NN model I can't help but be impressed with the fact that the SKM learned features so closely correspond to my own human feature engineering instincts."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final Thoughts\n",
    "\n",
    "Overall I think that the SKM is not only a novel idea but seems to actually be a good idea, a much more valuable commodity. \n",
    "\n",
    "My original motivation was to make a version of an SVM classifier which was robust against the addition of irrelevant columns and which didn't require careful hyper parameter tuning. I think I have somewhat achieved both of these goals to some degree. You can see the near independence from the irrelevant input data because of the tight relationship between radius in the first two dimensions and the first principal component as visualized above. If you make the same plots for the radius in all dimensions there is very little correlation.\n",
    "\n",
    "To see that we have achieved an embedding which is well adapted to our original choice of kernel note the relative difference in scale between the first and second principal components in the plots above. The dominance of the first principal component and its tight relationship with radius means that the 4D Gaussian kernel becomes dominated by the distance along the first principal vector. That means two points are \"similar\" if their radius is within about 1 kernel width parameter of each other (which is exactly what I might have done as a human feature engineer). For the vanilla NN when we apply an SVC as a post processing step the euclidean distance based similarity cannot be so easily reduced down simply to the difference in radius. Because of the way that the points are distributed along a swoosh/checkmark shape the relationship between difference in radius and distance in the embedding space is much more complicated, making the SVC classifiers job difficult.\n",
    "\n",
    "Only application of this method to lots of real world problems can show whether or not it is useful in practice. I am eager to try it out on some standard data sets like MNIST and will probably make a post about that when I do. I also feel there is lots of room here for improvement/experimentation. For example the best way in which to evaluate SKM type models on test data (or the best way to generate mini batches or choose a batch size for that matter) clearly needs some work. Although the appeal of simply choosing random bootstrap samples of a fixed size as I suggested earlier in the post has a certain statistical elegance to it it is probably not the best option. Especially the more complicated the target variable(s) we are mapping. For example a bootstrap sampling for MNIST training labels should be fine just so long as the batch size is larger than say 100 or so making us confident that there is at least one example of each digit in each batch. However if we are analyzing ImageNet with 1,000 categories suddenly this doesn't seem like such a good idea since we would need batch sizes of 10,000 or more to get a similar guarantee. If we applied exactly the same procedure as we did in this kernel that would mean the generation of matrices of a size 10,000x10,000x1,000 which is not going to fit in most peoples available ram... I'm sure some way can be found around these difficulties for example training and predicting with forced stratified folds for each training and prediction batch making sure there is at least 1 of each target category in each batch. The over importance that this would give to categories with small numbers of samples could be somewhat accounted for by including a sample weight for each input which could easily be incorporated into the weighted label averages.\n",
    "\n",
    "One final thought, although similarity kernels and embeddings have taken center stage in this blog post I think a relatively unsung hero here might be the leave one out regularization strategy. The idea of using leave one out cross validation not as a method for evaluating model quality but as a means of regularizing a training loss is not something that I have ever seen before. It works here only because of the very peculiar structure of the SKM model which allows me to adjust the value of the model for the effects of any one data point with ease. Of course each data point still leaves its mark on the values of the parameters higher up in the network and so it is not true cross validation but its potential as a general regularization strategy is still intriguing. This isn't really too different from a sort of very controlled dropout regularization. In regular dropout we eliminate features at random and then increase the magnitude of the other features to compensate for the loss of variance. In this regularization we are applying a sort of dropout over samples and then adjusting the influence of other samples to compensate."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "nikola": {
   "author": "Tim Anderton",
   "category": "",
   "date": "2018-02-14 11:10:21 UTC-07:00",
   "description": "",
   "link": "",
   "slug": "smooth-kernel-machines",
   "tags": "",
   "title": "Smooth Kernel Machines",
   "type": "text"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
