{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I recently thought up a machine learning algorithm called <a href=http:asymptoticlabs.com/blog/posts/smooth-kernel-machines.html>\"Smooth Kernel Macines\" (SKM)</a>.  In this post I will try out SKM on the ever ubiquitous MNIST dataset. The goal of this post is not so much to achieve state of the art performance on MNIST (though that would be nice), as it is to simply try out SKM on a familiar and well understood dataset.  \n",
    "\n",
    "\n",
    "tldr; I achieve a respectable 0.006 error rate using an SKM type layer on top of a convolutional neural net feature extractor. An SKM output layer works a little better than a K way softmax (at least for MNIST). SKM trains faster, and comes with an accurate built in measure of prediction confidence.  \n",
    "\n",
    "<!-- TEASER_END -->"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "np.random.seed(1234)\n",
    "\n",
    "import pandas as pd\n",
    "import scipy.spatial\n",
    "import scipy.ndimage\n",
    "import scipy.io\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import sklearn\n",
    "import sklearn.metrics\n",
    "import sklearn.mixture\n",
    "from sklearn.neighbors import NearestNeighbors\n",
    "import sklearn.decomposition\n",
    "\n",
    "import tensorflow as tf\n",
    "import tensorflow.keras as keras\n",
    "\n",
    "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Dense, Lambda\n",
    "from tensorflow.keras.layers import BatchNormalization, Flatten, Dropout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.rcParams.update(\n",
    "    {\n",
    "        \"figure.figsize\":(12, 6),\n",
    "        \"font.size\":14,\n",
    "        \"image.cmap\":\"viridis\",\n",
    "        \"image.aspect\":\"auto\",\n",
    "        \"lines.linewidth\":2,\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Loading and Preprocessing\n",
    "\n",
    "We need to load up the data, convert the digits to a one-hot type binary encoding so that averages of the label vectors make sense and then normalize the digit images to have unit norm and zero mean.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#load the data\n",
    "from tensorflow.keras.datasets import mnist as dset\n",
    "(x_train, y_train), (x_test, y_test) = dset.load_data()\n",
    "\n",
    "n_categories = len(np.unique(y_train))\n",
    "y_train_onehot = keras.utils.to_categorical(y_train, n_categories)\n",
    "y_test_onehot =  keras.utils.to_categorical(y_test, n_categories)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize_images(\n",
    "    im_arr,\n",
    "):\n",
    "    im_arr = im_arr.astype(float)\n",
    "    flat_ims = im_arr.reshape((-1, np.prod(im_arr.shape[1:])))\n",
    "    means = np.mean(flat_ims, axis=1)\n",
    "    norms = np.std(flat_ims, axis=1)\n",
    "    broadcast_shape = [-1] + (len(im_arr.shape)-1)*[1]\n",
    "    return (im_arr-means.reshape(broadcast_shape))/norms.reshape(broadcast_shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#convert training data to floats and normalize\n",
    "x_train = normalize_images(x_train)\n",
    "x_test = normalize_images(x_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Extractor\n",
    "\n",
    "To extract the features for the SKM model I have decided to use a three sets of of 3x3 convolution layers feeding into 1x1 <a href=https://arxiv.org/abs/1602.07360>Squeeze Layers</a> feeding in to max pooling layers with stride 2. I have left out the max pooling layer on the final set of 3x3 and 1x1 convolutions letting the dense output layers do the remaining dimensionality reduction. I have opted for exponential linear units (ELU) instead of the more often employed rectified linear units (ReLU) out of an intuition that the sharp edges of the ReLU will cause more spurious similarities since the distance between any 2 points on the saturated part of the ReLU will be 0 but the distances go smoothly towards 0 in the case of the ELU. However the hand full of numerical experiments I have done seem to suggest that although the ELU may in fact perform slightly better there is not a great deal of difference in performance at least for this dataset.\n",
    "\n",
    "In order to be able to exactly clone the weights from the SKM network into a regular softmax output network for comparison purposes I have opted for a 10 dimensional similarity space. This turns out to be slightly more dimensions than is necessary for the similarity embedding (see the PCA analysis below) but the hand full of extra dimensions don't seem to adversely affect model performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_feature_extractor(\n",
    "    n_squeezed,\n",
    "    squeeze_ratio,\n",
    "    inner_activation,\n",
    "    output_dimension,\n",
    "    output_activation,\n",
    "    im_size,\n",
    "):\n",
    "    x_in = keras.layers.Input(im_size)\n",
    "    \n",
    "    x = x_in\n",
    "    if len(im_size) == 2:\n",
    "        #expand dimensions to be length x width x channels \n",
    "        x = Lambda(lambda x: tf.expand_dims(x, axis=3))(x)\n",
    "    \n",
    "    n_large = int(squeeze_ratio*n_squeezed)\n",
    "    x = Conv2D(n_large, (3, 3), padding=\"same\", activation=inner_activation)(x)\n",
    "    x = Conv2D(n_squeezed, (1, 1), padding=\"same\", activation=inner_activation)(x)\n",
    "    x = MaxPooling2D(pool_size=2, strides=2, padding=\"same\")(x)\n",
    "    \n",
    "    x = Conv2D(n_large, (3, 3), padding=\"same\", activation=inner_activation)(x)\n",
    "    x = Conv2D(n_squeezed, (1, 1), padding=\"same\", activation=inner_activation)(x)\n",
    "    x = MaxPooling2D(pool_size=2, strides=2, padding=\"same\")(x)\n",
    "    \n",
    "    x = Conv2D(n_large, (3, 3), padding=\"valid\", activation=inner_activation)(x)\n",
    "    x = Conv2D(n_squeezed, (1, 1), padding=\"valid\", activation=inner_activation)(x)\n",
    "    \n",
    "    x = keras.layers.Flatten()(x)\n",
    "    x = keras.layers.Dropout(0.15)(x)\n",
    "    \n",
    "    x = Dense(128, activation=inner_activation)(x)\n",
    "    x = Dense(output_dimension, activation=output_activation)(x)\n",
    "    \n",
    "    return keras.models.Model(x_in, x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "im_size = x_train.shape[1:]\n",
    "\n",
    "shared_net_kwargs = dict(\n",
    "    n_squeezed=32,\n",
    "    squeeze_ratio=4,\n",
    "    output_dimension=10,\n",
    "    inner_activation=\"elu\",\n",
    "    im_size=im_size,\n",
    ")\n",
    "\n",
    "#feature extractor network to generate similarity space for use in SKM\n",
    "feature_nn = make_feature_extractor(\n",
    "    output_activation=None,\n",
    "    **shared_net_kwargs,\n",
    ")\n",
    "\n",
    "#regular softmax classifier with same architecture\n",
    "softmax_model = make_feature_extractor(\n",
    "    output_activation=\"softmax\",\n",
    "    **shared_net_kwargs,\n",
    ")\n",
    "softmax_model.compile(loss=\"categorical_crossentropy\", optimizer=\"adam\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to be sure that the difference in performance of the softmax network and the performance of the SKM network is not just due to a lucky (or unlucky) set of starting weights we clone the starting weights of one network into the other so that we can meaningfully compare their initial performance and training curves."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#clone the starting parameters of one network into the other\n",
    "starting_weights = feature_nn.get_weights()\n",
    "softmax_model.set_weights(starting_weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         [(None, 28, 28)]          0         \n",
      "_________________________________________________________________\n",
      "lambda (Lambda)              (None, 28, 28, 1)         0         \n",
      "_________________________________________________________________\n",
      "conv2d (Conv2D)              (None, 28, 28, 128)       1280      \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 28, 28, 32)        4128      \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 14, 14, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 14, 14, 128)       36992     \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 14, 14, 32)        4128      \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 7, 7, 32)          0         \n",
      "_________________________________________________________________\n",
      "conv2d_4 (Conv2D)            (None, 5, 5, 128)         36992     \n",
      "_________________________________________________________________\n",
      "conv2d_5 (Conv2D)            (None, 5, 5, 32)          4128      \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 800)               0         \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 800)               0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 128)               102528    \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 10)                1290      \n",
      "=================================================================\n",
      "Total params: 191,466\n",
      "Trainable params: 191,466\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "feature_nn.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At just around 200,000 total parameters the model is pretty light weight. Many fewer parameters than is typically used for example at the time of this writing the current <a href=https://www.tensorflow.org/tutorials/layers> TensorFlow MNIST tutorial </a> architecture uses over 3 million parameters and achieves a test accuracy of 97.3% after 33 training epochs. This seems like an intentionally weak choice of network architecture (maybe to allow people the thrill of improving the networks performance by making tweaks?) By contrast using a 3x3 instead of 5x5 kernel size and a smaller intermediate dense layers and slightly heavier dropout regularization the <a href=https://github.com/keras-team/keras/blob/master/examples/mnist_cnn.py> keras MNIST example </a> uses just around 2 million parameters and hits 99.25% test set accuracy.\n",
    "\n",
    "It is difficult to count up parameters in papers in the literature but as best as I can tell looking at the papers with close to state of the art performance <a href=http://rodrigob.github.io/are_we_there_yet/build/classification_datasets_results.html#5356484e> found here </a> I think parameter counts of a couple million is typical. By fiddling with the architecture I have managed to get as high as 99.2 test accuracy using only 70,000 parameters but at the end of the day performance matters more than network size, a net that has a 50% lower error rate at the cost of 100% more computation is almost always going to be worth the extra overhead. This lightweight 200,000 parameter network works almost as well as any larger network I tried out and so we will stick with it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Kernel Function\n",
    "\n",
    "In the first SKM post we used a Gaussian kernel similarity function and there was no need to fiddle with the width parameter of the Gaussian. However in the 10 dimensional similarity space that we are using in this post the ability of the model to productively train becomes very sensitive to the choice of kernel width parameter of a Gaussian kernel. If the kernel is too narrow then all points are effectively isolated which leads to either extremely inefficient learning or complete model divergence (usually the latter). If the similarity kernel is too wide then the similarity of the closest points are all essentially the same. The points which most strongly drive the gradient are those at distances which are very near to the kernel width $\\sigma$ points much closer than that and points much farther away both having little to no effect. This leads to non-intuitive effects and very inefficient model training or outright model divergence (usually the former).  \n",
    "\n",
    "Ideally we would like to avoid the need to carefully tune the kernel width of our models as a hyper parameter. To avoid the first trouble of an overly narrow kernel leading to isolated points with effectively 0 similarity to each other we just need to make the kernel fall off a little more slowly. To handle the second problem of indifference of the gradient to points near r=0 we simply need to pick a similarity kernel such that not only does the value of the similarity fall off to 0 with increasing distance but so does the first derivative.\n",
    "\n",
    "The first function which comes to mind as an alternative to the Gaussian kernel is the exponential kernel. The tails of the exponential kernel fall off much more slowly than the Gaussian meaning that we have to worry less about making the similarity kernel too narrow. The derivative of the exponential similarity with respect to distance is proportional to the similarity itself, thus the training gradient is coupled to pairs of points directly in proportion to the degree of similarity between those points which seems ideal. In fact in this experiment the choice of exponential kernel seems to serve us well. \n",
    "\n",
    "There is a slight complication due to the fact that the limited numerical precision the pairwise squared distance that comes out of the tf_pairwise_sq_distance_matrix function is sometimes very slightly negative. To solve this we have added a small positive constant to all squared distances prior to taking the square root to ensure positivity.\n",
    "\n",
    "Unfortunately the use of the exponential kernel instead of the Gaussian kernel doesn't completely eliminate the need for tuning the kernel width as a hyper parameter but the few experiments I have carried out show it to be much more forgiving than the Gaussian kernel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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\n",
    "\n",
    "def make_similarity_matrix(\n",
    "    prototype_embedding,\n",
    "    target_embedding,\n",
    "    kernel,\n",
    "):\n",
    "    x1 = prototype_embedding\n",
    "    if target_embedding == None:\n",
    "        x2 = x1\n",
    "    else:\n",
    "        x2 = target_embedding\n",
    "    \n",
    "    sq_dists = tf_pairwise_sq_distance_matrix(x2, x1)\n",
    "    sim_mat = kernel(sq_dists)\n",
    "    \n",
    "    return sim_mat\n",
    "\n",
    "def make_similarity_weighted_average(\n",
    "    similarity_matrix,\n",
    "    prototype_labels,\n",
    "    exclude_diagonal,\n",
    "    k0,\n",
    "    central_value,\n",
    "    sm_eps,\n",
    "):\n",
    "    numerator = (central_value*sm_eps + tf.einsum(\"ij,jk->ik\", similarity_matrix, prototype_labels))\n",
    "    denominator = tf.expand_dims((sm_eps + tf.reduce_sum(similarity_matrix, axis=1)), axis=1)\n",
    "    \n",
    "    if exclude_diagonal:\n",
    "        numerator = numerator - k0*prototype_labels\n",
    "        denominator = denominator - k0\n",
    "    \n",
    "    pred = numerator/denominator\n",
    "    \n",
    "    return pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "kernel_gamma = 0.5\n",
    "kernel_sm = 0.01\n",
    "sim_kernel_tf = lambda x: tf.exp(-kernel_gamma*tf.sqrt(kernel_sm  + x))\n",
    "sim_kernel_np = lambda x: np.exp(-kernel_gamma*np.sqrt(kernel_sm + x))\n",
    "\n",
    "x_proto = keras.layers.Input(im_size)\n",
    "x_in =  keras.layers.Input(im_size)\n",
    "\n",
    "feats_proto = feature_nn(x_proto)\n",
    "feats_in = feature_nn(x_in)\n",
    "\n",
    "sim_func = lambda x: make_similarity_matrix(\n",
    "    prototype_embedding=x[0],\n",
    "    target_embedding=x[1], \n",
    "    kernel=sim_kernel_tf,\n",
    ")\n",
    "\n",
    "y_proto = keras.layers.Input((n_categories,))\n",
    "\n",
    "sim_matrix = keras.layers.Lambda(sim_func)(\n",
    "    [feats_proto, feats_in]\n",
    ")\n",
    "\n",
    "prob_func = lambda x: make_similarity_weighted_average(\n",
    "    similarity_matrix=x[0],\n",
    "    prototype_labels=x[1],\n",
    "    exclude_diagonal=False,\n",
    "    k0=sim_kernel_np(0.0),\n",
    "    central_value=0.005,\n",
    "    sm_eps=0.001,\n",
    ")\n",
    "probs = keras.layers.Lambda(prob_func)([sim_matrix, y_proto,])\n",
    "\n",
    "skm_model = keras.models.Model([x_proto, y_proto, x_in], probs)\n",
    "skm_model.compile(\n",
    "    loss=\"categorical_crossentropy\",\n",
    "    optimizer=\"adam\"\n",
    ")\n",
    "\n",
    "#pseudocount model for evaluating prediction confidence\n",
    "pseudocounts = keras.layers.Lambda(\n",
    "    lambda x: tf.einsum(\"ij,jk->ik\", x[0], x[1])\n",
    ")([sim_matrix, y_proto])\n",
    "skm_pseudocount_model = keras.models.Model([x_proto, y_proto, x_in], pseudocounts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stratified Training\n",
    "\n",
    "With 10 different classes the amount of variation batch to batch in the number of included examples of each class differs significantly. Since the SKM model relys entirely on the apparent similarity of input data it helps with smooth training to always pass in equal numbers of examples of each digit in every batch. There aren't exactly the same number of examples of each category so we end up cutting out a small number of samples each epoch. But the returns in terms of training stability and end model quality are worth it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_stratified_permutation(labels, random_state):\n",
    "    classes = np.unique(labels)\n",
    "    class_indexes = [np.where(labels == cl)[0] for cl in classes]\n",
    "    target_n = np.min([len(clset) for clset in class_indexes])\n",
    "    #crop out to make all classes balanced\n",
    "    stacked_indexes = []\n",
    "    for cl_idx in range(len(classes)):\n",
    "        cli_cur = class_indexes[cl_idx]\n",
    "        permutation = random_state.uniform(0, 1, size=len(cli_cur)).argsort()\n",
    "        stacked_indexes.append(cli_cur[permutation[:target_n]])\n",
    "    stacked_indexes = np.stack(stacked_indexes, axis=1)\n",
    "    return stacked_indexes.reshape((-1,))\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Randomly Sampled vs. Nearest Neighbor Prediction  \n",
    "\n",
    "Since the train and test datasets are too large to be able to comfortably hold the entire train to test similarity matrix in memory all at once we can either use a nearest neighbor search to cherry pick only those training samples which are closest to a given test sample or we can pick a few random subsets of the training data and use those as prototypes. \n",
    "\n",
    "The sampling approach is appealing because it directly applies the model we are actually training. However, I would naievely expect the nearest neighbor approach to work a little better than the sampling method since we are guaranteed to find the most salient examples each time. But it is difficult to know how much of the nearest neighbor models success is due to the nearest neighbor algorithm itself versus that due to the learning occuring in the feature extraction network. We will evalute the model both via a direct sampling method and a nearest neighbor method at each epoch and compare the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sampled_skm_predictor(\n",
    "    model,\n",
    "    prototype_data,\n",
    "    prototype_labels,\n",
    "    target_data,\n",
    "    frame_size,\n",
    "    n_frames = 10,\n",
    "    seed=1234,\n",
    "):\n",
    "    psum = np.zeros((len(target_data), 10), dtype=float)\n",
    "    counts = np.zeros((len(target_data), 1), dtype=float)\n",
    "    state = np.random.RandomState(seed=seed)\n",
    "    \n",
    "    perm = make_stratified_permutation(np.argmax(prototype_labels, axis=1), random_state=state)\n",
    "    for i in range(n_frames):\n",
    "        indexes = perm[frame_size*i:frame_size*(i+1)]\n",
    "        n_batches = len(target_data)//frame_size + 1\n",
    "        for batch_idx in range(n_batches):\n",
    "            clb = batch_idx*frame_size\n",
    "            if clb+frame_size >= len(target_data):\n",
    "                clb = len(target_data) - frame_size\n",
    "            c_proto = prototype_data[indexes]\n",
    "            c_proto_labels = prototype_labels[indexes]\n",
    "            c_targ_data = target_data[clb:clb+frame_size]\n",
    "            cprobs = model.predict([c_proto, c_proto_labels, c_targ_data])\n",
    "            psum[clb:clb+frame_size] += cprobs\n",
    "            counts[clb:clb+frame_size] += 1.0\n",
    "    \n",
    "    return psum/counts\n",
    "\n",
    "def knn_skm_predictor(\n",
    "    embedding_model,\n",
    "    prototype_data,\n",
    "    prototype_labels,\n",
    "    target_data,\n",
    "    sim_kernel,\n",
    "    k_neighbors=10,\n",
    "    normalize=True,\n",
    "):\n",
    "    proto_embed = embedding_model.predict(prototype_data)\n",
    "    target_embed = embedding_model.predict(target_data)\n",
    "    \n",
    "    nn_searcher = NearestNeighbors().fit(proto_embed)\n",
    "    td, t_ind = nn_searcher.kneighbors(target_embed, n_neighbors=k_neighbors)\n",
    "    \n",
    "    ypred_sum = np.zeros((len(target_data), prototype_labels.shape[1]))\n",
    "    for i in range(k_neighbors):\n",
    "        cur_sim_weight = sim_kernel(td[:, i])\n",
    "        ypred_sum += cur_sim_weight.reshape((-1, 1))*y_train_onehot[t_ind[:, i]]\n",
    "    \n",
    "    if normalize:\n",
    "        ypred_sum /= np.sum(ypred_sum, axis=1).reshape((-1, 1))\n",
    "    return ypred_sum\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9833 0.9880 0.9842\n",
      "0.9884 0.9902 0.9884\n",
      "0.9902 0.9918 0.9893\n",
      "0.9899 0.9924 0.9901\n",
      "0.9902 0.9916 0.9918\n",
      "0.9909 0.9926 0.9904\n",
      "0.9921 0.9934 0.9907\n",
      "0.9933 0.9934 0.9900\n",
      "0.9912 0.9929 0.9911\n",
      "0.9926 0.9937 0.9918\n",
      "0.9928 0.9934 0.9913\n",
      "0.9932 0.9949 0.9928\n",
      "0.9920 0.9924 0.9899\n",
      "0.9932 0.9944 0.9923\n",
      "0.9924 0.9932 0.9920\n",
      "0.9936 0.9940 0.9913\n",
      "0.9930 0.9935 0.9922\n",
      "0.9940 0.9944 0.9935\n",
      "0.9911 0.9929 0.9925\n",
      "0.9935 0.9943 0.9918\n",
      "0.9931 0.9938 0.9925\n",
      "0.9926 0.9940 0.9900\n",
      "0.9911 0.9928 0.9912\n",
      "0.9915 0.9928 0.9928\n",
      "0.9915 0.9926 0.9923\n",
      "0.9939 0.9942 0.9928\n",
      "0.9933 0.9942 0.9907\n",
      "0.9931 0.9935 0.9938\n",
      "0.9927 0.9931 0.9932\n",
      "0.9939 0.9936 0.9924\n"
     ]
    }
   ],
   "source": [
    "proto_batch_size = 100\n",
    "target_batch_size =100\n",
    "batch_size = proto_batch_size + target_batch_size\n",
    "\n",
    "n_epochs = 30\n",
    "\n",
    "training_losses_skm = []\n",
    "training_losses_softmax = []\n",
    "\n",
    "test_stats = []\n",
    "\n",
    "r_state = np.random.RandomState(seed=2345)\n",
    "\n",
    "for epoch_idx in range(n_epochs):\n",
    "    permutation = make_stratified_permutation(y_train, random_state=r_state)\n",
    "    for i in range(len(permutation)//batch_size):\n",
    "        lb = i*batch_size\n",
    "        proto_indexes = permutation[lb:lb + proto_batch_size]\n",
    "        target_indexes = permutation[lb + proto_batch_size:lb+proto_batch_size+target_batch_size]\n",
    "           \n",
    "        c_proto_x = x_train[proto_indexes]\n",
    "        c_proto_y = y_train_onehot[proto_indexes] \n",
    "        c_targ_x = x_train[target_indexes]\n",
    "        c_targ_y = y_train_onehot[target_indexes]\n",
    "        \n",
    "        #train the skm model\n",
    "        closs = skm_model.train_on_batch([c_proto_x, c_proto_y, c_targ_x], c_targ_y)\n",
    "        training_losses_skm.append(closs)\n",
    "        \n",
    "        #train the softmax model\n",
    "        closs = softmax_model.train_on_batch(np.vstack([c_proto_x, c_targ_x]), np.vstack([c_proto_y, c_targ_y]))\n",
    "        training_losses_softmax.append(closs)\n",
    "        \n",
    "    test_probs_skm_sampled = sampled_skm_predictor(\n",
    "        model=skm_model,\n",
    "        prototype_data=x_train,\n",
    "        prototype_labels=y_train_onehot,\n",
    "        target_data=x_test,\n",
    "        n_frames=11,\n",
    "        frame_size = 250\n",
    "    )\n",
    "    test_probs_skm_knn = knn_skm_predictor(\n",
    "        embedding_model=feature_nn,\n",
    "        prototype_data=x_train,\n",
    "        prototype_labels=y_train_onehot,\n",
    "        target_data=x_test,\n",
    "        sim_kernel=sim_kernel_np,\n",
    "        k_neighbors=21,\n",
    "    )\n",
    "    \n",
    "    test_probs_softmax = softmax_model.predict(x_test)\n",
    "    \n",
    "    test_stats.append(\n",
    "        [\n",
    "            np.mean(np.argmax(test_probs_skm_sampled, axis=1) == y_test),\n",
    "            np.mean(np.argmax(test_probs_skm_knn, axis=1) == y_test),\n",
    "            np.mean(np.argmax(test_probs_softmax, axis=1) == y_test),\n",
    "        ]\n",
    "    )\n",
    "    print(\"{:5.4f} {:5.4f} {:5.4f}\".format(*list(test_stats[-1])))\n",
    "    \n",
    "test_stats = np.array(test_stats)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Performance Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_stats_df = pd.DataFrame({\n",
    "    \"epoch\":np.arange(1, n_epochs+1),\n",
    "    \"sampling_accuracy\":test_stats[:, 0], \n",
    "    \"knn_accuracy\":test_stats[:, 1], \n",
    "    \"softmax_accuracy\":test_stats[:, 2]\n",
    "})\n",
    "\n",
    "plt.errorbar(\n",
    "    \"epoch\", \n",
    "    \"sampling_accuracy\",\n",
    "    np.sqrt(10000*(1-test_stats_df[\"sampling_accuracy\"]))/10000,\n",
    "    c=\"red\", \n",
    "    linestyle=\"--\", \n",
    "    alpha=0.8, \n",
    "    label=\"SKM sampled\", \n",
    "    data=test_stats_df\n",
    ")\n",
    "plt.errorbar(\n",
    "    \"epoch\", \n",
    "    \"knn_accuracy\",\n",
    "    np.sqrt(10000*(1-test_stats_df[\"knn_accuracy\"]))/10000,\n",
    "    c=\"red\", \n",
    "    linestyle=\"-\", \n",
    "    alpha=1.0, \n",
    "    label=\"SKM nearest\", \n",
    "    data=test_stats_df\n",
    ")\n",
    "#plt.plot(\"epoch\", \"knn_accuracy\", c=\"red\", linestyle=\"-\", alpha=1.0, label=\"nearest skm\", data=test_stats_df)\n",
    "plt.errorbar(\n",
    "    \"epoch\", \n",
    "    \"softmax_accuracy\",\n",
    "    np.sqrt(10000*(1-test_stats_df[\"softmax_accuracy\"]))/10000,\n",
    "    c=\"blue\", \n",
    "    linestyle=\"-\", \n",
    "    alpha=0.8, \n",
    "    label=\"softmax net\", \n",
    "    data=test_stats_df\n",
    ")\n",
    "\n",
    "plt.legend(loc=\"best\")\n",
    "plt.xticks([1, 5, 10, 15, 20, 25, 30])\n",
    "plt.xlabel(\"Epoch\")\n",
    "plt.ylabel(\"Test Accuracy\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The error rate should be treated as a stochastic number and not as an exact value. As a good general rule of thumb the 1 sigma error on any integer count is simply the square root of the count itself (which is where we are getting the errorbars in the above plot). Although this approximation breaks down for very small counts it is still an excellent approximation in this regime where whe have around 60 misclassified examples.  Thus the 0.002 difference between the SKM error rate and the softmax error rate should be seen as being uncertain at the level of at least around $\\sqrt{60}/10000 \\approx 0.0008$ for the regular softmax model. Seen in that light the improvement of 0.002 represents just around a 2.5 sigma significance level, which is suggestive but nothing to hang your hat on. \n",
    "\n",
    "You might be suspicious of that error calculation. Shouldn't we add the uncertainty in both error rates in quadrature? That would be a good approximtion if the two errors were uncorrelated with each other. But since we are evaluating the models on the very same data and even have gone out of our way to train the models in the same way and with the same architecture the two error rates can hardly be considered to be independent of each other. In fact the correlation between the two may well be high enough that the difference between the two error rates might actually have a smaller effective uncertainty than either one individually but there is no way to know apriori how highly correlated we should treat the two numbers.\n",
    "\n",
    "The SKM model learns much faster than the softmax network. The SKM model hits 98.7% accuracy after just one training epoch a full percent higher than that of the regular softmax model. At least some of this rapid training in early iterations is due to the fact that even without any training at all the similarity between pairs of digits of the same class is slightly larger than the similarities between different classes. Thus the SKM model always starts from a model which slightly beats random chance predictions whereas the regular softmax network will usually start from a model which is slightly worse than random chance.\n",
    "\n",
    "Although the sampled SKM model somewhat underperforms relative to the nearest neighbor version at first it eventually comes to very nearly match its performance in later epochs. The nearest neighbor search is actually many times faster to carry out than the sampling estimator and so the nearest neighbor estimator is the clear winner. However the sampling estimator retains value as a diagnostic tool especially since it more closely mimics what the model looks like from the perspective of a single training batch. If the sampling estimator doesn't do a good job that may mean individual training batches don't provide enough information to drive meaningful gradients. \n",
    "\n",
    "Ideally it would be nice to see a series of experiments on lots of different data sets and a proper comparison of the performance of the networks when each network has its hyper-parameters set via search to be optimized for their respective models instead of sharing the hyper parameter values as we have done here to avoid hyper parameter searching. I have made some preliminary SKM models on several different more challenging data sets such as fashion MNIST, cifar10, cifar100, and SVHN and may do a comparison post in the future so stay tuned."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Embedding Dimensionality \n",
    "\n",
    "The use of a full 10 dimensions for the SKM embedding is probably sub-obpimal there is no need for all that space for this particular problem. Because the SKM relys on close collisions of prototype examples with the target examples for prediction it helps to keep the dimensionality of the similarity space into which we embed points relatively small. The larger the dimension the less likely two points are to get mapped near to each other. \n",
    "\n",
    "During training the advantages of having a lower effective dimension outweigh the potential extra freedom of having more space to map points to and so the model learns to restrict itself to a low dimensional subspace of the embedding. For this data and choice of kernel it seems that the model benefits from having perhaps 6 dimensions and learns to effectively restrict itself onto a 6 dimensional subspace. You may suppose that the apparent reduction in the number of dimensions is a property of the PCA and not a property of the data or the model but I can tell you that even if you use a 20 or 30 dimensional similarity space the model still learns to restrict itself to a subspace of effectively the same dimension with almost no variance at all in the final dozen or more dimensions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_embed = feature_nn.predict(x_train)\n",
    "softmax_probs = softmax_model.predict(x_train)\n",
    "\n",
    "pca_skm = sklearn.decomposition.PCA().fit(train_embed)\n",
    "pca_softmax = sklearn.decomposition.PCA().fit(softmax_probs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.arange(1, 11), np.cumsum(pca_skm.explained_variance_ratio_), color=\"r\", label=\"SKM embedding\")\n",
    "plt.plot(np.arange(1, 11), np.cumsum(pca_softmax.explained_variance_ratio_), color=\"b\", label=\"softmax out\")\n",
    "plt.legend(loc=4)\n",
    "plt.xlabel(\"# of Dimensions\")\n",
    "plt.ylabel(\"Captured Variance\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prediction Confidence\n",
    "\n",
    "Although the performance difference in the models is small and may even be spurious where the SKM model really shines is in the fact that it comes with a built in confidence mechanism. Ideally our class probabilities would be well calibrated so that an output of probability 0.9 would actually mean that we can expect the predicted class to be right 90% of the time and wrong 10% of the time. Unfortunately coming up with well calibrated probabilities (and being confident that they are in fact well calibrated) is actually a MUCH harder problem than coming up with reasonable probability estimates. \n",
    "\n",
    "For example take the classic probability problem of randomly drawing balls out of a bucket (with replacement). If you draw 1 ball out and it is red you might assign a probability of 100% to the next ball being red. If you are a little more reasonable (or are a bayesian instead of a frequentist) you would perhaps hedge your bets a little and apply a weak prior. With a typical bit of baysian logic you might add a \"pseudocount\" of 1/2 to your observations of red and not-red balls. With those numbers you would come up with a probability estimate (1+1/2)/(1+1/2+1/2) = 0.75 which seems reasonable to me.\n",
    "\n",
    "If you were offered an even odds bet that the next ball is some other color than red you probably shouldn't take the bet (or at any rate I would not take that bet). Just about any reasonable (weak) prior that you might pick will lead you to an estimate of the probability that is greater than 50%. However, I think it is intuitively clear that the confidence we should assign to the chances that the true probability is greater than 50% should not be high. The very fact that the bet is being offered at all may mean that whoever is offering the bet knows something we don't, and we should be wary.  \n",
    "Contrast that to the situation where you have drawn 1,000 samples and have drawn 75% reds. Although your probability estimate is the same as before your confidence in that probability is vastly greater and now you can take the bet confidently. The probability of the true red fraction being below 50% in that case is vanishingly small.\n",
    "\n",
    "To swing back around to the problem of predicting a digit label given an image. Instead of drawing balls from a bucket we are drawing test images from our hold out set and instead of \"red\" and \"not red\" we are recording correct and incorrect predictions. If we put all 10,000 of our test images into one \"bucket\" so to speak then we end up with the global error estimate (and uncertainties in that error) that we used in the test accuracy vs epoch plot above. \n",
    "\n",
    "However not all of our predictions are of the same quality and we needn't lump them all together when we figure out how well our model performs. For example if our output probabilities are well calibrated then the predictions of digits with a maximum class probability of 90% will be right 90% of the time and are high quality predictions. On the other hand if the probabilities are more spread out so that the maximum probability of any one class is just 60% that prediction is of a somewhat lower quality.\n",
    "\n",
    "In the case of our softmax model if a new training sample explores a region of activation space which is extremely different from anything ever seen by the network during training then the resultant prediction is likely to be nonsense. In these edge cases our model may give us a predicted class likelihood for a certain class of 99.999% and still be totally wrong. Because the softmax network retains no information about what \"typical\" behavior looks like it very happily will return a very confident prediction even for extremely odd examples. \n",
    "\n",
    "On the other hand SKM works entirely by making a sort of analogy between the current example and the set of prototype examples available to it. Thus if the SKM model encounters a sample which explores a completely new region of activation space never before seen it will be far from all known examples and get a very low total similarity sum. The similarity sum is a sort of estimate of the density of training prototypes in the space near the target image to be predicted. If the density of prototypes near an image is low then that image represents something new and unusal and we should be suspicious of any predictions we make. On the other hand if there are lots of nearby example prototypes then we are on well trodden metaphorical ground and the predictions of the SKM model should be of high quality.\n",
    "\n",
    "Lets see how well the probability of the softmax model and/or the neighbor count of the SKM model predicts the quality of our answers and compare the two."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_pseudocounts_knn = knn_skm_predictor(\n",
    "    embedding_model=feature_nn,\n",
    "    prototype_data=x_train,\n",
    "    prototype_labels=y_train_onehot,\n",
    "    target_data=x_test,\n",
    "    sim_kernel=sim_kernel_np,\n",
    "    k_neighbors=21,\n",
    "    normalize=False\n",
    ")\n",
    "test_probs_softmax = softmax_model.predict(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tim/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:19: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "/home/tim/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:20: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n"
     ]
    },
    {
     "data": {
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tYmTh3UhV7PlYm9mzZ9O5c+fyBA6w3Xbb0blzZ2bNmlWexLt27VolgQPsvvvuqz2ePn06S5cupUOHDqttX758OXPmZBame+mllzjiiCNqczlVbLnllnz/+99nwoQJ7LnnnjzyyCN8/PHHHH/88XU+5pw5c7jooot48cUXWbhwIWVlZZSVlVUZV7nXXl/fTLHBBhuwxx57MGvWLCBz/c8880y1PVZz5sypksQXLlzI+++/z6mnnsqQIUPKt3/11Vflr+Hs2bPp0qXLajeT7bHHHmtdRGHOwtrdjLTwM3tiVHsR0RrokX24AdAtIvoAn6SU3gNGA7dFxFTg78BpQGfgxoaIt5CZs2uvmHK2tIqFdyP1zW9+k4hg9uzZa02YKaU1Lqlccfsmm2xSbZvK28vKyujUqRPPPvtslbabbrpp+TlzYdCgQRx33HFcd911TJgwgSOPPLL849i6GDBgAF26dOEPf/gDXbp0YcMNN6RXr15VPrZcm7KyMg477LAqYxmBat8EV32UeeONN7L33ntXe8xc/bykelACTKnweGT26xZgYErp7ojYAhgObEVmzu9DU0rv5j3SAmfOrj1ztoqRhXcjtepGk+uvv56zzjqryl/zn376KZttthm9evWitLSUefPmlfegvPPOO3z44Yf06tWr1ufdbbfdWLBgARtssAHbbbfdGts8+eSTazxGixYtWLly5TrPdcghh7Dpppty44038tBDD/Hwww/XOt5VPv74Y2bPns0NN9zAAQccAMCMGTP46quvqrRddZMRZBLs1KlTyz9y3G233bjnnnvYZpttaN68+TrP26lTJ7p06cKcOXM44YQTquyfs/BzNuu8LaWlpTw78w06d+kKwPQXn6esrIyPPlte695tKVdSSk+RuVlybW3GAmNzdc6IGAAM6NGjxzrbNibm7Nop1JwNlL9G77//fvl496lTp65xzLhUkYV3IzZ27Fj23ntvSkpKGDVqFDvvvDMpJaZMmcJll13Ge++9R79+/dhll104/vjj+d3vfkdKiTPPPJPddtutPFHVRr9+/dhnn304/PDDufLKK+nZsyf/+te/eOSRR+jXrx99+/blggsuYM8992Tw4MH8/Oc/p1WrVjz77LMcfPDBdOvWje7duzN16lTmzZtH69at2Xzzzas9V7NmzTjppJMYOnQoXbp04aCDDlpnfGVlZcycOXO1bat6Sdq3b89NN93E1ltvTWlpKRdccAEbblj1v8C4ceP41re+xU477cTYsWN59913yz9y/PnPf85NN93E0UcfzS9/+Us6dOjAO++8wz333MM111xDmzZtqhxvxIgRnHnmmWy22WYceuihfPnll8yYMYPS0lKOGnQm++x3ANt981tccMZgfn3J5SxfvozfXjy02tgagvN/K5+KdYw3mLOr09hy9tChQ+nXrx89e/bkhBNO4Nprr2XZsmWce+65BZOzVdj8LVmDxlA0bLvttsyYMYNLL72UX/7yl5SWlrLFFluwyy678Ic//AHIfDT5wAMPcNZZZ7H//vsDmUT8+9//fo0fZ65NRPDwww8zfPhwTjnlFD766CM6derEPvvsU9470KdPHx5//HGGDRvGnnvuScuWLSkpKeGwww4D4Pzzz+dnP/sZvXr1YtmyZcydO3eN5zvppJO45JJLOPHEE2sU77Jly9h1111X27bFFluwaNEi7r77bs466yx69+5Njx49uOaaa6rcvANw+eWXM3r0aGbMmME222zD/fffT9eumZ7ozp078/e//52hQ4dyyCGHsHz5crp168bBBx9My5Ytq41p0KBBbLLJJlx11VUMHTqUjTbaiB133JEzzjgDyIxJHDfxTob94kx+9L0D6Nxla4aO/C2/OK1eFveTilah521zdlWNNWfff//9nHLKKeyxxx5069aNa665huOOO26d1ytFYxurFBHPAZuQWbjhnpTSJTV5XklJSao8b+kqs2fPXued5moYL774Ivvssw/vvPNOUa5kl69hJKVz32bszGV5OdcqhV4ENSYRMT2l1DDrcjcQc3bjVOw5O1/8Hc+9fK5cubac3Rh7vA9JKf0nIpoBf4uIB1NKM9f5LDUqX3zxBe+//z7Dhw/niCOOMIFLTUSxjvEuduZsqWYa3dw3KaX/ZL9tkf1SEfrTn/7E9ttvz8cff8zo0aMbOhxJeZJSeiilNLht27YNHYpqwZwt1UxeC++I2DciHoyI0ohIETGwmjanR8TciFgeEdMjosqM9BHxIvAR8Li93cVp4MCBrFy5khkzZlRZJU2SVFjM2VLN5LvHuzWZeV7PBqoMOI2Io4ExwKXArsBzwF8iYrXPrFJKewBdgD4R0bu+g5YkSZLWV14L75TSwymlYSmle4HqJrz8BTAxpXRTSml2SulMYD4wpHLD7JCTJ4FD6jVoSZIkKQcKZox3RLQAdgcerbTrUWDvbJvNIqJ99vtWwMHAG2s55uCImBYR0xYuXFg/gUuSciYiBkTE+MWLFzd0KJKUc4U0q0l7MlMELqi0fQHQL/v95sCkiGhO5o+Ge1JKk9d0wJTSeGA8ZKamynnEUparS0q5UcwL6EhSIRXeq1QukGPVtpTSO2R6xSVJkqRGpWCGmgCLgJXAlpW2d6RqL7gkSZLUqBRMj3dKaUVETAf6A5Mq7OoP/G9dj1vnxRgmfr+up6ybgWscMaNKnnrqKQ444AAWLlxI+/btG3UMF555Kv/+5GNuuuPeOh/jk48X8e0dtuX2+x9mz32qzL4pNR3m7YJUTDl74MCBLFq0iMmT6/7aL1q0iA4dOjBlyhT233//Oh9HjVO+5/FuHRF9IqJP9tzdso9XTRc4GhgYEYMiYoeIGAN0Bm6s6zmLeTGGgQMH8v3v5/mNJs+6d+/O1VdfnfPjjhgxgt69nYlSUv6Ys+vOnK1ike+hJiXAS9mvjYCR2e8vAUgp3Q2cAwwHZgLfAQ5NKb2b5zhVQytWrKjVdklaG2c1qV/mbKlh5Xse76dSSlHN18AKbcamlLqnlFqmlHZPKT2Tzxgbs1W9KWPGjKFLly60a9eOE088kaVLl5a3SSlxzTXX8M1vfpOWLVvStWtXhg4dWr7/1VdfpV+/fmy00UZsvvnmDBw4kIpvgKvOccUVV9C1a1e6du0KZHo5RowYwUknncRmm23G8ccfD0BpaSnHHHMM7dq1o127dhx22GG89dZbq8X95z//mT322IONNtqILbbYggEDBrB8+XL2339/3n33XS644AIigoiocs1Llixh00035d57Vx+q8dhjj9G8eXMWLKjb7QG33347//Vf/0WbNm3o2LEjP/nJTygtLa3S7oUXXqBPnz702ro9h/fry2svv7Ta/hlTX+DYww+h9zYd2Wfnb3HxBefw2Wf/WeN5U0qM//21HPBfO7Njtw4cut8ePDDprtXavPLSdA7v15deW7dnwIH78PKMaXW6RqkQFfOnlJWZs7+W75zdqlUrdt99d6ZPn77a/ueee4799tuPjTfemC5dujBkyBD+85+15+wrr7ySb3zjG2y00UbstNNO3H777au1+cc//sHuu+9Oq1at2HXXXXnxxRfrdI0qDoV0c6Vy4Nlnn+W1117j8ccf5+677+b+++9nzJgx5fuHDRvGqFGjGDp0KK+//jqTJk0qX9536dKlHHLIIbRu3ZqpU6dy//3389xzz3HSSSetdo6nn36aV155hUceeYQnnniifPvo0aPp2bMn06ZN49JLL2Xp0qUccMABtGrViqeffprnn3+erbbain79+pW/sTzyyCMcfvjh9O/fn+nTpzNlyhT2228/ysrKuO++++jatSsXX3wx8+fPZ/78+VWud5NNNuHYY49lwoQJq22fMGEC3//+9+nUqVOdfo4rVqxg5MiRvPzyy0yePJlFixZx7LHHVml3/vnnc8UVV/DAo8+w9TbdGXTcj1mWvbZ/znqdgUf9kIO+eyiTpzzHDTffwazXXuFXZ5++xvOOvuwSJt15KyOuuIZHnv0Hp511HhddcDZTHnsEgKVLljDo+B+z9TbdeeDRZ7hg+EguH/HrOl2jpIZnzs7Id86eNm0a2223HYcddlj5tb366qscfPDB/OAHP+Dll1/mvvvuY+bMmVV+nhUNHz6cP/7xj9xwww3MmjWLoUOHcuqpp/LnP/8ZyPyhcdhhh7Hddtsxbdo0Lr/8cs4///w6XaOKQ8HcXFlf6nxzZSO16aabMm7cODbccEN22GEHfvKTn/DEE08wdOhQPv/8c6699lquu+668kTSo0cP9tprLwDuuOMOPv/8c2677TbatGkDwPjx4znggAN4++23WfUzbNWqFRMmTKBly5arnXu//fbjwgsvLH88YcIEUkrcfPPN5T0ff/jDH+jYsSOTJ0/mqKOOYtSoUfz4xz/mN7/5Tfnzdt55ZwA23nhjmjVrRps2bdhyy8qT3XztlFNOYc8996S0tJQuXbrw73//mwceeIBJkyat8TnrUjHRbrfddowbN44ddtiBDz74oLzHCOCiiy7iu9/9LnMWfs4VY8bxnT49efC+ezj6vwdy0w1jOPSHRzLo9LPK219y5XX84KB9+HjhQrbo0GG1cy5dsoQJN17PxHse4L/23AeArbfpzisvTef2CTdxQP9DePB/7+bLFV9yxZhxbNK6Nd/aoReffHwB5//cKY+lxsic3TA5G+Dmm2+ma9eu3HnnnQwaNIirrrqKo48+mvPOO6+8/bhx49h111356KOP6Nix42rnXLJkCaNHj+bRRx+lb9/Mje3bbrstU6dO5YYbbuCwww7jjjvuYMWKFdx88820bt2a3r178+tf/5qf/vSndb5WNW5FX3g3tcUYevXqxYYbfv2ydu7cufxjrVmzZvHFF19w0EEHVfvc2bNns/POO5cncIC9996bDTbYgFmzZpUn8d69e1dJ4AAlJSWrPZ4+fTpz585d7XiQ6aWZM2cOAC+99BIDBw6s/YVWOu9OO+3ELbfcwrBhw7jzzjtp164d3/ve9+p8zBkzZjBy5EhmzpzJJ598QkqZ6eXfe++91ZL4qjdAgE1at2b7HXrx9j8zi6m+9spLvDv3HR5+4L7yNik7Tf27896pUni//eYbfLF8OScdcyTB1x/RfvnVl3TdOnP/8dtvvUnPXjuySevW5ft3Lfl2na9TUsMyZzdczm7dujU77bQTs2bNAjLX//bbb3P33XeXt1l1nDlz5lQpvGfNmsXy5cs55JBDVhtW8+WXX9K9e3fg69eodYWcXTEGNT1FX3g3Nc2bN1/tcURQVlYGfJ1A1iSlVO2YvFXHWWWTTTaptk3l7WVlZfTp04e77rqrStvNN998rbHU1qBBg7juuusYNmwYEyZMYODAgTRr1qxOx1qyZAnf/e536devH7fddhsdO3Zk0aJF9O3bt1Y3IKWyMo46/meceOrPq+zbcqvOVbatep3G33YPW3Xputq+8td1Ha+hpMbFnF04ObusrIxBgwZx7rnnVtnXpUuXatsDPPTQQ3Tr1m21fate13W9hmp6LLybkF69etGyZUueeOIJvvnNb1a7f8KECXz22WflPR7PPfccZWVl7LDDDrU+32677caf/vQn2rdvz2abbVZtm1133ZUnnniCU06p/gOJFi1asHLlynWe67//+7+54IILuP7665kxY0a1bxw19cYbb7Bo0SIuvfRStt12WwDuu+++atu+8MILbLfddkBmqMibb8zmh0dlxhXuuFMf3vrnbLpv940anbfH9j1p0bIlpR+8x15996u+zbe2576772TpkiVsnH3TnDn9H7W6vnw5ZvzzdXreXYPtDZLAnF1Tdc3ZS5Ys4bXXXuOEE04AMtf/+uuvU9Ohqaten3fffZcDDzxwjW1uueUWlixZUv6HzgsvvFCr61Nx8ebKJqRNmzacffbZDB06lJtvvpk5c+YwdepUxo0bB8Dxxx/PJptswgknnMCrr77KM888w6mnnsqRRx5Z40RU0fHHH0+nTp04/PDDefrpp5k7dy7PPPMM5513Xvld8r/+9a+ZNGkSw4cPZ9asWbz++utce+215Te7dO/enWeffZbS0lIWLVq0xnO1bduWn/zkJ5x33nnsu+++1b5JVbZ8+XJmzpy52tfjL7zEyo03p6d51GQAACAASURBVEXLlvzmytFM+cer/M+d9/LLYZkbGEs/XcachZ9T+ukyAC4eeQm3THqQN9+Yza/OOZ3mzZvzgyOPAmDwmefyykvTuej8s3n91ZeZ984cnnz0Lww/76xq42ndug2DTj+Ly0f8mkl33sq8d+Yw69VXuHPiH7nr1syNSAOOPIpmGzbjV+eczptvzOZvTz3J2OuuquErIhU+pxP8mjl7ddXl7DfffJNu3brRsmVLrr/+et555x3+/Oc/c9FFF1V7jN/85jc89thjvP7665x00km0aNGC4447DoBf/vKXTJ06ldNOO42XXnqJt99+m8mTJ3PqqadWe6w2bdpw/vnnc/755zNhwgTefvttZs6cyY033sj48eMBOO6449hwww056aSTeP3113nsscf47W9/u85rVfEq+h7vOt9cWaQrkl122WW0a9eOUaNG8cEHH9CpU6fyv/Y33nhj/vrXv3LOOefw7W9/m1atWnH44Yevdod9bWy88cY888wz/OpXv+InP/kJixcvpnPnzhxwwAG0a9cOgEMPPZT777+fkSNHctVVV9GmTRv23ntvhgwZAsAll1zCqaeeyje+8Q2++OKLtX5sd/LJJ3Prrbdy8skn1yi+OXPmsOuuu662rfcuu/LAY89w1e//wNW/HcntN99Ez169GTbyMk465ogqx7hg+Egu+3/DeGfOW3xz+x246Y5J5T3RPXfszZ/+7xFGXzaK4w7/HmVlK9l6m+4c/L0Ba4zp3F9dRPsOHfmfsb/j4gvPpXWbNvTacWdOOeMcIDOO/KbbJ3HxhedyeL/v8I0e3+LCiy7h1J8eXaNrlgrdet2XU4R525z9tepy9u677860adPKx4vfcMMN7LzzzowePZpDDjmkyjEuv/xyzjvvPP75z3+y4447Mnny5PKe6J133plnnnmG4cOHs99++7Fy5Uq22247jjiiau5fZdSoUXTq1Imrr76aIUOGsOmmm9KnT5/ym1Zbt27N5MmTGTJkCLvtths9e/bkiiuu4Ac/+EGNrlnFJ5rK+KOSkpI0bVr18x3Pnj27Th/LqbDcfffdnHrqqXz44YdsvPHGdTrGnIWf5ziqwlA6923GzlzW0GHUiENNqoqI6SmlknW3LB7m7OKXi5xdrPwdz726DH+s6/vR2nJ20fd4q/gtXbqUefPmcemll3LKKaeYwCWpgJmz1ZQ5xluN3pVXXskuu+zC5ptvvsZxfZKkwmDOVlNm4a1Gb8SIEXz55ZdMmTKFTTfdtKHDkSSthTlbTZmFtyRJkpQHRV9413RqqqZyk6manpRWrZcpFQ9ztoqVv9vFregL75TSQymlwW3btl1jm+bNm7NsWeOY8UGqrbIvv2DplyZyFQ9ztorZsmXLqqxoquJR9IV3TXTs2JHS0lKWLl3qX5oqGiklVq5YzoL583n6vS8aOhwpZ8zZKkYpJZYuXUppaSkdO3Zs6HBUT5xOEMpv7vjwww/58ssvGzgaNaSFnxVPgZqApV8mnn7vC+Z9ZnGixqEmi56Zs1WsmjdvTqdOnbzptIhZeGdtuumm/qKLkXWYYF9S7tR05UpztqTGyKEmkiRJUh7Y462iVJelYSVJkuqTPd6SJElSHhR94V3TebwlSZKk+lT0hXdN5vGWJEmS6lvRF96SJElSIbDwliRJkvLAwluSJEnKAwtvSZIkKQ8svCVJkqQ8cAEdSQWlrosf3TV4rxxHIklSbtnjLUkqGK69IKmYFX3hbRKXpMbDtRckFbOiL7xN4pIkSSoERV94S5IkSYXAwluSJEnKAwtvSZIkKQ8svCVJkqQ8sPCWJEmS8sDCW5IkScoDV65UQavrKoaSJEmFxh5vSZIkKQ8svCVJkqQ8sPCWJEmS8qDoC++IGBAR4xcvXtzQoUiSJKkJK/rCO6X0UEppcNu2bRs6FEmSJDVhzmoiqSjUdQacuwbvleNIJEmqXtH3eEuSJEmFwMJbklRvIuK5iHg5Il6LiIsbOh5JakgONZEk1adDUkr/iYhmwN8i4sGU0syGDkqSGoI93pKkepNS+k/22xbZL0lqsiy8JUnVioh9I+LBiCiNiBQRA6tpc3pEzI2I5RExPSL6VtPmReAj4HF7uyU1ZRbekqQ1aQ28BpwNLKu8MyKOBsYAlwK7As8Bf4mIbhXbpZT2ALoAfSKid30HLUmFysJbklStlNLDKaVhKaV7gbJqmvwCmJhSuimlNDuldCYwHxhSzbH+AzwJHLKm80XE4IiYFhHTFi5cmKOrkKTC4c2Vypu6zrMsqfBERAtgd+DqSrseBfbOttkM2DCltCgiWgEHA9eu6ZgppfHAeICSkpJUH3FLUkOy8JYk1UV7oBmwoNL2BUC/7PebA5MiojmZT1jvSSlNzl+IklRYLLwlSeujcs90rNqWUnqHTK+4JAnHeEuS6mYRsBLYstL2jlTtBa+xiBgQEeMXL168PrFJUkGy8JYk1VpKaQUwHehfaVd/MrOb1PW4D6WUBrdt23Z9wpOkguRQE0lStSKiNdAj+3ADoFtE9AE+SSm9B4wGbouIqcDfgdOAzsCNDRGvJBW6ou/x9mNLSaqzEuCl7NdGwMjs95cApJTuBs4BhgMzge8Ah6aU3q3rCc3ZkopZ0RfefmwpSXWTUnoqpRTVfA2s0GZsSql7SqllSmn3lNIz63lOc7akolX0hbckSZJUCCy8JUmSpDyw8JYkSZLywFlNVGsu/S6pvkTEAGBAjx491tlWkhobe7wlSQXDmyslFTMLb0mSJCkPLLwlSZKkPLDwliRJkvLAwluSVDBcuVJSMbPwliQVDG+ulFTMLLwlSZKkPLDwliRJkvLAwluSJEnKAwtvSZIkKQ8svCVJBcNZTSQVMwtvSVLBcFYTScXMwluSJEnKAwtvSZIkKQ8svCVJkqQ8sPCWJEmS8sDCW5IkScqDRld4R8TWEfFURMyKiJcj4siGjkmSlBtOJyipmDW6whv4CjgnpdQL6A+MiYiNGzgmSVIOOJ2gpGK2YUMHUFsppfnA/Oz3H0XEv4H2wHsNGpikRumY8c/X+jl3Dd6rHiKRJBW7vPd4R8S+EfFgRJRGRIqIgdW0OT0i5kbE8oiYHhF913CsEqA58H49hy1JkiStl4YYatIaeA04G1hWeWdEHA2MAS4FdgWeA/4SEd0qtdsCuBU4OaWU6jtoSZIkaX3kvfBOKT2cUhqWUroXKKumyS+AiSmlm1JKs1NKZ5IZWjJkVYOIaAncD1yWUnpuTeeKiMERMS0ipi1cuDDHVyJJkiTVXEHdXBkRLYDdgUcr7XoU2DvbJoCJwJMppdvWdryU0viUUklKqaRDhw71ELEkSZJUMwVVeJO5SbIZsKDS9gXAltnv9wGOBn4YETOzXzvlMUZJkiSp1gp1VpPKY7Zj1baU0t8ovD8YJEmSpLUqtMJ7EbCSr3u3V+lI1V5wrae6TKMmSfUpIgYAA3r06NHQoUhSzhVUz3FKaQUwnczCOBX1JzO7Sa25CpokNR4uoCOpmDXEPN6tI6JPRPTJnr9b9vGq6QJHAwMjYlBE7BARY4DOwI11OZ9JXJIkSYWgIYaalABTKjwemf26BRiYUro7O0f3cGArMnN+H5pSejfvkUqSJEk5kvfCO6X0FJmbJdfWZiwwNi8BSZIkSXlQUGO864NjvCVJklQIir7wdoy3JEmSCkHRF96SJElSIbDwliRJkvLAwluSJEnKAwtvSZIkKQ+KvvB2VhNJkiQVgqIvvJ3VRJIkSYWg6AtvSVLj4aeUkopZnQvviNgoIvpFxDa5DEiSlHuNJWf7KaWkYlbjwjsiJkbE6dnvWwBTgUeBf0bE9+opPklSHZizJanw1KbH+7vAC9nvfwC0AbYERmS/JEmFw5wtSQWmNoV3O+Cj7PeHAP+bUvoIuAvolevAcsXxgpKaqEaZsyWpmG1Yi7b/AnpHxHwyPSmDs9tbA1/mOrBcSSk9BDxUUlJySkPHUl+OGf98Q4cgqfA0ypwtScWsNoX3BOBu4ENgJfBEdvsewBs5jkuStH7M2ZJUYGpceKeULomI14FuwKSU0orsrq+AK+ojOElS3ZizJanw1Ljwjoh9gf9LKX1VadcdwN45jUqStF7M2ZJUeGpzc+UUYPNqtrfN7pMkFQ5ztiQVmNoU3gGkarZvASzJTTiSpBwxZ0tSgVnnUJOIeDD7bQJuj4gvKuxuBvQGnquH2CRJtWTOlqTCVZMx3h9n/w3g38CyCvtWAH8DbspxXDkTEQOAAT169GjoUCQpHxp1zpakYrbOwjuldCJARMwDrk4pNaqPKJvCPN6StEpjz9mSVMxqM53gyPoMRJKUO+ZsSSo8tZlOcHPgt8BBQEcq3ZiZUto0t6FJkurKnC1Jhac2K1f+EdgVGE9mJbTq7paXJBUGc7YkFZjaFN4HAf1TSi/WVzCSpJwpiJwdEVsDt5Hpdf8SGJlSuq8hY5KkhlKbwvsj4PP6CkSSlFOFkrO/As5JKc2MiI7A9Ih4JKW0tKEDk6R8q80COr8GLomI1vUVjCQpZwoiZ6eU5qeUZma//4jMFIftGzImSWootenxHg50Bz6KiHfJfGRYLqW0cw7jkiStn5zk7IjYFzgf2B3oDJyYUppYqc3pwAXAVsDrZHq4n63mWCVAc+D9Wl6LJBWF2hTe99ZbFPWoMS2gc8z45xs6BEnFI1c5uzXwGnBr9ms1EXE0MAY4ncziPKcDf4mIXiml9yq02yL7/JNTSt7oKalJKvp5vF1AR1JTlKucnVJ6GHgYICImVtPkF8DElNKq1TDPjIhDgCHA0OzzWgL3A5ellNa4XH1EDAYGA3Tr1i0X4UtSQanNGG9JkspFRAsyQ1AerbTrUWDvbJsAJgJPppRuW9vxUkrjU0olKaWSDh061EPEktSwarOAzmesZR5YF2OQpMKRp5zdHmgGLKi0fQHQL/v9PsDRwCsR8cPstp+mlF7NwfklqVGpzRjvMyo9bk5mcYYfkVkdTZJUOPKZsysX+LFqW0rpb/jpqiQBtRvjfUt12yNiBpmFGn6fq6AkSesnTzl7EbAS2LLS9o5U7QWvkcZ0Q7wk1VYueiGmAANycBxJUv3LWc5OKa0ApgP9K+3qD6zxJsp1HPOhlNLgtm3brm94klRwajPUZE2OIdPrIUkqfLXK2dkFeFZ1P28AdIuIPsAn2ekCRwO3RcRU4O/AaWTm+74xp1FLUhGozc2Vr7L6OL4AOgGbk5k2SpJUIHKYs0vI9JKvMjL7dQswMKV0d3aO7uFkFtB5DTg0pfTueoQvSUVpfRbQKQMWAk+llN7IXUiSpBzISc5OKT1FpmhfW5uxwNjaBlgdx3hLKmZFv4COJDVFjTVnu+iZpGJW6zHeEXEg0IvMR5ivZ3tDCpa9J5KassaWsyWpmNVmjHcXMkv+7g58mN3cOSKmAUeklD5c45MbkL0nkpqixpqzJamY1WY6wd+Rma+1R0pp65TS1sA3s9t+Vx/BSZLqrFHm7IgYEBHjFy9e3NChSFLO1abw7g/8PKU0d9WGlNI7wFlUncNVktSwGmXOdh5vScUsFwvolOXgGJKk/DBnS1IDqU3h/QTwu4jYetWGiOgGjMnukyQVDnO2JBWY2hTeZwEbA+9ExLsRMQ+Yk912Vj3EJkmqO3O2JBWY2szj/T6wW0T0B3qSWVBhVkrp8foKTpJUN401ZzsFrKRits4e74j4XkTMi4i2ACmlx1JKv08p/Q74R3bfwfUeqSRpnRp7zvbmSknFrCZDTc4ArkopVZnbKbvtCuDsXAcmSaoTc7YkFaiaFN47A2v7aPJJYJfchCNJWk/mbEkqUDUZ492BtU8/lYAtchOOJBW+Y8Y/X6fn3TV4rxxHUi1ztiQVqJr0eH9ApgdlTXYGSnMTjiRpPZmzJalA1aTw/jMwKiI2qrwjIjYGLsm2kSQ1vEads10yXlIxq0nh/VugLfBWRPwyIg7Pfv0KeDO779L6DFKSVGONOmc7q4mkYrbOMd4ppY8iYm9gHJlkHat2AX8FTk8pLai/ECVJNWXOlqTCVaMFdFJK7wKHRkQ7oAeZRP5WSunf9RmcJKn2zNmSVJhqvHIlQDZp/6OeYqkXroImqalqjDlbkopZTcZ4N2qOF5QkSVIhKPrCW5IkSSoEFt6SpILhdIKSipmFtySpYDg8UFIxs/CWJEmS8sDCW5IkScqDWk0nqJo5ZvzzDR2CJEmSCow93pIkSVIeWHhLkiRJeeBQE0mSJBW1ixZdWIdnPZvzOOzxliRJkvLAHu8CUre/xmBU+ytzHIkkNYyIGAAM6NGjR0OHIkk5Z4+3JKlguICOpGJm4S1JkiTlgYW3JEmSlAcW3pIkSVIeWHhLkiRJeeCsJpIkSWoUjhn/fJ2ed1GO46gre7wlSZKkPLDwliRJkvLAwluSJEnKAwtvSZIkKQ8aXeEdEQ9GxL8j4t6GjkWSJEmqqUZXeAPXAic0dBCSJElSbTS6wjulNAX4rKHjkCTlXkQMiIjxixcvbuhQJCnn8lp4R8S+2aEipRGRImJgNW1Oj4i5EbE8IqZHRN98xihJajgppYdSSoPbtm3b0KFIUs7lu8e7NfAacDawrPLOiDgaGANcCuwKPAf8JSK65TNISZIkKdfyunJlSulh4GGAiJhYTZNfABNTSjdlH58ZEYcAQ4ChtT1fRAwGBgN062btXtlFiy6s0/NGtb8yx5FIkiQVv4IZ4x0RLYDdgUcr7XoU2Lsux0wpjU8plaSUSjp06LC+IUqSJEl1VjCFN9AeaAYsqLR9AbDlqgcR8TgwCTg0Ij6IiL3yF6IkSZJUN3kdalJDqdLjqLgtpdQvv+FIkiRJ66+QCu9FwEoq9G5ndaRqL3iNRcQAYECPHj3WI7TaqevYaUmSJBWvghlqklJaAUwH+lfa1Z/M7CZ1Pa5TU0mSJKnB5bXHOyJaA6u6njcAukVEH+CTlNJ7wGjgtoiYCvwdOA3oDNyYzzglSZKkXMv3UJMSYEqFxyOzX7cAA1NKd0fEFsBwYCsyc34fmlJ6N89xSpIkSTmV73m8nyJzs+Ta2owFxuYlIEmSJClPCunmynrREDdX5ps3c0qSJBW+grm5sr54c6UkSZIKQdEX3pIkSVIhsPCWJEmS8sDCW5IkScoDC29JUr2KiAcj4t8RcW9DxyJJDclZTVRrdZ1FZVT7K3MciaRG4lrgJuBnDR2IJDWkou/xdlYTSWpYKaUpwGcNHYckNbSiL7wlSXUXEftmh4qURkSKiIHVtDk9IuZGxPKImB4RfRsgVEkqeBbekqS1aQ28BpwNLKu8MyKOBsYAlwK7As8Bf4mIbvkMUpIaAwtvSdIapZQeTikNSyndC5RV0+QXwMSU0k0ppdkppTOB+cCQvAYqSY1A0d9cKUmqHxHRAtgduLrSrkeBvetwvMHAYIBu3ewwl/LpmPHP1+l5dw3eK8eRrF1dJ3goFEVfeDurSeGoy38WZ0KRClp7oBmwoNL2BUC/VQ8i4nFgF2CTiPgA+ElKqcq7fEppPDAeoKSkJNVX0JLUUIp+qImzmkhSvatcJEfFbSmlfimlDimljVNKXasruiWpKSj6Hm9JUr1ZBKwEtqy0vSNVe8FrxE8ppaahrkNbLspxHPlW9D3ekqT6kVJaAUwH+lfa1Z/M7CZ1OaafUkoqWvZ4S5LWKCJaA6u6nzcAukVEH+CTlNJ7wGjgtoiYCvwdOA3oDNzYEPFKUiGz8JYkrU0JMKXC45HZr1uAgSmluyNiC2A4sBWZOb8PTSm9m/dIJanAWXhLktYopfQUmZsl19ZmLDA2F+dzjLfUuNR1rHZTVfRjvCNiQESMX7x4cUOHIklaB8d4SypmRV94m8QlSZJUCIq+8JYkSZIKgWO8JUkFwzHeKkaNZTl21T97vCVJBcPhgZKKmYW3JEmSlAcW3pIkSVIeWHhLkiRJeeDNlZKkguHNlVLDuGjRhXV63qj2V+Y4kuJmj7ckqWB4c6WkYlb0Pd7r23tSlymALqrTmSRJklTMir7H294TSZIkFYKiL7wlSZKkQmDhLUmSJOVB0Y/xliQ1Hs5qIq2fui5P7/1p+WGPtySpYHhfjqRiZuEtSZIk5YGFtyRJkpQHFt6SJElSHlh4S5IkSXlg4S1JkiTlQdFPJ+jUVE3TRYsurNPzRrW/MseRSKoNc3bhqOu0dHVx1+C98nYuqPu1NZY4VbiKvsfbqakkqfEwZ0sqZkVfeEuSJEmFwMJbkiRJygMLb0mSJCkPLLwlSZKkPLDwliRJkvLAwluSJEnKAwtvSZIkKQ8svCVJkqQ8KPqVKyVJjYcrV65ZY1ltsS6K+dqg7qspF7Om+jOxx1uSVDBcuVJSMbPwliRJkvLAwluSJEnKAwtvSZIkKQ8svCVJkqQ8sPCWJEmS8qDopxNc36mpmup0N4XCn78kSSoWRd/j7dRUkiRJKgRFX3hLkiRJhcDCW5IkScoDC29JkiQpDyy8JUmSpDwo+llNJEmNx/rORFVnE79f++cMnJz7ONai7rM8PZvX841qf2XeznXM+Nqfa328fmnfvJ6vMXD2sdqxx1uSVDCciUpSMbPwliRJkvLAwluSJEnKAwtvSZIkKQ8svCVJkqQ8sPCWJEmS8sDCW5IkScoDC29JkiQpDyy8JUmSpDyw8JYkSZLywMJbkiRJygMLb0mSJCkPLLwlSZKkPLDwliRJkvLAwluSJEnKg0ZXeEfEoRHxz4h4KyJOb+h4JElrZs6WpK9t2NAB1EZEbAiMAQ4EPgamRcT9KaX5DRuZJKkyc7Ykra6x9Xh/G5iVUno/pbQUuB/4fgPHJEmqnjlbkirIa+EdEftGxIMRURoRKSIGVtPm9IiYGxHLI2J6RPStsLsz8H6Fxx8AXeo5bElqkszZkpRb+e7xbg28BpwNLKu8MyKOJvOx5KXArsBzwF8iotuqJtUcM9VPqJLU5JmzJSmH8lp4p5QeTikNSyndC5RV0+QXwMSU0k0ppdkppTOB+cCQ7P5SYOsK7bsCH9Zr0JLURJmzJSm3CubmyohoAewOXF1p16PA3tnvpwI7RsTWwCLgCKDfWo45GBgM0K1btzU1k8pdtOjCvJ5vVPsr83o+KVcKNmdPLPwh5MeMf75Oz7uoridsBD+Tusp3zpbWVyHdXNkeaAYsqLR9AbAlQErpK+Bc4AngVWBcSmmNvScppfEppZKUUkmHDh3qJ2pJaprM2ZJUSwXT411B5fF/UXFbSukh4KG8RiRJWhNztiTVUCH1eC8CVpLtKamgI1V7VCRJDatecnZEDIiI8YsXL16f2CSpIBVM4Z1SWgFMB/pX2tWfzJ3ydWISl6Tcq6+cnVJ6KKU0uG3btusTniQVpHzP4906IvpERJ/subtlH6+6i2Y0MDAiBkXEDhExhsw8sDfW9ZwmcUmqm4bI2ZJUzPI9xrsEmFLh8cjs1y3AwJTS3RGxBTAc2IrM/LGHppTezXOckiRztiTlVF4L75TSU1S/oELFNmOBsXkJSJK0Rg2RsyNiADCgR48euTqkJBWMghnjLUmSwwMlFbOiL7y9uVKSJEmFoOgLb3tPJEmSVAiKvvCWJDUefkopqZhZeEuSCoafUkoqZhbekiRJUh5YeEuSJEl5ECmlho6hXq2aExY4GnirgcMBaA8saugg8qApXGdTuEbwOgvBNimlDg0dRD5FxEKgpgvxFPJrlwteX+Pm9TVedb22Nebsoi+8C01ETEsplTR0HPWtKVxnU7hG8DpV+Ir9tfP6Gjevr/Gqj2tzqIkkSZKUBxbekiRJUh5YeOff+IYOIE+awnU2hWsEr1OFr9hfO6+vcfP6Gq+cX5tjvCVJkqQ8sMdbkiRJygMLb0mSJCkPLLzzLCKGRUSKiOsbOpZci4itIuKWiFgYEcsjYlZE7NfQceVSRDSLiFERMTd7jXMj4jcRsWFDx7Y+ImLfiHgwIkqzv58DK+2PiBgRER9GxLKIeCoidmygcOtsbdcZEc0j4oqIeCUilkTE/Ii4MyK6NWDIAiLi9Ar/56ZHRN+1tN0/+9pW/uqZz5hrozbXl23fIiIuyT7ni4h4LyLOyle8tVHL127iGl67JfmMuTbq8NodFxEzI2JpRPwrIm6PiC3zFW9t1eH6fh4Rs7PvE/+MiBPyFWttret9bw3P2Skins5eX2lEXBwRUZvz/v/2zjzuqrLa498fOStihSZqiJoDKjniRUXBAbNMU9JrGRpaZKQ2mBdvZeW10gy8lR8bDDXUnNJM05w1HJAPppZImubwmjghTsCVSVz3j/Uc2WzOed9zznvO2e+wvp/P8zlnP9Nea+991jOtZ5/oeLcQScOAccDMomVpNJLWA6YBAg4CBgMnAXOKlKsJnAqcAHwV2Ab4Wjr+VpFCNYB1gFm4PgvLpE8Avonf06H4fb1dUt+WSdgY2tNzLWBn4Efp81PAh4FbuvvAqjsj6Ujg58CZwE7A/cDNVQyItgMGZEJX+AO1lahTvyuAA4EvAVsDR9AF25U6dPsaK96zAcAzwO+bL23t1KqfpD2BS4GL8efzUGBb4LKWCFwjdeg3HjgbOAPX7/vAL+R/ZNgV6ajdWwFJ6wK3A6/g7eBXgf8CTq7prGYWoQUB6Ac8DewLTAXOK1qmBut3JjCtaDlaoOeNwMW5uIuBG4uWrYE6LgDGZo4FvAR8JxO3JjAfOL5oeRulZ4U82wIGDCla3t4agBnA5Fzcv4CzKuQfme5Z/6Jlb5J+BwBvdQf9atWtTPk9073co2hdGnTvTgGey8UdCywoWpcG6Xc/8NNc3DnAfUXrUoWu1bQH44F5wJqZuNOAF0gvK6kmxIx36/gNcI2Z3VW0IE3iUGCGpKskzUlLaSfWugTTDbgP2Ke0bC1pW3wwdVOhUjWXzYANgdtKEWa2ELgH2KMooVrEuunzjUKl6KVIWg3Yhcyzl7iNjp+9B5O70J2S9mmKgJ2kTv0OBf4KnCxptqR/STpX0jpNFLVmJN6maQAAEfpJREFUOnnvSowD/mFm9zdStkZQp37TgAGSDnbvPfUHPkMXbD/q1G91YFEubiGwm6RVGythIewO3JvavxK3AhsBg6qtJDreLUDSOOAjwHeLlqWJbA58BV8W/Bi+PPVj3A2jJ3E2vlT4mKSlwD/wGfBfFitWUyn5H76Si38lk9bjSA3POcANZja7aHl6Kf2B91Hbs/cSPjP1aWA08ARwp6S9myVkJ6hHv82B4cAOuI4n4m4nU5ojYt3Uo9t7SOqHu9BMbrxoDaFm/cxsOvBZ3LVkCfAqvqL4+eaJWTf13L9bgeMkDU0Di12BLwKrpvq6OxtS/nqU0qoi/BabjKStcTeMvcxsSdHyNJE+wINmVvJ1/pukLfGOd0/aSHokcAxwFN7p3hH4uaRnzezCQiVrPvmX/qtMXI8g+XT/DlgPOKRgcYIanj0zewLvbJeYLmkQvsx/TzOEawC1/Lb6pLSjzOwtAEknArdK+pCZ5TsGRVOv3RiDd/wubbhEjaVq/dIK6bnAD/BO6gBgInA+3q50RWq5fz/AO6D3p3yv4K6YE4BlzRKwxZS7HuXiKxIz3s1nd3ykN0vSO5LeAUYAX0nHqxcrXsN4CXgsF/c40NPeCDERmGRmV5rZo2Z2KfC/dP/Nle3xcvrMj+g3YOXRf7cndbqvAD4K7GdmrxUsUm9mLt5gd/bZmwFs2SihGkg9+r0EvFDqdCceT59dyd529t6NA/5gZq83WrAGUY9+3wIeMLOJZjbTzG7FV4qPlvTh5olaFzXrZ2YLzew4fKP6IPx5bMP3A81tlqAt5GXKXw+owR5Fx7v5XAcMwWdGS+FB4Mr0vafMgk/Dd9dn2Qp4rgBZmslarDxyX0bP/i09ixucUaUISWsAe+EzGz2G5Id4Fd7p3sfMXu6gSNBE0irhQ2SevcQoanv2dsQ7rF2KOvWbBmyU8+neKn12GXvbmXsnaTfclaarupnUq1+l9gOWz5x2CTpz/8xsqZnNNrNluA/7jWb2bnMkbSnTgb1S+1diFPAiPsCojqJ3kvbGQM98q8lQYCnwHdyf/Qh85/0JRcvWYD2nALPxVyYOAg7D/fTOKVq2Tuq1DssHhm8D30vfB6b0U/Hd3KOB7fGB44tA36Jlb5SeuOvddfgO9Z3xmY1SWLNo2XtrwN27luC+ooPx/SMLgE1T+iXAJZn8X8c3IG6Jv9LsLHwZeHTRujRIv3WA54Grk3574q9Eu7poXTqrW6bcBcCT1PCmiO6gHzA2tZPjcV/9PfGNsg8VrUuD9NsKODr99nZL7cRrwKCidamgX0ft3lnAnZn8/fBJqCtTOzgabxe/WdN5i1a8NwZ6YMc76XUQ8Ai+q/lJ/B2XXdpw1qFjX+Bn+MzSQnwz6ZnAGkXL1km9RqbOST5MSekCTsdnDRcBdwPbFy13I/XEB1Ll0owOXjMVoen37Sv4jNJifBZu70zaVGBq5ngC8FT6fb4O3At8omgdGqVfitsaf7vE2/hA8Rd00UFwHbr1xTt3E4qWvUn6nYTvD3o72dPLgU2K1qMR+uGd878l3d7CJzK2LlqHdnTrqN2bArTlygzB94osSvfv+9TYz1GqKAiCIAiCIAiCJtKT/VKDIAiCIAiCoMsQHe8gCIIgCIIgaAHR8Q6CIAiCIAiCFhAd7yAIgiAIgiBoAdHxDoIgCIIgCIIWEB3vIAiCIAiCIGgB0fEOCkPSIEkmadeiZQkag6SxkhYULUcQBN0LSYdLssxxYbZE0o2SphR07imSbuxkHR22rfk8HR0HjSM63r2YRvzAm02S0VJYKukZSZMkrd2Auk3S4a0q1wwyxrEUFkh6QtIFkj5agEhX4f/IVpLvdEmzCpAjCLotGbt3QZm0n6S0ptruMrblDUn3SBrRzPNmWMGWdISkNkmnNFGe7LlG5q7Nq5JulrRDK87fIJ4HBgB/ryY9o3P/FsnXY4mOd9AduAM3AJsDp+H/pDWpUmZJq7ZIrq7Egfg1GgJ8A9gAeEjSZ1ophJktNLM5rTxnEPRQngeOzE4ySFoF/0vuf7dQjpJtGYH/PfZNkjYrl1HSao06aTexJdvh1+Yg4P3ALZL6lcvYyGvTCMxsmZm9bGbv1JMe1E90vIOKSBoo6Y+S5qdwraRNcnkOkjRD0kJJr0m6QdIaKW2MpL+msnMkXS1p4zpEWZwMwPNmdjlwGXBoOkdpFP4JSQ9IWgJ8LKUdL+kpSUvS57iM3G3p69WpfFsmraZyaWZoWX5JTtI4SXMlrZaR85OS/i5pkaSHJO2SK7OHpLslvS3pBUm/krRuFdfotXSNnjWzm8zsEOBq4NeS1qu2fklTJf1S0plJ9jlphaFPJs9oSTPTPX891fehlPbe8rCksfjf6W6XmRkaK+mi/GydpD6S/i3p5Cp0DYLewEzgX8B/ZuIOwv+qemo2o6Shkm5Lv9l5ku6TtHsmfYR8xXBkJu7LKW9Hs8ol2zITOB5YCzgg1TE12ZBJkl4FpqX4fpJ+k+zH/GQj8vbxGEnPJVt0I/ChXPpKriaV2htJU4FNgYklW5Mp05HNW0u+wrBA0iuSvt3B9cgyJ12bB4BvAhsCw1K9bfIVv4skvYm3W0gaIumOjP2cojKddUmnJXkWSPqtpDUzaQdKule+CvG6pFslDS4j31bpWVgk6Z+SDsjU0a4rSTZd0iDgLynp1RQ/Jd3D1yStnit7maQ/1XAdexXR8Q7KIknAdbgx3BfYB9gIuC6lIelA4HrgdmCXlOdulj9Xq+Edrx2ATwL9gSsaIN5CID+rfTY+G74NMEPSYcB5wM+A7YGfA7+UdHDKPzR9jsNnLIYmnWouZ2Zt+Kz8cTmZjgMuNbMlmbhJwKnArsAzwJ8lrZXOPQS4DfgTfs1GAzsCF1V5XfJMAvoB+9dY/+eAd4A9gBOBrwNHpjo2BK4ELgYGA3sDl1Y4/1XAOcAT+LUakOImAwdKGpDJOwpvtCrVFQS9kQtZ0a4cB/wWsFy+vvhvZy9gN9w94CYltwAzuxuYCFwq6QOStsF/myeZ2TM1yPN2+sza3zGA0rmPSe3Dn4GNcbu/E3APcFfpNy/pP4ApwG9wG3QDcEZ7J+6gvRkNzE51lGxNtTZvEm5/Pg3sl+Tdu9oLkmFh+sxem5OBf+L2/tvJ1t8CLMDv02G4nc3b4BFJ3v2SXAfgbVyJtfE2ajdgJPAWcINWnlX/CXAurvPtwPWqb/Lr+SQHLJ/l/xo+udMH+FQpYxpEHIY/u0E5zCxCLw244buxQtooYBkwKBO3OfAusH86ngZcWcP5tsEbjE3S8aB0vGu1MuKGZi5wVToemer4dK7cNOCiMnXdlzk24PAGlTsceANYIx0PTvm2z8n5uUyZdYA3gS+m40uAC3P17pjKbVDh+lS8hsAaKW1CtfXjM2nTc3luBy5I33dO+TetIM9YYEHm+HRgVpl8s4D/zhxfBVxT9G8iQoSuEEp2D3dfWAhsiQ9MFwMD83axTHkBLwFjMnGrAn8FrgUeLtnQdupYwbbgnb1f44PyISluKjAzV25fvGO5Zi7+7xlbdDlwey79AsAyx3lb0m57A7QBp+Ti2rV5yQYvrmCXp7RzrpGpjv7p+IP4oGBexpa2ATfkyo3DO8l9y9T1kcy9fxNYJ5NnTJJz7QryrI2318Nz9+47mTx9gCeBH1a4vx0dr6Bzpt7zgFsyx+OBl4FViv4dddUQM95BJQYDL5rP5gJgPjPyIrBtitoJuLNSBZJ2lnR9Wk6cDzyYkgbWKMuBabltETAdnz05KZfnwdzxYNKyZ4b7MrJXot5y1wNL8BkV8JmpB8wsv7FweumLmS0AHs3UvQswJum6IC2zlmTZooPzl0OlU9VY/8xcPS/ijRTAI/js/ixJf5A0XtL6dcg2GTgWQNIH8BmTmCEJggxm9gbwR9yefB6YamYr+XdL2kDS+ZKelPQWMB//zQ7M1LUUOAqfhd4AdxuphnuSrZgPHAyMNbNHM+kP5fLvgrujvJqzNduz3M4MJmMLE/njPO22NxXoyOZtga/MlrPL1dCW6pyL63SEreiXXq5dmmlm8zNx9+MTWtk2ZmaSo8T0JOcWAJK2kHS5pKclzQNewTvW+bY1q9e7wAw6bstqZTIwSsvdUI8DLrbwDa/IKkULEHRZxMrLmSUqxS8v7BuCbsU7aUcDc3BXk3txA1IL9wBfApbig4GlZfL8X5Vydih7PeXMbKmkS4DjJP0e1/l7VZwrSx981uenZdJeqLEuWG5gS0vJ1dafv76WymJmy5Kf4DB8+fMLwFmSRpjZIzXIdilwtqTheIM6F18SDoJgRS7CXbsWUNmmXIy7BX4Dn2ldjHdS87Z2GP5bXg9YH59Z7Yij8I7om2b2Wpn0vO3tg3cE9yqTd176VJm0ZtCRzdu6k/XvA7wOvGpm88qk569Np9rVDDfg8h+fPt8BHqP2trXTmNkjkh4Gxkq6DnerGdNqOboT0fEOKvEYsLGkQaVZb/kmnI1SGsDfcB+0yWXKb4N3tL9tZs+m8qPL5KuGt83sqRrLPA4MZ0XfueEslx28g/m+BpUDvw6P429d6Yv7QucZRuoIp8HJ9vhyKPjy73Z16FqJU/BlzTsaWb/5euJ0YLqkM4B/4D7g5TreSyhzrczsdUnX4rMjO+HLuss6I1cQ9FDuxH9H/fF9N+UYDnzVzP4MIN/snN1DQdogdx5wAv6mkssk7VHFzORsM3u6BnkfxgcB71pl//HHSJsQM+SP87TX3kB5W9OuzZP0FG7Py9nlanR+1szmVpGvxGP45EzfzKz3HvgA4fFMviGS1jazUsd9GK7f05I+iM+cn2Bmf0ky70z5/tww4K6UR7ir5jU1yJultFepUts3AX9Gp5nZE3Weo1cQribBupJ2zIVBeGftEdw475J2Pl+GG7K7UtkfAUdI+qGkbSVtJ+kbaQPJv/FZlxMlbS7pIOAHLdRrInC0pBMkbSnpJHzT4E8yedqA/SRtKOn9nSyHmT2Ju6VMxP2Vy82AnCZplKTt8M79EtzfEXzzzG6Sfi1pJ0kfkb8F5fwq9P1gkmczSR9PO8oPB75sZm81oH4AJA2T77YfKmkgcAjwYVYcmGRpAzZNbkf9teLu98n4td0B3zAWBEGONND9KLCZmS2ukO1J3KViW0lD8UH/e5u6Jb0P+B1wt5mdD3wR2ATf/N5o7sDdOa5PtmgzSbtL+h9JpVnwc4H9JX0r2dlx+Ia89mivvQG3NXtJ2ljL3zXdrs1L7hwX4qtvWbtcrnPZCC7DZ8Evkb/dZG/gfODa3OBgFeCipOMo4MfA5NQRfwNfIRyX9BnBct/7POPlf0y0Nb4Zc1PgV3XK/hw+K3+QpPUlrZNJuwLfgzCecBnsmKKdzCMUF/BNHFYmXJPSB+IzLPNT+CNpY2SmjkNwH7/FuDH4E8s3GB6JzxosAh7AX/NnwMiUPogaN1eWSR9JmQ0fKe3LQGlG4ylgXC79YPx1XUuBts6WS2nHJHn2riDnIbgP9WJ8EDM0l29XfNf7PNxAPwqc0Y7+pWtYCm/jjfCFwA5l8rdbP75Z6rxK9wCfabkZX0penK7PhEzesay4IWp1fIbljSTf2Eya0vNxV9G/hQgRulKowu6tkI4PXmfgGzGfxl3dZgGnp/Tv4hve1s+UGZVs2PAK56jGPq9kL1J8X/yNULPxAcDz+GBgi0yeY/EJmoXJppxIO5srU1x77c0wfLJoUa6ejmze2viq4wLcJfK7+MbWKe3oPZIK7U4mTxu5zZ4pfgi+irEw2cUpQL/8vcXdiuYkuS4G1srk2Tfd30Xp82Mp39jcvfsc7kO+CH+71Mcr3d+OjjPP0Uu4T/qUnF4X4f2EshtAIywPShcsCIIGIOlU4AtmtlUufiT+HtT1rbalyR6L/L20L+CvNLusaHmCIAiC+pB0M+6WNK7DzL2c8PEOggaQlt22wd9t+qOCxenSyP+Mp7QRbCH+LtggCIKgmyF/K9X++Gb7HQoWp1sQHe8gaAznAZ/Flz6r9pnupQwEnsWXoY+1Ff9gKAiCIOg+PAx8AH+RQv71uUEZwtUkCIIgCIIgCFpAvNUkCIIgCIIgCFpAdLyDIAiCIAiCoAVExzsIgiAIgiAIWkB0vIMgCIIgCIKgBUTHOwiCIAiCIAhaQHS8gyAIgiAIgqAF/D/xcjyzovkJ2QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2)\n",
    "\n",
    "confidences = [\n",
    "    np.sum(test_pseudocounts_knn, axis=1),\n",
    "    np.max(test_probs_softmax, axis=1)\n",
    "]\n",
    "prob_sets = [test_pseudocounts_knn, test_probs_softmax]\n",
    "\n",
    "for i in range(2):\n",
    "    cprob = prob_sets[i]\n",
    "    is_correct = y_test == np.argmax(cprob, axis=1)\n",
    "    cconf = confidences[i]\n",
    "    \n",
    "    min_conf = np.min(cconf)\n",
    "    max_conf = np.max(cconf)\n",
    "    bins = np.linspace(min_conf, max_conf, 21)#(cconf-min_conf)/(max_conf-min_conf)\n",
    "    #bins = np.linspace(0, 1, 21)\n",
    "    \n",
    "    axes[i].hist(cconf[is_correct], bins, alpha=0.75, normed=False, log=True, label=\"Correctly Labeled\")\n",
    "    axes[i].hist(cconf[np.logical_not(is_correct)], bins, alpha=0.75, normed=False, log=True, label=\"Incorrectly Labeled\")\n",
    "    \n",
    "for ax in axes:\n",
    "    ax.set_ylabel(\"Counts\")\n",
    "\n",
    "axes[0].set_xlabel(\"Local Prototype Density\")\n",
    "axes[1].set_xlabel(\"Max Predicted Probability\")\n",
    "axes[0].set_title(\"SKM\")\n",
    "axes[1].set_title(\"Softmax\");\n",
    "axes[0].legend()\n",
    "axes[1].legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Although both the softmax model and SKM model get more than 99% of the digit labels right the softmax model gives very little indication of when its answers might possibly be wrong. Just about 50% of all of the 80 incorrectly labeled digits get right up to the maximum allowed probability for their (incorrect) predicted label. On the other hand the SKM model only makes incorrect predictions when the digits in question get mapped to very unusual places in the embedding space, as indicated by the relatively low similarities of the nearest points.\n",
    "\n",
    "Having a good way to know when your model's predictions are likely to be poor is just as valuable as knowing how well your model is likely to perform. Especially in the cases where models are driving decisions it can be incredibly valuable to know whether that 99% class prediction represents a well considered 99% drawing from thousands of training examples or the vacuous sort of 99% class prediction that arose because we have never seen anything like that situation before.\n",
    "\n",
    "Suppose we feed an image through the softmax classifier and get a maximum predicted label probability of 90%. Further suppose we are offered a bet wherein we will pay out 2 dollars if the prediction turns out to be incorrect and will be paid 1 dollar if the prediction is incorrect. You may naively assume that the expectation of that bet is 70 cents. Since the softmax model is right 99.2 percent of the time it must be pretty good and if we trust its prediction of a 90% chance of winning a dollar and a ten percent chance of losing 2 dollars we come out with a 70 cent gain on average.\n",
    "\n",
    "But if we look at the plot above in the few cases where no one class got more than a 90% predicted probability we see a very different story. The softmax model is almost always essentially 100% certain of every category and in the very few cases where the model doesn't come out with a probability of 99.9% for just one particular label then the numbers of correctly and incorrectly classified digit examples is actually roughly half and half. So the information that our model was only 90% certain actually means that we should expect to lose 2 dollars half the time and win 1 dollar half the time making the expectation of that bet about negative one dollars. In fact because the most common probability assigned to incorrect predictions by the softmax model is near 100% there are not really any predictions we can be more confident of than the general prediction. \n",
    "\n",
    "On the other hand if we consider the density of prototype data via the SKM model we can clearly see that if we are granted the information that a test image has a prototype density at least as high as the average density then the error rate is so low that the 10,000 held out test images is just not enough to estimate it. That is pretty cool."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Embedding Space Visualization\n",
    "\n",
    "Lets plot up 2 of the 10 dimensions of the embedding space and see how the densities of different digits lay out."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_embed = feature_nn.predict(x_train)\n",
    "test_embed = feature_nn.predict(x_test)\n",
    "\n",
    "test_embed_pct = pca_skm.transform(test_embed)\n",
    "\n",
    "fig, axes = plt.subplots(2, 5)\n",
    "axes = axes.ravel()\n",
    "\n",
    "for i in range(10):\n",
    "    axes[i].axis(\"off\")\n",
    "    axes[i].set_title(\"{}\".format(i))\n",
    "    axes[i].hexbin(\n",
    "        test_embed_pct[:, 0], \n",
    "        test_embed_pct[:, 1], \n",
    "        C=y_test_onehot[:, i],\n",
    "        mincnt=3,\n",
    "        gridsize=35,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image Distance Distributions\n",
    "\n",
    "Finally because the whole SKM classification process depends on inter image distances lets plot up some distance and similarity matrices and see how the two tend to interact."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "dist_mat = scipy.spatial.distance_matrix(test_embed[:1000], train_embed[:1000])\n",
    "sim_matrix = sim_kernel_np(dist_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iMQZN5wzv5gt+8OSS7VhyuVhwvmy5Xix4+viawWuuThaU1UQIkrNZhxKJ20NNYzwxCSqb0ZLRawanebTY8bl8kJH0wjOsyzzRTMTPFakMGc0uI7LNqHYyEYIAnShXAwfVIM9H+lZDEKwe7hguTmk+3tB9U6y0muqiw02akATTQSNrn4vOTiNqj9KRfqWRNuDHzEL42mAfthmdSdDOLclEZhcth3cNogpMrUZUgSfzAzvjKbRnoyK9tTyqtvzoZOBs0WYfFxSHvqApJ6z2WBXoDgVnqwNnZcvzheN8ltFDKSP7SXFvdqAwnrWqkTLxcL7PyHtQPKx3lMpzOCm4qFtq43ib4HzWEpJAy8hF09KYESUjV0BReM5nLaXyrJYtXVFwb3HgMBZMXjFOmqYaaXXBg2ZPTIKUBKdVx24quDyxPCj3FM3Ew3LL19UJ5VPPw/mO2z6vuZtVw6cX1/Te8MKsqAvPYVPx9MEth7GgG7PP7+qaxx/dMAXFTTNDqITrc+g0tcN7iZDw6GzLa3NKvewZekuKgvvnO7rJUOjAelEzr0f2i4rZoqfQgdErfv/BC/50NNQ2z79lNTAFxX928RVX+xl1MbEpK/yUY0sIghQEi5OOHTMwkXI24Z1immukCSCgKh1jYxgnxer8wKEpmdUj+7pCW4/WkRAkWgdSEigVsdqzKRqMDfhJMZsPFDqwnxWMVYkoAikImuVAP7P4KEhBcn6xp59MBhCipCodran47sUtL3Tk3uLA8+mcetnz6fkNn8dfOxh4Z/8X+5WJ4P57J5QXDebtnvY7p6hhSXHdM96rqb64pjm19J+eY3YT0SpidUpSkunJI5rPbxi+/xCzHZlWBcpFopLoLidY44lFVQq7BrnrCecLusc1xcYRjEQkiEaixoA8a/CVwn92jt47zE2HO60xm4H9791n9vma8aNTfKlIWmD2Hn2YkC7gFgXm9Rr38ASGXM1NZb7tGCTJZRQLwXu0bgqKUEw4pwijYjrSmQiQnSI2Ch9kDqBB4ZwiBkVwEEdFsplODIPGAeGYCIZJMSaB0jm5GQaDmPKr1hHvFEIk/M4iKo9wgu2hwvc6I40ORqePtJXGak+cFGlQhBQyKuhzAiZkInUaZz2InPxpE/CtQZYeaz3jsYSWMiMhUgUCMtO7paNflFgTMMYjRB6bUhyr+JxAS50R3oUduVGRkKAwnkHlSl+I40VCRi9SEqSYkVsAY3MiGCaFcIJ0TOJEEiQV8+8jwFQO19qM4gbB7aFm6CzOKaZa82V3wbtuznZfv0+8pUjs+wI3abbWcegLRq/wXmVkodMgYL2q2RwqxkPBVib6fQG9ogvimARLeh0IURC2luuyQYjE4DU+KAanGb0mbWxGkFYVvdMcTMHelNzuGlKvueznrLuKfl+SguC6meFaAxKu04yuHhl6Szho3rUztIisu4pWW/opo2xSpByoi4Jtf0xItoZtUfJSrqiMY7uvCYPm7WxO21teyQWHruSr8oyuK7hW2fFLkXiznwMwec2bZsHX+1P2o2XYFbxulhwOJRwMQxKkQXEAOGgOsmIsDC/1il2Xx7He1QhgGA2TV/St5cW2RG4NrShBJP69ekp6VXGY5fnxi10Je4Pwgj9XH8LLire9Rl8Z3roT7BtDv9eIKBAe2qrgUARum4bwpqJflmzqmhDyvI+jQl8bPlf3CINGXxuuOo2+NTzzFwCotaFtDCII3poKVEIeFH0VEV6wKyLIBD7PtS+7ApwgBYVzGelBAgL0TuJUXj8EgXAi/32UXycHY2fQvcANR/Re599QBujakrDNc0B1kuFIKTJJzK3GHaURYhKkqAmNRxwUsQFGSZIgvSBGkRmFI2sRaujaAqIgdTpT2Aler5eMXZa7+INBtoqvnpwT3tZchiOb4CTJCwZrkSqhdCC1mncpywjYGF7ZJX7SGe2/0bw4Wb1fN+jEl5yTEozbks+rC/ZDwXDZ8MJ42q7A7SyvkmAcDHFQtPOCupzYbmvYGZyNfD1p3Ini9noOg+KVz0xIHFVmHrrMNnxdrtisG4RMbA8lMSjEreHnu3sMm5Ifbx9yvWsY9wX9ZOg7i5CJeFvwTJ0yjRp/U+JUQu8Ur8oVrjMwZd9TXGpeVytSEKhrCzJlRDCAW2jklH3bG3eCuTR0k0QdJAJ4lxakQbG3Ebk17BqDvtXsJ8nBRFKv+bviAdObhrHKvvSga4RM/GX1Ie11TStq1FahvSBJ0EeXvu805aUi6cS4NIgAthNEbZAehoVF9RLbCTbTAr1T7OsC3UqiKhhsQnpwNmVEUCcOOqE3imASehAc5pZ9FVE7RbmVxCIzOP3WIIeMXCcB126JGBTSgwiCriwoNpJf2HuIa8vzZUnxKq/lnwwW3hb/jxKUf3xLhBR/3YP4tduvTASlTxAhHfV7yG+z+LTeQroAKUhaIkIiWYkcA0kZ0Iqk8mfRSHQfcnIi8jlESujOw/E3EC5kTY0QJHV0pik72KRkfg+QPh6/m8+VpIAQ8aUCSX5fCaJRqG5CjSFrEAHZ54XtRo2Q2eGJISOTCIhKvb+/vrC4UcOoCEnAmI/VrWCaKQZriEkwjho/alLICaWYJCkKhio7Ei8UQsmMCA6KEAUx5KDqBchB4CdNjJHY58RRjJIkFboTeay9yoFAwTQaUoQ4KcZSkwaV9T9AOCZJpGNSO0r8pDFrjfeS4Ujjxl6y9xKzVSQJYywpbhWjKZG9RLeCdl1RbCVDXTKYCD6jcoiEaDWql8RRMlqNXmte7xa4nUVMkh3AJgfazksY87WcKBFBoAZBtAp9kPSbnETIg8auJaEUhEp+Sw1nH4vzAnVQxFKhW0lvctAZXabwX1dLbg81YW+OqCdsgKk3pEFxo3IgmApNdFlvJtuc3N+0NeO+QBw0vch0me4kPgqcURAFUWv2gN4puqbgWqRjASDxTjFajz5I5ATdrmQqNIP1dMYw7S16p7jtKnaHCo6JzW1b5+cqE2FUOKMJXiImyeg0vTdH+YHAecUUFEokXJT03jBMhsJ4hM+aockfA/mkwAlGpwleMUyGECSdM8RJvT9n77OmR8qIc1nv2Ll8TVweQ5wUchLEIicjwcl8PZ/n9uDz3Jq8ytc90ovDZI7jkOj9kSpFMAwGNXL0GRCUQncSYtbIqgH8KNG9wE95HkSTky8ZjusUhTcR0wumSuK1yhrCRL5eKxgGDYNEjiDGTNn6SSKiQA1krXKCKIAgUL0A8phiku+pYeEFociUV5IJpEBO+e+EzIHPCUQQMIHuIRQiu7UEQgqizfMCJ5FjTtqmSWFs9kFykt9KII5aSCKoXuBcXtPCC0Q8+rVJEKzMNFwCOYHzCsasLZQTJHX8raa8buUksgxk0KRe42NADBI1CNZDhRoErj/6Py+PiacgHClw2Uui0PSTyWtj1HAwiAS6F0yjgVFlv2AS03jUfPeSbrSMY04c+tHgR43sVU4CD7kI8IWiw5KGPB9CBFdqxpDvS/YSV+qsEz0W7yllXWU35OOSIBeao8L2gtFrRKfonGUaDIySacxzGpFQvWSasg5UuPyMdS8Yj/NWjjmZVwOkoyYwz53sw0gQx/y8IT9vNQj8dJxPkuN6yVIiOeR4KKc8J5PPa2l0GjUKgjoWD0TSEaXHC+QoMQeJcJB0lkgARC0xLUSTYwMpx6ekvtGn5vWjBlAHhe4FpLwek4E4kdeyTYiY50zUCdMKos7HJSnxZGmCaSG4TIknDfqQ/wYIVZYUfZMIipCvPXYa02c/ag6CqMHVmqL9/wcimID4XlTwm2u/MhGc/fAVCIH78JzmZ1ew3iLmM6qrDe77HxKNoPnR6+OZVKZxY2T+zhLrkvLZGtY76vMV+EB6fYkwmtgP1B88AmsQt1vQGuE8TTfC7gDnJ4ibDQhBGkZEU6PPFohX7xBVRThfYl/ckIxm8TctyWiav3sDzkGddUrESGoq9Loj3DtBX+0QqSIqctA4QtPS5dckAXdsolYJN2miU7lSCtkJkyAqwGeHIkTKVbGX+VhxRBGEyJ8HQfKSlBJJ5KSalJs5+Oa8x9cYc5UbXdbi4XPFKVWmc+VxvNFnBw0wDjYHIPLiS980VQRBnBSCrEWMiqz/kIloU6Zfj/ccikzFxuL4njoKm94HzKOm8RsIz0tSGUhOkIrsBaLJlDHxqDM5ji/phNCRNMp8HZWfQ7SSZBIiwDeZXhIQ6kTU6f1zTpL35xNj1l4mEwmF4OTsQNtnFKEpJn5n9RohEs+TQB+bRc6ajm1ZMnnNxfzAtWneC6N9lLSHEnGksWKU9NYynw+0RYHrNHY+IWV635hzUvc87yz3z3esyp6QcnI1OM2qGvhqWyCc5Pxih1WBVdkzMyM/T4JNnPPpyQ2vjOeSBQBPT2/58VWdUYdmQutAtILJpCMV3fFmP2dejoSU9V9SJErtmZsRazyl9iSdUCpQWYdVAWUDPmQ6G+Ck6bkcDffrA5dySVNMTF6hxbcSCAFoGXky3/Bid8KhCJTWoUpPPOQiK5UReUS/pAmYwlMZlxFlQBc+U03Gs6gHhs5SLgd6amTjiF7yuw/f8bfbD3Kzg4DVSUu7KHCt4en5hmd7i12OjLFCLyf6SZLmPhc4XkARMZXLwv4noHSibnITjQuKcdQMsmB1dqAfDaOsUIuJyZfMHh4YR80kSygzdWsXI1ImhqpAmqMMoMrNIsEropPMVx371/NcaJYhN2skATHh65TfHzOikmSe90mnjHAfi5JQADoSbfYlQkCxSfjKMQ05AQtlQpWecHTL40XIxdfxB4plRipDHfP7OuV6WR4LZx0hiuM6AlN6fKtJOhHKRCwjZemPrETEB4FPgto43InHNC4nUkA4MgffIIJOWtQiSyXaKmFKz3QsYnwrKcqJSSR8siBgOe9xQdE6ybwccUExLT219UiZ6L2gria6SUEdqZp87hQFLgooArP5gA8KUXuiVBTNhDPZ36ZB5cYxqbHW42e5aWO2yLRs2OVnmurAzI5oE1AXjrN5y746alp15GzZEqLkyi9RpWewlpOTlr62uClrwAcK5heHXEyJOj/7UWbWogp5XqrE/KzlMC2QJyNTlfXQzWnPMBis9fS6xMwmJlNgFhPGesbR8HR1y988rNEmEINiPuuZvOIHy0ueLc54eL7l3Wb2nhpOEVIUrE5a1qsFmMTspMN7RbcrkEf6tp6PdIeCNChOHuzY7mpms4H9tsKUWbIUQtaaxyiRMtIUE++uF5jC0/eGZjFQiYTziv1thSgyBFjNB8YxF3vJC84f7BicZpoyY2ULT3td87vfe8EXV+c8We34qr7H/Kzl986u+NvFo1+Vevx/apE7RPBXJoJYQ7y8Qt5bwvaAqCoYJ+LFiqQlw4liHgIUNnfrtj1p0SC6gVRq+OIZ8sE90tUtQmvEvayplPc0/mKOvtyS5k3uGJ4cYnKkEHISaExu8CgsaX/AL+5hLzWkhF8WyHYgzkvUzT6jj6VFxJhRxBhxj06RgyeZY5VVF4R5AJmo5iPey9zJ+41WQSZU5TP8ryNVNTGZwKgNxnq8MSASXmnkzDGbDVmjpyLTlJEXRCLYiNSRZjZwOHbvymPX8KAstnQIAaMylPVEPyqq+QjAZDXGBCadg6QfJKtFy5aGIAyoRDPPHc8xCqrCsfXH5NFmUbcQiRAktvAMgG0m/F5n55WOgeloSSZEylV0PHbroo7VJUcE5hsTIFQkpePz/Ob7kCvfkBHTnDDnajjJhAAwieRzIoqEFPKxyXwzkJwMRpWpj1TkBg3InZlM+frJfHOOxKIcCTEHGaMCZ6ZlZkbqcqQ8ar3mdsyC9SlRKE9pPItyoHMGHSWuyL/f3A5UtsZ7yawccxMIWRuqZSQmQV1MzOyIKj3zYmRhB/xRZ2pkZG5GZJOp+to4Su1YmIFG50R1WwYaPTEzE9vSIWVkZkbEkQ6qCkdpHa1IuNKwLAeWpmdejszsSEyCVdkjj8/8rGh5a+fM7EgqI2XpmNuRUnmuq4merNvblSWLYmBblZwUHbZ0lDonkCdlh0+SECVWS85tSx8M27JiXdT5+KKkqzW6PHYNVxNdZShLT1VMnBQdt7ZmVkz4KN93DTd2whSeh6sdz0fDfJYTg+/M3vGzxQUakQQAACAASURBVH2KMmtWP1hteKMWtCbw2eKaV4sl91d7Xo6a+6c7XjtJMx8JR+S1qkeaYuKk7HnB6r0e0arA6LNm821QfLDasBtLXnrF6bLlalQ8Xm7ZTwWXQVFWE95LzhctRgUuxZzS5kSoLiaUSEwhN0E9XOz4+dt5Lop0zNM1clxPfLumBER9LCqP1DESpA0kafL/itwcJRK+PvqeIhylE5lOFDI3ZSXz7fpKkryGj2sImd5fN8mcGGQ2OuX1qxJCHotPHTOjohIPVju2RUllHZuiorcF31lc8XxxytnqAIAPir0uaKoRoyJWBV60lotly6PZjs1yxsOTHW9YUBSO/SR5utqxHwvWKuvvPlqtGYLmJSu+s7xiXVX8NDzgw9WG3hveAI9WO15GSVVM3JsdKJXnqmh4d9RSP1jsOStbQhR0g+XhyY7dUOCCYhgM82ZgJ2qenqx5oxeEKLg3O3Braq5aw++cvuHddsYPFm+57Wv2fYGWOegnQEhQIhGOz1yKRJBZYyxlzOyHgKgTSqRc3x79D+Lo31RG7zj6uvdz4Si3AZAy+2Vk1gbnuZE/lEcJCyJLdFJMx+8rIlm7rmXEmECM8v0ODlGA1SHrqHVEy0gQGUSQx3EZFbIcKAqsDhjrqayjMwXGBJSMyOP5A/l8SiSUzrHEm1woKhlpsbnZ0ETSsch0kybpCFJQaE9MHGOTxGpPayJWekrrKJRHmDxOKwPG/P06de/sH9Z+ZSIYzuZw0jBe1BTyQdbsdY6kBHL0lOuA++QBIkT0s0vCkwvUzZ7h03uImBC//31U6wgfnaHXPcJ/m3mLEBEhN47EWoGU+IsF0i2ZTkvMbkIesqA8fPoY4SPxwRnEiL3cIyaH8Jb+u/ewNz3u/gw1eOQUiFaBEMhDn8+/qPCLEnulSQL6I3oFYNbqfZdvmGeKwNmY6d5RIjuFtwbZ5y8Vt5LhXqZWWxOzLqdXiCQggBol0SYOQSI2Bmd1XvhHHdJY5UcuB0k/KOyNohdZpyQ6xWATap8F59U7ye3JHLk2FHtJLBItdQ4kXuIWE+I2dwuGKhGOgUN4wVBrzK1mWkkWzyWukSQFps0dbm6mqN+ArwS+sRRrmBYSNYDuEv1gqN8mfGVJMlMNSHKDjwM9gK8ytWz2cEgN9VWmylyjsLscFEOpkROYA0wrlVFOl4NXeZ3oDjkb1F2+blKSaL+lt6LJXWi+yrRMKBR6gBerE2KvOVQlQsKfmY95tj5h/26Wq1YB27rK9NOk2JQ1flRsipowHTPdfUZLPpcX7K9miF7ydtSkrUUOgsP8GLwTHGrPvinhdclzecK7ckYCht4Sk+CmqpGvSvQEL+wJxnquqoxAvr1aIi8LPr93wc2uYbqqSTLxlfGIW0u0kW1sONisHRW3htfzjBperecMM83+UNE1+VkpmdiNJet9TTcZ7JXmUFS8BowKHG5rGCWvyiX9puSNWXDYVPyyOWNcl2wLR9sVtJOlHSxSZirvC3uOi4o3mwVhY3ldL+g2Feba4OcKAnSjorjUDLJkqjW/TILDocR5Rb8rIQgGGxidZtoUPJvOUC9KNqcG4QR/0XxEfFXRViVE+NlgcL1B7DV/ZZ8QXte8HDXmZcErd4p9a+jmBhEFchQcqoJ9GbmaOcLGcjCJ26Z5v81PGBXq2vIzeR8/KeSV5epgMDeaL4sLfJs1Wl2Vda6vO5sD/o2lryMk2BTxveaPKGi7Inftq0SUKsf4Y6GjxqNsRWYq2RwE0xHNlk4QBaSdRYVME8ohJ4/BZ7/jnUJuDdFG5Jip4TQcqcu9IiwyIi4dxEGSTKZDYw1iEqhBIl1mHhjlt9ILTd7S6shKqCFvOfXs+QWiU6yPfsZ2gv+t+RSe17zd5i2fRMzb1ayr+n3BZ681V+MJt4uG4quC5+4Cc605zCLNS8UX5j5MEr3JTMTf+UdEL5DXlj9LHzGOBvGy4ie9yeO51XyxL9CXlk0d2SxmCBWJrcHcKoay5Mt9yfPS4d9VqF7ybFcghuyj5SRYzyrMWvJ302NoNQTYrBpSq6leav7t+cf4rxv+uPqM2xcr5CR5Pq/ey4H0QfKqy807Zq2I2lLfCq7jCuEFqs9SgXIr2IolBCivFUmR5Q0CQqny81ew6xX1C820UpRt1kF30yxrP02i3ErcTFPuJb7RDEdW5G/lI9TLEq8T0gtuTw2iV/xl8QHi64p1PdJtKnAyy16ORfKtalBrTbSJvS7zgLYGX2bGax8lYW+Qff4tp23BbRT4rc2abBWzxKjKDUmdSJTVhNvbTP23mvUxXscgkBuTZRJBsBVkWv+oiV031bcIYRBMViP2mut+xv5QIY5rbK8jb6oF7br6D05W/jEskQjpjhr+lYmgut4RmyoDPJsW1Q2EByeIkOieVAwrxfwv3xFPFrhPHqDavOdg8fUt7uEKvRtASvR2JCmF6Ma8v2DIAd89XCFiytvPJNA3B4TzlLse4QOptCAlsnNM9xr01Y44r+k/mFPcjIRKU/75L/C/9ZTi5QYxTvn7VYE/qZker7JWppTUz3a4x3nyL+ZDFj1DDkjkilCbvO2I1oFFPXAYCsYhI4LTmPeU6uYauxpZzvrc5TkUeV+rUaNUYhry62LesbM1ZZGpMykS/dzQlMdu5K5gVo/sZMP8vEUA45QRwWFhkTLSiZr797fclg3jyiBUZLXqcoccUFvH9bGLTOm8jyBACIJZ6TjUJU09sUsNapERmPHYTKJNYH2vAB2pVgPbtw1iORGdQm403BvYiQr33e49hSCP1aixnt2uxFQZQekPhvNHW25OMmpSVI79PtMv9bJnHCxdr9D1sUN4VCgb6a4L1EWfzzGorI06Umk48b5rOE3f6jj1zNENmo/ur9mPlkU5clJ0/PPTr5jpD/nCnGNUQAAPmh03Q4M77iP4Yr+iNg4fMwp2u6gxKvCdsytelyPrtuKk6dnPC/rBcDIbMsIaBY11nJYdP/OSTy5uOC0ymrabSsagOSk6/qa3OC/57qN3mRq2Hae246/lE16qFf/07BVfFWe8OjbI/PbZW/50M0OLxP3TXU7ixoK1bvjodM1vL98wes29es+6qmnMhJUZpTy3LTEJHs22/PmTirOzAx8s1pTK8wsB20PJJ2c3/FKc8unpNV+JxO+dvuJq3/BwscPNFE+aDZf9PO8jGBW/u3qNS4pCeX6ZBJ+c3PK1jGx0g60cMUjKamIvYHbaMStHPl3e8HN1j1kxcignBqeprOPRbMcX8py6mLgRMJ8NeK/4wclbXj9aYlRGI56cbrhpa/ZFxScnN/zoYcl81rNOmfraqoaimQg+I4K2dFSFoy4mtmUOJqu6pzETu6lgdJpdUfHRvVs2fcWtbJjPB/bM+Oh8Q7uw3NgZtnL4I1ooRWI/yx3kQiSaYsr6X6cZRsPF8sCrfW7okEWAg86IYBRHmhZwGcFzi5STJ5WI9tgFP3eE0SLKkPecm3LDWLFOhNIxnIqsRa4j2nr8UZ0R3qNLWZOVmqyzjsdtPhIKX3lE0MgiEI/6TH88xtjAdGx8CU0klYEffPKa9VBRG8dtW9N2Bf/Nxz/hX6vv89H88L4h6frQMC9HCu0plOfz2X2e3rvlcbPlz3jKDx6+4+XFktJ4rucLfvfjV/Te8PJ2hVKRf/LgFZ03vL5Y8h/fe87X7Skv5ks+Xt3io+Lr8xUfLjd8fZZR3fv1HqsCN0PDm+2Cuph4urylVI4vV+cchoLHyy2HqWAKil1X8uFqx+Vuzu9eXHLdzxiD4uPFLTdDwxfzC/6Lx7/kz+RH/Ncf/pg/KT9Dy8iHzZr1VDHF3JD13ZMrAH707iGLcuTdZsYfPHnFeqzZjwUhStbbht958oYpKF6s8/2NY94vryodPki0inz3ZM3PTu5z72TPtqsIQfLds1sOU0FjJl7vFtxvOt7tZjyct9RmYj8V/MsHv+Bfz75PbRyD1zyZbzi4gv/u4V/xP/Ev+P7pJc+qM9rJYFR8Pze/c3bFT8wDjA48XOzonOW2qt/LPc7qlnfzGZPXfPf8HW8WCy7qllfNgkU5YmVgiorGZDRfy8jCDPzCXLAoB3ZDyVndYlWg94bX9YLSZhr54WLHeqgYptwY9tv339J5y2Eq8FGyKAZ+WZ7xn1w849+nj/m909f8SVB8uNrwByfP+eP/txnLP4LdaQT/bxLBVJeZ4pWQmpJUWJKSIEG3gUIK4smCsCxRh5FkNbId8feXqN6RjEIOHr+q0LdtxsWPoKBqJ5JRCBcgJWJlCKcN8jDhLmr0fsqfSUkqNTJEsIZUKMzB5+QxJvwPnmYtYWnyFjFGZeTyMCIqg9oNjA/mxMrA1pBE4iD4lnpsdRbM6kQss9h6kokY5fuNkH2p3+8jaDaKScJBRboxd626QWdty7HbL+pEby1+Z/E2b+AsVCIeDKFRWYfTaQ5RIA+ag62yZqfTTDaSOg1FQPeCzaHC7W3el08mdqrKGjov8fORsMs6QWci7khZ4DM8H/eG7jhmd6z0v9EtuUJhbhVJK3rA7CQei3SC6lLSVgbdwrC1BH3UPsKxu9qgdgrXZARCt5LtvEJdWmKRGGqVUU0BXaiPonSJP2ow5VFQXtxKBmvzRNyrjALqIxXT5waDWGRxfDRZ8O6DQG8V7T1LNxTIo0D82s3ZuZJDX7zXxm1N9X67iRvTcBhyctofN4odesukAp237IaCcTT01tH3FtcbWp2TlRCy2LvQnqnLzu4bivYwFQxeY2TIXchOsh1LjMy0CMB+tIRRsfMFvTf0Q0b2Wm/RX5YkCa929v1G2mYj+en0kFcnS3Zv57yarYidfo90Cpmo6on2quZVs6L8ouRmY7k5mSF1JF7nzsC/Gx4jbwx/3VvSu5J/E77D+Ms5P92V4CXP5ye43mR0PIr3ewru1jX60vKj3sDaUtxKQpmfXVtW1O8k/Znm0ESul3PCdcF1GRFTRrzaInG9nCMvC9R3NsS9oZeJ4CV7V+a9KW2myw6TpR8tvs/7vrlBMxaG1Cn6+v9k781+JVvP877fN66hpj119zl9yEMeUhJFKKIiB04QxAjim8BA/tNc5A8w4IsAiRPDcORYkkXyDDxTj3uqcU3flIt37Wo6F1QM2bAQs4DG3r1rV9XaVWt9w/s+z+9xcLCMukjFKyqmwnnBNvQepQqdjaSi5HqMhtRZ4dYFS+4tg3OoQXMY5bVKb4m2kCbBCAH0x0pgucyGgwIxCij+NHrsdtbaFXCzUaBMIo5P1cy9TAr/qIgLyF6hR8iVooxeTGbGCXctKMZDhd8ohs6j7jyY2RyykGu9aIFV59nRaQaFSvbMeyvKoKO47N1BEQ5SnVFZYTo1V/0t9mjOx1eOmm8vL+k7j3WJ6eRRneGvdx+zv1swzvougHDynOoaYxPGZHhd80pf0AdHvq/4prqku285NRF96/n64pJpsoyPNWj4srlmmBy7Xcuvqhfsxlrcvwie5vCwAODxfsm+SnSjx5rMoasYH2u6piJEw6oeeXe/IfWGlDXj4KRq2lm+i5pwqPjGX7Hdt2LCiYZTX1HuK77c37B9WPKXFy95db+Botita06Dl+v/KC5iqzPHV2uOywA7xy/r5+LmnrTkIdx6PvfPSEkRtuJ+V7N5cO8rqdC5whfRkN41vAmG0sm88lVSxNGKpvKxpl978kPF69FhbGLqHP+6/gG370SjmIPm0FfkrPnn7R9w+2ZDbSNvH1eE3qHnzX4eDV/pTH/b0s9a0aH3hMeKfiUb9NPgpUo/aX5jrtnvG7qV57BrODXVeWyrZo2g0ZlNM3D/sOTYVAxHz3Ah8G7rEv19Q+cFcD5M8jmEGYb+hbsRdujoKFnx4FqG24YvP7rh7rDgV/Y5h7sF3wGtneTz+HtwK0D6/ULwb9EITgFz7KgBdezlAbsjebOkGgPZr9CnHhUianegLFs4nNCVQ3ejJImEiFEK3t+jvEd1kjZSrteY729F02cM2jvyqkHfb3FWo8YAMUmyiHfk6gJ16rH9SF406G4gt7Wki+xO5LZGhYCaIroUqUS+eQStqd4pGCfMsKJoNVPhZcAz/WwcCaIPIQMaJmfJ44w0URo1iuNQT4irc3AYI8iXMuMMAPSoKbkwDu4Mei5GBm8VlKAP4Py9GxRh0sR5EVmYXcP5yY0nMGnbK/LsBCSLcH4aHWqSNknO4jxESWs4DVYWXEbcXNnKQtIM8/PA7MiEdLLYk7RhzSRtYN1Lm1j3s7EjqnObVN430TSBHOcwWFyRnxcj7rmixB1qBj276MSpaUZFDgozzk5uQI8fjkd5+T7l+ViCoEOkBaMxo6IbHdNg6bSw67ahYT/WTKM7T2YHJyywMFm2tqEfHAWYJntOM0lGsx9r+q4idZbOVQKcHTSjcyg9m9eLaGhKbzjMC8pcFKfRE5LBaIHD6lFx6GsqF3g0LUNydEOF6iwP44JdXxMH0ZveDwvCctZ8uSxVHWtIo6JaTGyagdOqpm4mBgVNO55xPKt6ZFh66mZiamvKMtK0E84m9rVwG6vFxDAY2irQLRzLeuTYZnwbKFmxWgwckIVVioZnyxNDtAytIyysaFgHQ6oVcSFoldxk4kKRlhmqJCzMlcHVkXD0JKvAZ3wVmRaWcbLoURNHA1GznRpxTM6n0mn0TIMsoLvgoTdMtUUPojfU43y9zmiWosXIZUwm9QZdSRv6SZ8YJnHZd5NjnK+dFMT53I+eabLifu7leIZeUCKlt4JgKjAiC80U9eyyNrO9UJ1NXJTfav/aeZOVxX354Z/8LFXzOZwFBqxmeZRKYubST5vjCWIQiYmK4jAuT5rCBJh5QzQq0c4WQceo2YSmkprB24pMkcShCGp2mibP2TUbQZzzg+I4Scs1VHNiSlYwapIWY0I24k6Ok2gm9aDnsUecxH6EcXTSip5xT6fRE4Kl9IZj8HSTg8EwBmHNMYrb94nKMDiHnYHRapDzo6/FFS8AeyOYl/k8UkERB1ng95OT5Kc0f8aD4HrGJK9/ChUpGHIwdJU4mEtSlM4QWsNULER1diwPvRfJzyhpUmZA3NZzy7wYoT2gIJV5XJpgbNzZfa072STHyVJGQyjivE5WiAupktAEJhl/GDQpC+h6dJkcNI+TtIMfTi3h5GHUZCPjv0qK46mW47HS2cqz0zlrBwUGEOf8oAWsf3KcTKGcLGPSoneNc3BCluE8RFnEDkmhOkvvZawbTgbdze78DKN1lF4CEVRSnPqKFM05cSV6cZC/Oa0ZOs+dW6BOllNT87ZZy9/z9+T2+4rg37IQDB9tcHdHzO2O+PElug+omEibGvdmi0pL8qJBpUS+uZQH1RW5sZjtUe4LUSqDmzV51ZwrgOOzlgpQ/QS7A7Q1aVmhwkoqhK0nVxZzqlBTJFUG/WyDPo1gFOlqKbrB2mJuA+VqKReAVug+yOzmHfFmJY7hlEnLTFEF10rpPGdNmnErKFBtPH+/WA4MxhOUiL2zkUpejAaWgXYhpoTT4JnsjCQBsjbgM207cRpkotKmCCAaMJU4WqMGW0fiQlqm2khFz/pEiBpVJ2JrsD4x1Zk4i5OfJvGUNO1i4DAYktNQZbQT113JSibmSWOXgenSkDcSdZd6gUibRWRMc4LC5UQYa9J1IE2aYgzlZmI41JTr6SwQZi4K5qCZKgN1RpnMaD2X10ce00qqpquJyXtxHm8m4mBJBwub+djniKxiLTwbKVkxtZa8N+JArjKp1uR6pt9HfabglzaSa8tCl/l9hbaacErE0dqksznHG6lmJJNZ+InOOXEmuvlznAX1jQ34KpCCwFW1zWQtsN4ncbYxGaPFramUPGZMltoHmET0XWwhF9HpeZvQquC1GFKKy1iVsSbPAnMlcOiFVPlsE6nqwKA8aaHZNCNXdcd2UVO7iNaZVT2KaH02juyahqtFx/ftCttEls1IbSOnRU1SllU7ECY5xrCcWPoJtZR4NoBni9Nc/ZKIuRfNgXf9ikUz8lhVLJuRofbElaY0SRYty0CYFKqJWJ+4aAaGwYnMIcsGxthMW0+E1gmCqQCzM/ZxaGYUklwvQ++l2hkU+6GSBeBk0LOD3kQlHL0ZoVKiJociqTyjIWsk4jEaUtIzjkUxTVZclpMiBYNNwqwrSaGDaPFUlGoNauaoBZnk0pMZIAgNIEyW1HwwCSSPmJu8aASzk0ph8mIAyU6q2k+u99IkitbkOqMnQ7Zg6iQYECPPA5CtGDqKF+2YKkoqp0k2TtkXSpVRWZ4LpWdHsoI6y972aTNmAQ25EvNI9pDrwsWy56gL3ke6Aqk4frDc8l11Q7sQTXaMmqALfnaWeht53Egk5vPVkS9WKy4WA/uk0Bri0nC97Dl0NcMksPhFNZFmQ8F106GAY9Nyteg4Ws92sqzaUViuRbFsRhonbu1uYTBNYtWOvFzueGhbgnI0zYSxgjrKzuDbiQm4WnTEWfKybMQF3i0dLxc7vl1c8XKx4/16yW7XUjkBQBejmIylqYI4mr1c27kq1F6g/Hke84ozGCst2ezKuVWvsqI4uR4xBaNn6oGTsaAYzmYN7bJUd10WR7lPaJdJWToNaOQ+PXuMnJh0qJNsVoYZIWZnrFGCMFhcUOQiCVAqiF70aYOerUFPcj3EUSqUqbfoSXBjxSpIUskmy7k4JCU4siJO+HSy6CZSekHc5HnDkeYUKh2AooiTIQ9WrtUsY4qKisdjSzlZTl4Yq6mzbPv6A6Hj97e/F7ffuRC0ux61PxF/eIO5P6L6kVJ7dBfo/ugZu88s7ecD5Ez66AL7fk94scF99Zbw049xX7+nLFv061vyiyvZPqmZO1ggtR6tNaxq9BBxr2dp6qt36PUKdbVCpYLan1AvVuitkO/7n1xQv+1IjcN9/Y70yQ16e0INE6WRnOLw8QXlsp6j6i4wQ8RcjmiTuVqfBEugClstLjelC1UlJXVnEptmoPeBg6+ofZCqjiqMjSSBXDQDF3XPg23P7kKrM/0olcKLtj9nLroZcHyY3XpGZ45DxaoZeJ8UN5cH0clVjraaOFTSUjxNmj+4eeStX9GdKqzJ3GyO5KJIWdO6QEqSuOB9Em3cDBxufGCnC8t24GF2JitVzrv+upk4bGTQbpcjxytDtRylqoKnbgLZVtQLqTLlOQEgzNDZwXuqepIoN2Bdj5xWFTlpydPMgtNZLQZGbxmsZ7GSXOGnzMwxKdpW0kZGU4g2o2yRbOdKFmKuDqRoxGTXQNNOjJXjs6sHtkMjiBY78ufLbwhF9E1GZbQqvGgOPNYth1DxyWKLM4mVG4jFSERb02B05sere5Qq3FcLni2OPNYNp5UXR/KTa9hN3NQnDs8rfnJ5z0f1gTFbDrFiiI7LqmP3vGGaDD+6eGTpRtZu4MqdmLLli6j56fIWb6K49VThp+s73ryQdtkPNjuWbuR+WPC+XfKLZ2/40+UrrP4J19WJXWjYuB43g7s+qnZYlfl08cC7j1Z8evPIT1Z3NCbgTOKxa/izm9f8yj7n55dv+aJ5xj+6+ZIuOH60ekSrwo/be161F4zJEovmv774Dbtly5fdDX+tCn/+7Ht+5V7wrlmxbEamaLhse16bDc8vD6yrgZ+v3/JX9iWXdcfjoqWPjtZNfNzu+aV/znXT8fXiilUjn/3/+PKX/C9Ddb4OfrR+5PVxw3H0/PeffMk/S3/EJ5sdXzdX/Oj6kd9UV9wsB1KWSMdVM7D04lb+ennFwk88a454neii4xQqvl9u+POPX3E3LPhuccFHmwPfNZf82Sev6aLn28Uly2YkREnEMDpze1rKhAws3ITRWdr4wfHp+pH/q/xQFvZV5ORFnqF8ZmwMek7aUU1kbC3YLJN61CiXudh0bPOa5qZjaCpKUry83nGoG54933NazxKThefy2WGGxmumjcU7qVKGk8cvJ5xLjIOjdnP1TBVGW7G87M4ShsFXKJe5uT5yr1fYOhB6h2sCP7u65b5d0NjAXbNgu2j4s/X3/OqjZ/xwvSMjaKWHvuWi7vEm0dqJvwyWz64f+HTxyOtna/7w+pZX1QanM9+rC/7o8pbtouFNvUIr+C+u3jJmw9c28ovNK97Va1JR/OziPafo+cZf8tn6ga/tFZWNfLLYsrQT39cXvPJrGhf58fqBK3/i9KxiN9Z8un48a3JPk+ey7nloW35++ZalvyQXxfPmwMO44Iuo+dnyHV/dXPOny1fcjwsu2p5PFjvuBmlL37YLfn79ni460bP6wMO+5ac39xymiuMo1bAHv+Bnc3bya7dB61kjCKzakRCkQv3JZsdX3HCz7jitPSlpfnC95TR5Ghd4Xy9ZtwOPTcvlqqO2kT44fnHxivuXou0LyfB8caSPjv9q8w1fPb/mo+WBtxcr+kk2siHJpueHl1t+U19T+cjloqcPlm6oJAAA2DQD275mmiw/uX7krmu5anveHZbUThJjYtb4OT3JmURjA9+vN7Q+0E2OZ8sTjQ08Dg232yXtjIh6sTlwf2rnYormp8/uOE4VXXCkrFhVE2/Wa/7bH3zNL5fP+dHqkb8wP+Dl+sgvrl7zr6q/W6zbf6hbgd+bRfhbFoKqGymHI2a3gIctLBfS4m0rqtuO+mJF2e1R3mNfPVCmCfd9pKyX2MeOMgwoa8A5eH0r+JmcUd5hVjXu63dgrTAIQ/yAq1mvZtfvAP1AmSb0lFDHjlIK9bsF5v0OvWqhrjBvHymLBoyWCuThiLlcoh+P5E2LCgl96Im7F6DgAc4svrCbCeeqEFvJDNbuA5Ms9I6xcqQ5UkgfLMckrdg+OGlRjqKXUKqQB4tygn/pdg1j7QQRYDLjyUuqiSqE3hGCoew8D16SKqbB0fvZRakL9sHy7vmS47ZBnSzBFh6shI4LtHqi2zUwaUKVMD5LGzMpplpcm/ukse89fS8sOD0IDPfQeNydJVs49gb3aBknaS34o2KgYblVHO9a+ienmsuiFZzbHF01JyIcDK/9hvAoHL1tXbr1xQAAIABJREFUZ9EHS9Gw7eZcz4Ph2H1wTEdT8FtNVxbS4uo1vleSv1oXXC9tsVhLVadYIENXO0yv+aa9pO89u6bG28SV7/j17jmvHzZnNMF+rDkMFVOQ6LHtsaWtx3OY/HDyaFv4tXvO2+2asRMmYHeqyIOhbyuUFk2MryKHtuJwu+Qbm3gcW3JRHMeKmDQPdcvprkVNmm+aSyoX2VQDr+2Gb7cXjA8Nv3r+gvenJQ/bJajC5y5w3LagC98j5p/T6Dk+tny9vEJT+P5wwTHIRHhZ12dt4j5WvD6umbJheqx562VBWZnI292Kofd81V5zu19S2Rve7Vd83j7ndrvEzWHzUza878QsMiXDTfUR+1Dz/fGC7W7BV+0N73YrhoeasJSq9xQs8aHmVkuu8VM6ySl4Hk8ikPc+MkTH/XbJMDlO9y3T0pKS5vPNc44PLV2VzsiOh8OCabB8tbnh+NjyRhXG+4Y3PhK2NQ/RSKV7NIwLx74KHFvPw27B0Vf0wUmVPRnGaOjuW75sr+lGT/fQ8jpr4kPN9+sLutHTPzSMrbhXn0Tyu22LnTdg3gtaI0SBDQPk25qsC6HK2Mc5mchL+kKqROKR/QzA9oY8V26KK5JVfGfoS4s5SSvtXb1hNcLd3UqyxJPCHTSPevkBDD1opiqjsuhwQy+VK90ZhiqLDAUhGRyrhbStszxPtoV7lpj3nriwkpHeWr5Y3XAaPN4mjqeaeHL85Uef8PiwFF1xUZJl3VUcmwqjM94museGb80FIRm6u5av6yvuH5c4H8n3Fb+5uuI4VBz24hD9qr4mJMPbhzW/XjzncWy5fVjzxbz4udtK1uz7h7Xw9KKlcYG744LtwwJXRwqwb2q+e7wQ9/+TDjSIdrNbeE67ml9Xz7k7LoTzt/Ls+prxvuHL7oa77ZK/uf6Ybx4vOZ1q9uuKbqhE73f0/HWWc+D4fsGxyrBzfOWvGQd3zkE3W8uX/oaSFfGhpugiOcQKDrWXz9kUvg6G/K7mbjSoTh77XVbiDLeZtPX0ywr2jne9kyph0PxV9ZLH9yt2VSIHw3EtaUh/0XzK7bsNWhUedwvSZOQxM0v2rV0RdhXB+LlbpQn7irFOUCAmTX8SjuD7Sty7MRmOu4ahkoi5GDXeJ3KWiLnaRY77hsE74uDOhZFu8IRdRaykqn6rizAK51bxu0YWqtNoybOGcNpWvHm+5vHY4k1i2NY8mMz39QX3u8XfefHyH+r2e4rg/4fWsK0r1DiRP3sJqWBSJlcOc7ujumkoHz9HnQTTQu0hZcLzFf6bO9KPP0YfBvKmRXcTpRSpKhpJG8nXF+jDiXI4otYreb3KkRYVKkg7RTs70/wT+cUVqhsxr+4oqwXq1BM+ucL+26/Jzy5gLS5C7R2qD5KNfLlE7w+gpRWE/rAIzEWdNW+UD6DmnCR+S6Cx6gyABqS8jWiIzG8xqQBJF5lRhmoGSJcsbLwn4HLOsmA8v16RqDtj5eKliIOwVAlVYBjmqKO5JF+KPGeKGjO/hpop+6UwA6znv/HJEGML2AJO4M7lyY2rRQCPE7HxE++vWIWqE2EpphVlRKyvbAYLpbcfWGk+U4ymaSbC0VNURtdJdJOAssLGAmQhmUTnJYBreby8dwpmGn/RhaLVuWVWLORWkhCYWb6nU00aDDlrYj3xul+z62umkyd6cX/vdRbtX9ScnJdBah6YS1aUkyXZIkaR3lE6S++8YBFGIeorW2bg96xlPBn2J3GaxySJGiEYcVseRYt26r2kemRN4wLdqUZNkuBwGiRCjqLYbWrKqMGK8aHMkVuMmtPkeZyac6W5Gz2V+cDe0jPk9ThV6F40q4eqIjoRbOfBcJpk0twNNdNkuBsWpCBpIP3kOFYVh9GjFYzRsA81d8OCw+jJg+EwyoSkgmBZCIrgLGpUhMHOZo+KECyjTYyjgyKMy5OVrNLtaYl9tMTOoDL8zeoF7tYRG0sB3gQR/ute83n9DHvr2Kcl/t5wMEv8rSF2WvBtQRF7Tec9w8LDfUVfZ8aFTFgUKKPBPljeN2vR4N5ZhtjgHzW37RpGg3s0xF7isI7DrJ3dG2LjIEnkFrqcEz3ez4tBCiJPMNL2K65gdmLoKAZpI/6WjhY9fx/1Bx1fVrOWt2D7IhvPQc4tleR3n65p0ytyhfy/iK64ePmK59+dwUwRp32Z0UtKWt3lCU4/P+exrxhOnuDTOWJuOzWwdxxdLUNQEv1ynyVibjAZJgGw76sJNcg1kCdJ9nEnzfbUMPQeDo5sM7fHheRDnxzvO4lWTAfHdilO03QUXmUKmjhWPCDdk8OxQXWWkBW7qsGowjBDkXeuIQYjOuug6RUwGLZdQ3ecq3e6ZRolUu9NtyH1lnfDimF0pIPjoBvRABeFPlhOi0qICCdDmTTuoGSB04m+FMRINxy9YGYOsvg2k3yWYSGGoaJgshXVQTFZiz3J5xhqSVtKNmMPos10e03QMvaoSfP+uETvLbmWTUJfBMP0plujTobtsZHY0ajkMfPneXQ1dmvIvjA4qTSbg0DQiYoe4OgwneawkPf/kBQcHGE0BJchaGKVKLNmcHSJcrQEZ1Cd4VjAVmKEM3tB1egEJ12jOnsOZNgdRfv8FNnaVQZ9Mrw9rOgfG96rgtkZOlfztl59KMD8J74Vyu/NIvxtFcGCQJq9IzuDZp6IcoZhZNpYqntLGbQYAYykaKgCpXJnHVAxiuwtKiUwWgDSgJpLsqquoR+gbCjOULRCKSX3Gw1JYuWK1ei5ciiq7kleQ2lKZWBecJTaSQt6vZSEkX6gfHwzL5jKeVLPc7LHky7waSGHkUk+JbmgspavTwN7CdKOHbUlRkOO+kPEVVYQRbjOzPDKJqOKxAXlMC+oouj8VJCJs0RDCbKTl7w4udhTnsXBUSaQFI1AO6PkHJ8TF6IiK312gOY8R4E9paJEBXoWqmv5nbNiP8zZv/NiE5jTVOQ4CvIVIwvMJ40KSYnIOH+Y+9RT8sk8SZX5eHSaI/Bm4PST4F6OSyZdPTuaVZbjEVH9h+NUWVFm1FAaDao3pAJD9jyOLae+Etd2UqAKvapkVz9pOlOTO0vwkqNKlOpnCYjLcJAYq+RlAjCjIinhOaqsSFkxICLx0DuOsws2RU2OWlx3k5iJxs6TK9llj96QevNhsuz8eYLZn2pJ2DBSMfY2kr0iGE9tI60NND5gdcaaRG3DGXBdm4A1mcYGihP0UeMCXidh6vl81kganfE+yf+dfMWD14l6dljnAo0JaFVonMBfayvaxKSL6GSzkZQJL+17YzK1DTgX8TaeM56tlePVtpBVFr3cvAlwNpGdaN0oYN2sf60KTTWxn/VT2YpLulhLmTcqRSEmCZdxVWQyksntqkies4bjPKwZKzrM7At4kRoYL5qs7GYmoAWcvP/FGlk0GYQJ6DMlSoSlc4kwp+jgsqQAaSTlZtaySvyXmEGym3V/s+5KNaJxxn1I9mmqwHDVYqpEquXYU5A2c9aS1lCsaH+LkfMv+ywIml6eq8wRnLmaE0mSo+RC8ppUF/T8u8Vn8iRO7Rg1JWlyLjKuZHHxPo0VpcxMwigbxjy75554hFOUBXR+GivzHBU46zPVPAaGIKkcRM2YDLnIWBuzXDNkqWCVIDu7NGe35/hhPAvBELI+JzClNI+z85idg4yfqSgZu5n1osFg5nGMIHGMT+dHnjf3Z+CzKjJGzWv9JyzQE/D5KULtbJSbpZk8FRHmTb3iw/di5uDMp/1w8s7jq3oay2TTm4o6m4uEKM7ZzIiGaRBToJqzr2cYAWkw2AgoRZw1uCop1BwdlyZhHOoI4cn4GPSs9dPnsbzMx1eSEj3jJIZHHQRFlrOCIEbCJzNinpmYT3+bmGIkTo8ERWl0lMogSHykDoo0arrJiano78OtiGLtP/fb79YIvt+j+pHwo2fYX32HWi0pi4biDKd/8CnjWnHx9pGyWQoKphvJmxb7bkf45AL3b76m/PAF9vt7Sf9oKkpbCRJGK4pS5Js1xWhUyLh3O+gHtNaCrqk8lIKaAt1PLln8zTtKW9N9tqF+3RF/cEH11S3xZz9EHyf0qT8vPscfXWF6L22aP/0h/n4gbwLKFBaLgZgkWeT0W8kiVS2sNOsSbRUwJtPrCl8FxkpO6KgdbjmxaoWxpXVmdOKEM0bAvFrLpBZWhmrmCFqdOemKuhFBdq8rlouB7WBYLwc5ZpukrTZXfkJneHm159Ysmfai+1kuhjNHsHaRYeXIdcK6PHMQCzFq6jpwKqIFHFwF88Sb26cVGudJSVWZVM+TSp0xs6vadvKr6rdSDMgKVoHcWaglESH7IpXLNIuZ84fKnnaJDMSVkgis2TuAKeReiPxkEVtPF1mqga6gkpaUhrkSqAYJV6cWCv6f/OQVj0PDZd3jdeSfPPtr/uX6M3518ZzGBjKKF82B7dRwCp4X7YG3pzUXVc8pimPt7rjA2cSfXr/hy4sbdn3Ni9WB+25BNzrW7XBuxS6daNH+ov6Enz9/x3V1ImZzZpI9q4/8n+7HhGD4k5fvaO3E8+rIwo785eYlXyxv+Cc//hu+6a749uoSrQr/4Nn3/NPP/xjgrBkqRTEuIks/clMd+d5ecFWfMDpTm4ie9Y/PqyOv7YaVHygLSfnY+IHaBu4WLUdVc1H3PPqGT5Y7vpwcn7aPfOmuqWyksYHLqmPKguXwJnHhOhbrkV/uXuDqKIkkbc1uMhJ/Netop0rO42U9clV13JoFtY2sF8OZI3jddOzrms+uH/i8esbN5sgULf/TD/6a/3n4cyoXsSbzBxd3vD5teOwa/vEnn/NP0x+L1srf8NPnD3zjr7hc9sRkmIIYYFaVsCO/XVxS28hNI6kUXfT00fFte8mfv/ye7dTwm/aal+sjr/wFf/7pd+ymhm+Xl2zagSlaPtnssDrzarehrabzZ61UOWvRPl0/8q+2PwFdhCO4s6i5kh8biU00o8B+C+ImRiELJjNfPzNUvtiCmmSR00QwNpEbmaCz1xgj11rRhXgZ50XLPCBXojukloSk8mRqUbIxOptZmgJGNgdxxs3kOoMr/PHH79kODY0NPGxa9qea//Lqe95+tuLj9V5ajEVzd1xw2fZUJlLZyN/wET9+cc8PFlv+t0PLH798x1f312zanjfVBf/g4zccQ8Wb/ZoC/MOPvuOUPF8vr/hHL77iblryb+zHZ03eN8tLPrt44Mvqhk0z8NFiT2MC7zYrvl1dnjmCl77D6cxhqPjRxSPbsSFkzWGouGp77o4LfvH8Da8WG0IyfLp65HZY8pW+4R9efcPdxwv+8bNf88/Kz9iuaj5Z73noW2LW7Fc1n149korma3tN044c1w2ffXLHYazOmJl+VfPy5QMpa+6WKzk3RiPynSqSosGYzMvLA6/NJYuNGKhy1Dy7PjAES2UTj+uWVTtyPNQsVwOVTQzB8t98/C3/e/yMykXGYHm+PjJEy3/37Cve7Vb88fN3vD5uOI0eN+v6YjR8evXIl+0zrEt8sjlwmjy7Y82iDhhV2DQDD52Ann/27J73xyXPFifeHFYsqgmnMyHr87hjdGbhJr5+vGRRTRyHio/WB4zKHKeK26sljReN4A82Bx5O7blg8kcvbjkFz2nypKxZViOv7i74H370BX+1+pgfr+/5l/ZH/PByx59evuZfVD/691yq/P72H/P2uyuCIUJKEqlkJd6NlNDdhGkddihS3csZvZeWr+6mmUdRUHUFYxQN4DihlIIkL2laJwu34Ci1Qw0BZiB0aWtJHRlG1DCBNdg+nXEy9pTQhw5TGUpdocZ0HixVP1IWDXrKmNMkdvp6zjILmhLFIp+StGjL9GTTKhJeP1eTxmgIwQorSc/l9qJQgyY1okV6MmaEYMjJkHMRsroVjWGeH6u1xKelqAkztyzNu2uCJszPFYOVaLlZBK5HTR+s6JSCoiCPKfMO2qhCDpoymadNssQkRU0whTwagjXYoyIombxURNp3YdYSuULUVjiCSXaU9ii6J78vovVzgsVAm/NXe9JzALkSRtrCYw5i6khJYY+SDRzndprtFfHpsx+k8ukOUikmC1JGRUCLTtCMMoGlKO1W2ZELR9D0iu3QcBwqFOLSfR/WPE6NaAKdvJ+VEaTMaXJ4nThNwp0bouBjusFjbZLHjZ5u8Oy8cMae8EDnQsDMERwHz25q0KoQs2Y3NaSssSoLd3IybIeG6OVnoQhXMI6WfWw4TPL8SsE+1FLZ1IVunFvDwZJGQxc8h1BzmjytmzhNHquk4qZVYRsa+mA5TDWMguU4RU8smmESlMcpSGu4i9Kq3kdp9Y7RErJm4WqOk7RopmTYx5opW7rgz48fJkcZDNFIizwEqZhOk2XQmX2oJfJrbjdPc2rL0clr3fct08GztQ05a95NgpOIXn7vtl6y62u6ruLNsKHvKh58Szg5HrqG0En1NSdNCiJ7CFEWr4euZpgrmo0NnIJnjJaxd9wOSw5jxdg5tq4m93PKwSiMyCNSxdpWIic5ddXZCBUq+ToGyxQsd275oVID0gYunPOEUZzdpOqpuzDLG546DUqVc5WpGIkTY5aQlDmeERBNKkbyvZ90uUWe76lz8RTJKJUj+ZmaYdL/7y7XU9ax/Afu+5Z9X9M7x/4kUorvuktOXcW9XcwxYYIbKXxwwMfe8tA1GJWJJ8dttzi3YzlK+7cPjtNJOHtv+jVjsmyPDW+GDQ9jy+FU865dMUbLsat571ccTjVxlst4nXgcGvqTJ0bNe7diSpbHThKCbqsFh0FauePoUEB3rHjTrdl2DTFrbt1STAwny5txw/FU83q84OHUMkyOB9eyf3qO3rEdGkISvFGPtIQfu4YxWMbBS8djRkblrEmdlQX3qCkayUUOmmyKZBj3hqFypJmv1y1FkhJsJnWWXmdyZ+lNRXCJGAz3Y8vYO+KMcjlUct09hIVIPkLNcagEn2PNXKXTHKaKOEqH6DB6pmiJo5XOxRyTNwyOOFnhnU6Oo/fSwoez+S95TcpKXM9FicQDcfTvfC0awVEYnzlJQs2p8dJuj4acFIdJkor6SfBduQhuaDs1HEfPdmqZBuF7Pkwtp/HvBz5mLvL+Z3/73RxBeBK8gTGU3QG1XqJ2EXXdykA3jHDsKBcr1OEk7dj9EX25gGrmBpYi928PqH4Aa9GhPfMA0Qo1jJQpzN9P5Ns79MWGEiMojXvsKacOVVfokFEhYnY9POzQ9gq1O5IfHlHeobTGHAVYXaye4+zmXEaTzy0seQdkgFZqRoAYMKZIXm3WErpuyoyUkNaOtYIqaV0gRIO1gm1RupCtZA07IxgSMyNItJ5bgHO+Y7Cyi2S+H0CbJCwtIwvB7ARJoLTo+LCCH8lFoVTB2bn9VuQ1rU3zRybCX2UKziX6ywyLCCZL5QAwTWIqnuKLIEFiRd4EYRlaQ7ma6J/VcDMI/i+DNuXcPorWopoo2hhvubg5slVLSAqzCAQnRhK7CKTJEJxBrwUfE0dBt0zJUS6lChN6YccVK1WTNM2taJ8Fb/DUgmkisbKkWdQeZx3ekB0xy9+W5oklZi1to/KkCZ1b7UBIH1oTcQ5XLvP9pSiZiOcJ9wmxMkY7P1Y0gbGYOZVDjBdPrwOQivwsZjNrURV9cuffKwWGZDGVtG+fUhxAmGwXVc+Las+6vmLtB0I2bCrJGrYq86La865d8aw58mufaefc39qIOzElzcb3PFQtaz+wbEaufEfTTNw0R7roua46ctHEIjKDa3eiy56Luue2XnJdn9jWNWPt8FWc860nhqqmrgKLauJZfeS+all5yX4ejeBqruoT93Urn4XPkmedhe329F5rXc55zUoVhvm+NLfIcha5xdnUN38OaX7Pn871PFexyvzYp8/+6TOWz1EW82ct7dwJmKLBzNe28CIVcV645SewdNaoJp7Th6Z6VhX5fP6ai3yNrZK2t81kDdiMqwOxsaK1mjWAi2YkhxVNJQknJSlypamqeO4phoIYwLIA5HWdMDYJ0N0nopIFYxo0VRtE+1pm1qiZq7eNl7Z+VOgm4rTkvRo9j4M2s7CTnFcmkbJGK8m2tTrjTMYoybM1ulDPmbFOZ6pGMrOLKTiTmGYSw9NmRc8yAa1kzDKmoCnn13ZGOiBPv+tMmo11H8bYzEwrmI/DmUQpouH2NmFsxumEncdQo/I5gzcVhfNSRX8iH1Q2UlkLNklV1gWsNphqzuV18viUNdHOjm1XaH1gDLMR0IhhjyKYl6JAmUxlEwc3I6ectPSdSSSrcS4yeicGjSrjfMRZ6eB4M/8dTtBXtYvEZAQ9ZSWj3Ns4I3czxmhynqUbTp6rcRGjC6N3eC/HvfCBMTjKPEZWTjLGnY9UNomcIxbqGcju5oqg95LLniohU7jZVXyYXyslqSL2PhKUFDkaG85jZ8qKxkUOXo698YGlHTFWjvnC9VT270vWsCKh/vZf+//57XebRV5eUoymWMX0kxfokFCpSN7rfmT5SpFeXktrN2XSizXu/YHhzz7F3/f0f/QcewxMF57qYUQ7yRQmZ+LSYWMmbRboKZJu1oTNc9xuIGxqzKc3pFww3URcCwbGLD5FxYw5DKTnFyK7uPoE+3Bi+NlH6Om5LPqiGBjsw4nwbAlKYQ899v0lKDjO0FOiwu7miUlBbOX7qAthbUknixo0gxOIqsrQPGqGqNhGzdHXhFGgpSo+pWYIR2yXFNxXDPWs9J6zhLtK8mtVbzi0TvI6ywKc3B98xuwsqcksXmluFxfYR4uLUknYF9GJkBTT2lFuK9Gz1YWxEuYYCU4Li713dEFT3xpCL3FY9iBaqDwaqgdJHQhAc6sZlMN2UuEbnBOdy86TZxh2nFMOKOAOmtRpSlXwD5rjRY06Sg5lAszeohOELAYLf9BMQd5DO4iOyu8VQyvwU9Nrqkf5O4qeTTlNEUFOhuxm4G6jsYPibb5GT5pjlXm/iBwnz+3jivKunvNR4X69JJ8cZNhfNKSt58GVs4nGbg2jK/zbwZO3HnPQ3K5rzMlgezhtKp4Yc8daXsd9V/FNf8Or9kIGvUlYc2/qRPVVjYrwiitQ4NqJqooc34r54f/evOS4bTB3XjJGkybtPclm3qY1VRUIkyU/VHy7vADg/WFJFxyHvubYiGFEqcJ2ani7lyqM3lu2TcvXIDFdj0tyb/muvWS3a/lc33A4NvyyecH+seW1lzZTyIa74wJrEsPkuKxveBxabk8Lhn3F1+0V2+0C9eAZ5izb0Dr0wXBwLd0Mm33YLxhqx37fSKKBE8jzcdvQPa6pHzVxUaEC/K/xD6l+1YgsQcPXVw3mZHAnxV8Mn1J/XbFbVyxuNYfHC9p7TWwdJin8CHHh6T0cm4w9aKKB02J1BrbrSVFtNd/sP0KNiuZOM6wrlneK78fn6EHR3mtS4zFRsd9Isos9KUGbKdj7IrGaQTJ+X29a7EHGjKyhPomjPVcFv1WkGp4A0+4A2Wuy41zBCytLc68Zu4ZmJ499YMOLfebdqzVub1BRIOqnaSWQewXNQRGWIs6vOkVsDXEhbvvYFvwgQ4vfKo5VizkKnLreqZkGsMHvFSiH6RVxYflOXZJPFlVlOIip4W+evyC+b3g3mbPWjkEzVBXKyoZS3Xtu44bh2mLeel67C/KjZzCF6tbw3eaSMFjMnSdVmS/MDTlLEscvqxc87BakreebIokt+b7i28kS954e6DceYzPD0aMfHaeF41VWrNuB7bsVqje8Gi05SBSl7jX3k0HfeX5jrplmM8cUDUPv8W8dn798Rn/X8tcXH8s1EfQZKB+jIW09t14WJGnnSS5j7xy7TSPmsV4A2W6vuV2KK189zKSEILrnOAn4O1t4NAV3b5lUwczzyqGuSb0VOP2Dpw8avbP0WTG6RB4Nb9drwrYiVA6C4jaL5u5hagmHii/8Daf7VsxATwakAt8Fg3pXMTnPm1G6HGwdwcmY9frSk3Yyd32jrgh7z2HZkLeerk4ClA4a08zRh6rgqsj40HD0GUbNt4caWweBdz84hkq0r6+COWcNq6j4Sl/L2DXLinZ1hLuKv7r4iLffX9G/cKR3Da+SxpnE3dv132Xd8h/sJt2e/9RH8Z/+9jsXgsPzCrdP+Pcnxo8WhKWlehwZnlUsvxpxDwNp7clG4/YjxWrS1YJxY/CPGj1lspd2ou4mppsFOoitdrh2LI9BFnNZE1cV04VFT45UaVIjOkJ3NBSl6J856keFigUXZCFZlGLaWJanidgYaA1Fg99Fste41yOp3uCOgbxqKGbuqDhBghTFB1G3kurTU51YmyTxUEmBFchryUjmp884n3AzwDlETVFZTBqVuAmdTwQjC0CMVCIxApumKAEkz5BRbBHReJBWUJnF9bExqCqRWo3p9FlzV7SmKIV1idEWSpqP3WUKGgwom6VdZTN5htaqJxGznVtGRRIHyFDm7nnRYtIo7oMTEiPVEjIUVQTw/OQante5TwBReZIPz0VRM1y1zALtpx4YogHU5YNBxYhgOvmCGeffMWASookys9A6QfvixDh42nqirQK/uH7NF+4ZX+drqkq0m5eLnu2iIUbNzfrEg29pqonDqcaYwqBrVJX4w49u+Y2+JjSOxUVPt6+ZThZ9Mcl5kAxtPXG56Hl1vOHqxZ6rtifOCKExWNpq4s3+GXpUrK9PeJt4thC+3edZ0dmWn1/d87Za8V5tKFHx8+d3/Pq7TylGBPR9oym9xXaaw7Hhtcl0x4oYjSQbzO8zwKKe6E7S4nI7zdh6HouibibyUYLm96dakh2qmnDw3C4XqKPlrlpSkmJrI6dTLSkaQXPbL9n2NftDi3m0bNuWfHS4UcFBMD5RIYt6b4mN4v6wYDp6MWYcZVEfrGFfFOpkyW0mH6XdjxHNavQ1yc8tVi8IjRTFnViM5OLmR01uisCZPTwF8Ka6CGi8SZR+duz6LNevKWSjScN8/xOdoC5kJ+dhruT5Ylsww6yTNQVOhtQREqtRAAAgAElEQVSIBCItZBwoVkkqUJOw78wMiJZrpmRQReGOcp7rKOezmT6MnyrJfaZXVNtCauSxuYDuDckp7N7gdoJHsj3Yo0ZHEeTbk2yAVJQUHjWbO2wn14Ye5f9mAnvQkno0a3tTJa9rZwyTHeR4TRUZk8K4TKw0eVQs/QimoN08hiQlFUQvMHxjE5OTyuKimjjVRSpcxkElY7yf+XJpkcCIGSYVRbCeVTUSl5rHnWfRjHRDxeAKdTNxHKwwXGupPAks2srx6MJV0/HebyhJEE4Bef8yUlFOTWZVT8RJSABPMPls4LLueasLl1XH9+6C9LbiZGvyyaGiwu21MCGB+q0lNgV3VPS7Cr23mEkWXtWD4rSoREe+0/N7P88Tkz4b+SZVUe0U2dnz5zhUslHPvuD2ilAs9a1mUJZiRWLz/mKJezSkWgxncTBgC798eIF9sPSNR/WS0JTdbwGlK0d9kHlh9PPftNNyHidFtE42tZ1i3DjMUVJcTK/I2VCclpSd2cRXdGFKGnMS0449aGJWhCDJWrZTlEmJG9rIAtP2QsWYOk8ZxJBCFuORPyq2x1ZIC4dWJESN5e1uherMv99K5fe3/6i337kQXP3FG/LDlvzzH9P86h2EQAmB9Tee9INnbH+24PqfvxWWoHPolFF1xcV3mfTRJdVvbud2bg3eUb25hxjBWuz+Gn3oBR2zWuK/fYu3gorxi5byuAOgjCPKWqpPXsDbO0rfU37+U/y/+gJ1uaGaHcjLf9tRDgKcVm1NXi0oy5b69UFa05WTQUojLsO5tZTG39LneFnYaZfnRZ4m+jn6q1hQMF3IYk3rQjUDnfOcEYmCMl/EWhfKIp2TRJTOhKQxlbQ/Ak52Wt7iFpPo9uokySJrOaC4KLTLkVPUpCyOSe8TJWepkJpMaRLJiLtQ2SyOy6hloG8yxmeZSI1MlFJlA0yRSXXWNiVfZjE7xBnxZDs+mERmsTtPC2MD2Wd5bA1aZ2IlQvgnzWWeHZhoqZLK4rIAenYHI5UUI625VM2LVFuI7Wy0s0X0jwZykQV5aqE2mTC3mADc3H5yPv47rX9nEilppvTU/lXUtbTjdBNRGqYsZog4GWnh20yePzfgnFby1AbUT+vdos6tZqNk8Z6fYvdMImRDbcR0RFJkpI2pXQZfSFmTn09oI4kPbTXRjZ5d0/KHL+74w/Ut/9p8wlXT8dC3XDUdds4nu/Q9v7QCbP7LjxrWz4/88GKL15HPEX3PZ8/u+c5e8Nn1A99VF/zi2Rv+xej54eWWMVk+Wuy5b3vRBUXLn1y84bSs+La95Gt1zR98dMu31SUn02KXkvqwaCdOLGiedTTVxGcXD/ymvmJdj9w3rWSXusj1ouM7e0FbTzyaNW45kbPmFy9e839sG2wtbfCXV/szeuRPPnnLX02fsL7o2LNi+eLIUS8x60DMkCeDaSJNFVi3A7fNiroKXCx6FKJzHILlUC345OUDh6Fi7xY0m4Gubnn2w0fB5jQtuk7EAsvVIKkXqxo7t9SaKor+d9YI32xOvDObszlgfEJf+Mx4YylNglGDEwxNarNITqJcK3YR2F5U/w97bxJrXZfed/1Wu5tzzm3e/vuqNym7oiAlQjAJwhIDMoAJY5CACUiQAZEiRUJCMM0MJGCAxRiJAVOEwghE4gQZIiuxy05crqqv/97m3nu63a6GwbP2Pvf9qlxlZFdcIt7S1b3nnN2se/Zeaz3ref4N+snEeBa21O0HB8aPntJ8757TQYKR/mTZvDqLAwownBxmE8gJhiJYbVzi3FtMHVc7r/HBYr95JsyWnGB87sk2sX1x5vRmg24C/dmh6sjOBaIXQlysNHGj8CaSq4T3QhqIWlQJjE2YAjkZnYhpLw46zkWmJkrZ2VnpZ1VgKPjKygWmYFBeHHW8FZcMozPeBcYmYLWUWbWTMnDlAt4H+tqhvLx3GGspg2dwTpj4qhCHjSvXtjJu5qTwNjBbw9QKqQon44NSGf21nt2251xVKAVDW/HsxYFhtpw0aBcZ7j3tbc+8NYTRkqOms5bm60fm2TAY8VJemP+5iauiRPOso2cDV4GxNaLp+KxnHoXFPjqP3sx0tUNtgriV3Cq+cfvAP3lVo4sLyeZqYBwcv3r7hr/38ooPnu15Y7fEWUT2c5Rx5Oa64yHswCc21wMxaoa2Kgx/xWY70m8942B48uLAoWm52Qzs9y2uClgbCcHgfVh1BFs/88buhCl/Zdld9XgbxbfYN6g6koNme9vRnSrmKOzjly/2Yhc5iRWfrwJn1/CXnr/lxzbyYnfiD/sXbJ92fPfpG34n/PIEgn9eGv7jYARjRKVMetijNy1oQ962xNYSnSIfjrJf25DfvIPbK9ThBEC+3wvT+HRC3d4IeSQYqCti7VBjQG035NqjrncwTqTDUYLFnFDbLarypIc9eVujQkDtdoSNw1xfkTcN6v4guMShhxBQdUU+nMgvbmCOJSOZUVOQYMnkSyCgM+fBrhhBWwVyurCGF5yY84GplHlSVNgq0lQTGy9m3VonIWNoKbNqm4Q1PNk1MNE6kZKweRf8UV3PHOuKup5XPFpVBcGUAbG2bOuRqbHMZVKpq1mwUFHT+Jmh9kQtGcUFIxiNoaoFm+ermaHxMmCpLAlPldG1SFpkn1G1ZB1zLUGligbqSKxER1DbtOpM5SAdPyoNpewdG0XjA3MlWRhdB8luatBNIBmReVG1TLRJAzoTGwlgBQ+mLllCn8iDZB1zlVbBVjxQJaLSXDfCtF6wda+qPZ9VV+zrmqoQCG7qgqkzidu6FyuramQIluj0iqW8rTpOdUVKil09SuConXj7lm7QVhPX1cCXbeCqHritOkIxap+j4abu+XQTSKPhuhlo3cRN1bOzI6/rkVPTcOM7+trRNUJaua56jJWgtfYz3kRmK9ZTlQ00ZsKZSG1mGjdTF3kXgI0di8TMBE7wUrWZqU1YJ8PaCDO3tRPWRDZmWrFZABszcTKVBKcqr/IxlQlYJ+fzNtD5hLERVco6mIy1Ij1Tm4AzaZWiGbH4gmtyLnJVjxw2M5t2FNeE+ohrZnwJtm7rnjkKtu1pdcbWM9fNwLFtuGoGzm1NVUsQOZtM00xsyr04t57aBXZ+XIHvJ+Pp2mq99+emYlNP9FXFbd1jdKKrhfUco15t+6bZ0lTiclN7YV1OhcV5U/d8GW4l45j0CgPJIKmpIJIbqeiKqiDVhuV3RkhYKSoWn9g5GkwQrOpCGFFFUmURjEexigcvskw5XzIuC8RBRbFMXM6/SHos8lc5FvmXpLhuhAm/9JEBeFkf+f5GgutUMF4nBW0trkLORM5Nza4dua17PtsErpuhOBoFjhvPTdtztlGkYYBn7ZkxWsbZ8rw5idtNK4uZwTmm2XLT9gyTw7vAbduLFFIWe0DvAzdtz86PHNuKwThu256jrggFi7rYGj5pOpHXSZonbY9W8LateF6fqDYTr+ojP26f0E+OXTWtwtlzJSLWRic6V2GKTFBbzQw6k5NeJYIqFwTbXeaQpZqoypinjHynvReb0FD0ZyW4liA2VEZKr6PB+oD3kgHd+aFgFIWBvEg6XbkB7SPX1cCprpgKnjwWwsauHtk3LcYmmSeKpukS0G/rkZQUk4JdNYkzTxHUr/2Ms5FQFm6LckDjZg51LW5aKou7UhkvxtaJgHjUYiEYtUgAJc11NQjOVydiVrR+pq88T6ozb6sNt1WHaQPbeuRp1dHWj1Lnf4Zb5s8DQfg5gWDetmilmBqH30qGDSC3FaGxmDnDzVVhCSf0kxth6KodYVdRXe3Iu1aIbkYLexgPSpEai+4kA5hqj3IGfdLoypMrj5pmsjWoQaFfvWCqjLRhtxF9LWtImwqdd/JbK3ExUQpVV8TaYudIdoakFUYpyU4h2ZtUWFWoQsZQUmpIOa9i0UYXlqZOi30jANoIcNpoIW/M0aCNuImocl6j8+VYlTELgLpMFrq8h8mSoNPiNayUvFYFvG50WtunyjVjEumbpX0L0UWX/y+V9yllElX0/ijagihFmgx2ViI7GATvwqwvGoGzlrJx0EV7C3Iyq4aXiqVsnhRqVkyjCF+rJOfWkyb5JJieogOWiivJIoytAqtTifwuJTYlbVAJYimNrbqERibFxs7EWspatQlcm55b3/Oln2ndjCZz4/s1yNm4kSkZrv2AVpLRGWcJWq79wGsbGL1h6yZ650hJ0xYbtJQVV16kUqyNXPueazesAfuULDe+E1Fw4KoaaO3EE9+xswNbP2KrwHN/YoiOOycZoBfVScTLF73iQlSgkGDmbAp4X8gPU7QCnleRlDUxlUxnkMk7JEPS0oaUJAO5MMlX7cyFJJEMc744SYQyORrSqvUW8oUAk4q2WioY1ZS0wGxLO0LWa4Y0Ji3XLufNRT9uIX0stlQLqUOrTIyaPoog9aIdNwUR/l08wXPRkpuCWUkn42wZvQWC/E/RSLsWolAq32n5PmKShUxKwtCMSZNUJiX5bLmnIWmRxkiaORmxjStOKHHJktsswoVFFoYiEyMC7omcRR4pl7KbtqLJmMtYYIZCQoMCfSj9VUufjvbS91Ggluuacq5CPMm2jBkLoa2cU+sCTSnnVlrIFtYIYUTrLAQ2ldDlPXlepNpgy6LBFaKbt4HaiATXEhw4I1I2XkdmI24xALWZC0Ek0ZiZk6rknDrJQsNGKiMQDmvkb69DaZdk+isTsCpiTcQYQ2UDg7UQEGciK5qZC6llRpx1fPHutSqV64tl4FzE1KcgQvQpKvrZyevJrPqAY1iUIC6B9hTEGYdUxq6oyCqvAsoZIR6RuATpUWSCYhBSD4UVTNCkaJhnCIXVn6IiKFGnmIJ4Zx/mmjRrrvzAnZe519so7c0y9hkrsmEbP2G05WwqKifJhI2f6CdHjJqrauA8ebZ+ZO9q2moSt49gufIjIWucjmJz6VtaPzMVtxejEtkrDq7GuUjUmY2fGGeLhBCJnR9IyFgbk2bjJx68EENqG9i5EWsjV37kxnWrVNMvw7b0+X+et58ZCMZdhRkn3Lsz87dfYroJ/e5AutnQ/vbHzH/1W+Ia0s9kB1lr1BgITzZUH92Rnl6hjz3xgyfoQy8yMWMQZnDIqDmgxglzfwBjCF97ijlPpNpCqiQF33jUMIssyaunmPsj7m1H2jXo08D8dIP/0RvCh09Q21pW4imLT3LMmP2AenNHfvUUfb8BDXvdSkkyKdTJrgKiYysdfTYyMc2DJXeW4K2UfgB3MEyqYp+52MtNIgBLUqhJM9vMHgh7T/BWBKQV5E4s65RJ5N6ynw3m3nK0DcpkUmeZ6ghHR7YJ1ym+fHdN3IutWrKGvWmF+Thr5p0RxflRM1dGMIkAURHaAA+OLinsoAqDWkq3i/yFygKIT0Fjz4rYStClJwnKkpNzyZevWMB/ahY3hKSlrKtnwSsGShZkmYgGCQbVpDGDWpXz1aigYBIXKQwdwJ00sRKgvhkUyYMeRbA212JDF63I6vzw9VPms8O0Uk7yJvAHd894uN+sE+bnW7FaC6Pl3XVLd6qwPq7it7lY3v1j4O5hQzo5uq4iHh26N3zZ1kW+Q/HaRT7dXDN9vuF38gdcbQZZgRcbsqqeiZ+36FHx+/olVT1TuZnGBT5/ew2vK/7+zbe5O24Y7mtQ8Jt8i3R2JJV5Ha+o24lx8KR7zxe7HVYn7juRXxhny7Qxqz3cea74cr9jjAbdGQ6nhk+1MD/v77fkwfDp5orzseZ3eUnXVfzj+w/ojzUfmRup3qvM29NGdL2D4Yf1U153O/a9YAo/PVyxv9+g7h3zTqFGw3Fn0aOmO9TihgLsjw0h6pUsMlpHPznOD+K9zLuKUy/97P/ZfoN05xlasVH7iFv6+wai4pPrG8KbmjdZYe4c91WL+dIz3BTppqDoR8PUOMn+fSFl44UNvPhu83nNJ/UNw+DId55DBn2w/PjNrUzED46hCPC+zaILF/aeqfKQ4OxrtBXsYg6az8s4kU1mnjW6KzCQqLAHTdiWZz2BOyribEheo4L0oWRzwVV6ORboB4d9rhjPFfngyTpjD4ah9eRJFk/u3jA/FS1BPSvywRGrhD4b4iT4LhBc4RQ0uTeQFe4gJLC+8+hegga7N8RJ8cm7G+beoX0kHqQ9f/jBM+YvWj4vDio5aPJgGBqPKhhB3lR8Hm7pnzj0G8+n7ob54Bkfatxby0e3t4ydg5Mj68z37UtS0gx3Nb9bvxRrv9ctH9nI0Itd2Y9mw7iv6XRePXLPx5p875mrxA8ny8ubI3dvd9AbfjRZGWuLc8ZwrFCd4eP6huODBErnvmIaHPat4+PzDd3rDf/o9kPePWwJo+Hs/So9k0+WYWeZJhnfY5Dvabgp9mrlGfEPmuGJBGtmb0RZYigLhq2Ml1nBUHncQcZhcypSRFtLGgxzEPeSoDLmpInGkpyI258msZ2LTYSkOJ9rUlB0wZEnwz/4/q+smMWzQRbtCb5/u6X+0pJc5oe7VqS/zoqT3YCCH7ZXmE5jRvhH99/EnDRvNze4veG0aMhGxZcur0YK2SXsnWVfZcyo+IPrjYiuny3+QTNWGRXhhzcbzFEX0wn4v+8b1CjPpErwus64e83/Ev4S6b7io90T3EcV//Sm5UfPnxA+a+Gv/X8JVX4x259nBGX7mYGg+cHnAMy/9jX8J3fkIv1iPnlD/PApySrMuyOEKGVZ58inM26aSVctqp/I5w7trHgAf/K5eAs7i40Jde7Fj3i7IZ/O2E/fiU7hk2t497D6DKvbG6zR8OaOHBNctajP3qB2W9yXkVx7zEOHOpzk85vd6nSiu4H0/AkqFCuzEs8s8hErUQG1unJgyir+kfuGSo8elpKlyFlkMRb3jHIiCaLSJYW4SMs8VqJfXT3KaiQvQoBJVprkxbpoSaOI08pSGoKi7p8XsgYrS/HSjqWshEwaCXRQ5AjRFbZbtYCPFXqQ9/QMajDYTo7L6QKIViULqAPkWUGULN40ivyLDoo0GFGdV5AKq25pg0pK2pCFJTmPIr6mp5IFDGCQfeRGFZeRTs6RJ42Okv1Q9pJx9TquUjtLZtQocexQtqQTS9Y35wRWSWan7KuU3Jsl45Od4IuW+6ZNsRS0UhZVRW4jRI0umZNcMJa2ZCq8jVRWJCCiZnX6ENykrO7lb2HrGZOwLjBah7eRrR3RKrOtJmIS3Uij5VobN+JcoDJRgggj5WRXpCiC1XgbUVrK58MgkjQfm8SmktW8VWktEc7lO3xSdwzBonyicYG9jyQj4P3sRA4pZyEjOS9yFMaWLI4TYo2xUfCOtpKSmMsCEZilhP6xy2uw3lQT88YSesk+5FowaZPLkuWps0gnpSwZtkWCSWVUU+5DySLNWjTVpkZcWqLTDL7IP5lMU8/0A8y2ZMoA56VEHbxFF49qU2Q8gnQ7nI30JeOnfCIvGdxCwsrmYpmYtWgKZpvXsQQgViVL6KT/GJOxAyQfGN0j72IfRZvOSpBB0QHMSiZpTBZsbsk4qlTceFRpQyrXL+X7UMhqQqopY8kyppTnMCRN9qloGyowiYxZqxDLpmxaM8Rq2dfJIlepjLaZWM5tTRKXl1LxSFmgLTkrjJXqh9bSXuVKP0ayntmwwg/62a2C3NokotarnZ52kayKa4kR+IpzUbCSCskal/bnrKT8qi/yYcGXLKiLTFbubfIZbzK5lHeJwgp3PhBmCbCzFZwzCO45lWeh8kHsCV0mFXatNUkcsVwi+kIQrDPKCTYyKZG0yXVEFaJO3UwMg2PrhMTz7MWBu3oj7iBWSsNk2Nz2dGlLdonqZiBFzbSvoBJbk2o7Mp4qwqTZvjxxbms225GzbzBNkGpH0nj3yGvYz9y7LaaKzL2lvelRCqatYXS1QHmior4dGDd+dWm6eXFkmBzzLFJIzkcmW/OrL9/ykbvl+dWJj7vn1E97vvviDb8bPuDPt1+e7WfLx3zv65h+xoyR8OqGWFv8mzPjyy3VR3f4Y0t4JTIX9vWB8GyHfWM4f+8F9euO+GyLumkJW0/1+YH8F78DIZGdYbqpaH7nDM+eiETN9Ybx+QZ3NzDf1qgXW/QU0X0gVLK/u2kx/Yw6D+RXz0mVYXze0vzgHf2vPEFPN+iY0H0gto7q9z8jvXwCKZGVxh0l6BgruwZ39lQiJwWz0sUiSjEDjMLWTUGJpEMGfy8WVdFbhmKRpHqzWsLpUYzmY2WxR0Os1UrUMCeZqLLKmLOIQNtOCYDcZPRZyhH2IP6Rfq84nhz2IMyv5GCqS9tnRSj+lWaA0BhSMahXESIWf1TM1lDdq/eYa8mLFVP9FpJXTKPBPwBoYS52ECuFmTJur8m2sB2dMCH1pLADxLOc0z8o5huPPylZKSeD38v3qoNBjwp/kL9JwmBMRt6LldwT2yn8XtidoQV3glALm1IFiA2YEWKnsD0cn0o2YJ41s858srthf2zI955QSRbvkBSpt6hJc47iLTw0GtXZNQOTbWa/rUl3HttpZgXmYDCjIsyuCPkqQq05Z4W70/SbWjJPWTx3xS7L4B8k89ld10w+MreWk43Mhwp/Urw9beiOFWYvE9XDrpVnx2TGVBO2sxAiTppDV/OJuaEvxIGuq1YoAEDvHEPveZdFvHu+ctyZlsoFwkksnA5dTews91XL3Du+7ERO59BK+61J7E8NxiSmyfJuu+EwVWJ9d7Lcnxvi2eHOmmAselDEDP6smFrLGDRv3IZpKPqKBym5J695SIrcWbqgqd5ppugxk+KTZ9e4O2FIouDBbEhHyXh/edzi7iyjqajfGoamor7XzEG+YzPBvNXMYxGEv3OE1rBf7B0V5NFQvTU8bDbkoPHvDHOsqN4ZjlctuTf4cn2VFEPB3rrXjrApWZxCnKIskI4IqzRriJXFHZWQpCqFf1CEjTB2swX/AGEjfXXpM/NW07wWH2nbCctysC0uw/zphuogzE9/UPSpwRU2sDsppmvJLNpekbzIxri9IrayeNKT9JVTXeF7WWi5o1x3iC3NG03YaPxenuHBeVRniD5hjgZ30tydW9yDYVYi8iuZJSnHxxJEu0ExHx1nG3FH8d61D4bYaNxB0Rc/YHuUAPJ8VZMTmL3l8KxiGBz2wdJvPXGwmL1l8JX41zbi4KRtIh4d/l4TWkVva9EH3Dtsr5mcRw3FNm0SPUl3p+muK9LRoaLirGtyZ2nvFedJRO4fhoZ4sti95eGJRQ1iqVftNQ9pB0lRvTYkJwzhU9WgBy3fZ1BUD0iWDWheC3Z5sVsLTbn3GobQsv1UM4wOd5Dxb0jNKo7f3EsVx+8V87WI6pug+HF1S/WZI1ayqO7OFj0qvn/1Cvel453dou48dhTZLVNgNOeoqF8bktWMUeAm/p0hVgYVYZw05ihzx8lsMAfDeTDYe0tsjPgWz5qhKmoZGvoqYt56UpVwnaYLshhRg6G600Rv0BGG2GCPInsE8FBtYDSy2I+KqU74t4aPn90wvGv4bDb4N4aBhh/aJ+Q3vyxew4qI/vk7/v98+5mB4A/+Q4WxVspeUTNPGW0qUorE8QnqrLHPRIB5OD6juRro376kfX4mBIO1gXF07DZn9vdX4hlZCAdEBfrrUv7VIl1Q1QPT6NhtT/SjKLLnWFG1MzGOQsxQjnlo0CVb433PNF3RticZbAr4vjsoyF+HDG4zMfeO7/3X98SNx338DuYZ6orsS43SaNTDEawV8sowCWmlqYV17B2kxP6vPOdb/+On4qvsrAhma02eJrjaiiNKP4B38nmICOU3kzeNlMW7oVzTkF1xbNkfUU0NITJ+9yX+0z3nX33Ky98KZB2xDyN6nFHHDrQiPrnC3B1Aa+KTLebtQc7lHUwzKkTSzRb1+Vt+7z//DgD66ch0V6GfjOSk2D9x6K1Y4B3fVnAzMyyaiNuZ/XeEKWhtpC9q9Omuwj3vOT1U2J0wScfe8o1vvuWT3a0Io/rA0DvSYNk87Th/uWH4Wr5YZWUw25l+MthKMkpd5+gOTqR57i39qwzPRmFjzxr3zjI8y1QfnjmePN/++lteH7Zs6omNn/hXn/8hv1u/4g+aZ0WQVXPb9hyGmhA137q558cPYl0Vi63S25MM7n/h6Vs+am84dRWvrs88nFrm2dA202rp9KTt2fqRf2Ke862ne679QMha3DeC5WV74rdP34Sk+NVfkUz680Ys5r7fvuKT+pZf//DH/NPNc75sdxiT+Jc++Jj/K39LfKmzomkmtrcjX8Rbrjc9X98+iARHNNDC882Zxs60duLdsGG37bmqR370QcOTp0dMwbDZ7YzzQUgSrmbbjGid+cbugdebK75x+0A3e+ak2bYDziTORu7v8/aMUZm9i1w3g1hshZb2xZlu30hJcSt2cudObL5yLmzNraGuxR9Zqcx90rx4cuDddkNrE+Pg+MsvPuM3/4KHqPFV4GvXe+6HhsO55l98/gW/1Xu29cxJZ7Y3PSfd4jYTKRpCBqMzbSuZ0qnYNW7qIoisE/fnhnHjeHrVidNJO9NWgW5b8fLFntNQ0W0rUm+x25mbzUBbTbzdbrFJoU2irQVYP88G5yS7+U5ljIvcbAf2p5qcNFU9MwwObRJD53B1IPy4JX1DgPMpKoyLkDSnD0Scfp41tp7Z1jMf/sUDD0PDl5/eUl0P9MHw7ObEoasxJnE+1LQ7AfzPc9G+Spr566AKRCD0FmbN7tWRofekrJhmyUB97emeL+53eB85Ly4gs2T/VCW+y3pWDKMjfDiicsH9NomIE4IZwqY1o2NWEAZHuE1oHwm3osPafy1ivGDHUqkqWBeYJ0t8IsS8+aFGvRzRWWRpUiv/j4qQ24ivJOOm28D0RKGvZjabEW8jeRuJpmQLF0LaZMhtYHKFvFMLwezqqudsK/RsmYsr0RQM7mri1bff8uF2zxQNIYtzjoiwB377yw/Z1iN3hw1/+dWX7CdxzJmi4eHY8N0X74hZ8/n+il0hZoyzZVvNpPJcfj9/0moAACAASURBVG/3wO+8/IAPbw+r08d3r/fc9S3Xtdi9fdAM3HcNL5qBxs7cDw2//uoH/Obtd3AFs/eN3QP3Q8u/+7W/z2/YX+fbV3f8wcMzxtmKKLYLYglZ93z0QvRMv3l15Gl95gf3zwCBLX3z+sjr45YQDN++OfDJm1u+8XTP2ycbPtidmQs+t7bCBh+D5UV75AdPnq0EkuebE3d9i9WJfV/TGqm82CLsPQXDMDm+dn3E68hhqlY8/OunW/7ad36P33vykhfNkX/YfJ1/4eaBf+XJj/k79ff+hKHLn9725xjBPw5rGGGowlJ+LHWKeAHwp1TIBKXkuZZLkf3XL3o5/tFnpEymkBkebWupM4sjwQp2z5KKzqV8i5ey6lKyWFwgVvYckKJMtKqf0M6Qu05qgX2WwE0riIm0P6AaYSdjLfncSdk7RZRz4ogSERmdKUNzTe562XcY0Fbs9vI0SZkjJrHoS0mCM6NhnMg5o7QmhwG1aSAm4sMenTLKaMx5Rp17dMirQ4qaxV4vDyJgpSsvglrTiO48uRtQ2xbOPYRI7nohz/QDi0+aVnkVz9RaShpq6QOlDJRBgO0FuL6UXhVS/omLpuByWCm9OCOaY0oVp5RSal3OXcCbl/uei9n5QqBRlHt26ZRqPU7YxIv7AyAg79FJG1Xmbt5wnGvB+yCYt3Px8gzBcC42a6qAmWPSqx3a8lmcZVCbJ0ucNJOxZCeT8LkQQcIk/rMLS3UIwow8ugo1yQLnPEtQVdmakEVrME+a+6nhPHk5v04cJlnFC8D6/cFoYQcbdSm3iWPDRQ5jCfyW70yrvGYMF3eH5R7oQnpBXc6tH+27/CzkjT9qU+qrrwvxQV+uox4dfxpEBzEGQxgN92MrIuwFG3qYKvrJEWbLw9QQRmHxMxrG0cKkCc6uxKRsMqMVP+9psjKBFbcdb4Ngdkdzwe8uDN9Zcx494yiit2rUxFrTDRI8zWPJtBtNr8QCUpw6QClXXIGk/xiTyVrYtANuJV0onYURr0QuSqFXyIF6dG+MuThkfPV7fbyf6OIV0slyz0wixct5l35mF+IbyFiHjJX6cWm3kBtWVvOkRRsyCiZw6YM5Fkyi0YUgJBkmVd4zM8RJhIP1BMmJfWYeDWYSaMk8id0is2KexJYwa0PKUv7UUyGVRco9NkIsS6LNl2bNOEp/peAhk5P+peZCaJsKeaMQNvSkGct19VRcY6Zi2xg158lxmOqVzHSePJUJTEmC/kE7wmw4ztVKIpmjIc5mXThNo6XTSYLbSZ7DlMSJ6FjXhNlwnsQiLgQ5rp8cRiexgTSJcbacjXjyDpPjbtpwnhzOGKZgeBgbTrPnLm7pZ8thrunK+cS+TZGdYAsXO7jT5GnszFgsSMfRcZ5EziUGaVMYDecyvp2KpSVcnJimYDjaWr6vAn86uUrwySozjpZoF6KilOQlQSRj4lSs6JbKRQiG/dzQzZ6DaRhHsbq7n1u6XyKLuX8WGEGl1AfA3wb+TWAH/CHwH+ec//fyuQL+S+A/Am6BfwD89Zzz7/zCG8fPYw0PhlDEbkHKLqkIEavOSElqJxgO1RlG5zBnzXRtib1ocKXB0htH7sR1IlvBpK1BYWHFJa8YNcTB0FnPNDjyKCXXWWXJIpbyj+oeeQJrV7wbxec32iS4uFKuRYnVkBo17I/olMBa8T0GCdyOZzAGfXtDDkGCrQ+vBZN37gTXqBS573GnKIHfzQ6sRr14Cg8HscMrAaaqa9LzG/jBx+LRbLTI2tzvUU9u4NyTpxFVeYl4Q8B8+Irc9eSY0GMgb1tsH+R8IYkF38MBtWkhRpgD6ekV6keforwTuz8Qv2alUDdXMExwtRO8HhBGi+k1oUjm6F4TtQWXMIMmDjJB6lETfSKVwNCYRBiF+aZHLSrzo0zQZFCD5jhWxM7K958FJ8ikGcu+Kgn/R2XBFUYtPstBC6M1D0bKX0lKLaCYe9lHzaoI9Wrm0aI68bUV72bDqC19dOKhO4lfcywuA9Mk/pj9LF6esymMwCzq/UrLSngaHWkqA/+k18kJIAYZoK0x5FEIImOQwXIqnw3BoibBNi5WdGOwaMS3mqDpgicUokpSiiFaxn29LqrOUaQz9N7ybrfBqMzb44YQNGGyvC4s9doGTqPn1EkQpR8s+2oj2DmTCAchKc2zgYPjwbeEyfB5fUXee7642omHcFaShTGJeZTzG51FM+woAdxwrLB7Q1c16IMlVlJSPUYp/b6utvTnit4J+eA0a3qXJGN18Iw2Fn9WYNScgycVkk5Iiq4WX+fYySSRB0PQGd1pUSboNFHZIlwugeBsLMpk4mAlSFYi9RG9eMYyGKbKiTdxb5krJePTKCQA1Rv0oInOCgQEIXKhBIs2UQgTsxYd66xW54kYjPSfXIKdoxPsV2+YKkOzV/RXIulEUkSbIEjwFYo38VAyfFrB/lRjHiyDrmDW3JkNU1fG1KPlZBoZ62a9ktrWcTOLMLWaFYdtSywahWrUBG+48y3joWJySQhoGSnzzSKUrWekr2WFmou2ZxQymQoLflqRswi8q1mRK8EZxyDEOBUVekSs86LgeAWHrErQJm4eKClDZptL0CZ+tCoUaZyoixSPLkGiJnlDzmF1jEmN7LuUhpfgLymRmFKzIgYh7pkpMyUhmqUkpJ/9UQglIRoyYuU4zqJDON7XzK3czzfbjWRXC7OYg+NNvZXM7NHLvBY0jIbzVBYLJvOF2pEOjr2RBU2eNG90ZuwEOzd14v09nf2abe7PFR/vbtgfW1msFSmlYXL8Yf+c/WHDVT0y9H6dh+PCas4w93Jfu8pzpzLdIhDfW86N+GrnSdM1HkZDP3rCYOmdXxfVcVUGkArHODiik4XQyQbOXSW4zt4VJrtoq4IsjHPQ9I1jVJahLM4B4tmxn2qOg8Ba5t5xar34pA8LW/DPelPE/IstDSulboC/C/yfwL8FvAF+BXj9aLe/BfxN4D8Afh/4L4D/TSn1aznn4y+0gfy8jKBLhTUmWYiYS9YoKXKxUTK+aMm5jClOGc4kso8YF1cA7+xLSdjklbAhoxYyuDnRKktOCUU9GEJUgC6gWi44oKKAD8gxvlwjK7QpQtAuweJE4cSvUzU1qa3Qw0SeZwnOzh1quyUPgwRiIaCvdtCPEnB5h1JK9vdeMG2Avj+Qnt+gTh0UkozabiAVeZiHE2w3UqqNSYKz22sACQArf0kD1BUMIpyNFcyHev2O9PVrjJKVsNZajnMlKPUOdepFrLucJ9e+ZAQy+d096mpHPhwvLGFTfDELQSFrxH9ZX8DuKEiVEBpEWiKvGQ8oyaeSiViygbkQKZST4/SSEdRcshvl3JmMMmq91irJoQUkLoLT6uJcAoKxLNqDy/UqF+hswhb/5cbMKzHDuYBSRqQWXCSoIpthLxp63gbGQg5YCR1Wrx7RKSuMFW3GnIXYURkBdLtCApmjIVrJ7HgTxblCybmX89Z2Fg9SK3p+zoq1k9Li2+q2k0i4zJpmO9JWM293FVebgRftkblkL7vR83xzXnUFnWkxOtO4mdNmw822RxcZjbezxbrArh152zuudz3d6HjenPl8d8PzzZmDqyRzMFsqFzjaiueb80qCAbhqBcIwdkaA5wkRVw+azXZkMJmbTb/6o94FTd1Oq6zHPoqftiqEghwVRiUhf2SKf21aPV6NFjKENiJ0rspvXBI9vCWQKYSRVGAg1iZiFFLHaBPJCoEnJUUu3t/JL8+xOO7kOa+SMMYI+WIRQjcmEXPJyFkZ/0IrYs51MzGWZ7qqZ85BF99fMFUkbC2qDasvt2hwluyXF0sx18zUjfjHNvXMYROxTSBaTVtPq737NBmadiIETXSm9OFMmkUwfskO4WHbjvQgvsTaoqrIpp6YWiuC0EEwmepczhPVSsRKs768l0ApwRpeygeSkVeZVeZpyUIvSf5lMaOy4Ihz1KvUVJplcZlquY9rtSYIFpJUyHLLYr+cPyfBMi8VJFVkqBbS3UL0U4+unQrBQyWRZvFRgtQcFdZG8SfWkoGPVq+akaqOF4FqE0lVYJ4NSompgCve85MTke3Fu1r7yKJ8ULvAyYofdUqaBHgXmJ0Rj+HiRrX89jYye9ECFZ/hRFAixh2SpjEz1gU2bhLPZCP6gdYKyat2AeNl/Klc4KoauK+lyhCDFl3PKhCUoXIz53LcVEW8C/I1Z0XtipB4EsKZddI+pWScDQWCMXsreqKlz0kmNBCNaB8uUltLRWGqRWe09jONnTFert+YGe9/WbyG/5lsfwv4POf87z1674fLHyUb+DeAv51z/p/Le/8+Eij+O8B//4tu4M8tDT8uNa1bLizTWKrDy6Dw6Jhc0uXLoHY5lpWokRcmbaHF/dRrLX/nywVUUpc4ciln5Mu+alk1l2utZepBsnB5nCQI7AZUXZPHomkUI3q7kXJuU8HhCDEJy9QY8jBi+iif7zZieeasZOG8Iw8juesE63ezg9MZVZZdeSlBl/Lv+hpQWkuWsetQ3qOPg7RPgT70qEqyijkm0VcMQaqtVxvyUa6Rux7dNlISVgq1aeX/8m4tkX/1vq6MZFUG0yXAi+oS6H21TLjomn2llGke7aeWktUyYD++hct9WXd+dN8ewwOWppXriF3d5RnoJ5HtmQqT9mFq6GYn5V0gJ83oLNNkSAXrM5ey8SLIGiaBDEi2UGQpxrmUtKZl8pWyVz85+c4mzTBbnBEJk7FgkfrZrVI3/SSr3bOVsmM3OpglIzgs51eZPrjVGovRMBbHGjXK9fZTQzdKCWkcHIemoi4B6HGUbGDKCOC7tG8yiThIlqIzCSbNeZBy9MPYkEfDafZ0o7/4ribNODoOkwSHXSkfddYxDRbdS/lHDZJJJQtLPPaGrpRbJQtsmRbRZZWJo2FUJbOfpRS5H2sp6WWJM/rKi33eIOUrNWqiErJOHAy215JJW/QmTRbpjSLBlE2WCmHRpkyD+IPP3ooMyyzBkho103ApC5sl66RgUqBGI/1BlVhn1jALOSZnCWxSkZVaBd+jvsBSsgRhKkhQk2Ats6ZQSpiLnmEpqS3lWzUXEemo15KcVhk16QssJkMKGo0sqFNZkJPKeJgvgtUUzcVFkzIGs4pPm77I2iQwg/zkwWAGvfbBbHKxUCtwHJexPYRekZUQomIvxDrbQ9aKOGr0oDCdwszAoNFL6dlZzCDnSyXgFEkryf6bXgsGcJb/x4zi+JS0JehilTeoVUNUB3lPN1JpyJHVhi+UqoYZIIyGZoS+QAxyCVIiMvQ+Ls2vkKfHcKdlGHo81i3Bd0b2XSAuWTKclHuRE+9BaJZr5Mfz0XLdcj1dFr7L82VKYx6GRmSlSh+IhTkcs1qz0+fB40xkHKTkmnsj/b4XfdduqFCD4dx7YleqdIu7Vrz8NjozD1JKT0FztLXgYFUmDoZkRQEjzDJup1ky5ydfoXViGh2qaOWmXuAep6Fajz8NFe9Gybj+MmxyG3/hZJF/G/hflVL/E/CvA58B/wPw3+WcM/Ad4BXwd9Z25dwrpf4P4K/yZx4IBl0eRclo5aBXFqXKMjk/Ft1MSa0q96uy/QJ0LuKnUFabpSwgkgtSLghBSr7zbC+inGU1lx/hxxSsA9tyjZTKgGuWjlmCCEURU1ZQebKzaO8gZwm2jkfUZkMeBnCWdP+AfvpEpG2MQfLgSjB+dUWqNDlEVDeglmwfwDiKE4o1kj08dVBVIqIdE8oCRsvslzOKAM4JIaWuBGuoDXhHumrQdw+YOZGuCo7s0Mm5rJEMZVvDNEvWMmUpD1uDahtYgsXKizxPlPsVo5jS56DIyaDLhJGz6EEtgtJkmQiXYJ6C61FKBusUBYOUH937MdhVRmeZeNSjSWzNOJTHackW5KCJXF4vq36V5ZkQb2MpYyVVJrvMin9TWkSObRFSXiRiYiqTbLnkYgV3wcOV7PayFnm8KdaAc3mtHgXNP21bBLzXZ/RRYKzLgmfFyi7tRmGL3WHS4nhTu8DJi8TLbdXRzRJwKpW58iONnfEmFHFkxa6auPMi+2CNZNX6usK6QFvN9JW43Gidual6PqoirZOCaMoKU1b9KSmuKyGHLPieTTUxTZapSVRVYKgsug6rhVQsDgMhSfahrwO+mldJmqlyYhlmrWSjgSs/8kXJ5msvDj0pKaag2VUjb3xC1+IIpOtIrC34JIuuEgiaKqJNJGQhn1W1uBw4F0XDLzpcFYS8oEzJYiqqOjAhGaoUNPiEqaOQm3wZCk1G+0g2iWQki+erwBj0e9JE68J1WSwtixQti1OlBPuMEqehFNWa0V6eiVyek1wWAAvGb3m2F3tHCV4ku6jMgkcEKFn9RR2pnJMiSC34QiSDVRZwcZOkD1dCEw2DQm9mcTDR+dEC3ZDaIrllMnMrjOXUJuKoSG2UMn4r/s+L1WWYxI9WtZFks0inbGZCr8WvvYoSpE6K2CZSpYltIrdhJRHGYMh1RLeBupnoNl5IcW1xGZpLprGR16le3IcUpg0irt5o6u1EqCt8OzFm/x5ecumjC7EB/chYQAkcJiUZ59AXjDRLBQNVqhqZspfgZHVeF8Kr0P97i+RLJWW5Z4/HC1WqF30RWtU6F0moKHNRFtyoc5HKRs5OMoLWJJGnsmK1F71ULkYXSVkkrQaX8F6y79YmcolUF0cqrUU0XLsisQM0fl49zoM1QtIEsSgMGlwiAc4FwTNHwRAqlZldWt2JahtQVmSdWjthyxjxy7D9KWAEnymlfuvR69/IOf/Go9e/AvwnwH+F4AT/CvDflM/+WyQIBPjyK+f9Evjan7Rxf5ztZweCS3lwKQsaKa3kpMTdA3mQlc5EK4DxaETTLGmxXktFD2rSZaRc7HkSlwlXZbDy8CUtqvbaZMEjIoOfJq22S+IsIoOlVploZSDV5uLckRRF7wkpDQfNsuTK03zJzu12Qu5oGvLphL65ptSZYBzBCSlDXW0l87fMA02FmmRCzSlJgBcjOUTRW7y5gnNXsh8JlJbA0RryudjhARgjmUqtyWEin87w7Aq13RCdxgQpceemQs1ByCYxwaZhwRfmpoLjUZjOWdqhnJP3+16INUruZ3KiYQWIVp4VPatsrOh8ueIXbDJq0YezSfTIkO/UVJFkrUyYUXA/SzlUOxmMghWsjrWi0cXj+xGV+DojA4s2kWSNeBG7LBOILvct6UJgkQWDcYmgi6tA8YRu/MzWTrRuLuVccXlp/EwoDha7auTga7yN5fjAaByQad0sPqZeXwbPJHpy1krNydtA62aUS9RO/p6Lnh1AbYN8t1quC7Bxk5R9TASXufID7+yGc2G8b+y0YmwIitHJ4K8KsWE/ymo6FpD6vqqZkqEyQTKCo5ekchRMkS5uEXGUjGBvkwgDT0KcOM6CwTuO1QoIXzKC0+jYjzVaZbpRMohnK7/VVAD/kyYh2mzTZEiDoZsc4+BkITYaJuMuIPTRoOppHSOyvkymlL78mByxTMjyooxBS3aZy+tLUF4C7KTfrzqUQOi9bTlkgSgULcDF/YcF+1wIUjFdvFBzWRgllYlOl1KqYtYia5OClgVrEEmXZaG1LFZzKgvakklPs2bUFtWUtodyjlicWaIEnSQhPeWSLcwZKEFQzHqtzKggi+2lXUsmMkRZWEdVFuKURbcq4+gCv3jUNzP54kay3AtTfMFL4HM5TvbJJTjNOksZeZkntGA6dRl/VvhJZoV6JPPo+CT3IBftQ1MWNvnRuTGsxMLVB720KWsJiKLNZKuKtiIrtKX2M9fVIP2p3N+Nm6hs4HN7TVXNzLXlqh6Aep1b4mTY1iMxafrKC8PZaIKGqrrYjO6qkbelJJ+zIprLQmlTFjxtJaX+TT1R20DMiuf1iaYSy7dxtrRORNI/8HthCGvRtUwRcaUp/upmcbzKReOUpX+xwnoWuINeg9O8wh+WrKcpfSosfyOB8GMnIGPSek5VAj1T8K/LVL6MP0sgCAiJCXF50SVGcCr9RFD+Z7Xl/KeCEXybc/6Xf8bnGvitnPN/Vl7/Q6XUd4G/jgSCa3O+cpz6Ke/9QrafHQg+yoSoskpdt4LtWAfc5aNlpbyk1jP81NJwVpfSZEnLLyupJZh7vD1Opy8WZeRFqPnRBb5SFlb5wmDOp07GoSVbNo+w28D+IKvzppES8OlEfnaLHkbS8YTyXkrE44SeEso7Ultd/rm+Rz29Jb29Q1mL3m2JNxvUZxLgKyuyLvH1W8yLZ5R0lWQOK08+j6irHUwTpCxOLZWXUkiUgAkgj6PMZCGg9kfSq6eod1rKxcYI8aXrhZzSNqh+hLp+/3tfSllloiEV0elH90ctgs3vwQEuz0RarK3K5LSKbScufqhLyaNkbIF1siWzYohyAoy0QwV1eSLLuST7rNaJe8EATUEmvmCFAHIKnn52YhtmMjFcrJoek0W0NgJsR3A0SglZJMxSGg6lJLLYQSklrPM5GsYo+yxkkTmVa0SxetOz/A9TsKTMKhQ8RwkKuuDXdiudGaI415Ak+Aslo6M7Td977n1D33sp04yGU1Wt4Pbz4IXgkhTmZBg3UhpWGlQnepR9Bt1rhs6TJsN916CGwp4dnGATgybMljgYDlWN1plxcITe0gOps/hOMXUW018yvLN2qMFw6ioBkUfR0wyqVAkU8nojC4IcpUw7RpE7IUPSWnCWhUwzBlsqAJK1yoU4EL2+kEUQ8po2lwpFjEX0XOVLQBW1PGNBSroqSok/TsVGMVCyT5pZCxQAlSVwMqY8A4qstRCbSlVi8cReO8SjZ/ax0oE85OW9qUw0K75N9lms9fRUzpvVxWeYSwY9L9CXWV/64hKnRi7XKRl5IXwsJUwhe6zZ9oV4kTVmlHJqmgy6LxjCKHhAccvQa5Boe3HTEOkWhFQ2qfIeK9HMDMIkngZZOKhJESuLmRVS2L6UcdMsbdCDJpmLFaUeZVExFya26YszkdPoQClJK8JQyCC5EMoGJaXQUWOGzDQ66gmGUVxCzq7ird0ISzor+tERk+DrwtnRZSFA3Z1bzoUskpOCs+Xh3Eg59uzoU3n2Jk2/VDJ05q3ZkDvLoa6FGT9p7n3D0EkfHjph6o5nzwHoXaQ7V3za3XDuqpUR/k63jLPlR8NTTueaXT2+F+iHrEgp0mthyJNg3ghhbR6tJA5Hga2kUQh30yz3Y5qkXdNk359TlVSM5koTZw0I2XMMhmmwgp8cjQTYOhO1VCkWV62pSNuEReYIYDQMUSoa59kTB2nTOfpV3eGfk+1z4He/8t73gf+0/P1F+f0K+PjRPi/4ySzhL2T72aGwWlaJP+0jAeT+BA6ibD/x/ldW6Fl9ZQf1k6v4n1jVPw46vxpc/hHnWFw6ANBFEsEIJg9jhG2rlwE3SflVabBS41HOrp+vv4uncXZGyrxVBSFKwPdIByfPYQ0CAVRdFXCOvpyrlIqlHUY+C3H9AtUcUSlJoJezSMJYKz9Lm5Z/2sn1pR2Pvl8tGRBt85rV1SbLZFIyqVkjGo9F2X/ZRxvJ1GpbVu1LhljLPst73kRU2cfaiCoOGsamNcOwOBnkAtpfrm2MZCazRjLGhrUNwJp1WFb3X31q3yvx/JRtcZ9Y/v7qM7LKrqj3n7mlxPdHbctxP11SpfxeU1F5LRMpdTn+vYzXEmOUVflynCqr+iV7tZ7jK58tC7e8lBlLtmf5ebzPQtJZ2ruU1JdrPt4/l+zP5R9/1N7H7XjvWtL3FujGMslP0awBywIHWYL7IVgJYkKxFSyCziQJHihYsBwLRKC4GqRoRO6lBPCq4PLy4lFdrh0XAsNCOogiPZKiucAVlkCsBJS5QF4AyeYtfrPpUaC1kB+SQDCWRfLyHrA68qjyv6esCh5Q3svl/4yPzq8WSMzjH1gXzovckipYtZWEUa6fSgCZ4wWOs/7wR//93iO/vP/V3MRPeU89Pl/iveup+P7rdUGol+PUih/+iS6Xv3L+x5+XNvy0Y5YhMC9tVRd/+CV7ZXTxfH+U6FgzW6WfZLWU2vN7fe6Co5bzmyKDtWbEdPlbP+pzWqoVxlz6sddBxgf9uA0yZqlF9mkN6lmTIHm9P2UBkZcf+f4X7Or6HeTL4jq/t/8i0SYZ6cfnFget5fqsc+l7kJpHxz9uKxTP76gvj0UW3/H3kjd/xltC/Yl+/hjb3wV+7Svv/Srw4/L3D5Fg8N9YPlRK1cC/Bvy9P/l/+PO3nxmWq86W8qwYoLNKAYA7atxJMZ+cTPgnQ7AOd1ZMvUOdLXMWGZfeefRZtKgWaYKFlLCUH9KsGHUmd5azrlf5ETULKHYps5DFk7Y4xjFphz5aJpvIk2SDiArTFZcQAyko9KgF5zcH8ounJG9RfSNYQKWlHHx7LRp/t9eE1qFudsLU1RrmANpgz4HsHXHjSU5jnMGU4E2Zsp93xNrirndwey2zorPow5m8a2Xf41kkaO4P8OSGdN1iQiQvkjLWUN2NZG/Fa3maScNI/vpL1BTISjHf1PjPLfnUiWTNzVYyntaQNzXqs7fw/FbcU5S4ktQHzVA70OAOmhAt0Weqo2KsLPYg2l7T2ZFMJpjy3RZ5DXM2RA32qIl4sbI6GN6dW/JgyBj6pODkMINi8B57Elu4WJeBPihi0SoLCoI1qJM4NsQgz1WyMDbiOKEKgDwrmBpxCzhtazg6xpLR+mRzw7tTSzo4hkqyC8esCJ2FqHjjN8zHSkqxo0FVEQ6OrODtZsO8r9C9ptM16uDEWSRDtBaC4hQVU20xe8OxbVbj+mWlHqPGHQSI/3BoCwtP4W3kfKwxR8MXpx3HUwMH6XZfnraXvpa5lOLeI07JxJSUXvX6VpwjvJd9F/xRumTBS1C4BJdL/wF5xLRJqKBXcPcini0d8nLMEmhI5jeXzNajbEKZ4BaS6eOFWjw6zMmIG8OguD+12L2ks1KlGWxF7g3mrDl2NfYofdsdRT7EnhVQdOyyZKsiViAKZy2vMxAUc61F1uosZVsVQBND3AAAIABJREFUFLbTxErjjoqxduhBY4/itEMWZ4wYxJ93KV+mIC4VepZxKQWFORqy04S5+KkqiLMWD99aF+cejTvBdBASixAv5PswkyJZ8eUOyRJrzZ3bMB0q6rMieXGTmDSokp1zB8VYOcniRdHOS14yZKl4vtqz3Jfh5NFHU/qKZFE716CO4lpkD3oNWPQoN8cMCtsBJcOW/l/23qTZti09z3pGOYtV7eoUt8hUKlNIwrKwIMJNoEfQdJc/QYMmNl0aBAR08E8ggqDFb3CEGxAi5LBR5cyU8mbee+6pdrGqWYyKxjfm2ufakCLCSErCuTpnn71XMddac47i+973eY1816UaNKhjfa6LVDMpUquwZ0XqpAJnZihnhVpXs8goiz41P1fpci+VPNEfanSQpJTUakkoaiXNSdUxwZzl+JMxpCZhJnVJVtJRqpU6yPHoGWLPpToZJslBd2dBjpkJ2VhMmqA8++roTVFX9IpitBY1GFKW7/k0NMxnf+ET2oPhvBYgtz5KpexSuayfTVFwNC12b5haDycrxrGmIZ0sQ5JkoyEpOFoG1Ugk38nyYVgTjp7oshgvgBQM76YN4ex5alpBA0X5TvJkyF4WiKpi2ca2mkTOVgrGJ83UVVTSpJg7hznLe1ZnQ9AV35JVNVrJZmSvCuVspCoYFIMR9mQIGnUS+VDW5VlKUdFIwVuiNuTRCjpJSWfjfugZTo2MTSfD0DZ8HFek469GRbDA30SyyH8P/FOl1D8E/mfg3wf+c+C/BCilFKXU/wD8Q6XUnwJ/Dvwj4Aj8T3/dBwd/VWt4EwS54cVePk9WtAVFEZwldhZ3NUo7yTS024kxdfTridllfBOYGs9mPfAUJapN2XLBFfDJbkr7RNvNzC6zWQ+cveiTSlI0XRABMVJFCd6hm4r+aCKzy6xWE9NkRdMFDLoVE0IB20ch8H/2grhuMD/95qLPK1dblLNSKfzwIFrAOeDeFMr+AL5eYKsOZQ3nL1p239zjvnmQtJHHPaoCpel70JpyPOO/Rswih5M8PgTYrFGHs6SQaA33T5TtGjVM6PtHaeMOI/FHn2Hf7Rl+dEX37UBaN+gxoK2Bbz+KWeRmR/OTd2At+W6H+vCEfjpJ1TBE1Icn8qtb1NuPzHcSA9jejIxF0dwMAEyuwfUB6xJD7nHXE6EVl5nbTShdaBrBnxy7hlJgUi2ruzMn39FuJlJShMbx5e6Jf3lusE4MAEffEEfH9c2Rh7iVnXTVdZak8auZWNM7rMmcm4bReGgy2VlyW7B3AylItSc/OHKb2bw+cFq1fPHikXd+Td/O7LqRP7j+BZ19xU8VNC4QkuGmH9iPDTFrfnh9z1+YGzov+htvEg+rjlIUP7z9yM9NkqSM3YmHTrh7fT8LbiFadv3Axk/8JBo+u33iqh2Yk2GMjnNw3PUn/uSzDjL81st7clHctic2dsLozJtyxe/evOWnJvHertG68O/cfOAPD70MxJ2mXc307cT91rFbD3y+3gNIK9olrvuB1gZaIxnDD6qwaSe+vm7ZbMaL1ucpGKxLrLqZx7Nlsx6Zg+XV+sj9ZsNNPzD6IG5kH7E6M5jCtp1QqnBynoMprLuJJyBMGr+dmAson1Em0/Uzg2m42Z541D3eRQ47Q9sFvJOkgn2G3e7M8dSCKsTZ8u+9+pY/qm0p5yMvd0ceh5bzueF3Xr7jn48W5xNj2+C3E6Nv0esgrbgCyhS61YRSNd9aFVbdXIHSiae+JU6WzW5gHEUqYF1iOnqu7o4Mk2M6NuJq3QTaLtD6wH4jvD5lCn0bCEFa1s4m2iZw6DqsS2z7idNZ3NVNGxh6j7WJcPbYNjKMHeWzUSpJSXJ1c64LSJsJ8zM+5tXmyGPX8SFd4a5GUjTcXZ04DuLAPPcd/dUgLcll/KvVGq0kt3capK2+eXFkWDXiBB8tpkm8vtnzsV9hTGFa++f2cdDQJOJgyI2huR6ZXCMr7aTEmX22lFbGWOUy86FlfBWhlZYk17O4060lrjL6diLNhsE7iaB8MRBnSwiaZjMx5Q66hPFinBkaB5vIWDzxJuBWQVr3WZFWDrWb6buZVTvz/pUljIbSp2oglBjOeBekyuoyKSriZFi/PDGcG45fdGyuzox3nt31iVPreXF15Iv1E3OyZBT7qeWmPdGayB8lzbqbeNx2/Par9zyOHSFrYjI8bHt+9OojMWve9hvB8kTDHCxdI3pArTOfbQ78OS/58mbPYWyYo+HLqyc+nHu27cTT0LJtJx523eVavh96/v7dzyQuT2emZHjVHzlFz3989Wf8+ecveNGd+AtVCBUW7Zxkim/biW/dlpwVd7sj1+3AV0Y4rtPouNudeGh6UtLc7U58KIqb2wOHrmOzHi7u/sXcFZPhtj/xlb7G2SRj2OrMw7nDmsRx3dYc9eduQkyiL77enfAmcZp87VrAQ7Pi926+xerMy/7AH0fN66sDf+/max7P3b/JuuX/w9tfP0ewlPK/K6X+AfBfA/8V8FX99x9/crf/BuiA/5FnoPR/8jfBEARQ5f+ptwv84B//t2UJOscUuNDnJdOweVQcfidIRfDBkW4C/o0j/sYIHxrKzQwHh7mZyG9bqQhansnwtUKsMqS2wC5QRoPbTYSzaJCIirKOqEFyYSngPxjCVZZB7XpGffSU6yCtoFq2d29rbmaAuBbn6Y/+lyN6ToyvV8xbQ/sxkFqNf5jJjSGsLdkq3Clxeu3o3kfsmCha9CluP+O++sDwu6/Z/8Djj4XkFKu3gWln6L+dUbmQWsPTDz1XP5YUkKJlh+v3QQDcMWOmTFxZ7DGQveH8yrH+ZiI5TfvmyNPvXeMOCXeMuI8n5ldrVC7EzqJDxgyR+9/rufrxhAqZ4jQqF1SU7/PwGy3rn08MLz1PPzJSYbvNkvt6JaYR/6hJTSFuMpufGk5fZqn07uH0ZaY0BRIUXzAHqeLoCKkrNB81YS0tZXdQlL97IP94TW4KaZ0kx/SgGV9Fuq+tcL36IpWNAGFb0BHCJlNcwT0ZujeKsAZ3lvNieF0wg7pUy9xRcf5M3sN0k/F7TWwLcZto7gamp5bmjSV7oEDcZuxBLvLwMmDfO7Ivl8p0cy+5oeNvzLh3DnNWhI1kvtoTTLdFqhATpF7eV/8zx/A6Udp80WOpSZH7zNU/t+hYePj9Wq7eBNFaftvinxTp94+E9x3tW/ks598daP6FDIjuBPNOroP1V3D8PoQrOX5VcRnTbRYWm5YdvxkkN3r1C8V4V0X8SF5qauTzbu/lMy0G5l1m9QvN8ftZKm2qVnmagj0qphcZXXNu7VkRe8mR7r8tHL9UdB8KsZPXTF4ybs+vC3ZUJF/o3inCRqp2kpUL4638PnaSYb3/ncj6L+3lWKcbeW13hMNvR9Y/tqQG2vvCdKXo3xam6ypDqWPF8hruCNlBXJVLFdKeVH1dqSLrGVIjn+94W7CDVMFUgrCWzwgtn5lcq5Ba+bsO8jq5geQLxT67bouC4jP+3hD7cjm+qz9THH4Tqa4lRF930sJD1NINietCbjKbzw4cPqxY/6lneFWvh7uIPohxavWV4fSDJOYtqNVRuRUBM2AHGUuH3wjYB7nOzCjfaXgRLhUjt6+oliDfQ1hB81hongrv/0DRvVPfyRS3Z4htfR0Nt38SOXxhGV4V1j+D4ZVkhfunQmrh9LmgZLq3cs0cv6dq5Q+Gl4XmXq7j2Mv11H0onF/LuRXWinlLhVHLcY03irCT97D5Pz3+IOcDRY6tfcjsf6DxB5h2kl9uRjh+T3LLX/1h4Kv/VHPzzzQPf1fOsfku4a5GMaAVRXpyqHXEt4H4szW5y/h7TfzRSKrZxSoo/INm/L4gxux7J9XYLFrF2Mn3VjTwYsL9tGV6HTF7g8qK9GqinCw0Gb235HXCPFrSdZCN8cny8jc/8u6nt5QmCyR7JZnj/+Hf+XP+yT/7XTAF/9ZKFRtIjVzrcVVo38mFNL3IZJ/p3kiHxw6K6UbGSpVlLGs/KMZbuabnnWC9VIbY1Z+TIu4i7TeO1BbMpAgrGQ/DWnLqi5FzOlt5z+4kes/xVuYUM6lLu765Vwx/MMC3DWmb6P7SMb7M+M9O8Kdr/vwf/Rd/6/3h3/r9vvx3/+tv/xs9xz/40T/7w7/CLPIrf/vlySKrZys5qhD14u5SzApyYzDrgEKgna4PhJ3BN5H5VuHbwAy03cxxI0JwqtNoCbm+tKx8pulngrG0FWAZjeyqbRdJ7tmhOSugVgR9E5mvFO1qJgRzcTuFq2fXn2oTedLYNw+UTU/7T/6Yru8lFu72WmDQ1uIenyRdZBhoX9xSvnnWaerNmhIjp7//Q/r/42e0fymwaPWwp4RAu2BkSsakzMuvXsCHBxbHcJkm1GqFjZFFR2hTRq96Sgg02sA04YyBz19y9U9/zvn3PsN9PFG8xb87oe6fcKOArtX1jpfv9vDxEXW9I7//iN5upDIJXP/YotoG9y+OfPMf/Y5oUO4mBtuibqXaN7YetZKs32NsKbcz48oy3SjU9Yw2BecEqjxsPRRF2DvsbmZoPGYraIFxa/nB9Z6ffenQNrOqlZJxa+lvzwxFWqDFLZAuGezibC4VybFrOHpH7jLxwZCbQnk5CScrScsmbDPm9Zlh3XD9as/TU49vI1fdxB+8+Jof7+/4xeoa5wVtcrsaOQ4NKSl+cPvEm/WWzguuxZnE4aUswn7w8p436y3T2bPaDZz2rcRlrcVNHINhsxpZNTNfuxuu7w7sulEMJNEyBsuuG3kzvkQlePnDjwBctQO9nfnJ5o79uzV/7/VbvuqueNyuULrw737xLX+cPhPXcFCYTaBtAw+7Nf3nR76/2/O2ZoWG2fLi6khrI42JPIwdx6Fh3czcr69o7gaJnNOFw4NkAjddYP+hp70diMHwvbtHfrZ6wasvHyqDUNym3mbG0fHi6gjAeXaczw1dN3M+NowvG8qrkfHRy2SlCm4VGI6eq5cHjqcW5yP7Fx1mJZ8ZwGHf0Gwm9q9rtWky/OBHb/lL/0KuS5fZ7AaGwTOeHN/73kd+ru5QbWJ8crALjC89eRWf9W8K9FoW2NMoWBrfhQtodzg2nEeD3c7Ms6HMGtUkhpPF3YwMs6UcJWEnbRO6jVifOOybS5fCdIKbKbNB+YRtImFwGJ/pu5lxdKii8E1gaBtMI+kpuk0czy3x9Szg6iRVwLnqFZWVNptZBfomcNMPqDs4/MCgr2di0Gyvzgxrj9KFo2tpbgZS1VGGmzrJZiWu3Cp9UFGxuj0ztGJGCKNB+czN7eGSWDHV1qYadU0IKYx3muZBkz4fOa6dPHcCjLT1cvtMF9DJMrzMpFUmO0O4jgyTpv0gG8J4O6Mmw7wVSc70vblKexRsA6NuyH2WMSAr5p0hbiPZWubrRFmli4loOhjiLqD7SN/PHH9gJGFmLRVBHWA8aKa7xFDk+KQNrSlfjIwny/69xd6dGV6uMK9PzINjc33m1eZISMLDPG481/2A04kfB0vXzpxXLd+7e+Swbi76tmHT8uL1EykrHpsVTRsuaT++DRfk0svdkZ+HG65uTpx3nhQNL68PPPUdfTtx2jSsuonDumO7GmlcZH9u+e3rd5y+8N/JNT/Nnt9bv+GPXn/BTT/wzXrHlOTz0abgfGTTzDxcr6HAejdw1Y18e70VFuhgWV0PnO9aSlT01wPHzYr2buB8aGhrhrVShb5erylp7lYD71ZbjE2ErNmsRk6Dx5rCePKVJLFEKMIUDXk29LsBa/J3kkWOTw1/78tv+IvVDdf9wFf+hqvrE3/n7i3/W/7+L1t6/Pr2N3z75a3hyVQ6f90tz+YCgVZRdqJxlJguNQugV0+CmihRV+eUYRql3agWZl2oA1qQNgRVchRmcTmNroJ2a3ZrsuIALNWnrmYlTlolcVPMotVK1dV0Aa0GLeaDGoeENRRn0C9uhe23WUnsW9+Jk3hByey2FKXQN9fPiuOKZEEjLuJcSJ3DjC2q8eSPD+jbawhRnL6VU0jV/Cmzg1IozqKmGaZZmH8hXv6l8WA0ceWxe4U7RuKuQ5WCOQ5yLHfXqJjI2x4VkphLSpEF5dUGpkYyjkMELdF2OgCoi0sv1oxdPWqyFW2MjuoC21VJdCiLdCIlJSgQJY9JvXyHaa4Ii1lznBoB3WbFrIo8PirmyUmCQIHLE2YubrZoRWtXgsYsWaazJIuk+hyqgmsjEgsnKRPPm8lURcqXnOl6y58IxlPWF9G/gFPzxfSdsiYn/a85nqEK7uvPF3E2IsQu9bUvtyrIzv/KccgTibD4IuCu9zO2RvkZhfdREgBcpm9mdn7g4Buyi5x1YeVn4QjqSCzicF75wL0pNF7I/t4mWaRbadEPvqVvJwblhSPoBXOx3AblvsMRXLSJ82wvHMHgZUMw+yzYn6Rlsd1p+kbaZI2LjI2XxAQXsSYxT8/Di6pv2+paOsuA4yLIF35b1SRqaXs+G1Xqc2T1vJmo9+OTz/pfIxvUseoCwF/Grk/MKpfHXZ6UahxQPJtmEMB4UczakirEd1bl8ns1Cf5Xz4oyaYpenPX1jc+akgUSnYwlqMLDuWOcnGhmZy1Q8dlK3rIWp3OYrIx9oboqTBGttpXjV5Po76bRyTVVr8dSYJwdabBkl2Ws1bJoWhAtUtkRPmGqsg20EnSMUXJfAJtJjegTsUsikTznUp1StlByplhNLsJizEApGuuyVFRNkZSYBT9mK37G1fsrxKCz4GNcko19xVoVl0ErMprsy2UBuKRV5VhwLpKcphglCR8eYefNkjn+HA1pLxu5bEQnt5iJ5mSIWdeMbDHvhGhIRYxMsRqUysI8RM7dOUmbPiRTgcxCN0hJEZIQDOZoRVtc2aAxirN2gTqHYIit0AjO2ROjYe0nfE06ATGaNC7Suci+RnoK0mrG1kVdToKqmRtLVIa+CZwb4Y2Gxl6SRQDaS2tY0zvZmHsvr9dWKQ1A8DUpSMl4sGQsJwWrdq5Z9qpqmTOTd2z9QOcD22ZEu0znA1du+JVKFkn/6lj9b+Htly8EK8BUOxm8U85V+yInbdGi7VMKsl5cqRL7VqK+sACtS3WzV2SQsXUwXlhVi05Qy+DkfRInYKgDd2VMqcUMW9u/KAFbhllLFFgWa7syhVQdqAtstbhCORzRMV0gzpwHSfQYR1no7baU/VFcuy6Llm8OsthSWip2T4H07j36t36APk6U1sMvvkW/uKU8iaYLpSh9gzoNME6yyGxbgTuvV5JlPAdh/c0zSitK4yhv3qE3a8xxkiQRrTDnIAu+pyNFK9TxTIkJPQfSy2t0yqJlDJVLaK38/9UdPB5Q3mFPtT3QOuxRkVpZ5NmzEnSG1riTuKDNWRb4wVhKk0nBkWyR7GakPRW8wx41UdnaqtEczs1FmB6CiPbNqIjW4fcyqWerLuSNmCUhIBVLsgV9Mrij/M6eqqGkk3aIyiJwdxHGtcUeDMPkyINlRhaq76c1T0MriIIiE/BZN4TJkqPmoemIo2MsqmquNHmQ0/84VQL/KAkeZTAyYetCrgzKk5aUEDUYzqOv/Cl1CXW3OmNG+ewO5xatM9a0jNExjGJS2E8tw+QuiRj7qRXtapbJe1QV+n027E8t7+yG/bkVrMNkeXSB0VmczjwNLadzwxwt+mw4nxtUdTvmoyM3mgOgzobDsSMGw9vzmjIY7s8dw+QlXSUaZmeZBsd7vwJgmDzz4HhSMJ887iQic32uDt8Mo/Pkk+Ox6xgHmbDKyTIh0V4A+WTJNsGoKT5fwONLBngJn+JjqpswCTNPB/le7aSIzbN7mFhdxS7LRtHJgj5nTUoyNqnwLH5fHJKqCMqoRLkWlhQbSeSQiuzS0spBP+ONlgVCddsvIN1ShJGZrEW7JJD1ZZG6OOyjej5OK4ubYktlbWau+4EPWRPhAp12LhFq1SUVYVlmjWwWKvZogR8XVUBrshV9ZDTifi5WFmzeJoYaibY81O6NfLaNtFDdEca9x1azzCKbcCdFDMt1K3KR1GpiVLiDmFvsSX7WAaZ6rdqjGEjmg0PNIl+IxuEGidnLFbHkDmJeaR4V2RtikY27SmIUKtoSsmCB7N5gR1lQ6yjSEndSZGtkDGnlOc2omPYN+mjxT4X94Fg/weHQwNEx6cKTbQWblBXT5C5EgTIZZkANhsPQEGYxheRgUIOW8SZJJnoEkSFF+e7IiqTg1HrUqEWbWk1qku1bx53BMgJpMAzKE6whzoanqWMaXWUFKk6TZxgdD6FnnhwfziuGkyfX60rZTHSCtIonSY46eMGEjScvG6hBcFDh6CEqnpoWdTKcek86Ws6quTiMZy8LwVyZq/PZEasJ7mAzw1lg3OlY5wJdiE7O16Wb8WQ7jJFkkQtt5Gx5N2w4TZ73akU6Op7ajm/6LcPpVyVZRP1NmEV+5W+/3DU8GUoUThcFYXzVv+lZnGbjWXavEjtkcJOSwO1RLm4mmVyXSlMxogMBZGeq687fF5IzAsD1jjRU13BUwpj69LVHvYSUEKyVlsTgJFKqupn0UFMydCEFcZLJOzbUfCFZDD4+Ses2RFSsFbacKasWHRMlCRamBIFQF6cxL+4k5eK6xxwqAzBEWdgtiz5dE0gajzKmAqq1pH84J+/FaImXE06JZBxb+/z/KYKV960bL7nBL2/F+eysZCkv2JnOXownarN+jsazRnbyiKYpOyH8owrZ1F25zSSvyT6jZ9GBLi1A1Yg5IFf9ZfaaYuvz1IpBngutj0xekDDKJ0oQVpnymdwgVcBmqcggr5uV5M7aXLOri7i8HXXHL0J7laA4JTorK1oUV51rgqsRgr2z6bKhyMjOWWnZSHgr2cS6mp10xdegBYAuAFz9/HtbLjickuU1jM4CtTZC7ddZoLGLWLzU6pGr2Z1OZxoTMaYQax6zWZ5fSWLA0vIsC6z1E3yE0bL7NkYg2sJAr3oxI+9F63xZ1CxYigXKrJdKW3UHO72AaOXvZmlf1qqcrUiLKcjGT+t8Sau4bMDgOSHGfJK0wSd/V4IdiohZQ7QjwuVLRV3i4oqXqKzFxDBFaXOWWO9TJSSiKVYXJEmJUhVaKm3JCnQ5q3IBLuf6eNHzCTsvJTkGHWTDoWZFMYakyiVWcYmTIypUFA1pXqpwRTFbJxGBQDRyTecCaqpmloTcNxaWuDEqBqdY6ZxkJ4y8D8eVGF5mMTowa6ZJIggvaUsLcHx+XgSSKhuwfjY6SheGINUrPcoxjbPE+6UsVXVArqEiesBsZTyW5BZxYC/a7dTU+6qqCXP1/o38XFwhNeISvlQXq0s6m3p9Fzm/cIKGWip7aHnu3BRiW1/HFAq14reA7X3Fp1RNWnaIxIVKg2jkpMyuJgUlkRvkRtrXSovO0bhMtKK/W+L9Fl7jEvVHlM7XkoZ04VDWCnJOWhiaS5W3ck+LeTY+xih6zOXvC6eyREX26vl8+IRJmYNhSvYSS1iSbI5K1gzJSwa5C4LhWi4zI1gubyOnSvXwTtI7tK1waKPxXoyUJWu8TwQn41hwUpxZEkN8XQimJAlB2mVJMilCEphtkjGsbnpkTEkopSvGUl5r4WIuSK1kiqSI6ExrY92cRNZu+s77+du+5b9ms8j/H26/XCNY+W6oWpX7vzOWLBR6W9sDtTKY1DNt3hhJpigKMFzYOwuqYHkt47Is2nSWSkyqbTnzSY8P6uvVyc5msioYW6RiaeoA/Cm+obaYyjBKe9daSmNRoySKpPsHYe9Zg1JSuVuSUwBp83pP3h9QQTiApbWQJUJJKnGGcj4vDyC3FrXfo7dbwcoUqTzqdS+ommGUiDmQxJK+peSMilEi4lov8NbDhKp8w3Q8Ye9upK2tkgx24yTZxrXSXsZJ4ubcwhmUnXepn9tFl6mpZp3ld/X/plyqtVj5btWSCLCcE5rLYmOh+tvK0Fqo9mVBRdWqryrqmRmWkYmucgyX86RcjmH5nuV7U5lL2sjyugt7bsl6nZOVNm3lZy38tyV/9Tu/i5qs8wXwmxZ2XJZdMXXyLqkutOuEkXJl1GVxNy6MrWWSUFkmI/m9tBzmLK0hWNrT+rL4S7UCtojSszVELSL0ebYcJ6lM5KzJs5GM48r6GmZHDPIdq6hIQZOTHMvSGgyupoLUxcVx8qh5eWxdzMyil8qTPH8pVdoRxA1YZmk9UmUFSdXJchYZwbJwSaourJxUSVQS9FOJy4ZMNoBjkMUeIBNxlPemgrTRVK346YTowZIs6lSqE7LiMi6oqCnqE4h0vfZ1kM+D+rkuGbWX31W+4MIkXKqIl2si1n5XPYYSNXqS1m4y5gJ2TrqgJ8krVrMCpTEVtkzFWJGLLD6jtOt0QNAo2mD6SXSyEzBLNm+cay4uYgSJvXk+5uroVUFdWrxmrhKdIN87mQsMOiwyiqwrLkeua1U5g8v5emEgJlkQF8pz1VTJ96RTve/y+/pYebz6jlxILlD5vtSCGiqfvFbimQ9ZuNxnuf/yt1Lb+QtTUeVS//587BcGYaqGorw8D89zTHmuDC8ygvLJ/wtcmI2XSvFlTFDfuaa/y3Z8/uwuY9In/D71qUSkyiEucafl+XfL6y2Rlwt3L9eK3Wn2UlxZgOI21/jPcsntHieH0ZIzji6oyTCOAtJWQVzEepBrmkkze+nmXLiDyHs820QeDcUrAWZPjjg6wcfN+hKVuMSLlknOz2l0KF0q0LouzCcteemjx9bc82HyPM69yB9+BW5yOv56IfhLvw29Cuja2gXR8KmKLUhFJmy/FmPHHDVNPzNtDKtuZlIF3wRG7Vn1E0+TlQHWFNnpl7pQWGC2FR8zqSICVd0QjLRDfD/LpFfZabGAqmiDtp8Zga6fmK3gbQCGWn0A0F2U7NIXt+R1j/rqGwCKMaj1CnN3S4mR8vAkE7/SmA97afXmQikzNB693TDdety/nDBv7inbFby/l8i3WslT1lLmgP32kVLj6kpIlNNZtIh7cYOrXiLt1NVOFoKMjhdcAAAgAElEQVS/+BacpWhDXneYNx+Yf/OKbgik1mMA+/nryzGp7Rr35oGyXqFWPWV/EO2hNbLQfPMOtduS330grl5zweisLHoVpbwfVRXeQ1xJJmjCyYTVR8m59BFjMiP1ogkKswqkJOaGInMvu27kadWjjCBnxgLZGsGM9PU0c+UCNtV9JH9qFikQ1yJQV8mQ2iLuOVsXUsWQHbjVTACu1gMfoqFtA30z83n/xCl6jpuWpgnEaNj2gjaKUbPrRsbZ0fpAbIOYRQCK4qYfGDaeyTpBHWVpV7l+lp10MGxXIys/c9h2bPqRXStmkdFZJme56geeNjtUUtz2Awq46c70duY4NXw4em7ak2QH1+vopj3zZivRU3k2NOuJVTdxf7TcbM58sXmSzM4oVfK79YnGRFoTubc9B5Pom5lvrlo2u0Gg2jrzEEXDt+pmHifDdiP4mJfrI4+7NXfrEyfvSVm0Ut5Gzq4R84IqnLxnbzKbfuJJt4RR43eTtM4ayTbtNyODa7jZntlb0Sw9RUXbCz4G4FhgtRk52VYqBKPhi+2ehxsxD1mbudmdOPiG0Xk+2+75s6sVrgvMpRF6QGphFS8Z02hw/Yy1mWl0GF3o+omUtIjvdUfylm43Ms+W3BqsT0TnWO1GpsYRnRNW3y7gfKJpA8fCBRS85CjnoHFNxPtU9Y+RVTcxTCIN6JqZve+lGj5IvvF4XGFejFLJyiJZiVGSSrTNUuFZzXTNzIvVicZF3g+W9nYgBMOLqyOHQbhrJ9exuT2Rkr4k5Fyet0Z9ht5BUlzfHjl2DRTpyBifeHWz54Nb4Vzi1LXy+R2dVO2aTCqauFKiz+ulCqmqRi8VTW5rJ8EUYqslU9gVYl9ENqIhj+KappHM2biqjEafL2sk7VJFQuVaHVSkTjoTqS3kLkOTKEa0jzFCaSUH2pjM3GeKkrGhWEW2ddPWlotWMBspx5tGWvdhZTA2kZ1IlXKn6DcTN6vzZV44T55NK3in01UredoKdquBs5NzICXNpASTFJPhkBVtF4hBWHu+jZeF1M32xLcnz3ozMnmRjFxtz+xNS9sEBuPo2sBgM203C5bLZl6v9nzYraQAkjVX/cB5dnzZPbDajVy3A4dVe0nQMTbR+EjnA/NWUEzrfuSuPzNM0nKddGHdT+zrJrLvJ/YrJ3Nrhn41XTR+SzxoyjJOnlaCAYtec7UeOBiRKpxZuiylmjIVqYmkaFj1k2DA7LNZ5JQUL7oj561j6yfu1yt2q4EXzZF2/axT/vXtb//2SxeCeTIUly8t2TQZaaElAXTakxgPlAY1y2ClB808GzGRqEKeDXOUlq/06wpqcQ0rnoHSBWZrSbNhClLtWAwH0Vl57XpfNerLIjI4ud/k5MJbSv1qMnW3BrlGSJXDEb20Va938PFRqntPe2gaafEaTTmeyFdr1HmEaUIpJcDmDx/p3r4Uo8hnN6g5wucvUF+9gasN5etvZXfZd8SXO8xPT5I7DKINPA/o3ZayP5DHCdX3oiGcZvjsJeUXb0BrzP2ecrPDHSLqPGFOIyomuZ9SkCLldCb98HPMnz/JIjRlynkUvWMIqB9+Hx726Be3glBREFqHO38XAp4K4AXFMnuHOUp0VDCO7CRnU9lMPsmpYk6G5C3mqEnKQlGYk+bx3FH2nuwyY1Lkk+xAR++xFT2T/XNrOBWp1gQEKF1OFn9QpGA+0R25ixjeDNKGmtcevbc8rHvS0TFUDdc35x3354754CUuru5Yx7OHrNh3DeNZ/pbrYBr2DSi4X3eMRwEbH0xHPsrrBiCFRJ4Ne0RMzdFx6FtirRCG6ugFsEdpYz+duwt5/2Q9T4cOdTY8zR2Hc0s6iI7mfuxJD41UcYJiCop5dLgHy0O3phTFfuEMjoY3BbwXhtgCvT01DfbBcvD9c8rBgyc0lqfJYu4dB9NTZs03bou6d7zbrBkHX/VwRibqs71kGYXZko5WqpEHR3tvGH2LfRTuHArOQaNPhg92TTo5Rp9QD55xMoxO0hN4chyzgicnMOVR8/V+C0+ia4qucK97gdweLG+3G/TeEmaNezQEGvyjJkSHqXKSoiAEJfFjkyGqwnGWbOXRZvJRzruBVqQlsyZ6gzkazq6ljAZzMJgJQvGEPskYtneCKTKFuX02KQVvCV6qGcmJnjFOcj6HYEgHR2rE6DEHTf+kOF+JqYykSC7DtFQQpWo2ZKn4epvYn1rsk2H0DcyaJ9cxnbwk++wtp6YVhmLl5y1GprS0/88C2z5uqh4s17HYGR4aea5ZFzg6SKAn0V+qJOO3PcEwWMxZSyUpSgtbtMKqpvoo/AHiWhFMBb43BlNRPKDIvUFNohlUGZgMahaQf/IWNylUkZasgL4FwG3PitRoojaiEcwIbsdL9TUYgY3bQTboC+jbHxSpry3/pqCjjA/TaFGTxp0KcTb4CcbJUgbL5DKDl1i5lDXDKB2ZxkXy2V40gsPsGGvEXE41FKFqastgmKjt4VnGiKWad548ajBMvRXNcdQMvSNMVjako+gUwyDVs1wzxI+hYRwdxohU4mwjw+Q5J884OvZdwzQ4qQgWSK4aWbImHeU9nJuGewXjURznZbCc2kbGmqQYGtEvDueGfHKMplyqgdHL+ZmTxpp0iYzMQfNk5BzSPlXNr3SJdG3tyhytOdX28VwrggDlaHmcOp5OwmvNJ8uxb3iYJXbvV+FWUL82i/BXmUWytE2eEw94jlNCtCCXHMxFO4GUmFHloqmIsYpclzL0srLMoKjpIovzs7bhnkvotb1HfX5Vd+4ZUOqTVpt6LlcXaXlKi7O+XgHlPWW7QqUEpwHahnL/KBFw00QJM2UOotU7yQKO2mItxyOq65ivGjrAfDyQtz368UhpGljwLSFAKZh7QXHo7YbFnqpWvfzbd7JY81VTuF7B0wHaRlrQ1xv0tx/hpidvWshgHg6QkywenaOse8yhHqMERcLtFbptxAxz/yTHfTiSF/1u1epg86UNjJXFQ3ZcWvx5cScqUFZ0baIXKpfWcLHIYylkJ2HvpUmX1jCLG9CIpg94dixmqQyXLPddYuqyr9ohpy7Hgy1klMQROzme4qXqGLzD+oRzojtpXUQ3SdyCWuNsIvpITgZvRaDvfCRGI6L8parsItonSZjwkeiEzq9dkjg9Ly46ZxPFZZyT3XhIz4iixkUOrqC0uuywWxvpbKBpA8E2OC0oHrzsqhsb0VeztHSjpllPdE3g8Wy5vjrx5e6JN7oQk2bsHK92B1ob8Caxb1oefEffzHz72LDajaJB1JnHAtZl1quRx4okmWbLl7sn/uRqxcvtkWPTyOYrWpxJnBvP6ysxOx2nhifTslmN7HXPPAlgPNAItikr2u3E5B23uxMH1wpQuih8F/A+olThqDp8F5iqez9ruOpG7huZRJTPdG2AoghZsWknHtuM6iNp0KhVJI6a0ibRuVXJh+7jxRCmdMF14QKoHpLoh00XyVZTtEE1onF1XSBQW81FU5qMahKuicytuchQdCtmt2IFPWN9JGRBZxgrFSeKVEfScv4i53JqeOauKgFUl1YWkmJs0ZcYxpS1VLzaIud1qrpMKwvp1GSsLmQrj8OBMokSqlkm6SqRqZnrtjpys/y8VG+0k+PEQFZVh9eK9js1UuXNjZax0sn9xKxV8TG2MG+EOVp8FpZkK7qe2CmpFPpMUYrYf1oR1GTkM85etMrFS1UvtYrsRZucugxNjbfMijQpihcnsbWZsZVxI3cFFaBoReyrjlghlcIo+h/TJFKQxaVxUhG0PhKC6H+tqXwcMrZWso3OKC+fV7ByH+sSMRbAkFypblkFVhZBGV3jOp9d79YkOT/1ch8Ermzz5XvVulz+1VUzbJX8u6DPvE3MUfS6xmR6F3BNJFmRrWiT8D7R+cC5FS1f6wPrZuKpE9NIyIq2CcRe8C5tN3NoPE0bSLPBN0HmTrhU8FPWdC5i2ijnpzb0FTIPMLb6okE0trqGNeRQaNsgppvCJWLv3FrWbqJrZlZ+RrWJxgV2fsQ1i1Hgb/+Wf90a/ivMIj5fhKNL+Vtp0TnkWKOXnAjagze1nFzwtZUsTl6pYsw+X1rDRT3vbBfBvnIZ58T5612sZXBZiFqXLjtgQJxndTKxLpIbdUk/kWNVzE6cmQC6EZQBjZd84BBk4eS8LMqUiMYZRkkbKQU1BUqYwdTJ3vkqZFaQk7h+h/niAEZp0VBqIwu2mCjGUGKS+4PoE3OmxCivGaOgaEqRap9WlBBEn6gUqbeYMVKconhXnceTfAGloMaZsmQZa4UKS9mkUEKQKuT+ICLtInrK4uSzXgw6ONFVLkaM4ur3Y2UAMxehcJ0UjCyQxPRSJx5XsDVrmNo2SE5aV9okYl1sLkBwidCTiWSZXLM1F5H4Ig6nPgeqSGyerZOazbQucvYJ5xKNTWzdSGsjpqIPllZhypoYC62NgkWoZHxvI3Nd5Lc2Cg7By2OmirIwNtcJQVc8Q0B5ee3Wxov5AqBzQUCzURaFWhU6G+jtLAtDVy6L1bOXY1jZ+SKsfs4zrSYdJTnFlzi55XeqYKsAaskuRn+aQSwT0xIbt2BZVP13yTw2+hOjiPpu/rEYVGpecjXILFmsi3lEV03oYmi5PLcu38HAeB8JjUVp0WKu3CzxfoiIv6sJJylq1n6CupAPrYwH0YthqSzaLJsrVkS0JUrJa+SsLt9dSiKADwgqRPtEakTQnpMmek1KCtXKIq9pAqFxl/HI+UjSYiIRlEYiuoxxmaY+hyQ8JMJyvF5L1cQVdJNkgkwVD5TEyLIsDqyT83bTTMSkOfv6XpEJPUYjLk1nL0zMtGjllCzmdM0Fz1UD6b206EqWPbL2id4HBidtvuTr+ZBMhUTX/G6rnq9NVTfm5pMNXz2/lmv/GelTH6+rOaRqIj/NCS9Gganat2oWuWh8Dc96YMOFTwtV/22eM3olf1w964pzLUJUYyBanqOYcrl/tlVfqOvCxMh50piEUYsBSsmYoWWek+9Rru+YTJWViIlRfqcZ65iTVCHW73LBULUuSnelno8oaKyYLbxNRJdoXCQ6g3dRfo5Gxoia8KO1obWR2Ro2ZsS5RGeDbCCXodNmnEl4KwzYAjgr93NO5r/kBCWljZjunElgxaCmneQtlyqj8jaJwSRpGitSIFs3I21NVtKqMFemsNaykclZLal3OJNwJhNcuoxLo0u0JtI62RBrJ59tZ55Zo3/bN9Fy/3oh+Msrgk+SN7tkB6oq0i6m4B4Nbq8YfEOxGfcg2cL+QTP2DepkmJy0Go5RY99JuyTbxaEnFPJcx9/UFMagxb6flOTBTgInDdUxp6pz1R2qXsUUpqDRR8M5K5gMsVYX9VnaDtlCmjT2LIsr/XQi/ugLMWLEjN4Poq1zlvijzzDHiZIhXHfocIM+z7JI1KAPI+27gfLFS4bPN9ghEn/zmvbtmdxazGGSwU9rhtcrup98lOxgDWndYD+eCC832P2IOk+k2zX6OFOcIfz2a/yHkywQrWb+rc/w7wfm2xZ7ihf9X/z+C3SQtJPpRcvqj5GF35efkXqHnhPkTLjpcR/OpM9v6N5KK32OLe17xRilJeofFLHXz0khs8MupPjBix7IQrQFfa67xyfFHBvcUZNOUhlxJ8Xb7gr7xpOttKDtSQTqc+ho7g0qIIkfgA4Q19K6T0fJLnaDorlXl1QDFAxJWl32pHBnSI1iUC3tk+ZhsyLtPeeoGa3jq/U1H44rwmNL7OMF+xEGR0mKD27FeGiIrSEOFtNF0qMHU7jve8aHFjVpDkZa3HpShKgItkBQPGbN2FnUg+Op65iCVA3H0QlTDMlu1kHxcJCs4VwUe92yP/Too+Hb05b9qaU8eaIuvL9Zkd+1qAg2KcbBMLqW5q3l3m2ZguO8b2UTNhm+DgZTKz3T6Ignx1OTaN5aDqxlQrQZ89ERHTyuPe6945E1TJq/0De4t56fNTfifFVFJBs+wyCtZ4D57GFvGTcedbC07w0jHf5JkxtJrzgPBj1q3pYd5WwZfMZ+dEwrx1grzubJcMwK/d6T+owZNN8eN6iP/nLN3+tMOHnU0fLtboP56AhbTfPeMGmPf9TE2Qk2JEvySpg1wRXUWXRtx8rPG10inxx2bxgUAuk+GHJn8Q9a2qwni9tLOzXNnrATg4Z+72XDZAvTaC6u0GAtobE0XzVkVzisG8xZowoMTSsYEwftoEiNY/sTOKSWYsAGRfYFG6X1X2rWcFg5zk3hF59bwtuO1deG6drgJ8XDXuQZyUC3V8xP4kTV1SABdQ+17E8P0qEZzlvJBy7U3OPC25PD3RuCL7R7abuOrxMqgnLS+tazLNjVVCkA1USjoyInqXCXavRRVdpjJkVExmGQRI9Uu0IXs0iV7qhZSaWtzWJiahPEigdSRRinl8cUqeqNitxpSicL4zFWk02ROUhX57dKCnvSBJ/EgBKruTBqzCwLv4gsnKaoOL5ZM107MXtVbuN+1WFcQv2iZVx73F7z1u9IRysSpgT+oPmQdzJnPTimNl8+o9C4S6X6zWRx3zoOcS0Zv7Piw2ykXdwk9NHy2Dfoo2G/9kImOBv+ZfuC47dr+f+s+fnWk2fDH11/yentiq9N4vzQiUlJQTCFwRTOq5n0sUElxQNwHBqG970UVoLmQUF+9KhJ8ahXmEfL3neUJ89hce5nxbmN9WfpEMwPLXOVQ7wLRqDltsDRSmVZIZ2BJPxMEjwhi/aFK4wqqI+eX7y64u39lmHtyB8b3us1P/W3nB5+VSLmfn2Dv6oieCM2b2Nl1z9P7iJoDbqQncHdSW7trKHZjUy5Y3U1MDaetpsZzp6r7ZlHtf6uWSQp0m4pM8ouul/NTKNjuzlzqiynUk0on5pFgvGoPkKBfj0xtp5VTRaxtSI4PHTMoklHd5G4MlKNW/eYn3wtbeJxQl3vYJxQIWL++Xv0bgsx4qrhAmPErdY2lJiYfnTD6o/e042B0nn8xz3EKB3olFFhBmvp5lt4eFqIGpIo0jS4jw9SVgXM/SOq6yBGzDsj+j5tMC+usYczp9//jP4nD5TOk6/W6A9P2B9/c2kRmyfJJi6bFeqrb7DXO3lPStG8ewDnUF+/5fyfSYSOuZs4+xbuJFnkvPFiFjGF0cjvw0lC7tX1jLEJV9tYwyDJIsNakkWmR4/ZiVlkOFl++OV7/tLcXrJah5MnDpbuZmBUK6kkuHxxy+lVIE8Gt6pmkWNDaiRP2D0+J4vksyXcwnyUSoZ5NTBuPDebM49Z4ZvIupt41R44rTznbXOpomxXI0ctLbC79UlSNHwkf2IWKVmJOHsnLMGunzhFQXzYtRxbDIZ1TRY5XnWs+5FtOxGSobGJKRquupGvVxLxd7eWa+K6HWhN4Klv2a8dL/sD59nxuBHN0HU78OZGWsPMGrMJdN3Mad6wuhr4bLfnrRbd0Dw5bnYnOhfwOvHQdJwaT+sD90dLeyMwaK0Lp6zQTaJtA0PQtNuJGAwvNid+dtvz+c2e49hIskgnbfKh8VzV4z77eLl+T65lnhvUzUwwnuKlYulWgXByXF2dOVWQ9DkrbP0+lSoMpsW3kfnmWSPXu8D7rUw8ymWaRn4OBXofeFhLK3HeSUs3doXcP2N20GI0UrouPmprOGep+A1RE7dIi1Bp0lY6GwErVII+EYtCD4q0TZeqYNjWlZUG00fSrClK178n5t+QKtuqkzEKoGsi532L8YlxMpgmcSgd4XsT2hRiUheDSKkpIyVIAlPfBl5vD3xoZ57UDn07MQfN7urMafAYXRjuO7q7swCMsyZHLdW1qNEuy8R9cpBh8/mB01EMIfNoUU3i7ubI067D6MJ4FE2oebToqCgTF2dwPlsBB8zqmbRQdasglU2VQE+KcqqmklEMXe17iRVkEme1nmXRVs7iWKdAOPhLFB8nW53yoCubVM+CHlOhdoqkMEieDPtDL+NRBj3qi2tYR8Rp74ugwhLoBPNkqgsZjo89qxlOhwaSYv3ZkZefJIucJs+uG3Em8RfJiKGja/n89onjqpFKdZLCxt3rvSSL+BVNJ7nIcTa4ahZRCl7sjnwdb9jenBjqBvHF1ZH9qaVv5+dkkeN3k0V+5+YdY7BYnYlZc90PnGbHf7D7OX/2+iU3KzkncpKK7yJxaX3g8UrQSX0vRpivo7SPw/mTsazRrPqZU+9o28gYNW0fLl2+T/Exu17GV20SudWsVyMn1WBsZqp0Dl27DUoXUmdIs6ZpJTN+rBVDgDFqrpqBp5VkLD9uA+t+4q498dPV/P9qgfLXf1MXism/zbdfbhYJ5jtpDTkq4eNVdIeKihiqiSMKZV2FSl6PSiKeopbqyVy1fLlcsB0sGj4UWVfxddTMUYwfOWiBdkYjXDDUc2WyWulDMORgiLEGs1crPwt3DAQvEcQEorSmpFSFhBnOA/lwRDmLajxlGCryIUm7t7aLiZZyOmGmLPe52ohZxDtx7K4kso4sp1XRWlrN9abahnI8obcb8vFEmWf0eiWawppasryWArAGOyQxtsSMPg2U00mMISHKotYJPForRZ5n1BwgRmEf1pQUjMYM8lnFweJGRRiE/agHTdYWbBFw72DRg1S1YmspTpNsFodchS/rQRMbKyLwoSYZjIb92Aqg2RRGIA8i2p5Gh56WCaVWdrMia4sKmmCEPVXGCo1FKgKqwDzIfVRUmEHYZ3GyqFHOkRw0yWjGYBmSY4wCgVVaJs6pJgPkrBmCu7TcYtQUx4UHN9bzrQQ510rFjKRK4U01LWBOYjqao2WMovGaoiEEy+zNJUN7qliXycu/sQKLz9ELIyyI7nZK9vJaKspEH4KI7GPUTFHSEBYA9hwljaAYSToIQd6PnnW9DusgHDRZF6KVzy5FefyUDP8Xe++xY0uWpel9W5k4yt2vDJEZEVmdorOSza5udBPggANyQPA5+ACc8BEIcMon4JhDzglw1AQJikI3iiWYWVkVUSFuXOHX3Y80sRUHa5ud45HJzAaqgEqAcYAIv36E2XETe6+91r++H6/ovcUX27JJv5suth+CIXiDt3KMbUGvaK+E+0k5NuUzsWxjOmazU4cvmuBpAThV0ict74TdyGpGcJydQOQ21Kn8PvEWVZ7F+TOC4wIJMqFEzoNYwYJECvFgCoDUObiEs1Qli3b1/HtBjAyamGE0Vpx5pn2OmqgyDIYIuEGqGdGUMdGpme83YWmClWzsECz96NCjdI3nUcbKMBYER8EIpblZRHA5gjOS765G+Xv7yVkkFWcRBNUTBosq6A/htjJjmuRm5IyCmvTU6uKQfOf1bAQFhSlZxOkzBfV0RlFl4ZwGCvtTns9GFvMix8lnhNj0/nTxBbTwKEUWVOaKJFHX9N1UUOKckuW5GbQNEiwrBGcGDINlX9Uz+qkfHbboBmNvZqeYbnQMBRSfkpqfS0mQKt7Y2YIw6DxbzJ1GcdAaRjmH2cvn/GjptTSvdLoijuKeNQHpd75hGCzBZGLQdC7Qj45tbBkGi1+YuXGFzMw5nBYHk75+jIY06ZYLp3Caq9N0/2Tm33O5fyatoGCxZD9aF9xWqWyoItNKSvSquiBkUrmmpwpITmq+zYkSZE3byKXBLmRNTn8Y5djM96Vh+H2l4QwTawiV54H7zHXiLP4v71NZeEq58Ngu2U1z08bEW7qcHBIzWDZNnyk8ptkdoKwUZ37T9J7EfGFPXChhVKlH30+5wtezVhh+3kNdoXp5Lg+jdPX2vTSJ5CSBmdGiwavEj1M1DVmJE4fqRwkCp+aPfhA4dc5krVF1RREModpGINNNI8JjpaSxQwvkWlkLbSNBqA8koyS4c1YcTKwVPA0I8zBn0QdWpb5uLfSD/MxZgt4k5a6sJKORrEVVUQZMZ6DYO2XjRJPnCiDXCWTZXLgpALOIOxszOylkr2idByfaJeeiwMHj5JRQTn9pFhF7MdH/mSrJ6tMZ0VQ60SvOGsHSIJRcaRRwiejyIyu4RxZhnK8LBXNnnCmrWBm0L96az9q56ff5Wr14pIvr+Ls/QYKZQkJ69Nzl+/Tl9yyD4+Sqk1WetXxZVAzz3zbr/lTGXGxDLqHCaSyfVVNJbv73eTvyJcqPqQOf876MztKU8UiXKG+aOgHPFmyX3+FiexfHEoVMTCUYVFHRB3sO+mJZyJUKwRCsLPKCkgAw6DNIuvDqVEYmJJJUFkyeJ8moJPiiaJjxegb8qiSL1onbSGHh5aCFDVjGixkoHcsEF1RBk/DouuHy77w4H48uAD2dz1wWvfnC1g58kqB5vowenXO5Fh/lKlQ+B2vzNuXvMCbjJy3f5Xe70FajShA8lXEzMwdQpXI7FU2uyudSdNbq/JmJCxjV7ETC/Nrl70rKtYmy0AEmR6kyd6gwbaME5fP2z9uY5oSZGzi9r/yXFWf+YJJzp6Z5qDw3NRtaK40XPmnJhkdDbaULXxX9WzSZ2oViASeLwKRFAxe1KhB1AXBnI81wAlsXJxe0QJuDyaQs0OfBWpyNeGNxLjBa+VnbyGASKztgSuVFKdFbV1bPGkGfdOFdynFKKhGVwZfmIMqCzpeM4QStDsEUKLssLFVZ6BLVrHMFCOHcNTyGYp2nJYvtS3Iloss5l89M8foUaE7biFGjcgn2k9zTY1kok2RRPEYz233+ITy+5wj+vkCwiGynZpFkim1clEk9VXIjKCVWclNjgDGZ6KI4GpRgYnL8YAJTTyvHMqmo6XNWhKxeJ5JRZfWRpEsVSlAgrg8gK0a5icUBQhcBbDSZXGCFamo6cE4CvBDI+335G7U0jVgjTR8hSOA2etmdUqD0HIDFWgs3sAR7jF6yekb4faqSphKCOJIQSgNHyuAsyurz+3OeS8MUnSKjF3u60ZMqTVo2YDWq82gngeb8GEZwVWkkkW5hVVfy/SYbveODCLjLRJYNZ8yIBmXOnYGqCMjFsaSItfU5EKGcwsvt5Kzm4OJR4KHPAQrz/nJZuef59anBYBasl9l2AI4AACAASURBVKxCNuf3zOsILQFd1JlFPdI3jqoWMfJ11bGqRt5Xgbpw4KZGhBA0jQ3FyzcQksaZiK+lwWjhRLycak1bixdnUtJt6FzEazN3vr2vxQd4VY34aDDa0gHLauS2ERu1RS1lj3U10BhPU3m6KrGwozSL1NIssnZSos+Jwq8sTRil+cOZOAda0uwhx8Fo6ULUugSG5Tzp+XhTtiHZEW1EzuFKI4op289ZuHTiBCIBQ2WjTIJFZE8R3E/ZnCnA0DqTynYug475c+X3djFwjJLBS8bwbHHkbXslL7s0l+/7LNzF23aDbQNh1MKr7DS00sU7jR+u9WiT8GV/TSssRmejZDW0oVl4vM3EUrKNUbFYDgzWSSOaMtBGXBOo6sBxNPN16ZpAdFKR0KVjvCvl2OqiWcTaRKikiSR4aThITpx1lDmXcBOarFLpLi6NCTaycJ7eOfpq8tqVIGSqssQ6zWX2ZPTs7oNW0oyRS2VESQezLr6zOcmY11aezlbSmexkEBBNdmnK8opYATaRqmmFIPdh8mf9dnaJZDTZlteK72/OmlSV99ksXMAqY1Bzh3SibL+4kUzXUKoMuRJL0tnDuFxjycmCcOqujU6s11IlzVga2WdyJaNYPquiEhTSqElOmuOSlZ/R6Nkn1xSJkTMRqxNWn9l42DQ3O0xMWl/mJJVUaaCbxkxxKJpKw1Yn6SrWsrjN2ZR7TZqztJF9GZMw6uw0pJUEgdJ1K45Eo06lWQw21cBDI9dFRs61c8IQ7Wop+S+agXU9sK1akXFNXcONVMyaxrNvokhPvKZufOEI5nOzSNJsmoF93cri32hWrTA6nYt0Ucl8r6eu54zXlqila9iZOI8NAKG3XNUd60XLuh5410SWzchN1VH9gXQN55Kx/P/74/fivXNSc0lPsmvycyLAzxm4AruUNDGzhY6knlUpB6vHmZZpArx4f05q7uiaCO5TyhlgLg3PqBh19j6GOd09lYiyKhT0hJSGcyZbK9lB7yWDNgykPks28HiSjmJzJezA4wmVE3n05L7HdhFyItcVKiWBSn9zQD1dkd7eotoGZS2prVAxzm4serkgPWxRz59B34uesGmkzBETar2Eu16CzlFYh/YUxVVkTOj9UUrSdT0HjunJBvXtW4m9jJGO576Xg7BakA8n1HKB7iU75ntDdVKMJytaqJMmGkvW59KwOUk5MfSGaGUAjsHMvrymV8STRQ+KdDqXi/d9Te4N2WjGDLkTjdA4lYYLBmjKLCQlDhOxsySnYRBfUpJ4hpIhlm2oUETtSQmDqzOchoo4SDknZ7gbF+yHeibWp6Q5moqhl5LOrm+Eqk/h5FUBX4TNh7Fi7MUWsW8dqRdHhmDtXH7pnZNLtRfOmFaZmKQs7b3h6CrRSEU49DUAlYmMxkipeNTsx4beW1JvSCaz97VM5FN2ZCoNe1nN98GefZGDIkSNUoVhF4uMQhv0UM6RKt3CxfoqeFNKwyKt6IMI4EPUjKMtrijiCpK8LmxEJRKNUROcJnv5m2LQoi0zkl2LJdPgvZQuU8nGpaAIqsgbQtlPJx3fajAcfUUepFoQUylTj5ZcXhPLOJEzpIUI7uOF7iubTLAGbbWUQk1m1La4MCjiqFGDsB2T17I9pITqvSH2VjxwB7F1C1NHdK9LeTOLS13xUE0q45HzF7MS1mkJSoPRUjJWGYImjhk3SskwT6XhTCnLKnKUjGAKGq8lg9MNDt1/pzTspUSvRj1nTHPJmqJkG9nK8VCDNIGMxeHlsjTcjY44GHIpT6s5s3bOqukpI+jVrA2cM3YXpfzpvoWizyufYdrGnKmbsq3l+00NHKrAqp1gvVSQAXtqQpkQZNIMwtnpQ11kGtP5e03lfT2Ko8zkNjI5BKlwzjPIgKA4HWreq5JBTuKg46PBmUg6OPqgUQfLw7Fl6Cvhd0aFOlq2h4acNOnoGKLYxuE147RAUXBvW9TRcKrF8xwvXMjxWAl/srPStX507LOis5HxVPHtacPpUAu9oUgrht7xd/0TumNFt3RFAjXNwzL3DbqwdjNFrmJnrm8u93PyImfxXu5970Wa4r2Z58op0x2jnuU1IPf84O0s/UijIdskDURGuqbTaMhBxqucL6RiAEHRR8fgLYMtvF9vOcYK78/ore8f//iP3x0Iek0mkZSsRHMoIOciJNYBfJB0hYoy0evArLdKZSKJUc9deBnKAKLOpQ6k/DCZwgtFX81NJfNAWC5Y6cCTX2LRX8WiscJIIDrbSCGrZhW0RLHWSMavqaU0nLPgXIwhd905o2aNBIoplSxYEPZfyHP9MFcWdewlOOsHlLOiN6wqyE8A5tJwLtm/PEoWD38SHM3DFr1cyPcYPWq9QvXjnHFU3ci85Eyl3CumspKR1CWtv91h2hZiYsLL4Eew7aS95ox+gAnbA4jeJwGlTDWvj+YS3zkTNOl5Jvup6T974aGrpsxR1iWTqL5bRSuvT5nHy/JYGVXn9+g5e3n5WV8GuGAM2iROoRItqpeMUAoC1Y1FqB8KINUrK9o4b4p/rGj6UvHC9V5gwnqQ6zchg6p3lsFIt+A4noXd3hsJ2rxFe8o9IYNc552gjAaHHjVDtIyjLdd1ljJpOT5yYcsqOyrOmYspG1uyhVMWw6hzNjWbgn2ZNIJlBlQ6PdKC6YsystbFzmrOyOa5EWzCbTwqdV6Ueydf5AyzH/GcZf7O9eMHmYBykg7SXV+j/LRw0/S9IwyiLT6NToIYLcFwLs0HaVRzIKi0Km4zElhmIz7OeVpoDgI2jsW7V42KTNG99q5YuUlDg/KKrA1BMdveoQumZPIpRuDnco7y2V4M5gVnvvh9DpimgzDdUCWIUhefHy84lNN2J3uyacH7aPGcy31Qvss5Vc6FZpK57D2V3ybbNZCGDx0AJbw/PdvbSWZ/0uyJTV0530k6/c0IeZDgS5XtmAFZHBR4tOlLcDfo0pUs9oWmU6QasiqA+EERe9FumkFICZNFnR5le9nK/aW9Qg8K45hfN6P8LVMTiw4KMyr8KNeSGSGOAg6PxZhAmzxjYHKWcmZbeZGNuDTzFisbCVY04gmRHzgXSSkTpgqHAQKivyzHtrKRToM2kag12AmBJIih6AVkH4ydES3BJUEqTWxJJFMZrGFje4xNdN7NARdJEZNcTGPR5pMVw2DpbRnHQBYRxa5QlXFNjWdP6uAv9PTlkZLm5MRWMmaZ74ex6CHTebzMGnIquswSEPvREk2aFzEoUF6zH2uG0XI0Drxs7+DrWZ/9h/D4vjT871MaLuWXuYRbyoG5sJ1mivhUPtJFC1Umi1gmt7nEBGVyugwCy7YvtFBzsJI4BwpzMFJeLz8m/9xJn6QUJJ1R06w0lSlXK9JqgfbC8VN1DSlJJjBEct+jqgrV1KLP00YAzilKkLZaEltD1TQwjMTVCvsQhE/oPWq5RKcsgaGPqPVqDtQIASYtYVNLKVpraBqoK+ESLpfSVFI71KkTYb7RoLXoDdcr0QZqLZ8JSYDVzqJDILe1BIdJStdYOb2xEs2PrsXq6RE7sJLyfbYIBHYUdMWk9zNWShrJ6VlXqEqpBydBQB6FP6VqMSS3NhKdJadU/l24XVU6C/SdSAQmTqVwBAU6myyCmnEZgnw2jZNGUHh/WufCGssFyholGC38sQniqm0mUUo7RkzsNQKXpXANTQl8pms36guW2YXkwKg8A2NtKRslI5lsW4KuZMGV10wJ3PQEHlbnewGFlIeaSXZhqBvPohm5b1uW7cCT5kTnxQmh05lNM9Ba6RqeHot65NCsWLRj4ZAlxoXDOulwfWgr2sWA95brpuNtG7lu+7nM3FuxmMsZNs1AzoqjEReFVTtIo0ltcU3AtwbVFNZnExiSYt2KVKGyEd86qsbPXYiH0uWabJk0tBzrGVBfNHQTUHyWEWgeM+t0WQtluGQa5gIun4Kg6f4XJl75r8gccvG1/o1xqIw72ch4ksv+5fNq9lJXTURXceaVAlR1wFdOSs+AqRKxkfdKyV/J9WfVGQKtwFbS0a1Upq4CY5NLl3MWhmolx22sE00ViFoTozD/tE3iU1xHEesXLWNd+3lyzxlUnWgqz1g7lE74quCCTgLrzzoLi8+qciyn8XUa25kRNVlDrCj8wfJ8udbn9+lpnC1JA51RSs3bvTx32QjWK5cGk6l5ZWo8SXaSqMgxlJJx+XyZe5JRhROr5uskmSlIK9zBDMkw626FgnC+d5wrLD4lbFVtItFYWXBdcO6ilfs96Qw2CxtSlcRH8f0FWQxnKwFetGKL50xkKGOUtuWnE7C8MxFvo4xdNs6l6EmjWGvhBLbOF122mq8pVwUqFxjqAqGuIsvKs6ujLF68pqqDNP2NpaO+EQ7mUJi/U0ZwKtNOvNRjLfzBVNiL0/U+ehn7pzE3ZakQJAVV7c++0GUOH2rD0gkjcVl57irZ/8oNmOoPhCMIpO+bRf49MoLTCiQrKTkhE7npNOYkKzB0xnSKuNC4QfhtM9OvrBZUZ2YLp2l1r70SnYdSpJwIpTzivSmlGV0QAZL1kzsaTK+JpYyTopRCUhQtBKFMLr4YrQNBCVeJEFBfviJ98hFpVWF2vWTfRo8yhvTpS/JxgJSJ6waTngq/TymU0aiHPc0X91A5+k9vsMdA/0fPqb+8I/7gKfb1A+rpDbmp6H64oQ1Td3ImP92g7/ekl8/R+x41KLGxO/ZkZ/FPl1Rf35ErByESPnuJu+vkezyc4O4B2pZ0tUQNAWKk+2TNcn8kHzt4ei0B46JBjZ7xh0+pvnpPfH7F8hu50Hvf0LxVDENF1sIEDAtNqqB5pxh8hT0Ue7cnFanO4h9qwZ7kWLqdwh81bqcIB+HB2YPim8UN1dcV2YFvKqqjdPoO3YLmXSkvVlJGUQnCQlhscSvk/uqoaG4VsTFU20ysFb13JRsgmQdQdKmh3gq/Uh9kBXwaDG+Wa7aHBr11xFZwI11SUqKOinu3IO0dqSmZxCqhHyzZwG7VwNZheo03FWZnMSP4JJZKKiiGLBlrtzUMC0cMupQiZaV+yAq7F97bcdfMGaHTUDEeKtxBs+0ahpPD7AxZw7ZryG9ryOBGxdgbhqqheS0cwX4UjiBJOrO/9jKAG5Poe0c8nDmCB7WcJ2P73hHqzMPS4d459nEFQfFFfoJ5XfFVc40/VvIdRw11RB0t30yZkt6iDobbVY3aW9p3ms401A+aWBtUgqEz6E7xJl1Bbzg54QiOS8tgJdAze0O8DlS3lrCQMeI0FMvBkln0jSWfrLD/nlXYoyYg12Zfi50Z6HNzgBWGXXYZc9KiMSsTWvAJ3RnsQTE6ySqak+jY3EExLA36KK+bUZH2mriGlC1uq+cgJxXZi/Iy2eeQ0CdNcpbTws4duKG26K0lNho9apLNLN8qwrKSQCic8SZTsGVGRQiKfWexzxP7hwX1rWFQFaZX7E0Le0c2merOCNbp4vtkBSZCsiJzqPZyoe2bJepgJcM2yn4f7JK8rcgmY3dmbu4zJftnerFlIwo7NFsp2WZbuvSnoDwr3CETVgpyxp7Ar6G+l6yg7aQypILCeM5NHbkwBjeysNOjdP6rIM+HJbgjhJUUMqaSsD0J8iRUGWM8ypft1GrOJtperAbtQeGvyjYHVbL5CtsJwFsXKZoaNMNtyxtvJRAupILuUGNcQr+tCK2jetDcNytyb1AlK1wdFDu7hKywd5bYiuTCBkU82jmL+j4pqltLlxfok0ZHxUMGdbQcK4c+Gk4LW346Ti6hesMX7ROG23a2X33nLfFk+X+evaS/bbm3kbirZo5uNAK59q1BPTgU0LnEbVLE+1oWq73mdKhhZzGjoq9qzMEwthV6bxmnLHWReeQs2caDzjJOOpEmHIF0cJIw2NtiCAF+5giKZKRztSz6CpECwGwt933L6ShuJ3ortnfvuhVh94dhMQeK+D0+5vdrBB+J/6cyRz6v0gApaUyrx/l/zC4ESslKCn9Rypi6hqfdPKpJlurrVCWcSjOX9UUlg825g7M8fVlVnBpUpm2GgHp6A/2AthrViStIHj2kiLmVPyJbg/IRvT9K04jWohH0I+kHzzFfv8PtRrLVuHvxATbvDxCiWNE1De56Idsv7hUcOohJrOeUgmFEnQbym1vUy2fYh14COmtQMWHeH4g3S8y+F8/jUlZWvZ8dRNzOy/fLSXyTn92UsrKX7d1v0XWFX28A8NcR01n8JpVjYwirRLYZeyzPK5l0wyYJ908DRZclK3qD30RUNPh1Etsqo1lddxwKF4w24rUlWU3aBMLJFRgwc7diWGTR96wj2ETQltApwlLwFLECv07igdogaJkMYT1ZRF1cZ9N1lNWcNXikRc0l0welbJfnMtusT9Ll8sryep4vpPM2UtHTzN3zc2lOzV3Dl5+JUUt2vGx31r2W98SkSesCc+01rL1kmXaGej1ws+wk2IxSmt6sT7ROHAi2puGohcN32lTYtZ9Lw4PXUCXcYiQMBrPy5Ki4XnW8uWp5tuo5lGPmvXAEB525WneMwTC6yGAczcLTZwgHR14HfHCkVkTzrD1RWxabnqGqsC4wjGILZ0o3eUSE7LHO89+ckrpwpmAuq2VTKg1T1XPqNC8Zwel05+n4Tod+yuBFeV+esoglOJyyi8nKuZ+3l5mzgLL/6dxJtnYejspJTW1pBJhciig2dgXInRRgM2FpSLXIJHIlGcVYFhPZSqaKKmFbseGzjScshM+Y0MI0bMSGLlYG3QbBeE26QJukJF6lM+IoKdzC40MZD7Um1SX7U4uOMtZygVf3AndXRrR92ssiWbpuZZGeskg/tJcxN1k53nqUYGt6LVmotnLs9Cg6Xj1KQKf7An6OsoixBwlO81TODRKIQvlsL4tFVTSDKiKlzN7SeFlgmVECRRVKiVj6+co+i7awJA90TKSTxQwCTTcB0k1gsexnjWCvK1abDqMyDxuHqhJhdDTLkdGJxjSNhpCEd5qzIg4Cxc5RUDK5jTPZYLEc6BfCZk2In3a9HBmYuJaFUQnoZZAysbU8XZ54WKyksSgq2sVApzIftVv+7Wr6I89Z61l+A7Nbk8rSRHJmtZZM95Rpnapp05w63UdTdp4pZ3Geh0UCggDnme7Z/OjzQoK4mLgfSUgKOUGdq4jzOy/2+4/5+D4jKI/fHQhOZZHpgpkmXJ3JVs/llhl5US5WVdL684WmCtvpwhYomxLIlTJZNqVr+Dvlosy03XwelKfSAdKhlEq5TuksZc6kyg2i5hIDMUt5NiXU6FEpgw/kQYLB1PWYppHfY0IvG0hZunS1ghjJMRFWDmMMuvfk2qFHadxQMUmjibVgDLovncl1jdKl6/h4El9h78nDiFIKtVnD4TQfctUN5NVCGla0EleTqxVqexAO4aKV4M9ZzBBJu71oEq0FpQQobTT61AviZfQCcs1AHYm1Ee9TnUmVFps5m/DLTK4TsRD7c1066JwEF6EMILGWICMs9Hk7XtG4wMHJ9SJ+n5qoQDeRsJCsnPiTMm8/WQW1WB6loAlLMZAPbZk0miR6uaBIUco8lO9YLUdGr1CteMXeNB2nRcVDW6HbQA6aqvWMSODWtiNhsJhKUDjWRXyUsuGmlFCDypiVJ0ZFqhR5IViJ7DVuOVLXgeOiplp4lu1ASNIMEYJhsRjoVy0qQrscSEmzWYjtXbdyhKNlUY+cFhXjIFHHuu056haiDOi6lI6DkevamVi0fNLVa8rgqdTkU3ph51YkEaZoNacu4ly6H0MyUr5W58+LRXXBxRjpYqysBKhyb00SgvO9PaNu9LlMPj+03LdTR3MsJdU4dbuiuW4HbuslALnKVJP/b1S09ci2Lue9kesrLsTjdoYfO3kdm2agtCplUlNH4iisMhpZ7ESMXGujQbXFfstLRi9V0v2qmkhspHSKRq79KNiYXIkPbZ4WOZePiwlQxVJS/W5yIX/3ZyllQglI9Dx3CiOx6CdT2d4kpUgXn7/YXpHZziy4R69daBunnYzXSfR5TRJdXlJwPeCjOKuoKIF6cpCa8veYjF8bxqtM2ERUMPgrkWioqImLTLgKkh2KBhUgXgcZA2oN1yOjr8THvI2Sacsaf50wg2G8SqRV8ZMOCpTGX0XUMtAuR4YrR6oUfl0cPUYJiserLBrAZRIHk0bBxhOspb8yuE3PcO3EJ9u6gjbTc8CjtDSOKJ3mJkfB9pSmxUnHXp6bbOMeBVL5/FyMRc9crktCabRMaj5v+eJ2AclMTp7ll/g0gGOoyUmxagZObS36v6xQxfqybjyHWgLOpvUs65FjI9m3lJXAowdD1pqqCfjGicTDa2wTStJG7FlBxoJFIwYN2gkIvW5GBqrCF1XifqLzDDRPXnS6dSOl4VFNY5E4AF3VPbu6YdUMHJolTeO5qU/o9g+ja/j7hzx+ZyBYXQ1YG2kqPwM4jRGnA99Gxs6wuZEg5mAbNuuOh6S4WXXExYA1ka6puFp2vEeaSKxJ51R0mby0FkTNohkZW8v1omPf1wyNdFm17TgLfJXKDG01T5KLRjAim0XPcahmDcjetfJ+RL8QvCH88WeElaP5aovqBtL1GpWWxFUt1mwPApZOV0vU6/ei6fv4pXTu5kxeVOw+rXn2ekH+y1+j/vjH8Oot+cPnqN2R9EcfoWKGboQ//2vSP/8pxIyKETUE4oc3mON4ZhD6KCw/o9BffAsvn5Gspv9wxeLffcnhX76kvnOkWlPdN+gPn0jpetEQrhrsX31J/vEnhEWF3Xak1pGvF+gxor5+Q/rxD9BfviFcSdapWY30TwzVRnRdI1CvRRc2Bo1deUIJ/m0t2ra6FizAyUknbD9q2uterN42g3TfucST9sT+qkYpMTHvVCY0Rq6Jk531diDjZNXKOWka8dHsdGakktVndsRVxG0GAbMmRUyOuEisbk50TcXPP3jDV4sr1vXIwo38J09/zV/UH/LX1XMaKxqbJ+2J/VjTecdnV3d83VyzdCMJhdORu6sFMWl+9uQtn9dP2HUNH212vF6s8cGwagcqEwlJ82xxZOUG/gL49OaeJ/WRMVlpUgmW5+2B/3XbkqPmF8/fYnXipjqxsT1/VX3Ar/IL/vXzL/lV/YJvmw3WJP7Fs2/4MyXYhsFbnq2OXFUdf6Vf8ouXr/np6i1/u3jGmAz7seGfbG5ZmoFaB94MG971K27qE/97MPz4+S2VFo/jL5onLKuRp82RX1XP+enTd2zHlj+5+Zr/eXT8i+dfcww1YzKcQsXCjtwPC36yeYcmczcueHe14mlz5PV6w9fuhk9f3PF2taKpJDPyYnXg/WnJz5++5m23ZmFHvlrccN12LK3gc16v1qzrgdvDEq0T/ej4j158yb8p9nyNC/xg/cD9sODh1PKvP/iS/8Vbls3I/WrJ86sjd8sVy8VQALpiV7ZZ9BglAF9rEldNT0iapRt5s1lz7CtebA4cx4reW9rKszs2fHiz4zhW7I4Nw7Fidd2xLFigt+sVOSuMTqybQWDP3s6v7/qG2gaetCfedwtSVlzVPe+vltQ2sO1ksnudnvLsBw8YnfBRNFeTi0XjAt3o2LQ9N03Hyg2MN4a/tB/w4dWB4+j40fUdt90KoxNvrtd8eLUjJOnmBMls+2ioTCRmxcNhQYyKn7y85b6XMW/a109u3vF3+xsaG+QcqMzD+xVhoVBVxNeGrC22DoSnMuanovEKlYWm4EBcoj80hJsANuNvFHrtibVhzJa4TLjNKF2mqsJ0mmo9ErwhNZq69QxLi1oETPE9H7WDJuJXmnTjca2fu1NH6zBrT9OKT3d34xkXBtUGydJFRWoMeR0Ia1mkpAWkwbDedJxMQ//M0rYj/XLBcjFwVJkfPnvgZbsnZOEIHnzNi1YwYn9lPxAE1NWSnz57K92u0TIEy/2x5SfPbumj5dvVhqu2pw+WwVtWzTDjRz7d3PPn9kM+vNqxH2rGYPjk6oF33ZKVG9mNNVd1z0MvOJXWevZjzX/87HOZzxDI/CfrO277Ff/ZzV/x5Q9u+GR5j9MJX4DPlYmsqoGFHfm68sSkeLk68PFiy6+dx0fDrq/5aLPjfbtkCIaPNjs+5ymfPLvnbbvi2epILBzL2si44ZPhaXPki4K5ycCHyx3bsSVlxf2qpbJRtM/l+6SsGLzlxepAZSK7oRFUjsrcLpb8s+tXrNzAlesZg+GHmy3/bPOK25erv0/c8g/6+L40/HsCQd9bohVng6k1XOtMSorUidahW1ZyI54sXeWgM/SFpm5dZBwsRxvxp0pW2TYJaX+q2mpp7IhOGgDG0XI0kX5whLHAZlU+E9NVJh4tqVZMkNextxx0Zhws3sj7QmdneOuQZZBwr28xqwZe30qm8dihKofdHZm6dhkGeb6uyNsdareHnFFVhXmA5gdLuH3AfPgBuRtRi5b86g25rtFfvysQ54T5wYfw7d2cYUQr7EFwMXSdMAZTRq+XMIzSqfzmFpUzVW2hqakfAtV2JFmNvTui+kGyjoAdNmKP9+oWe72G3QHT1CKYCtIoYt7vyaMXK6csx0mfNL61cux6w2gqJpeRUBsYCj4G0FZWyd5Yxl4uFTUqsdgatCBXkiKfLAdfMRwrYXclRRgEx3KqK1Txis52SlWAB3JQDECwmtBbzFEwKWYAlCa0TvAqUxZAafquIh4cr49r9ocWHw0n5/iqf8Kb04b7/YK6ks7AmBWHviYEw7tqxf2xpavsbA23PTQoBW/aNfeHBUPneGeWHI+NuJYUflYIMuAdq4rjvuG2XorTSDJ03jEGIzZFe4eKirenNQBja9nbhrfHFf7oeNVdcXtasj82aJV5vVnz5m5TMBWy0HpfLzjdLvib6ikhab7eX4vZ/egYk6E2YQ7c7o4L3jVLuvctX9gbTMn0PTwseXCR7aJh/37J36hMPzpqE3i4W/HrxXOOYzU7ozgT6YaKkLSUnfuG3bFhu2x42Leku4pX9opxW9PVEcrg3x1r/to8Z3tsVkNRWAAAIABJREFUqV1gu11waGsqJxPLbtcybCy7fSuZzsHwqttw2DfkLN7AlYlsu4buVPNtd0W3b8TZZFfxoBNx5ziGCVAvGccYhQk3Dg6lMr0XFM7O1nJNdI7bMh6E0TBUDn+ouKsCXS//Vp3hqBt8a+gqJ7pOZPujt7Mbyzja+bxbFzkOFceuIifNoa05HWqMk/GtbyrcveFutZQMalQYKwvnHDRHI5nJYWnZNzUv1wfuTi3DXcvrpIje8HcK9qcarTPdtuFVlkxTCOZRVkkXqU48CqD7q/p6toGMveFURT43kfcPK6yLdHtZyBEUyotDiRo0ZpDsUR5EtzmB/tWo56pLyor6qIgrTTax4Iq02MqNgiqKQcqopteSESx/M6MmL4ozxWhISrK3etCkqmj4Ri1cwSCadDVoUiP4osoCg/haJ6vnbm7TKdJCNIFTmVwNZxcq05cqalSEJBryt/vVDJLOCF6nDw5nIvfbJadGNLlvFmtOg7gAxajp9zWvmg0hag6HBh+Kk5U3DAXDNHX5H7cNb3RiGBwxGF6ZxO7Y0DWOY1fTN45jV9E1jtoFDl3NF4unvN6tsToVkHVm19d8Pjzn9W5Naz33p3ZGrlibOI2OVT3ysG8hKyob0Srzbi8BVt87HqqW7aEhBsN7GxlPjrtTy/FUC4+1ZJHbSsrPPmo0me2xxblACEbK5l2D1YnDsZntZp2Nciy9mRM8zkT2fS2VB2B/aLkdV7w9rRkby/7Qcld53vsld6c/DK9hcUT5vjT8OwPBPBhiyMIvKt2hqaS+9aGIsq+slHI7w1g7zFEYXuHgSAthzfXWQfGJzEbNqIZHpeGqMLpOls46fAkkiEpsfCaGkpJ9T+lzbzLp6OiNfE9lymByEkFv1mWV6xXp1Wv0zTUsF+LGMYzkEITvpxT6+TMwWp57doV+r8iHozznPflwpH7/AapyxGdXYBSqrdApSefwdk/OCdW2xGcb1P/916j1GlWLk0m6u0c/e4JyjnQ8ScfvqZPg8INn8O5OAs77I7ly2GNAdR6bEurUE775FvvJx9IRPHjCx0/Qb96Jv7HS5PUStgcpZW9WEljeXAmfDwnsq6NiXEiGzh40QRmxmOsUqTWYky5m6vpsGWSLCFiJ0DweLeZomPCS5qQ5DRUMwroKQO5l8Pa9sAlJUmqS0nAxkPcFz+IU9Bp70MSQxWJuakjoS6NAAJMV/ujQB8P9foHfVQRvGOrAl6sb3h5WDNsG3wSxM4qasXPkpLh1S7p9w1g5otd0LhH24hTzvl3Q7RpUZ9iZTNwJxmT0YmifveYhavrWwoPjvl4IXyuruTQcksZtJYi+Oyxkks6K2kQedgvU0fLqcMX20BK3FVHBm5u1fIcsk1hfsDZmZ9lvWl6ZxPbQCntsMNzZSGUjW9Nw6Gv6rmL0FrOzHBdNgTkn8q7CV4ldEi7avmmJo+ZNu4a95fawpCt+udEbjE34znFnpeNwGBzjoeIhKfy+ptppxqbG7CTDQ4JTbqAz3NVLfG8ZnYWdsNjGSsaEtHdss4KdIxhZbHy1uyHfi1DcV5a3Kgsb8mj5en2FuneMo8bdG7yqcfeGMBb9WJKS5TBqcAk6AxppMosa0wTirkKfNMfcygKiM/gmYXeGfdWSO4vZC1bEp4qhN4xtRN1VRU+V6Zvih+sVY5XwtYO9xTvL1hsZl4Bj0PDg8HWSIGTULLeK07oilaY4X/SBlNKx9gqfFGG0OBN52C5xdwZPg/KKe40Edzpj7h2n0nA347esYHhCcemxB3FsOC4a8tGiCocz1Yb3doXfVXib0Tsr43aQZrBYS1NGfafYHSrsvRV5T9FR2g7ixOS0GbcTWUgIiupBMxiH6RXVVhEHxeCk2aV6EK3ecSsLQNsrRg1uL+SDuBCUT/WgGbPF7RXJWkIsvNCgqLaaMTsGr0lRYx8MtlP4IOxR7cEd5XPaQ2wlIDW9ols2qJOhucvc7hsWezju5dgcRj2XeGPU+MHSLxzWRtJDxakx6J3l/XLJ2LuZ3Wh2hrt6JSXl+4puuj5GxdAUpxydeZcV+t5xMK14LUfFvVoSTsLKTEdLWBjS0RGXhs4m/MnxanPF4aGVRXSQccuPls9PzzhuW15Xa47bVlAtWTHYROcSfePwD+IvfaczYzAcH1qptJ0sdyrjd3IeHnRGPzi21ZK4c2yL5CBnJQkcpGweoqHf1gxOFuFvk2LsnEhEDg5fKkb9RAIoC/WHQvzwgz2TRB4qvjzc8Ha7ovMOv615Z1d80Tzl8LD4ewcv/1CP7y3mfp9GsARsGeRiL9k5gTWDLqy/rDM6Qopi/h3LDTTdSClNjKgSAIYLYf20yjVqtpqKoXQNp6JXm2Cq5aEKJ0tlAdiqS9ZgLtiGwqRSCaKTfeLcbL9Gwawoa8X3d72eM2mzkGPyIzZOMn2uoPbTmc+mYi5exFECxiGc+YSx2FmXxgNlCstAxFmi6Rskq0jK5/0Wf6kJq0BCmkjcxemyRvYNUNfkU4cO8dwjoZRgbObfy88L4fD5ufy40WH6d2Luy3iki5m0opMAuehCfmNf5d9ZzYfg/NAX7523nX9Tg/Mbn8uzzu2sd8tYFc8uF+Uzen5vsZhTj+3aZu6dmliGRcz8277P9Jo+a+xSsaFSCAom67M+RqnJMu58XMQpJD/eXr6wx0pFu5QkCxOTPls0Jvk9poRSUiadbBVF+yQnLik1c+RyurDYSgJwnrZDVrMWSrx+maHMqWTfctLztmb7r4n6MN2bWXROs13kBPVVBRysHluoqYvz893Ho9ceXUNFoHpxvT7+IPO49Og6Qf2mZq9sL0/8nBlhdXm+p5/qvP+kynjAucElKmlyy9OxyPPYNN+3Wf6bPXUzxQddPdb1QZmYp88UC89JIzhtZxpDL56fuoHVd947awSLvhL47cfjN45z+Tm9f3rqu4/M43Hjtx7r3/3cbz8/v+M7Xuz7N977/zUGlYd2YvkWCyszRo0ri6u9ESeTbAWZEoMproai07bFXcvbDFZOcLZIE2QSbanYaUq3crSJjGiRo9MzIstYwdCYovML1rBw49mxRAl+KyXF0g4om4jpbLU3XX+zYUM5FjkpQjSlGU7eN3t4T5rIMsaoSf84TXMXutTzZ+S/2a94mhfyeX/TvlW5lrUSWkOm3MupNMRNY08Zp0LRaX7/+MN5/B6OIDIITNquIqYWM1rOotiLyXJmDarza9MEOguey2dnuHF5bpo01KVt1bSdrB9PAAoypVGlTLp5mmCn7zt1gqry78nAMwSonPj+rht0XUuGUGvp8h1G0e6BBHMxzkw+lUrgp3XpnFbiVtLWcDgIdHq5IDmDbRuxs9MKFYJ0LYdITkl8i6fAszSGTAGgGj25rQtktegTnUVPPsQxQhfJ5grd1CjnoArFo3iU7zd5kpXvOXO+JuaXmThsnBlel4y18to5aDof0/mcTBObZubqzVw3VdiN87+/09GrMhPXbbpepoxMVhedpdOEbs77/e4C7rcGoRdNFBn1OAC7nPSRw3T5++W25PMXgexFUPvdQI/8OOhV5T0T027yEp4eWuUZrq4iEDQpJGwUDtgYxD0kR0EpTaWhnKOQ/IPAs1WA7CUYU6l0qBpF8hrriw+o14zBCvC9uJXkLIushOx72v4Ec58WdNqr2W1iwnHEggtJ0RQHjuI8UqDzWUv2a3Z6QD4/BaOyo9IcUd4TJl/iNAWzZTFX9k1W6JCJF8FQ5gyTzvMCkTnYmrvC4VxeLs+rzOzhqssEOk+4hc+HkbK0uuRKls5MbUv3vU2S1TYTmy/PmA1pVJvYfCWQLPBiVRp55nvTyn2UbC73aglO0NJQNMfD6ly2dRmNEhjylKUpjD3pSj3zLaXbtxyjdF6AzM4h0+9KlWN0HoO1L9ivlJl8hafsvmxDzpOO03Plmp62HyC78u/ymekcTG4n03+Xi4+UtEwj03fOkoCYHEnm7zAFyen83VPQxX/4DNSenLCm+zbLZfjoIQ0l5Rqb5jn4PVH0b39MLlvTcfzNN6i5RJt/2/YzM/NzfqjHr89z7297/fGuys8yX85/4zRWqsd+6NMjqXIdfudr6PybAd13Pq8uxuHp52/dxz/SIwPpe43g7w4E7WYUCGeBaw6Dlc7eqAiNZWgci+sOgE43LDc9x6BZr3p8LcDLzlVcrTvup+xdKeGS1Bn7oYXc3rYjQ225XnUcqppxEIutth1FI4NcSGNVzUDKxWKgdxXLxcDgbVm5KY4ggyLgGk/0hvyjj/HrmuqLd+T7LepqTXYW9aMfQkzk1+9QmzVqtcC820KM6CfX5Ttq1Ecv2X/WcvO2Qv/1l+RPPyL/8nP4+EO4vYMXz6SxxAfsr1/BC1Fgq5jEeeTTj+HUo1xL3qygH+GmFZj116/Rz+X940fXuF9+Q//HT9BDS1xY7NFjjIZTD7YmXS0xv/wKnl4T1wvMnSYvW1iK9iL9zReof/pj8udfEZ6+gAzLm46j17Q3HVpnjqqhWY1onTh5RXU14CuHj4pmM6BUpq1HWTE3DTnDiVa2oxuWVz0pKYbW8cFqz/5pgzHicbq3NX60PLk+clv0R9rFeSBuWo8fLe1ioLKBvW0YVQN1JGtHWiSaJ73oELMiaEeuMpubE8e65rNnd7yqNqybgXU18C+vv6IxgV8CbfETftKe2A4NY7D8k5tbvjACZ41JANjvF9Is8pObdxid2J0aXl7tedesGEfDajFQu8AYDE8WHVdVx194yydP7nnaHOdmiy44nrcH/s+XK4iKnz19D8Dz+sDa9WiV+Txpfnb1FqsSr4qe52fXb7n/QSsaMG+4WnVsmoEv9RM+/eCOP1q/58v1DT4ajmPFDzf3NCbQGs+7YcVD37KqBn4ZX/LR8+3sX/p6saGpPOtm4FV9xQ+fbjmOjp8/fcv/MX7Cz1++5uhrQpYmhMpEdn3NDzdbrI5sx5a7U8t123N3XPBg11y/3LNbt9hKMiNP1h27Y8Nnz+54f1rSOs/b5YplO9AWjeDteslm0bNbiibQe8PPnrzjT0/NDMF9vj7MDRw/efqOf3eqWTaeY92w2PScXItbeunIzKA0rJfSLNKPDq0Ty2YkJkXrAnftgnG03Kw6+tFJQ1IV6JY1T24ODN5xWtaEk8VdDbR1YFGPPDRSqlI6s2yH+bNVHWgrz6ET7eNV27Pva1KWbs67ZinjXFfRtCOH7or2xWluqrM2SqmvYHr8aFkuBpb1yHXTcWx7/m40bK46fDC8vNqz62u0gvt6wYvrA2MQO7pJizZlsmLSdKeKGBUfPdmxbeU4D72jqT0/vHng22ojcoKFaCD9tpYA12XiQnR3ZjPirZ2zh5hMbKXbWgbQzOlYMT6N5CoxaEibIN3gWMIqwbUnjJqsreBgrkfiIA5RZukJfUNaBZTNYi1oLXkRGb3C3wT0UhpByCJRYe2pGvEHPzyxhKUmt6IFDEERWi3NK2UOj0nYpM1Nz1A7uucyto1XNe16YKwSL59u+XC5Y0xiSXhcVTxtjmiVGbxjUY9sm5bPntxxGGuGaIhJ81Av+OTZPSFp3lYrls2ID6KFXxQIu1KZD9d7fjUaPrjZc1hVjMHy8dWW23bBphnYLWs2zcDDouWq7Wms565d8PPr1xx8hdOJIRpeLg7sfc0fL17xp89/yKfre4BZ9+xMpHWBVTXwjbsiZ8Xz9YGXiz1/656Ss2J/qvnges9ts8R7w8vrPd+ka14827FtW64KmgqgsYIy8tHwrD3yOQKIj0nxfHlku2lEt7hosCZhTZyD0xBLo9v6iDOR41hJ9QV4Xy/5+fUbKh25aU78uXd8fLXlF1ff8vbFH0qziPq+NAyo/DtytD/9b/67nKpzaWcyNMgG6jtFfZfZ/0h0O9W9YniSWXyrOH6ScFtNWCb0qAibRPuqZBsc4jOpJ0iorOhiA2GVBFK9EcacGYQxFVZlNRFkweF2wpvLWj5f7RT9M8EiTPZO9qiwJ9lfWGSqveKD/61DxUT3QUNoFO6UcPuIDmKqPl5Zyagk6K8N9T6i/ZkpV+097vWe7kc37D+2GC9ZrPZ9FJbWkDFDIjnF4WPH6htPtoqsFLFRuENiXGtsn7HHyHBjad8MjNcVw5WmvQ0kp3GHQPfccfVn7zn8/Ant616yZJWme16hgxyP4wvD9a9HdEzE2hBajR4lK9Q9tyy/9fRPHf2NEkDzs0x9rxill4FqJ8d9vMps/gZOH8oxs8dM/6wgXEo2wXaSZbBHxXiTqd8rQivHutrC7p8G2q8tqcqEFtxeUe3h+FGmfSuMsdiUROAA45Wc97CUv8V2ivatoGOqnez39IFkD2wPpi9/88dQPShOHyfsSRGbLN3EHxw4PLRU31TiSpIhXEXMvlx3LwbMm5rYJhGet4n6rSG5zPixx751okPaJOxB447QP5EsoQ7gV5m8DLRfVHQfBSgoHLEx0+RFZPPnDh3h4ReSNjMbL24FrxfUtxr+ZEf3dkHzVvRa4Wcn+FICd5UgrCV7035jOH3qaZ709PcCp1adhmuPrQLGZLF02jpoI80XNf3LMGd63Xsr/PebQPXOMj6JKK+wLzr0r5aMnw2CQ6kS6mTJBSjtPjhJp2dnMVtDvIqYB0v7TtG9SNR3ekYRhaXco+GFRx2Fa1fdWmKTSZVki+1OpCLtW7nmbA/7n3rWvxLkRXLQP0+4g8btYf+TwPpXlrCA9m2me6Fo3mf8UnRhOkJoILaU+02u49gw89TsSeEO0D+T7+cO8nrzPrP7kYwLtcyrojd8Kpy8+l6utVSV6/SCUxcWGbcTGHJswHRlvy24fcm2lWzwza8i2x+Zs96uLLX1KGOVO4BfyfU0Po24nWH5lcKvZTzsPsi4rSJV5Rg8f5z9ylp4erGS42EPoEPm8KlAuElynJOF7qV8b5TsNys4fZwF5tzK++sHePiTEffWkZxsMxkZU/0yF/YhrD/XdC/kO6/+xnL8YWLxSnApKsHxk4juFe0bwYodPwsCh95qwkcj+l0l4/w6QZD39c9lG8OTjL+Wa1R7RX0rz8UnnuVNx/jLDW6vGJ4ksZLrFW4Hp48S9XvZjh4VtlcMnw2wszz/vzR3/0VH/WcLxj85EG5bss20z05COhgs6eCwVyN14+m+WJMWieq9gR8fGQ/ie60Hjd0rxo89yiQZQ+o8W93FZZp9mvXzHvO3LeMHHrMV7WD+sCedLKpKqAdHWgXMgyXeBMmydZYf/ugdX/3tc6gTDBp7JfzP//wXf8n/9G//A+zak9426EEV6LncX+nK414Xve3TAC5h3wpAXAVFuAm4O4sKML4IuPcWfxNxD4awKRWcoMgFwE8CtQroNzWpkWMaJ26oArvXsxNMXEV0L6YNeoThAxnz1OTZbTL1O0P1Hz5w+HqDfdbBF0v8M8/Ljx5496tnfP5f/df/6Km4D39xk//L/+E//Xtt47/95//jn+ac/9U/0Ff6R3n8zozg8KGfyxgAYTBM3qhhaeifaOJHkjnqFhXqeuRoavSLnmFjMU3Anyz1ZuBk25m1NfkAU0qWWWVwGbv0jIOhXQ8MvWPsDQSNXnpxDSkPvymrVQVm6emuHW4luAJdsoz91p2N6heR8ZnG/fd/h9qssb86oJwT319ryYcjyhjqthFGn9Esrzfw/oE8DFLGtZY8jIz/6ic0/+YvaT/9WEqxKcHtnfgId52Uu2Kk/ewH8NW3UqYF+Xzfs9isyX1P2h2on1xDjFTOsaoc6d17VNuQP3xB/cWJ4bNnLL84QEroe+EIOmshRVTbsrxew6+/QP+/7L3JjmRblp737e601rl7tLfPZGWSWawiQaogciaB5EATARrwAfQKgh5Aj6CX0FhjDghR0ISgqsgqJrOyMivbG3Gj88bc+tPsToN1zOImJWURkFAkwLSJR7gbrD1nn7XX+v/vXy1Jmy3VUsDR+dTRTODsMibu/sffg5zxTwLJWlk0NPitIc4SmMwOi78KmKO48sIqCLzWSTRSfxSzSNhY4pUnWUtcRMgwrgyrlzs2LMSBXAf6uWPsNfl6pM+iVUzFVNBHPi6gtbD6/NESS0MsM34mPMHxaUCNMoJ0BwHY+hceP7fUn+05bWpsHaiLwA+efuDXxTX3aoEpJo1NM9IvHClorq4ObMxH/U9hI30jr+vp8y0PbkZ/shSrgWFbMnpNbgKmSHivKduRuhx5DEuap0faarzshkMwLNqezfoGlWD24oBSmVXdU9rANybTm4a/cbXlrcqcXAMm8+WTDV93VpycQcPc48pAPzaUVz1PFwfuVSYETSgtq9WR0gWcTuz7kqNOFGWgu3LY1Yia2IBjVFBGXO3xg8atBoI33CyPvH9ScbU60jdO9DqlxFuNRaKtB6ihrxx9UQhQ2pQM0RFvPL1xwoIE9MwTjo5m2dG7QggBWU2IELmPNwXldcf2WSXmjt7w3b/xgV+q51JAuMR8deJ0KumPji+/vONrnqGawHBTkG8GxruCOAsf9VEadOvRJhM6i7KJovbkqHFFoNtXdEeLuRoYvabrDapMnA4W97Sj7xz9waJ7gZnrJuDKwGFdc+YI6jpMwGCDKiK2DBy2JRSJovEMnSNnsGWkPzjhGHZWwNJFQfeFl3UyKnnfZ43z9DtVR2zl+fxqz/2+ZVfMyDcjeTA0Nye6o6Q0DE8K9M0g+ufzqBrks5jGzGdTnPnkxOFYyKRl1OQiMX96YP/YoF3itJfiW/caSkV2mdBMKSMKYjUVF1qK7Fh9PF/PxWC2oLwUrejMcJ0pNrJxzzaTnCK0UvSe32sq82U0msqzXARCLaNviZOcZCJGkVQmtFkA3kqA56mQ15otJDKUoGopisbVVKxm6QoCArmfrmyikTVkl3DLQWITkyKVnq4MzCfM2XFZY+rAmAuuarmmxSnzfiwc7aojJUV3ZS6c0uA1ugoXDd1i1vF4U1DMR7xL5KCZtQMnoKw8vc5UtWewmbIZcS7SuYLr6sT71SAO81qznHecBsfKdbjlwNPVQVzlQbR1Zz1hU3kOk9SivupYND13Vnb5sbNUVz29LcFritWA9xp31eNNiZuPF+zNeeKXkmLR9jwkNbFdFbNFT3cq0VpMU2qSLRiTyXOJpcujplz1GCNu6fPod1Al311ueZ0Vi7rn7ZOC2c2Jz+Yb7p/O/4rS5K/v9rus4f/ArGHrImkShCsjzqZsMtkJ6FapTNACvI0GuSBNWa/R5AvkVhIcJuh0VpM2LV+0X2ewrbWRUduPvzdZouPObiSjL/pDY0Qbo01CJxEFap2I2on438vzYDNqPiMXDtU28rMz5LpEF4UYPQqHGkaJedMa1TaoqhQdn7Oo0U8XI02qHXrryU2JcgXpZoXeGNH4pURsCvSzG0n6iBHKAlU4iYDTGlMU5LZGDaIHxOhL1nAqDTnXxFKja4fug2gXb1aSVoITPVPtMM+fCsAayH0PT65RIZCWLVprMTKcUzl6LRFXg+zatFekUbSEplfEXtx32iME/Yzo0Ky4IkGi3uIoO8E0yIhfD0rGdL0cF0lZgcv2itAbQTlMKRLnLWAaZfeftOSjmm6KBFT5EienJjzFJYg+gJ+e+2ygOCdvhKQn1iQfTRBnoXOakBFx+h2TuSIDWXRrOZ11Zuo3NGppMkSks2kjn911ehJCn2MYv/V4cRKjZxFGx7M5IE8GgcmEk/J0cc9KNGBBRnUqiGFqjIKpSFH0gD4ajM4XllwMmmAmR3ZSqClaQ026txQNKsrnk6NiDNP/kzgTY9SkoEkqk8OkIdRJFvek5HVHhfJc9GNns0KO0+uMomFMmouxK+l80QY6FxkyF0C80/ECpUVnKchNApuorBeIuU0CiTeTHtRmMamcC8FJ/xaNQduMtYlsEsbIupOmv6c0uWyt6O6sFXF+mooWioQtItYmhjOwfoJkJyDbcz5sxhcJUySaauQw4bSK0n+EkycBWidboKas1jhq+Z2aiigtn7MpIkURWZQ9x9HRFxlbRALQlB7vDcZkeudk42LEPRuDvujVzmthChoMlGUQ+UtSsu4VibYcOZUlzkX63si5OkqHESXnnwqgeoO+kBwmL9yg0GeAeJKOvPKgJ+SM8tPEJkzn5rRuqDB1UoO6dPjiKJ1hkCJVuq1q6uIhYPigZdOX5G9qVGQ7RRpOj6PHj51aM3J5L1nrS7Se91peexDToh4hDgY16N/Q554B7L9xrWN6v1lNnr6zAA9x408jxLMu/dv6eKUm4Pu3H1P9PzzP9Fwgz3PRy33rpzURcJhJVJ+mdeecDXy+ndejS9BC/pi0hZrWuIs28vy++b9pHj+CtPmN+54/pxQVWsv9c86/IQM8m5u+nbL0788YzziZ8/PJ6+R3t/+Ebr+9EJxwL8YkxkOBqeIlaDtVijz3ch7o9FGMO3UPy9oz9lY6KuPE9LMS7g0ioDUPjrgKsqMOghpRCry3k6OSy0Hrak/oZSdOIbtsM/eX4rEohHsUTxaaQHndSX4jok2jgB//T0/Ba+bPDgCkVHNc1+hStGuzRcfxsKBuRrw3WFtOPxPBy4VXvyuJ//33ubrZczjNuV4cedh8QlEGxvFGHNLAfNZx6meC0UiKpho5nkrms45uaBgHx2J+YrO+ZrY6UdrI4+5T4dZ5g9KG9Mby9PcfuX1YkB/mcDXSzvsLXPdmceTDwxPiyWIa0XmUlafvViwXRx4fr6makc//5xPkjHu/pfvuDeX7I/r+kfDV84tSenhS0fzxr0lfPKN/0dD+27cMv/ec8ld30uWcTSPMwXP8W08xw4geIsWbR+L1DP31e8L3P8Nue/hwD1dL0qJG+Yi/bkhWUb3dk9pSxOxKMdyUtD+5g9sH8hefcPjekmo9fjw4HzpO31nQvNoTm0JMOUYTK8Pufxgpn4m+63a94Gl14NiWdEPBrJaZYWkDodEch4JxtNSzgZvZiYdDQ1uNrKPBFYFV3bMxLWYxMp917IHgDe1sYBwvlPxzAAAgAElEQVQstonM6oEXsz27fc0nV1t8NMyKgff7OfXc87zZ82eftJJoojOrpuOz+YaQNN3Ccds7frD8QMqKN1FRVZ6vFg9sn1XUhegWr+sTB1+wdpHvPbvjZb3ll+UTPms3/Gp3wyftVuCvZNJK8bPNU0obeJ0UXz59pLUjWiW+XlwB8OXykV/Pr/n9Jx/41e6a/+LJa/5FsPzhs3e8Oy2oracLjuf1nnenBX979Z7ajPy7zSfcHmYCw121vK+XXC+PDNeOuvA8PMx4/mxL+YkUM2M0VCbwerEEBBRtVKa7dvydJ2/5325/wB98+ZZNX/PfPP9z1l1DZQPH0fEPnn/N/djyzX7FP372E/ZjyZfzR/61+Zw//OQtf9k+5brp8EkQRW050rqR582ON8cVtfUsXM+q6DiEgv6J4y/unvNHL1/jk+HnmyfMy4F32wX/6Iu/5Kfb59wePoKx//7Tbxii5U/05yzrntp6WifHT8hSjD+pjvzrN5+jdWLVdAzekpLCmsRqJWDeM/S+WyXqdsCYxDFX1PWItwZjEtYkhlHWuHndY1ViVfecnp9Yth3rXcPT9kA/gYq3KjOrz8B3g9GJMchzu0lnuhkMei5u9KIKxKiwrbA8l2XP2rTczI/cTxdrc90RpjVt7C3DaGhWHePgpLCNGqsz3X2DWw6X1InNk4r56kRhIw+/uGb51YbhT65J/3DL8H7G/NMd1kS2+4Y0Gr7/+QfGZPj67Q1/+NVbAH7y9jlXc5mrrx9bmtlA55cU39txMztxHB05Kx4/LNB14OnVgc/mG37sXjAOlsWiY38UfcnRG1wZiK9aiu8IFHroHN99+cCr22vu/qjkv/r+z/jfw9/kH/zNX/J//vwrYjAM3uKDEa7i5MbVUxqS0gkVZVNrrTBw096BywyDu3TOYm8gKMxMdI154jKeTScxTIghPRV7JjIOjnyyeCObgWFfMugskP9oZbOXMuHoKK93DH3BLtREb/gHz77mJ+XzC/MQQJN5Wh/4C/cMozPfv7pDq8RPgMZ5KutZlR3vjwuGaPhbV7e8fbrkq/kDf75+ySezLSkrtmPNy2bLOLVQn5V7/qJ+QW09m77mq8UDp5sCqxNf765wOjFGw/evbvnl9olsVqPmH778mkMo2IzN5fV9uJrxT57+hJ/PnrGyJ/7Z6Pi7z97y+7O3HP23iBb/EW8ZdemM/ud8+62FoOplh9kbAbBGEECoQqCfjXyA0RgJi584gqFx+IyMRDJEJ7qsbDPZSxudLKyqVEinRph/okcctCOPWsYeSRE1RJXhnInppUsUEVZhPlg6WxI7i+oNMSuSM5ijQUfw1klXQedLF+ni9kziCvx2J+nbwNazhf7c+VDx447JTE7Z39gNJXXpbkoSwsetz7kjlKcdUc7SuRGoJR93TElhlLzPMHWDLhiQ82NN3bU8ufLOuzrpgk0vJ8gOVg9hSjGxuN2IultDXWEeT2ANpIRtHapwmIc96unEWTy/rcNRuozPrsjGUN73qJjQ25O4mU8jPH9CrCzuV1vB2Wz2qLJA74+YyuHGCCGiDxJ9p48dsBLuoTHow4nqvsZuO+K8Qo8Rff9IuaxQxx7/oqW87bCbLfpmzvqxJUfNoaiIDyU/ffKcD9s5/UPN2IrBxExw69QbGLWkIowWvyvo6hK2jr6wfJMU3JdEm3kMGvYOguI4GNSo8TYxNE7AxQ8l37gVOSmKMnDcVuzKyKEv4bHAeDiGhn7m6LwlJc1uX6PWjh89vuTd4wL/WOHLgp+VTyckjDiEz4kHMUwdzmQE2pqEUwgQ8zTK+9buOk4cw5A1mgkjgRQyOSu50GRFF4vLseqjwKlj0iTU5ef5Puf/+zixIafuZDBy4QvRoJWkosQs9z3/zkcDJhKi5s1piT4abo8z9l3JL7unbPY1VeXpe8er0xW7oWLbVbzur3k8NDTOMx4K7rsZp2M1nS9igghJ03mL0Yn7Q8usGiRJwVeS0BItx33F28WShGJzqBmDoTsVvO2W3B1bDseKfhQY9avjFSEJKDgmTWEDWysA3Th9Dmeji8JwGMQEBRCmwu68FvhRXNnj4KQj6TXDYMlp6uhN91E6E6JhO1bCVxstJ+cIg2U3VAKxVpmhdxdTSAh6SmESkPZlzRk1UUMohd+aoiJOGuL9WBK84TQKl1W+d1lbvc2oTsbKfVmQDo5YyVoMYPYGbwpCIdcABsPhIFBtt1PsjxXNCQ6HErvTHJYVSmfirkBFxfv9XC6wO8ftcSZmhG3JVolTPO2djEyPitOuugQWpKRFn+oVG9PgTGTYVuAVOwXpaOU6FBXjqGkeFd3TUtbk3vBhJ2xOd9K8Oy1QJ8P74wL2jmgz+6lrrY4GPSoGhXTUgiYCxUbTVyW6iKS9o3g0hDozUuJdwmys8CCDurAPzSif2a5psFtDSGD3hmwzx7ISWHdQ2J38TY/64vbtgQ/FXPS+GvRJc39oiVvHN6cVae8ux62PAn9PSWNNImTN/lCjTeJDNcfpyO5Y0RcWq0t8MgKiDoZ35YLHvqa2Czan+tKJ3PclmsyYpjUjaR6ODaUL7LuKxo346W+bQ4O1Ee8Nt9Wcx2N9aUq87+YcfcnBC6j+bL57NVxz28/onGN/qHnbLpnbnrtj+/9ad/x139LvRsN/RUfwasTaxKzt2eladrejRZuEHyyukJg3ayOH0NJcnzipmvnqhILL7tfayCErdBEvmBHZ5Zaw8rgiTEw2KaDaRhb3rirIUVG3o+gPeifF1AQaLWcDdek5upKb1YFdWdGXBVXlKV1g4zUxgVuMaJMI3hLHTOWkexaT4lTGyQmpqAvPUFhKJxFldspMNedcVqOJlcMUidoFxmBpnLz+0omyPEaJ7alcYCzFPZmyoio8g5e82XNrvClH9nWgcoHaeU6FOK1BLiynOjMrB7ZVhS8NtowUNpC0xhhN7Ty2iPhJH6V1pipkV1+7gK0CpQuEmcTO2W4kzAvMjRRg4eUVOiTUGBgXllIp4s2c0MiJERpDaYykp7S1jL19IMxbsgJnNGZzIs0q9M9ewfPfI18t4PYBbq5Is0LuPxNYb/k+kSsrOdWVpX9eMn/fkDc70mpG/6Sg0hCdRpUG9eSK4brAHGu0z8RZQXYLwqxgtdoTopGOYFR8Z/GA0YlvkmLW9IA430I0nAbHODisi1zPjzyYlrYe2OiWogi8WO15NVi0TSxmHXtbE4OmaYdLJ2BWDzxtD/z0WqLKfNLMi4F3ekFdeJ61B360q4leUy97lm3HpzPZab+3kfug+d7yjpQV75Oiqke+s1jzy3xD7TyjNSyLDq0yx3pkUfSs3Im5a7kujtwXLauiQ5OxOhKSoXUjzkSqemRZ9DR2RKvMrBpQwKo4sS4bbsoj+7HiujhSF9JBW5Q9MzegVWbpOnZFxcqeKHXgfTHnUBUsXM+xLNg2nlklWqraBfZNYFH1lCYwcxKx1diRh6pBIZ1YrWTU9uVszU/nn/DJbMuja/hefcsfL7+gcZ69K/mqfWDtWpTKfLe+48n8Mz5rN3yzWPFJu2XXl1w1HTFpjkXBrBxo3cjLekdMmtYNzNzAwg500TEky3rR8Fm7IaE4ecfMjcSk+bJZc/Dl5fxUwFftGp8172YLrtsTtfWXz1GKa8NNeeRNtZx0nx1DkIKlLmQiEaLG6MxgEvu6ZNEMGJ1IUdPW4zTSTxid6LWMnmvn+Xz2yLvTkn0lbtJxtKwqidecV5JXfY4wG4ORyPMkY8vSebSCvixxzUh5XtOixtpvdQTLlmXdT11MSWSRKUdkKAuSn45zK+PqlGSTfAqKctnjJqd/3xUs5tIRvF3VXM1PnGYN7aLncLJcLU5YkyQNxhteLnbErPnFsuKT2RatMg+rluvFiZQV66xo257TrGK26rhpT5y8FLj3ncHUkevlkc/nG9arFj9aFvMTBzMVnMFgXWC4ctTzHqWgLwpeLnd8PVhC0Hx3/sBfzl7w2WzD6+UVJEXVjISg8bEkFmCrgJqYoKiMX2hcI2t6lxQ+KHKVMK3/OGKf0rXO2vXopRBcNAO7eYGaBUHw6izTJStJNSGDagOpmDSjCorGs6x7trNGErpwLJuOU1tyVZ5QTeTz+pGDL+mCpAOdoxCfVAd2vUS6vWy2lDqynjXUzlNbz6qQ7usQLJ828h181mzYDDUv2h0pK2pb80m7ZYhTR7Dasx8rauspTeTTZssxFliVLoSBfnq8w1hKaktWfFLv6ArH41iTskYrgbJ8Vd0DMDMDi/mJz9oNn1drns2e/f9SwPx/veX8cVP9n/PttyeLnCzBJva5JnWWPkMajAhGD5bRZFQT8NaiD4auKtEHS98WImyddFe+iKijIY2adO6QZXBHjbcW7yYQpsuQ4KSz7A6n+KR+0lqkUXQuqtMoDQOl7Nb3BVtXS6HYWfqkGLTD7OT+XiEMsJPBDIrHor1oH9g6vBMX5yMQ9o7NaC87tuy16JsmgnpzpzmVjoeiZTg5boFuUzHWjtjJ8zF1E/u9iL7zhFjxB0nCCKOMDu6iJj2WrKfuUv9YMRRJxgplpNxo3q6X+HWF2xg8kvaQp13trcqMmxJ9NAyDBpPpXUHuDfcqEx9LdlHx8t0OAHXsKN8Z1HpLzhn37hFCJM8bqtuBfDhggKp2l++I0Yte8tiJPtEa7H6UPONDB9sDZncgf/oCtxtQ+xNUFWz32NFDShTrDuUj3K7RZSH8xKqkmBciSDIavTlQv3fYux12VqNOA+rUU64r1Js79Pwz3Icd5IzZnNhsF+So6ArpZnxzXHG7nzE+VmwmY5ErghT/wzmhxvKQYdhUBG/J64KhtNzbBFtHNJltUqSdQ4+akxf+XjRZopSSIq9LbmvJpT0VBYdDJUk4UaPWBdorOiUiaq0yY7A87hrYOl4fVzwcGvy2xHeOt82Su4e56MNGw35eMo6WYVvxMxN5aFpu9zO2YyXdzmk0dN7Bf9jOZcNw1/LLKeLJ6MzD4wylM2M0rLctGVjv5Zh/eJjx4+IFd/t22pw4dkPF/V6yaLXKfP14xeEg2J3toSLc13wIhjgYTBVI9yWv9QpjZOMBULrA3cMcddYEM8WMAe7O8pc3z+h7x79qv8OHu6XAdAfLD92n7HqJhvuT9ive3q8Yo2G4bfhJ+YzH2zn7RjJ04ygoD1cEHmc1d5sZ5YR3OWfvjsGwu53x58ULAO4e5rgyMGwr/mz2GW/WS4aDdHxAWI4xK3a3M06zEuviZTOWpmnAbT3juK5Bw5uo6Q8y1hoKd+nSKyPrU/Fg2NWNyGeOju1oyKOZGIRJDChOdJilDbzdLDjdSaHjtyWvixX7TUNXFvhtybgy0kG76Fghj4ZTGVE6Y9YO7zW7YKTzHbToHYFv7JJ+W/IuLxg21UeTiVeMNqNPBjMqDhnU0eLLNBUoGbe2DKlmcMImVCfD42Bkc/lgeFzMWN7D5q6luDdsmqnDs3eooHjdrEQmc1/w69U1AOGh5j6JXjWvS3ajpn1UHO5bhsFeNI7u3hEawz0Su9Y/1Ohes/EajhPP1SuGytE+KI5XtVwXes03xQr/WFLdGX62e4p+cPxqd01+LFBJ0UUNXmH2oov05wnOpJsu7w19UeB1gT4Y3E6TCkmN6YuEW4sjXMdJcx1E04iCfdlQPBh8UBSTw7YzlZAFgqLYabyXtBUmafCYFPduSraxGXfQfFgvYFPwzXGF2jh+tPmEV+srSR2a8GhaS5bv/d1cJkETVub2boEtJCe+rQd2+4Y0xextjzWHseTtw5JtJzihU1+wHSr8FBP1oZ7zZr0UI8up5OSdYNlMZLNp5TgPMsVYb1u5JgM/ci/pg+U4iItZqczxUPFvll/wan/NrBhY3y34sY100fHr++v/gPLkr+f2u9HwX9URPNdsZ3TBWVCfpTWuB0UsJX9S5al2CoDKJG9k4UsiiBXh6iSmvYxSESjsOa1gwu//hpD03/93RsbIhRSNZ3H/b8A4MwLTnVzDTPexezEa9DMnC2JQuKO+AIqDdeiTOMXOAGwV5N/n91tsYFwahpkjHy0nU6KOsuPT/TQ61jC4hNpLVJTK4KNC7w1eOVRvML3C6wK71wTtGKJCHwzZaWynCTNBPhx2JW5rcAdF1kbCXaaRxKkuMXuDPSkZA04wW9MrhqKQCDkzGWCsIV1NruInVygfyDmDs/hnM8xuhJfPyD5gOk+a14wLQ309JxcWvevAWbJSjFcl5X0HVSlpJ6ee/uUMewzwbEkqLGY/oI8d4fkKPcoXLMYbQ+578uyK5DTx6RJ1NZdjahTQN0Ei9dK1OMuUnRiSPhBXM8z2SDqIK9yXGt1p1qeariswB01ECtmx0uReDBJZZ5TXDLpAH40YOg+aGBT9rMBOx0HQEtulB/BGhOoyioWDFmRNfypE8hA06WhJ1rAH7H4Sx7canwt2peTmxr2gabZDRXeU7ywVmm1XkY6OcTCowXBExP96b9i1DSHKOC5lRbcveZiKPTUVmP2hRJkkkWoH6ZRonUTXpJiyegsebMtwLLirWtg51sua7lDiC0uYRobdrroUuMdjRTo4tqbGHx1ur/HWoTtNHDT2pPH7Eq8zvhJ2SmcjeVeQbCKeM6W95t7MKHaK074knyyv9lewc3hrUaPibt7SdwVp7/jmsCLuHA9qht1ptrsGvZPuDtNILVSGUAhf1O9KvHN0ZXFJY0jRYHaGh42MI/O2YCgsZmt5v50zbCuJqCw1Kinuq1akGHtDiIrgEkMhY+McZTM7Dg67dmSd6WKNPkxjtNJcyATJZXSvqR4UoXVkA+4kBiwzqIsD13hFcpmhNxzmJ06bWuL0UikxeFWDWjt8Y6bNX3V5DhXkpxklQi7rTLVWkn0bFfYwSUgmnM3eNpitZQgS06aSYH/Or8ceZU0Lc4PuNGmCPWcjGJ5UaFIh66o7KLw2hAzVCfrO4o4ZfZT4t7Gz0/3ku+q7gpwE6XLqC1LU6E4RSwtBUxwUozPYTtBIwTnZAGdB/GQlsYpDkAxy0yvGQiIwVRZnckBjT+KcJktk3jhYQb4cYdPVmF7J+HM4GwwzGD6mvGREu36cjEURWfsv5qiPEG6Q/5+lTSpwgZNnLd0lPXUHBaL+rdu3TBqCKZJroYrqksJxuXwlKcZLEyDBbiwZe0saDdHqy+NpLU78DBz7AmMER+OjnoIAIJzk8943JcOxYOMq4tFxMkmyFQbLwZWyacsCrx5PBbGIxM6wL6pLBzl19iKv2p8qYm+lyI2K9akmJU0/RVcqIB0c66Hl4diItKXXHPqSXV0xngp+d/tP5/ZbC0E9TKkDZRTekJ5a2pMGKbaygzwXXXkCgobpYMijnNhhsNMJ9DHySU10eKH3T2kISQS20RvSKPoskiJPukSCHHRoxFXm1MVJF7yRbuXwMSw9a2GJnSGp/ioSvMKtenF1BoPPhegHgWI5MJoCW4dL/ZmmjmDymuQ1/ckRlpHZvKczYv7YBo2rPGGw4uJT0M4HurOLLENRBgZbUM1GfG2JvaFaDPShxl31FEXkGMVlGHqDLiLjytDenDjGlmwMYRXE9p9k0V7MT6yvLKkywoJSSN7qydIue46jxs492UrSiPrwQPj+pwK7DoH86TNU77EPHbk0knW8mBNrh/vzr2kXFfziNdoYWSGeXKOMwfYRFWVMrA4ncJbyviM7g3lzj7H2LFjEbE7kuiA7gzpX+KsFKiW0T+jXt5L4ohT+O89RQyRXlrSaoz6sSdefyVhai1tc5UxaNKhqCq8vI/lkaAvPwSTGNsnxCoJA0FmYeUk2D6ZIxEaQNbHO8jsTidWUYlJGYq0kCcVNx5ETF2ZRRLpqctFnJW5Rl9EuUpaBU5vloqHBVBGrE8plhlL4gJUN0gmrE7mKOBsxC8FIxCDYiG50HLPi2dWe582B12bJddPxHnix2FNbf+kIvsqK0nnW3nC1ONEUngzcZbmQPFsduAWeLQ88uprPF1u21y3P5weMkm5ePzqu2xP3OvHFQgB7SmU2pubZ6sCDbem9xq16Qm1xZcCr6gIln9c9IRpKG7idLkDWyufvveGzmw2vrlqurg8c65IfXL3n3fVyMjUVfHn9yP2pZV9W/P7Ve95dL3i+2vP64Hhxs+NDWFHPBkHdeEtVBKrCc92eeG/nNKWnLUYq6+mDwyfN2/6ar54+EpPmvcpUledQ1nznZs0rkzjWFYWTgvqrmzU+GX7RO6ra41zAmYgzCR9FC3nVdLwK8t6uFie2dXPRiJ4Paa0zwVu6oYJnA0Zn/NFhWi8FlpbPNXpZHxaLjmXZE19suXdzmnbgVFd88uKR22JBU48ciuaCLTlfqHMS97CxCaUTna7JZaJa9QxzJ3rrCS3z4tmWD2bJfNFxqJpLakooNdiE1wZVC/InAhRJNIIKQiuMPIoJHRYVzAW1E5oC3XrGuSXNBSOkW+kM+2nz3DSjwOabgnk9oBXcz0psEybNpUI1Ed8KWLpsRoITjaOfG2KTpPtoA3EeSYVGteFC0FGjJlcR32ryLEKCYAx1PXKqHeNS8WlzZN1e87QaOFSJXAtSKcWpu+80eu5R02UNlfGdRtciswlaNpupyLD0GJcIR9H+Ka9IzYRS6uX6VM8HxoUj14noBXflWk9wRnS1XpGbSJiKuawyeuFZ1D2HWQs2ExSsFiceO8t1eSTNI7NiZFt7woSNOWvY22qkqyuUFai6M5FjW2FswhWBZnK1p6xYNDI+v57Gzu1kQuq0SEli0qQMq7pj35QURaBXmev5kW50WJNYe6EKxKi5nh+59YbkRGN/3XQM0Uzuamn+HLPiujwyLCytHXnbXDGrBlZFR9l+NAX+x7yJWeR3GsHfWgimMl1ildDC/cpZCrdzgagU0vmb7peKLNxBlWXHMNnss5WL7jmnVrhTWlzGRSKrj0gYPcU4ZScdtjO76IxGYIpcwklmY3KS2xi9llg2I+zDbARwjJvcyiqTp8QIMXNoNoPBFHJyzZqeXdTUjehzjE6MU1rJOE5diLlBz0QzBbCse7rBUZeefkpdOV8gzydsSoq2GtlmxbLtONqCwVjmTc84s8yagboQbERRBAZjBWlRlzxvTwwLRwwlugnM2l60S8Gwqnv2TY0HXDuidb6cwLNqoGsL6mbAv1iiMtgsUW+qbSBPUW6FQ6VE93xO+9aRZhV+6XDPbqQT+vwpdD153gpWB1A+4VcVVinMKN1Dfb/Ff/kUU5XkzRa1XBBe3mDvdoyfLlE+YfPiEt2nO09yGuUcaf2I+vwTxmVB5RN+XqBrR3FqCLWhKAvBSDxfYo4jsS1ol3KBrArPY9B8NtsQs+JD1DSNfDfOiEawLx1hlJzP5bxjoxpJgcjCgrtZHnl/KlAmMVv0HE1F9BrXjoRRvoumGXgyO/LLRc3TpThF22LkTmVKF7hpT/x82ZCmomnWDLyY74lJRvgbr3nZ7OhXltugKcrAZ/MN3eioXCAmxarusEbE2Df1SbR9dcnLZssQLE+rwzS+lQvQrqlwJrIpIsu6Z14MaDKnaTzzpD5yGh2fzLb4pPmk2fKL5oan1eHiej7agqf1gZg0L6o9Vkf2Y0XvLdf1SQwYnaOuPMFFqsKzPoozu3H+IiZv7chplOOjsBGjE90ojuRfziPXTYfRmS+rNU0z0JSSaPO83lPoyHuVeV7smDU9L9odb9sVT5sj21nNoulJWXEaCmbVQGUDz+s9Q7C0bmRZdlTGMyZLHxwP85bnzZ6U1UVv573l02bDbqhISV80vU+qAyEZvqlXLNuOygYq62VkPBlwbqoj76s5Wmdm5UhfiZatKvxFX6SQc71vRKNsbeSYxB0uOJgkurzByfowrR+NE3ZkW42Mg+gZt5WnLjxjO9KUkprio5Euy2RcKQrROO7KEl0HSVSqkLz3CdU1K0YeisC8GugrB5OB6vx6vHWiEZwNdAqKyk9YJSnUzpuUnGFQmXbRUzrPZlHTznvGVU21HBiOlnYma+pRQRoNT2ZHQtK8mVc8n8lxu25bFvMTKWm2QdHMB8Z5QbkYWM3EjR2S5nCyqCoya3uu6xMfZgtiYWgXPScjY/kctOijl5ZqLhsF7yyrtqPvCvwg59tP54EX7Y43sysYjDQZvEH10hFOo6QenTV7TPInijjFFMq1MHtpiqjMx2g+PnZpVeZiIuL8uyQNCpEVTU2MqCSOL8nmN3lxw5MUeGlwjEEoG/f9DLzii/aRzjvGaC4SCKOyUAa6EmMSn8x2WB3ZdUIhqGxgUfYYnRi85dPZlnsT+Wy24TgWPG2FnPHY15e0Fa0yN+WRk3dUNrAxkZftjlMpruHBWwobGYLhZbujG50Yw4Av5qK/3RcywdAq86AT32keMCrTmpG/nD3l09mWr5oHfj3/T2c0HH8XMfcfMBqexqznQuysITEHTRqV7MbUxyxHPcrf47mNHBX6vNOMvznpVWEa8yInZS5lJ5u/9dwXftK3YKq6UyQHeEWuFGow/944WREHg/VywqZRdCn6pLGjYlO0ks05GPTGSbZnhk2GdHTse3vR9uEnXU0Q0PLsneZQFDwWDcOxIEbNsK4ZG8EDnAPn11kx7krOkQN9VZCOjrtRup0Mmodg4KFkEzWHyuPXFWORUJ3BN5H6QfPmdoW6LSmOijEVbM5wWa+5NQn/WGIPBj9pXAabUINhrTL5oeQQFZ//+oOMZJ3FdF50f86iQkJtD6SbBc0vHsmzBn3oKTYV5Mxw5SheQ541qG6Qzp6VDqzdDpj1jlwWqHcP9H/4BWYQZ3L6zmcoHzG/ek/65IloCjdHVBDncB5GuF6SrCIvZ6jlDHKmfr1Hn3qUb1DHnqwVtouS/azAftiSZzX2/sDx9Q0qKU5Fwm0Nfzb7lG5bYe8ch6YUDY6TTrPu1aSjka6E2RuOdUl1b4hV5n1vKd6Ia+84l1GoHhR+7rBBxj77pmS/rCm/KfgQryDDQ5lgbznZzKZtqV4VQt/0yt0AACAASURBVPE/NDzOKvaLWrRdjwXVg+FHT1+wv5vh7iyhyPyYF4yngq6IxN4yeMs4OMKm4FW54tgW3B9ajmPBetcQs6KajBidd9w+zsVotXd8qOasraAbdo8iPP8a2O1qfpyeMwyOH+mXHB4bflVdszk0bIuKbnB03rHeNVTWc/IF62PDaVfxWmV2uxq1LjioTDo6ujqgjob1ZsZaZZpGOguFDTw+zNAuXTY/OSr+dPiM2a8tv2iekXvDP7O/z/7Ngl0ZUZ3hj9MXdMeCdLL8H8Xvsf5mxf5YoV5X/IV6QXpf8WGKTVRecywaVJG4nc3o1jW6kS6rtZK/nKKGb2r+NH9GTgr/WLKpRKbxL91X7B9a1MlwdHL1/tMgQPDxm5YPdQ1uYqDaSUOcFK+rlUSzKXjvDf54lh5YKRq0bH7TYKjuDV1diySkMxwnxyiTTplBQ5G4jYrySeD9Zo6/r3kYDXlb8KZaclzX9HVBvi1ZPzPkSQKTp2kDg2YohM1q15bYaE7IKO7bee7fGHndH5ImbkQj562MsMciYfcGHeCka8zGMtRWihUF5VozxpJ+6oqbvbyXbuap7jT7Zcv1bebxfUN1pznMGogyYjdJ8aZaydT1zvH6eiUNhIeSxyyTI/vgOA6G2VpxvG24G2X0SVCUHyxhptmqhrYciQ8l5qQ5DBrVG2EGekVsEvP3it2qhgSm09y6BXldUN1qfr2/xt47vn5+jd7KZ5OcmQDuSkbapf6oEUQSkcJKk4LCnDTuqEgjjEYc1cVe6BcqfOuaNyXcjCtDtZdkFbfXpCIzzjVqEImJ7SBbGXNf5EilIG3MQe6vBzHm6JN08vSo+Vdvv+T40FymZ2Q5lt7XC/JtRbaZH3UyGva3NQeXwSVMHYi7AhL88FTie8uH2Zz+rmY9b8WN3xnu5/MLyaJuRo73jYDQB8Nu31xkV2kzpZZ4xb8bHONDdfkc/iR+Ifr3wQrBQmfy0fIvyu/zcBAX8vB6xg/DJ9xezXnz6ua3VyZ/TbfM7zSC8FfhY5KMx1wVGDtxAJ8D1+MyooqIymoKYpeuXSqFxWTrIEkkRnan2U2jt7NZJEoxl12GMpGnXRTqN7UVeYJan0WqmEycJTkASwnCzk34zRc+kc9jnSSWpxZhdbICw66ntnR2kX4QYwZZUdWePkqKhPfS5k7RSExYEIxG91TixJyLhFI6JMNMXGZhenwQkG5qPUonctITWR6atqfvHcFa2lnPvrM0c6Gyh5nFFkGyNoHxKnFzfeA+i54wzyJVO16E44UNqDaIbrAOKJ1xZWDsHFXl2S+k2+A/fyJf9v2ecVVS+gV6dyIsK/JVLbvZFy3ND78hfnLDuHS4b0bK+5GJc0OeN6gxoHcj3R88p1wr4uIJ7u2W+J0XlK/W+BdLKBzmbgPOEr94hgqJbDX9V9dUb3aktiQ5QzYKPSYxoAwjedZw/N6KYtegfIJZgXvsRIM6qym2I2nVEitLfFLz5G+sGSbe2u16wX/95c/5xe4JrxZXLKb8z6bwjNFwGgoxb+jM1ezE5lgLR/BqhrGRr663vCquZfQ3P7HbN3ivqWcD4+CENViNPJ/t+Qv9gq+er/HRsCh73u0k1/d5c+CH+VOy17TXHctGXMMhab65WnHXLvnHn/6SHzUveTtf0Faev/v8DX/24VNKG4kzdXFO3psZny23fNpsAfh89sgv9RM+m28odMCphM9ixChM5M1oebna0boRTebVBHD9Yrnha+AHTz7wy+0Nf+f6Letjw3cWa97Z8JEj2OypbODL2ZqF7fmh/ZR75/l0seOu8HyIK5aLjqH2VIVnk2c8udpjdWJVdYKiseGCeakKLxxBb/n7z97wz7c/4O999xWPQ8M//fTf8L+k/3LiCBb8w+e/5n6Y8fa45L99+UP+12j4avHAH5sv+cOXb/lJ84yb9iSu4dHRFp5F2fO82vPq6mpyR54uruEuOv68ecEfvXiNz5pfXD1hXgy83S34R5//jL9cPuPDYUY1GUL+3s0bfNb8cfkFi2qgsp5FIR3IkAxjMjyv9/zLV19hTOLFcs9bu5RudOmxS+k6ZyDWmn5vaa7FQXs4VLTtcAGMnycMOcPN4sjcDXx588hrnVk0PY9Fw1fXa17pFfNqYFPVzGtxDftgLnmwZ4ahVplNVJg60rY9YykcQecEMfKdJw/8Ij3h6fLAvZULfwyGVGm0TYQigdfCh32SME403cJyLWEeLpnuEUmJUUrSPMr5wLCS5JNxrChmI9ZGTq6CQfJ2QzTcXzuuGnHDv7oqqZpRXMkZbBMIrcNcDxNfVTrZg9fkMtLOxdWuViOhNpSLgeFQgkmEwaCqSP9Uo2denMTO8XR55G4wjKNiXgyEeeS6PnFfrSiuepazjt5bTscKPyVnaJXpB4cxia5omD0/SP75oaabFeAyzbKjsJGNm8kEzOtLBnbwsuZ/8vKRt/4GtxjoFwXozNXNgX500jCYTakjky5XqcxsNvC9mzt+FDTOZIZjwfde3PFre83fvXrDz5895Z98+VP+YvmC7tscQZV5Wh34yUw4gt+7usPqyE9mz6mmc3te9Lw/LghJ8/2rW96dlnw1W/Pj+XNeTq5h4QjuLviYZ+WBP5+/oHUjm77mu8t7dmNNZT2/3l5TmIhPmu8s1rxaXjFGgw+GP3rxmiEZ1kN7eX3vD3P+u0//LT/vJo4gP+APnr7jb8/e8c/t3/qrapPf3f4ab7+9EPQKsmY0hWjvmDp4NqM7TXYTG9AqXKfwnRGjQ2uEizdKlyoFjT1oiRhyZwfKR0HyJT5pKhKDNcIMnCj0SVvyOd0iy+tSCaIV9ro6WYn0OWsEtSGajDtqVIB0MqIbVNJ6j5ND6uzCO/MOzwVWOMfZZUmWQE2vMYjwO0yIhQuZ/cwCDFoYVWeOYFSoLDv6GEVjKNwlYRKGIG5WKTrzJQ0ijhrtEsYrBm/JXgv5P0jaQ5qcd/LcMnI4G3liMJL0kGQckZPGnAZiU8DjFvN8gToNot87DOh9R7yeYa0ih4gKieJxlO7hIB08jIaYxGBSFdhTJCvQXYDdASMzcNz6JIXd1J7VnZfxhzOYfjKMhITtPKmwhNaStYLRo3zAHiN2MxBbhz2MqGNHNgvpDjZztI+owlBsBrrREYKh04kYNIdQcPQFfrQMk2vV6MwQDOM4OS8nk8U4jediZ8gVF1aeUjB4JxKDwTA6cYWOo5WLRBBXeucFY9QFGY0onzmG4sILG0dD7yynUBCSpvdWOGihpA+WMFo64BQKDtua0+TMDEnLWGtf8L6eE5MwxXJWPOxlgbUThiRlxf12hnNRuj7l/IIU2e4ayPDWJPaHmlflFY/7hl/WNxy3FV83V2yO9cU1PEbD46FhVgx8UIl3+zmHbS2Pta/hYNmZmjQaxsrB1rEuW4xNwqiLhsoFeV7gaAsRqnvDh8UcvbO8PSw5jY5Xww2P+4ayCAyj5W235L6bcX9oeTNccb9vqa2n35fcrWYcD+JuTEkzjka+v2kcdX+YnM/BcnADp1DgkxhsPvRzfDSs9y19NbEFuyV3xxn7Q81QBlJSvG0WjMmyO9SEpHGm4OSlIBEXsjAYh4MQAO5MYjiKESKGj7GXAGmKQuwOpWxcD45TllEpOouTePr3o84Yldl2Fd22IiWZILxr5hwPFd5b+l1JCDLtSNN7Tv5jzJgyGX0Qo9rhPLmJCj8ZIT5UM8ZDwdo0DPsSosLOPJzTLpJ0c6wLDH0pXSCm03fSzF025VN6TVV5pmCSyxpJUlMXeAqinRh1anIQljZc1ipro6y/WYkD1mS5rihxm8c4Je9Ma+ui7HnD9Fqn13RZt6ebMUmeW+WPqSBJkEao6fltYnysWEct38HBooLiECYqRCdNC7cxHKuao8rkkxUeoM6cUk3nEubRks2UYjIZJc6u4dtygX20kjJzkO7t1jbSNY4Ks7OMQcxt2Qgz9zAaXrsrYYsaMd+8nq0YNyU/3T0nbgp+vn/Ku/2ccZKpnKdfXevYbFq0ybyaPuOH/4u9N/m1NTvTvH6r+7q99+nPvTdah50O20k6uyoQiMqSgBL8DYhJMWLCBAnBgLaGCDFgwoCaMYERUiEGSCCEyJKoTKqodCZ2pZ12hMMRtz39br9mdQzetfe5YcAmVWmnpWJLN26cu/t99re+d73v8/yeuzmuDtRVYFk1PGxaUtR8bs+420ln/WY5L5pAkVv4aPBJKAe7UHG1mlO7wGZXi9ZvclQ2crecScEdNU4nblbidifD5/NT+uDYvOUaXq07frB7yk82ZxxVM5bLjs+bM5xKvF79qkTM/f8aQfh5+Bgj2j5lkhgq3GPMjgSglw5fOf73XEblEnnSBxyMcolU5UMxllWWbuM+wqg4a3MxbWgnHKx9rjFGnEri6lJlfCGLjLKppL5lGfHuwdGUNWm/YJUxtXoLGJ1yAXuWhWcf2bNfBw8/F+g0SSKVDu6vPZR631p+a4FSag+kflyxJPasfFiZLzud336cqCRFLkKIgjBRaf/46vBYRpcXG2QxznsI9n48tHekxYy926IWc9zdjvzyDerpJfpuDdagVz2pcai6Qr25I3z9HXCW8byhuzGozY48TuQn52RnqN5sxfhxdYfqGvCB8PSEbDT2+WvU8RF5vREH8N0SazVqKxDqfaGolytq8wHcL1FNQ97uqG869P2a7E4keu9hSXN1hNrsmD4+p3vocZ++hqZmc/tEUBlNhb5xfO/0maQa3NRsZ+Ii3LnSaZ40epJNy+1kYOnYtA57b4mN4bU6lrB2m9l6jVkJaDdOEnuVXGbTWlmIby3X7YIcFQ91wC9rtlWiHyvsvUV78LnlrneM3hFKioC9t3z/7qmgXW4rfGv5pJVOrS7sNUA0XOX7k1AHtiY8FoF7NuXelLH/zunDyRlUSTWg4FFU0bwpnWn2J+byXTJvPUfIkoyj9p37vaPxra/qXh+1v1idDvffR5/to7Xu+g4zKLZjRb+reTUcMfUl53i03A4z1mPFNFrejAum0bGaalRvWA21FN5adGFxkt9rjJrKRHGjlvfQBynOx2BJW8ttL0XpNMgSlybD/dixLiOyfeFwN8wEir1x9IB3kSnYA1A6Jc3SNAeJSkr6AIzXZRMiDs63xhlZHX4p+zVE7Y9NRXF350NBT1KFqsCX4hH3x28uMPEUlax3g5GV+61jXRU3p0ho5LlTeusEV5zHYSWb+ujSAbg/1jV6ZUsUnLxGt1Z47QiVrDGmF5d29IZmqditak5Xme3a0a4U/VJ+R3pjUQFulzNy0tgHy+vVQrStK8vGtOQo0OhR1cxXinEpWKx9IVs9aGKr2NqGl/aI/FBhBs2gGgkZyCIrSl7T3ChW5/VhNHzfCarJbhXP1yeYreb58hjzIN+DSCUQ6I3GTDBpA2YvaQK3VLJBtRm7NlT3ithCtlamY2tBoOmoyEo+P12iMceFpS10B7eW89W4cahJo718pmAwE4cDypfNll1L9KHdKcbeYVaWm36G3RjGKGtPKBuPVArv3lvyJHirqbAqU9BEYxiywpZJVvSaIVi8t4zBEoOhL3reaTIMtSUU/u3o5HmU4hBzudcBhkkiHVNQsqH1llzyj/vgDrfdv74UFX10+GTYhYo0GoZghfc5/mxV2i/zkn7BGkGl1N8C/uOf+uc3Oedn5XpVrv83gFPgD4F/M+f8vV/oC3vr8rMLwXlE2UTdekZVuGzOSo4mDqqEaz3aJKbe4BYjPii62Yh39jAqclUQEGeVUCaVRAxFGBRpLiPmHLWwvTJ0s5HJWSYtLjg3k11sDJKyEY3AP/UsMJsPbKJiPhvYmQpvLFUjbr4wGFJxaukqkrZChTcmH9xN2P24WtyO3kpm6dtJHcYkcJAwEmZu8iE/0Rp5T8Ykgk2il9RyvbbpQA3Y56Aak4g6kYzAXSmvx5koJhediEZGSakq6SU2kZwGJ5nKlNxnUzKdc9E17ZECyWoZIdj0mM/sLFzdki7ex5wcgw+k8yP0upd0EYAYyadHogOMiVgrGEawFmUM7AawM+KiRo0RfbKQBJHFDD14cu0ORhS1mJNjRFWOpDX5uMO8vpfn0hqeXkqh+UZO2Kqp8fMK5zuyM2Rn0MdHxJlDz1opPpQiXZyicsZ2gRSVMOLmhotuh4+G9cxii1TAFjdusJZUyWfdzib6oEU/M4lZaTYbWM9F/2JmnhhL1mkXyU6By9gmSCD7oj04IpvKs4oCtl10AzezTnSzbaSZT5x0vXTbgiHODU9mG3ZjxbazqDZyNttJMoDO7KkUwKN8gscNyb4gtG9VYYeEHCvfhbfvtL/9PkFA68dCLSb5fh02Mj910SofutogGzSjM2nf6a6+fL3krAp0Xat80AgqlaXLaCV2LtaauZ2wdaBpPH3SzNzEEKyM312PdYHOeRkNVp77OlLvTQzIGtRUYlJxLtJWns55ahPwSSDwt3WiK2YQV8vtp9oKJLcKxGAO0WlH9cAYLKqOVLWnsvERzpw0MSk659FVRGnExFHWNlcFtJFOsjGJSVmSBVNFjI2MlcFWgaiMdO9UJpYi0JnIO92KzVizsYm6DoRaIvw2LlJVgclWVFUoaUTiws5Jkytxj2qTmKoKapGq5KjEWV864k3l0bW8n6GOZTNbMt+t/B4JyEa+lu9R3q8XVou5r0iBkt2vP5lYl82+VmATsdmb8cRgqLSidpGcE2OVqWzAmcSqStji5E+V8GizBYrZL2TIWiRDe9PhUTNy7zIpJzlPeMmyVVoKrdDI/SUXXLKrJ5tJTr572cjv7KHKUvDtIdAJslXkVrSW2RSI/lyOe2UkcMAHTbaQ2oiqE2Fb8tQDpC6RQslkBkwZdcdZRMXiLp4FshXotIqKOI/kXh8O9tyKKeZh1pBNJqBlTZvJSPvlLB1ShfbH/Jf+X1NygveJWRyO95TKFK8c8/BlPVyGxwYIsnEIaZ+yxeH2h8fW+83hTzUxspJN01uPtf97SrbILOQ9p6wOY+hfhcsvESj9A+BfeOvn+Nb//7vAvw386+V2/xHwPymlvplzXv8yXtzPHg33hmwVk8rkweCjOkQaiZgVvLKyyPWCjTFbzThUksdYunBQLPZloQJkBzeU0XCQgySV4PPBFMxCLxFz3pTOYJTxqB7KwaikW5B3ll1T4QcrHCVkDGEG4WRlZ0hBCb9vVExDKWa9PoBEAcZBYMwe5EBNImxOhTmovHCrpsEwTI4wiv4s9ZZJQ9oJADurTN9UYpgpleBQhLmDqYiThtEwVA7Va6ZGdEO5l7ECvXDuql7R74RTaAZFrmVcuTeL7OYVubeYXhN1iZCqFQyGvhNeYagNermR8W5T8h1jlG4diP6vstgH4QLiA2YIkBLay8gXa8j9ACdHpMqSjUb7ScwfsxYmjz87w249GEM+nstI+W5JvjxFxYgaxFRETPKnqVAxk2sHlUNte+xqgMmjpwrVv4UXKKub2g2kkzlqNxKWlUBla4t9MDLOfOgwDwUgDaKBKt+Xfc3TB43eGOKoqe41yWnWVYddCQIixvrRLBJk7JNtJjaGu6RwD5ptIwDboa5g7RiN485b3L2M8CcsQ1Bc7Uf9S0d9p3mxPGZ732IfLHHUvOqOiINIB9JgGWvZZatevl87F5i8ZTXUTKNjO1XE0s0bgmUcJC0FrxhGdwAgp8GQTBZX32BZ9w1+sqymmjRYtlPFOEpmrZ8sWyfJK5upxictmqZRugZhcJidJnYGekPI8pmEyRAwB/d9SJo4GJJVKFOO9ai56zvsVrHaNvjB8nJ3jN9V5KQJO+ncPWw6xt5xNS6YdhU3lRg6HvpG4iPLLy9NwvgMweBMYreRaDEftbgZi+uUteV+10p0304Ydqk8V99XhJ2VY99kbvsOHw25t/QKJpvYmSRIn6gPUoz9SLefxIGe0/7kKSffqCWPvBphHAuLdJJNyB5Kn1Q+rCdjZdmEmimIDGYcLXkUGUHwBm3ENDZN9uDkDV5wXNmXlAojBrY8GmJbHLBR0EeApIlM8l3KY4HdJ8GC5Spj+iKxCcWAt6cxKFmbw6gPcZW2V/jKEHWm7uU9mlEMMWYncggSwvmLStbSDGZU9GPFqDN61MRJXLS214TKYEZQg8FX0t0iCnswG7ntECxqlLU8VBY9yGKtJ0XMGbtDJiblOA/eokaFGRRDcJhRxp96UqT2rbGy5mD2eJvxp/3jFGjPETwUbUk4iyB/q8IM1MUEmbM6sAV1hKTUYeKk8v7xiuN4P9zZT4aCOlAzci4je3kybredaCO9Iu43ibo4xDdScC7XEjXH1hJGTawNwQvDlKxYuoYwOB5MIq4dW0qHezAsyzEMUhT5TUWoErk3rCpZO4xJYkYq5/R1UxPXrkzo4GHbEoIR/WNpjuet5bqfc1ci69TWsNo23FYz/PZXhyP4SxoNh5zz65/+x9IN/LeA/yTn/N+Wf/ubwBXwrwH/5S/jxf1cjaAqB64OitQozFbcTdVK42XqCFnhVpqxtriNZhgMqujyVNG1uUGRAoA4prIp4FAtj6eiksdKimCyiJh7OcAjoufISuCe1VITq0waNMEl7NLgWwGS6kGTg3xh3bLsvNaa0Cr0JAdqTkqmrEkJXLWMYVNUqKDJPgufDnUYqahRmIYAZNH86RLlRCr5vmWhxZQdVYFRA+QEKogbbX+7FArCYN/lLO9fBUUOCjMIiFpF0aRErw4ssH2BraK8r9ghB2l5zBgMelCkhaL/5lPMEPELR/tyQ3p2Tv/ujPbzNfHiCDV6dh8dof2C+mrH7p0W9bRhWmjy776P7SN6jAyXNTpk5t95yfCNp9RfePqvnlLdj2zeq9Ch4ggYzxtsHwgfneBWnumsovvRPf0/9Q5mF9AhYa8k7cQ/OyZ2FtPPcHc7yJnhosE14nCOtUFdLNg+s5Avqa96clvhlgblIdWa5k6xvpuhV5bqXuPTfr4vI3XTK/QEqQKfob7VhE5RrRShg7h0NDfyPRiVpnooC3woGlWrCCETc0VzrQitHDZ50JI8IAxs2qWSsY/ShJJaoKLCbjVurXh4s0BvDdWDIg7iLlVVxJQYr6oKkhRiHbNmYlGNDI1lUU+MBeeyj5dqrWecC/IhTJIB2rgg2Jat6Nma0glqS/rHvJrQbeC8EzbYvBnpTWJWecbGc9Zs2fqaobGMO8esnhhrJydgl4iVwjaBfC9xfLbgZFLSNJVnWzcYK7GTWktW7nLTYj0M6wq1M9wNHXppCV6hRs1q1zANljwYXm6OYWUZWodbil7SbCVvORtxu6ZOMY2GjYvk3jAace6vk8JayfK1G8lgVTrByuJbjd4Z1kONX9YHjVZymWuzAJUF6gyEUnT6Nh5GuluqghJRAswt3RGlE2nVQB3JFuGdasDrMvLlkEiUYznRe42ywjB8sTpit6tRoyZMUvBs+5rsNVOSjU4I5qA9Jih0F2Al6RY5gp0U2SiRFvg9okS6uLuhkmLUi3ZaZv6y1uUkI37tFapKmN4e1mGVRBZ0kKNERTKiDz90hRL4hXwmOsrPap8FX4pLkBFuzkoChEYlGfT7YkhngV97deCvqqDRE6hG1s/Ri9xCe75crMEj7JnHxwyjEbWSl9zcjBQ3WcPR9w2xLa7jHmyfGS7dgfSgPcxeJjarilhDtYTuJjEeKaZrR9bQXZXXHMHPNDpmzCCf62bTsvhJxs801ToTK0V/12AmcRbXq8Q0fwRiZw3DRcX26pSTLyAbixkz692M08/hj6qPOP6+IbyjRW9fXqdIh0SWYHo5f6asMKqcc4w0HaiELat70YrnqA4azLR3sofH65TmIF3KQTT6KamDLlCPWkgMo5IidJL1ba/7T7Fwf/ffdTiMlX0w0rAIRrqT/p84Xd7XlFIvgAkZ/f57OedPga8Cz4D/cX/DnHOvlPp94J/nV6EQzMUNrJpI6o18+UrB4ecFtFklSWToxE0bdjLiTftdgVWoJhJLYbjXAaqsiA0HqC8pkysRzes6Sq0UFFjIjZwoiYpkFT6J3jB2wguM84StAz5DSkBdIKhdLjT9JF/WoEVItdfuvd0SLgJreXGQyu77S9eXxZNiKknekOpHIfT+feVUDorDB1la93uRdi47xKJz3F/2+sV9N3K/E317gnfY0aqiHyxvQ6UC61YyysnIQpOTovnsDrXZ4U6PwAe4umW2OoNxgq0jW0Pzcoe5X5OubmiOv4l7vWbzrTNmP7hBTZ683WHX4gJOx3Pq50t4fU0LqNWGefceAObVHe12hlrvqIwGrbGrGh5WtJsdefLlfUTs9hj38o7sLCom+Xvb036xRg2jROKFM9SrG2ZHH9J+cisaw8oRuoUUzHVmGiV3eoyK0CtiI9+jXCU5yRgtu3YFsUtMBT2hohEDUxvxcykOYpPxMznZhLkAopOR+zEPTMeGNCsPViVCWQjVLBA6K0Vhl4mzhFl4UlDE5AitoT3r6XNLmCtinXHziRj0YZyzHwPvRe+5aNT2elOfDE5LlyBkiXlCJ1KTDrFuaT9GLqPbDBgtUgejxBUasz6MPvfMr5xlZ2z2QFgrJ5fDl28/Js6imTykBfG2VpZDm2PfKauqQDQyNotZ0VpPags7NCvJg64ikzd0biK3hbfXiOwiNALfhnJsWwF4Gy2PobV07/afUXaRqcnUlYx3fVNGiqOmtpFNG0jJyvjdZNpWsr+3XRYphUuHmLz9GM25KDGVe0NDNpDkBHpgqWpZI1Q5CSotn/2++MJm+Qz3G9GkmVWenYsEWygHNuNcZFTIGuosmqL/s0m4n4XkoPYpGao8r5bXlzWwH1WadNAzHtZdr76kLQTIgxEc1167rEvRtx8jF033fl1UUW7rNuU7oeQ/eY822a9h5W/5nkgxSXhrXQwKM/KoiQhF57yfHJZRoujIy7pZNIxv61T3nTmVEYlMue8UJU0lly729oNMWETZnG2kyzieS7GkSicwVprde5FslTOGrQAAIABJREFUM9OxwS80sYXpKJGrTGzNoRCMXZYu6FgmWe95VHJMJ9KEyA6GpwE9aLRXjCuNX+THolaBP46Y85G1bsk2YXqF/2BkZWo++MoNrx6ecV6YsClI8yFnhTaZupnYHUnTY9Z4KhsY2gZV0EJV7YmTISno2ok+K9p6knzqRo6PKUPTTgVYrujqib6p0CYTQCQLxbHed1bkA07RNR4/c4X2ITIZrTOjcmWMnPBJcdL0DMHSOc/DIjJvJ06anuc/Tfr4S7oIUPofezR8oZT6B2/9/Ldzzn/7rZ//EBn7fh94AvwHwP+mlPoNpAgEePNTj/kGeO8f94X9f738fNdwWQCVLyOH0pFKdSa/lU2p4ADlTCVbkzKiy5OciNm3yqG0y+V/s5aFRhWX8X73S+mG5X36SNnNxLocTEpum43sWPAa5cUUgEuH4i2XRTguIjEo2rngRXIdGCddTkqIfiwpqs4XMGsiBoGvBi/6xPHMkWeBpp3IWTFrR/zcHvSTKZRQ+MYfTrIpi9uuV5luPjKOluAs3Xxk01vaxYi1kU3QMpKqI1rDdGw5O91yGzUeR1oEmvl0GFc1laefB4IxqC6glGiivHW07cTm2OJaTzybw8UC+/qB6YNznFIHjSBaS2zcZUvzxWv42odEp6nGie75FlUKN85PUVMAH5g+PMOMEXXaYV8/kC5OqX9yS3h6DEWLSF0TL47Rw0Q4aclnHe52S2pdGRFnUmME7nd1Cxdn9F87o7rrSJVBhwobE8PTjrY/wq096biD0zmxNiw+XOGDoa0n7hdzfu+Dn/DZ8TmvZsfMC9uucYEpGIbRSYfURC7mA8vThnnj2Rx16Cry7tmKl+4UpQWau103BQ8xlXzPxKKdBCidnvDsnftHoPR6TmUDl7Mtf+afSXzW6cBRN/DOQqDGr1ZHPFQL/tq7z/lkds7V7IiqDvzGs1d899U7VFWgqgLH7cB2ckxzx1EzcNlu2HgBPm+nioUbsTqiVWbuRlZDI5iLtmXRjMxdQXPMZOxy1u7YjRXvzpd8Fs54p1vxWXPGzE7MGwFCV9aKTi4aTusdrRGW4Ogtp01PiJr7WUVde7wWLdtma5m1E85GjhvR2LXWsy5YpsoGrBGg9G8+ecXfe3fO15/esh5r/qUnP+BqM6epPLux4q88fc7tOOPl5ojfu/iE292Mrxzf8Z3R8fUnN3yiLjiZ7whRRtVdPTGrJt7pVnzenB6A0jM70UfHEBw/4Am/884LpmT41J1z1Iy8bhf8zuULflhdcrOZHYDSv3HxmpAM34mao26gsYHOyfuISTMlw2W74Y/GD1A6cXG84TotSFmJprD2Bz1UMJEwt7j5hLWJgZqqm4jBoHSSjmUtS+68HTE6cb7Y8sYbSSjKHRfzLTFq2npirTKz7hEfo3UmBE1yEeuk87rtBb5c1Z6gxT2riwnlydGGL4aK40XPfZYT9j7dRNuMn0kXsTodmGqHrePhvYy6hpMJU5zEYSX4GGsTw6WjOe/pLxaYy57RN9RnvTjr24Y8ap5dLolJcz0YPjpbolXm051jftJLjKFtqRYTw/kc/WTgZLFj9GIiGtJMNKJnPRfzLZsnDX40NMcjQ1tJkT0ZVB3Z9TXmfCQDvrdcnG24TQuGVPGto3uuz075xuk93zuV5I6qHNPeOnwCfeRlORolEnXIFepMUDi+qkQK4wRhY0xmyHVh6WnyLECQ7j8K2rOeYWdI80BsBFTtTkaRUQRNrC15HqS7V8bTeu55erbiReHupp3l9HTDnRdI/henF/z62RusTvQF6LzXBp+3Oz5JojX/6OwOqxJTsJK9bQOLauS2njEGw9fPbnjTLvhg8cCfAZezLSDxdZfd9qBDvGg2/JnKtM6z7Bs+Orlj62uMTjy3xzgjZqpfO7vlcxPx0RCj5ptn1+xCxXJqDlOL62bGbx2/4Midc+QG3lwu+Pj8mm8t3nD7pPvz1iq/sMtfgFnkJuf8T/+/XZlz/h/e/lkp9QfAp8DfBP5gf7Ofupv6f/i3X9jlZxeCb4lGH7tTsptUUT1et+9SFT3E4d9462f15esPu7hUtBpJPYrk947gfbG411CU59D7jMd9Efr28++ry9J61ntodfWo8wveSCEIB6A1FDJ8EMRLjgqSYEX2uhyCjGHxusBrC17Ca6KW2+ayKITCHdw7eX0h2ntvxPTiNd4LbiSUXXL2mqjzQY/kMgwFH6OCPK8vwew5aNE2BSVFerlPNCXOqGiPYjCoOKGmDEphdhNqmIQL6COpM2L8mBLKORgndOzIbU1sHcbInFv5IBsBYzBDwN5uyU1JGsmZeL6QWLbNDlXX5PUGdX6E2vRYIHUVapjQMZEbh/IRd5fIfS8u47t77OYEPcgJWk8RhpH6doCUCJ2lXo2oKDPecRI9HUDuDQ9Tx3qoCaNh0DK+S0kddCt50iSn2NqKMFrRbI6iAdsMNYyGrDJj5ci9QQXJac5eDCW9yqxdDYNmO1ZFwC+jwug0KxcEHDspfGvpTSX6mqTZDeLUfJhaue9g8Arux+4th55mawNTEPfmzjtWvqGfHKtJ/u6Dw2gj4+CkGYMhRE2epEjaL2fTKIk+m6lmmgxr3zB6y3KS7OMhWtGNZRm9NTawG2UR741oEb03bEtBqAaDn0S7phSoSR/0eEanQ2dxKgH0otvLjKNlSpLH66OAc9exwUeDS5EQtbD/giNEzZAcUzAiMA+aMVq8l/vl4hb2weCN8P3GYCU9JsnjhFK4BV9ciohI3ZffVR8dYzlxeW0wKjOU+4Wg8VED9mCyiUX7OMXybwX5ok1CZXXAluyNZ6YkLu1H45S/U7mvKvcFsCZSm/C4DpUurtUC5NZKOlnWJGJSJKMe3ZgpP7rJyx8BauvDz1rtHyt9yUi019YmI5IJFRSTatC95DjvO27Vg2aiIpRC0GwNo24YTaZ7UOweGk6WsFtVtEtN/9DIZn1rsIPm9mFO2ruGH46wNqKXjk3pOpqlZYqKowdYrSoeokxYSPLcsdJsFbxKSlzDk2LIJY9dg/GQKk21VGyWkv1tes1dPUPdOdxG8fnqFPtg+PzhBHtnCadBokh9IUBMMnJPRcaTk0ZPCl++x3j5OWeJPc0pyc9G1txYybq8P5eFINriVJf7aTmuc9Fu6kmJNnXa4zWyNBeClfOVlobLVH7ehQq8Yjk1bMeKKYgrdx/h5rRIIUI51p2JcuwDY3EY70aH94bl1LIealZ1Qz9WrApHcztWNDbgo6wrlY7sJkdMmn6s2Pqa5dhQmcjQV4Sinb0bOtHJB0GV3Y0dYxT9cUwKrWAYHA++YxccIWum0bKcWm79jPVQ86twyfAX0RH88z1nzhul1PeAj4G/U/75GfDFWzd7wv+9S/gLu/zsiDkr3TQF0l0zmVyqPxWKnq5KZWzBASWjbJJR6Z7dZ4WZlI2MdFVWB8B0NsjI1HDICNa6RNLZ/MgXVJmcNUopciivxZSFtgCkk83FBZcPhWuy5XGzLHrai75Pqb0mUBV8zSOyIYWiB1Ty/CKiluvMKEWwFIuioSBoki2okiAHdIxSrOWCwIlWCsm985mwL9Lk35RCFiNT9BNOYNjTJAw6HUrxXUT4uXQFCbIY5aJlTKWTGvfvLSr0qpcuXD+gxpY8jDBNqLZB+wB1hdl54vUNhgv0uECtd+SnC/J2J1nAIM5hpeBsBkaj+om82aJ8QLOQgtFocgjkENDL7YFpoodAXq1RTYMaRjCGcHyMNYa8XEHboENCDR6dkHF0iFJ8Pqyxlwv0tidbg+49wc9IQRGMaFrGUIwCXhP3MXaxFPXhUfey/znZsqtHChn5Hsh3gyiLeyq/84wmOSm6VFCF7aakCEvyWU9B0gNUEP1MCFKAxCTPqZIUJTGW3/0khcYeFZKS5Nrunz9EQTfEpIlZvmdTMlRAUpmYy2OZJF3ypB8REgWNssefjEFwKfsCyydDSBq7N3mUPyEbiEjhsb+uyA9SVoVzqQ8aWaWyvOYkHYAUZYQUo6wTOWlu+jlmq1n2Ddu+4s14xNCLrm8aLdfDnPVYs+1rXg3H9H3FbdORd5blIMH2O1tJUT9ZYpTP0erEdqgIUTZErROe4BQNYbDcDZLEstvV8t53jpthxrpvGHtXitrM/VzMIr53bFQZAxdZR0r64Cj0g5jillUjG4usHnEyiFs6Bo0dFNPgCAXzMmp3yCvXJguixWTWfUNtIsu+IfaWra2J5T0PfXm/vWVbyWeVoujdcsGspCSYH90LS3WoZIOToyIWfdZD3xJGy7qvJe6z6PLQMsbNurhMbSIbGWnvx9m5jM4PkaCmFLZVlNHtW872bHgcfZfbGiO7+GQyrhQd2WQZ3aaSrGGyjIuVfDY5JTKis8xWnMizZqI3HVmV11dG3Lm4hrPigBnLGoyNgrxBsr2zgdpGtlU+6L335wIVy3qpOTQzZOwtk6aDsaOYFLMqzQfyo/FjjzMr3xed5P4qKDAcsECHx37bgKJUkY4UrR1yXQjmsWGSFEMUVud+3ZH3n/FJNOdKwxhFSxujNAus5XCfFGXTFKOmD05IClFYvyE8rjMpK4ZY8DGUzamvvnQ8hJBJhTsYyjksJ5Gt+AKXPkzCygZt7RsWDOQo6/SUHlE4/yRelFIN8C3gfwF+DLwG/mXg7791/V8H/p1f1mv6mYWg7YuRQVlhJSUjHbG8h0ErwgxQGrtTxJ3BbhThSITP2CIszQo7Khgfo3V0kB1p1kjsT4ZUIuaStahBY7eyc8u67LyKRsRulZzIoyFo4T0F61CjFoNELpE+WzEJoA2xEgaU9jC0laAwvBIthy2Lfa6wW00sTCmSwkwFoD1JMVbfZ8JMM9Ui8t7FFrM0pOJs06Wg8ArMysgimSGOWl7n3n3cK0KuqO81k6ok8unBEpsssUa1xq1hc99Q3ZnCoNL4LMJ142FnGuyDwW0VoexAU2Wwg8LTSExUcuLuzZn4zgXmYQPzjni+wLx5IJ/Myc5g1gN8/FXyzQMqZeKzU8LMYN+9lBHGZiTXFpRC5Uz+4hXqnSfkdy9R657N14+pVgG9mhHP59gXov3LTY16fQ3GoNqWPE0oUwtz8HoFF6ek1mHePGBf3AGgvIygmbXYL66ha/ALh/uJF/fz5En3FXpUhMbhVsWR+9Di7iyhl0VmrB3KK8zwqEuaJl0MT4bqQZOsZmtb6ju5zRQU1VLA4X5yIk3QEHvNQ1DUt4a+FjDrUFWotcXbzP1kaa41xkOvLH7SXJdCTyLm5DXu7jqqW0OsxTWcthZfa/Jg2BXdnd5Y1jsZx/R9xa3u6Lc1q8rjjDD7pmAkt1YJhHa3q/FVKcQ2ooFbVi1x67hrxJV7s5uRd5b1WIt7Nkinb6kT/a7itpNxzWZXE3vLqmoYtxVupfG1Qw2y+NutFFZeuYO2aApWntdm2fQoyKPhjVvgVorlgxR3Pzy7JD1UDLVB9YaX7RHj6Ihrx6dn5/hlzTXgHgy38znm1ol8A6Tb6iy+ka5Ef9sydoGhcY86Sm8wd5bX3UI2YMuK7WBRa8vzhxO29y1qY4k2k23ihZOUEH3vmEYjruGqlscrJ8CxdTCJBGUY3SGfNhlDHAQNk00ieSOUglFYasoXt3G5bzRZYjGtSFm2k3R5VC+uWSZNPznipJmURW0NoTPSVSpTAFUkN3uljRnFcJezOrhu5cOCfpKO9jQ6GDQqK+o3Bu0hW7A7MUj0XjposTKHIqW5zYxbQ6pkbTYjhI0jVo7Z80ysHfNXkeHCMnuZScax5w9qD1s9QyXoXmrWncCDu5cGX9b0+k7hjxzzF4nQOfzCYr1MgbpXitAphrHmZjR0zy1mhHHrcNuyKQ0Qa83ii0RsnJjCBtjljvZa015nnr86Y/FScXN8zPyVpn8K0dhiSFFyzmpLIV/WiGql8CeiZ7dbjds8rqvZiekr2eIaLt8PM8o5cdhZ6pUiWSP3szD0Ft2L6czuFNnKuTJZRAZlDLuhwmxE0mQGxbhzmK1hOTWYnebV6ojtffsl8yFGzFg8VGSdubVzXBXIy4rJJaYM47wSZ69XXJk5flXzOmn8fc1dmUKlwR66eiATqP6+ZXDiGr7WmTDJdzzdVcTCBr5WC+KqkiI4KF51R4SgCaPlABXfOD7bnHG1nvPgWtR9xVU9lzH3ffuzK5Nf4uUX7RpWSv1nwH8PfI50+v5DYAb8VznnrJT6z4F/Xyn1feDPEA3hBvivf6Ev7K3LzywE/ROPdpHZbGK3FoFp8AalM+NgMU3AqoyxicG0VGcDQ9XQXW6lY1IgubWL9KYVIbbdi9ohXNekk4CpY9k1C4tq1knEm+/3HMEJrTN+soKP8NKxM3PPvJ3YtTVnJ1u2fc20q3CthL7v2pns2I4mtMn4J4JYuHiywuiEj5r74zm2iqSsuDje8rBuOelGGXuVE64xCV+wDqumgWcj750vWQ01TxcbXhwfiwi3RAkpBU8XW5Z9c9AIzpuR5bblyXzHZqgZRse7xxteL445P9nSOs/VyZyuJC5UNrEzC77ytSueH50wPVSYk4nTxa50YTTvHS/5rD2j3zmqzmN0Fu3VUPHe8YbXR0cczwb8sxP0FDD3W8aPzql/fIN5fk384AnKR/R2pP/wmO67L8lPzuifNiy+8wqetJjrB9JyJeNbt0DlRHKG9DtflySR3Ug66lj8w5cMHz9FhYj55BUsZuR5i15umX79Q8gZd70hH89JzqB8pP9wweyPvkD3PfmdJ+w+OqF6mIitRfuEe/VA/833aV5JQHr44EK6gYua6smOlBRtHdi4Gd86v+WFO+LezKk7GS/vUwymUXAo2kUWi4HNqqVuPUPToJrIyfGOh7AAW6Kz5oJq0LNAGg26itRN4Gyx5eV4zsnTNSFpZvXEXTOjqgMnXc+L4VzkAwvPbDZxudhIukXT0duO3z2/5sc68WBnuCbw1ctbbmczWucZguXZfM16qrlq5/z6kzc8a9Z81p3xXvfAp7MLPprf4XTEqsiYLD9qL3E68hN7xq9d3kiSAvBZc4ZWmY+O7/jJ7JSPT655sT3hN09f8vvB8NsXL/miPWHuRja+5r1uyfP5Cb91+gKtMn/aPuNqO+ej4zteLo55WR/z9GTDbhIn8VV7xAeXD9Q2sHADKWs6O/Fpc45SmbrEYI3R8NWjO/7g6ht8/P4V90PLv/j0z/g7fSMu47Hirz4TjeD1bsbfePoD/ruxFo1gfp/ffO8VP2wvOOoGGVWV52+dF43g/JR5NTJ3I52dmJJlCI4/NU/57fdekLLi09k583riZj3jr73/KX86e8b9rqWyAa3g2xevGKPlj9T7HM96GhuoTTjAnn0ynDdb/k/9LkplnhxtuLYzUhIdX56Xja6JDJOjvzR0Zztxf7uGtnuMmNM6MZYos7P5jg8X97zaHfE6aY5nPXd2xnvHS14As3riwUZO5r10a/ddmayYvKVykjn94DVm5um6kdFGUtSYQjN453jF595webzh2sxlxHnOYU3reyfZvicDu8Fhq3CAVw93Nfp0kvSPDOPgaBcDrY3cuxOar6652x6Tv73m7nxG+/4arTO7TU3yhg/euyVmxcvjM77x1dcYnfjB4ilHRz0xK9b3Hc184k7P4eMNZyX6LSXNw9kM2sjR6Y6vnN7zj2bPiKOhOxrYbaVIT0FjqsRd25C/LutD3zvefeeeV1cn9M8qfu+bP+Tvhm/w2x9/wR+bD8RA0UksXLSO2CnMsTBqcxmJ75D3bV1grGuytWJKnHusiwy5lc5mVI8awUmTVWZ21rPbGfI8MtSCdanPevxkxbRRyXWxuK1R4I5HLo62vLisUSYRt5bLizXXQfPB/J7PLi75K0+f88PmkikaKhOJWeF04qTu+VFzgdGJr57eUZnAD8wT2srT2MBRPXC9mzEFw1dP7rg9n/HB/J4/bZ9xOZPPbDk2PO3WhCydvMtmww+bS9EIDg0fHt0zRNlwPp8fY01i9JZvXlzxyf156SwqfvfZ86IRbOV4UImbXcfvXX7C8/kpMzvyP4+OX3/yhm8t3nyJjfiXesl/IWaRn3d5H/hvgAvgGtEF/nM555+U6/9ToAX+Cx6B0v/KL4shCD+nEHRvHMlZtjNhiXlboUMxTG4VyTlClwgGmmvDGFuaG8Muzw5GExUUvk1UN9IdS7ZMEBLUDzJGydZhE6RiQ9/OSidnp4vr1xycXSYoCfnWEDaGTVdhV4a70QgncKfxncUnaO4MeoJpI8Hcxiush5twLKMNr3EPhj3f8nrj0DvDfSOxVvs4u1zGiHpSzL9QbGPDy6jIO8t205DvKvq6RY1Fy6fg5WkFG3sYO2/qDrW1vJw1oj3pNS83Fe7acbO1qDqh7h1jnTA7zdRkuleanywusNeOdqOYtoa7I3dAzHwyOPLrhqpXhNaBhqFKmF7zsneYq4qHo4pnf/I99JML6cJtimt33qE3A4RIPJ/T/fEX4BxqN9B9Lp0/t5aRjnr/GdkHVIygNanS1F88iNZPKdTLG4bf+hC7lmi69P4TzHIL3/+U+O2v4242ElG33sp4OUbS0zPcNpDOT1BxgRomcQtPHpuzuIOtoVpO6OUWN68xP3xO+uq72IeB8e5IvltVQm8Mr9ZHPCxnqNuKYVv4jU2ESViRykBeW9aToI2GncXdGbK1rHTGLoV/NU4auzKYQeGPDSZANoI0ufIGd2t5cDOZtDthaXkjyRj1a8EcjUGx9aZ0y2C8a6mvBY+yvJ9hrytCY3nRHLO57UoSj2F1LMyufF/xp8DVfMHVcs6rdsFy3fHQt7TF5DBFw/XdAlcFpquOH6ZLqgJJ3tx2clKbHOu7GduxYrdtGIPl/vUR/1C9x3rbUNeBcXBcz2cs1x0hyxj5dj1jWNdsx4rtssVcVbwZhG+4biJ6ZXkeT0FBN5dCp3KB1c0MTD44G7MXPEz73PDDxRPyYPj9+us8vDyCWjh5/yB/QL+riRvL362+zs3zE5abBvW85Xu8Q3rdsFt0BzzJpkqoJnI1m7O769BtoG5k4+e9xK2lly3fNe/IeP6h4aGJsHT8PfsRm2ULa8emAJD/jyC/p/F1x5u6AZcwtRSyexnGy9kxw20LOvPSG/yqEjlC60R2oBADg9d0rww7NxMH8s6w2ZWRbFZiYCvc0itv6L2lHyuG65axd7ByPK+la9k3Nfm65vrCCilgj+XIQNAM5fXbO0vaGjYXSjhviQMH9YU5ZrpveOUNuejoRN6iiC5TbUW3NkSFXRpiU7FPkWmvNWPf4AuBwS01/bFl1yYWLzTrbsblq8zdxYzZG82mmkEGtzTYCM/NqeShv3b8eHYu48JXDQ+9sFarW8N4ZDl6o1h3HdfH1QF/076WTujKaz4DeNVQDYp+azFbKSDsJMSJ9kqxOmpRUeFGxSt9gr6qaa8U3/vaM+oXFT86kzU0HIsRT3TfStArMwVK1nJUpt4opjPNFKSLqieFnoxEmCZ16NzpoIjBSfBVcQ2Pg8OtNVMl3cRkwR9ZUm/lc+81ocoykXAiX/K9Ixxrwa05hZ40652cI0KSbvL//upDOaaL7AgAnXnRBeK1aDO/u6vROhFuWlZWXOamjQfW33rb4LcVrxZHjDctdwuJrsyD4Wp+dJA6fNZNbG86VCXShvuj2SNw+qE6FMHfGRz+oTloJP9++IqMnEdh4iotHcH/tf6Yq9Wctp7ony/4E2+4Ol3w4vnZn7tY+UVcpBT5xRaCOed/9edcn4G/Vf78pVx+ZiEY20yqE3rhSakiV4lYRg++VmRX8AQ243daMBwLJSfgmUCocwPYJHgZW1AxZcTrvSbMU8HHlCfVhf4+yfiDJKR3jDxeyqC6ouGaR1QdCUqSJgJFBtJGlM5MQUa74SQIgHMQAKvuguhAXCIOWlInAF3SKlQXyJMWbaNT8vckXKjxzBJbIfsHl3BVYGwlmSCbXE4MGVNFYict8pyUJFlkSUkJoyUpsG0gzAx6Jvw434mDOTrR2/i5pj0e6L1GJSPE+jYe8DXORYYuEZQWJIfKqDYStRX38NxAHeHjr4g86HZFbCy6a1DLDXHRgVGomBm/9R7VH/+Y/N5T/GmDeXWD9iVn2AcwRiDRqyXxwyPi2YxsNG65JT09p36+JB63Yki5fhAN4a99BXwkzWrizFGFSJo3ZGPItRF38raHYSTPWob3F7jlJM971KLXA/6owiwbzGqEZ5ek2pJnjqNn64Nr+OFhxrcvXvGJu+ClPmZeHN1t5Q+u4VQ0bYt5z3rb0DSeTdOhXeLZ+ZJX5fc2PxrYzhrCaA54F23EvXk53/Lp8IRnzx4eXcPtW67hTQVBUZ0NHM0Gns7FNfyiOmbFgm+cXgFwbRbUTeCbF1d817+DLR2c41nPMDlWGS4XW57NVvikedrJ7v3pfE2lA1ZL2sDoLbULXPWOs6PtIU1jn6X9dLHBe8uHJw98wQkfHd1xtVjwzmKNM0lMIpXjotuiFTxt17TG8wOecKcyTxYbblRmNWnao4GpsVRVoI8tR8c9RieO24EpGhGch/0EQNAUw+T4zWev+MMPZnz9vWuWQ8PfePIDbjYz2sqzmxx/9dlzroc5bzYL/vrlj7jZdXxwtOS78V2+8c4Vn5gLThc7fNSMXpI35vXIZbvhi+6EznmOq565GxmiYxcqfmQu+PazV0zR8pP2lEUz8qZd8M88+4JPuguu5zOqwvL79uUrpmT5k/wu83aksYF5NR66gTFpLtoN35k+QOvE+cmGm7wgJUVVB3HoljSGFDXTscUdj2iTGHVNNZsO3z1tEqEpruHZwOVsy9oFpsky60Y2KnO52BCCpmsmVsU1nOGA8PBeYvaMFYlAP2qoE00d8Fo6W9rImFxcw46T4y1LBbmgVILXKJuYWivr4cITqiT6v9KpGmNFPA2S9gR4XWHO5H0NlxZ3MtJfzkgXI0OscSejrLlVhRoN5+cbQtQ8DIZ3T+U4eN1b6sUIwEjksAebAAAgAElEQVSLWXim4xaejCzmA+PoyBmG0JGbSHM6cNIObM474mBwxyO+rqQYmuR9972DEy+u4Z3l9HTLvdeMwfGVxZp/dHrKe0drPj2eoeeetp3w1jAmgTNXTUDrzKQyymSmwRwmSr2CkERP6WZeJl8nIruIXqE6SXMJtawdJ7OB5XGN6gRlhhJsy1h+LyHJuS2a0g1R4LqJ43rg6sgLQkjB2WLL68FyUvWoJvLbT1/ySXPO6C3WpIMr96zd8WN3jtaJD04fqEzkE3dO7QKVjSzqkZu5RCh+5fSeq+2cD4/u+WF1ycV8K9ikqeKi2x6SR86bLT+spCO4Hmo+OHlgPdVUOvKyOzqsPR+cPPCqPSo6RM1vPHvFEB2rUZooWmVuNjP+2cvP+MnsjGPX8/tDzcdPrvnm4s0hL/xX4fLLNov8Kl5+tlmkjVAJOHZqIqYpuyldQrq1gJeNTYTayvW1oeq8iOiLeHh/fXapRBYVofVWC4KmEgHxfrfj6kAwWQDTQWNaWbQDyH2L5kY3QeJ4oqJpJ3oEjG/qKLsja0UyU0n81X5HveeOpajxVZJM5CzxVWMluJBUWGBJSyGQEFdvVpCrdIi9amvPVMlYJWCFwaUzde0ZCqQzJ3nO5CTaKpXoKkHOVFgbqeuAHyymkoxT7SLZuEMMXbaAzdh95FQsTChXi0mlkji5fYFa1QFvK2wdhXasgRBQIYnGbrVGnR6hhiiO3pxFvzd5yREGKcJ+PIrGUBcGo3OYSZhmZjuRhxHlLMoH1KIR2FsIoBxMvhiKLGpKME4oa1B4cnTkkxpyJm22qMUMFZIUgUrJ60wJFaU7GJ8cYzYjeufBins0FqNA8oa1r5miwHf3QuQQZaSWiqlHKTFBxGCIMUrKg87ixPNibgp7M0+UkYGAbpOMk5IYfkIU44g38hqCFrcqRTieYnH0pmLMKIVZSAZfTEbBizt2j4LYu5BjFn5gKOaPmDSJkm6RJSA9JA6jnLgHwGZx5opZREwA+/HL4e8sz5GywkeN1fI9lMdRJBQ+62IyUQcBOVAycx/zuFNW6PKcqTzmIWXjrduupgY9aDZTRT85bv2MyVsyMI5OHJG+YvCWGz9n9I5tqIijYefFKLGbnBg+Rntwy9amOTifRX4hQnhxDVtWU0PMkpKiVCZ4w9I3rMdK6ADlPa2mVhyNk6UvDt39xRcDT20aUjFyDZMgTh5NPiKWVyXSS79lIKGYyvZmkZxVEfdnpiAw8H4SzWGoNSloeu9EwF9oBCGKfmu/AU9JbgdwwHo5EfYnL9+tnIUluvMirZmCYK1y+r/Ye5Me2ZL0TO+x6Uw+xHAj7pSZVVkDWcWhSanRQIPd2mgjoNcS9CNaf0B/R0tpKwjohaBVNyCgBYriVCxmVVaOd4jBw6cz2jEzLT5zv8kWUGwJTZCEyoEE8t6IcPfrcczOZ9/3vs+rpFur4LtNkHMe+0leeOIR6pQzqzmbNIyJzLkDqmLuhCr+RiZ2Mt91Necs6/z8Wp8yl9OH1+HknUjfeRMSl1lbf/63Cok5nb+uTtix0+ueXlOWhMQxGoS9qRNxNPhSqA2MYtSbJyP7uzeoGM9mwhTlPmNGRSwkZxfyhChyhv6fzHqoD4axmGHMGCncT0Bw5bU4o706m+jCbOhn0XLGKJOnfnJEbzjOhfx9XuchM0XlQpA/x6hIeV3PMV8rUROiSJJOazme95UP6zWd1n1SzOnDHhGi/Nx396A565eDytd0fm7RF3543pO5Kn7ndadgmMwHo5dP5lx4/ubxD+Px6/ExoywIrxOMWoqqMYtre+lCRSCOBtdpfGWxrcavBXkCiNuqCoJuCVpOcooM4oTYCoblu4Ry7ywxp5OooOQEdUr4CJJugoIQFP4SVGvpyxzpNsmNLKiEzaPlZC2pjEJCn+VCVoijS0+aqKK4Or3Y9mORL+ZZnxdoGsTJpT3i6swgYEG46DO2RZy/5BuAsKlISgTfXp91jvj8HLPc5H1OBohGTrsxgfMifleTlugir4lBPq/kxdXJLDF6wYk4OWQG4zQZ1KAJlSasSux+YP7+c+xGXL7xp5+in46E6yXmMOAvKvjRJ6jNgbm5Rv/gJdPK4L7/AtNO4GfmZ0u0D5RvD+BnKdCyznB4sZAs2Y0kl+jHPeFqgX37hDYa7WfS5QrGiVSV6Pst9Zihoj/4CPqJ4nFAdyPhqpHEgjlQ/eqRVBZ0HzUsvk7oL96SXt/Sb1by7ywL7L3js+tbjocK9VAwLEXgPthSirNRSypFkdiOBr2zdLXD7g3RGR7SiuJOcmIHr7A7m1MKKjELuUTXWL4dHe7B8lisSFFxqGbCrmBwkWFwuI1EGI6x5NBYvsyjSn8sKB4Nf3H/ksOuRj84Qm35vHomaylv7kolmsLTqorSSufPmUChpfPU2EnMISqhY2JZjWc3r1KSX2tVzvzVEa3EvamVZAFrEsYGLouejWlwWW9UmIA1kULPmIylMEZe2+r4AQWlROdGfj2tI1ZHLFCa+Zy5a1QS7EnQPA012isOfUXfFbwdLhjbglDKGOmhX9JOEkJ/N6wY+oJDVaI6w34oCa2jy/tRGHJu6SxaqbYvzgDt41TgdKSdHOFoeewWGB0ltSTJHvU0NjIi6yUmTtvE+24pz70v6EG6Rd6dO31KJfamlMJD5QI4o2GcC4yDO6NlAgIfP0GYT0WLyodK+QMokyidp58FvyTZruqsVzrtTemMi5EfjVFLR3YsITtjyT9nXTgXKyfigRRc+duCdK3U+xLnZY8ygxQ0UygpWkUoLToXnMVW4adC4OFBSbLYWDEXkdWd4tjUrLaJ9kHGsJ1rmE3CHWWceu8uICqqt5ZvF5coDcVbx9DL2iyeNHNvqO8Tfl2yXzopqCLU7zShVvR+yS/6AvuuEInPIMa4E1A6WsPi28RuUUJSlD1s1AXu0VI+Kf76/pbiUfPLd7dUbx1zkxgn2XNdq/NaLQiJcwRc+agZbIWvJLGqfFLMNXivmItEeZ8zhINiziYQkw2UnWuoHzV+cmIqcTBqOQgZr3BHhR8cOptikgI/K97oC+yjI+mE7RTb1QJ75/js1S320bL3Fe0gh6LZSLHn3MxulGsZnTj6gsZ5uY8Aw+hEB+8t02jZjxXd6DhUpST+mEqYo0PJ0c1MGR/jtEQ1hijJPl1TMGQ3/tAXGBuIwbAd6uxul254Oxf03kkEY9bX+8mymRYMwcEkY/D9WLHzNcf+/7/4mH+Ij1/vGj7KzTMoybNNuSCB7BqeDHMtJ59TNqVtFfPRor7DRYpJURzFfp8s54QO28qGJKcxJKkkQVDiOradLDSfESEnJqAZxcmZtCIcHbbTzNnVaDpNWETULJmVeoRkNCnnT2qvGKpCMDde4Q45jgeYKTCdPmceExEXsJHFrmdx082NYSxLVG9oJ43ZWmIljkE9ibNrBPQhdwgT+MpgjhofStSksL3GJyXOXlUynl3D8u+OpabYwWFTU2x03gA1MwUEeV9HW2N3FtupM/4klhHbaSHQHDWzdtif/RJ1sUYbRbhqMJuEbkdSU6KngH+2oPzTL+DZFRSO6m5A7zqKhcXsetECTgnTe4iR4eM19Wf3xGdr1CSYmPjxkmLvz/xBtawxn33D/JNPsHd7kjWoYydaQT8TProhFgbTOpLVqB70KK5g+24LIZJKR7xo0IeB6n5E//Jbwm99jJ6C6P68EkVBlk7FWWO9gs7I/bEKou0cpZjTk5Kc54x3ON0IT3gE7UEN4qo0nbDWdE6CSFqK6mJG3JkIOF1lvMw8WapOrhHtBSkzeyNIiF5LzJ1KpDE775Vwx6ZDzsieDE/ICDBtC941K0LUPO4XTLNlt1/wlU40zsvYdbbcP62ku90bng4NRydjvGFXgoZ7E2m3NV+rRN+VfFNeMm4rfrG4YXesaQvRCE6zYX9o+Lq4IkTNw2HBcCx5byLHXY3dGoZCrveulLzX415cf9NqkMLMzfK6JqGddKTiJPiKYqvo9hWpN3x1uIKjuKrVoHlYLhh7R2wdb64vCDvHAyvsUbPb5ezo0yFw0oRRE8rIfVT4bcVcW/rSYW084yzszrJb13KT2heMlRT/73YrfFvIunTi4t1XwlbUgyakguAiU5aKpBwrNzaO1FqCTnSqZN4LsDtMwvEEmG0iTZpmo+hWjmgsqjPy3k+FtI2o0cjr5j22HwtUaxkUqNYIEqeTfGG9dXQuilYxo636fNj12dxge+lKjrUj9faMMgE4NjmHXZWoNne0ZonZRHEmIchpng/xcgrMJEoQlTtX7pD3F5PXTVC4Lp3jGz+sqZzHmxMnVJQiNE5KAk+CIFEkMlPWnJ4VIXfZiEhOb8a5mIxH0l6hfRK3bkLW9DKdSRL/YeqIGWBO8n5yEArzOuAuRjmclZbQGrjw0s1trXxPo0hXYk6cE6iYHeIXMiafj5UApmehXCQjUacAbj0yN5b5IqCSIdqEufCEImdPK8u8DuhOotrQkJqZ26sD77YFuEQsNPVipLu0/NblPe8un/H19pJuWwtWLGN7BpMYmgkOlmQSd3aNdYGwLcSdbhIPQRP2ovu8s0t8W/Amu4Z3J9fwaCQTPU8W2qag22Td8qh5p9ZnHFXaFficHrMxDX5XyjXjFd+Ul7LnnVzDOsHB8fnhGXf7JU3pUQfLfbPEmSB7xT+Qx28Kwb/NNXwVoBTxdHDZQp4XW7JW8C+rGVPNTL5CXU34scRdD/hDicrC3GI5MQ+NaATzaFgKF01YRmHtGYmyS15TXYxMoxUKfxANS4rSVSNBPFhiFaGMuGbCq5JiPTJXIjLWZSB2Fj+DLrNGMCqKrcUMEowenYh8VVToPrOwZsnNVJ2IedUsG+VpfGEGRXGImEnjo3Qm5zJDRK1syuc8yKQwfT6RJyBJMRALhe3yzxT63OGcTUKPgiQwvWIqZZPTvZxc1SyvH60UxzrAFDRmkNxKbfMpOchzz0GKXjUp0qcf4Vey8GKhmS6v0T6iYkL5yPGTiiWfEEs5rZdfP9H/6BnHVxb0JXOjcfsGM0iMWvvCAbdEqyh2ntgU9NeW6k1H9/01sVCYi4JiVdG9rikrSzIK088kozHHieG2xi81ZirlUHBZyRg4JdTcYHYDw8crQqWo3lv8hcN+/xX965rmm45UZfZZKaOqpvAMtSc4J9cGWfPZWYJVopXsDaqeZSxdB+JRE0pJGwhZu5XqkPmOEBZBrvcEqY5UtWcuS3ROcbFuZszdl7L2hLKUw8kqoIrIatnjg+FYOaYLzYum57CsiAdDdInLZc/+T1f5WgS/spgAzUbRd2u+XC1we8Nj01BsNQ8XpXA7FahJCXjXQrNTjMeldOwVNFs5vHSPjuZJ0d1YbKv4+nDL8nPLw3SN3WsGI9fO07qm2Cm+2BegEvbJUvaKbllQtorqAYauwHaCejIj+L1ogYa6hATeJppHTbIfDGHKw/R7M+UksgrlZTSkZgXoXDBL51z3mmEWs030guGJo8F5Yb2duW+ILMSPUvSk3jInRSoCIY9Gdcog36BzItIJB2Rz+lA2gI0iIwjhBABWZ46dFEdSfM3GitnNgk8Kc8gH115/SEcyAjmu7yWaLLmEPWrmSVHsFH6VUEnWVzIQh4r6es/m3QX1W8N4qzCdotvV2I1jXmqqnWa0xbnAMb3C9hJPCBILVz4pQq2YVInLBxGJi4OhLDEHQ8yYLNMrpqt4zg5OBlKAVCTilCPiyHibIh/STyPhQcGlcPxCJaPipOV9xRIpbFI+oJskcp9ZMuF1EYizmCcE7C/fF6tIKA3RiTwnRdGKRwuhksjR5WLgYBp5L04OZlJMirlwrkXjfToIKxcJpbw352Z8IWzBUOWmRJZgEARHFjuLWnjM3hKbeO6IxtbJeDflKdCkTzHyH2I+s5lQ5Wzn4A0uw6UTUuD6SbihEnwg14qeFOHU0e3N3+CYqlkxDnLQmGLGsMHZIJgSUmQFTarkWlZenfWjphUtOSCShFHn7GcDY86dDlnika/vdJKXxDyenxU4mUCFWZN2BepiksNCLprmSbSSqpN17L2wB0/IJaKYPQGm0YluOKgP3e/vRg3+PT7+E0XM/aN//NpC8OQy0yYQvAM3nzlVcRFQt7Ns6nkEkaIiVYk0G9xqxPcOZSPzJBtjMknAo4jmTWUHlqqC6P4Gc9ZVyGLLiyoq0dh4ICpiI50eTJSLuJBRlk+y0ScX5XQ21VLgFZIf6n93Ypg1L253gEB4HzeCj0kJXly0PB0a1ouBMcf5jLPBarHMz7Ph7qbG3rR8cr3n8Lzk+fLIm5s1l4VnyN+jVOJ20dM+L84jpkU5sesrXi06DmNBPxZ8tGp5+3jB8+s9TkfubxdUhWeaLRY42BW//Xvf8OXjNcfHGnc5cLPuzjiJT5dHvl5f0ncFVSOn2KacOPYln6xa3l2uuFwMTM9WqJgo7lq676+pvzmg+gn/Yo1KcPGLlu6jmtWf3jE/X7P/g1vWf3qPO6yx9wfUOBEvFqTSUd53JCtaSXeYMbuBsC65+d++pP+dVzRf7lGbHWm9xN8uWf5ix/BqCUrh9pGgFfNFSbGbQBcsfnZPajvSy2ccfrym3M6ERqOWlvrrPcffukCFiBki/qqifJgYb2puX2+Zg6YpPO8eL/jDm2/5vLzhWxtZ1hIxV9qZOUoSyDg43HrgatHztKxpSs9T1VAWMy8uDnzlJcLrZt2xO9T4oFk0E+PgKErPopp4vjjys9HyvRcbfDCsy4G35ZqmnLitW/5sFF1Xk1/n5WJPTIo35cR7d8GP1w+kpHhr1qyqiR9fPvDLfyldvpgUL5oD27Hm/WHFHz1/w/fqJ/7q8IIfLB75+eEFny4ecSqcR8l/sXtFYyf+6v4Ff3j7ngs3oFXis90tMSl+cnnHZ7tb/uD6W/56/5w/evYr/s33f4f/8vYrvukEH9PNBS+rA2/6NX948S2V9vxf+4/56nDFTy7v+La74IuHa55fHBlmy6KY+Ob+ih++eKC2nnXRM0XLwkx8fngm0X7WC/DZF/yTqzf8z+Mf8M9/+1c8DQ3/7ev/g//B/BGNmzhOJf/yxec8jEu+aS/5r1//Mf9j8c/48fqef7f+If/i9Vf8xeNLruuOkERnuC5GFm7k42bLF+0zGjtxXXQszEgfCvrg+JP71/zRyy+JKP7y6SXrcuDb/Zp/9cnP+PPda961q7P7+p89+4oxWv73i0+5qnpq61m6Ea0ic5QEk+fVkX97+QOMSrxa7/lmd0GMmqaczgkkIFiWx+WKy1d7rInsjhXrZiRETakSzgb6ScbBL9cHFnZi/eOBt8/XPK8H7vZLfv/5e75+fsWyHNm8britB2ISEK81gZBNQnUh7//ufo2rZq4XA2MuaoucePK7zx747OGG15d73u0zy08lfN7bhr4gzJqLi45uKKhKf9ahHdcLqsuB2s0koHtRcXXRUtiZt/MtNz/Y8LS9of6dLfu3K24+2WJ0ZPuixk+W3/v4HT4YflHf8p9/8g1WR/7P8mNeXxyJSfH4bMnlYmA/XLP40Y6bZUvnJdHifnmBqWZeXh34aLnjZz+2TKPj2bpj31Zi7vCGopg5qiWLH8h+PvQFv/X8kS/qa/bLin/10a/4N/ua/+KTL/l344/QJtE0I9NkGYMiFJHqQswr4ZMWo8TEUtSe8qLneKyYbUGqAsVywrlAe9Kyey1Z4l4Lzkwlri9bNi8ceumZs1ZxedkzTZYwG3xS8rUynONYm8ueq6pn80ziIWfj+PT5hq+SGCzU9ch/9b2/4udXL+hnR2nmM1D9tjryFxcvcSbw25f3WBX5y+sXNM5TW89l0fG+WzMGy08u3/O+X/Pp8pE/e3rNi1rIJNup5lW9x+dux21x5GcXL2nsxNPY8OP1PX1wGJX45e4GZwLjbPm967f8fPviDM3/ly8+Zz/X7HzFHDWFCbxr1/w3H/0xXzy7YWlG/hfze/zhzRt+b/kt/2vxO//fq5b/xI+/a9fwP4bHry8E64ApIlXlCUsxOsxWKv+5FwGyq2ZZILWlbib63rBYjHj/wTRSVp7jYFEuop3k+qagmOskoe1W3Mc6J4gsmhE/Gwbk+4paAq0nLQ7cOBqSC7hypq48baqoS2Gojbk7k5LCuwhRo53ENoXJkEYpDKyWXMYUNPMEKIQDOEtcV8hGg3k2zFnvNE9G4LprQ0iKfnT0leibtEoMgzsT/0Mz0I9OTCpJTlrj4DhYKQKnyYqeaTIchpJFOTGO8vN+shSlh6h47BaMnehngje0o2hFQtBMjWGaJD5tsicBvJzA/EITvIjOi4eOWFq426BfLaXzljOEzWFgvqopHyYIARUS9d0EKTFeFdi/3MDVBaob0XdPhFc3RKcoHydUTOjHLXBJfLamvGshJdKyAaNx73akRUXxNBIah3k8oOuSpBRhXRKtIjYVSivUNOPaiBnkPdjWk5RCjwk9eOJ1RfXmQFhVFNuR930pv5MoIvnHccFxKhh7d8YdhFKE8uPgzuaE1gYB7AKhdQyToW8G4miIOnHsS/xgYTQMOhG9ZoiihWmcJw6G41ieDSDD5M46u9hZmBVjUXAwkWVRMgbLrpWxzpwEIuwHS5vg6EvuHtdnfdfjqmEYHP5Y8Ge85uvmivvDkrtOMDKP64bCSCE4zpa7pxXWBfp9xV/rW9HzAbt9I3gb73jaNwyzZXusCUnz/v0l/x7YtTWlmxkmx9vVms1hQeuF0fbtThI+uslxbCvmTcUbbwmjYVMGwt7xK/UMbSJlRtaUbuZxs0Rpzlm3JMVFMWAeHd8cLjkMJX/ZvWbTNrTO0fYlnzW3bIYFj23DZ1cvuD8usCrSHUu+OFyz2S1kHUaN95bWFSzKkjkZvt5eCm+vqFkXw9kgstsv+GJ1zRw1D8cFnXccjjV/fXzOu3bF9lgzlqI3/La5pJsLtvvm7MJeFLKX+JzucvQlXVuhdeSpqBkGR8raqNP6NiYyTRa7N7SXhYyqB0eX+afGSjZwyEamB73g4xdbPtvest8Le20cnOgYu5KY4LCvpdDM1/OxL8+dl2F0WBtIncUDvXPyvoI4imNSbMeaaXRsupq+K8+Sl+QzEaGX7tCOhjRpSUwJYvgxW8ugSqZSDE3sHU+Ioc7uNU+7BYs7xX5XYw+G7b5B6Yg/iC73zX4tyTm7grftWpish4JHtSBGhd+V7IKm3CsO3/n3A+i9xCw+2YaLcqDbVzCKdCIc3dk1PFeWap9lCglSb3lXr5j20gl9013AwfFte0k8OvTKi37VRiaTsv5bYW1gGovzGNqYKOs7N+3wopWXTeND0ZDOcap8cNxkA41oU9L50HZqHSudpBt24ulGjTOBFEFb0ZVOQVi9SyNF6s/2L/lqe8k0WYyJ55d6amo226UYc/JbefdwgStm6tLzzq7YHWvRyCbFtq9o54JvHi9pVwUharrRsV9UZ5PaQ73ky80VpZvphoJxtrRjQVNO3G+XolkNGq0S9/vl2QzzJ8XHMv0Yi/PnczjW/MnF9/jqeMWqGHh8WvKZu2WMhi82/zDwMb95yOPXcwTfFkQHh7XF7C1TkWT0oMCNirlJeOXwmSM4TJpyYzgGEWCrWUavx6Kk2Jg8NhKuno4y1pi6glgkdBYwoxP7heRhmlba2tNS3qb2Ch0UJiBRPAvLvo6YVrPphdBvOs2wKEBBsZGR0DSV53GV8YpjVYsuZNaYjTtrE3dBkVrLcTQfdD0+L9qc92uPCr8tuHNr5t7yPmWtUuVIoxaXrE7csyK0Tl40Kfxoia1jO+e0gVGzjQr15Diqms6Vou8ohTXWW0v9oNk9r2HnJPszFbSnHOSgeKfXhG0h44BswulK0SbdqxXpqeDoDXp/L87epsK2M2p7kA7dpoOUsNtBCrhhxDzsia8uYXek+aZGlYW4fZUiXV+gjz3FvhADSUpQFuhDy/zqChUSerOBwsEgz33SIerBy/f7GaUU5gil0eidoFEYJopNhTmOohmcI2qzw940qG6k2BboQ08q5Fro9xXMSuQDe8u7ds3jbkHaFwxZND8VUuifjD4Au1mTOstcWMzeEAvNY7FE7+V5hyDJHnpUzLGQGDqbGGrDe+QG+VQvSAn60THuS0YnBwe7tahZLpljgjfIGGQ4FrhHy2fbW552C9gW+MrwVXMpN7AkBgKrI9ZGfFI4G7goBramFtOGjWfY8UnUvXENVeHp5xqFFGPA2ZhQWPnzKb+2th51wsbYQOlmYhI4rbWBhRuJSVPYmZ6C0s20WtbGya2oVHZq5hzdJoPUjZauu86AeasS0yRRb9ordr1Ep238gr4tmEvNNDh2U81+EAH7w7Sk60qe3Exq7dkscszGh+AlgzZmMXo3iFkkAT4aEbXPltBatkPNFAx9V8hl1zl2Y80hQ+dnLw7k9/2KcbZS/AN+lmxjkzEZIUiecvSaqBXdmKPcslv1NFZSQAwKO4EfLWFOpFHjrXzvPFq0i4TBonQiNIq/enrONBtS0ExeDHIn1/AwOdKkszOacwFJ/hxSITIQ5WU87qv57BqO3oBKdN5J9nbpCMPp55Gkk5jQQx7Pr0QbexqZJpXEPev1meplBkUY5TmKXjH4nB7Ti0Z59BoQ3afy6uyuVqN8ZjEpKd68laJnkHQfPUHqjayhPM43g4zpZy+/R8as4SyNTIJAEqu0SCrSJAEDahLYNl7hWsXBl+he0Xnh0sbOctSVvE4nY1dfWebJEAdLVJI+1R9LkUG1DnuQ9e9LMX4JR5APEZQpp7soOHaVpEdpYdtGm2gXlXz2s0gKAgVqEmkEGkadeOgWxNYRTUINmsMgfNJvh0ti6zhOJeMosYjRnLLnEr2V36uykW5yGC34sllZuqSkwzuLPrH3jmmyck1M0lAA8JOlc+7c1T6akml0GTMkJpGYPlz32ubD8WzFiBU0aVbntTfkjrfWieA1h7nMGemROBhJ04n2nEv+9/5Iv9EIwvWP6KsAACAASURBVN+GjymSxL7ZRKyjCGOzLoQsNA4LOcWEUnKHkxW+E17QMCkoqKJQ1XUiOgRPEiA6lbOAAdI5Yo4ykFTOUcwaFoCoQc1IjNxJl1JE0qBFFxjEDp8K0cEkAyk/f9Ki2dFeMjxTjnvSo8qaJZgLEcLHrOtTJ11GDhnXXlHswV8IdkANBu/yzyCbm/IyOgiVQfX6rBGMUaKGohIjjR4UwVpcr/C9JQQBScesrQh1xAzQHwqKg+h7TKmlI5sLwamxmE50gih5rRgUuteEwYqJxiXi3QNquSBdrlEhQimbQLIaFRKhKXC/ekdaLWAOUoQtavqXC5pdS6oKVDdI1F/hCE7j+gmsIdUlat8yXRTYdkavGuKyQh8H4udfkV5fY7bZ99kPqCFLC14+I1lFvFgKy7Abz8Wl6kbU6EmrBWY45ZRq0nYPN2vU6FHtCdUgmsttV+O7QgxOXjbmWOqzgD0ZOZgEjQBdZyXf6xK+sRQ5uspr0dNJ/GGO4zKKEGA0jqJTjMcc7O41qjekSdMrqA6i5YyFJiDdIJJCHeRm2Y4FobUSITgb2l5SGED0cL0rpOMzarqxYOtqRm/ZDxXD4DiU5dnRPsxWcqhB3NMZyZKSEve8TnJDGQ27XkDVm74hDhIMP07SERvHD2PC3VQzzgI5jl46536Q6zZMctCasylgngw+SYfixC0MvSXazNWLYgJ7OCxwe0V7ELPIr/bPiEfHmJ/vbrWka0tia/mmvSTsC7ZKYiN3hwZ9MHiKM1DaO8NcSYTbtCvFuDVZyQj2ggYxe8PDfiHYoKOj8xp1tLw9rOj2lUTMOdm37puFyDkOFj8afBEZi3DOIk8hZ0sPgsvqXSH/nxRzvvECkq8+GWynmAaJKFOjJmp7hjQHr1GjfK3vStbVSD8W0FpGnVCD4ThI5vCY5EAyVeFvAqVByAg5bsx2QjWYvTmbRVLGthz7EkbDOBSowWTDjRg1oks5glMRaneO1lRB9i93UCRjiGUGOLeaZCyhUbgDDEdH+ZSwe4NtYTxIAeD2omHu95XojY8CM05B5SJJTB3FXuGxFPvEcDB4XYgmL+aYtyiGjrYpMAeD7WFSTnTYufjyQVHsEv3BZoOIYlwX2IPBHWDTNriDZntshGZRZKyNToKaEU8TSsMpZPmcA/zdRt53DD8qnLLpEVZZ/tlz4+87XUKh4Zy+8OG+eiZkKGR/UKKN5GT6zpq92kjqyaarmY7FB6oEgEkckxIQtdEcXI11gdQZgjYEJzKBcHDS5CgqfFewURAPju50XxosR6QYSieUTOvO07Otbj6YRVpLyPrZ3bEWHWXWom8OCzGL5K4uWr7/fbfi8djQlw7VGXbHivflCn/80Dn8+3wkflMIwt8GlM5A0WYx0bkSV8wipFfgazFlOBswJjGEmuJyZEqK+mKQG9IswlxXzPSzAhfR55a4YlSFuLFKEROfIuaaHDE3FZKi4RaTcNG8kY35OxFzdS3v7fKy5ViInf40Sh5UzewVXAgMdF7LTfvyxUH0GFFzqJuzy/HqomN/rFk1ozgJdWKedY6Yk5vMMVWEVyPPb/fsu4qbVcu7YsWy8oxZC6JU4uaiZb+qzoy4pho5tBXXy4FudEyj42bd8VguWV/01IXnsVoKl3B0lC7Q+QUvP9lwV6/x2wJ1ObFaDTn8W/Pqas83+oqps9hGIL515en7gheXR+7diuVyJP30U5gj+mFHfLkCP5P6nvRsBaPH7gfG3/mI4s++JD1/xnhTScYvkLZ74QuuV6hhBGMwPjI/W2IOI3onsXHNz++YPr5GdQP6foNaLtCffoK63zPfrklW4yZPKguSs6gQmCtD+bglDSPcXDF8tMJtR2JhUCHh3u/wS4fZO+baYL7/CuUDYVHinvekHDHX2oafXG94Y9ds9RJXy9jbuVPEnBWHr40sVwPtoaKoPKOroIhcXrcSMWcSxWpiOhQwa/TC40eDKiJF5bladbwbrlm/OBKyRmxbNbhi5mrR8213I4eKtWexHLlZtvioeXQLelvz06tHfpkUe7vAVjOf3mx4W66o3MzoLc9XR45TwaOOfO/qiRf1AaMjL+oDX9orPlltqY1HkxijLN3SBN54w+ur3Zm59nXGxXx8seMbHfn0csP7bsVPLu/YdjU/vHzknVtTWU/nC14vd7xxF/x4fY9Ric/cLQ9O4s7u3MwDcHHZMSycALztgmfXR5wJrArRY9ZWdI5GRworkY1z0Pzw6pE/frXg+68e2Q8l/+L2czZdTVN4Dn3JP3n+lsdhwUPX8M+ffcHDccEnl1v+Irzit17e8yvzjPViICYZw1eFp3YzLxd7vqqvWJUjqxwxNwTLEBy/ULf89MUdEcWX9RXLauRxseA/e/Etv6xu2Lb1GSj9uzfvGYLlz8Jrls1A5WYqO2NVZE7CqbyuOv5KPUfrHDFXfCdiLn2ImBu9o+tWNDc5Yq6ViLk5R7p9N2Luatnx6XqDM4E3QXOx7Nm6ho8vt3yrBA30qJdcX7SZCycsuQRMk4C9jUpswwqz8KwWA30x/42IuU+utnwZFc/WLQ92mdmH+gyUHruceHEx4RdWoj4zGmjQJenKC1A6KcaFxa1G6iLQPa0pbju6lyvSxx29qXC3vey5CylYbl/sZNToL/n+jegHP59vadZyb+iLGrvw9E8NvBq4XPbn7mdPQyojzbOOjy52/PWLinE0FOuRqRVDk/caVQa6rkI9HwCYOsv1swObuKazln/67J5//2rNT55t+PmmQpUSBADSVIiV/FmrRGrkwDkvhSNrXWCYhRQQq4guA9YF/DLm4IAPEXMhO6ub0nNcSvJNWIjppnLy+UUvz6OqQMxTIgBXeYlkrIPo4IPEkbZlhUYaHb97+57P3bOzbj0mcCZyUQ58aa4wJvLx5Q5nAp8rAUqfJA6bRXMGQD8NNa8We37hbni26EhJcRgLbhctPsdrPatafuWeUdiZ41Dy0cWOfnZYHXlbraVTHjQ/eLbhy+LqLFP6nRfvzkDphLAjn1Y1//T6a75tLlmYiX/bVvzo+QM/Xt1zHH/jGv6H9Pi1haDeW1JhaH0ORrcGNWuiStijIRYWXwe8SbidYbIlbmvoy/I7vEDFXBrMzorTLLvQiIpip/HJSvZsVOL+SoouKNJ04ggKa0mEiSpjYWT8GmZF6zXsHDsNobOoQTN50Xe4bY6YiwXBJnTGx2zdQhbdCf2SJ7jboKG1HHqbXWHSeUOLk0pPmvpe0ZYFj27J3DrezRr/VOErB4ORQkDDQ1Ji3c+jtbESBMXjKKgQNWoeZ41+KNgHTVsG4lNBVwgGZy4j9aPm7mGNuispDpoplBy8gIsJincKwqaU03xvQIMvCsFyJAUPJcfJoL/8FaosQWvsbswQaIfedcIUXNWUX25IxqCe9pTrCrSMZ7EWvVyQJtFNkRJqTtjHYwZNK3j/gP/p99BzhJjg9hqOPenLb+CH38PsepSfSbuDJI4APLvCdTPUFaoqYZgo3xzR3SCF4jDCHHD7CbU7Yp4tUG8f4OYKO3qmpytJpykiZm94s1+z2zWojWOq82i4jOCFI6gAkuXoNao1jIXFPRmihb2N2CeJpZu8RMzpCfyohSNoE2NteZgNbmPZFw0AQ1GcI+b8JM5S7RVjkOsyZJD19FRRPBrRyW0bzKMjVIY39Zp2X9G7SJjEPThNBr+thNofDXeHJcNsedgtUXA2OYyz5XG3oCgCflfyvlydR8GHnUgflErsdg1fqsSxq/jCzrS7iq+bS56Oeaw8FvioeTo0LIsrfDS826/ojqIX3B8a1FPBXidiZxlriULbuAUK6BYDISlKGzhsG5QV49bpIPhZ1FT3hm9urpgHy58sP+Zwt+RYib7t58Utx65iagv+dP0R2/sl02zgruTL8hp/V/O4ctIVmzRdGTBloB0LtpsF29pTVR5ngoyFg2a+q/ll9YwYFd1TzbGqiHvHz5qXbLYL6RJaAbX/XEue+PRYsWkLtAsYJx3BU+H01NSMO4nyep8UwyE7pSvRSaNAm0SYNNWTplvWsr/0htbL6AyVu4aDASujbqcjD8cF01PFJqM+3jcr2l3NOFrmx4oNH7o1p45gGg1TGcRJvDPESXME5tZBUPjcEXxbrhj35Rm1A9LNFWJBwrVanN2qwBy1UAOidBTLJ82EI2YphjtovFf4KrLcKI5XFctNor2vqB803VJYfnYvjurHZil78JPh3XYlaRgbR5edqm5j8V7RbGF8LNh5fR7xVg+GudF0pubOzahNgR2UJEV12ck7K0JlKDcwbaVjbHvNtl6gt5byQfP14ZLi0fB2v8bsLWERmKwYutSk0Z0mlJaoMycWKPea8UKygVUr04E0GrxJTE7jDlqwUgFC5kDqHDHXdSVur5mMwR1khDwunDx3EHahNyJfSgZQ4NuCw6JAHQVppDvNrq1RnWXnK+gNn21ueNosz9B7ECnJrq4ZH2rQ8GXQWBvpHxp6G1Eu4qpZDrVB8UXQDF1BOxYc7pYMq0LGv6OhG8oMpoZN3bDdLNBORrl+Nmdm7rQVPBSz5ldAt2nOEP1flDcCQs/pMEonwsHx5+vX3B2XVIXHP9R8Ya7FpPmw+n9frfzm8Xf2+PWFYKaox2RkHFvJSDO6zJLKfDUM2KNibmSEKYywzK1KUhvYHkESnBh9OmEGiIU6c6BI2eruRAtixpM1P49fZvlemxlvKE1wBtsLnFRNGcuSpAi1xzxG6CE5REcSPuh60Xxo2Z9s+fn/lU2klCCY8/dk/bukmhhZbNZGvJKFmfJzJiMg33D6INUHAfFpLHF+TiMfktaRkEG1gFjzk4wtkskHyLzAUh5XmJNeJGVkg/7weqJNzO/ro+eCnRkDqh1QVSkMwG/ey3te1EyvL3GPDoYJNUf8925JRhG/91xGxdNMbArJK972hOsF5uEAtkBNnlAZ3D7IuNgZqAr46Q9h9PjbJcWbLel7LyEk9LGD3QF1syRVeUQwB0k32R8IP/4Is0koJmKdtVsri311g+on1P4I6jJ/sCdF93dGPKfxySmpQHMu6NUpMD7PfpJLp6m6fMb5Z9NJUmXy7+qUlhDy71KJKSKcwMHqw7VDPuxoHUlJn5Nh5pC73si1qFWCo2POUobeFsTJoDtN24vjvO8LtEr4wXIoSw5DicmmkHmyxGBwW0PXlEyFwZhE6mVM3JYlsbP0dSEw10FuLMehZOgyoNYbDqYSvd5YEZNi6AvSvqAtAqE32EHGRWqSkXv5pBkrhyoCbVdKeoANEimpZXylciRkWMq4L8xaEhWQEW/SMg47AWkJ4owlTxH0lJNKgiJOH9Z/stJdmfP4LAbDPOds45Rh8TEDmZM6j9OUF0h7POFjlBQkfe5C6Rw1GXN28CkBI0WBw6sha7qsk0NuvqQY5PcbNPmwmPV2JmUpiDy3HIK1fIYpMY1WTBxtgWk1wVl0pzm2FWkw+CCfgR8yTH/W5xGzHuWAgRJ+K8DsnBx4TrgjDX0n7MfZyXhfRQhLAQIL/iUrSpoZDiXJRRmNpszIs5n08J21YaqZ4IR5NzeK5ILcA1yW+2TYsrFBDDWas6HoqBCUjM/57lU8o2iMi0SVSJN8dskmlJXuctIZVeMi0eXwgUj+TBEpkFfy2jqdc3xLEwiFaGcPRaL+1uL3koVsjwozwdQV8vq94Fvq+0Qy7nz/KPaCrTGDI7pEdS8yE+3BLzM3dMqft6qp3ylMZ3FH+V31oTzjv4o9TAeLGeVrScO8d2z8Jc1bQzJgOziaBdW95s9uXtN8bdHf+3DzUSplqYBoi/WUs4/zfUHQSJw1rB8uVD6YX077Ze5MnhJdtBYQvHyNM+IlRp2NNPlAc+YO5jWpE0bl5K9TtzP/d9qrdMbSnBJn0n/wXv6+Hr/Bx8jj1xaCSQmrKdWBNEtHL+aO7lyLziFlrU2oNKlIwrgySaLjTvoKmwgleYHLz4uWShZZKLNew+YLJAd8J5MEQu2+c9VomOVwKyYPk4QR5SJp1iSrzprCuUkSEVTJ+1QjRPud4kGlHLeU5MafkCLNpA8uMZVv8loKiWTlg0nfiZmSajd//dTwDALU5uQgywWkUsj/5zSCD8Vd7noqRCsShUyvdWQ2STbDc4GDfOZB57//zi/tVLiQC8iopPjTGtWPpFUDhxa9PUJVkZoKjBJY9LsH0Q+qNe79jlheY+528m+fPOZgwFn8q0vcmydS4VCHFozB7SeIEfoBHSPh27eYj18DUHw7yfe+eUAVTuLqmhqzG1BPgtZNfU/80cfoyzVmP0gH8dhiHxekccQdZvTjHpwlrRaoOpBmuTHF0XBRDwyTo28cqpQS3BaBYDVx+KDTskVgXmhUFZhHQQ1VxcxYy+9ZlYHQZAh1HUTrauTvq3qiXdS4ahafTDmfEyrqytNW8rtIRcTUM03pCVExDY7oDM8WgumYmkgqA8tqZN/MmELMCFXOQfWTZln5s4bsoh7oB8eyGjF57OuDoS0lo3pYCT7olPE71nIja6qJqXasmwE/WS7rnodqzaoambylcDOTTqzqgXnWLN2E0ZFDVdGtNIt6FJ1dYYW/qI18bguDaWa0CdSVjIQLOzPl1zU2onRk1omLpud+uWaxGuhtwU11hJUXAsFouagHtI7soua2PvLL9cSyHrlfN1xWE9umxK0mic5yGlMGimJmXQ+Mo6UsZxblRJFTUgZv2SxL1s0gqJWlo6hmhqBYVyPdsmRICp11gNeLjpAUb9Y1tpmxLlBk080pJmtVj/S1dAQXy5Eud09MGUguF7daisxQGVIzo20kJoeqZ6KVYlGZRHKyL5SVZ1WJK/TQW1zj8UHJiHjWuHJmCoqi8eeIxNOeFJ1G5UjJcDSiJ15Khm06TTCQPONtbylrz7jIGsFRi+41iZZPBSDr+9RJI6iEWRhKRfyu9i0oQuswHhg1tkvZEIgUxFo6dWoWc0sKChugz7oxFbJ+NWVodG+wXdbuTloK7KSy7kyA3fuu+vAaXmMGQVepkN/vjGixU86VzwB5Euz6CjNBOxTYTjG8DrDyzF7jW4MeNeFylgNiLt6TsUwvJ8GYHS3zQjp7/jLIfcm4c0dwruVgqPMBJ74e6KcKfxmZD1IEz88nkZcExbzQzOsoQOm8T8dF4PLFgZ2/kIK01RSvWgbb8Psv7/jzVzUf1x3HRcnsDToXalonlvXIw7oUh3E94kygX5e4IqB0oqkmidMstKyHoGUNLCoWjaQSKZ1kf8g638u6Z99UkmADrJuBzjqcCTyNViIKg2JZj8zeELyGoFlVo5jLTHGOzWyD4qY60s+OhZt4s5pZNwPXZUfR+P9nwfH39Ei/KQR/fSFYv1dEZ5gXGttJ1uaHZBGhsEcnG0B1D9pbqgfogkPnzp+aIdSa6lGcYCf3LklSOqYLRSiy8SQ3h/xRuoG2kwXvlzYT5AUoqvOJaq4NfqUpdopxKLGddCpDLafnagN6Sthen00paoa+KiQBYVKUT/I1AB+l2xgGad2f4oOiORHwodzISXgsJSFk9BV2a4mFFJ16ltfxiHMs5U05DhrXCmBWZwPDHBXVo2bQBbOLuK3JySLyuVYPsH0qqR4Nbg8qGnyUTVF7xaBlFO+OIt4XAKy47iZVUD1pgZLOgbguCdcLyQjWH2LnkjPMq5LiqwfCD1+ju0km4tdLTOeZX12RrEb7SGgsykdCbTHrhlg5yJ3B4/cbyqcZFZ7hryrc1YrUjUyvL7CtR+974sfPUTGi5khYFCSricvnJK0w+xF9FA0iiDmEm2vmywrLrRT4pcO/usT0HrUpJJ2gMthOc39Y0j/VuK0hdnKz8HVETRrbZ4BwvuGYXpNaQ/EkB4fBVRR7hZ4106xwBzHg+BMs1kDoNQevqR81fVXJWMdGVCujpf2kaR7zTdZY5lmxySdxtSmo7jXfPl0wPtaUj+J+fd+sYczpE0Ec0LOXjqCfc8bnnF2Es2HwlsrNhFP+52TQlUgepsnKwQLOY65paUmj4dCXhFnTeelmdZM4NKOV9JNuFBftFA2TL5hncVpPs2XuLW5QcjPrc1LKLCOlqDWhCEyjJZUyQuOUEa7kOd5v1tRPiuPdAjVqPru6RT0U+Fq6VG/KNb4tUJ3hV9fXpLuKB68pHg27ZoF7sMyjdB/MpIilJIn4yRI2Jb4J9JWgP8JsiF7j7i33i5V0/zYFQ2OxW8ub1QXTtsTsLclZokm805KcYJ7EgTnbxGDjhy5yhHFZnAuF3oq5QyWJuDyZP+QvFLZVTEcrqRKdJuQtVnVyQNW9pEpMZeD9Zo1WSWQ32mEOhvaiJPWGKSjs1jK53Ik5RXZqcZamDAV2k0J5Q2jEvEY4GRqgXRao3jDqAt2a3M0RoHFMUuyZCcYbiTab0WezxCnxQ968pEBFJwEAtpPOE4iJxB3/5rRGBfC9HL7MoJgyYqQYIeTvOxWaKgjgfy6kWFKT7OHJABk4biaBbYdS7j86ilkEBWZKZ8OC8pAmg54V7ij4H9PJc5yMMnHSQoCI8m8PEQgaNUoWue3FBMYsnVw9KdQA80oyfeVzEMqFynu9yaPhYRSzUKjkOkgW5ukD1NkMEihgBkhOfkdpEi6k6STFS89CmFCjdMi1V3zxcM30WAng+dSh1Ylx4bD3jmQT92mNthH9UDC7BAaeGofaO/QMd6xJreXdbEh3JdsuX5eT5q5350PGoa6ZHyumDFy/y0aZFBVmY89Q78ekUJtCAhhmxZvqQlzr2UiFSeiD4a+eveBpt6CsPPbe8d5ekJJieqz+Y2uUv/PHP2aOoFLqXwP/HfAD4PdTSp8rpf574POU0v/0H/s8v7YQbH8QpBtSBabeQBUgb/a6NZLg4AQbMdcF843HryzpxXi2lZMUykXmxpHK73S1AL8yTBdRcoCDOn9NL72IgTsLAVImpeOlwNM50icuAmY50+4d7mpg6B30BsooIOuFaHnm9Szjuiju3/JlJ2O9oOmbGvJm21x3dPsKV/vz+HjOoOHZS3B4Uo7ptefy5kg3FFwsex6bpZy6Byc3B5O4XPUc1tXZgNZUnu5Y0iwlNWWeDM1qpC0bqsuBqvDslg3WBaZBhNttqFm/PrAvF/iNI1x5qouREBRhNrx8tue9vWQ+WlhJVJKxET9a1pcde7ukvByYn2co86Yl1QXqfoMdFqgQUSlR7FqGHz+n+uv3YA3+ozXlu5bp9ZLqyy2q7cFZ1Fq0cXbbM1/939S9Sawta5qe9fxdtKvbazenvW12rqrMckOVC8v2ABsGBgkhwcASYgASEgOELCEhMWAEopEYITxhwsAjYAY2toSEVVAlG5ddVFXmzaq8mfdm3nv63a4+ur9h8MVe52SqSCqNLVeGdHT2XnutiFhrRfzxx/e97/NWuFcr7kug00/XhGmBvlqRXyswmngyJf/skv7Dc1Rj0f14FxEj9tkV7S88ofj+GzGLnMzw51Ps5QZ/NkF3HvP6jvh0jt43hKdT4slE2IR5Rlr2hKgwWcDf5DysD8SoaEKFnoxmkXv+Y2tGDFAS0PmqQFWeTmekMlAsWrpDDSai5j19JrqaVAVpZ5qEmXhmdctuY8lPG2JU5Lln7wqMkwSEzQPBVISFx9YDi9kBHzRbDU3KeW+243VUdKmEPPJ4ueFKTclyj/eaxaQRdl+Cs+mei2rLEDXn1Z7nKvFkJtVTqwIxaXpvsCZyNSs4mx2osxFKO7Z0zqc7YlQ8Xay5tBOeTNZczac8na95oRLTvOeQDZxVe96YwJN6fTw3r4LmbLKXcSAoOY5q4Vs2vqJeNOROjBuhVFRu4IXXaP0237gvLQ8XG54vS2YPdjSt45vL1/zvFzOK3NN3lo/Ob1nPCla7kj+xuOTyYsaj0zXPmnMeXKx5k+bCI03SCs+KAWsj59Mdl7loj+pMNIIharpgeB1OeO90TUyK125GlQ80ecHXLq75wp7QFDnGRZRKvHd+R4iaL9ozskmPtZK7bE2QVnOUaserNEcBk0nLYZSBZJln6C1qxPP4wdKdGvSyR+vIkDls6cUtbKTt5kuDdpHZpGFWdKybgtXMUs1aDqpkOWm4C1oMdnA0V/jhbdnfZxZXyBg1DCWpDLhiEBfzWNEDmE9abjrLdN6wU5W0El2USb2LtBMrMZvLVjJxa6k+AjSZO8aqpahoaouZ9UzKnv3dHHvR0J5NCE8b9qrAXjSQFO1Ezp3lwzUxatZ+ztOLFVolvhjOqU4PgsdxBW7e0a5qwqOOyUyiCoPXNKkkVpHitOH95R2f7jOGTuMWHcPBHRMxyIO0vy9acaw2htn5jo2uOeD45fM3/KMnNd84u+V7dwV2LTdGeJmoKa/QjeFYEBqbN7qTybpU+yCUCdUpcO9IRpR0tO4LI0lxzJlX/u13oLw+Vg1VHCfQemwnKwgFdK0TldKo3/RjBN9tU6EGxVcurvnSneC96ABjFFnQpOh4kxYoG3lytsbqyDN1QpZ5rI3Mq4a7aUXfW56erlk1BY+mW35kl8wnDSDO8uXkIIk/KnFSNHyZn4hZZF/wcLkRrqFKXBVTnIn4wfD0fMVrNxPJh4avPrziMGTsurcVwd0050+eveRFNaeyPb+9KXj64I6vza/Y/nHJGk4/v2YRpdRfA/4j4L8C/st3/vQC+PeBfzITwfu7vpRGPeCgjzExEmsztibT29aB9uIWTKNhgyh3RjoCvXq7xVH/o/2IpLkntidpZ+K1aAoCMrgluM/D1F60Ssprcbl50QoRhFuYolQnVAI1jDoGEBPAAG1RHA0gdmWkXZPgoEr0TjASx8/AK7xJqF5jPBS3ilA41q4iHSy3YzZs04pR5R4vsA4KdhIkrqJiX1jJEvXSAtGtZh809s7SpoIud6i7jKGIoi3KLPlWibng1pGtFb2ytCNKQnnFtZ6iVk7ynX1G0olhrDpsqTBrS5cK7IsXEAI4J+3bfkA10pYic6TMkb/ekbZbUoi4B3P0dg+xlkmgmLtKUQAAIABJREFUUqRDg04JQiQ8kNYwKUHXk/qe8HCB7oNspypJm60YPqqS7Pkt+EC8vUM5C9ZCXWEPwhZURU5ab7HWoJpO1j140jCQ3TSk1Qa3WaC/fAPTGtV2pG4KXgZNPagjTkW3I7IDSHkQY86IpSAo0VJ5OT5sJzmtQ21HFpgiZFYyqXuF12/jyIK2tNahO7ljT6MGJnUGHzSNdZiD7EusRLvajCy10BhcI/s4dJLbHeDI5opJGG3b0Z2eDlbaWjqybQq0SuwOObdZhXsHKL1vcqwNqF5LRm2Qwbw/iElp3RS0h4zbomLfZNy0NUPjuG0qDm2OD4Z+ZObtDgVXlfA/N02BH8yR/ad3hr5wpMYIZ7HXtK2jax1+bDH13tAfMpSJAoZHdIGbQjRSTevwreOqnRBbQ58EXXHXluzbjL5x3PUlvjOsmgLdarZNjjpYhlFekTpNHxUhC2zcW51jjBprorThvUW1su8JCK2lQ6qkt01F14l433uZnG3aghAVdJrBOMFuOE+v7jOOx7bffeqRN4LWSDCM71EpYdrFQZM1iq4zIkEZNMHqt7o3Iya4EBVt5pjkvWgdOxHZM4yV4EGjtIZWIjOPreF7s8ig8Vo4iLpTBKNFj9frkQMIKEk6SV7Le+6kfZo2TgxQTqqAple0Vvh3oXtbEcxvNH2wxEwqPG6v8D5nlzsxiywK5leJ5jonXyn2d1LhsRuD9nBXTYT4cKd5fTcVI8nKcqCSx28N3hfU19CfZOzC2BqOUN5J56TVBS/tDHN3z/UssPt7vajgofI7MZuoKNny26LE3DryW8UPV0vya8OzuwX2zopEqAgybgSD6cU5jErQyYQm2fExk4i5VPCSRooYNhLt2C1S6ShdUuPNsMqjdGWKROyRLlQeAEMY4xxjkaCV62DSkLJEWfa0WS7jTNCilywSp9We22LJupPzMA6awca32u+kjrrcdVPgTCA2lj4ohvG63O5yklesqoL9ruDaBPp9xnb8+9BZNlbg/Pc622af0Vtha66agmGwUjg5WKlIBsXdoRT9qpdj7mpWMwRD27pRCpUY9hlX7YTrQ001YpfWTcFVMaFt/njgY37Ol38P+HdTSn9LKfWfvfP4bwO/9LOs6Kcni7y7/KS4U4mZIY16/J/6mnvx6DvC/h/7+f9tG/9fu/QOUf0PXce7PyvRFCqkQqlMJCpDzEYnc1KoLBKzKDmZx1WMYn8iUYluL2ZJUAKZlrxZJ8J50eeIFtBlgcFJOyalMW+z12gXiFHuJrULor/KIsZFMQ3YOOocI8lI9SBm6ainVNkYQo9UDVqXhMc4ZtBiIykTDdQ9ZxFnhfe3b2AqVT1CkDZsP8hk0GoIEVWVqJBAjbqcdP8lI30UayAlWV8jDmRCQA8BdV/xG1NLlLXy3LpENR1qUguYOoi7OBkZ1FPfo/SoRQPREwK0LbGwGKNJWqGyTFiGPoxkfsFgJJfITJCEAJuk+quSwE9TlASAUehsXCTYJJ+TSaQsYW3A2yTtQBdJ1ogY3d0bR0SD6lygtWMCDuMxMCKRnAsIt1ouGNpGsjHiTlnhZxbWC8ZoDJzPnT9GKUpCxZj7OR66MjAfD3ZCUuioRcc6fjUx6lE4LqLne7+QgKrVj5+D948zmimOX++Pn0U/Num4P7/j29erIDdr2sR39vP++WLEUe+cf++e6lYH3l20Sm9DGZLmJ5c/9Bwft8PxdaOIfnx9UunHEjnul3vhumx4vHjfG4pGrTDv7M99aoj88s6KlIwjP7a8myDxk2PbT6zjfv3v7p/6w8bDn3zj734P97/fa45/8vnvDrX35rQEKY+S1+wiahiF0U4MFvf8VZTotmOWRr11InVGXpMHonOQRUJmiLlMjnAjlsVpUEqYdknGyyL3xKhoM9HapqCJmXBmQ2GIWZTxEUSHmMn+qDxQOM8+k25OyqK0lhNoFDEfteeZGPvUOIkKeSQ4Q+k8mxzqbKDNEsf86DSObWNhIZmx0HE8OeTDlPGPt4/dn0/3X/F9AWQ8hI4ZxONzVZT9Jsrz1DuvTXDchxildZzimH88bmeIQs1wWtBDyYwmJuS8MVoSuRhh9GbUpCuTjpV5ZcSwZrW4+d342L3R0Pt0TCQCyIxgbIwVja9RiTC+9qhzTQpn7nE30obOrHzfxozfhQJvEpnxOBPIjQeVsCaQaX+UsfxxWH6ONYIfAN/5Qx4fgPJnWdFPB0qPd0YMGiaSM5y8DCoStTb+PShCMV6AkzjD0q1DPWwJW0dW9/Sd/rGSOVpK7kmLZiUpSDMR52uTCCaRXASjxnBrI626RnQY3UmUFvFULPecjoaRsbKoDlLyT9m4/qhwu3FCurek2qN2BtMrGMXF3jpxSnsFMw8b0WgkJfokomgjdS9oDFSib51UoZKVJBQ/VpBqjd6Zoys4eofdSQKIUkmqQknhtopBW3yp5e+lIrs1dBcJt4fhecHkUuErcV4PzowtBE1cSvqK3SskhD6h9lKV9JUhX2u6SvPsX3+KirB/EslvNMmeMdSJbD1ObPNE+Vqx/zcXFNcKX0AoJ/hZxOw+gISAcpcR5QUloXtpmzQPH5HfaLpvNsTbGrc6YTiJ2K3GbRTdMpFtFPkNNA8kCeBedxcthOp9Qp6wO8Xsh9CdLAiZrNtPRA+a/qVv0J5Fytfvk6ys4xt/fYPetsQqJ0wSu6cXPL4aKL68JhUiTvcnJWbTonvP/uM59edrwjRH+QGUwrx+Qyoymo+XFC9W6LsN8XyBvrsEHyQqD1CDJ5zUDIuC4gcvGB4vCZUFjETiDQE/Kcm//QOU0fgPHxCtpl/MSQYeP99j7m64+XMP+fBHLe6L56RZze7rS9xfbXEu0AyFtDmLnutNxrToWOSNVNuCIS8Gzqs9i0zg3NfthG4i2b9fbHPKvKfMBoZgZKC3kdx5XOHZ7AsWswNDMLi657Q80HvLJO9Y64LSDRzygZPiwKc35yzq5piPvdsXBJcoJh1NK8zNeDqQZR7vDbOiow+GwnrWJlJNurE9bUjJ0f69M6YvE81uwuwu8Z0vvs7Jq8QwzbANrJ9fUNzAJIdv333E4vuafpZz+iqxvZtz+iIRCkvIpaISSiDBflEye6FoHiYaC8NekZx0AJ5+N7D62pKkYb6HkGeia7p8QH0rzl4zJNqlYveDc5KG5ZtEUoZQKLJN4vBAjA7RwGBq1COZwDb3CR06EU1EX2bEMhErD41gsPRKTDOSSesEsN+K/d/uNX4a8LloPvfrErPX+EGqXeuygp1jaCzVl5aDy476QN1qOOswbzLCRKDdelDYtUEvI3FnUQFsI+PxxtTQabqhFFRSJhVEu1eESpHfjnq+cyjfaHwtFe2k5fxDiVGCcTtu42ieClDa3Dr6haL+0mIa6FcWt9NkaxgqGFJFsol8pdi9maBbTXYn6Ui2VeQ3ijbI+FM9s3RLI/Fve9FGt2eK3mY0U0fxZgRKH6TD4vYySevnmvI60TyQa4IeoM1y7EGTbeF6U2Mbxd3NFJ04asHJImGWMJcWai9OY+wI22Z0QMs1QQ/APXkgiR4wZmIyzNaafi7mj/tFjx4I28AwGY+BsTgAb8MLkhtNflpuvHQvrmdfx2NnbZ41hCry7JOH5NdaLtbjpkKeaGxFfSe6+/2bE/w0Ulwb0VEG2F8UZCuN6WE3z1ABrvOK6lrhq4KkE1mv2NWlmG4ivKwTbi3V0RzYFTmhlOpxvVJHjeDm7oTqUsvvA1xtzgXe38nkOmaJolX81vCx4L3qyOQHlu3dKb/zXk3+nRL+6h91mvJPc/m5dg1/DvwZ4IufePxfBr77s6zop04Ev/61l+JQjIapE2jndTOhtAOfzc744OKW2vV03rLuCi7qHT88WfIrj57xndkjvnn2ileHGR9MbvnifEnrnURaje2tN9sJdd4fgakfzO9og2ORNRx8xrovCFGzKBpebWc8ma65bmouT6dczPd0g+UbZ5d8MnnIrzx6xt5nbHppUbTecXcoMVrQEnXeS7soKT5crLgot7w6zLnZV0fo84Ppll2f40zgvckdL/YLQVoA+y5DqcTdowkPH674xZM3NMFRmoHvr89ZFA1Xh5owBm5/Y3HJ984vyO07kWBNRWHlDmnb5fK+NjOeTvbMs4aXuznzvOXVdspXFys+KR5zdr7l5uGErByYVx3n9Y4uWLZdzr/w+Pv8+uSrrPclZ5MDhfX0wTAEw1cX1/zO9Am/+vAV/zD/gNRYlk9W3F7NUCZSz1r2m0Jg2sD6oWVxtmO1nFAuWjKdeG+25WpX0/eWvrM8Ol/TDJbby5lMuveWs/dW3K5qfvXDL7h6MOHLyyUPTrZsDtLOKMqevnO0NwKBbntz1I/qIuAyz7Ts2B0K7qqKMPWYiYS5axcJncFkkQ8ubnl2tpSYqwTp/9DESQ5K4V6tOLnNUJs94cGCUDpMM5B9dklcTklKUX++hsGjdwoVI/hA99ULotNUn16RqoLwSPIvw8WC/dOKyWdrlI/EsgKtKT67YniyxN4dcG8GkjWSuFKXmHXD/tc+IlmYfH+N3Te4S4fqeoYnS/wHS05/8yUpc/inpwyzjOnvvuFX/5NnTGzHDw+nfGv6gkr3/O3JN/lXH/wuF3bDKlSsQsXaV/xa/RlLsyMmzZd+yZthQaU7/rf6F/nTs2fMzYFDzPnk9DFT1/Jhcc2L7oR9yPml+gVDMry6WPCXp5/w3e4JC3Pgyk95YNd82Z/xF+pP+fXJn+BRtuKz9oKvFJd89/wxf7B+wK8sv+S7Fw95Wq247WuelCv2Pueb9XMCmkIN/IOTj/i4vCYkzS7krHzF3xl+ifbcEacDzZ0jnHX0C0eaDtBp9HSgO8tIE8/s5MAqm46P5Zine27PSqm2VAF6jao8qTNUywPrxYTy4Q6rYL8qceVACJprU9I+GaRVN7Z0UQIL34widd1p0rKTyqaL9Cf5sUKcXxr6D1vJ7c2l0v/Bw1uGYORcHiscy/zAt6ePmBYdZ+We27bi7lHJNLvXqAYUsCgacXkPwnFb1gc+nt7wtLjj/5p8yN0DyRReH0o+XN5KrBrwejbjFx5d0niHVoltJ5qrv19/wLxsScC2zVHArzx8xifTh3SDxHzNyo5leWA3ZFRu4OVKtJLbQ07bOFzh2a5z0Imvf/SaT9MjOe+8HtM3wNiA0Umi1TJPe8j44MEdX3DB5MGO5nEuBoFeMznfc9jltJ3BlAFjA3k+sF1WPH50xxAMN3cTZtOGQ5uxO8+YnB7YbwpS0FTzBmsi+33B5ixDn3RMq45fefiMv7v9Oql/61Tf7zOUjdjcs9I19ddW7A85KSim05aut6xPC/7S+z/kN/mIj5ZrrhY1+12BVpDlgwQahJLFyR4fNXYe2R9ymqEkm3UYE2mygj44/FI0vynJ5FVQXTJZVBNPV0h6x+TkwP6xIZWBNlrCPIim24uxq7NWJn5FkGKDhnrRoHVkexJQpUe7yMnswPXBcl7sKM5Ey9fMJPZOmUgKGlsMxKjZLx24iMkDp7MDtyc1cRBDzOxix/6Q0zYWW3qJl3SB/UmJyqRrMfQGO2qUUZDlXqLjRkdxWfVMio7bTcV+k0tFtzXMHuzYVFNU7cVFvGgYBoMfhK2pneDTHi83NL0TLXM6wS06/sSjSz7ZP/1Z5in/VJef44rgfw38t0qpCrn1/HNKqX8L0Q3+Oz/Lin7qRDC3nkxLHunEdfhoqFyP1dIKm7qOwkrSQR8NE9uRja/JrKc2PYXxTIyQ/+8/cGckeeCe4h+iZhgnUFolatsTUbTBkrSiMAOZ9VS2p3QZWS6vAyjNQOE8pRkEH2EchRkISTMpumOGYu16+iB385XtmdmOlR2oxkE7jY+DlMdntuPWDmiV0EibSavEJg8U1lPbDq0SufZUrqeyPZWTIG9nAlPXMsk6eU8krA40zpEbT2GkZVhZQX7UrqeyA4X1lFbez8R12DzIRNJF8kxI8YWRfQpRMzUtddbTDfbHcmiNSiyyhiIbmNpOTsoYKJ0/pm6U2UBfWKwdKx2DJGVsinDEkJR2ILdyMYtRUbteLlilbGfINaUTFMjcyeQ9ywcmWU/vDd4bqlwGUJ87skywK9hIdNLazpynHitZuzyhSy/VJmWk9YoM3NOsw477dWwqKAUhkYocFQJpuyV8eC5tah8hBGmv+4GUWdTgUW2HfzDHXm0Fw+ET6dDgHy6kdbzrCNNibLkp0UdaLZF3+wZfneNeD6T9GJunNaoXrWN0wthk8KTMwe1KZAHdTCIWrUHtG9L5lJBp0s0dE9sxMS0T2zPVLYUeqGxPrTumuiEkTRsdg+modMdUDUSlmOmWW+WZmoZldmBiWqamJaCpbSfnnO6pTM+QDFPd0KaMqZFtTHUr69OOWvdMTEuhBpwK1LpjbhpmuiHXcrzO7YHKDpRmYOEapqbFj8fgkAyFGo7bDCiGZCh1Ly2/Uf4QC7n4xCIIjy5aMUfZhMmiHH+ZVDOHMlJmnt6lI78uajkmPNJWP4xVT6MTbeGwTrAZMUuo0TBGAcpElBZzR5+PLUwFWeGPLe6uHKOx8kDIZDvRaKwNRK04Lfb4aI6t7UwHzvIdy/rAPGt5UG7QKjJEzSzrjuOcVonzfEcXLbktsDpykh94XKx4lK14Uq1ljBlb4E+qlbTOVGJ1KHlQbtn7DKsiufGcZ1tOqoZFIRMEpyMxKd4vb3lVzugyy9bmnBQND6oNZV9S2Z5dlTHLOvZtJq2/+1afjdJitMIyTVomAArGNJRRA64Q5uDIzbRjuzJq6dhoJW1DNGgT0OM6lBnXNbYX9WisOXI5jUhPlLqXCYj2TmvZLz1KPEKQybwxCW/jMes6GI7PiwasCQzaoLKA1eFoXLI6spjv0QrqTMb5597waLZhiAanA9e25mqXcT7b43TkVif2g8JN+mPCy02Q9ue92XAyaY9Z2A9nWz7bFpRVTxNkQvlgvqX1lkPvONgCbQJZJolHWkcezLY4Hfh8vGkunOfxZMN6XvKN6g2/P3vI5XrytsI8/q91Ikbk3Mju2X/yvaYgXan7Y0pZMUZZG9BaJERHKcJ9i1a9lSwoDcSxtTy2oPU7bedkxra0Am3SW8TQUV4xMlLvJxnjd3DPaNX37NU/Bkvi59csklL675VSFvjPgQr4G4hR5D9IKf0PP8u6VPopZMev/o//aTLjCavHpIK2ydAmMrwp0WcdeS53Jt0+o5q17C9rzt+74/p6ytnZls2+4Gy253I1OcbT3R+EfpOhyjFLNirqubCOJmVHO1iaJoOkKMqewy6nrDu6NiPeZjAbSFFxcrrj7s2Mh09vOXQZ7RjhNPRWSPsJibZzkbTKpNx/2lFVHftdQdy54/u1sx7fGbSVFtdhlx8D3BkNJPkbS/d44OTBhm6w5M6zup1gi4Fhnx25iSdnW+5uJjIQKtGV+b1DFyOjrLXYesCvMvR0ENbZqkCXnrhxuGWL+n5N/3jAXTrR7NQBM5W79tQZ3nv/mmfPTtE7S5x4gWBHBV4xvdix+3JG/ugA35liOjg8CeQ3grQZppInGh3cw1Pbi0BxaejncqKG5YBeO5QX1ER/HlCDtK5R0i44PA24O0362p5hl+GuHcMioA/SsvYTgbXmt4r2LGF60eMQRRoQLcQqYnaa+rmin0GoBM8QsnTE8fQXnuyNZKmqAB/8rxv0viNWGebNisMvPaJ4c0DtGuLJBNUMqMFLkknbE6cl6vUN6eEper0n1VJ1CXWG7jzqxSWqKIjLKXrXMjycYy83sN2jqpJwKiR8vT4QJyVqCMTKYS/XpDLHLypxRSuFPsiFZjivUUNEDxG9PtC+vyB/vUcfZP3JaQ7/8ZrKDcdotcIM/M7zJ/zZ97/kQb7hqp/QBse6K/nm4iUn7oAm8bJb8LKZUdmB33n9hI9Pb5jYjjZYvlifUDjPo3rD6/0MgMeTNZkO/Giz5M8/+Jzvb8+ZuI5NX3Ka73nVzPhTi+d8d/OIiet4sZ/zpF7zw82SNzdzPnhww8u7OfO6YdfmnE93tN7y0ewWnzSZDnzv9oLzegdAFyQj+eZHJ5QvDO15JL/TNE8H8jcWX0ubcjj1uDtLyBLmUQM/rPDzSPnCcPhgIH8teIxQpDEXV9ycYeFxl47hzMukYm9IWUR5zex7ht0HUfJ0D5IEoQL4CzmXlBd5R38SRV9mEsUrQb7EDLKVonkc3mbCAmrey9gxOoa1jtRlz+p6gh4Zk22Tke6kunm8qJqIzcLR9Zw6g6kHlvM9Hy9u+PbrRxzGynzcOSYPdhz2woZLlwXZkz1+ENem7ywnp1tuX87RlRc95ogBOXu64vpqKuL9QUERKWct7SETJuGtxCmqVvBEsYq41aip/Moefljj6ygymtH5ep8vr0aMjvIK9bDF/UFF+96Au7EkDaaF7pFHHYzgVfJEmASwCXvt4L2GGBTc5MSZh1bjVobhzOOuBUkS5v4o6SmuDN1pJM48Tx7f8vo7F5ItPJFxyewlKchPIrPvGdbfGlCNkfbqRUfaW/Iry9mvveblp+cUj/c0NyXKj9rILJK8wl47wmORMqQg6JPymaX5qJdJztZSXGr6WcIvxhuAK0O690NE8HXEbeVzHN7ryH6UM0wT+a1mmCb82SDpRoPGbgQRc2TWGkhTuTmPzyv5vHXCLVvis5pf/rUf8H//wYfo0pNuR5etFa1jymUiZkZ0WaoCbtrhr8vjd8VFR9yM0qVpkOO39KjLnFCJvlD1Wnip95nZlYetO+qQVS2FiHCwsq1cztv0sEO9Koh5lG2ddwJjH5mJyUbUoJk+3UjiSuYZfjDFnw88fnLL6+9e8MO/9h/+M5+B1V9/lH7pv/m3/3+t47f+yn/xj1JKv/JPaJf+sRal1BmgU0qX/ziv/+kcwWI4YhTKbJCsy6TQOtK7AmMiVT7ggyaMGYmHomBetNy6mnnRMnjDomjYFjmDfwvDBIhBYdxIoAcmRccQNJO8O7Z0Y1RUeU/fWepCqoqNE0hs8IZJ3rPKA5UbjnfW1kR2SRGL+9EYXObpJ1omnJXkwKakaO4diUkArH0uk9WL6Y5LYBixDT6zMpjvNG7acV7v6YLFmUDbO+qiZw2kqDE2cDHZ0XTZ8a7K6sheJVwmQtnORsqyZ+s1Zd0zLVtuvECFt71hWresphWmCIRSJnq28kzqliEYOut4PFnzejJlUODqHmsj3ouLclk1bCc1y+me1yc1alDo044u5aIzmQ701smFziSStqhlTxdyYh1QWWQyb9ibRPSa0Gqyk5YYND0yKIVCo5cdAznvLze8MVPaqChOWroiY8gEazM0FhUNfukFHBtGUXQeoQjYPOBzS7/L6OeRWCZBMeQR1WlSFqlPDxz6iXDSvEJ/8QZlDfo6kJZzilc79NWK5AOm7aUa6AMMPSnPSSc1KgSZDM4mcH2HqkpMSuKgznPwHvXqRsJJZpVU77wnXt9iBpnkYQ362WtUnqNXCryH3R632RPP5sTSobYH0uGAG2TSr5qOuJxi9x692pK6HmsNqXBUbqC2PVuXU9meTHucC5RmINeeyVil7q09Vg8BSiNV5JlrKbOximilYntfaa9sL9KNYJnajohikknVrjCeme3oo6W2HYUZmNtmXPdAaQdqKxVtl0nV2jl/jLjLjUxEatvjk5b9tVLJvr/DLt2A2Wl0EIaaacGuxJUdspGrtjPYrYIJDLuMolOk/Qg7bg2mQ3JdR91a0qIFi4XownwvcF5z0MQxgtK0cvOhhzHpw4hDU+0NppF90yNNQCIhk3DzBkWIkG2hP4wJJR5IivJxJ/B4pMKR2cCsaNlsS4qyZ1E3rBXsB33ET90L8nMnXRXvAq3OZPyp9mRaZBFDbzE20kUZQ2OUlIe9y5lWLU0vreFGJRZly105oagEst2PpIUHky3bQy4IlsZiC0+Z98fxZyidoJaCEoadjUQzMmBzLxJGm+S70+ltHKgZofs6QWPIM48vEtiIr2QSoDIl5i2tQctE8L5yFZ2MxzGaY1pIMkKSwEVClQTBohNqNGyJUSWiXaB2vZjkAmNCz/hPQXIRX0kWOINEnwq0OxFKaeGnQiqRqhAAvXKSIxwzRSwERwTS8RgShNKgC5n0xUELK7dIUrBIwi0VB/h4PBaR0Iv23OWeUOTEMhJyRSgitvDi6jaJMIwhDObt52MKT5Z7DtkYwjAaz5oyMs9adOWJvcH40WUcOJIx4K0JJYWRnJE4kjVCFIrGPdEDlYiDwYzUifsJfxpj4gCSl+NejQaqe8f7fZTcvcEmBiUMwXH9wWvwY7KNf1te7AcrLnglFA8GLc7+8M98DihLescQ9nO2KKV+CTAppd9LKV2/8/gvAz6l9EfWCf7UiaBU18wxruneHq6VDLxD6WhcwHuN7yy7NheLeFsQGsuuz9g3GZuioO3ckYV1dAl2o15sPCgOlZOAdp1oesFTpKTYq8TQOA55Rt/JHc7QWVKv2feCtdi0hSAsBosxkW6fCcJmTJQYErATEOwuE53QfitxTvdOvK1CskOBWxPk74NoJ+5jpfK9pttlXFW1OEIRi773mmGXjYgSy1VZ0+6yY0VQaclCHqzQ2WMruahsHYfE8fUhaNTWsi1LTKsYto5spxiUxUfFNimiF2zAy92cYZeh9pYhwTDmQBLhpqxQO8PdrhpdcONBEhXRxqP7TB6Uu0x17z4cDTfxPqbIRImROj4fMQ69U953Jhz/9q4DUukkrt2fWNJ9qooCpaPcYt8/b3TZvd2/8WSNSOqKBzWtiS9fo8qSOCsJhcW1g7Rpw9gqmdZw0KSuJ1QZpizBe8KsRG92AkjfN4TlDN0NcHWHyjPSbodqelLToBZz2O7E/VxkqG4AY0iLqbimq0LSVfIMvTmgfCGxeUUmbmwnSBzV9KSTEpyFppH1OTlXOmvZHArucsHDdG3GTVehVWQ9lKy6ksOQcdVPCUkTk+K6n3DbVfgk6JjkrUw4AAAgAElEQVSbtqZ3hoPP2DQFvfPkZsK6K2h6x1U+ISbFuit4089Y9SURxV0rhpi7ruJVP+e6qWW7XUFhJqybgq5xrNqS5pCzHlNNlEocuoy7sqSPlsIMbNqc0lUSU+dlPNBjeoVpRUiu/fhvZLSpQQT6sVciku9Bj2YhPcKF42j40n50BAfhgZqWI+JK+7eTRNPJpC6NAPqYkMleq49ifj3IPhABLeu+X3SffhyoDEe8hlIyWfJBMwRJz4hx/Hm80MVcj8oCOYJDEqhxCHIjGkc+YRtEMx28ltjCcZyVG2B5b+E+vUiLu7TzFqJ6i/sYcVLx3rmd5HNMcLyRFqf+ePE+CGSZJBNplHDs7F6RtKBfUOptqpQZJxsRdKdoDxnFXuEPFt0J/F57GBqD3Y3BA2jBrmTye7/PoNdilLESpWcPirC36FaJAcNZkouyjr0iFJqgHXdtKZibRkGSiprdi1EvqfFGoZVtk8BnErVn94p1U6B3hqaW6xJaxrYY9XHMu3fmB2/Aa0GTjdig+8mK7gVTxTj5iQgyRnsl3NjxxjYEPR7vIzMwyOefRsTKvUlOJXU0j0QvEYtHTJpReG+OruEUFWprJbv4PmovQRhkYuV2ijDItdSrt/nRplOEymG3EjCg4mjIdGLeC/2IwRkgeMu9md/fMxbHimXwctyYrcFt1fG8DBsn2x4ZidEJuPoetB2t7F9bSczh4AzVVhGtYb0rcNs/JhNBfq6B0v8d8NeB3/uJx38R4Qj+hT/qin7qRPBPPnmBVZE2WCauw6nIm3bKzLX8Xv742I7ySXPT1jypV/xB/oC/+PAzfjt7j2+dvOR6NuG96o7vl+f4kcaZaY/Vkc9Xp5wUDRGZZH40u6EJjmV2oAmOu/FCt8z3XJ5MuSi3XLcTntdzHkx3DMHwjcUbftdE/uLDz9j4gpuuRquEP9O83M0prNyNl3Zgf54RkuJriyueFit+dDjl1WGG1REfNR9Ob7nrKjLj+aC65dnZCe0YLL4dJFP1+eyEX3h0yZ85ecYu5Mxtw7fXjznJGt60U3zUFMbzJxfP+d3ZU7JRt1eagVeHGbOsFf1PV3JRbvlyu+Si2nKR7/h8d8oia3h+vuAbi0v+bvw6X394xRfLExZFz2l94Gm9ogmOTV/wVy4+4W+5b3JzqHkw2VLZnjY4+mD41uIlv1F8zK+ef8nf3P0ysTUs6pb1wqAQfVQ3k8oDCvwFTOuW7cRSLQ/EqHm82PCSmbTZk+JsvqPpHXeNxRSBeJexGCOxSjvwYL7lxWCYlNJuaU0mlVsXGEKJm3XSHgsKBo2b9iidKPJBqqRnhjgJuEmP7w3GJmIl+3g+3fP81BEaSyqgf7wgfHyKSpC92WNiJBWO4WKKry16SGTXe8KjheievPAPQ+2wNw3+q4/xtWWYGCafromlw3/zPVRMBPeQ5sJRv5xhdz3h6ZKYS4xef5Jj9x6z7/GzOWbb4T98gAqR7cc10cLsswaz7wiTHHMYaH7xEb7SVC8awtmM4eMzfGUo3jT8K08/YWpaftSe8s36BYXq+TvuW/xr57/NqdmxjeXRMPLPl58x16I/exmmPBtOqXTH3DX86cmXTE1LGx3fnT9mYjs+yq943i85hIxfrp7RJ8OX/Rn/4uQTPpk84dTuuPQznrhbPu8e8BerT/lKccUDt+LT9hFfL17xyfwp3zt9wD83/4Jvz57wfnnHVT/hg+KWQ8z4hfIlISlq3fP3q6/wYXFNTJpDzLj1Nf/T5s/gq4x0MtDfOdJpzzB3pCrQ9xo379jNctTEszzZccsCO+vZVwXF+1u2s0ouyqWYROxkoG8sk+WBXVlTn4tW81AX2GIgRc1mqOgeDyKz2Ntj7GJ90rC/rIFxAjl7C2HfVwUYSHnA147wYYuPEpcXo+Zsuj9qjDMj2t2T/MBqXlBlAw/rLW/0BK0TmZVq6b02alGI1nPb5exs5KRqOC93fGv6gqtmgj7dArDWJfO8FQyQSnTnGYuypXP+WOn9xuKS213FvG5ISbFzOVpHFllDXXYMwdDbQJEPTPIeayKVExNNVXRkZxu2TSEGgHUNKvHnP/whv8nHzCcNvbfoUYdbZQNWR/pgyExg2+Z86+IVf09/xEcPRSpgTKRtHR9f3HK7F17lpOypc6lGP7tb8GuPXtIHw2e3ZzyabVh3BTfrmg9O17xezVAq8f5shzOBm33F6q5mvjhwMdnxly6+x9/o/ix9Z5nWLdZEtodC3nPZcWnO+Pirr4VrFwzvLVbctSU3qwn/xoe/w//ivsk3l6/5weaM51cnKB0pi4HBG5o6UI9jldGJbV7QNZpyImaRnS4Jh5x40eFyaff3fowOtYkQFKYe8EqYeIu6ZXWSoSrPMGTE+cCk7oilomszyZ43SSqOI3ViPpdwg8PMixlGR87mO15ucs7yHfW0JTvZsd5W0u0aCy9VIdrr/bbAukCee55Od7xeCeS5j5qnZytu9xVd6yirjtwGrAlc3U1xTnBbXWepx88DYJr3NO9AoedFz7I88Ho7ZbeTbXWt5f1Ht3wxORWDVlI8OtlK8WaQAkfhAjEqvrq8Y9MV1K7nU/eA6cmBP/XgBb/pv/JHnaP8U13ub5h+TpdfBv7BH/L4bwHf+llW9FMngp/dnRKjPiZoGB2521aU+UDz5ZRvr0qW5xtxxG0L7uYld9dTPikf8eXrJSFq7g4lN7OaZ3cLgGPbw9rA9rbmNp+QoghUh6g5dBmLqqEZHPsuw3vDq2LKdl9wM6nZHnL6VzWHc3GsGR1582rBb2fv0XlLM1hi1DSdo1sV4nLyWrI81zkqKNYPSj6tLrjbVvQHd6xGXS0ndK1DqcSLkzm325qhl0y80EpGZvbK8Wl6wK7PGaLG6cjr2xlF2bPblIIYcJF1X/Dscok2kmlqbaDZ5dgxB9L3hi+KJe0m52U9Yz5pub2rcbmnuy65fVihnhd82j/A3DhWZcVdMeXlYob3hqFxWB359PkD2DpuZ7Xk6PaGlBQ3h5rrZwv+z95hXgs+Y2Un5C8yQpFoTzTu2opOxSayVrH1E7IrS9NMSGXkOQvauwKiQh80L9MJJEX+PCPkiWKvuMtn2BvLs/mCzbaE65xrr0k7iU3qigw1KKo3mkOspGU3VmLCVnJS+1wixibPNMNEM8wF9hyKhGukjfjSzuBVQdaO0OY8YQZpb/mTkuYiw3SJ8vWBYeYIRtE+nmK6gIqJfplhWkl2sHeN4B9uW5TP2fzCnOkPdug20J9kFJcNOiR0H/CTDD2IueXwuGTy/RXNezPas0x0RIuMe5bb5FkLMRFKi68t3YnFNjnaS/tr+1GNbSLFmwa7V2w/rvmbz75JnfW8upvxyekjnA784PU5B58xcR19HKt8XcEPlg8oR/PHdTdhN0iL/pMXj/jBxbmwuoAv704os4HzenesCP7e7AkxSVrBy/MF39+cc1rsuWomnJc7Xu7m/OjslH908z6zvOXFZsaT2Yc8X89Zryu+ODvh+m7KJ9MD233BYtoQouK3J+9hdWRiO37vzWPOpztC1PTBiIb2s4LiCoZpTr5K7B8XlJfQLQQJMswsxQZ8bVmdZsx+qGnPDfMvYN3NmL+UtrAvrSCFakfWw+HcMvtSc1jPSDpR3mj6eYYeYPn7kU3j8KUj24zRlQr6iWN2+bbN3C+McNwyOP1C4i6jMRQ3iV1XSpUnT5gEz8OJVOyCwlVikLrNSnbPZ+xmA7s2p9lnpHXGrgzS6hwr5ldmKgL+qKAzDCeGZnDshpwv3yxJq4xUBdTe8Plg8PdjzUvHc7uQyDGdiDvHP/SG7vmENyeZVIt2luQS3zOBu0vRCOqDZlMHdnUhz9GJdJvRZuWxWnZVJrI7qfL/RvwK2Xcq1ifV8dxMBvaZ4L1UEJSYWxv+/iEn/17J55uHuLUhJMgaxefrDLcSnd6uTKxzaXXml4bfaj4gBY17nvG9BxP0zpCtND96WODWBjXAlyc1ySbs2lDfKHbLnNV8xn7IGH5/hm0Vm1klRpWdZsgS11li/rnm8/whdmNQEX5/Lqia/FbzP8+/xdX3zvj1RzXDqqD6whIKaDI5HxevFdvV8th6cDvF6cvEZjMjRKh3iuIq0b8oGGpIFk7eCBj8HpsyTN0Y/5nY3Z5w8iX0C0v5JtGd5LRnGXpQ5C24nRxrSQqyoOAwzQlFYv6FZqgzkoHLSc3sjeJvz34Rvl9zqBP5taB8gk2YQdFUCRURpIuBbp740aImf2MxEfIGnj/NcFtNtlM085I2CQM3u5PKaucEC3aYSgU8KVgVov1WEfCKVZ24mZxgN5piIy39rIPn1w+pLzXR5iQHr06kg6W9tJt7Kx/q759XqMaATUw/MzQXGb+xLin/4I9PxNzP8RKA+R/y+An8bGXOnzoRzGzAKC/O1tFp1RXidF1NPNPlXhyfMRCjBFpvi5LCeLLCsywODFFzUhxYV9K6vb9TVirRlgN5MRxbz4X1KMThCzCE0YGb93SDY5J3+KDppp6y7BmsITceVw1MXYdV8Z7tCUCc6uNgnOeDtE+iYla1XNRywdqO7RsJl2/F6afjkbXWjQH03aj3GWaGquw5K3e0wZHpwLbKmRYdMUoCgLWB02LPbV1hTUArcbMBR5fjwTqmpaAFpnXLrGg5VKI1vB0sy/rAs2lNMelpW4OqPEU1MKtaem9oTORBseXzSccBKOuezHp6Z4lRcV7vuJ3WnE32rKdzYifut/5UNB+m9gxeHH+MYet2MjC0mjQVgXBVdAy14AAiEoPlvTmuI1nRSw5BcTbZE5Ji2xmquqNViaCdxFa1lr5VpKnH56OOJIi+RuUBV3h67ejnhmEWiXUgFqINHHJNspFZ1XE3yYm5tFmKH968czoE3HWButuAc1TNIFDruzUqz0Fr7HyCvr6DsoDBk12tSCczHFD88BqaFlMWuDfShw7FiSScdL28vi5RXU8qcqrvvpZetbOk3QGVZ2A0w5MlKdMUn12SdnuKs6WkoBQ5YV6i+4Be7UApwmLC4vduyaZrJk6qfB9Pb8i152pf85XJFaduzzqUbH3BJiv4uLxiaXeEpHnlFrzu5pSm53pZ8+HklqlraYJjiIbSDjytVrw2Uw5ZxlenV+L6tz1fr14TkhL3r+14kG/ItOfj8oo3k9nx9w+q22PL8aPZLSFqLuod01yO/4PP+PrsUiruZuBmXvO0XjEkaXtu+oJPlwtUFN5adJp+IRqEYZrwjcLPx8n8JMFpR9MU+Gnk0Bn8yUAzCHLDl6NZpIrC0Jx72nOHXw5gEq1xxFI0a4cLQ7cU93DI1chrS4RpOA55elD0J2M/zMAuGaIR8LdKiu5sNIuMIOLprDlqH50JZDYwz1s2y4qilGr9rY7sgXw0hN1rBMtsICboBpG7TKqWR9MNT6sVb04n3GWVVNayjIvlhk1ToFRiO0x5ONtz6DKMjhyyjCfzNd87K6jrTnAmmWCtnsw2HFrJlPaFJSsHZnVL5w1WR1ZRiWC/cXhrSWWgT/LZLmcHbs8K4iQQRqyJXADEnRvH2MxBwazq2M9K9GxgUKPUJFeY8XfdaGIVIIuYLNIPiqruCUHTnhncpGcwjl5Z9HRgGDVtzAZxBKtEm6wgWyYDZ+WeFyfh/2HvTWJlWfLzvl9EZOScNZ064x3f2P16YD92N0nLaEuCQNLe2DAkeO2dvfHGXpqAB8ErExbgjWHY3hqGAdsbw5AgUBAkUQNNs6me3/zueM49Y805R4QXkbde06IabLQIkoBrc3FunZNVlZUZw///fb/PGx4yb0Cx2rd5XWpoxyFq1NILHz2nJw19E9AI7aMTJ2PfCbGS8k2vbVSRj81bZxHqrNwPI1UZYmJN99BXCZutpssCurE3roDfiDhlsYFfCJrCoNZeciQelGyClL7o6TJFNzbIg9bHkzYStfWsV6e9LAYJqvCbio3KsIkB7UhGNZsk51+7/5zfax/jrKCW4V67KYzwCSlWYKMhFCG2hKOGxsUII2hbgZw3tGFIl0uPX1IOqQ2Nirw+Wzr6YjCLDKxKkfS0ybAsECBi442QcYiJAlzks805aahd5JNSLIiZ/5x7s8gQ25rNS+pae93jLqefdZwcrbi6/fOSLPIXmiP4D4DfEkL8e845AzC4iH8L+Ic/z4F+5kIwDnpCabB8IQpvQm+QkLGhiBtS3dJZRW8UedigQy9SD3XPKKzYdBFF0Aw5qL7N+hp5EMUelWKGhWASdATC7ifGzviQ+1S3aOXLy22k2MQ98YASSYN2/5oAvZNoaeitxCRiX+JOw4629XykUJk9kiYM1V6XEymD0wIl7f5560CKIcEBaCOfGBGrHuskcdChA98qCgcUTqAMseqHRZ/1oFRp9yJzJS1t79stgfaTSqR6wsAM/+cxMoTW412UQ2lLqHuiYUHZGUM0YHpaHfjPMqBgXqNp1HBclxickozThkWmEcqRpA27gfckhaOzglFWs6wCdNKhtfGw4D7wiz/p9ovQRe6rpkYEjLOaZac4jLdUnaZOQyZZxRKonCDJWmoJfS7RaUsfBPvKiowMYdSTJw1roE9DbGa8QLqTqMhgAs8RHCc1qzTdMwhdHO4TTIj84s6uN4jH93FCII3FlhUijiFQOK18kkrd4GZjxHKDGcX+d8sKZmOPghl0fyYNPO5FDjtX53CLFfZLj1Arb/ggCKDvcdZAEGDiABtKQjVoYbclrq4hjjyCZlnidhUczTCZRl0tyHXjzRqDOSOVHiGRBw2FqrEIeivplBpwLzUGwcqkJKolVw152HhckfL3TRJ05EFDphrSIMY6Sa4aGhGQDpiaUeBxM00QkMqWfEDWeINKw1jX5EHzBeIoaImDnlh1EHrUknWCXHlzSCT7vcHEOokSjt5KXGzoMr+AM403APWpxCa+DeASg438z3Hc0ya+ktRnEpEYTBzglMOm1pscIotVoJIeEwe+nSYcXaIGQ4CHqZvEDsL819w375g0yZD204BLBiGqcnTZkF8eWfpY4eIBTj9MaK9RVEI4tLR+gxrWxInnrOVhQ2clbRuQRH4set0azkJ/rnYDeSELOyZhyWG4YRzVNF1AoLw57qdbw9skYRQ2+/HDOcEorInijiTsfirNBQ6iHS/jkddxC0cat35z2WkiZSjjkCj0BjurvRHDhX5DFwU9LnJDOojcQ5ClNggJdkDKuEASBobNkMZjI4VrJTbyG10TKJwWMDDqpDKY0H6hHx7QQEYbbCjRgfFYpV6iAm/qMIHCRg4RelNHqHrQDmd9O/Z1QhPCvz8T+/didOCRJ4HFWp8uEqsOFfo0Da0NsvDa6CjsPYOxCpjl3nxlrKCUji4LSLIGIaB0gq7wC9C48CaethnOjxr4ioVvjeJgmtUs8giR9fSNxGWGJG18BydUvjWsvWEGvH46zWrSsOMyj1BpTxAYxllFlcfcS5Z+/Kw15nVylHI+tnQIT7CR3zC/Tj5qB0c0wp9fE1qvQdQep6TUkGz02giE/9vXemypLUYPmm3lUKFBa4MJh+sl9Mk0oe5po9AbXIwv7oBHsbh+uG+c8HNo6IsjTeTfd6q7IbHmz8fjL6pZBM8L/F3gEyHE7w7/9x0gB/7yz3Ogn7kQfPpyPkTU+MggayWm8gNpeKG5WIVcTloPFS0Vd6MMriK+J86oznO+ayW7ZcLNLGOzSrxgF3gdlSRawW6w0iPwKQa93GNiTOlbJK/SHrcKWW8SbBkQXgXcHISIVvKjLqB9mfFdcx9rpEctSIdda0Qn9/iRTWJQG5+b+bzUXKYF7SZE1D6jGOBpkezdVYtJSrWKvUlEgBicYdmFZGHHfL8PfF6pgHoRcxMb3C7wLizt+F4fsL3MvZtO4HlZu4C1HvhdtWKd+hzhV+OYm7SgX4YsY0two/m4DInONbuqIL5R9FnAJonYFCmuF4ha8XvBIxYvxwQbxTKLcYHdZzh/v9a4ZxkfGEX03FPlF4yJLj0CYDsJCG8UNgSjHem1ZGlGRFcBJtaUheHpLsJtA4QVqFLyqvLfh7712bw4uGOCvlP8ZHTM8jZH3QWc1wFypYe2g0avJclCUDUpuvnCFCKcpplY6iRGrRTFE0Ez05jYJ7r0iSPZeGzEU3OAfh55BEIrvP7ursOlEaaIqQ9DonsT9KsNaIXNY8z778C2QXSG9iAmsmOclDgtUS5HrWtE1VB94yHx85UHUs/HqKsFSdXglMQl4Z4L2H/jLcLnt5h7c0zqd7Sy88kiJg2JP76Evscez7Dzgnbq28Lh5Q61blj/0pz0okA/uyEIJLv37/HJc49g2i5TrmY5ke559XzG3+NLTOKKdRPTWcm2jrie5Uyjks4qbuqMVRMTKcPTlwdczzMS7fmU13cFgTZ8VhywLmOMkbzaFV7asU0p+5Bn6ylZ2LKuIyZJzc0242ae8fHtIR9ER6zKhI+zQy6XBd11wj+pIsq7lFf5iL5VRGlH3ymuZgUOr5t7fjXj82yAcltJU2uiV5rkGtpRQLgEnCK+FbQjSbCDdqIJlwKzCqj7lOylpCuET7qxEflz6FNJH0tUB0b7MaStY7LnktIkPvlkJeljnyWev7BYpXwKTe2jGQH6TBEt/PUne2iawBMDlCO59O0+Fyj02uECPeTZ+vboRTTZm76EcKjAcBelbC9zyixincY0dYi7jlgUHv7ry0QgAz9pOytwraSuQlqjuCxHvFyN2V1lXgNZBTyTjqoMvZzkIuJ5NqFt/Mar32l+7ATVVUqdexTWa3zMR9khi9vC58HXkmUSUrd6L22xdxGNtqRPNEEJJtFEC//Zztsjpj8WtKNoSBTxDlWrB7e19akceguL1YzZB4LdbU5U+/Orakd5kpNsICgdXR5hhkjMdAHb5RRhoLgRtBNNUgrClaM6zIl3A35mEuACKDYQLRz1QURXRPz+9jGjH2qC2tHlav8+nPRygvFnljtbUGz8+2ymmqgWhCv4A/2Y9LOQ68MIvZaYsaWLLY3yFbnoVcBN4HOQ6fyYmp1Ltknm05Q2inAhcAtJ3fiNQnIx4GOkR1y1G0W88a3UhS72KSnxjaDbarYmQwypWtFaYmKPP7Lap41stppy1BK+0vRpQBs4Xu1CghvNj1anlBc5ohMkN3L/vQjrpRKAT4cKFH3u2JWK+CrwCVgVVHVGvJGoGtqxj6szEaS33v1sA19l79Ngb5bqs4B4NZSEna+A1jpG1R4BZmKfXNLucpKFwGp/zzUHEmkEweC+t4E30yzMyKd8aUv+XNJUEU/kAekL9fOsU/5UH39RNYLOuQ8Hh/B/BLyPX1n9z8B/55w7/3mO9TMXgm/cvyYQlt7Jfbv2tkoJleFZNONsviIPm4EZFnGcb3kSz/jGyTkf6CO+Mr/kclzwMFvwJJ9R94FPFhlgodebfN82sVZyb7yiM4px5OHEyzrBAUXYcDXKOSk2LOqE62zEbLSjM4p3D675iTzml09fsu0iNl2EFI5yrllX8R8RPu8GEez9yZLTdM2L3eRfSBYpuxCtDA/zBS+mE6rOzyL7ZJGi4OR0wVeml3ROooXl0/GcUVT/kWSR96aXfJge7aGy/9JkkemIeb5jGpW8mEx8ssis4PF0wQ/sfeZHa26LgjBtmfxUssiuDflrpx/x99U7LLfpv5As8u70mu8G9/nayQW/3z6GRjE9W7EIC4R0ZKOaMvb8MgGUecDocMs6yIknNaG0HI223AzJIl0TcHa0pO4C7tSIfkgWmd1bskhz3jm45iqpeRlPOJ5sWRfebRonHe1BwK6ICI4qutdmkV4i4x4desH2bhSxIcWMjG9bD8kiVSv3ySLP5Azbel2XrDtcnoC1BNcb8msQmx32aIqNAkRn0Z9f4qYjEILoaofc1jjt849xjv5ohDktSH7wAjfKsbMCYQzmZEp1lpE+XSOq1rt/I0X45Jr+3gx1u0XdrHE68BXEJEItduy+dooLfIpJcLtGLUJE22GOJpg0YPzdS992no/pxxHZT675N996ySioeVZN+XJ2SaFq/nb8Vf6d4+9xGGx8qohJWZmEX80+ZSJ9K+tlP+W8m5LKlr+bfIVvjp8zDkpKG/LB7JQsaHgc3/KymVDZkPfSCwyCl82U3xj9kO9NHzJTO276gmO94mkz5zv5h/zD4sucap8s8k5yyfdnD/h4fsi3Zs/48fyUs3TFXZtyL17SWM172TmdU6Sy5fdHb/AoucU4SWMDrtuC39l8xWsmC0NXKLqDHhMrTO4jIu24o081NjfE05qdyXB5jwk19n7NKokAh03NnnkmGoWaNmyCGHVYo4SjTiJE6hMSNmVIfWL2+KHXEV9q1FImr5NFBP2s95vQwGFD7SuPoSO+VNT3O9/yijyg98HxAuN8GykakkWmccmPrAfXH6Y7bquUZZwQ75NF/I5nEld0VlF2mm0dMc93vFncMo88c3EReezPuox5OF2wSHzSyCsHb0yXVINhbVdo3j8855+ZR0yyCmMlu8ZvSN6dXNP2AW2vqBtNGrfMspKy08RBzys9Io0btpOYqtIEccdu5VFSb7/5ik/iE88oHSgJ3kRjfLu2U759WYY8PLnjaXZEdryj3IV7/l52tGO7C7FlgMx6X80Le1aLlJPTBW2vWC4z8qKmqjW7TUR2ULJdxzgjiEcNQWDY7SK2yxA5bcmyml89fsnvindwjURmPUpZdjsNyqGTjutRRvTekrKMsEYwHpdUjWa5ivk3vvoR//foEY9nK642Od0uQkm3Z9/WJmE0LX1RWDifLNIn6EmNUo46DsGF9FPfpnZATbRPFhG9hKLbw8izWUVZD8kiIsCM/DW9TxaJfCv+deUa5UhHNUpZNvPwjyaLNBMeZAs+OzxAKUs5SjwYXTmvUx1g6LtNiIgMQWg4Hu+4GRfYXlC3iunxms02oa4DdNoilSPSPZtZhgwNUjm6TqIHFBvCG/eaOtxDxOPEo80Wm5TtPN4ni0xP1izOx547aDjc814AACAASURBVAXFpKTtArpO0fXSm1qc4MHBim0T+g2uPCCc1nz95JLvNQ9+nnXKn9rjj8ta/4v0cM5d4FvBv9DjZy4Ev33wjHjgLaSyxTjJVV4QDa7fb86ek8qWxgbcdhkP4gVp0PKXpx8RSMN3Jp/wJJnz1fQlHyUnLDqPqoiGtJKLdMwk9INk7yTvpFc0LuBIr1n1KVedh/jO9ZYP4hO+nL/iqi34KDriweCe/fb4CVI4vjP5mI2NWXQZWhpu25xll9A7SSAss3DHs52vVryVX/MgvqMIam7iHPAt5UfpHes+Jhr0UkVQUxk/0K46v6j8VDremVzzzdFTVn1KoWoCaTgMt7yMJhgniKThW8UTpLBoYZHCEsmei2jMSNcEwrDsEg7DLbluOEtWHOgdadAyC0sy3fD18TlXJzmPx3cAHKQ7jpINh+GWxmru2pT3s6dcTMdcxgXHyYZQ9rQ2oDEB3xw9Y9kmvD96wZOjGbs65N2Daz6Vngp/lG25TrJ9q3ldR7w9u+Fj4TguNgTS8qXikk/DQ3Z9yKaJ+PLkispoPnCCMDCs0oQvza55pnu+NX7G0+gAgDdGt9xmGbdVynSoar2SBY8OF2xbn77S9Yosakl0x2G85brO+axVjIqaaVpR9z4tZdeGJLrjm7PndEZ9YQa6X/A6wD3Y9eibLW46onxQ4BQElSUyE7qDFKsEqrMwTcA4+lwTVD3bM2+2CC8n1PcLTCwItoY+V+yOFLIrfMSclgjriHvL5lFKFkiCZY2LFCJPMIlGGMv2XuArFpuMIA4QvUUYSz2PaSaK6XWIySPKeyltLgmvQr6SnlOoGiUsb8evmMiSD/MT3gyvOFA7dkHIdT9iY2PeDO44UA7jHApHLDoy2fDV0XT/t3cmp0k1Y1VxphdEsmPRZ3wpOmdpU1LZ8pZeULqIQlZMVMlhsEYLw5nacKqXvBO9IpYdD/QtZRrSOcmXk3MaG3AvWrIJY07DJSuT8Fbo+aVa9CzSjLejSzqnWJqUcVDx3bN7LLOMSVGxSjKKSUldePNZWUfMih2X0YhZUfJovOADccworbmOCh6f3PI8mCAE5GlN2wdkUUvZas5Gaz5XB7x1dIMUjpfpmCL27dnLck5yuiXSvXfBSksgLQdZyfNggpSOtg04mW7ojSIMeq7ikU8KCnsqmXN4tqQ30ktKjOJrs4t9AkUgvCzjKFwDMNYVZ9GKy3TEeTLeS1uiISFkFu5QWC6bETsTchRt+FL6ivfjpygsF80YiWORJ3x9fM6rZoQSPiHoW7NnrPuESHZcNiPeL55zO8+YRh4svur8wvbboycYJyj7kLIPmUUlp/GKZZcyCio+1MeMdM0zPWUTRd41rHxb9XF+x4vZhDxp9ppCNbiflXBfZEnrmLNsxcVsxOl4zSqKqTsvHTkebbhTKW2qKAYnbjowJ08zf56UdMySklUUswosp+M1N8rQGcU836GV4S7oWUvHdLxjGle8m13xvck9ul4Rh74lvooSpLQUccP5LObN8YpbndGbISY0iliHPe9mVzyfTjlONgTC0mS+EDGJvd7ziZrxzsG1HwOk4brO+dzOeePwDq0MV2nOjSyYTnccZD6r+yr0znCtvPxonNTcpSnOCb58eMmPrSCJWlZxxrQoOSk2dFaxbUPWpWfvFrEPTFDScb9YAvAJDFKrjvvZkv+nC/jV4nNeHk1YN7E3WL5OcxlywFuj2IVeghQGhrN8hXWCrle0veJstOYmMJStJg07Et0RqZ4XVhIGPYGydL0ijVrqLkAKyKOGbRRhnd/ITOLKy6+k5VZZ4rCjHu6/sg4p0oa2VxwNFI+y03S9Ihq09ffzJXUSEEjLYpZyMNrxOL/lo8nhz7dS+f8ff+xjiJd7HzjiC3UvAM65/+NPfJyflSzypf/9bzqlvMYg0l7/VtXaD6QXGWLWkBXeQNBUmqyo2VzlnD285eLVlLOTBbebjJPJmlfL0U9xBH0kT18GyEG4ixOMp77KVyQ1ZRNS1RpnJUnasF0n5KOKqowwNxFi2mJ7yeHRmuuLMWf376iHnE0pnf+914xA6TyYee2TRvSspshqVpt0aD/7NqceNT79RDrGRclqk+53yG7IuA0vA9r7LcfHq722526ZEUa9ZxcagQgsR4drrm5GyH2yiKXdhX4nJh39sEvrljFq1JIkLdtFShD39MuQaF5hPsvp5x36WtPn1tPjsxZrFKZWvPnois+eHyJ2AS7rfQtq4DJO5ltWL8ZkZxuaD8eIDtp7HcH1kNRQGNTKOw5d4AjvJM3ZT71WaNHjhm4d7V3Dbt76/NUb32qWwzHVXcDsvVvuVhn2dvhuthq1UZhRj9oqwjtJfWyQjYcFg2damczDXtkGZE8V7cRhIueTDWLn4cORQx7XuPPYA0wNvPM/XuDWG0QU4bKE/rAguN4g1lvQGqyFUHtNYN1g376P/PwcEce4JNqz/7AOOxhJ7K5EjgqvNTw7hps7D6FzFpHnuCxB7Dx02SU+51g0LRiLS2P/mjpArHegA+wkB2uRdxtcHNI8nBE/ucVe3yLun2CKmO3f3JHqjlfrgkfTBbHq+P6Le3zz4XPm4Y5ll1D2mlWb8PXpOXPtzSLnzZjrOt8nizye3ZHrhrrXPF1OicOO02zNVVnQGsXD0QKAq7LgV+ZP+XR7yCisuGsyDuMt57sx789e8M/v7jONS17tRpxlKz5bHXB9V/Dw+I7zuzHjvKLuAiZJTdVp3preYJ0glIYf3xxzlG89qL3XVJ1m9cMD4mtBO3Y+sePIEa68WSTYCbqxI1wI+szRHvUkzzRd7kiuBbt7lvTCB9v36WAWiX3aTDu1JOeK6tTgAucdrJFv100+hM0jgdXOM+qCAZGUOaJbP1aqFuqZH/ucguTauy+thvgOdve9s/R1W1k+3uGch+G/ph4UccPFqylB3FFkNbsqorlLkHm3T1ASwhFGPdYK+k7RNwFx7qPHTtM1H9wesVxmqMDSVwGzozWbnZ/4u5cZozeXw5hmqauQk/mK85czdNaCE3SlBgFvP7rk88sDL9OpFTLtyYqaZkhaqhYJIjTI6xBVCUzsE1SQUL9TE38c02VDks+A2TMh+2QRp7ybtD3rSD8OqU4NeuNbnqqB6sTsGYB97iurVjvChaK510Iv0QtFP7LIShCuJPXcotcCaQTt2KeYBDtJtBA0M0dfWMb3V5Q/mKJqf404BcHO8w+7zDH6FJZftQQDhLydGVQpCZeS4FsLyk/G2KMW1n7cIzI+ZcoK5GWEvF/ueYu2CohfaJo3/EKebUB0o+gTR38wVHmvtCctKN/67EYGvfZzg31UoT5P6MaW6EbRjqxP3Gg8ozBY+2vUX4CD1i/vidOW9mmOybxsKBw19Bcpf+lXP+CffPQWrlLoxWCQEcN3E/v2tt4IL++JHHbSoW5Cz+hsoTnycijV4M1YgA0t4a3CRsNn6AR96hNlAExqCbZ+nnbCpz65yCB2AeFSDvcYtIeG6DLwPw/nXfQC2XpYtdXDdXNaY0sfMRl9FtEcWOJ7W8xPCj7+rf/kz7wUl7x95t78b/6DX+gYP/53/8s/k2QRIcSvA/8LcPDHPO2cc3/i/vvPrAh+9eTiC7OIaumcZNmmSBwfqzmPZgsmYUVrFas24TRd8YE+5lvz5/xz4fi1wyc8zWe8m1/xSXrIuvW710D6lsldlZLozhs7rOTx6JbWBvsJcNkmWCeYRSVP4hlvjm+4qXOexVOORz7D8SvTS34gHN+aP2fXR6w6n+e5qFO2Xbh3EGe6ZTWNfS7naMH9dMmT7QF3A1DXOsFJtqY2Hpj9Tn7Fx9sjD3CF/bFeZWPePrnhlyYv6ZwPof8oO2IWlVxWBZ3xTuZfmr7kR8mp38XhCFXPdZWTBJ13GncR06jk5XjMYbrjINrxrJgyDiueFlPeO7jin/WPOZutuUzGTIqScVJzOLiV103Mbx7/hN8RjttdykFWEqmeqtcYK/na9IJ/Kh/xzaOX/GPzBm0b8N7pFU9GM5Ty1ZGbbeZ3/dKxnKW8fXzLs2LKUVESKsPDYsHL3Zi6D9g1IW/PbqiN5kkxQ0ofN/je2SUvZmN+/exDPpvM+XQ058FowU2VsygTDrKSVRWzvMs4PPIB5HYA4oZhTxE3jKOauyrlUk/R44Y09tyzSPdUTUgWdrw3v+SH6YlPTjASm8a4gwJZtnTTBP3xOUJK+odHCOvAONTNCjcpsNkckwaIe0ewq+kPC1Qa0RymuECSfu853RsnXmGxbjCPj6iOI5KLzMfGWUAJ1MUd9ZdPiZ7e+fg653BRCM4hdhWbb9/HRJLi8xh1vULerkFJzMmU+jAhfbLESYH52pvYWBE9veM7x0+YBTs+K+a8l11QSG8W+LcOfshJsOLW5L493Kd8O/2MI+Xbic/6Ka/6CSNZoaXhG8VzJqpkYxI+TE/IgoaH0S0vmylbE/HN/Cm11VyMJvxm8QO+G7/BLNhy1+cc6yVP8zm/ln5KoWoehjd8nh/xRnTFD5IHfJwd8e3pU36cnnIar1j3CcfRmspovp69oHUBsWiZhTveTK7pnKKxmqu24P98McGEPtLMakU/8kYBmxn6TOHyHhsEnh85aqiPJS62lIHCzVtK6bVwNjOITvpJqVGIcUtlI9TcV586GUFksEawuxfSTg0udD5JQzjQPse6Eb61pyrpJ/deQOAog8Br4UKHMIpu5lteRN5R+Y2TS3on90asNOiYhTv+ABhHNffSFZd1wVWe7wkLkfKdj9fs0HUbs25iTrI1b+U3jFWFFI7LzHc+Nk3Eu9MrbvKcQFo+kY6vHr5i3cVIHJsu4puz5/wjK5mnO3or2bYRDviV2VMAmj5g24SM4oZ5sqW1ARLHy3hMHjVc5Tl1FRLFHdUqRgSWrzy84EfmjHDQfUrpEMoSqsFc0Cu07il3MW+f3PCJPWZyuKVuNW0d0HSKycGWzS6mKgN03qKVI9Q921nMvfmKqgvYTGImaUPdauptxHi6Y1dGNI0nEmhl2O5itjNNNK2ZZzXfmJ/z97cJbaNQcU8UdVTbCASkecNaFkweLdmWEcZKDsc76i5gu074Kycv+C5wUmy4m6X0xpt98sibd16pMQ8O/QZJCsddmXDnxhwerlHSssxS6iAhGLXMRyW9kax0us9q7jtFXtTsMj+vPZwvedZJorSj1jF61HI43VB3AW0fUOa+NR0OrWmlLJO0Igp6nrae5xfpjuN8y8fmiK8XL/n0+IC2V6xG2T6n2VlBlngndrWL0FFPHBiORlte5QNHsFXcO15yt01pG02StGhlfOFilBFo88VnSFq6zs9z47ihrCOsFaihAjiKG+7KhO00QUc9XRNwcrjiMhn7trLx573rPTKq7z1H0DnBw9mCZZ2QhS2fuUPyScUvn7zgd8u3/6RrlD/1x19gs8h/C/xfwH/682oC/7+Pn1kRfPTf/7YjcHuXFEbszRPxZUAzM3vnndwp7LhHv9KYhzVcRYiTGrMOCac17SL2houBuYYDtZM+jmho8ZlpD71AZT2mVp4/5DwmQG6GPN3aV5fasd+92sMW9SrC3at9fFmjQFvENvBpBMYT8n3Lzlf+2gODSA1sPOvudRBGN/KTDdLBqIO19uBZ4TVFAryI/Z7zO51O+uSQuxAbW5+B2fvAb04a3FW0jxNyyqF2arDtgyolfW4I7xTd2PoopGWATXwGaDs35J8GVMeW5FLSZ74q0ufDzquRBI+29M8yH7WVeB6gGHImzXGLfh7Snnakn/pd4u6eJbqVuMDRZw69lv7caEiuBLv7lujGfyd9AiY3yMpHDqlK0M0sohMEG4FqPUG+OrFEdxL7lS3treeCdVOzJ9G3U4teS6IlVIdu/3duiP3qU4dNLMFGUjyBevYFo6vPfBXIBY72wBK/Uj6TthY8/Lsb1NUSO84wecTufkJ6XqOvt167ZwymiJFlh2haqjdnpB/fYIsEFwaItkeUDUhJd1Kgb0q4WcB8iljvfIpIb7xQxtr96+jzBeagwEaBN9ZVHaIx9NOE8PMrj4Y5nuACSTcKsUqQXOwQFzesv/MG+ZMt6nKJOZzQHKe8/PdbAm2oy5DJZEcYGC6fzTh7fMNxuuGmyqn7gKrVvDG7YxJ6jeBNnXO984uOpy8PmB5sScOOpg+4W2Z+khmVLDc+U3lSVMRBz+Wy4L2TS863I1LdsWlCiqhlUSZ8aX7Fp4sDEt1zt02ZFzte3Y3ob2LiU5/XqooO2yqirKXrFGcHK+o+IFSGV7dj0qz2ObBG0tQh8mlMeiFoZhAtYPvwi+tZ1VAfOOJbz4qsH3Rkn2q6wpFeCLYPHNlLf22byF8TdohcbceW5JWkPrTYgYfmI7Ng8iGs3/SlE1X5ionsoJ776191/udm6vZct/ja3+dWg95AdewrPjbwVahu1vtxS3uXJBJ00tHfxLjIenh1HaCvA/qx9YtPgR9LwuFvjDckuNSQzkomWcX1oqC/80YvWSnUSekTiqTnCPaPaq+LFUAjPR7lKvH4ECeQta+ExW9svOmkFwPCxSInLWYXgLaoO71P5Qh2gj51e+PM9r2W9JPQ32+d+KJSlAwcQdhH89WnPaOfBOweWsKFf23VwO6+RW8Fei0wCbQjH6UW3UmqBx2i8VW6buTxI9FCUB/58cYpaCcWJ321L74V1AeObmyJz3a4H4wIKmgL72YOtt6c0U4co09g8VVfXZad8FWwnSS5FHR/aYP9IKd70CLuPF6IyLtnnREEVyH2Xo0QPvWJXpA+Dyjfbr0OeRsQ3vkxsj32etLoMtjns4sOupHPbEdA/7Am/DShmVriG0mXOfrj1s9JFl+1/imzCMrhYkMyqWk/L3z1TTqCcYu9jPm1X/2Qf/qjtxGdJLyVe2MTDGaTwDMBTeQj9Uzuq31iiOFsjgx6KZGtoBtZhPWxd/G18tVV4U1TJvYdGACTW58dP9SS+nRwa9fCv9aQ+d0cGaIrj8NRrc+pF0Yga//duABkA/3jGrvREFvST0LquSV8sIMfFXz4n/3Hfy4qgo9/+z/8hY7xwV//L/6sKoI74Jecc5/+osf6mRXBx+9cesJ9H3jBs1Gsmtg7BOMZ04Mt07Si6QPKVnOY7XiaT3n/7Jwfpyd87fiCV7sRD4s7nk2/MIsoadHScrPJiENfEbRWcn+ypDEB47Cm6jXbzuvJiqjhapNzOlpzW2bcjnImkx1NF/DW/JYPoyO+ce/lHryrlWFdx+xqn/VrjCQOO9re5wU/nKy5ny15spmxqvxuzljJo2JLM5D13xjd8mQzozUK6wRlE/pEkHnOyb0vzCIAT9YH5GHDXZXSGUmse74yveQnB8eD3sYSCMuiTjyDTBl2bcg4rnm1LjjNSiZRxfl2RBE1nC/GvDe/5SfBGcV8x2aSEY0aRknDPC33ZpG/evYx/yh/i9UuYZ75ib7sfCzfO9Nr/jC7z7dOLvjD+AG2k9w7XXB550n+06JitUmQw85/M084OVtwdTMizRuyoOcw2/nP1CvKOuSd+R1Vrzm/meCkpSs1D+7fcnE75jfe/IgnRzOeLaa8MV5xU6ZstgmzoqJsNOvrjPx4S1NrrPWxSmHUM4pa8qhlVcUsshGMes+tshKtDX2nCLThy/NbPjmYgxM0RiL/1y12nCE3Ff0oZvTjJbKsMdMMWffYNEQtSx/ppgOEcb4lXHd+IVi12EmGiRT6ekc/SZDxIbJsMccT2llMdO6rb2LYLOnzBd3JBH1+hygyZFljiwTR9YSfXFB99R4mViQvd8i2Jbla4xKPjmnfu0/+2Ra13GLnY5CQfHbHb779glFQ8aya8ZX8Ai17/l78Zf7tk+9zTy+47XNu+oKNifl29jmHyuutXvZTnrZzZmrH306+xvvjF4xV5c0i8xMS1fFGcs3LZsqqS/hm8YzaBbyaj/krow/4SX2PY73ishszDzY8aw/4y/kH/J30l3gc3/BxdcyXkwv+YPKYZ0dT3p+94EfzU+6lSzZdzFG8YddHvF88o7GaVDb8/uQNHiZ3WATbPmLZpfzDl1+nnnv3bTe0jfoUutxiA7/It1rQjX1oap86TOxopoK+MNRz7/TvM+sjvQa5gE08hsaMhlzYNsBGFmGE56YFfvNnA7+YsWOHjS0mFph02NiM3H5T0hViXxHUG+En1n2FEB69cU0/gLKzsCVSPbOo5HvhGaO03rfhF7OEYkC7vM5nn8QVda/prGS5SzgabXl7dEMkez4J59wWGUI4tlXE44M7VhM/Jp2LKV+6d0XZeZ3yrh3MIuEjpllFb6WvsDvBv37vc/4wuk9vJNtdTJa0TNOK/kAiheM6z0njhqoJqcuQKOnYLmIQ8NW3XvIjcx9dtD45YzCLBIHZj59SWapdxNv3rvmEU0YnG8oyom8UtJLR8ZbtJqbZaVTReXRV1LGdpTw4vWPbhKw3KeOipKxDduuIYr6jPIkxtSIZ1+jAsN3GrA80etowzSt+7eQZf6f8CnWjPF5F95TbyBsb8paVysnfXFGWEcYJpqMddavZHCT8tQef80/FY96YLbidZ6w2CSrwGC6AdS85nHopA2NY72KqNiUdVwgBVRTS4rPX40mNc9CYZM9eFY1CTlra0OsHRkXN+lgjsp7GhNhJTzEt6V6bKAINwRf4GKkcWVYTBoZq0u8/3yirua4CTuMVxdGW7TqhtUNrWzqftBMbnBHU2qOOkI5kUlNpT7oQvUAfVrSxj/cjtsjQ+EhUGfpjBT6jmXjgCDoQiaHVg6Qq8GiZfFyxWaTUoZcSiUYSHpW0bYZNfSEoGLeYVnmWoPEIIYAsa2mUQ4c99WGAHfccFDvOD9JfdO3yr+ThEH+RzSL/GPgS8AsvBH9mRfCt3/5bzuovdDTCgaz9zjs7F3QpNAcejxKuJM3Ua3p2b3TEF5r6uCfYKPqZ154J46tACG+BD7ZeqyKct+O3U4tsBKYwiEb6ap0Fk36hFVONIL4WNFNf/WoODcl5QHWv9wHordjvGoOd/4LtoHUJl36wr04cfeIH/GA3UNSF32HK1r/HbuwrWbIdkghan006emJZvi2p7vfe9Rh6PYiJPJn+ta6oPuuJzwMfkC7ZVyRN6iugQeknouhG0E4cfe7p8SZxRHdeSzX+GHb3BOkrRx8PO+2Jn7xUI6getySfh+gde/L9azRGdWLInyrKU8vsh/487E4FybWjTwRdDvHtMAnnHrmxeShJbvxOsZkNOq6t3+3qLbRjnzIQlKB3/nNUh4L4zrH4JV+x01tf5QlXgnDtqA8E4RLihaU8kqjGa0x8JUbQjXy1J1zB5NOe6sCfy6CCZiIIKj+hV0eC7Nyfh3DjiNaWcNXTjgKchPUjnwgxetrQFX7h14wV4cYijKM8CkiverpcorcWGwniywYXSpZvxYyetKi6pz6MiG9aZNnRHsQgBaJ3dIWinihmP96yfjPDhP660JVD9o6mkBz84QK5qVj/8gk2EFQzf23lF4Zw0XL1KynpK0vxrKZPFIt3I9bvet6d2kj6gx6UI34W0rxRE2ctdRl67mKtiA+qPaNuV0Vec6oN6kVMN+8RodfbqpsQpx123CHWfvJxkUGlPe4qJrq/pVrHntNYehaf2WiKkw3bZepvyI32VfFFSHIpqc4M4a2iz72eqM89vNkdtLhe+knmIsbkZsBDgaokeiUZf2rZnUmihWP1DhSfQ595bVl57CuCAJu3DeOfKJqpv89Wb0qKp46uEB7g24JJ/L3Ujn21sD7wi0xVe12SbAWzDwyLdwbM1Qr6xF+vuzOI7wRB6a/xPhP+vlGQP/fwaRv6SkY7Ya+XMyFenyUdJmI/jtn4i3v29diUvhTUc/YZva8riq+zZ2XrK9392BIelrSvUpILX6EJdmKvvXMKsueCzZv+fDvhx4x2YomvJWbAW+qtH7u2b/TEl4HPmW3BxH5sDrb+3MV3XgPp82n9eBHfOlQLt99wjD4WdLnPkvVmK0eXiQGw7aukNoDynuPge471m5L03FdU9dZXYIOdR7+YZDgHApIr9p8hufSVvqD049DuzI9tJvYVYz8uQnZuqY4k9czRPWwY/UFMsHM0w/0UlH6cbg4E0w97rr8RoLf+c+/O/Lg+emp59es9o++HbN42xJden+c3HB4HFl/769oFDr3w2bjZc1i+568jvfVjl3D+uE5B9tJfIzj/nXb5gLMRsHtkGH+oKI8dyZXf8FSn1lfJHER3fqwNKl9pc8qfU3PaEH8Y0+d+09FNLfpOcvprF5x/9xQbOOLrL1Bo4P+uTxzppf9+m5nv4qQXfn6WHVRHfi5RDdRzX4Hvc0d85d8HQ8KO14b6e7DPHPHNcL/1QxUWkEYQ3Q6VeeP1teHKfx+vz/vrztHriqDewPq9Dr0I6FPrz82po73XUvww4oe//WdfEYzfvuce/9e/WEXww7/xn/9ZVQT/OvBfAX8L+AHQ/fTzzrnv/kmP9TMrgvqtDWrgCEa6ozceTSClYxOn6KOKPOr2baBxXrHMcs7u33GRTLh35DUKDydrXk0Lz7TC7zadg7L05gkcOCsYT0r6AcdQt5pysLFnccduE3v0QBWyGUWosUcdHB6uuY7GnJ15s0jTeWF1VUZUrQ/tRjiCyLBZ+521ntRMB7NIO7DxcMKnZAxmkelgFul+2iyC5131xw2HR2u6Xu01F2HUU++G2CdlOZxvuM1y3zoGhLRUlR5Aq46yUeikYzuJCUYtcdRRjmN03LM5iIgPKlYipz9o6RONyY03i6Stj/CqA958eMXn6pB6F+BSjx5wxoecT+ZblsGI/HTLbTBCNgL3oKS6jv1OsOio1l/sMpuDAHtWUV/7HbAILUlRU+0ij3upFdFBRd8rqtuB59dIuFdSLSIevfuKq5Oc9U1KPKvZ7UJ22wBGHeUuILxTtIcdopVec+cEThuILTrpWG9DukL7BIrEITqBjQ2i9ekOybzk7jAbWjKCd/+nFeLiFsZd9gAAIABJREFUirjIcaEmuSwIn97gkogQEGVN2nWIOMLe3BF/+THio2dkWYo7mMDlDe7sELE0HJ6v/HW5LdEvNRhLfzYj+r2PEHGMCBRxFFJ0PS5LmP6DK59Q0htc20LfMxqPsKMUMx8x+oNzUIpxoEBJ6A2i7Tite+STC0SSIE+mnP7OkqO/0RAFPa+2BW9PbkhUxz8bP+I3HnzGSbTeu9+3XcQvT54z1xusk7xop7ysJkx0xe9NH/HO9JpC1+z6iM9PZ6S64zRdcVmOaEzAW6MbAF6ejPlLB5/zpDogUy13bco82nJejfmVyVN+b/GYw3jLy3LCw2zBh6sjXp6O+drxNU8WU06zkroPmMYV2zbia7MLKqNJVMf352ec5f5cvq7Ov/joiJVUdIXFxBKTG3b3JV1hUZWgnxgQnoOmZg27+wl9YXFyQLhIjQl960t2vrUleoGddpTOSx+EsnRr7cG6vWS7VjRzO7Qc/QIRB7Yw2NCnQKjap4eA3yQ66VdJVvsJuzr1Egwb+cpGfuorR9Ggb1bSQ86fX0+J445ZUrOtI5anKWHmF+tSWQLhyOLWa6eMpGk0WdrwYLLkNFnz49ExN8c5QeDlAWeHK1ZDsshyXHD86I6q9brlqtG8ebDks4s5cdJ6U06jcRa+/vCCj+eH9L2kqj0U/nBUsq0jwqBnufARlN0yQpUSk1ofsQeEj7Zsu4I+M3spDICNjPchWp+2ImuBOK1Z1gnNaUc9V/tYsfa4RW4CmgP/HdnYQuDo0wBOa/pOsklD3KijrRTdWNEddHQjHw3Xj3tfLdsGdLmknRlcZnhwsuDl42NUI/aQcLX1Y7LJDLiA+lFLs/OJFnbS0U0VXaF4cO+WF+UR0XFJlUYI6atxgTY4B5VOSO9tvWZ5JunqgK2IkIde3lBvPdO0Tx3ioPG4FhEOreHB0DbqaYdkkeikZNNkmMLggoC+sAQHNX2ncJ2kTwOctjSvvZ3KofOWImnZnGqPRtKWfFSxEQXvjK958XCC2WoaK3DSfWHkSXyrd6clJvRpJWLSso1CL4nqBd1RR5955qsZ2s5onyJlIreXANjYea0s4BJDObA6nXK4xCLjHrvRmMgvplXrj+2U3t+X/bT30ofBDOi0o54L9Kiljw0ycJRnMe3UMJnt2B7+eUkWgX95KezP/eN/G/79H/6Y5xzwr8YsUt2ke21gOYS+i1bipCM9V7hXOevHHRiB2kmWY0V4qblMRwTnEa+CEXYR8cJIupvEDzKv3yIQdAInPTzYasfKCVwjqYoQUwUD7Bk2aYhcB6wbhagV6UtF1UlUI7hVOfpSc6EmfnHRSlCO4Eaje/9aTnmdYLzxF2ndpNwVIXIZEHRiD1HtqiFmpxMseom4C1GDm8pr76B4AksVcqtzXD/8/p2mTjTBSiGNryDcBQ7xKgbpsAPHTJcSGzisYsjS1UQrSb+VlGNNcOthztmFpDQp2bWgL0OiO2hmChNK+lwhekFYCV5kE9RlOGgEfTtMDed46XLiy4Ctyojv/HPNOiTcCEwkMCogXEm/sywM8bVgO9KEpUBsApojQ+liqH1lRVaS5i7xDuxGeM2QhHYVEi4k6zqivPbw1KbSsAnQK0kbBOil8tqh2GeRytZXd0Wl6CR0Tg/5o+CExO181aUbe82QCaEKY6I76as7W0F9v0AeZzgB60chJhbotx9QPGv9JBFL6qkivjM4ecr6cUD2+Ct+ENUC9e6E5FUNUnD71YT02hItO/pUoVcd+mpD+Z0vY2JJuO4xsaQ6CBh9VlF/bU4zksje4aRAl/8ve+8WK1ue33d9/pd1rduu2nuffS59Tvf0zHRP2+PxLcYTy8YmUvzGcyQkBAIFgYgEPEAkZMxTAuIJKUKIIIGExBMgIcEDBATBiDjJTGzP0Jnpnunp7nNOn9u+76pa9/+Fh9+q2mfGpjPBGSeWWC9VtarWf/1rXf7r9//9vhcpcx586wJC4OrrDyTDPJWs4fzxQDSKi59KmD6fMnvcouuBF3/+hJvviN6dWRt+d7kAHUmfpfyv9VfEVaBJCU4ygt8/OqLMRHezajL6JsGmnvi05HcP5+hUANrqQko/P5gfE2sROX+yWIle5ibh2b0F26tSWOtVKj7cm5RP7q24fLEQvNsm4bvzu8SLjOxK839fFqQXhsfTBSrAq1SC9efHBwSvxNHhZc6z2aHc30EeCne+AeVpzzA1ZFctN1/ImLxyNCtLceloDi3FhcOnmvVbJQffl6xtft5R3UtZfFzTLxJcIRI+KMmGtAcpi4/723O/jaA0po8sPrzh5myGdhHtIy6T4ManlmwtGWIVoDkUDLL2kfxKMGBRK2zjaR4nmD4K0cXCq1+Z7rHNJFJW22QF6klBtUipJxmxMeQvEvoDcUPpTURFRTMKqEcbMZVmvUj4XpvwsT2kaxLM05xmGjCt5nlUxMqCjsw+spwWCxHiVxGzNXy0ybBnCc1MSDS6Fdbtx5NDutMSnCLdKFyZ8KqS31S9JlkboobiRpFuYJhoijM5DhfTCctPRHRYD5LtFD9c+e8AtpWM7EbnLJ6AcglJBclWMvwbl5JdQ3YZ6VYaV8i26Q1UKifbaJItdAcyXuWXkboVcetkE2lXyT6LlF1HmtrQH2ieZwdMn2iSKtIthEGeXUvmrDk2lK8iwzQlGQWl2ybFdFI9eHrnUJ4VqhRB6SxK4LZTgLjWVGUh4t83CdrJJGB7mIgnc6OxtSK9VkJaUgge2iI47xb6PpGqCdBMcyZnmlYJI1v3hi5NUY0R9viNwpXS5jCTQMw1Oc2dSHKlcYOMF5vWYBrNi2ZOuMxIrzTlixFcvxP7TjU+heIs4nNNPwN3nVO+kr6YNlJXKfm5nJ/20OwrMdllxJWSdTYd9DPJ/qkA/VyTX4wZbQ/BGny+OzZyP2gfadcp6Zq9ekR9kuzZykric0wLG1dQnmrBc/4A6hPLNXOWn/64IcpPePnTrSP4hX9UDX1uIAiM2RuIXt8OhONxc5O4d4nYZdV2r1FJli+qOMrDjD/bkUV0RLVy4Uc9bjPKyLz+e2lonKVGATfv1NXh9iQqHQlOCbYBCfy0kzT57jzLfpDgVo0lm/5WLgEtINtd+n03A5NS9i2Y/IcWHffHAz12e8c+GfcRFWB2g+tteVzKxlFKuozrxvJT1EKGkZmb/G927UTEZmsHSB/7Hg3EMJ6zcR8oudnpxB7J1iK/Eo3GNAptAWSQ0LUAyUMiRB6PBIAqjpiqREHQ2EqjB7nh3URjWsW2zlFOySCXWWwjgbqupbxua8nC6E4CbwHig9lqQq4wrZSBfS6Bn3YQavm9CuBaaScJ8n+y8wa9aYlFylwrmiNLduXJPrsmloLLM21GctmiYsRnM6aPK3EtcQFCxD67IE5Lpi9Sis8qzNUGe7zAnF4T247yiSWkFr1t8MsJymWkP3iJincxTYIKUhY2jcMXlvjZS5TRTJYFUSnMUqQ9sosW1TvKwyWTFz3J4zOwhvJ0ys0vOUzq8RHyeScyITcJ01nLalJzY3MGb+jShONZxXy0ILtOHNe2oEgHzqcZ+bwjTYSluu01yo6i4TojBkU57UiM5yaKL3QIikneszGRadFxoyIn0y31MhO2JzCfNVwPmsEJ7mvoFXHqib0WD+nBcDAVrFpqHZcjYxQYXYgszXGKHiztUuGTlOaOQg+Wfq4I1tIeKYKx+FzIRNmVoTtQKG+p7ynMkONyhculBOUKGRu6JZhO2osWQirXjekVxWlOu9JSuq8ETqC94A6DlWtX+0g/G7c1apwwShvZWlOdSClu767h4u09ChA03giXTg1KHD0GyXYrx97hJyrEzsvL77RT+EGNrFFH6A1GS9lYOcZ2FOhx7BoE7yWkJSXjZkDaC0KQIELfWdSIwVResnTBKRE9RvoUE/CFMKl9IaVfPXp+u9LgCtB2/L9eysvRjmO8VqgUQhHwmWTJTK/oZwrbSLvDMGJAcximcQw0lMiiKFBOCzRGgWsVLo/oTjHMFG42ZrvC2F4mY1+WDbiiEJxoOeI5JzIm+FxK/L6QsV45eQ/gU0UyGQhpKjaGjUxAYye2esoJ4Y1BE31EjyQ704MaxA9dD1KqjoZ9eV4Pt89AIWWwTyQwHnfdSzk2JNKWHkAFGSfj+IwxrUw6QhZxvSUbBDaAApfJeNg4ISuGDNxkfCaNTlw+k3PjSiXHKhcI1TAdsa5WScl3kH258pYYYjohYAmGdpRmGqR87TO5LnbPFZ/LNraRsThk8v+GWRz/j1xDbhYFlmDVngwTrMjR9AshJ7lSYBQUHjf5B4cef2LLn9KUYIzx8T+qtj73bKweXJMY8QXOrcNHxbbNxKrKzpkfbznMepw3VG3Kalrzoljw5XunfGIP+fKdc84OpjycX/F0tqQdrNgzjYHSpspJU0eMCu8VJwfbPTlkp8IfomJetFysJxzOK9ZNznZSUiwk5f7m0TVPzYp377+iHlI2XUpiAlWX0jaSflYqkmWOvpdo7N5yw0m54fl2wbrOx4OquDcT6YHEBO5ONjw/nDM4iQrbXiLAq2XB7P6Gdw7PaH1Cqh2Pl8s989IHjdGBLx+e8cl8hdERPXqFrtuMxPh9/xZFy+n1lON5zSzreHk0Y5p3XBxPebha85RjyjsV6+UEPRkoJj13yobeG5o+4ev3H/N30kfUVU45EfkF5w3Oa947uuA7+V3eOTnn+8MDVK9I71XUmbBIzbynKVNhQerINkswd2uatID5gNKRg1nDpsoJTqwFp3cqnDO0Yxu60aQPKpoi552jS07zKdcXU6bLmmaW0WwSzLynW0im05/0xE7LQzIoYub3fsP9LGHjM4aFF/CzV7dg5iSwvLPhys73D1hzvhZv4LYj3zZkzzPUs1dwvEKva9Hv+2SLmk6gH5jFiHp2ijZGmMGXN4TjA9Cayd/+BA5moDXmszPitGR4eEj69AK9rVBFge0HzCct4f4R9sOncuMoDUMPSUpiNP3PfpGQGfLvPAMg0xqseByHac7y/TX6yQvickFYTjn4xgu+8G+tmdiOZ/UB781fkijP/zH5Er957wPupdecDzNufMHG5fzi9FOO7ZqA5tmw5El3yMI0/E75JX568YK5balDyoerE0rb81Z5wWftAa1PeG/2Eh81z9oDfv3gQ77b3GdlK077GXezG562K35l9hG/M32Xk3TNk2bFF8pz3j+6z6c3K3726BkfHp9wp9ywHTJOig2VS/na/BltSCh1zzcXj3ijFIHcnZTT79VfpDsQZnxzrekOPf1c42bC7nQHjm45Yg+POq5MgZ96upWmu9/THSSC0xu1zkIRUJ2Uht0sxd3tQEfadbI3uoeM7cNAHC20pPQLcTrQrURLVA+KfjX6amnJuIOQQ/IzTf3Iw1jiIsLJW5f40W/cjALVq6Lmo/KIWdZzVNZcNiXXq5KikGB457G7KFp6b+idZdtkrCYNby8uOEgbvj8/5vxoJIvUGe8cX3LZiNvRWbngrYdnNINYzNVdyrtHp3x7cp/DssMHRdMJfOYXHnzGd8sTemfouoQ8H7g3qWmGBGs8F9dT8hFi09cWVTj6RQo6cvLgitPmkDj1QizQMj6rzIuThdM4Ewi1ZXlvzbpaou61VMtENEZbjT5paaqEthZWtMrER72aZ8zvbRicoVnkpLOeobUMiwR92FGvUwmCF73oHVYJ/cLilwPptOcrd17x+28VqE4TCyEv9JUVDb7SsRly1MOKpk7AK/JlS99abmYpX7v/km8PDzg5WnNZTIhRkZiwdxap7ITVg+u913zVpGxtSXZSC7xom+GzDD93pAcdMUKVFj/kLKLmPcNaMq8HD9bchAVMHVWS4Bee6VFF31vcYKhniShaWIFGKROZzFqKdOBs1H40JnCyqHhllvzc8jNePprR1ilVme73S1BC8AiK/sCIb68N5IuOap6LXZ5X2OOGapPdOvJY8YDezDO5rn+ULIL4cdfLUVvXBnTuKcqeep3TLZO9W09yt6bKSkIpBC2z7HBOS7bVq9FrGGZHFe0yoUw9az8jLAce3r/ks+2d/y/xyv+//MiilLLAPwU8An6o3h5j/K9+3HY+NxD8jfsfYXWgC5alFdmK592Cwgx8M33E1w6fczDaWt0MBQ/ya75dPODPHX3A30q/yK8tP+JJt+IrxQs+mN5j7SToykZjw8/qAxZpu3cWeW/6kjqkHCUbtj7nrJ/ho+I43fLx7IgvT0953h7w/ckxj2aX1C7lFxZP+dvpF/hzRx+w9Tk3ToKUtcs5a6foMehcJK2k2qPinfkpD/NLPimOednM0CriguHR5JKNy0m140vlKR8Vd2i8BIDrXtr9JFnx08cv+TOLx9QhpdQ9y/Q+q7TiWXNAQJFqxy/MnzBLHpJqUedPteNlO2dihHF42ZfcyTZ8Whxyr7jhON3yUX7MUVrxcX7ITy9esGkzvrC84AfmiKNpxWFecb+4ofEJV33Jbxx8QOVSXk3FWWRiexqf0AfDz80/o3EJXz/6hLOHE+o25av3XvD99BhrPCfTLa9mU/KRQbdZZry9vOQH2SF35xuMCnxl8YqPNsdUQ8q2y3jv8CWtT/ggEeu8TZXzM/ee82Sy5FeOPubVfM63s/u8vTjnVT3n6qAQLNmQ8qqY8+jomqpP8UExeHEWmaQ9y6zmop3wOB5RzlsWpYgW54lj22aUWc/PHz3j95MHe5vA9ovHRCNEDtN5khfXxHvHtPdnYzbQk1yWuFlOSEdG3OyhsIetRh0U1HdFj2w+ePrjCa4w2MbjSkN9xzLN70j51yhUiKSnFdu355SZxVQ9MZH0bMgsunOs3y5GUsM9kouKaDV629K8fUh7lHDw7UvC2w9oj3NcqZlXHb968Pc4MDXvp2/w8+VjDkzF1mf86vRDDnRDm9m9luDXi8esRojlU3vJF9NTcjXQRcvXiqfMdEMdMxamYWFrHiYXPM+WXLopvzz5iE0oeJTN+fXiY1Zmy4GpOcvmPLBXfJoc8cv5U6qQ8VZ6xtPskIfJBQvTsEprvj77iKnpeJhfcuNK7qXXbH3OV/OnAHsHondzsbK79hNufMG3j+/TFSnJZKDNMvRsYCgN6VQCgmLS09icbN5xOK94MXqN10nJ6mTNVTKFqEjLHjdYiryn6xKOFxXnas7JyTVaRU7tnLLscF5Tb+bEw35vnaVUxJrApOi40oLbdZ2hWDZ4L+z0yhYCgcg8bczJTyrRsswGnDN86eCcPoiCQGl7CjOIy4+zLLKGh8UVz/IDLooJhZVjkZuBEBV38i0+Ki66CZsi56Rc887klPfy5wzhZ5glLQBXRclbswtmo+6g85p3FqdshhyrPZfdhF9cPOGsmXJcbHFBsxk1Br86e87WZaIjOKQs84ZVVtH6hNwMJDowz1pO0ynVJKXMBm5SUQ14Z3nK5fGEyegSsXOxSKzH6EA3WOZ5x/l2wtvLC751r+De4Q2bSUbvjDiLHGy4zEv6mWFairbjJB04s1MeHlzjguaFnbOa1KzbjE2Wc+dgy7rM6HvLclaTGc9lUbBNCw4WNQdlw88snvPh0R2G3pLlA3ni2JQZxgTKbOBim/Do8IarQjRnj6aVCJnnBT81f8HZnQkPpjcUyUDVi/LDImvpgxGtvfl6FER3nGYznrcJJ4uNWKCawKY3TA5rZkVLjIqLoFE6YG3AOc1i2nJtxMb0ZLZhu8opyo5NLJks2r3jxrZL2doMY+JeKUOryL35WjQmD3ImRUeeOE7KDdeLgrfyC+4uNtRlwnVeYowoUPgRR98NlnqakiSexHgeLG54ns3pBsvQW948vuJyUlC3GWXekVpPogOndrrfphssZTbQOYMCyqyn7lJCVFgdmGQ9q6LmZTbjOi/IMkfXWd44vOax18zKTnQEZxWdN+JvPbr1ADxaXFO5lMw4PmgTVrOadw9OeXk0/3FjlJ/48idZGlZK/bvAXwH+kxjjXxrXKeDfB/4VYAn8HeBfjzH+/X9AW18B/gekRKwAj8R0A9ABP3Yg+Pk6gv/5fxT3YOHcCyauEwxe8VlCeyyAXrxCNYY4cySnCeFRAy9y1L0W97qO4A6QOs447dbs5RkAwuFAHLSwGHsNrZHMUe5RW0ucOVRtSC8M/crLbP9Oh36eEx82oqrfG5mtVUZcLOJYUc4CppGAwB067GTArVN0O5ZzIiJF4aWPyUHLcJNJuUeB6mR9caqpH3jSk5rgpaY8XOWiTzUClqONZCc13Wk56giOcgOVgIVFekBmuPbK4uZePBuvE2I+rjseKD5O6Y4C2ZnGTQUwH6YOnEZ1mtmbN2yezrGVxpUCpN6VhtSdFvWkwN/vSJ5mEKC/N2DPE3H0mHnslbCaQxbJTg3tw4HkwhJ2jh8jLnQ3649LYYiaK7svP/V3B+xFwvKnzzk/n8FNglqJs4hdG9yBQ28N2YWmveul1OvU3v917yyytkw/NaLtNmrG7dwkQhKJRz3mRSa6Va3i7f9mjX5+Bgdzhjsz2uOU4kWLvWnYa/9NMnQzoKqG6r0Tyo8uiEVKTC36ukIFwfj1byyxNx3m9Ip4MBMdwSKDmw0sZqiuJ04KkaR5cUlYznEHObr3wqSvOsIkw5xeg9b41ZSYGEJmCFaTvdyi1hXVz9yjeLZFX6yJiyn98YTnf6nHWk9d5Rwtxdrv2dND3v7CK46LLVdtybrP6AbLl1bnLEcdwbN2yqt6xizt+N5nJxwdbphlHa2znF7OsYnncFZxVRV4r7mz2KJV5Hw74SvHrzitZ0zTjqu2YD5KH3316AXfPrvHQdFyuplyd77h6cUB3WXB/O6G9cWEbNZJQFZ2dJ08bJohoUgGHp8tWUwlqOmdoWlS1EclxZmwFNMbcewoThX9fMRYLaNovk2gecMx+76lX8i67cPI9DMpNfp8V9qS8ag/CEw+09T3A9GC3Yz6kw5Wfz9y/WW5b007Mh0de3cTKd9BtxrhH6OzSNSMZJFI9QZ7hwS0XOfAbbbMRLJioHtREiceUzh8azEXyS1zWksGR+de3CUignueOmYHNbO84/R6KuOHjajaYE9qhkYmn9nTFPelRnQEYc8c716UxFIyQmosJS/evuLq1Vzw2luNnwTMohestQ2idZoF0R/d6QheiipD/9Wa5DvlXk5nVxYMadyXIk0nJb/hYUf53Zz6gTiJmEZKqM0bHnujSbbiAOLKuNe56x6Kll5yNWqMVqIp2J54khspfffLkb27NmSXinYVcQvP6o1rtt8+xOxwdTaSbGXMHmaR6RPFzU857I2wfoelaJ/mp5rsz16w+e6K+LDB30jmMWZBMmFA8irFP5DrNTQW1WuKZ4b6bcG961qTjZp67V3BkOYvZXwEKZHudFIBukcdxcfZrY7gLDIcDyLn4pXgFFN5HIREMIIxDyTzDj6Z4CbjGD5x6NOUr/7SJ3zrg0fYG0t6tXt2sncWiVqwiFIajriZOEQJ9AGaO4H0RqN7KdXvoE35uah1BCvjrLj1jKzhMpKsb7GIrpDnTrJR+32Znr2+rU9lX91KnuOmHUvDqZSbmwdOXKmyyPQHhu4wyjX0nZzv/NV/AljDX3wQ3/gP/rU/Vhs/+Av/3o/FGlZKfR1xAlkD/+drgeBfBn4L+BeBD4HfBn4VeDfGuPmc9v4n4Br4l4GXiNXcAvhPgd+KMf4vP+5/+NyM4Ltffk5uHAHF1Ha03u5noJ/MD3l0eMNBJs4i2z7jTrnh+6tjfuHuZ3x7do9fvvuET7cr3pmf8vH2iHUnGUGjpdy87TIy60RHcHT86IPlMKu46XNuRmeRZVbzdL3kzcUlF+2EF1dz3lhsqfqEd1dnfHd+ws+dPKPxCdshw6rAWTNhGMukRkcyKyK5SkXuTWvuT294ujmg7lL8WBpYlg1+nB08nF3z9OCAfnQWaUfl9e1cMhXvrs7ogziLPJkvmWWivu68wRrPe4enfK88JjGi3bQrDVsTREewS5nlHefLCUeThkXW8moxk4fDwZS3D6/4vj6hmLXUZUl20DLNe+Z5R+cNdZfyaw8+5nfNm2zrnINCZny9M7igeefwjPftPd47OePD7A5uMLx7/5QnB8tbZ5EjcRZJrefsYMaX7p3zZL5kXnSU6cD96Q2n9YwhaDatZAxbb3m2WuC9pu8t794949lqwW8++IAP5ic8vlnx5uKS03rGxbbk0WLD2XbCZllydLzZO4sAGCPMy4O84bSacpYuSQ5astTLbDvvqduUaTbwxdU5352coBQMg0GFAKuFMHetYvbBFepmi3twiNl2qLbHbBuxepuWQjRILPr0iu4rD0jrnvbuDN17sk/P6d9Ywf1D9NUWd29Jd5hTvMiISqHyBNU59EdPaX/hS+QfviDd1sSqgYMZalujTwfqP/M2PleUTyvsqxtoOyhyYpbQfekOxfMKfXqFf+MYN03IvveS33jzkkL3PK5XfGX2iplp+Rv2PX7z5LvcS6649FPOhxmNT/iF6WPu2mt81Hw6HPOiP2BlK+ZpyzvTUxa25saVfDQ7ZmY73siv+KxdsnEZPz9/Sh1SLpZTfnX+PT7qTpialvNhxlGy4Vm35JemH9/qDy6XPMiu+M7kPp8cHPKLh094f3afk3JNiJqDpOGyL/n5xROGYEm04/fzR7w9Ecu5tSu4Hgr+r5t38KXGF4FhanCzwDZTwkxvDXHiiCrBLTzpsmX7ZiGOIIUhHPdsrFh6hUJKUDEJ4BR6PlDHDO614oebZ6Jd5hTrKqE7ksBCRWFboiMq9zS5PIlN+5qziIn4wu5ZwsEYurvDbYkrKL701ivCODZYFcis4zCreL+4xzTrOCk3XLQTXq2mTEaJn3zMiizSFhf1PrO+Kmq+PD/jfnbNH0zf4PnBAq0i2078wC/aCZrID7IjvvbGM6pB4Dg3Xc5XVy/4RvaIed4RoqJ1wkb+Zx58n29kb9J7w7bNWJQNh0W9d0Z6sZgxyXrOrmZJWNpPAAAgAElEQVT0jcUUjqaQ0vBbx1d8+kaKKp1gEscSpLYBoyIhaIKK+NpyfLTh7JElO2pwh0bKokB+2NAWGa4xMBVoiU08XZlysBJtv35iKYqBbprQTBLSZcsws8TGYuc9xnq6IsVNLXrZMyl63l2d8bv35lKyTgMmd7QbCZTtbKAKBcVxTVuKYsNk0dL3hnqS8e7BJe8/yjlcVFRFyiTrSY1nmsqx+3Sy4qdOxCu79ZZNn/G8WPH2m6eEqLisStaXE5Ky5+FywxA0Z/M52ohN6DBYDuYVNxvRxHvv3ikfJidMpy3rgwn5rOPN1TXNkNA5y802JxsdPYyKaB1YlQ2LtOF9fY9l0VEkjjvlhg8nd/hn73yLzZDx9GxJfZCO2HYkMM89MUB/R+zb0JHZvGF7mMvEYdCUxxXNNiP2BpV5OZ8msF3kkAaUCSL9lPk98dFmjqaVa0YnAWM9s3ygqjO261ScdnpNcdiwnZb7ZEEy74hB0w16LycVg+LocEvVpuTpwJVeoGcD79w/5cP6wY8bo/xEl8ifTEZQKbUA/mskaPvt19Yr4N8E/sMY4383rvsXgFPgnwP+s89p9peAX48xVkqpANgY4+8ppf4d4K8BX/tx+/e5geCmz+iMGEb33hCjYtunt4NDVFQu3ae+yySj6y2bQeT/L/uSxiVc9iXrLqceRAbBjBIMmzojSMVVxKr7Ahc0VnmqIaPq072PqfOaTZ9LadEZNq0IiG6dlCc6b/cWTtk4ANedDFJGB5QSo3mAJku47grawVLVGdoEQlA0SUI7WFLruGgn1F2KG3FBXTsKavWaus247Eo6b8mMoxr30w0J3muc15y3k71kBIA1UmKJUf5L2yck1tP3lj4zbFW29xQNXnPT5bCxhIkGp+iqFKXYG4UPznDZl5KK7yytkZJBiIphkGM5dJZ1lzOcFpha8wN9jLtOUVFRTQpiY6hGMLiuDR9zBGcZ14eWq0GzOczYrAtir1Gd4XvO0HcJ4SoVBfyt4WN1xHCT8TeLL7NpM9ZnUza1MFpjZflkmxEbYQ6fu4XIx4Dgr/LA1pS8KhyusaRnhqErGVLBl3QmRzlNZwPfGSzNWSmkHUQ7jmyUbXh8yXDvADvIeffzHFUkmMutCEw3A/nLClU1xNUCu+kIhZA9QmZgcNjrFqwmlnLtRqOE8HG5JhxM8csSndxD+0A4WqA3DdxZoW62xOWckMnDSXlQnSfMClhMiEoRygS76fGTFF2MAuaZIRwfkOpTprZjlnQsbE2pewo7sLQVd+yGgMYQOVdTDkzFgRav4zpmbH3OzDRYFVjYmoVpMERmds7EdqxsxZUtKUzP1LQsbcXWZRzbNS/dgpluGazh2G6ofcYds+HN/IKVqbjSE1amYpE0JMZTmIFJ0jG1Pdd9wdxKP1amotUJuRqYJS2l7vfjxxC1PDg2BtIgJfrZQLwW5wxMxBQeP5Hvy7zn2uaSId4YIdGkVn5rAzHoEXukMdbj8khi5N4m85jMEwZNSBLBTSWBOIwpFAVpMdBvk1twuJJKhzJRmLpJJKYRX0ZUGohO7b3QO2fxUWFUZECgLLkZ8EHRe0PtUuohoesSMusJkT1euLCGIRh6b2gHS5MkVD6lDimtT2QiCvTO0rqEekhIdEAhMjydt3KtRoULZj9x9qPQvVKRy2FCMyT0owVj0yf0qWHdZ0xTsSPzYUcH5odemyG5JbiNSxz0LakuglZyvvwuC6nAV4lUN3o9Yt4CUWnx1S0HjIkMQaF1wFpPF8d7ZMyqxgixtmDEix0k06qcIoyVmT6YsZ+yXRzXo+QBnjQKN4pgE8SsIIYENWisDngnr31vcc4IDnFIRMqnSjlrJoSopDzb5KjGcLadkFlP04hahTOBq1oeVL6y+ERLX5xma/O9X/1NlxNqS6VyVG3obMJ1I8+ZrrMMVYpLRL7Ge2nDaDFs6FsxAmhMYJL0NJucz/oVl1XJpOy4Gczetz4CeT4QgqL1GpMKHnNZNrRdglMQbWCS9zhncFqy18YEUuu4ahJs5tAm4AZLNv4uRijyYTw3CmM95Zh88EFT9+M9qWBetjQ2xyQBr2A2aYXU1iUEr7GJJwTFqqgl2WA8V8mMvOhZZTWqcH900PEnvezuhT/ecqSU+uZrn/96jPFHJV3+OvDfxhj/N6XUb7+2/gvAXeBv7LsUY6OU+h3gV/j8QFAB9fj+DHiAZBQ/A/6hPPw+Xz6mT/B2DGR0ICLBldEBX1sutiWzYrxI2pRNmjF0lu2Qsa1z1tOcdZuxzTI2XUo3gp61Gge1wVKrcUCIijof8QXasx3SPR4sMZ66TVmnGU2f4KqENvF4p6mmKV2bctmVtC6hGax4cLYZbZuIwK4JOK9FYy8qwri/MAZ5wesfmhWEoDEjLTkEhdqxjoOWUvJ4PIYQ977JSkUxLg8KrSE1fg8u3+EUvdcEE9Dc/mfGflgd9uvcYF7ry0isiNK29F+8evUYkN/+L1kfgkIzsrURtqKK4Jz0X9jFYlMXw62elHda2Ly1BTseMzcqxTtF31viyK5TCEvPDQbVy0OpaRNwCu+MzELH2aFY4ql9O8oLSzIgwWDwwt4zrbDSvJbycUzF2iikt7I+egRCm8utlICVXECm6lGDEybwfIJqe+gHzMsryFKiFt0/Vbdo51HOozpPzC2kCerlmRBLAL2GzGp01ULXo89vUBN5ECRnAfoBuh6sIbYtSim0z0mvDSEx6KohXl0TH91Ddw5dd4RZLs9eazDna7IoWMXvXt9lknS8qETvrzADj6+WfKP4Ap+mR1w7mXBcdNK3pa0AeNYtedXNKMzAR9dHAHsdwU/XK4pk4LIsOW1mDMFQOQlwXzRzDpOK72zvMU9arvuCZ/mSz+oDAP5g/QbLtOZZfcDFMOHjzRHPrhZ82z7g6fUBV11J1adc9wWdt3RB3IIy4/ju1V2uJiUhKvogkxC1TkivFZ0R0/o2S0jWEtDYWtHrREpmvWKdFNi1wQdFulY0s5TsWuQ6/Cg7FHophQ4mijxRmokDwlp0zpRTpGsYZoaQ3jI1UZFO5VLGG8kifiNBSNCR7FpksUJnSG8Uw8yivcj2EOFqXhCjBDUKSK3gWTbbgj63YlPd5AxNwnocD7SWB/dugtcNCV2bsNGBV+kMqwIXTcnleiI6gk3KeTnhpi4wOuA2CdcHBXWfYFSkblOepEuqbY4fJ5htIxPEs1YmYN4ZfG/wXmFNoOkT2j6hqTKG3uI3CbrREiCtDWjYNBn2xsr9P5JrFOAHjdcRvCKYiGo11SQT+aZNht7KOGU6RZdnUtquNH6qGLxiSEQWaTPLCd7AOqEdxdHt2jAk6V6VoNfpHj5jN4ohSaiBi9kEvbFiNDCW6vc6gkFRbKGtU1Rt0E6xTXNCI9ahL6s5obFcVQV9NRIHbaBPDSFo1DrhYjIZkSSKoRXJq3qZU6so9qgbxaATqnE8NhtD1EaISF7RB4VZy3G4WE8wa4OPkKw1joRrW+KdFqb9xhLTyGDGx66OXKuSLB/gJqEvJPh+YWdQWT5rl6w3hfgLb62glkZnkWrUtVXrBJcaXO45VVP66wyiGCtcZwXDWsgi7e56ScVadRhl1hg0jRfW++4Z57YSsDsS3MRSNRlDa+EmwWUy3l9mE1QlvsLKKda2JHgl2UincNaCV5yXJZsqJ88H9NrSJBkv6jmsf1R+40/1cv55pWGl1F9EArN//o/4+u74+upH1r9CArvPW94Hfhb4GPi7wF9WSnngLwIf/Rj93i+fGwgOfsSmRAWJwwfN4IzILTgJOgavcd4QvKZ3ljBIds6PWbrBG1ovAZ4b089aRwlcvAQfYQyIBi+Zrs6LSbcfA7R2kPc7YDLjdt5rOmcJTtG6ZCyTSOZyGAzByaDvo0ZpQxjFo+si48YEqibFdWI7R1RUacrQW5QO3KQ5VZPKAAb48cazg6JvrYiqOktr7Z6d3DUSeHpruG4L2lYeAEpJGbRvErwzaBMkYFbgG0NlZPu+lZsjtoaqE2HQoRkHbiMDyFZneK9wneWyK+lbC52htxZnDMErotdctQWxsazbTEprBowNeAMxCejEE60hWsEsRq1FkHoUmFaJGJzr1BO1JgaFtR6PwVthUoZE9OOcjZTJwDrxDFbshPygiYNCjVmZaAUnyei0Es3IyEwCJvEEa2SdkcCUoIg2EBJNTOShioGgRaYAreHiClWWxDwV4sbgJDB0HpqWOIy4rq4jLibEzVaEoBNLrGpUkUErM1OV58SmRSUJeI9yAa7WRK2g61CJlfazFJoWrEU1HTFG4s0aZTS6SVB+zKxYi+ocxIhyHl338n5TSd99RHcDTTAYL5mcHdTAOck4DVEySZVP6YO8H0ZtoyEa+mDJxmx5H+RzP2aerA70wcq95A3dKAg3BEMdUmk/yD6FYGTpoqV2KRPby/0azP6+dUHL/bm7v4KR+21sR9rWY7ZKrNg6L7itvbPGKEWlxgzPbu6lPHssr9rJH+3UWrwSIeCdStNriaudhBRRJjpxlzka29u3u9vgtf3vt/Uy0dv1abcdcXRIGDf2r00W1UjkGLzZT/768X30iuC1ZCkJKKUIMeDH4xiCwgV9m70fx06vJNsldpuKGGUCNnix32SsFAzeEL3a9ycGRYy8tp30IQaND/I7pSR7FYwcjN0xHrt4eyx3x2ecQMYQAZmIEtSYqdP730YtQeB+O6/2XufRjhO/KBPrMHotx3Gfr18LavxuJ8Ei+0P+Z9C3vw8KQpTf787nbv6+65MXVQLtkOeKv53wv77sNrud5KvbLOnuM4ikWJCMbQy3Ej7sr5PbazLGse97vbLxq11bf8QSXvstUY0JBf1D37nWSgJCyfiogtqrtplOEaImKOgzwTmKg408I1Sv0a08kwBcUJhWyykzUSbryuxlhpwCtVO8VuCtIQZ5JtlW4RFZMNdZcftCZJZcK4Gf6qWCFROBcjRdih8M7djXoTVC2mn/8Dn5x7V8Dk3ij70opd4F/irwazHG/nN++qO9UH/Euh9d/gowCgvxW8D/CPzvwDnwF/5h+vm5geD9+VokSYJmmnS4YLhOZbZaVxmzsuPebE3nLFdJwd3phrpLeGt2ybrNeGt6iVWBt6YivVCNnpm7DNl1kpMnDj8OYPena/pgOMq3rPuCy0SyC6tCsp8P5msuk5KXveVgXtMNlkezK26afM8i3vTiNXyRlPuS7Y4NdYnczKtZxb2JeLZuU8mUhKBYTQVTY3TgwfSGGBX9Tj5mLP21jWE2a7k/vaH3Fqs9vbPM85ZzFfGjptr96Q3NkOzL0okOXFtPZj12xAjO847zCPNJyzIXfOIk6zlzhsNJzePpRGzGWoOZDRRlt5eiqNOUt6aXPJstqExkUt5iBH3Q3J1uuJxPuDPdcpXPCUYzKXq2hZRzkszRFQaVSP9CbijynrpIMNNhjyOU0oLBBUWRDbjEsx29NUNE2mwsi7ShKlLaIqXIepzTDIPGpo7BK3ymRaGe0cklKMg8Se7GMofGFwl+NIaPSURlo0By4ViUDVVeyMPEKgnCTo5gUxOLdC8nE/MUYiQu56htA0ZLwJtouHOIGhyhzKSSlFowithqSHIwJbQjMSSzmOOlZBaBmFiwhnAwwbzcEQcUajGy37zHTzMRzb42qElJjBFCIFrDsCqFWDIpQClUjMTU8nD6koOkQavIm+UlhRl4Ml/yVnHBSXLDTVJy4wqu05Iv5qd7+ZhcOaamo9Q9T6cHfGFywdR0EuQFTWkHHhXSXuVSvjw5pQuWTDveK57vlQDmdsKD7JpMO97JX/KynHM/u8GqwJvFBY2XCdbDyRWNSzgZ5WOO8y2VS3mruACENXzVFzyaXI2QkYx52nI23NkHB0RG20hhYethlB7xCh8joTXYINk6GLdRY6CwC15GAVs/ar0xfidWkGofJEiFenw/irwrp9HDmPF6LViMY+ChghpLk9KeoG6EaHJnLixdHxVlMlDYgVVWcd3kzPKOB9MbTpMZr4JmWghrdicfs8MKdk4mZiezLW9MrjnKttyZbBmcIUscWxu4M9litGDImk3OvdmGbS8YwWvjeTS75GwzYTlp9nJeSkXenF7e+oLblEnRsSobhhGv6JwRnFY9F7KD3VmcRTIdhbwwSuVgRkLf6KkrOFlPDAlJ6uhTRAIlDRII6PFzEol2dGNREWXFqSUx4ngU0iBleCv7wwhRTfVINnCcKIbRKUMngcIO8ntBQMn3yUhiSYOIO6ux71pwbT4ofC5VFjIpS+vEozRoHcgyRwiKOhPsWogKnUYqwOcJZvRYbp3Gp4aQB5JUzqXL7X5SG4xG5QJHIECZDWyLAJknpJqYB/J8oNcBv0tMmLgnqygdyfOB1Dq2WUBlHmMDRTpQJYFZ0pLlA70W0Wg0MLpyqUK8hn2piGmAJFCWHZvGysRbK9JioHMar/UIgZDjHwoj24yTclV44hBH7KHD74JuE9GJJy97mqjwvZZzbjQ2H3B5Qsw9PiiSYpCkjh7lY6yUsLPE7Zn5TSE43TIZOM93oew/ActPMBAE/ixwBLyv1H5CYIB/Win1rwI/Pa67Czx9bbs7/OEs4Q8tMcb/+bX3HwM/pZRaAVfx81jAf8TyuYHgRy+OMSYQgpYsz5iJUiaiP8s5XyfcLIXQ4bcJN4uC4VXBH9gHXL+Y83tBs94UXLUFF5dTwq7kqaLMxCrLZq/9BXWb4pzhs3JB1yUMrSUGxWkxZdimbCopvdizlLPGgNN8O2jqF1O+pR4wOEPfW7QODNtUGHrIzGdtI7oyKA8vBsPNtKC6yaExqHEm+Hye7kGzVZeyvS5EX0kh2kxBUTwzrM2MD4FhxJxsL0uu8gl+k0CAykY+jIrr09keZ6NtIFSJ/F8doTNsywKuUs5mGTeTgv4qZ5t79HnC07Akf57QDZr8zDBsNdsyoZrme/b2t8r7rF/OxK1gksoAM2ZBPwqK+DLnY31I/jxBBdjaKem5ZN76xoiziBG8XXGqqfWE7MzibwxDGXjSWvGcDWBrzbWbQVAk12b0NFVskynpheH7q2O2FyXmxnLZG9TWkK41w9KQbDTZhaKJOWk/Zgx0JCQGV1o2WYquDOVzRV9bYbENCldaTAshNTwPS9IXyW0WQivUzVaCszyhvTclu+zQnzxH5Tn4QDico6+3KB8Y5in2PBLLHHwErdE/eIpazBkeHZE8vyKerWExgxenJJdjOThG4noLhwf41RT75FQwgZNMArrBo7qBkE+wHz0nKfIxkExxh1JOTp9cklxUbN5bMa0K+OBj9MGC5msP+XvPH5IljvW24GJZYlTk2bMVf1N/meNiy01X0LiEbZdyvppwlFX4qHjVzDlvJkySno9eHHPT5eTWMXjD6dUMm3iezJaibek1p/UMNbKGG5/weLNklnZctwWroubVdsrG5bx/fo/vZXe4qEo+nh7y/GpBe5nzdwfL9cWUF9M5zhkeF0uGwXCxmuCDJjOOT85WPJ0uAehGPbvsUvxk20Nxk4haXk0jThN60GSXYLeaBisM4qmiOI1EYyhfiB+2K9TooTtCC4KheAUos/fxDolBO5g984RU1pt2JwKvGGaQXzAKMUeU13tx9/x8hG9k0j9XjlklK8Ho42eH+0zPTo8tzwfqF1M2hediOqGvU/R5wvksv2UNK1DjGBeDqCtsZwWn8ymrSc3zywX9RQ6JlF4/HAx9laJMIHma8mF6gh+VEGJt+WaX0j6fUE8LCV4bcf75pnnI5cuFEGkazVWZs56VIrIPcJ3SJAG7NSNrWJNdKUBRrQqKc83QqdtAOUjwHO2YgYtiVVaXBdMzRZ0lZFeSHTQd1FYcNtK1ou+MiFEnwmJtywzVCVN4cArbaNIrRasT0huNctBHKx7HWyX9igbnFaezKemVEVHkSSRYTbKR/zQsEorzSHuSiGe8U3Q6wdSa/Fxz/uYEe5pQJxnxKhU9ysLjekP0muTKcFOWYkbQGug15YWmXqbCGq6MMGVbQ48kDLJLs/eP171iGJSwbIHtvCA7N3RBkV1qeqeobA6dqEkkN1qwzcFK0Gwi1aAZZgZ7ZfGDxunIZVCYjeF5s6C5LFCtJr8w7AwHiAqfCXZWmLwGn0c2nSE9M2ivUAO0qiS9lgzeMDd7Jnh+rvGjs4juFG6i95MvV1rSkTUsbjwJTZFiar3fl+6hDQX5qSYmWvbVC1s5GdRevFwNcK0m6JuEvvRMXmraIeN5uiB/9WO7n/2EF/WTJov898A3f2Tdfwl8H8kUfg9h/P554BsASqkc+DXg3/68hpVS/wXwb7zOLI4xXiqlJkqpvxZj/Jd+3E5+biColMxatPJoHYhRGGVKyQCBjfJ9AG/H8p2W0gkjK0oAsTITwcU9UJgoAw5mVwOSkrEeBae1vv2tMZFh/F7tSocmSplAjRg3Fff4Qz0OwLeq+HGfzo8jqDjs0vxw646yczQZMSP7z5F9sLhbwojZU6Pif9yVWKK89/F2W3jNLWUsATDOunblp933cXQwAfZOKOr1ydNr7exK9/Jj9v9nhyncHeeQjG4ESSAk40CWBHwqJduQSwmWZJyNj7N7kwR8EqQNNwLod9k9xnpaGvCZkVlsGkQ2IJUZcUggpoFgRGYgpMLiVDuBXyPgfJUFYq/3MgjBQlTSFxUUPh0DaTueU7kopLyrC6IRnBEuoKyVknDbospcsHxpIu4sg0OFQFxMoI+o+UyEp3spkxODMH3TBJUmcmKC7E91A7r3e49hNUiGQLmAajqUMbLvsQSjBody4nxAP4A1Ym3WDZCmxGmJ7sMeR6aQTHliRHpEj9fy7b04XtvE8ftwe82/Jlo+ePHK3q370e13r+a1zwBmJ4sytmN1wKqA1qMrhJL7USnJquza1ioS1G5bbtsb2w4pe/cDl49OCoUipLeuBSGTzyGP+AL5rlCENOLH73zGaBXJCEtA8KRjsBKyndSLYijEIWTvEDS+hkycawigjeBRw8jEdOXoVjG6NIRU7r+YjCVrhVzv+rVBgLG8Nh4XXnMikhMq22gzOggNej9WaRUprGTe95k3EzEm7DM30YLSQSYtJuKNnNdox5qqHoO2qOT8jeNvNNIXbTzBi4h/HL+7dWzaDw8y/tzO0V/n0tyWw+OulKz2RStxyeD/HWs/jqX7su1u/z/Sh32d9rU+7db51xuP4+odhIDX2nx92VV5dyXuER8XS4/NHcZ6ghfv36wYBL+pUryJuNJgC7cv+buJyBKpciSiFYZg5VgGC6HwAldCyEiuyIiFx03E3zcpBpyORC842B9iv5uIyT3TsuVqUhALDzqSFz31JOFOthW7R5fsJWuilgMRdxnddJTXGiE9MRH4jB6fr9FCCHKdEuVeETed8Zwn4+fd+bWS1d2dA5EQkixsSMZ7TCEwnXFMN1HK5SEZs+hKMs06KLQNo3i1ZIejFTb5H3Lo+se5/AQzgjHGa0TiZb8opSrgMsb4/vj5P+b/oe7NYW1L0zSt55/WuKcz3CmmjIiqrKzuTLpBoG6MAoFAJSEMjBYYGICBkMBCAgMJkHBwwMHBwEBg4SFMjGJqoS5Ryu6uqbOzMisyhowbdzrjntb0TxjfOvtGVWVnZUqdkLmkq3vvPmevs87ae639/d/3vs8L/6lS6k+QwvA/Aw7A//SX7P7fBv4T4M8jZmrg3wL+8RSC1gWsTcSosUY+tNLsdgoW0BlrIykJed7ayGAzpQvgMpULHG2kskJMp5gv6vmDL3gtGjItj7tZgF06QcpEK/oYayWM2zm56LJBCoOsBFyp55+J6FG0TlKMzC1qNCiTSHWCBK7yLOoRP1kCbzWCRe1PIuxlPYpDdh41pWnWJlYGVQdW9cDkZIw8NgVF6RlmQ4pyiVU1cqwrKZxB0AhJYQoZxQZlsJXHNxpTRapaALuuCoTeUFWe4CqJf6o1qc5Qyo0lRk3UhvO647pakaJC1RHtkrAUk6KpRoaqpq0n+qJBJeYCTXJQmW8epzFHIbrAZGdH7ny+YyG/d3ZK9IJRkY0hlYhhZNYVFkbGGsHN7wkrYn2sBNBnJ+OIlPWJVZZmIr6yiVRIkZrMXDAGRXaZNKc7WBeJ5VzgJ0SX1zQQAigwfZQibxikI7hcyPWdM7lwzJZrKRqnICNj7wVBkxIqJnJZgjEopaRzqBRqml10dfkXLxClyFbPRV4UU0pVgtXyvJxRKCgcaVGjg3Qi0Qrud/DeGZUL1M4zVp6Fm3BG3K9LN7J2PWk2S2mVWbv+5NYdC8uULAs3Yl1k4cRt7HRkV0qCzaIQruAUDMtiRJM5FgXnxZFr17IqBmLSbIqePjjO3ZFlObJ0AwdXsCwGqqKhryJN4dkXkarwTEEKf6NlfBWyoTKesvS0hYwivRH4chyRGD6vMJMwIB+6dHqa+XRhHvn2wjzTBvQ0x17NHSeJ+ZIPQukMvh0TExV65KQNM55TxJeZn5ONdCiMYONk/6NCaQVavl+yjCXqUE8SnRVB4sdMOmnEtJMC+YF+AKIBBk4fyCCL6IcBzcOiOsNpROmT6C35eq2TH6oYWUToubh+2M/DuFnpLItPDTnPRf/XC7IMOcm9+lSQ6UxspCKLTSKMkmFcNJ5YFcRGioKHouFhUahmrV82WvirjZOoOS9FuhkVqY6ig5wkvi7VmWwTYVKYRSAqSwyKXCeihjBpUpPwc5RbbGTBEZMmjrKP3ARW1cjrWn632Mwj5SSdyNgmwQzVkZBFq0YdiRriUbGsJm6WibKdGIKajWyimYxRvj+GB/McJ31iinP3dmalZouYKeZ4PxUVmSzvj/RWjhCCkZc+fs0QF6X7eHoszE2AOdYwRSUmyqDIQYERPaoKimMs5LnzvfFBI0iWe7QUaFKopkqkNMkZkbuoDFUi9bPesJoLSZuIlT49HzSpTHIdZBkzx/Jr70krnzs5ST78QwGXH8bfZmYazmlQES1yCyeLIuMi3mRMGQo/nPIAACAASURBVIlFJpWJqvAcil/sPPZXbPuvkOLtv+UtUPq3/1EMwXn8+7BcOlNKfd2CbYB/lb9krPznt59aCC6bEaMTPmraQj4Q7+euxW1Tsrw8sqxGBi/F1KIa6dqSs6rntm1ZFiNTY1kXA4e2ZAxy47Ozbm6XFa4IJ7fsg/5tXQ5YndjP7uJFNTJNllUtd/FD6yjLQDSZ86bnvmnZVD2DdadiUutM/9CdBKp64qgqyGJ1X1cDPhgOVNK5yIpVO9DPDr9N1TO2lnGOxRuNQwHTuaZsPOtywDuD06L3W1TjHFUE1srz75paCmglyQY5K4oiYHWit462HtkmTduMLKuRqbU01cQ2aFbNwJtVS7EambyCKuGaiVU7MAXDYByX1ZEv2okhKap2wrlAmPERm3rgrols6oH9MqIHjSsDkynIRcZWgTBIFxDAbxK2DITSwtJjXKKpRmLQBC8C9bqe8N4w5XJe2WqKyjPWltZNLNqB+95SFJFYRtHe2CQfEpVG1VGalgkRKTspPl0RGL2WTkyZSYsIXkmHEk12iWU7cLuQEVPUmfTRO+hO0j3cy3vi5QrVjfDOE/xZgx485mZPPltBTNSf3ZGNJlcluhsgJcJHT4mVpbg6yrL5fE1sS/RxpP/GhvpHN1JEPr0kLSr0rhcNolKokMhKoQ8duRSzin+8EG3OmyMqREznUaPHPxVHbvPJnRSj7z0jbCrc/cC7yy2rosfoxIfLG2rjeb1e8q3Vay7dnm3RsAsV977mO+0LlkYKwbXtRUOkA18szvhgccfGdfSxICZN60beqXdUxjMlyzcXb4hoChP4q82LmQXYcVu0PCr21Mbzzfo1977hsjxgdeKj9oaQxGH5wfKOmBVPmgPXfXvSyH7U3hDRNHpiN1W8396TsmJMltuy4fvfWOKXBr9IhEYzPPP4hSWskojY15FpZUlNwl70dLklbAKxcowfjMRyHum1SZyjTRJB/MXIoapIT0a0yfj7gtwEmDR6cnTvJYHId/qkI2PtiVUpzbQJposg3XOXiIWVjoVLhErTfTB/rZDF49m6I85pEM5GChPZVD0/7AvaWbu7NZG9qSmr6dQ5VUA969AGbxkrx9my473lPY+rA5133ALOBbqu5NHqwL6QaM3dpeHd9YF+Zpj2VcH7m3v2x4q2GclA34lG8Gm757Ap8d7gR0tVezaLjm4sJMJMLSnLwHAoiNqSq4ifNZjn7cBd1ZDqSHpYrGtO8ZM5yIIuWMOyGekWNbr1BCVmg+QUup213lqYjxSyGI+jpq4mUhEYYi2FpLYErzBLL07TKB03bTMRR/BSWJoisShGXrSJZBWpSXIcWUkHtZQUILOaiBSkBKZIxKzwC82j9sB1vaIqPL62pPsCvMaXgtFxXhEmI5WezjDnAqcZi6NHyfyNlXztIQ9aP0xuEjPJQE7ZNBpMFB2snuTx0FkhJUzymAqKVGX0QZ00mt2+xIxK3MiFIF3MQfP8uCFPGtMGYmt+YsRcaDS5yOQ60ixGukECAPKocc2ET5A6I9cGYMpImLV+2Ex0WTSCVgpdU0nu+UOXzCw9zkVGXRC9k0V9r7FNIJZWXmvAtqIRzFaf3i+5UqzqiWHudA9VhWoii3Livv0l0QhmftGj4b/4I3P+F/7c/zPwX8x/fpbtmre99X/4k34EklTyM28/nSPYlVj7gFERR+A4WkblUIOmO1biCEsKP1qORUHqrYiWBwF0HvqSbVlx6OUmBV/DqfSzI2l2Wt2Xb7EI3eQY+uLknPKjZT+UklYwavxoSUFz29WkwbAdK4YZlWBtpO9KcfpmQGe6VJ5QEMe+lLzfvpBVMUBS7K3gF5RO3Bc1x66cXXec9uUOmrF3bMcKHw1GJ/q+EOfgIMfkbeKuqUXnOM9UjMlyzFEiisJoZb8HRz+jeaZeWFKpsxKjdNRMrcPuDQEI2nEwWYqzyXA9tOIanuSY/Fyw5ajZDRV5EN6iORh0lHMoaAFxeSmvySTQYHeasDToSRF7S/SJoy0l5WB2gw19IR1SlQX7EOR1V6MYgbpBbrTTZEiTQR8NySbUILqSPBjUKCtGaQkr8mTwJsNoMCNEr+BoZJSU85zoojl0FfpoyHoOUn95Sw5B+GrPLkhOY3yAyWOv7lBzxq/aHcnjSPiN9zB//CmqLEhPH6G3B+ybHcZoVIjSqXtzg44RVddUxqAOHelwRCmFWa+kiHMWtTtAJYYTQoTDHXrR4kISPmEnCxY1BXJhcc9vwGjGDy8pvv8cFSMunpMLYW4mhOW29TVTsnSj43ZqqbTn1rccQsFuqnnt38Yy3YaW63HBxvWEaNiHEq0Sx1By8OIKXrjxxOa89S1WJbZjzXVYcu9Fv3g/1VgV2fqKbWzYznFmB1+yDxXbqRJ0k684DCWliUzRsJsqOl/wpC6ZkqXXjsNUcudkv10o2I0Vdis4FgB7BLu1uIMCpQUfo0TnFLzGlwXVQUGyuCP4e0HNZAMqasw044MCeF1QbhVD5YgmYw+aNDp0UBS7zLRX5M6cNG8ohVdOfnZ+6BiaeZQrH/i2g1Qq3AHsTvTEecZnDRdybSqVhVs6dwBj0PSjLEBHb4mdZXoYm8+MQ4mw1IQgRdreSsSans1lwc/u40kc36O3IhkYDL23J+xW8Ib9VJK8ZvKWlKTDRVIM0cp1Fw150ngji1g/m8eS13htoDfoXhGVxvZSuB36UrBR0wM+Brn+yvncJVCTRY2KoS+wnWIcLPoo51dPMA3mbWpJ1qS522VGzTg64mBRXhF6uV+ZQeGPFtNLRy2UhqhBjfK1MMkxH6YSNRdkaE1287+zIpgs94yjQz0UWQt12v/dUMOg5XUZDGrpsU6YezkrxqlhsZaFVQiGUWf8wuA2A0oJ0maaxMBmVxMZCFM1d31BTYq8iIR5BN2uB/o7R1oFvHeEZaTaDPhJyBZBOynA5u4sJlO2E8tm5LqzMtWxidWy4+7M8u3NS75YnuN7NxeK6pQscjI1e0U0Gebz/JA0o8Ks5+/lNYpz9zdm0WhGIMeMnrSQGB4IGwrU7FBGI4zEWgpLMymykvt+DBrjFdlI8Rwq0eyrSQsjNkvhPEyOsZu5hRHiqBmCRU//3xZfP3X71WtO/ovIK/R/AH8LuP3a1ybgi5zzi59nhz99NGyTJGOoTGEjOuoTjmByGesCxZwMEpymtJG9k+QMZTKVDVgbqa2ncGHW1InOJSWFKhJmHvHmpChtJCgZM3ojBZXOUNhAb6QTaW1knHUGKKhcQLlEaSLZCc/O6sRoouh7okYZgXhOVoo5a0UDZUwmWunUoWXVIqww0Unp+f9KZUHmILoQbcQFnLLCaaG121nXo5G/nZ7HR+ZrOq4ZnGpMIoZ80geZ+XdTRsaq07yCSmU+ueywGTWT4QXeqk/nWYCsoslMcyZgYQNYOa7sMom3qJesxQ32oAvEZLI1Mlp2iINvHg17N+NjopLxrNL4IoOXcYqxCV8kaicrx8nOI/xZG6JdIpl82q9oY2btjpWfY11kckZGHEUWd+GMICBqsn04lizaQYDCweRRM95AhSR6wLpCGU3a7U9cQEG4zPrBw5FcPoUQhDfYj+LsLQtUUZCPHRgDVsvzygKUJnedoGWaDXmcZv1UhhjJXY8qS3JhSYXFTF7GzQDBkqcJVgs5xhhRVUWsCnQ34nQU3R+gEQ2gmjWAD4+B/N+ohFYyXv8z16mRfZgHrR681QEiqCZNJmQBHMesZ43hX1yVhxkF88DHfNDc2q9pEot5VA2cfsaD5vDr2kGr5T0cCxkrxVnPFGoZJ6k0d4BnrZEuo4wVqyx6wkog1KkQd2nWs2zAKOFPzs5MbBJckRMIdCzNafSV9TyuVTKuitU8KtVKHOrzgEWOR510hKkU93CaR1jNPGkwWu4JzkZq5zEuUhRBjDrOMMzv569zBEsXsEkzKlnEFfM9ce0GuW4Kkc7EqKmdp7dOyAJW5DV51gDGKKYc40SGA7KITlmxcCNFEfFedGOuCNSFP7EPe1fM+Ke329e1ePLA1/79tcdVllGjzrP2+EF7+vA21PPOTiNo/owWUHTPX9v5w/c9/H06mHzCCAF/Fuvx8P1f+79KbxmRpyc96AK/dok8JBlZF3GFJCnFrBhcOp1fBUSniS5Tzg5h79LJwSzFI0yzZg4tbuoHPbTKitJ5ukK01GkGmhdOJl5BGaLLkugxF4LaZIoiSACCFW21MUlkTkViYUaKMuC7f4Sg7mu/9kl7/lZ99WfFm3k+aQ8nNcvrejr3D+c2vf3+PMsNfqL/9FSJZjnZf14Dn/PcbXvYn5qlOuqt/OGXZvtlOpa/fMs5/20ApdRHwI9/XofwT9p+aiE4jRZK0aV0k5sduXJDokikTxb03zwILmSyjDPjb4qGNAihvTuW3JYN+/tGOkk2iwZjMNLyDpo0SQh9yjBMjnU9CJtwdtr5aNAmcuylQzlaKbC0FpekLSKv7pc4F08fVv6+OmXYqotJOldHgx4VR1XTH6V7adpAvhMb/NAXaJ2Zdo57k4T23llwCV1G0kE6CsMgjLSr2xV1MzIdhO4f57glXMInjb+v8BkRg7uEOlrS0jPNesPjDN8cbivMo0TqLV1n0QfDtLLkjWQvP+hn0sEJSDSDGgzPV2txKmdF7A1pLE4X730jnZm7XUNqI8VqlGzkpadpBTWznW8A7zy556t4QVN6wtOE+pMFzT+1Y5gcdTuxrAd2XUV/LGmXA5tVx83tgnox0h1LVB1p7UT35ZLqnSNNKTiYUcFmfeQuLYgLKRTJAm6tFhPTYFmvO4zO3HrD8CxAGUX/dLQU65G8FMB2zpCLxOrRgd3LJeZ/HLnpl5xVPe/VX/LtxVd82j/iu1cfsCociXM+aO/48fGM0hi+vfoH/On+MZVVdOFGYhLvNKVz/Pa7P+K7N9/g4BvOKsV1V3O7s7x/WbJ0cDs0LIqRX1te8X9/dca3H2U27v7UgbubWp7Wt/zvn14Sg+ZvfChdhm8tfozPht+7+ZAxZP7N93+H3z98wB9enxGT59/48Pf5v/6Vv8LUeTYflGxfFtyvL/jGsOO5esSn7/8mxY+vyU2Futvx3cVvkBc1qRA+n9523FSO5aJk+9mR+9UFpMR6mMB73rg1pu+pPnqHV1/2TN98h+KzN/zue/8M5vbItRX24rZvwBr+z4u/wXRRM312C4Xj86mh6kc+Wk/4e8O79QD3B8x3voH65DVLG/ls/RHq+WuUa1ks4Hiw4Bzxck3z+Qva/6HmYFao84n+3PCtD1/ywy+foG3Ge83m/MDuvCbdlXz07IbP0iW2iAxViaoifqVPGeTKJRl5rUeszkyugKSoFhPV+ZFjN49UV4blpqMfHL4rRAaxKyjPe9Ja4zuHXQ+o3rFa9UzB0DW1JJMEhf31CTVZ6a5PBtd4Dp+tBSNyNhBmUP1VWoMX08H+ukXZTPlpyfDMQJkkl71IxM83DE+jfDC2gfvBcn+14K9/80uu9gvyH684vOdBZ15vl/T7EltGzN7w6mpNmmbM03XBV7+3In4YGZ7XhMUsg5k0v5/eF07qjNMZesPWJPquII1GCArXNerDgagtFImwEtB77QK7TZRjjUroA3MHCZuhyqz+oGT3m4HKRcZ1np3Qhtgm0qQkH95kvDHkMlGdSycsApvlfI5Dg2sngrOCo7ro6anBiVQlZ0W0icnJ6LpoPKty4KtVIPcGVp4cxFnr7iTK7vAbiWI5Mc2fFa7yRCPaOOHfZpbNSAiGthl5f3MvSR7JkB8p+snx/uae7//Je5QXPely4tl6xxdvzikqT/lxz/6rFU01ApDOpSWXkpY1hE7ojbBTKxfITeTy/MChLplGK/iUpLlcHbkyC85XR16/WfPs8T1GZV7erPnn3/2Um33LshG50jA5PnzvmqWRuLzN5YF7FqiDjLBTmTB7A88G6CpUULgnPdN9Ka7lJ4HUZJg0tpud8WVCb+W8xjZJwk8U5qSZx8YKOFsfuf7sHLWe4LYkV4nmD2uO3xmI4wzyXiboDOajA/nLViY8ScnnuZknbEFRXFmefmvPF4dLinKkWySJELWBuPolSRb51d4+RLAzvweglPp3gH8X+B7wH+WcDz/rjn46UHqwwtJT9gSAPq04eoPbK/renaKCBifIluMofw+93ISOY0HuhGIf56xQFTTxYGVl5zXeWnpTyNi1qBhGiU57iBSKQdrZIWRUb5hKOfSjKfCdw1TiBBO3skVNCqJFj5rYS/ai7bSMEhaalEBNmojFdpo4t9uTkvHEODgZZU4Cd01ZxOzuAMOoOY4FcQY5M2mmwZ0gmSnBYSjR/VsIaM6IJqqcx6NeoKBqlGOe5hErWYK7/WhhTj4wveicdIDYyEpYTdJ2V4MR57GTxxQifh9Hh+pl3GJ2hkkJEkF5TRcVg02wlbitu0WN2Rk6W0HQLHewO9TCx0ISScZjgeosxwxTZaUoTYrcycjnxWF1ShyIQT5sVW/Y2YZ8kJG0t1LQ6s4wJBnh7EwtxsKDw+wNaRStijtopkI+6NUox6z3hn1ZY7eGm75hP4iBQ6vMebHhelywPdbEJB8CrZ2472sKG7iuFifcym6SEWfXlfjC8Hpccd01jF5W3ruuwncF933FGESS4JPmulhwOFbcrhoRp5M5hJL9VArAuXMwaW6GloTisjwwJst9XzMFw2u/5mpYsOsqUlK8mVaCwSkKVIzkRSPugHEin6+l49VUhE2D9YG0boi1I1uNyhnlS7LV4npetmA0aVlJRxJIZwt0CMTKYqoSv7DY2zvSR48xzhJWFfb2KJidfc90VonmqCxQPpDrAhWTuJ6VQh068uQxM4Q7l4X8/PWKXJcSt5czymjpqBaO40HSPKZCxnc3XQt7R9RiQtgXNfHgcHvN9UG+5itJvYhRYY+KqbAy4rWSfOONRNQ9pEkMGXwlY1nm6/pgK9Jo0HtLmDT23jCWIl3QR0OvS9TRsjeZFDRqb4kzjHcA8mhmE4rGJ0V9rYmVwqca3UtHQ6WZadjJ87LO1FeCRYqVOaGPqqtMslK8+1m8ryK8emfJ8bphcw2xtmQFvZ9/9zpR3yoGW2In6aRW15rqWsaXtgM9mhmFAyMlbpCxuRg74KgadGew82i1uobxnfmepqQI1KPCB4PyioyeHb5zApHNAkzPSUwSXhGjEqBwULhOERCMVAgKvJyvpOR+neb7TUhaZEF+Nk/4GWkyyT0v50wqpCjBzwBko9/G4k1a9KFen8aPZlJ4r1G9JtSyoFZezIXJG1wvMG41CVg7TYY9FfdVzRQN/eRkEatgW1ciw6nlc2o/SpKGUohe76jZHyuR9xwdD3F2shrjFHCwMwl1NBz6kvFYkAfDoSqZRsdOJ6Zjwc5GODi2yzk9prNcTy1j504xqHrW0F/7Bb4rGG2S5KVx1hUqwb0Er7GTLOaDlyQnM8rIGpSkn0xI8ebltQ6jnMtUioGFqEj2LX2in+Q6TaO8b0Ixmz9GgxkfPt+kATUNDjuKoSYE4QziH97fCjPCEGQ87Vszv4aGMdi3UaO/DNuv3mj4YftvmHWFM7j6vwP+e+C3gP8a+Pd/1h391EJQ2zQT1fWMjxDdhzbifgtNnp1x89g0SUyTmhkEKUnLOMZZc/CAijFyg8GIKCGrfCK8P5g71APaQguqJcfZtcVDy3nW+pi5WzYfl37AO6i5tQ2n8PjwKBEmTfv4KK49b3EucChrbBFZLnpyVhz7kvcu7rlb1OwP9Wl00zcFXaqoH3f8+vk1LwoxjTy3azZtz2u7EnF45fnW5Rv+/lGMKMbK+OhQ1SzXPd5bgjdUpcdPFm0Sz852vDQrlIKhKXl6ueO2aCmKwNAXGOR3bNuJlBRj7/j48oYfejGHlGU4aTAV8Oxiyyu1Yr3suVZL6qUYbuJgKRpPW4/cedHiNaWnv/DUi5EQNNPacr4+sj3UFPOI6aAzo00slgMhasLSU5SByWSS11w2R66X57ja0zYjR5VJtaasPHkDyWuKSsYk3jlsGQnK0jQjRmW2c6GPyZjW422BaYKMbArD5uzIVrWUtWdsHe8utlyZBY/qA2s38EF5Q8qK58sNj5s9IRneabYkFFZF1q7nncWWpR25sgusiuyXBW3h+ai+5sfNGWO0PJ1B41pnLpuOddlz5xqWbuDd+p7vNU95t9mycR1aZfah4t7WPKu2/MP1U6bR8qSRfbxb3tOlgmfLnbhy7ZEP2juulwtiVrxb3vG95tdh0TBdtridFSfysiKVlmQV4awhLByoFWHhsHuPSpHprCCWBtMF7G42v5wtCbWhUBt0NxHbkrB6yrR22P1CFmL/5DcJjUH7krB0xHqNPUyE1RmxNoRKE9cV9s2OuKxIlSO2juLFDv9oIXq6w0TaLBneXWC7CAlSbcnnDaabUDEzXFbU/pKnl1teHBzleU/wlm+dv+H/2bbCJQ2ap+c7bquGo6v4zvk1f9SVrJcdt6yoNwMDLfpslM6FEUnJajHQlBPXd0uUTlwsJQ+5XzpCEu3y04stvbfcFy1tO3EsK84v94xeuGjnmyOHpuJsKSaQm7SkWUoXq66neTEBfrKs24Ht/kwiD89GUisdaoJGdQbWnjxqsJnumcOfJ3IdSb0hl5FhXzBtBLKcl3MnJCmW5cjtamS4cPjzILKVpSc4YbVOZ5p8PomhwWSm4FBRMW0SsVLERZLpwKRIa09q9LzIlnjGcjMwOtEvx6NBJUOxGuX6KyJBQ5o07673fH7dYJb+hMFKhaC/Hu6p41kBy8Bm2XO1qnCtZ7rQUEXywVK1E6MRvaYqEot2YPSWLiou2g61yHx+KFgtOw6mxEfFo/WR66AxJlM30nHr+0KcuHWgKALrske1gagt5WokeEt0hlGZUxfybJ46kCT9SFXgzzRPFgfu1y1nTU8/FgzbkuuixU9zY+NoISmuzAK314ylRQfF7a5Bbx3ZZmIbKHvJevfzJAaY01PyaRyao+KYavSgGfalFK+dpt9W4DXHLM2T3or2uz8W4h7fWb7cb8hHS5/Uqag8ZMUf3b2L3lnseRT6woz7yjaTjDjHH1A5xoo7N2skZ3ueRMVaCAy4Gd5dCU1DuSRIrSCJUgDaRCF9lDMqTGeoIslZ+b+ZC9/5c9zYRDYQiiwdx1nmRZQxcKxERsIcUBC0PEepGQD+y7L9Eh3Kz7n9GvDH87//FvA7Oef/QCn1N4H/mX9cheDjyx2NEyRFzoo+uBMy4U21oDMt33h8x6oc+KI84+lyz5flht+8fMP3ouadzY77vuYb61v+RD/BmYizEok1TI5qdiJPwbJpes7rjt0oKSG3Y8turIhZsXATB19gVKa0ga+KNY9X0vW8rA98VU6UJop+RicKHfl+fkJRBLpjyeXmSIia+zdLVBDBs7ERP8rqK3uJcBsmh1JiqtgNIpKPXpOxFEUQA0SSzN29r7g/1JIl2hf0Logg2iRGHLupkhVSnle3c/7uOHc6SYpxdhmHyXBsJd7uYVX8kGjS9wXJC78xBU3fFVJkD5LlGqY53muy0vmc9Se9d6Qk4fOuCtTlJBeji6zbnsJEhtVASooniz27Y8WqGfBRs20aluV4SjhYlYOEsiMJLY3zXJmWZTVyr2tSqXlS7/l+mVgve1bVgLORbix4tDxwxQIq0XoCHJWkqYyNJKg88O8GI+wzaxNDo1kvZWx86EvRWZWBJ+s9P+6EsZWy4qzoeFrueGq3jIXjvOo4K3pC1jwq9hxCQW08H1bXTMmytANWR5xK7H1FayeeuC1Pmh1dKDgvOrpaTEqP6sMp9WPtep4VWy4XR56UO9a2w5CptMeqyNNyy6IaGU3kWbUjZcUzd8eQC56XZxxtwTeKK/ax4rzqCFnzjrsjVQX60KOniLnZEzcLlAZ3c4TcYI4T9uYIOWMOAvdOjaN6MwiTUCmmRy3VZwP2ao8LkVyXZKNwr+4Fl5NWqNHjdgG7HaR4GCPVl1ty6dBX9+TNEnun6D9YYvYDaVFjb49kY/CrYu4OZsx+oP/GkvqrI+V1jwoJ/foWoxTx3UvRQeZMcT+hjgPrcuBlE2iqidEkNq6naYUKEJ3mvOoYgmUsHRdlR11PVC5gm0DpAn0dqeuJEAzOBby3LKoRpxN1M5KSprKBRSGFhI+G3IwsCnHVVs1EU05MlWVZTpJykWFZTqSkOa87xmg5LiRlwpjEuh7muEoxipUuiDuyTLTNyGBkNJySJtpE2Ux4a4VPVzhoA64MeJWxZSRWjrwIEBSuCqAyYbL8tc1X3HY1+7rFtPL4ctGzp6YoPV1nKKpAnDWB46gp7ix5EYhY4c4h0wBXe4kDi1LAaptYtQP7uTvnFYROs6gmOqAsPR0SIda6SUZ2paRAGJMYR4uZtcpGJ0bdYCvBA920sti7HyymSKSVZ9UMHE2iVyXWBdb1wNEUpKRZlUKDqDcDq3nEuouGdTVwX9RUlWdZjSdX9jGrU4rS+/Ud31s8ZTCZpprwLjJqh/dCW5icvK59I2lGF6sj/eS4GyznZYcrgqQetQVNNfL+assQLTGL0XD0jg/Pb/nefUV92eEny8ePb/gUcC7SVhNXfsOjp5I0dRyKt/iZuemQs6IqPG058dKueXqxoxsL+r7g0fpINzku2o6rZoaImw3vP7rD6MSX+ox/+vJLdn3Fqh4k0jFqHrVH/rlHn/DFO2ecNz3DwuFnt7SpApGC5XJgv5EpxuVi4DYYprVBL/yJexlnZ7irPd4rqsYzZjUv+o1o8ysvDQuVxWndLGnakW5tKNuJVJSC4HlI7SkiOSk2q47rdQFJEknqemIcpaSIwRCOmsfNnqtmwdmi48WmZLPoJfVqufhZa5Rf7PbntZS/WltGcDEA/xLwv8z/fgVc/Dw7+umu4b5inNEF1iRGb0/Fc3df47aGu65mCJbjseLaRIZDyc3Q0u0q7kvP7lhxU7b0XcGoxSyRoiZ6LYUP0i16kDvuhpLKLtmOsOw4NAAAIABJREFU4lKMUTNVluMgYmejMv19xY1JJ/PJ7a6lKj2lCyKS14npUOCtJR8td7oBZAyre01aKpTSZC9OKyYZZ3hjZdU+F2LBW/JkiEkxZXFOFTtFfynt7RTFkZa8/M0k0T4xS/Yxc/s7Jy2B4TOuIHtZuSc4hX2P3pJmB7PupFD2vZPCcBTUinRPRXytJslzzQ98w2JOFQFQmTEYYm+YjMHfl9xH4QvmwRC8oSg9/X0FSfGiWjHdVtxmuYDLrebq0J5QNMeq4NiV+E6ckzud6O5r+roU17XXvDhfYw6Gu13DGAx9VxJ6cTb2W/k5/awDyp3l1hvSPMrROnHcVjKeKzLeJdTBcm9aOeZJOtJ+W/JCrVC3BX90+w7bvuJVteJ1vaKLBV/1Gz65ueR1vSBnxV3b8OKwojCRPjp+vD+nsp7DVKJV5tXdEmsTf6/5kO/fPGUKhjf1kptDQ7+vCNHQFhPbvqIpJ/a+4svrDaV5n1UxoMkSa+hLXlUr3lyvyJPmDxbvAdDHgj46/vjmGTEp/t7iI76/f8onN5ekpPju6mP0QfSExedX5HHCKBkNoxS2sILEAbi9h/eekGuLigndz5zC0eMKC12PsnMM3g8/w1ycyTi3LLA3R9TksXc96tCh2gJzuyM3Ffr1reQnv7oif/yupLPc7sWMM04wjlQ5o449+jpCjLiLGvXVFboqwWioK3Lh0D/6CrVakLsBt2jId/f86M03MC9L7iYZ8f3d+n32rxdiUpo0fzJZxn2J3lr+cP0Oh9cLjk2Fui24bx3uynKYFjKytQnlNS97J8anbQE6MwwOM+d3kxS5N3w2WcJkSEdHX1Wwt3wZtMR8DYavRkfoLf3oCMGQbkv6eu7etJV8X5SOSVeXgqGJimNZvb1fJYXqDJOSjlDymvqgCEeLn6/bEDRNp/CdYD28ETQJQfPVsOHQVbidotvLB/pBZcLRiank1uBbuQclZ7A7SU7Re8l5DcbM7DuIjfyuaubVpSKzLWqR14wG1RncQdKOVK+ZSqEJWK/4bHVOfNVwqGbYscmoSUlI0cxFXN3D/nXDV4B6XXI/WNyNXK/GK97kNbk3mE4z1o4v5/sie8uP9IVohl83PB8dsbOYneFzdUG8K9mbSlKW5vuTOUqKUrco+X75lO51i+k0d7MGUg+aYq/Y6QVq0jz3hnRXQoSXo0Ss2VvHD+8eMd7UfFJcctjWKJMxOuODISTNcVcB8NItMXtD7ypUb3jdLvG7Em8yQ1lgby23i1ZAB4d5NBzVKTWKqBhcybAcybcFN7bFdwVMmjsttIgYNd19LXnTdwWvi6VMpXYFnx8vONw2jK2Vqdqsi/9yeca4L3keDOmqopiRM7GwlAfFXi0oX1tUhutihb6XZJ5elyd5QHUn07jRK4qtZvQN5qjpeoOau8eHZta2a+hHh31d0A2G4sYw9Q1nrzN3bxrcdh4NO4dOcB011SuRY0yj5lAXMpbOIleorjQ/uH7M+KrhZe9wrwpu44p+LODlT+Cy/v+0/SKzhn/B23eB/1wp9TtIEsm/Nz/+IVIM/szbTy0E+y+W9Eq0IamSmCQ9SZbk4rloX26rNXubKa8Nd+cF1RvDp+kx1RcFNweL6TSfb0uqF45Y5lOwvFWihctGcCDTouSrdYvuND9Yt9JaH0QLcVOLi3ScnWPtK01/51AZPj+vKV45dufx5CxTWVFei0ZHZQhXUuBV1wrbZQ5dRSozVaeAguYg8Nlp41AR6l5x2FvsUVEeBNiJhrqD9aeRW0q+HB9hd4b7uqK6NkxtQXs76xlL+GJ8RPupO8FsY5kpthL1o2f2VKzA9OJEPhzX1FcaNJQ3cPArFm8UoQF3eOuCm9YSV2R7eG3OaT+3mBG8eHFEz6GhO6xZvNaM547lG4VfCki62CrGjWUqJSqKDLvdGcsXmuGypRgUyy8yN5s1D8kn26rBdopqVIRKznt9UKTSYZPCHuGH7gmLV5qpqzkuK+xB0XSK8cxR7QXNERbS0XJH8At56w1LubFWO011BamEUEGxheGxGF5MD9OZY3GjGM9aVi8UXy4uUZ1hV0deVBuuHrfc7lumL1uOrRT+18vFycBzfd4ybivJOz44sBl3ZZnKzN+xH7F/vkJNit26xdxZyr3m5mC5LhJq0NzXiZt1i/pRyw+8dGoAvDfE0fBlvaH8pEJ7+FP7BHTm6ijxa7vXC9Rg+N/ct7i6W5Je1Kio+Nv1r9N8c0M2CnuMDBcWHaF+NbD7uGZcadxRnJS2f0R/KQsNMuiYccdMsorNn/YcfutDGSVXisXzRySnGS4MxT7hG42OMGwUqy8W7N93uGPLtFSU2wtiqSgOie2HhmKfsb/W0L7yHJ866puIPQamj9ZU1wPjeYmKmelvfiRRhUvBR/hGsfrxmmklut9koNg9In3hWH8C/X2B9vDanbH4U0cskWM6tNRbjdvD1WLD8oeW8cLQfgn9U0f7ZWa8t/P7WnAvoRXm5OJKESvwrSUxs+M9lLeK7lmLDVDeKPzCUt5B96yi7AUPM60sxSQxZRpYfKWYVqK3jbVo70iiy/ULQ/1G4Mn+thK3qkI0gW8U45k5mWLPfpjYDUbG9l6u7fp1xu2NpJWYgtDIc/9u+wH685r1pwmwmAmGS0OzVyTrWP8ocZ9K9KwNq27A9hnbiwEgloaZL07XyTWnPdgeQg3DZUvZyzVc3EO5zUxrizsqQqUptnIutk8qmtcav5IiEjjx87KV+4k7ZMo5Lm7xStMD1RtFLOVetK8cxUHh9opYaMasIEJ5behXJXk01K8NvRUtcHWj6KqS6qXEo/m1vK9dpymvFdNa4YPi9WZBeS1F7DDrIU2vcEfI1uJ2ip4Sdyf60VGB7TXLz+DwcUn9wtKvS7gvKN9orp8Wwv6bFPVWwNX3dwWbP4XxrMDtYTdtaN+IXjtZWH6Z2fUNyWZWN+JU1mE2yzrmKEIYzxxnn8PxvZbFTiIRu6ctVa/wdcniTjGtHOuXiu5+QTSwuFP8g+odFj8o8AuH9fJaj1XF38kf03xSMJ47Fq8U9igA6WwUZsyo6Fh+MUultMP0isVXCe0FuO0XUF9lzAQHb6iuM0NvKLby/gcBrvuFfH9W4LeGxVcKv7US33dhsEOmfm6obuVNnowi1hC3Be0LGUcfowYtGkX5JmhfJl6/XNC8MEydZvUpHKaCftKsnv8SaQR/dbf/EEkf+deA/zLn/KP58X8d+N2fZ0c/tRBMi4iu5zHHJCu8bBJ5Mhy/AaEx5HNJNhh0iVl7hlxSLUfGxwZzNhIKR33ei/4hMUfDKUynRReThOaemyBxPLXl7OzI7lATnSXl2ZHW2VMIdq9K0uw6qleDgKO14FXUjIEJQ8P4KOHuDf5yTh1xwi+aLiJ5DvJOVSLey80oVaLjUYNBnY9MpZPvmQn75ihV3XCZKM97Rl2hm8CYC/IikrWczlRkqvOBYf+QdSy6jew0fh0FLuqF9v5wk8/nEyNStMRSES49h1a4edN841dhDnTPitAr7GqifzxfxJZ5X8IUSBeeTjtSI+kgaSEA0mmtyYuALiLHsgSTcY96jrohrQM+KNzRwdOBOBpB75QBfywInSG3EV1Ewm1BXgZUZxnP4fLRnt2qYHoa0HVgaizei0t5cgXjo7e6kHHU5DqiD4Z8MaFdYixKQiPnGgV+pfBnUaj9CfIikKwjXniOuuDDD99w39Ws64FN2fOd9Qt+vD7jD9y7rKqRmBXP2h0vjyucTry3uOfFZk1lPUMQYfarzYrSRv7Zdz7n79v3GYPhvOm5PmvpDiWXF3sa59kNJatq5L3FPd/NH/Dtp29Y2BGrI7upZu9LnjU7fnf8mDwZvvWBLMZ+c/2aKVn+sHqHw1Dy28/+hO8tnvH96gkA//I7P+APfvhrUDj8Rcvq+1v8owZ717H6FIbHJc0XR8YnDdWLPfVVA2pmdikwQ8KMEXMYWX4yEdayyrb3A+RMde3QdwcO33nE4gd38J1zqpcH/HJN+7yHlE8OZFKmuLcc3itYfjGgMiyfJ9SUcC9ucc6SzhY0X+zISoHVxMZRbA12PzLny1G+3JNqx/iooX6+p/4NzW25Rl0MpMHw7V//iu/Zd0RP5A1nl3uOfUl/U/Hxx6/5rHiErTz3mxragG8L4sUEYe7AeI1dTRgbOT4uyFFRrUYKFxgnKzy4wbI8PzKOjv3TAlNFhp2jftQxTZb+4HDLiXEyLNY9MWq2F40sEoIWR/tsVMtRwLyHqiHVieJ8EN7njMuYLgWUnr1AdEkl/XsBqojqxKWZdUH/zgyobt9msn38+JbX1ZK7cc3wviSy1JtBAMNl5GpTweNBJgU6M505qitN/04UQ0WbTsw4Ho1MD67hWR+2eHzkuK/IUTEcLcWtnhE6kF0mtJCcHMu0lutTxTmyzMBDVNhDvneoMyQIC7mn+cWcKmEV6ExokGvVQi4jajSExVwh28y0mrXjZcIvtAChWz3vY46TrDLT2bxfl+mGklCL3jtW6cTSM5MiNHKcEjE4m/JcJuZE/8iIgW+ZT+zT6dsdl+ujTF+yojtK52y97tiGM+LFhOosi3d37NetGNuKiF9VqG8cICt2T6ULTVRv4wazaO7q5cDdYoF9NHAYLIzCJBwGR7UYOWwryuXI/UVNedljTeJw0/DXP/yKP+JdAfpHg7GRqvT81ruf8b9e/xM8ff+W10/WYrrTCIKmMxSPO27OWrKC5v09/bHAryr8E7leVJEYHoshUD0Z6G8K9OVItyswq0mmLUFTNMJIVAreW+/5YvkIu/T0dyV6M5Fcjf8rHf1tKZ8vc3RrfdFz/bQVveTliCsD4yTj5hw144Xj23/1S36weSJj5OWG5smR39hs+WH59OepU36x269oR3COqPtrP+FL/zH8GVLUX7r91ELQtB5rhZ9UVhPeGMgK4yKhr0XcXAQxKhROxo2lY1GPDEZ0LtFr6nKiNzUUUqzlqIh6fkMho1jtEnXl6bOiLjy+NgwIA6ooPRMiZlUKvJ1xA0BbTQzHgqL2J/i11ol9LaDkVOaTuPWBOZVthmLmB9pEspIBSjmfO6+Fb2jz2xzHOaNR4nMSZREYH1IxnBPdhBXnX3aZupyYrFykwukTOj7zhZRmV1easxltEQh2HjsohS6juJazWJlPx+AyZDlndT1xtKWAmd3bfaEypohEa1FlQu3sifOksoyWTxmiXnSKDzFJX9dLPLxWX+dMKSMC9dN4hK8996EjO4uYiZyyoCVfUz4IdICYIZdznnQWp7PEN3HKGEbJjV4F0Ug+HJ8KcHtsRFieFSFpvio3vOmXJ8h5zuB0YnussTayKGq2fcXgLN3kMCoz7Eu0i9yMLYe+JHjDHdB3Bflg2dcVvjAc+wIfDZX1TMeCm76hdw6jEp0vOE4OrTK5Fwf1bS8dyVfliiE47g4NMWpeTytuhpa+K8kJXo5rAVmHSPHZGygcxYsAr6+wPKY04g6uXh7Qdwf0oiRWFttHzBDQh0nipLRG7zvc6AW6+/lz9GYtnMSYaD/dgVK0zwf03YH6qsZse1Jb4l5tyU2JvjsQv/mE1ReD6BN9AGfhdgtzh1V/8hxVlYSPn+K+uEIbTVq2qBhF6/jjF3C2xhx76l0P13ccdh9R3mpGU2BGxY/vN+itIxUJPWm2riHvCtxO82a/4P9l701+NUvzO6/PM535ne57h7gRGZERmZFZWUPaVeWysWl3td0YkGhMIyFYIESLBbRQLywhsegFCzYIwT8AbJBYsAI2qGlagOW57XLZNVdmVg4xR9zpnYczPc9zWDzn3iy7TbWNbVElcTZx9ca95z3vvWf4Pb/f9/v9iKWhzSRmLbGdJloLaqNDpp8JHT8rDDZSyEXo7FYiptbB5Y8XYbSoU7pKIbcK10p0P/rDBhF/q4Ljfic7fKtQS43PQlhuZXvTRT8BaVsRHLm+d7K38sYkoHYqXAYesApdgdqFkH1ZCXwXJhN6G2KfHKEzL7wgVpb9NqbYQL0PXcjKRIidxrWS7Eqyz/vgd92ht303cxscpBAWh6ILCQ8hPDhcjz7q2G9julIhrERtJWYjqA8dolUht7EJ152OwzTFm2AIvJ5i+BsEJbR5WLDKzOK1DgtSIW+Yu10c4mSupx/XmaGdFOjYBuOg1MFc0oXOrri+v/YUk0DrkHSiD7U2nlvjNU91Htz01/hJJ3B9LikIiB1ey8B9157OB/RZUVRsTUyUWKpE40pNlYXFgrUSvw9xLHUbGgSuCmHbbatD9I8ICRCmCuY8IbtPw5b70XAnexymE9SRQVUhIJw+YNtZRWeDrpxa0sZhSmZbjbMdopHsbES319heYuCacP9atwk4wdnZGH0ZYTbiBummN4Kqy0jPQ2dtF+fopSJ7Kdh35uZ5Fy+CRrDyMclSUtuEeCtoyyQgGq2gyfXN/ftZpYnPNW2pSGaSZp+Qv+iYTxLipbw5TwBKl5G9Cl30uo1pU4OsJbKfTKVngg/Pj+heJlztNcm5Zk/OJ7XBnP8YwYZ/cjWCf+bWdV31F/2ZH1kIAjdhyb4TIei21+Z1UXAxXYcvC90HJF+7hm8A6h1GhdDXa95mb/wNWVShrkH1KDap/A2w/tqpHJzBwVmslKfRXR/2HI7x2vUEofDQsg+KNT4kn0cuiKhVGKX9iU1yE/EC4fg62RcofSbftQGjE+Cj8DPXwbmfvm+fsXn9M4Txz584yfp9daJn0P7QazdfE27CQnb4a1B4Xzx29k/tqz/+rg+JFoib1wOsPhyPzzwiDZ0Ir7ubAr/OgvtxmDas0hSdWpyR2EQTxS221xwmScgFdICJLcY49rVCZ7bXEQnGackiBpVbkqSl6gSOgLoqq4AgFHHIEXQCZG7xlSJOgiN7V6nALu27stYJZGZD0apUCKlOO6K8weYhn6u1ilg7hnFFrhoy3fSBsUGLmOqgGzXaMYwq5iYj6Q0rQgT+pdKORFmSqKXuw3/ryFLHisiE11unSIwlURaVhPDgVAeTSNcJWi9JdRvONyR51IT4GtWgRQiIbaUiVzWxsug+XD1XzQ2T2B2NUYsNfpAg5wFj52KJmff4p65DljZoUBOFMAqpe6STlrCBzihE1SIn46Dday3ddk93UCCqFp8oUDKMFJUK5JMkDri8LEGVlnYUoWMDsQnvmaV0qg/XHg/D/gR0SYTwHV2ikbMSVbd0B+OwSIkj/DBFzpeY2GLzgMByUjJIajapC3xrCWnaUlqJawx53LBNHSJ2uFQF3FsauvbX2jUvBSIJQeo+6xd+UQgKbjroXH+eRhbbBac9scPFEpUFw5f3hFzQDqIeVWkLGZBqWoTO4DWlRwpEHNyR3oT38tfhub7v0OtenytDcLo39As/1bs8wSU/FJLer6209JjY4uKweOxEh4kcrVGI2AX5hOkTFkzP4u5Z4NKF9xE6FHTCeDoj8EL0cVIhBNkbRYfHxwIXibAI7UOSrx/o2jjq1Ae3qQ33E0f4PJ3p74OEbr1SIQAcHRyp1/u4LuS6WtGZ7gb15pOOSHtsK2jT3llq+n1FDhdpup5z3vVZgD4O0xnZL8y7KJgersPovevolKCLPc736RZxBy3IJGAsfRzCzX0cjDYi8kRZwzitaH2IpVn29+ZJXvIyHyCLFicMh3kZ4lxkFwLzB5p00Luaveg5z30hrrrgaI8CBnM5iMjymkqEGKE8a6ilocgrVlaS5TXboWaYVyjpWTaKo2TLJ4OWNGtugA1p3HAvnfN7mSUfVmwbSadCAe0Tj1cKMW5o9kloJAwbLBH1XmNHvn+OdAjfx7aNHA2EqY/U+FEbzlknENmn98TRaM9yFNMNW2pv8ANHPTb4cUtDkH1cT3bUuKHZBAKPHTlEZnE9vQsvUKXmaLTlxSYiHVfUG40aNxxONpwvfnw0gn/qUf5jvQkhvg38ra7rFkKI7/Aj+pld1/1Z3cI/c/uRheDRJIzGALTwlNYEfqzoOPOCtlS8NtpSRGEUdzLY8qxV3B/NWW5STgcbLqXn3nDBtopR0qOVwzpFnWriKHT1mkYzGew5ynbMy4z7wxlXUcEqSXBeMohrNnFMpBxKel60iqPRNkRwFCt87wJMdH+s0rPZpv3IumMwqOg6wbaR+CqMlq47eUnaUroUmVqStEHKjr2MmQz2LEVHYwyqp2zUqqPdhLb6yWBD3WomxZ5zqxgWJYsmQN6V8dwabFj0ziipPVp7WhkRDeuAlGplcBT2xdZ0tOOij3+xXcS4KNn2JAKv9c3YSsXBseWM5rDYsRskdF4EgkfUG4hkx3RQMmsVWVGztZI4bfFOYoUi7o01ba3pvAju39QRJ6H4c2nMKA3s5KrVwdHnJKWLydMGrTxVEhHFbbjmlWRgKnzqSeKWIqlDxI0nFFhJMJlo0yf2+0A+sLIjS2qU7KhSE3LCYhc+ixckicW2oeNS5BWLvQmEkahjkgRx1CQpGUcl0yhk9mVJzbDnPk+THaU1pLrlMNqxThMS1bJpE5TwbNIEoxynyYqnyYTYWEZxH49jFaO0unGjZqblKNmSJC3TZMdA10jRkSiLUY5pvMNkgbc5iio8gpN4zdbFDHqn5Gm04iotOE8LvJfcild8NHmIcA51uaSrG2Qaw+EYzq9IqzAuFEC33SIHGWiJ3tTI2ZpukCHPN5Sfv4M+c3A+RwhBVzcwHcNiBQdj5LoMTt7nS5CSaF4ht3sQAn9xhTg8wF/O0PousrGI5+f4u7eQT17BaIAfZchdTSccIjK0Q0P0JBSw8vGrUAAKAVdzxGgI2y2qrCHLiOOWXU8N8YQurUhc4Mo2gaQjdShCEm0RcS9FSHSIuogVxI7OSkTk6KTCxBatPWU/Mo2T4Pb1TuI7j0MTx72G04XrzCbBlEQEzguStKEiIo4sreyw2iCT8D46crj+Ae8bhY4tLjZ0sb85hyEUnR0q/JwPsRg2Dd8nEhfu0JHHm1DsIEFcO30byf18xkfqkE7Tc30/JfVI48MINA40EJVYOqODRsyEBW0X+2AU66kUrg0SkuvC0RiHTyxOKDorw/tcj/auaT90RMoH76Hsbr7numC9RqG1hQDlQ9pC1Hf8JDcdPdF3x1zc0cWBquR1QJAp5ZGyo5VxmLT076OUD9Ej6ho0QL9Yp28owCiqbka+N5Oda0KM7AI3XfuAqeyvFfrjSKI2EDvEp1SmzDTUTtM41SMAIdaWzvi+yA2UJKlDI0IbhzUhQkdJTxP1RZYP1CcBeCmQfSIGOiwmWx0iamLT4r0gNhalA8lkq8L3KOkR2pPrkOgQaUsrAkghNZZYBoqMtWEShxcIQjdZOmht333z4ZwWNmT6BRdi0MqLfoCDE0jbZzF23GQI4rnJ6kUEk4pw4TVpBd4KVEXfIe/Pe03oJnfiRpcubBgz30ye2qA3LVsd+M6NDrIAGzJ4/2KDy7/Gre/s/wRt/zNwrcT8n/6qdvrP7Qhq4W+y/SBQRpwPo1OrPsVKXaOmri3113ila9amvEFWfdpN0yp0VFzfBZSEbt41ripMSTvUDx3DNfpNSw8+FFFKdiFrsBMo+SkK69OOZCg+r1etSgeUj1QBIF+ZcIPTfVSCvMHjeawJNxBjLI3WuBh030W6hs+Hizg80IS8/v8W2Y+qhQorS9vHQFyvJmXPK+2uUXU97s4aTxq1VE3f4o8cqkfqSelBhNVxrGzohnbhRtT1gd/XGDDVIwJ1asnTGutCAPYwq0i0pWpCgXaQ7DnLhgzSisYqVknOKKmorSbWlnFS3oQ0D5KaVLeUjWGQVmxlhzVhVdvFniKtGcVV30HumGRlcJv3EQtdJ9jLkPZfNoZxWoVFRmPYO4GOAkawdIIirbFRcGQXccMmtYyzkn2eMEn2eASjuOQ42XBs1rReMUxqJvEe2ykO4y3rNqEwNUfRhnmUkao2INLoWCYpibYcmi0HyZ7SGiZJiBNpnWKclAxNdYPwOoo2DNKKw3jHQFcoPKkKDuTDaEuSNrSt5ijZYjvJodmSqYZxUuI7waFec2DGQcPoJYd6g6xbaC3uZIz88BmdUoiuC3/jNEYsN8HVKyRivUP6LjCP0zgUX3Hv+KtqhJR01iFGg6D/2+2RRY4f5cjVDj8uYF/3hpMOWos8mNBtd6GLuK9wBweoNJh0iEwoPiKFXDm6PAlIvi5cyF0UIZSkW22grODkMIyUtcYfDJCzNVnUskkdSWxpgHFc8jJyfZ6YYpCEGIuy0hRRjU5aoshhE4cyPozBYofX4fqwQByHdIA2DZ1Vox1pFB6418SHtI+m8l4GiUqjSJMW64KRIYlanJNkcUMtNU1m+sVJn+/ZO+at6LuLpgPtiSIXEgQ6gSd04ZTyeBE6OddoMWk8rs9oux5zdkh0n83qO/CdJInakNtmwr0qMpY20mHhmYWFc2fCdW+j65y4QPO4lpxgQ7Hlo1DI0oVpS2xCHEznBT7yocOctbSyuykwnRWM+mtKGR/yWLXHN4Escl0QeRPRZY4saVhkCTq12EHoonZWkqQtrepwgExtiNlpDDXcxKKUeUSSNiA6Wi8osoplowKONAl/v0ZrnOhQmSXLagpTI/MWLzUma/GdwFUa1wiiImQspmkT6ENOkOc1bauoG0lmWlRue1KVZJDWjOOSyhoar2iyEBE0ifcQeZK0oRYdo6jiPA6LizRqKZOUQVrdsKHDeSVunnXXhd4grplnliIOOZSVNOT9eTiKK/aZoYhrlqlllFQo4VnGGWOzJ0kbiri56VaOk5IDvSOK25BR21NakCEL0GJIBzXVPjzCB0XFxkraoYTrrErZ0bqgaVSDltb3nUOtiQbNzbkRJ+3NM/t4sOWTQU48rKmtRA3aYDAa1rRd6OKJ2OOsYFyUrAZR0O8OWpIs5OJCSAJp95I3BhuWgzxoBHeGwbDkdLDhw2H2zys9/v/tz9i6rvvP/6yv/7LbjywE/86d73GoNxjhcEi2Lum/Fvxgf4tvDW4jEnN/AAAgAElEQVTzb975Jkd6w/dGd3gzueAbw9f5lfH3GJmf5meHj3haT/lK/ojfTt5GS08mG2qvOa+HvJYucJ1kbRPuJzNumwVndsTn4hec2RHndoTvwgPzyg4wwpHJmm8P7/LZ7BUOwV0z54PRKYlsKVRFJCyJaPnfonc5irY82k353PAsoL6y+2zqiDvDNZluWNYpd/MlH2ZHHCQ7RlFFJC3PdhPeHl5wlg9Z1imJskzjHc93Yx6bA945ueCr0w/R8g3eLK54L7rF/XzG96JTjHRkuuGr0w9ZNSm+E0TSkZuaq7LgdrFi3SS0XoVxIlBbzU9NXvBefIvWKVbjhJ8/esxynHFeDSitCVlYbYxRLmC06oR/YfoY+JTruqzSm0L4i5PnPMqmTKKS2SjntWzJ2sZYr7iTLoml5WkxofGavzn5ECk8D/IZbaf4J/uEv3X0Ia6TbF3McbTmRT3h+X7Mm8UVh2bDd7I7nMQbXpRjAH559D7fuP0aP3/ymONow1VbcFUXvJlf8kF6QiQtsXRI4ZnV4XhWbcr9dIYRjvezE+Z1TqYbEtXyYjfm8+NX1D5kNt7PZnw3uc0Xhi/5p+oBv3r4LV62Y070ijtmwVtmxcskpVA1h2ZD2yneis74IL3NSO34YvKc7yfhPFm7hEg4vp3dJZaWf2PwLUZqz97HHOo1zwdTnlQHfKl4yoHe8rKdMJAVn49fIEXHLxY/IJM1EY61T7h0Q+6aGaWL2LmIXz34BlVn+Nn4BStvGKkSIyx/t3jG/eiKqdnhEfzd4gP+h3d/FV2F7kuSvEF9ENEUktGHBtE62gfHqNrhT8fIfYvLg2tbL6E+KTDriMU7MfAaZt0g9y37uwN8LMiHGbvTHNl6xFGOKi313QF672iHx8QXO1wRI8tRCI1+ckVbaMRrUzb3U0YSytOc/ZEiOUlwkSC+lbN8y4C8hbAd8bzG5ga9a6mOk+C0bcMCx98p+JXbv89vqYe8Nbpk1Sb8K4ffZxiVGOEpneGt4oKn5QFPxxP+9eNv83vxmxS64eluQmFqnkwmPBjOqZymMDXLJuN+PgPgrBpiveS1bMlQV5zXQ3wn2LmIN7IrljZj3mSMTMmL/Zj7+Zy2k6zalIf5Ja+qEQ+yKzYu4ePtISNTUTrDcbJhZ2Nqr9i2MdN4z+9xnyxueWtyybIJ9JrShoXaOCkprcFIxwfuhFuHa0ZxxapOKKKGj/a3uH1nzqaKuT9ZUFvNokr5Dw5/m52L+I07Ba+fzkl0y2Gy49V+yCgq+UAe8/rBIixQ4j3v6xMqV3B0Z8l8lXM02oWC2IXw5HWdYL0MI2fleGMwY1bnbNqYTR1zqYd85uSKbROTmjYQNJzkc5PzG3608/JPRCwZ5cLnWt7h1umCN0czPtKuz4cckPSRXbfyDTsbsW0iiqjhNFuxblJWTcLbowuU6PgwOeIo2TKvM+aDjM9Pz3iaToiVpTA1jdNUTrNpYgrTMIpLvjr5Aa9Oh2zqmMNsR+sV+9ZwlRe8eXyF85KjdMvzbEzrJaf5msZrLoqCr0yfIkXHW8NLLrKCB/mMd7NnVF3E3kc8qw7YupifGzziYj/gM+MLNjbmbx+8T2HeJtc1Y1Pyteh1fu7wCUY4zushUnisV8TK9hplxcBUnEYr/iC6z5fHz/7E/W9lU+7Fcz4aHvN6MuMPk9f5FyefIIXn68l9/q3x19m5mNvxksobti7mrfScfy1/jz++c49IWjLTcpEXKOkZJjUXWcHDoyue6NCY+fzRGR+ZQ67EgNsnS6ToaJxiEWdo7ZgWe2ZJxq3Rhk0dc5xvbyZ8g6gOTRzhebO4YlkmnA42vIhHjLOSZ9NTHh7PuMwDuz2PWjZVzJdPnvO1nhozzCtuFRs2TSgWy9ZwIYd8cfycXRtxJ1+h+ung7XTFto3+qmqYv+QmfqI1gkKIKfCAsDx/3HXd7P/Vfn4Ur/j1/+6/7uhHBEJ2IT0fQICZa+KZYPtWi4gdYhHhRy36MoLXSniWYo8bxFajpjX+LLnRs+FCDIDv9aKqFtiBQ+SWrlJEozrg7crQTr7hdvawb3NlaCdB86aGDX4W38DnIYxi1fMEbzr0TtKMAyJJ1gGPVB8HqLcoFV3k0UsdHGmZC+ObnUIfVrSbCLkPmpdOe+ROkT+XbN90FHfWbJcZJm1pZgmisIirKIhpY8/w9obto9GN/rAzHWqjcAMXBN69Hk5WQbuoDmvcLA6/26XEvl7RzYOrV+1lEHJ7cJkPo4FSED/YUD4fhPiCODiQIZzX4laFv0zohi1qZnDDwDoVTe/YTRzdPEJ4gT7d45/k2KMGGsngB4b9l0tcFVbrOmlDLlYtkUUbPtMqoktcj3+SHH/mktk3jmmPW0zeBsTcXiEPGtzKBMF7Go5B7oOLWTQSOW7CSG0ZYVZBxO6jDr3tXeWCgN4btcjLCD9t0a8i1MMtdWmIkpZxUXJvuOBsN+T52QTdjwXHg5LlOkMqz52DFWerAVp52uuw7lngnH7m/is+uZhiG02ctlTbCLHRyMOaOG6pyggTWQ6HO148mTI5XVPEYWxbWc2+jhhlJa8+PEK0guKNFQB3Riuclzy6mOKs5BfefMTHqylnZ2Pwgi+99YT672VBDzjKQyfQe/j4Gf7zb1CdpMRXYQqgdjXtNMPF6ua+lVyW2EGEmZeIqsVOc+jAvFpA3WDvHqGWe9w4Q7Se5iglebKkujsiWjU0owizbsJ4p3XsXi9QdUe0rFFXG+zREPN8dtN9FOstXZ5ij4fBZJJENMcF0eUOn0VhBN3jqtwgRj06473/4h7po4j60CNrQfRwTf1ocGNW8IctrAzRSiA+u6V9XOByRzRT2EFHci6pD7owrtJBmG+HYQSnVsF44QcuaMx6w4XaSuxJA6VCbwIPV68l7dTeGCfsyAW82bANTuSFxiVdMDKl4RrjGqdWOKK5whuwYxvwWF240PROYAf+BjE3+ERR3gqjS1kFvVv+XFJNg3bYJcE8hYDJ/QWL2YDiOzH722GG5w4sYqPpYk/2RLO/a5FNuEdEc0VyBfvTLuQIZmFqImtBfWKR+xChcn1vdccN3V4hG4neCaKFYPt2i9wpfOJDLmED+nNr6k+GuLx36UsQtbihWCBh/B3N+qFH3SrhUUY7tURXGm9AVVC/1iL2Cr2VwV08aYIJcKOJX9tiW4W9SBEHNX6v0UtN91qFv4rDiLfou1hlyEt0ReDhPrhzxaP3TtE7STsOFBu1l0QrSXnHonaS7iTk9wkn6A4auloRnWuGX5oxezShuLtms8igExSTfciN9IJmFe6v+aSkeX9IO3GorcLc31JfZIFMZTqSF4b6QRVurOsei9pnuqK7YNaLPGrYIp4luFsN7DSiFnBUB6Z90Yasw0GLvIjobtVI2eHmMQ/eecUnP7gVnn/9tMgklp97/Qm/+623IfLoSxPMIjqYccxGUJ46shdBN7i/azFLRf5CsD8N55dXkMzDcVaHHdE6UGnMRtIMwzkrHdisz46RHYxa4k8SmqEnnkvaYcfoQ1i+0xEteumBDuN7O/Rkz8MouToK43hVfWpKzF4Jyr+xDc+Wg5bkaUR94tDTEvFxzof/8D/5/7wCi1+/253+w1/7S+3jyX/8n/5R13Vf+Ss6pD/X1iPl/hvgqz/0cgf8BvAPuq774C+yvx/ZERyfrkmi9mZMW1vdH0THLCvYxzGHt1cUcc1ZNmQ62HEWD3n79IIP/Al3Dlcs9yn3Jgs+kocoFTRBzgXNQBqHUWHTaCZFySQrWVcJd4cL5lXOpg7J9HncsKsjtAqjkotkyOF4h+/gKN/xIh2RGEusbRgtS8+j7jCIoHeGdBwIGvU6xlUKM6nC6CUJo4qdSlFpSEaXomMbJRxNNixMRp0atA7u4DKNqZoYfVBxb7zkSSeYZCVnXjAalMy6AiE7jHG8Plnw3VUYsQkVXmtMRDKsQxSPFZgo/C5EB8cHa867EQCNNhwdbFn2yB6baVTsbn7GdwKXaG6P13yyDwgpZXwIdyYU7ceTDZedIM8rNioNaDgbwqSLvCI2lpkMwcv3Dhd80igmo30gfCxG3JquQmh2B8OkZpmm7MqIcY/zmkU5adwG+oqTPBjOOZtMGRzuGKcVqzShzA1H4y1XuqDzgqgv0Mp9RNGPcKbDHUp0XOiCOo6RkUMbR5tGFNN9OD9qzXi4ZyYKppMdV82Ih4czVnXCKK44STe8lV3wPJ5QWc0kCWSRO/mSZ9GEVLe8PbwgN4ckqmXbhm7HUz0mMZYvT57RekVlNaO44irLWWUptw9WjKKKqzKniGreGMxYVzHvTC8YmAojPGsbs25SjpIts5MQwv3Zo3Osl7wzOKf2GttJfCf4yugxqQrnfOskXxk/5XeidxF1g/AecTaDQQ6nx+gXM7JmjNhVwVDStERVS5eYUJTZwACO1iXtyRDz/ByzC1rA4IaQqEdniCxBrQQ4R9w6RGuJZhVqtSPZGkTV0G33iMiQAy416LMlndGYp5cA2MMCfbmhGxaIfUU7MJgnDUhB9HwByzVSKUSehdFw3YS4e2uZHG1YlmPkQY2tFW9Olny4j4Ieywmmkx2LKKOOIx4eLPmkCvq+WodoplLEoaiwwfTlGkUyqFHKs4/DwikvaiJt2aVxIPUMQgRVWUfUWRQWMnFMdhCKgDY3DMZ79j3OrrGarUnDCNoFbapzPTmkUURpi20yfOwxwzCGpDemtFFYHHkb9MH1QV+wxC6YcyKPnUUhCsmKMLbrQ+t/6ugVf1BHtEWMG4VFT1zU1CKYLZqJQg7aQDSKHLaJcRuJHXk6GYpZCHosWbR4pYM5pg9VzAYBMedqRWsUsu0X2ZEJkWDGQCs5Hex4Mk2DDrFHdbo2OESVDnq/elLgxy1Hox3nhxHRqKbxIqA7rSQfl1RxRBtrZGoZDffUraY0McfDLa2XnFnJaLRnF8U0Eo7GW2Y+3B+zrNckxxHWGFRPL3ljMOPxZEoba6JRHXTOiabWmmhS0aaayWjHsv975MMqjIZ9yulgzeIg56jYhSD7TnB7uA5jYadY9MbH09Gaj4cFetRgE8Xd8ZqntUb1+tN9VVCMgiZ5H4WO1/XvSRBGw8Y4hnnFVRlwmLskwtaa0bCkSgyjvGTek2PmdsjRZIuSngsnuF/MeTaZUOQV1gfG8iQvuZ/N+P1RQ5o2bLsMH4eFTxcH3ak4aKjqBESHOahoRUJVaZrDXoAnOipC5IybtNRK4yctPtYwCOes601518+N0WDPYmpg1FKLCD+wtEWEnzZU+lqqFBZKelpSlXlvFrHIzIZnUI+Zq+veLHIQzCLVXqEPKqajHWfT5C9Sp/z1bj9ZGkGEEEfAbwFLQlTM9wny2M8Dfx/4TSHEF7quu/rz7vNHFoL/9oNvcKC3QQOIZ+UyjHC0neKj42O+PrnLv3v/DznSG759eJc3kwu+e3iHvz16j3+cv8vPDJ7wtJ7ypewJvz18m1jam9HwZTPgdrKk9Yq1TXkjveTErLi0g5vR8JUd0nbqnx0NH/6p0fBhGPmN1B4lPIlo+SfFFxiZkqe7yc1o+GtXr7OtY+4OF2S6Zdmk3MsXfDA8ZhIHNJmRjqe7CZ8ZnHM+HLJsUhLVMo13PNtN+Dg+5N3bL/nFg4/4ffMGD/NLvp/e4kE+47vpbYwKo+G/OfkoFFIIjHQUpuayLDjN1qzbMMLJdIPvJJXTfHnyjO+npzReMS8z/sbJJyynGZd1QeMUhanZ24hIOjxhNPyLhx8Tq3ARR9Iyr/JgyBGen5q84FERRsMvRiPu5gsWTYbvBLeSDalqeDaa0DjFLx58zK+rz3AvX+A6wa+Xn+GXbn1I2yl2NuZWvOJlPebx9oC3hxccmi3fHdzmVrLm6W4CwC8dfMD3Tm/x87cfMzU7Zm3OrM55s7jiw+yIRNleT+qZ1zn38gXrNuFeOkeKjo+Ko5sxfKRsP6oJOXybNub1bM730lM+P3rFH+j7/Eev/RZn7YgjveGumfGWbnnpBP9H9lmO9AbXCd6Oznl/cspY7Xk3OuP90SGJaNn4FCMsX5+8QaZq/r3ht3gnfcnexxzpDU+aQz4pj/i5wcdM9ZYX7QFDWfLT8Qtux1/mq8X7DEUdMHU+YuZz7uolQ12ydTH/zvRrtJ3mK/Gcje/4zewNJJ5/f3jFt/P3+fXiHdpO8Q/G7/GPfvqXUU3oBiV5hEs1+2PD+HtLRNngJnlw7QJ6XdFFGtE6RFnT3JmgVyWzLyQc6PvoZY3oOqpbOd4I0uc7qltBi3MdOVPeG2DWLT4bo5clbjqAcUEXK/T5ivL0GFUWbB4OGLy/orw3YHeiyaYxbSaJV47FWwbEHQCSV1vsnTGytDQHCcJ6VBtiQ+zrQ/7lu3/Ib5k3eXM0Y28N/9Lh+/xu/JBYWTZtzJvFFS8OxjzdTPg7t77D7ydvkKuGV0dDIul4ORlyfzRnbyOGpmJW5dwfhOnHeTnEdpJ7+YKBrnhVDQFovOb1bM68yVk0KSNT8aoccpoGBvSqTXi7H0m/mV+yaDOeHhwwjEoqZ7idrpg3GdYr1m3CQbzjW/EdiqTmzdEV6ybFE5Cb1kumyY7KGSJp+bZ+jdePFozjknmVUUQ17/nb3HltTm01d4cLbKeYlRl///g30OKr/F/bd3h494JYWU6SDS/2I8ZxyfeyW7w1vQyfPap4f3DM1gw5ffOS2TrnZLjr9YaCk2zLpo2prUbLoB++P5ixalOWdcq2iXk5GPPO8RXrOiE3DesmprGKt0ah4DfKYb0MsTb96M706M73lgm3Txc8GM6DuzSueG7GwRjWCW4Xgae9bmKGUc1Jtg6j4WHCZ8fn4VzRlpN0w7JJmQ8yPntwztP4nx0Nb5uY3DRMkj0/O3zE49MDNnXMQRq40Ls2YjbIefPoCuslh8mO5/EY6yW3ixWVM1wUBZ8dnlHeMnxmeMEk3vNatuTd7DlVZ25Gwzsb8+XhE/7H1vD2+JJNG/PL0w/47ewtctVwEO34g/w+P3v4BC09V3UwANZek6qgWfSEBIBb8YqvDe7zM+OnXDYDrpqch/klyzbjbjLno+kxD9Irvja8zy8chNHwHw7u8/eOfwcpOm4nS/YuonQRn8nO+JX8PZ4+mBBLxyeDKVfbHCk6BknN1Sbn4dEVj4sJzknevfWKj4tDZlnB7ZMlAmicYjlKMcZxWuy52uScjDbsmojDLBjprvWI16PhB/mM3+Ahp4MNT4djxmnFy8Ut3rp7ztU0u2nMbKqYL996ztfMPaxVHBUlx/mWXX/e7JqIq2zAV08+4rd4yL3Bgo/SQ+6P5hzHW77xk2TV/fHbfg04B36+67r9D73+vwsh/ltCmPSvAf/Zn3eHP7IQ/F9ffIEialAimBh2bYSWHusl821G9Srnf9FfYhhXPFuOOR7c5cVixMuTEd87O+XxwZSrfcb74xM+uDpGio5IOxqrqBtNngZWaN1qvlnc4SDds6xS/nh4j6uqYFUH1/C13kZLH1jD8xHfHZ3iO8FxtuHldoSWwe2lhCdSjvdfnhDFIafr8fgA5yXbbYKvFFWrA6S+jrjYFcyXBa/iIUUa+LrLbUbrFJe7nF0ZY0wQo6+2Ce5VxgfRMVp6PllOWdYpz5dj5lXOy9kIITuiyBJJx6OLgPuTyvfc44RlkVI1BucEUd8R9H2u37PFOKyK1zF/pO8x22VhhFH3QvZWYSLbd8kM34jv8tHFYXDkakddmxuDje0kr5ZDhlnFfJ0xH2aUjcE6yYtsRKItF+vgXgX4wdkRs1EWTCEvE/7w5PWbi3qcHDArM1a78EDJTMOL1Yjn6ZjlPsU5yTTes74o+FZ0h1FcsahS9nXEos44Xw8AiHsH+q6MucgL9nXE+WiApOPlekhZ9hhB5Sl3MbsmwndQNYaLYsDZYsC+jXh5PuYfH7zLrM6ZxjvuJgseJ6943kz5jdnbTOMdAI/SYz7eH1LohmfZlA/LY1LVsrEJko73VifkpuFA7fjN5dvsbcQ03vGqHHG2HbC2MWNTclEPGOial/mE37x8i8qbG9bwxiXM2pw78ZLfPX+DutWMTTCHXPR6pN9ZPsR6xbH+Pb5VvsXvzt/Eeslb8Tmjb1wAYI+H6A+eoScjzDxDvJrRnU5Rn7yEk0PEbElnLUpryFK6JMLMdoh9xcH7GdF3niDSFLQiLRtE3dBtd+SrAe3JCPP0EntnSvbRHDfOPu0W7mXoCOZpwMS1Hnm5ZNg6xHxF1rSY3ZDo6Rx7NEQtdtAdkH3/DD8dItd7zIsLaFqSe7eRqy20Le61I+LHG37n/A3Onh+w3ie0jSZSjm++uBOQcK3iYjJgWSZsZjm/nrzDD86PiCPLZh1c/+0qZrlJ8X3QbltrzoYDpOhuutEviyFF3LDYpzeGkeeDMZsqpiwj4qRlt0k4Gw+wXlLuY15MRqx2KU8HE8rWsFxnxElL2yoe5VP2dWB1t20wI2wvcjZxxraKadoQh+SswjWKs3wYOiuyg5cJT+0BrxJLW2l05IheGV6oCXjBZh86SrbV/PdXv8h3Zqfos4hH5hApPeeDAattQpK0bM8K3u+nJ9o4qllKeqF4WRwg9oqX+3B9dq1kNUlpGh3QeF4gtGdVJ+zqiKqMsLVCX0Y8ySfUVYQ2lmYf0bWSj5KaZxcTTGTxLhgB2ybQmJQKZrnkTHM+CBOLs7Mxq0FNOU/ZJzFdI6kPNXWjqXcRs8SyHsfs64j9Pu51jIqz+ZD1IAnGsE1IkbhcDJDKkyXBYNG0+kbyMc8yBvoBTy4n2MqwGQTkaFtrulXEY3VAU2vmw4zlOmR1lq0OHd5FxnfS2zy9mqCE53wz4MV2xNlweGMWudrntFaxahNePj9gU8XUtcF6xQ8uj9DakccNZy8muC4Efq3K0Mn6YbPItTt4nFY8uThgXSesq5h9FXE2HrKpIz7KD3m1HvJ4cMCTiwNKa8Lk6mrKP8q/yNfP7jJKj6idwnnJ02KCQ/BHL+9ya7Th+WxMsw3Gj22cYDeGJ3oScI3AJ8mU+TJHXkacm2Fw9PaSm1aCc5J6lXDWhUzEfR2uHWclm6w3gYiOxmsW8yL8DmcZVWGI1oLnyxH7fsK1joIx8b3ohP1lDh4WTlK1mqYJxkBnFeIq4qPdERfLcIxXl8Pw7BpozmejP2+N8te//eTVpP8q8F/+qSIQgK7rtkKI/4pAHfmrKQTPnkxDZte1iwx6J5mnW0bEV4pnySGmaLDzhO0ogcuY7/pTmsuMD3cRnRVs9wn2ZRboGlGIPBBW0LY5Pg1ahRfrwI11O8PFqAic20qDFVxmFik7bKVDoPHG8GwXIbXnXA2xW4PKLV0XwpKl6nBrg6tTVC1YtBKxU5i1RFWC3T7ke8laMhM5eitokpjLIguszkbwg0USNGy1oNWwM0FTM3wu2NgRf1wZ7GXCbFLAVcyTNEevQy5fqTv+oIzgaQoSrOxokqB7W44Nch8CYfcDj9qGTK0PS4O8Cq130wqe+COiC00zcZi1wvZh0WXW3QQvf5fbiGdJGNv3+qlOAR4e1Ro5M5xnGYMPNctRgWxDRuEsGSJ8QDUpC9+8m5E9U8x7MfDR9zseNXdvUEqvsg69F6hScJ4OaKaO+EJzHneYbdCZ/J+Xn2f8Pc386oirqEPVAr0VPD4aEK16JFav89I7wXJcIDw8iobB/LAVxP3xdQKGS1gfx3QGzEpwpUfEFbw8ySheSv54epddFTHMKr4rT7k6Kvhke8j7L09I0wbfCZ4OJlxtQ5f0+WjMk8WEUVox32UM0orz8zE6tkTyC3zv7BRnJUVesd0ltJuIfR0FHmirSeOGy1HBJy8P8V3o8ibKMq8yGqc4zqecvxxDI/md+A0A5uOc2mu+c3FKWRnupJ/jm4vXeHJxAKLjH+fvsvriEarpcJHAPXgb4SBeOcovPKQZCeLFGJsIot2ENhPYtA/2bTvSWYdNRMjze+1tRNfhlSDeeDoR8G/pzLG7pUju3GV9T3H0rYj1vQjxuYcBHbbvaFOB2XfsjyUuhez266imw8YH6KrD7Dzlz9xC7zwcJjRDRfMLr0HX0eYjdBmiSAIOb4iNQ6Cv2Wesyy1mpqmzCFcq1k1Cvf40Q2yXG3bbBFGFcV29jvGFQMwj3GGNLCVtFLitTgS6UFkZlOpodhF0sCHFekldBfG7W0Us+0KzXYWgcHkeU+c1dRXhVobLbojbGDamF/xvDLYOmtiNiENB6QKvu5ae6dc1NhHsb0fEs6DDQxBoGsToNgT4nnzfsnyY4CLI1x3tQJCed1SLuMd5Raga4g6+MX6NxXcOGX0I5SpFeFhOMuKFoMk7hnOBfTYk6oLmb7SE4RPLsoyIlh3tMEbWILqOZjQkr8N9wSXhHjA7TojnAqMg20F65bk4ielKjU8k7EK48dU2x1eKxgYXqdUeFsEl7I3Hak9aQVUqlrsUdRXRRJ70maG8HShRZR4KC7HTtLWizqvA9N0aqgNN2RjavWEf2cB3XxtmaY57leKOahrtaRqFdwoxj6iL4LDe2Jh2FyH2Koy5SwVWYraS/SYOTGrR0ZYGKoktFPttjDk3uNclzTyhPtCsVhk74yiihtpqlmXCfpegjWVW5YhSsd/HuHXEcpLSNpq6Muw2CWKnma1z4siyXWQIFZzSos+v7aykiiOkAL+ImaVZILrUikVkaVrNRSdYL8JEpl3FvIhHSOlpKs28ydnsElwnKPcxWVbzYj2kPjBU+4i5zmj2BrELzy1rJbJUVLVBlkGjt9yk+EoR1YJmFd1EBKl9uPc2mUFUkqbWsDGUMsQjdVay7UXHN/XQxrCXXSDDGA1ph9tHiDLUAL4JbvGrxSA8yxqBzRSViGj3JmgNu4BnnVU5bWnYZwZ2mnWaUMR1IIX9OGy91vcnbHtI4Az/P21fA978i+zwR/41hrc2DJKaWFtap9g1hkiHKJaVcTQu4/B0xTCpeGWGHA52vJIj3jia8ZGT3ITB5voAACAASURBVJ6umO0yXp8s+FgehjfsNYJ1ZcjykDfXtopRUTFMKjZ1zL3hgquyYF3FN5El2zpCDTsibbkwQyaj0PWZJCUXeYFWoVsoRUesLR+7I8y0pV7HDKY72qGmikNxJyYNWjtsrYmzlmqRINNASLnuRh0ebFltUtpKI03o6NVJzM4butOKu0cLXqgRw7xiBgwGFRvzKZbowcmMj8qAEhMq5Hy1xgSNUapCBlTscEVIkT+YbliIIoQ+7zTj4w2bPEE6QRt5RBRuPtKEyB1fKW5PV7xqZf8eHleGpHxE2N9S5aRpyzaLyIdBI+icoMhqIu2Yr4OA+u2TK34wOGE02mO9ZKZHHH3pnKoNp8cwqZnvMvb7mOFgzzCpeXkwYphVgdvsJL/w+hP+KW8xvB3OmetuzK3Jhov5ECFDrhlAVUXkeUVZGY5GO4z0nC8HVHuDih0CKPeaYroP50ejKfKK5SLn8HDD5XjEO+MZizpjEu+5na54J31FJhvWdcI4LvEI7mULHusDClPz2eKMTDfkqmFXROi+y51oy5dHz2i8ZtdGTOI9V0nBVZzzxnRGoWtmVc4gqni7uOD8sODh8JKhrjDCsc5S5k3GnXTJo+kBbav43OQc20k+X7yk8oZ1m9A4xRfzp+FB4AL0/kvFU559+w6itbSnY8zjC9ytCbKy5N8vaV47IHp8GTpvF4sQyzIpcHmMbB2isQjXUZ0WJI/noBSitXSxARvGxzhH/OAE82JOMjsifjJHuAOiV2tE09JFJvyrFWOt2L8xJvtkiR1n6PkOtApGkOUOX6SoiwXiC7dJHy1CjI2WIdNwX9LdOUFudnSRwU0L9NmS6j+M2Y4dSRQWaokKZiIhO5yTIag7bdiXYaRpiiZkRY5alAgkCZVYvO4jq2pFFLmQ8ZZYnJUkaUMeNzcmADFqyOKGPRFu0GIiSzWVaOUhaag8DIqSnXIh57LVqMGnWYRpfB3d5Ohi0Nozf9fTxZ50WrK/a3qMVm8oSYN+V6iOsyKhOWmRqWW3D1mINkmo7rZgBXLQ3qC9fml6xjc/q9jYCc2dGqE6imHJdp0SJS2bsyyYyHryUn0VYzPN7kGL2ipcb7AQVgacZx2KJABUx3i6ZVcGrVpZKaorHfIbtUcoj1ddwOZpC6oLi2xkWEjnNgTS93l+ol+IKuVxhUMB1bELmX2pR8kO+hxAIo/rtW4idrR9l0uYcM0JQhZgHFnqSRsKKB+ABQA+C2Y20TtfhfZ0RoYmRJ9H2UmFjhx20oaw+T782nmJMo525Ni2ESK3VFZjYsvRaMtptqLxmoNkz3lc4LzkTr7icXHIsCjZKc9xtmGepWHKFLW8bA+4Nd4EShKgRIf1IS5IEEbzadRymO1YTjKOB1uW2lLWEYfF7sal23WCk8GGR43m3mQRpkp+yu1kyWiw5yArqfuYmoNkx4lZkQ8qDosd+yqi6Y08OrFYD1nSsEyDTvZgUDL3Epdo1DBMXoToQjC7ClrHulZBf5tL0qwJdBUvSJP2JtLt9nDNsihI84ZdE5jqsk4wWcO+z7lVvZb2YLzlcqvpYomKHGnaBBADoQNpc33j6C7ihmVuGeYV02THs16X+OOw/QROqQfA+kf8/6r/nj/39iMLwc06ZbePb7L3nA0cQak93XlCcimZH+Zsoph6nnLWKtw85kU2wl4lvOgEttQ8AarL9GaVch1mud315pNWMqsMuyKiLsP4sqyjwPu0kl0ch+Dl3r3sLxNmLoxTy4FhO8tQWSjiRE8gYWlohEGXko0NvxO9UqgaamMCY7VUVK1ErRW+ltRFX1TtNCuT/t/svcmTZlma3vU7053vN/kQ7h6RkVNlZVVm0d3V6hLImMxkqFmwYAEsZGxgCwusBQv+AJYs+QNgqw1LEGagZmjRdKvVNWdVZlbMET77N9/5nMPi3PCsklDSbSpJ3WZ9NxmD5/Ubn9977nve93l+D/0+OF+d8bRGIXeaeCnYzQ03RU67j9gAbmfYC5DbEDHn4rDLfvt7lMcaidoqehEh+hBl5XqJ6MICuE0T2IaIOb2WbKYpfhXhpUfVEqcJaQKZDM65WrKuUtjoECkVh8iuEEAOmzTDryIaKxF3hl0/UuRbybKIwsM8Ou2eqQXiJmLtBL6XFHeCq7vJPex6n8RhjFQrVlawljl2Y7irDLQK0UqezA4wa8UmzqlzQz/uIC+9wG5C0Hsfj67uSrEZd/Y344Lar2P06Bq2scNsFDuf8zb7edUrxDLiRpSYG8PT1QG7OuYuSVm2Qc/1qppxvpywTsL4ph00F9syQMyd5MVmfp8drJXj5rZEacfPygc8W87pOs02j1ltMvptxBMgizt2dUwS9QxOcXk95XM9MI1Cis9bXdSmT9jd5NALPps8uF9YW6t5vpwzWMkfT9/n880xb+4mOCf54cE74UHzHnO+wk/y4Lzd7HAnB7hIYU8XiN7iZyX9YYGLZOgAaonuLTY3xDd1YApqFXAwr64RxuAOJiFppB7wRYYYAjtQNQMui7EnJeamwsUaUbVU789QjcMbhXl5g1uUiMs7xNEChEA+ewPTgJ8RXY/3Hp+m+CLDnS5Q53f4IgNrUdsWv6+5XR4QXylamyE6wdPygOEqDYLzQXDpp9i1wWwUL49m2IuMvhgCGWBqSa4U7ZAEN6/xSCvY25CkIZYRKM/ehdxY16hAJNgrbl3YLMmNpsmDS3Xj81CM7cf7qVZcDQG2LG8MXR6uaVWNmb1OIDpJnSuSO4WNJbXLgmsYkA70XtBP1H03Pr0WeK2xicK0Ahspog24i7DW2SqAnaWFp5sDVlcl00uBTQzCCbZjLF4XGfKXir2IA2HAeJJrRbz09LlG14K+C5Bf2QtaYlQlkRZEHxKQVq5A1ArRC8xekNwINifh3+2cCN2cJmxM5Mrg0tG53IRnOkTESax2Ibpur+hKjd4qhshhdhIbC1Qn6AuNr0KH0TkRumuDhI2hmYZYN9aGwViGWqN2kroOcXpO+0DI9QSH7VpjraAChoXC73WI8tM6RAQ2EtlCt41ClysywTFuBfU+wrUKs1IBLr0xdHNF32pevzxgXSf3prlha0DCro6JX0asqhmyFvxIntFeZHjlWUaO5GXEcw7DWrQdXcPDmOsuCe+yyHFbFshXCU/7Q/xeIxvJ0yrCN4q7vMCtIjaTFHme8PNehXfZTcz/NfmQ5Ys5y6K4hzK/KaZEyrJ9U7KNcsyNIduIMVnGkG8F62ZG/ibcizf9ArOUIWJuTBvxCvK7wJZt1gXZWtDONfFe0JQmTL8s7NJxxC0960lO/DSmmRiyW0k3MUxeeJbFhHQdKnVnAOG5WRuKl8E41W5TdnFyT65QNriG/+T0MbxIeTmPSV8Zbneau1mOfvZXZpF/hkMQLGH/f1/zZz6+thA8PV5RRi1aBvdqPZh71tRVVFDFGR+c3FKalhfJjJNyy/NozrePLvnhoHjv4I7rfcFH82t+Ik7GZBHHYCVVE1FmLdYJukGzyCsO0x3LNuOD8pbrtmDVpFgv7jWCkbJE0vLCzDmZbbCjOPh5MidWlswE128kB35sT4POZpOymIfd2DIuGFpFvKgxxtIkUYj+0Tk66UmTHq0s2yTlZLHhLs5oMoNSjjjuqdKEpkuIFg3vz+94AhzkFW+8YDHZc8UEKUCbgffnt/xgmwa8gwyE+jaOyMqGvtNYK4miIRTXwMl8y8XobOu14eRgwyYNuqqhUOjxa40OMW19qnk4XfOkCVBoo0KH8y1Q+sFiw5UoKfKGjcmYFTW9VffMp9T0XEcFzgm+cXzDz3rNwWxHPyh2yzmPjpb3natp3HCXZWz2CYfTHZGyXEQTyqxhVwfdzqeLC/63xZzF8YZZ2oTRSxNzNNlxqcoAuY7euoZjpkVN3UY8mG5R0nFuJjRphI4sRjnaNGK22DOMOq3DyZ4LNeV4seFimPPR/JrbNGeeVDxMVnyUXjIzFds+Zh5XOC94nC9JdU+mOz4pz8l0FzSCfRIMUNIRK8u/Ur5m18dUQ8QirjiPJtwkOR8ubplENTdNQWFavllccX2c8+nsgomug8Pcxtx1GafJhpdHM/pB8eniHOclnxavqWw4r0PwrxW/IJYDrdVYJ/lrxTOe6XfxUuCNgqevEe+c4h8sEE9fEzfHsNogshR3fkm0WYRCS0nEvsYnMfpqSf3pQ9LLOwBk0yKKHB8b/E++QL7zEBFrxHqHgQCpth51vUK+bEIX0VpQivyHHf3jQ8TlHfbREfLZOWI6wRYR6rbDPz5B3G3pC03kPcI61MUyFImrDeQZommh6/FGI5KY44MNF3tNsghuzvfnt/ykCVrQvtMczbeskpQqTvnWfMnPW0MUDexNgoksrRPoRYO1MnQKG005rVHCszMBzjwpatKoZ1MnoYM8Cffyvo2os5g06anSmMkkgNGbMnSid3XMoqioe83aBBf8W1d90xmcEwy9DmSBQSISy2y+H0Hs4Kyk7xRJHuC8Unr2TYE9aTFvNYLxQFPn9I9a/CCJx6iyodd87/A5zaC5uz2CswYhPIdlzXqXEMcDe0rS0x19pzHRQKVzvNB0Dzv6vYIydFmxgnxRBy3gELho0jgezLfs24i2MXSNxkVR6Kg5gRj/6yMR1vdyCB07K0MHTo+bYh06hTYGn44JSxMbXMy5CnKfOKQGDWnIUia2RHFPLzR9LjHKooSnLga0CXF/tpCkSU+f64CoMgG07xOL9SASSxQPRHKA1IZYysTircNJhe01Kh9wUQCGD4nG20AmGJSnn4+d0bJHSY+OBhaHG96b3t1rBC/LoJF+f37Ln64TikVF2xg+Or7mS3F4D5S+9jNOTpdI4VlN0hAn+v8BlF7kFc/FAY8OVyHXvDWczjds24jDrOI8Lzkq9rxQCz54cIsSjudmwe8cvOD6Yf4r8XfH+Y5/ffYLfvTglDJtuY5L+mloFIjE0m810YOKSmXgIT/bskszvDT0p93IEPMhEUeBWLTUeYScdzR7jXkLlLaCKH3bQYQH0y3P2yPMpKNKY0Qx0NwmiIcVdTmy/yIHvaB8sGPHJDQ1Zj1R1jN0KoQi9BKvDB+eXPOFPWY2qVlRkh1WHE92POuO/jx1yl8dv3oI4IkQ/9Re5p971v21heBBWlHo9v73iepDogfQWkWtU0rTcpTsWLUpi7himaUcx1smWcMsCgvvIqrI4o5ED8RqoHeK2AwUUdByVb3hMN1xlOwAWERh7KuFDW38eD86bAWZ7lnnCQdJgKkuoopNEqLDMt1jpEULx7Ro0MriCslhFlIjmrKlNYZZUZPoga0emI1pGlncM0vre2PMcbZFCs9Gx0TaUsYtV8BmYjiZ7AMQuUs4zTbUveEo27NvI5QI0UaPshVfFqORQzqyuGMlHUflnm0bMVhFGvX0VjJYxVmxpu4N1gm2wGkeOr82CSLcWFvaIWTeei+oIsNZvuYqD0Jcoy11HDSGAfC6obOKeRIKwEVese8ieiOZpcEdvU8MvQ2pIC/yhjJucZFgnU6ZxxWNDa6ygyQAkLtBUUZv6fwBtWJHcX6qeogcs7ShNO0YRQiLpKIpwm32FloLME0DwmaR7HFess+a+xinSIeX1DQNXbdNE1yEadYyT2pukpLvlG+4TXIOzJ5H0S2fxm84M0vu+pwH0QaH4MP4kkK1lKrhN9MXxLJnqmqu+gmZDPfTLKr5XvqUZZlTuYjTaM0sOuCFmfObs1dMVc3raMaB2fOd9CXPJgd8t3jOTFUYMbCyGXdJwZlZ8tn8hHowfLd4Qe8130ufsB/htc4Lvpe8RArHdkhoreZ76TP+bv63ENbRzROS6jDo7g4y4vUUrxUiS7GHE2QSwWqLWG8hS3Fljo8V0o4v5DJH7Gs4O2bII2Rnke+9gy0z+kVC3PT0hxn6tg54mchAmYHz9yNiZzTtQYy5CGxDUeTYg5L6JCFvBrpFipESm0pcmTPMU6JXoQAVWjEclqh1DZFhWOTIJGIar7jKBsqsoe01J+mWp8kBctwUzsfUlbY1zKKKLAlj3b5XRNHArgxmjX7cBEnpmSRfrUltr0mjnmkc0isAbNQzT2qMDM9yGvV0rWY6vmgBFmlFP4T0mFgb2t6E72sUB3nFWiXhOWsdRdKyJw/6OSdHQo/A2q9SJpyVQIiFw4tQoHmBd0FD5W3o9Pjx7+zYVewGFWK+XEgK6QaFc6OBTPtx3B3GrHhQb//pTvDLCNiu1fffE+HxLsTrvTXPAODh9HDNtonJ4o5tndC1mm8dXPHZmLYyWEWkh/tI0EhbtHScP4iZHW/5cHHDT61kUVSciyl53tJ1mseHS3ZdxHqfkicd70yW7PuYmyrjN47Oqa3hF+qQ03LDpk24TnM+PrziiTr46uc3wqLXVUqRtBxme743e86L4zm7OmBomiHoDbdxyuOjJds24rTcchmXdIPi4XRNPRjeqCm/cfCGzip+8/ANz5JFSPeJ9tTKsB1i2lSz7yIO4ipEvcUdWjqO4h2voul95ORdVlBEHUba+wQr6yR6TNkCyKOO0rQkacciqZDCsxb+PqJynlTsRunJZVIyjyu0CBvgQ7NlkrT3YPK3a3Kp6vAuKVd0g2KjUqR0ocEhU05mW162+h6L82JQtJUinzb3SVw7LxDKMZ1WrAVMJ3uqKGZWVCFpaozSfPveeFzecT6bcDjdcekkWd7QLOKA6JGBN2iigWFQnE02fF5mOA/FrGaSNtRjGlY3aPad5N3ijlf5jNPJhqqJOJlueZivuJ4VX1d6/NXx9cd/+us+4dcWgo+zJQfRjkx29F6xHlKMsLRO47xgdxTzyeScudkzeMmH2TWN1XyUXvGqmPFJec5zfcB38ldshiAQT1VP5zSXdck7+ZLBKbZDzFm65mG8ZGZqPk1f8UofcGXK4AyOtrxpZ+SqJVMd1WD4sAjogPeSW7SwxHKgUG1AzKiWl/sZh8meF3LOo3wFwM02R8hA4tcyFGB6DFAUo+5DSh92NE7dO7isCxF2ACjPYBW9lzSDpnOK/v6FIBEy6GMGH3ZGzgmsCF1P5yStHRf6kSUHoTPdWYV14qsIIy8poi4IuZ1EyR6BuochD4OitV/9+OyotZQyZH4O7m1usWQyFmdGWlobItBS1WOdxCE4joOu7yjdMTjJs2LgKNmFAm2IOE62DF7SDprDZM/M1NxGOYfJHjsy8j5Ir0mKjoNkz2G8J9Fh0/B2kxCPmbxvj6N0x6ZLOIgrYjncU+4z06Okw7pQjDfWYJQdcRQxD9It5/kEh6B1htZreq/Z+4itCx3k1ml6r6hcTOs0Rhj2LqZ3mh3BMdw4gx4/j8ab8TMXNM5gvbj/dSY7LJLKhfNL4ahcjBIOIyyVi6lsTKPGIhxP4w3OSzYuofLhGgD2XlO5GOsFWloqZ6hPU1TjEB58kdIeZ9hIEhUZLtGQTRB1jzcKfzDDTsNIRV+ucUWJzxPqhSI5KpFlgrrd4mcpzTwmrVpcqlGNZTgqUbuO7kGATrvEYF7d4uZl0AEmGvnkDeYww05z9o9zimZgKAxOi3skjewjqkNJtM5R1YAd0TNy12EzE5JP+vDvsZOIx9ma18WUw2zPros5irY8KLdEyrLvI07TTfisc8PjdMllMSHWA84LYmXp+5Cp3Q6a3HSs24STcZN0IwtI4STfUOr2nmjQWs2DdEskLUZZStMSKcthGu7pRA8cp+EaTtM1+yHGOnmfQzuPK4y0If3H9Ezihu1RTJ50fGN2w12b4b0IUYROMh9f4LEa+KwyPDhe308xyrjly53h5HRJ1UacTjZ4L9h0MX9r8mNujgt+/0HJu8fLkHudrXm9nzGNan5qT/jG8Q31YChNyxfqkGooODzesEoy5tPAxxus5OF0zaoJphkIqJYPJzf3ySKbJuGGkn0bBdczBHOGHwX9VmHbUNwOVtIPih5Fb1Vgs9aCqom4qkqGQbJtwnre1BFCeNZNQtNrhiFsXO+anH0X0Q2a82p0iw4BjbVvI/pOs2wzuiEUMhCKh26M9mt7zapJuerKcN5esa6TsGnoNL5V95zZXRdTtQZrJes2Ced0gps2p+k1r6spuy7ik/klZ/GK3it6r3ih5jSJ4d30ltl8z1mxZt2lPEqXXE5KIhkkIFdlwXtF2PBEYzrS4BVa2HGNVWS642GyYtWmPMpWJLon0T3v5XfcmaAhfpuCs5xkvJMGjeBqmvJBdM1ZseY43tF7Sec0D5MV34rOeWeyvo/rfLuJVsIj1fi+Uh4/zjb1GJf6Ns7VuaCrFGqMxvvH+kfWCaTw46b9q798W0RKFZ6fdmCMbQWED1D+PtwXMrK4LvzMfrkN5T1Br85XcY9KuX/ie/xFOP4CXcqf6fDe/w+/7nN+bSH4R1ePicaX91vulB9vysurKawN/0f6DVLTc74O1vjXt1MGp/jx61PWXcr1Lue6Kfj8+gg1ZgQPTtK2mhfRPESedpovsiMelCGi5mlxwLLN2HXRuED3bNuI1Ax44PJ2yvliwmAVvyiPeLJcMBlNLVJ4jLR88eaYZ9FAu4u5Whco5Wje5KhGcrfQqNRit4Z9FePuYqrYcZcNwSW6jeitotoGhx3acRfnuL0hOdfciAk/VGdc3UzYNTG724x9HdPeBJcwxvEDZdldFOHhU56t9ohKcZHF9/ojxpxQgJ9bSXWTBUH2RvFzcxzGOXuDaCX7PA1fq3wgt9eKn2dHrC7K0AVQHtEEHaWXni88VLcZy6JnaBV3RXAE973iLsvI4o7bdSgye6t483pBcxzQC/o64sd3p1gn6a3kPJmwqlKqJqIZNFJ4blcFV1lB12v6TvOT4oxmlfAzcxw6KnXCZpdS9YbrZXmf+eqcoG81qzJodbZdTKQs58sJ7TJBpCGHdtgZPrPq3ky0LhNubkqsk6yuSv6n+BOWu4w86TjKd3xQ3PKqmvHl7SGRDl3TH5VnXO0KlPR8sTjmF+uDUFyM45ebVREWQgQ/uT2h7gx53LHepzSbmFcHUyZJGzSF0vHj6Rk/fXPCy8M506jBETpE6zZhntT85OkZDCF6zCjL9/NHdE7z2fWDe97bZ5sTnt4c3D9jqvXoymLuKoZZiuwd0bJlmKV0U4NwkP1sjT0oaY4z+lIhrCcxc1Qz0D7Ig0tYCmxqEJMMvazwMscuAoMwenJJ/e1ToqpH2LDq9aVh+OgYvR+QZkxa+esfkr7a0i8yzGbAThOiNxvwE1wkyZ5u8alBNyAHhzlf0nxwhOws9ihDb1r6WYJQAn2xxacR/8+bd6mfl3w2zaAX/D2ruLychqzbRnMxLanuMkQr+YPsA549O0ZlA3ZjENmAOo95chgHvV5s8a3ibpKhtaO+zhDZwFVeIKWnaYKJw20N50eT4CJuFDobGPaGiywgK2yjeFNMsVbyNA0Gn3aVhPMPkueJDQSCQeIHEa5nFVHFKfsmFDFvN4Z2b7iZtGE0LDzRm4hLN+M6Di/Im9ii1poLFuAEu22CUB7vBH9w9k2+f/mQ6MLwwizAw9W0YL9PUNrif5HzxYjiMNFAe5ER3yluohmylly/dV4O8qv1ykroBSKxbJqYfR0HzM3WYO4UKy+gkTSxQ241ohecZyXV6yIQHbygEj4kAemQ5IT2TK4F2zzjSnjsecZmOiBXGj9Gvt9aiduFtaqPHVURh8+vUrwau6DVdU49M/S7CLnVvAT6dSgoN3kArftGIStFk1o22cDLYs72IrhTVxMT7oNGEm0ld0zBCfaziH6ZgIfzxuB7iVpqrg5Ktuclr4GqivnjNuJ8OrnfQJ+vJmhtWbcpy/NJoAXUYUP34mpxj/3avyr5h+N7b73JkDLA0AGUsTirkNLxfDbn4vWcTROz2yfYQXK3yKjaiKfpgtt1zvNiwc11yb6L7vE5/2vxCd9/+YiyCNDqbtB8kR6RyY6fXx3TXmWYO0m0E3gJdQLpFi5HVzjAl8ePiNaS+ZWnPp7jlUdYwWQFLoYuS8kq2E0T9F5wOykQoT5jZwipXwKeT4/InhqupwVmLdgVOUc/cFzpI/ROIDy0MegefnqVkr9SyB76IuayKFHtGFLSC+bXnv8l+gR9GXGbzUmuFc9nBU+mxyQvI/j3/xyVyj/P4y+fa/jXfnxtIbirY2IzoJWjHTRNr7+q5L1A9oJNEzocbWPYRTFDq1m1Ka5TrOqEpjGs2pS2MWH0p22gw7/F0XjB0IcW9Vvu1dqkrJvAm3JOYJ2g6ULLXAmPGwRVG8Ztd01G32s2gFGBBh8pi2sVgwA6Gb7fEPQs1gfnmVRBq6K1DeiVyKLNiKmJHLHpaY1hsA5pbHjgjcLGHhE5MtOjI0tiBvbRqJ2J3L1rODM9mDG6R4cQetdLVDrgOoUfRNDrSEB4YjNQxy6MnRIZwuc7jcgGvFQI7fEE9zAjJicxISoPH7hhfnT2Id+eL6R02C4sVMOg7nd+YYco7nlTQvn7EZIYQtFSd4F15ccOmR9HW0pZxJhpbMcFsbYG+lHj+NYlSDgPwiNlMPJIyb2CwY0d0H78NWPA/dt77F6HM3Y9fvk4SANCaRo3nKYbPkgDFPe6zilMh0Nwmm2wXmKk5TRZs+kTMt3dJ4vUowv+NF7zJgni7FlS33/vg7xiGgUXX2Y6zrI1z7M5p9mGWRQgrHsbIN8P0g1f5odhZFKEiLn3s1saZ7guCnqreCe5Y9Vn3OUBI/FucseLV1vkastwtgjpHYkJBg+tsHFJdFuBdajlnnRwREWMMxLZWdTdHpwHFxG9XuKyBLkPxhFzEfSYCvCzkuTNlmGaEl1ucXmM3gHeIwaHvNviy4xICbrjHHNXo4WAwSH2NarJMDcdwlrkbUN6m2Cu9yAletehX15DHOEmGfH5NjzWiUFe3JLFE/aJw2Qdtlec5Ftu4gKtLSQwy+uAeSFmGjWobCBOOqpmdIVmLrhyrUBphwXiOCQItWWPEEEWkcXdOLKVtE5QpC1CeBof4gGHRpPlQWvYuIgsLoApXAAAIABJREFU6aiaiCJpaZWmTwPzz1pJmgb91DBIbK9CzGCX4EYe29AF0xxjDN3QKVyvcMoR9wJ6iZN+RN544kpgCxFiyazEDYATvKgX9DbgP/yY5DFYGRzIQoIG2ytcL/FeIwaBrggxjV0wm72NYGzqwAR8u8n0XejmDb0aDQgBBRXlHb006HigdwJ6wSxt2BYZKg58OKE8ttEI7ZBjsoiNI/ykp8xabtIUk3X0jQwGQCvIs45GgJXBKT2dVDSdoZERi7yid5Imj8jTjkpA5wSLsua2U0jjSNMudFm1YRCgsoEsb8h1F1JThMYUXRiTa80wCEzZMXSKImtZ9yoki5QNXafpWkkRtYh84LDYczlmMEfjeNd6idEWT4Bm48f7y4RsZSEDP9Eoi9c+aLMBNcoTQI1f48E7onhACY/QoWOmjb3vtMlRi6xUoF5I7e7zoBk17drYeyKHUZZYDxg5Ou0f7Kl1OjqAwSUOGyvsSUtLjJcecdLQRjHCKdpjG4wsnhBJqUI0otop7HSg3+sQrTjeFyKx99ry2aRmU81w0x4bGVxp2T4y9McdNgkadG/CudWipakD9qifWUQ2MDTje90KQHNysuLCzoknLQ0Z8qDjcLrnpp99XenxL+7w/GU0i/zaj683i8w2zOOKTHd0TrPpEiJpaazmVltuKXlvvmQWVSjheVSGEeyHkxu2bcRHixsu4gkfzy5pbShCIhVwAus64bDY01tFO2gOsj2HyZ5Nn/BRccV5M70fwUzjmmWbEasgHn4uHQ8nYaR0mm7uTSKZDhqPXHWsqpRpVnMtS84OQnv9jZ9hjSLNOiJtqQTMipqbXhMnHVkczCLeCyZJy2AVtXRE0QiUBoZCkeYtB8memzhnltbss4h5VtM2JsT9GMtBsuf5uMuVKhSKNZBnLZ3R2EFioiEIdn2IqqvbCO+hBeZZHa6xNfRG3+sy3gqUOxno/rd5yLyV0tMKgxhjj6Zp0GTlSfj7WV5Td8FYMk0bEt0z2NAZO802XOQTpmmIOHqTTzhIKzITyPkHyT4snk4ySRqmUc2uiTks9mNnpOcw3kHimKZNINWPxdw8CV9rlA34jvFaF1nNRsbMkppEDezbiEpAFA3344pZHjSmWjrmWU3VRCzSirs85+PyknMz5TDe8TBe8knymlj23HVZ0KZ6wQfpDZEcSFXPt9JzgCAtsF8Fnmth+TR7zWrI2A0Ri6iiMGHM+I3JDYtoz1VckquOb+dveDOb8kl5zlTVSOHY2YS7OOdRtOTnswc0g+bjIiQpfJq+onGGuzJn8JLvpU8A2I/f/7ezZ/z+9G/gY4WLNcp7XBbhJgnRmxV61yGqFp9EiK5Hbiq8loheonYtKInaNuwfZ8RZyPKmaXHHc3ykUVcrXJljyxi9qpCDwxUJTktkM6CulvjpV1od/eyS4dNHiG6gPZsQv1rjDqcMmcFYz5Cl6GVNVyiSLEJIiWyHED3XtLjEIJvQZvBS4o7nPJ7csJzmHM921L3mw+Kay3lBrCxVb3hYrFHCc6087xW3XC4KEj1wIz1p1HM7SBajiSmJenZNzMlkixJfjcAeFDsmUcOlLgP4Po14PFmyjDO2SUwZt1xry2kZJA6bOOG03LBqUh4VK3ZDjBCePOppBn0/xu5H2P00bXhxGJHEA48XS5ZNev/sWCcpx2dNK8fN1pAeVuRJcJtnSctyq0mPKoZeMZtU9wa53y5fsDzI+OFBwexwh5TuXu9WxC3Pe8np4Zqm16Rm4JwpTZuQHNY0cUxybzxRHC82bJv4XreoleP9+R03aU7da/ZZTEtKLEZMjPDBHCIEvZOoKGzsnBQBo6PdPR5FiEAiCCNGEXLaBffTD2TY2UllsUaGrHcZNnRyjMmUwqP0VzIczLgx1P6e9uBcWCvFuFEXQO9UuJ7IjZtCj9MucGCVQ8dhnRESvPdj4eUhcaFxoN29dvS92R0fFjfUNpi3YhWwaN8or/lyccjJbMOujfmgvKXqo3tZwa4KSDMII3clHZ1VmHFza50k1T1n+Zp9G/HB7JbbJGfXRbw7WbJqU06zDUo6HuYrukHzwfQGI8K1fZK94SfzUw6SYI4bnOIsW/NJ8prj6Y5YD7zygiaKwsYn6el1zGxasRo3Aw9mO26AdkjQiwZE2Nj3BKZgPG1oVUw2D1GARdnQj2D0NO7vN+APJxt+vMgoJzU7kZEWLX1pKBYVez3KUuKBodM8WGx4XQUnt5p0lKPJyvsgXeo6ybuTJds6YZFXvO40i9mOk2LLapp9XenxV8e/4EN4/08vh9/77/5b742/7zKJXt6bluMbRXILq08G0B5zp+lnluha0T9uMS9juuMBtVW4ww51Hof2swwtazmA04Td7QBD7nGTAdEo5KzD7jWikQgncIlDNjLsRCDgKA4swgn8vENeR9jc3TP0kJ74dRTgxTtBNw1/Hi8FqoH6gQ98skrgIohWApvAkIeOnqoE3ZFFbxS6CugGp0BXgvKFZ/0R9A87WBt87DB3iqFwxDcjcDP29I9a4ifJGP49Ane3gqH0iCG0zm3iUXU4f3doia9DgHh8J9i964jWYRSg9+E6hSMEzbtwjfUHHfGrCNmHIHLVjWBQAe0DS3yl6KaOaCPpyyBk15WgLzw+sZjbsMPrj3uS5xHtsUW2gsmXguVvD9AH9ACxQ1QK2YjwOQNmpRhyh+wFqhGYb2+w35/SHjh8MSD2Cl1J+vmAWWrE8EvXXguGwiNbwTAPDDN9Z4iW4efgTABVN4dfBaP30wCx7g4tyRtF+606jM3TgSTveGe+4mpXsDqfQBx279mkodokCAGzxY71OkMZix15WNzGeO158OENF+dz6CQy7/GbCL2R9IcDMhlwtUbElnJas3s6RZ9VJHEoePpB0XWaLGtpPpshe3AfVQjpOZzusE5yeRFA09/++BUvlnOq8yAZePfjC5L/KhuLO4stE7wWRD9/Q/PpI+ojQ3IXOnt621OfJNhoHEn1HrMZcLEkfbnFFoExhxQkL9d4o+gOc8yyYZjFiN7RHMXkz3bsPiiIVwNDqjC7AacFuhrYPU5RrcdsB6JVS7dIiN/skLcr7NkB6nKFW5SBYzgyDOvTHLMbGDJF8nqHKyK8FLhIEZ1v+Oy/WFA80bQHATLef1SjniS4CGQP3aFFrxTRRtB+WqN/kTDknvhG0k892WtBcxTWDKc9chD0E4eLPdFtwA0NpcOrAIgXvcBsBc3JgKoleicZMh/Of+DuUSp9GX5tSwc2rGc28/f3qRwCWkPYsDZFa4mNPf3UBkzTeJi1pJ+60NWTMP1csH8UnkfZCVzkyd5IupnHy4B1ccbjlad8vGFzkzP7fsTucXg2+sWA3Cm88RRPFbv3LbILaJr4VmI20C7CZzdkHtkHuHX9aEBvQndRtSJc61EfntteYLaSaAX1SVgTbeoxm7Aebr7Tkz0x4XxW4GV4Nr0Gpz1ew+EPPKtvSJpTS/FE0Rx54ptwXaqF/SOHrsJnbxPuP+toI6hHhmJyoWkPHLoWREtB9dCSXCuchqEI64qqw//TF56+9MTv7PA/nqD30C7Cz0dXgmgD1VlYP5sjR7yUCAvtwqFaQfZGsP3rNdHnKc37LerO4CKPPGhDh9WJgMyJHbLsiX+e0k3DutO+3yKvo2C60ZC9kuw+CFnQZhnWaDnKnZ0O94jXMMwH0heG+nRAb8PItDsakLXCZRa91AxTS3ypaR+M695SM/n2LeufHWALG7rGMrAYv/3hGz7/k8e41BNfKswuIGFsBLqG5tiTvwrviN07AfpfvPDUDwJWyMaQ3IZ3bP3AE98JmoPwLHQTj3Di/t1L+DKGmaV4oulKH8DmM8/0C1h9E5K78L2cCe+YburJX4fnpDke30GtCF1GB9m55/bf6IheR/RTR/FUUZ94hsOe7MuIz/6b3/uXPpON33nHP/w7v/fPdI6nf+e//BPv/e/8mi7pX8rx9R3Bb15TmA417ryrPhqF/JKr04LVVcZ7H10yjRqer+Y8KLe8PJrx3ZNzfpif8e0RH/Ph/IbPpoGtZrS95wRO0q/wMUdZzWG6Z90lfFDectmUbNpAWy+jlm0XY8Z2+qvjGe+O+JiTfMPL4xmxsvcGhUgO/Lg4DQiGbcL8LT7muoRWYhYNsbG0TUSWN2zvcnQykKahs7jfJ5wdrFnuMtrmLT5moN5HLPME8bjik9Mrnt0tWOQVF9MJh5OKm2mJkB5lLN85veLH4izo+UY8Qr2PSMo2jMIGGSK0Rhfi2eGay2mIBtoeGo7eWbKtEmyvqDuFiix2CFBdB3S15oN3r3gWH4RiWnm6Rgegp/A8OF5zMy8pspb9PqH8JXzMQd4Q64GbeY73gm8f3/B58oCD6Z7BSrZ2znvvXY0GlhEfUwd8zNFkT6IHLlYTZlnDtgrIju+dveD3r77N/GzNNG3GiKWYk8mOq3noOuX/GD6m6Qyn5R6jLOezCfU+QhmH0pZqH/Ax1gu6TnNSVlxPJjxYbLhI5/yND55x23yFj/k4u+BFe8D/nb//K/iYZ7sDMt3xcXHJF/sQMbcfIqTw/OIwaAb/vbMf8QfZN2isDviYasLtPuOT+d0/gY/5+8lHfPfgNbkOxqRfxsf8z3ybflD8249/8Sv4mD/K32Pwkr99+kd8f/qYfzR5B+skf/vRH/M/2n8LWdX4LEb/5CmcPcAfzIi//5T45Aix2oKUuLslk5czfJnhjULuGrySiKaj/vgB6U9eBzzMvkJMSkgion/wDHl0iOgL5HqH3hSIuqN4LlA3G/y+RkQGv98jkoT5S0P/+PAebJ386XNEkdG/9wB9uwtg67st9aOS/LPQ/c+XW2g7TNvBwQy9r2Gw+CJF7CrOPnC80QdkBxVda/jtxy/5oTkjGgXn78y33O0z9quU777zip+aE/JoYHuUYuKB9TTBzBucVSEWrdVMJjVSOrYHaeimlxWpGdg0Mc5Juk5xNtuxG6HmadJT7eJ7YHpdxSyme/ZNxEFRBYTLYU4c9wyDYpY1tH0wHwy9Is9athclxJbJvKLt9L0bt5spoqzDDqFztW1z7EmHTnqGxqAiS9ukdA+7kIhRtijCyPd3H/+M/918g9X1If5h6OIsyorNNsTd7SiIT6rgoDaWOkrBa9pHHWI3jve8gEGQLmrawuAHSe9BGsfRfMe+iehaQzPTDImBxzV1o5GRpatCctPR2YprNUWO0WFSe2yr7lOkhArauPr9jsnBno0uUGXPvozxJiRFxQd1SOPYh9FwMa3pOk1TGx4chbX6tijIy4amjtjPDbOTLetphtT+Xj889JpdpZHpQJp1/MaDN/xhFdHUCl324X3RKNq1Rpw29IMMEO5phreCbBakButZwgcntzzzB5wdrbkrcsqs4b3pHZ0NJr/L3S/hY9p3KQ4qmjriOw8v+LL4JXxMPuPkUchEXx0HfIy18t788Cv4mOyAd34JH/PObMuujTjK97zZTDgs9ryazPng+A4tHC/u5vzNh1/w96z6FXzMYbbnd49/yvP35wEfMylpdl/hYxjxMesidNbyh1t2qxQXRfQnX7nqu5kJesF5R7cI+JjdiI8ZbCiIoyRILEJHcMdzeYSZtGyXCbLoqXYp7sOKzdEv4WMGQXm8Y5P/Kj6mGyVfrlcMheHjdy/4whwzm1Qs4wn5YcXjyZYnHP9aCphfx/GXzSzyz+P42kLwbpuzNcEg8pYf6H1w/9TLlORKc3lcskti1utwQ1arlItyQr2Nea2n1I3hlZ6xWWZIE3QXzkmcDZmHQnpcH/AIg5NsqtB+3rVxiCXqFXUa9IHeC6R0NKuEq7E4tV5wsyzJshatwo0qBfRVRL+LoJesdYbrFObSoCtBM6T0kUfWkm1iMCuFjTW7PAiF1U5xPswCyLSWDBr6OETMZW8E2yTlF/qQ5jalKSPcTcx1ZdC3Jjh2I8+X+jB0QQmxan3sMTtJ0wQgqhoEQ+zHroPgwgPXMcJDvJPcJBPE3QiYbkM3RNnQRRQu/NnLfIY4TxA+JDDoLuzGvIJLMUXcRmxyg9ypAMn1IDrJbW1CTNImAgvP1AJ/FXPbB3F8cSN4eT0PGj8rWCcp7T4ApS9HNlq/jmkrg681ohP8pDjBLBWrpGCXxAxNgLxeDDIIwl2IwYMAlF424Xouxu5cv41QW4U1HivB7GQQtguP2GsudjFyrbnyE/S14fnZnG0Ts+uje83f63rG+WrCNh3zXL3i9WZCYgK26NlmQRG13NUZmem5XpZE0cDn0xNerGchXzOLudtl1NuYl8qSmpxNE1MmLVo4ru4mPIkbJlGDxLMbYrZdYAVulhn0kueLBdZLUtVR24g3uwn9oPh8fsIvdoecryZYK/ni8AE++eoR9O+ehSJvXeE+eEhzmGDmKcJ51MGEdp5gI4kzEtXk6P2A1xLVWOyjI0Td4949Ri0rfKxxv/ERYtswzBJUoqlPMoo/fUX/eI7XM2xyiF63+PgQtW2p3pvgjEDYQ2Td4947QVZdiK4rk5AzbDRy8LhpHsZ0qUFWHS6LULc73CTDS4k3EjVYLq6nRJeaasiRneTL4pDuIpii8PDGSewmwqwUXy4O6c5z2ix0q/vSEN9Kui4L3RUThzitJiToiCqAnO/2Jhg9GgVOIBvJ+egslVvFLo0xK8WyV9BJ1D4YLcRe83oR4Z1A3EbUcbhP7/IQaYcD2Um2qSF7rnGRZrsxyC6I5oWDqBUMWYSwwTQxeQL7LsJGEVErcLGnfA77Llz7UGi8At3BPzp9h5tnCxa/gI0P695yEqO3kjpOyN9I6qYIHXHtyW8kxSsHIkLVMBThnDjoNgrdCOQggitce643Jqw1nSCpBOmVZ3UmoZNhMtNJVBVcwnQSJ4Lez3kPbdD/BR29Cx2wXuIB0Sh8PqB2EpsFuLIb01JEG77GlSMCZywMml7ju7c4mwDq7gaFrzQ2sfgoIHjcIBC1xOnwrpHC47twXpcJXK+gl8hOMAwSv9d0icYP4t5456xCr8aCpNKoUct8cz0J64KVQb+4j8ALXiqHuTbsfI5oJK+KKfVtGmDlxmFuNVfJJDh1NyHvFxfWprBICurYUjUR/jrmQpUhFq9RXHgYWk3TGeplyIO2N+HdKKWnuU35+fEDtrc5TW4YuqDDr9qIz4sTqruMYaLwmwizlTgFrhPovaQtIqJ1cAPvJyEKz2wCnPytls9sBV4IOmMwW0mvDWo3joxdiHpt+6863FeAWmt6QgCDtQLZwbCJ0JsAj3ZGgoTtMiNahaldF2k6KxCtwovQwTdrwfU+xy8jttKjV5oqjrlTNoC5/6Icf4kLQSHEfwb858D7wHe890+EEP818MR7/3f/rOf52p/GR8fXzKKKWFpap6iGIIzvnOIqbXgVz/mdk3PmUcWXyREP8xVP4kN+6+AVrVV8NLvmsprw8fQyIAikI1YBqLttYw6zPb1T1L3hJN9wnOy4aXO+OWoEl12K85J5XHHb5mhhKUzLF/ER706WOC84STa8SBcATKIaI8L3+EP3LpOk5WaX83i+pHeKN+WErjUczwIUed8ZDrOKV6sps6SjjANi5Xqf8+H8lquqZF0nxGagjMO5VouCk4dLvnv4ms9mD3iQbXk2X3CSb3lysLjnCH7v6AW/r78RPuQxqmi5yzgp9+w7c88RtC4sxB8dXPNssWCwkl0V81tn5ywfZtS9oe11MH90hvgtR7A1/LWzl/w4OwUg0pZdE99jBj5c3PDqYMY8qdl0Maf5hn0f01rNcbYl1x1PNweBb3f4nD8s3uM03zA4xQ/8Y/6dD79gO8RIPIfxjjf1lKuq5FGxojQNX26OAsplREP87sln/Pfbf5XfOjtnHtXctjn7IeJRvuLZdoEUnlSHceqqSTlM96zalPcnt2jheLI9YNMkRHogUpa7fca35ksGJ6n6iJN8w7P1gg+mt/woP+U/ePR9zrspx9GGd8wdn8TnPOsXHMafcjJyBN+Pr/l8dsJU1XySvOZn5SmZ7FjbgEH6yfQhqer4Dxd/zKPkE3Y25jRa86w54FU14zenr1noPefdlLnZ83F8Tqp6/s3Z57/EEcy5GwreiW4B2PUx/9Hpn9B7xW+nz6hczKPkW/Re8R/P/ogfpaf8n/k3GZziP1n8A37P/EaQ9h2nZJ/fYI8ndO/OSV6sSJwLReEsR/SW+Ml1gDVPCnxisHmEud2z++aM4rO7oBncNAwHOcJ59MUKOy+xmcbc7om2hv7xEcJ65K5DX22w8xx9vsQuJuQ/eMP2dx4idx39UUb0ZkN/VNAeRGSvK/YfHxEvW7pSEd1JhiLC3FSItkNfLek+PkNtQuHYTSKEh7/x4VO+nz/k8XRD1Rt+9/Rn/P3kmygZ9FEfTm+4rEtermb8u49/xj/MH5ObjjcPJqRRz81hwdn/y96bhdy35vldn2dcw57e6T+eqc45NXT1nG5MsANREG8kt94IEhHniB0QElBQhCAJeumFkgsvBAdUUCQoKkFCd7CxY2ro6qpzqk7VGf7zO+13D2t8Bi9+a+//v0tTdHdsuxqz4XD+7373u9bae6/neX7P9/cdVjuGaChtYD84Hi0mj8++pBkdD+dbTnzDVTdnTGKC/tZMxEHXbc3C97zazXl3tWZIhtuu4r3lLS+bBe/Mb2mC5+n9FUvf0wbH/XrL3SBWLAe/zO/P7uOLwPund1LoJSlkQtScVD39aHE2crk8pbpoWFa9cAT9yNqd4t/bEkbD+YnQBZre80/c/4jfMIHv5XdYvL3BmshF3XDV1Mz8yLMHJ9w729BN4/7yesGwKtEfbml3E0dQZcJoOFs29KM9iqqcSXzlZM26q2gGR9t7bi8rHlxs2PdeRG5zTxgNH5xe83ES4+eURERxiJe0k9/j7XnJ/MGOx8sNnz22LOqOtUmULhKC5uHplnZ07GaSwvNoKX6B+2rg7cWaMDN8phMX8z272nNXVnx4cc2TSYw484OYfQfLfu6Pvq6PyjtO729pe3/0vmsHx76oeHxf+Hbn9Z7nfklMmnuLHePMcGkjD6otm7fEbkirzLLo+Mr8FW3yjMnwsluwHQp+4fQZ/+Om5r2LNV2w/Mq9J/w99xalDZwWDd8pH/ELD4X3e3dPCvaY9O8R0s19z4lv+V51n6+eX7LuK9ZdxeP5Hdux5O3Zms9PRGj23fo+v3jvOVYlvlk95p+8+C5tcJyX+6PZ9ZfmN/y55Ud8853HfPXkko9X97jdiWK5LgbWm5qvPbjih5U4EPzy4+d8uj7jtlhy8eiOlAUQuT2ZoVTm8dmGy/Wct052bCd+dx/sMbDh8F1/ML/if7Nf5sFix5PTE+4v9rxqHvDeB6+43IrzhMQyOn72/gu+Ub0lXrPLhrNKvBLTwSqoXvLn3/6Y33Af8M5izXeqh7x/dsOXZtf8pn7/91uj/MPH3+ehlPpLwF8G/jrw19741VPgXwf+3ykEH1V3LK3cJLUZuB7maJVIWXPb17gi8Li6Y2Vb7qqKt8s1N/2Mt4pblv4h71a3pCxef8+q1bFtOySL05GzohHyti5ZuY7HxRqvA2/7G8xU0MWsOHGi5Fy5FkPiuV9xv9jSJzspMStOXMvc9CIa0QPL8iFn5Z4uWEozsvQdT9KJ2JFE8RI7kIjzZBJ6sIQIUfy1xqSJk9/fGA0xy67z4PU3Hl4XxY8vRg1GWucp66OPoIKjX1Y3+QlmJjNZmAjC4t2VJruIlKd4t94TDokicPQRHMfX1y7XIGHkSr32a4pJkSaJbsoy0Yesj+krpR0ZkzmivbUdaIJHefFldD6yCx6nJNGlsIGZncQpE55+MAg/s7ujmnPhOvpk2Y4FXofja9/0rPImsCw6KjPitSB2MSmMysdNQ2lGBizRBPnup42E1YmPmgdcdnNu/Iy+dgzZ8GSQAm49ygaiS44f7i+Y2YFCj/ygeUChR/rkGLPm090ZRiW+N3vM5+0Z++hZjzUvuwUvdgtKE7hfbnnRLanMijGJJ9l3/FucWlEt99lyOSy4CTOe75cMwfK7zePj+93Fku/uHuJ14Huze/xO+zaf7s4JWfON5dt0DwpMJ7y8dDonlpZsNbkuQGuGt08pvv+CdO+E8PiMcenQY6Z4sUWlTDip6FaG8mKO7gPmaoOaF4xLj6lLxtOS6vuXtB9eUH3vBc3PP8buA+G8whTTPTSvQUM6W7D45kvi+YJxZnGlw/RRfAQfVOgxkwpDc19T3njcbUeqHXlVos7nEDP9/QrbRIpXe+Ki5Kqb0TaeayuecR/tHrCdCpGm9zyzK15sF3St52qYs24qWufoBjEzH/aebVEcx1zbeza+xOjEq80cZ8WPcIiGdVcd1e5eR+76kn60qGmMvWyEotAN4mQwRsNNP2M/enZdQYiGPsg4H4I90lZi0hTlSOlHZpMw7ZAZve0KVkXH4MRX7dIlqmKgdiIUm/mB20WkmBwJChMxk1fmz1df8C3/FtmKMMboxMJ3tMFRu4E0apa+x0xFzI2rCXVm5iKjl5xkpTKjSdyf7bhu66k4NdTFwHwydj/MMZ3NNIOjn0yI+86Ro2I3FpJK4uKx5XkQnQQjXRwdhNLRzaYuzeCIQRTUymT2g2PfFoTRonXiqpnRj5Z+8gs8fO7N6Ni2JX3nWHcVQ7B0gzhD5CzuEMNgj61KrbI811m2RoqwrnMwaDbtZPrtPF0vIoXN9D3GaZ7cd567vhKx4gT9aDKFPnhVTpZjE20lJo1mEp2oPM3joFV6/fvp++dQPEfDmAxWv/ZJjVlPc1igi/H3zJn6DWacmOynN/wfpb0as6LWPbUb+e3n77BbV6idBQ37MqK3lh+k+6Rb6YL9rn5If1virsXeTG56hdlYos88m+JSn7YSC7qbl6QJrb0sRL2sEPui7fMF+11JvvM82xasvlB8/vCMvJcuTlMk6DXfVQ8IrypUUFxtPDfzmSjZs4JB424Nv/HyA56/OOVmO6O7Kfleb3k+X3IF+sUkAAAgAElEQVTzfMVPzeNPLiL4rwD/Ys75byql/uobz/+fwM/9QQ70E8Ui7/3H/0HmgBq7BKM+klnLlxa/hs3PBHAJc+OIJwF3aYnvdpjPS8b7I3pr4aJHPy/JJkvcTQQ1inO+2NBMhNXVSO4MdjkQOgvddL4iTdmXr8Uiw7mQvNXZAK8K0iyKlQGAzvgnnmzfEEeYTHGjMT209zOxzCLCKDJ+LUTwMJdWiN0rxnsBszGYRpEdIhZpYf4F3H0I6a2OfOfJZcReOcIyUlxaifXxkN/psJ+U4tBihVTstiKSUOl1Hqjp5XfjeRDxxiQW2b8XsXeTArAR8reOilBlVBaxSP9hh/uiQAd1JKerLIKc/v4k3FklIcwvEmgwe01YRCgj5kpQm/iwx30u4h7VaxafGLa/3JMHDTqjy0jaW9SgyXWEpDAbQ6wlm9W0muXXr9l985zhPIrdw95h9pp4NqLX0k6LsyQ5yY0mTmT9tBpRJsOtp7jWxCpPYhFNfxGPVhlxNeXPngWK547xw1Z8y6pANe95++TuKBZRkw/cm2KR0/Mt67uZZGYfiuibAkzm0Zcvefb8FHrzWiyy1YznAV0FUvN/F4vUpSSThKjpe0dVDXQfrdAj5C//mFjk5QoGzde+8own6xP2L2aorHjvqy8o/q2l2LgMgbASH0r/w0varz2gO3f4bcS2ET0kmocF0QsR3IwZfycijep5Q/LCyQFELFI4hvMKux3IzpC8ZpxZylct7aMK2yZCrXEbsY4wXWT7XkmxlnP5247hvKJ8soGYCGcz3BdXxHsnjKclbjughkD79hy3CYSZPVrUHCIv3PWe7/76KbMfWYYTuT/DVxrMDytiIYKH8Szi1ga7U4w/22B+UDEuMuWlCCyOYpEk40QHGJeZ5BPFpSWWmbCMRxsVHcBtNN2jgG41dqdE7LHR9KeSmWsbxbgQoUVYRFRQFNeGUGUhz1fTGJ2yWGMtworoIawialTHBA+/1gwnaZoXYfV9zf6xzC9mUESfqV9ohkUGLUT/5DOYzPmXbrl6sWT1Lc/uXRlL4Tyg94Zss4zDL0fUILm2xZXkFvdn07VP4ivdK7rH0qpVQWE7RSgzYRKLqKBwG02xht07aZpPwE9ikeYXW4qPK8ZpbkKBHiZRgBZqy9m3FJsPFP1bA/UPPd1ForgWxaoeoXknYrf6KEQZzuRzdXea8d2ePGr8c8dwL2L2Gn+rad8O+GsRX4TFJBbZa9xGRHVhkTh/75a7b5+L6O9UPmfbKtxWBBCmg/5+xN2YycYkoXtF9UIT/8yG+L0F8f2OtPbS6p/EImSF+nGxyDLj9or+/Q79qhDlrc/MPjfsPgyQwd0Z8ck7iEXcJBYxIhYpv3B0DyexSIDhQgSQ+SAWWYqI7ygWuXEsv37N5rvnMi9nUFmi9r72/nO+/w3JI69eadxWxkDyYPci/Jk9ke9o/w7YnWLxRWL/UMu87qG6krHY3lP4NfTn4DYwLqd1OEGo5L1knRlXicUPDeMCilvoT+D0o8jt1wzFLa/FIlrEIvMncoz2QkRCppuW4ChikVd/NlI+s4zLxPwzTfswM5xH5p9YvvPX//jFIuXb7+S3f/0fTCzyyV/+4xGLKKVa4Gdyzp8ppbbAL02t4a8C38g5/76l2T+5Ue/Ft+7o66aQ/r+CYaWxjQafsGUg1gZdyf99ERiqqYAImrIM9GUCA9kKuVhZLQamQO41eR5wk7dVUY5kJLcyRyWLsTVHl/Rxrsm17OCciwyziCoSyqbjTjLWmXTwW50m72GVhe+wimATwRqyTwyTMjnXEXQmGPGsGvEkNxWgNpOtoV9pwjKwWHRsgxaC7KhRs8A4qQmTTyxnHbtFIVwNm4VUrQxxGVGjqBtTmUidJpuMWw6EA1cjadRyICRPNplUaJLLwsU5BMN7TTXvaRcelTLZZ9Qg/CA0mOXAOBbkeSAGJ+8tKuIMVBXF13A6VjXr6WqP8omsM8lO4hSQoroI9FF8BLWPWB8ZYikeh40lIlFUWQPl9PugiQnJXK0M2avj9x2zIleRbDS2iIJqFIlxoUiF3CchiLJZPg6DckmK3SoQS8u9sy3bqmBRSRTV1xYv+aI45duDoy57clY8XGx54RZ4G/lgdc2PbJzMycXO5oVaYV3kqyeXNL2nHy3LumNdVPRFwcm9HaUf2dYldTHw7vKWb+xL3r24ZeWnrOGxYNOXXFR7vnlPOIIf3BPawldXrxiSpCUMwfIrp1/gTeTjIN6Wv3D6jE+ejeS+Jz++h3u+Bq3Juz3l8x3oBeXTLXHmMbd75n1NrBzZyPzpbltsYVEh4a63mFlFLi1q18LzV/j0CH25Znz/AcWn16Sv3MN8/Dmlex9z12FX5WQ+rVFdTzm3JKcpXuzR+5ZijKhtQy497vNLct+jP3+OLd7GfPGKvJxTvuowr9a4eY3a7PGXayg88d4Knr9Cz+aMc8N4EtG9ZjVvWS8LMJDidJ/iIRuqumd3UpCrxNArYp0YTg3jUtTph0IwzaLEsZ2KcwA+YcpI1ILiJYtsRowlZEOqE3FQ5EUgjoqsDWkVyHuDXozkoBmCjEcVFHkWX3MEe02qI3ri/5JF8U8GlbTYqkThWh3N3ifVpAqgtcLuYZwDERFgjAgnLzN5ecoxDlHyKkwq1FI2zCrI960SuG2mP5PXqMhUOEyvi7JJSEY2i0xehypMXNuoSMvAaA25SAzaSNE0G2guChlvSQn/sjMy55kMNjGsPMNZxC8GhhNHWgZC56Tg7RUsRkZnSNaSqoQ77QmDYTSO2VK8/cbeYJYD0VkGLHY5MAZR7uv5KBF+3pCtIc4SZjlwXu+5OjkhOU08CdKRKTVZacLZSGzkmGPyqKDQpwOxN/SDY1UOXJ1FThcN6yD+iA/ONnSjGOfvtVjNnJ/uuF2UxPORVBlOz3bcjMKD0y7SNyV2NaB0YrQypxMnjqARXiU+US16+r3Bn3cMhfBMi9OOsbfUs4G9qiiWPcNYU523kk2dFO+f3PB3L5b4mYiOUJm67vnq8hUfLR/h5gONq7BbLT6CRcZuFcPjEZgi3R4PhLVDR037IE0ARCZ5Awq6+4EwMwynkXFhZPOUhN+Z63jc2JSrnqadE1aRUIsbxn5jaN+Sv0eJ6h0gngb22QnP8F4UwGaYEkySIivNyaMNd/0J+l7HPlSEBwPL04Zd+9OECP6x16N/2McPgV8BPvux5/8p4Hf/IAf6iYWgrQNFKS2LNKk3Reyh6INiaBzFvKcuB9ajpp717FrLatbyclkwn/W0Cvl5IR5IxiVSUOTeiPoJJDh8PjCrehojPJJbXdHqRE6aqu7pOiceSi6y7w3F5J+3qHvWURS41kpRYXXidubBJ4IymMUo5+yKI0ldJkleS4YO98I0Mafp//LzYbaVCVpNrWTiIVP08Levj3PEWTNynsm8Wd4wRyPLw+KSj+ebjvGGcWfWr59TSR0Xm4MB9NRFPlpYHE+u5LzZZzGcVpqcE8alyfNLCjNvI22RpThUiuTEOPXwcC4wWks0Uog7FxmM+IIFm8hoCiOF4EEQpG0iWVE5j/r1gqIUZC8FZUqvDVpHm0iFXCvIez+aZ0clUUpO1NfR5ynnWLMoepau49zt2YSKqhhYFK9zhHdFQWEDJ75l6XsqOx7TZ9ZVhbeRlWslZ9QkFoXwvUJlmRUDMydGt4ui59S3FOXAadGwsP2xfQRwXuwxZSSZzMq3pKw5d3v6ZFmWPc2YuHC7Y55uTJr7fssn/jEqirGtanvS6RI9q8nDiB4S9APaGVTToQqP1opUWPQYUWNET96DeqNQY0CNQRDGxQKannhzC+8/gGFKFVGarBUqZ+xtAyGickCFSHHT0z6oUCmRFhVqjOTCMbk2owpPvrklWQ1ViQoRNQQ59q4Bo0UxobWMGWup5z3NopDCzBnuzfbcLuaSrhE0i1nHFgih4HzWsF3U2CISRgVVZOwUeR6JowKXiYPGzQeUzgxKWpt+PlAUI60qRIzgDLNZT28So3KYKjImKOY9IRiiAlcPBO2YzTtCMLRByUYoKorZQBgtKSiS19g6MM4sqczoxUg0VsbyYSGtklgtmUyYacI8y8bSaFKVCDPLuBBhWJxsUlRUvLXcsN1VjHMnaJACsxiJWZJBxqUmzcMxUWjsFWGmjlZQYZ4hCUKUq0jUQJi6AjbjFj2j9sRRk43GdFOxaRArLzP9l5k2qtOcYTLoTFb5tSXXtMHMGRnLk7cgerIBm/4uW4m4VNPfZSPjQ6l8/DdaOkMHH0iMgAt5+ney03NM86KS60TL32Km+Vhz7BIxXYtScu7DnIh6fYyiHCXCUmUxbw6GnBH+dyWARkgw8yN31bSWuEhfZWbVIADDaFBaRHRKT9edJGFkVg60VaQsRgkx0IaqEIpAXQx0taMuB/qqoCoGnEk0ZcHKdbhqpC4HhskrdlH2nLoGXUbmdc/tzBOmPOpcSMSdq0fGKce9mA30QTPOFXEej59r6LQsO1UkdAJYxKyk8xE1OSpsFY5z/WrW8mpeo2cjYVDkudhMqVmQMfnGuuRnA+PcShekipLA0x3QF7lXH8wa1ssZdd2zmxf4ehRXidlPUdbwn9zW8H8I/EdKqRoZgf+oUuqfRXiD//wf5EA/sRD0xSgciKzwNshgzgpnM70uyAr85IiurbimK5eo3Ag640xksJHSBtRUOGiTUEoTFUeD0ZgU1opp8xgNhQlUXsyMYxQeRi6kiLJa/AKdE+Pnyo3c6YR3AT8VglplQTP1hJSpjJoc2UEfEbFojCzevSEXEVdP3nAJ6rqnyWoySE8Yn4hBE72gkauqo6u9DNLWUVQjXTWpGX0St/5qMX3KgqymqNB1IBlDHrW0MK3soOq6Z9MKByMGRVkNNAcpPsjuPMoCkZMias1Z3dFVpRS1PhHNoSLMzKuBXWklAWAosS6RdCZlg7ER5yKjFfWbs5FsxbYFpUkOCh8Ik8K7sJHeilms92KoqnyUNqsT5k1pR1IhyTGFC6LoixrnAn0h12wOiOAwZTp7iXBSQOfTsRWtfCIN4vSfgRg0vgh0zmJMJkwTvtHpyOcBJBFgel4dXP1VRpOxKmJ0wk7JAoeHUhmn4pSlmTFqQsCnvzX6NSJ+4Akdjut0xKp0PL+aFk7hEL3mBAHHqEajXienAGIBY60YRw+jJINMtjD2rgelUO0AaSogxoSJAyok+V03Qumg7WAb4WRBbluUc7I237+H2g+SArKVzZPZDVJ0zkv0Zg9Gk/cN6dEpbh9Q+xalFIwBUiI+PMe0PYQI1oJR5KZFzWr03V7eh7Ow3qCKgrxv0IWTlnIwqCDfIVHRBgdBk7MgKUMwwlWKiiGKIjT7CZlLgnIdIxknBCwljUaoKmRIUTOOYumSk5JFKEimN0GTwtR2DYYUtBwL2WCEYAhBy3kndCcGQ5oQcKLwfG0ABkXozdQakWJO95roxJMtI9cnaJ06UmD0yJG2kaKSrsqo0GRCb6k6USdnhSR6jIKmmFYxBi2tYS/+gHoQjz89KNT4Gn0k6Ak9lM1imtSqTN0HPYr6U/soylwfSaPw3OpipDmYQydBzrKbCq4pXSTMpJtTliM7n8VqxlmSl/ncusgYp42cT1grY340IoqzOtGbUlJaktCCvI+MRUK5hHWBZBQhWznvZLl1WjbgkiQx+UhSYnkSC2RzGxTeB1pryUpJNF8W/8Z50XPlE3UxsPeeYbC0o2OIhn6KxswZmlHU1aE3ELTYZnXCfQT57vrOoU0S1fI0KecpFepwP7WDQwXhesfpnuoGsSHqRksapDPAoBmCJcQsmcmhIAyG3kmmcsoKZyK3Y00axWqNXmN68W1MSFEfeovtBQUeB/HdNa1C9dM6YED3gILYG8ygGFsr/pbTeyVB0Gaav4STrnr5vW01wRlsA7kzmOm4KQmFIAwG204bot7IRmRCBFUQf9lNV0Jr6EqP7iVedNsVr6/xHz7+0I+c83+qlLLAvw/UwH+GCEX+jZzzf/UHOdZPLASVEof6g49giEZ8BLMS+xHLkdivTRQ3eZOOAdXeRvZIhI+xh4ixTE4yeIyNEi2mpTBQyOLpTHy9+OqM0eI6b42kCSiTj5nFRifsG471RiecFi6aLhKxnaKAlGJ0WW5iI9ebjMa6QG8cyknhaEwiWPv6Gox4aQmCZkhOfi5swFh5z9rKxIeVXbWaook4XJeVkPBo5P2rqcBRJsliozLWxOPEkye3fVNEMT/VEoGXx6lQUpmspUB+PXlLSsBhV291QtmMMZmxiDgfxKdLQ1GMlC7QVeIMuih6Ll2mLEaZxApRpnWDAyKVG+kLCRavCkll2buCwgdS1ESTOSsaUpGovMR9jVEW4tqPNLYEhJAtEXrS/u86Rz2R5NvWM1pBibXJxCLhJ183qkBd9nTeU/qRrki/5z51b5C0jRYit1gevb4vXpO/FZWVTYbW+WiN5EyUQmR6Pbwu+N4s6IxJr3Nm3zjH4e+Ufl00Hl53+L9Wh8KVYxGL1uAsGOmVZmdRIZL3W2CFantwVoqrsiCezFEhvS4OlSLWDpszal5D25O1AaWkICwK1BghJXQ3ok6Wgp7kLMeIEcIUR7ftUdnDMJLunaAvxStQjVHQPq2hHwilkYZU05IXM0EiuwGK4vWXkjKYKcLRIQhxUlJYO4lcjIMIE5QRQ2ij8pGKkv2ESmmmcaQlCWPKddUmTcgQWBdxLkicmoLoMtZGwmikbewSoZjmJZsITpJ+YhFlE5QVo59QbPTrYgJBtPTEncpFolz1DL1Mmzkqoj90HDTGZIalIS4iug5Eb1E+0p8YwkkQPvRsFKQrauauZ3HS0J964coqmK9aGlfgfGTcCl86jhrrEkOvMZ0mnASy00fkRwWNP+0YGimyD63K5aqlLRyhtwRnGUaJwlNBkweEopLE2kVFJfNLUtP8zNTFEMsX08vr+95Ji3kwGOQ5HSTd5FB0ZqMZekecIu+a3ov4JCqG3pEGg4pKPOcS5EEzWisRloORJk2UjPF1XwnKGabiZWp16xEp4PN07kNRM1rSKPGWu15y3Xed5C0vF+JV20XLWEjBpVTmvGp4sQyU84FeO/FNnQ0SCecCm5lnNW/RaorCBHLSr9HHpLAuclK37OuSZd3JPWUyJ/OGXVdwUkl7fFW3NLOCVdVhdaKdex6WG4p6ZFl3IjxMmtO65Z3yhmI2CHI6dVXyhLIeitADqntIf8kWQXxhQnQnNFVNf3MYU0r+Deo4Z6GmzeuErh6zpuENlBjh4o/SpTnQNfLhs1BTS2s6r9HCTVcTCqx0nt4PPzWPN6b3P3GPnPPfAP6GUuoC0DnnV3+Y4/zEQjAlRTdaQeWsICnDKO3h3Bn0IMpXpRyhc7SF5OiOURCvZtoN7QYvebcukcZpp43sYnKSCWgcDaGQ3dR+9AxBCo8YNZ22E4w/Zd52hrafcohrmXS0zlPsk6LP0rqJjUxwoZ+MlrO0T/WhIJva3NJLkWilPHElnBGELChpBRweSrpraJWxNgkKqiekchpc2ghadBxsOkshqURRl7UIbpTJU7tOzqcmtW8+0IXClCE8OeGTFdpK8ZinTGX5ot7YxSemVksWtZtO0BuGwpIm360GiOVA3Iji7Go2g6BoWy/oWy+T9xjMceLrWk9sLa33bPea2Fn2WREH8SB72S7QnaZtvGS8tp44aNa76viaXEubJjeWJkMeNRtfykLbOlQrGcyxiujW0DVe2heDpi9FKbjdl5idpo/CveutqBLviopd8LSDo3aj2M4ETz8Vd1f9nDY4tMvcdhVOJ1EnFiNtdGy6khA1ozf0o7Qcu2AxOtGNFqcTbXR0rWeIlt4YjJJzjNHQRrnXUy82SykrmuTl+SzxfFfjgj5ZUaZGzS4WYDSpnkmu79kJufIwRvLygSz2D06IlcPVJf29GaYLEDVxXpC8xl03+JdbKAty6QkPT3Av78hGg3fE0hJrj9WasKqwCRGB7HrC+QxTF2St0f1I/3hOMgq9O0Hf7clnK7JSpLlHdb0omRcVxVWLqkrGR6fYdUO6d0IqLeZmT/YO1cmxbc6Mo8H0E5I2CNqSO/EnIwjdJEcRObSjI3eG7BK61SQn/nWxN1NOr5oWe4NVWRBBLfYpcULuclRynsEKQtdpGcO9zCVpMNDLnJFaS2sdKWnUzpIWwKgYrYwVJvpHigrTiMdd5/wRASIq8b7U8u+oM75XkiQBInCLImwIc/Fgi2pCvILmpq/ZbipmGyXmzhn2qiQ3lsFair2mbwRBCjbjt1KQ2TtJrchG0FayYtiKb50KggqmQrHzJamTIsnsNG6nGN6Y39UB1VTCL86H1SC+wZma6CqxQFrXJhEOC2dSYNJrdCepI/vluCmKUvxrnehHhdLpSG055IgfVmKls2yQR0V2sk5Ynd6g8XCk2mTL1JrX0/wtlJ0DkquDwh5Q+Omcd09W/G4jMXw5aNhZSPC9fUn1uaPfC2r2A3MP9bwkmkxXJ6qnlhtOhDPY6CP/Mtl8fC+dzzytKvwry8twimo1ptW82FnUqNnNKvSd49mmwL90PI1nAjy89Pzm/H2GJzNezkrhzwfF3armf+LnCF/MyG83R145VhJ0dBBEzrSCCPZBEHPTHfiiQhkgIUjgSu4LpjSROPHR1aDIbuL1GVlDVZBxYFpFKqf3O3k3oqbmRJYxXXTTWpbVMetaTcW6CtCP9jhmTasYR00/OlT/U8TL+xNcCB4eOeerf5C//4mF4DhYgsqMO09Y9KRopK3nEu7GUr1SbN4taCnIjaH1Hr2doN9umnhH8czKQRFHe+TnqSqQtpNTeq/po2JrEl3judRzhl7yeFMvAe9j6zBlII0af2nobQFBc2ky6aogPAqEIFYreQpTtxsjQpGdg0HJRmdUxMEIQjYaiSkLSmD8Aw+wN4xRM7Syw46jJiaHGpREEA2aq92Myo+S7zloNtvqqKoOSXHdzGShslJcBqQ4HRsvn0FQgqw2ohC821ek1kou5K1md1pS/qBkOEkU+ykmT2dyOZmqHlppvZFFM4MqIrSObBP7tkCvHWMZIEnLaXG2Z9vOhedzmLGnAlrvDOY0Me48/YOISYL+9aMUMgDVqkPrfFTdxs5QLnu6q4qF6zGPG7TOzIqBvnPEaI58QtUa1DyQetm554n3dAx+rwfylSMaBY0VjqDiiIIexO1p1FBmXv2tt0geugSfPQ58k/dQUTH73PDKnxCrzPPZffytKJE/e3COfeVlMetEUVe/UIwL+B+e/ymKS4PpFE+qU2yjWG7h9lHJjRY13nae+Xz2gPlnhu/c+4CwFFUkWlTQPwSWn8rPH23fRfeKj1ZvidjmpZgI/+eXS9Stp36mqW4y/8Wv/Wn4dS2im85gZoKYclXgHu9FcNQWGDPQNjXLxf5If4hJ0w4OrRT7H5zDo17C7cuR3fWFpD2cdgyNR5mEcZ5Z1bK+nPP47Rs+fXXC6emOzbamqnv22xlffvyCz65PAUd/84jyvKVbl3KPzr2kWdQR1WlyWaNcopiVxKgoisDu5TmqDpBrQeH2Z/zsX3lF/57DP7lFdQPNzz/m6//7R1AUKK2JD88Jq0zx+Qvi+YL7Vy/JVYHaXpKrglwXqM+eCyI5jKjzU/J2Bw8uiLOMvdqSqwJSEjPuTSMF6k0D1sCrp4J4PrwgrirMJ09gHODBPVTTCRqbsyCxTQchkB6coW+2oBW58JAzH/1rBSpB+VkxEeMjyieKa8cQJSpR1L4Sk6Z7UTTbO824zNLKqzPlM0f3SJwWPvrmu0e+nL+ejHmnllo2Eg82nBlMo48Fx/bLgeqZpb8Qdawep3HhEnptRQG9ltZpaErSKuKvpUAcJ07hoejTnZJ2sxIVcsqygGeTXyM2kxPD/t2AGjWFCwyT8CIVr68hIkVlcaMZTmH0EhZAEkR892IuGotp7tCjtAlRWYrpiX+sejHATnPpIKQs5tN6UKRB5gw9ShteuYS9coy1mz4EcEUgWo3pxIIIBYULGBdJjWasxZomDxq304wnkZxEia6ixA+2vRGwICjs9XS9vSb7jNseBIEZdyPfrR4Uuc+MWtwcVKcprsxRVKGCIrdSCIF8R3QiNMoms9nWE3/TTAVchjsHjydhRpB4zyNPPCLfJcIxTx4x7l4E+nOJ2jONIp4G0l5QX0wmVvm1qGhQZCefZcwItaBXtLpAGVCDUITsRrP+2SBF6PTQg2I8jei14xDDl4so699Ep8guM5xkYu/wt4awGKXAHDTeBrr4U1II5j96RFAp9ReBfxn40vTUd4C/mnP+m9PvFfDvAv8ScAr8FvAXc87f+X841rf5fZauOedf/P1e409GBKMSzHkSJqSohN+jxDIgK2mPwHSzR9kFjFEmnsPOK03+e8c3M7Uh1CgLpw7CixtHI+2WCR5PQTg+MWqYjp9HLe75QU/nmHKLJ9+rNLULVJzc/wc97XzlGmUnpRkH2WmrQfgzAHFSWKmJl5F7I/nK0y5UDwrTAr1wTIaQpXXZT22GXk+CDVmk1ajISdRn+TD4sp7OoSQkvVOkYuJ49JqcpozSQRBXOafClAL9x4nbofvpHIOSXFA3+V0NCqZoLN0r2Yk10t5pywLVGZKCPoNuhRfVdx7bKImoa2XS7VpPStLKUSoTWksstCTBtGIlAzB4i241d0MpnCRgZxNjZ1GNoas9ubFi2dHI3+l2QnZNpm0FlRw7S9kIN+qA0EYv14OGvneCtGSxq/GbybohQZhJS1BF8HeZ6BWxl12x30DsFaFykt2swAxgHBRrmfzHucFtFLaVz8/tM8VdJtQyWbsd6KhQUR+Pr7I5inNsI/dPuU4kI5YZegSUIetMsRYla1g53J3GrzPFXUJvhGOVo0KNgjiJnZLw1MaJv3bYUIWkMUnQ3n60DIMVSsKEhIAg6wfuXAyCsOYgfKd+lID4bhQ1/hiFy3TgzvXREkZJNpC/l3Fneoh1f60AACAASURBVEWohJcW/YGvJ/d2LGR8CxdQ0iWAyXNTkb3DbntRtm/E+5CUUbOafLcBo7D7EXJmXHjM8wB1SW4a8mouCuicUK6Q2U8pVFkSa4/ZCc8xlQ7dB0k08Q57uZFWuxjAybm0FuqEVqA0agzkuiRPqmvV9uR9A94JX7NwqBAP/JhJoXtAApF5cKLMqAk1O9hCqaku0eGNReYwBx0EJkYU8of5iSz3K8h6L7ZJ+chHBOH+yX/TsaZ57s159cgZzK+fO+S556xQh4JESY66GaDp/JR5rqXIOgg9NJLYgRSNelTsW4/bK7q5wTVa5qheEE3TaGwDsVJkZ8gmYxtN23p0N6WBFDLP2UbR7R260ZL5Xrx+vd0rYmkYCsduKLCtmnLhRTVrGrmW0FjsVjEuZY5TUQCDPGqKRomHZGPYtiVj66SmzYrM6+4QcOxQqYnfeUR8kxSseuKmHj9HzcTF5I3jSKF2sB3SgaO6//jdTSkwh9dkMgdx4UEBfrgBVFBYlWQe3FnK3bSBNoKgJgsxG9xe5pZYGrKXzy5ZmcvGvfxeDzDuhM+XjMI2SugB06YlG3tEESMOu1dkq45oY3KTLdFOHVHZ5IWPaBuxTQq1cA/19B7zdJ6+8ZStYtg73F4R9obdvsTtfkoKwf9vHk+AvwJ8H9li/QXgv1NK/WrO+VuIuOPfBP454CPg3wH+F6XU13LO2x871n/zR3GBP7EQ/NX3P0erzLPdincXt2zGkjY4ChP4yD9gtyj5+peeA3DbVTyabfhkccGffetH/KZ+nz/96HO+2J/w1eUrvrN4dDRwHpMYpR5cyPe9Z1n2fOXkkstuzoNyy91Y0kXHfvTcq3ZctnPOyz27seD75X0+eHjNfvB8sLrmd8qH/Py9FwB00R6jxZqu4HzeSAtxlNl5HA3vnW54PLvj8+0pQzRHk+ZV1VGYwF1f8iv3nvC7y4f0U95uzoo+GO7qBV/68CUfLK6pzMh6rHhyekJhAldNTYiGednz82fP+Wb5FkYnzMRd3A/++HNIGqsT267Amsj7Jzc8OT3B6sRTf8ZX33vBx/khpow0rWF5IaT8+4sd7ehoBsefe+sT/o55n6b3zMuemR+42s0oXODtxZqPqvt85eKKl/fmrIqOn1s951sP3mLlW059yw8eXuB15Gurl/yt6qv842//kB9uL2hGxy+dP+PENqxDjVWRm2E25esmXvVzNoOYu743v+G79x/yL7z7G/yvi5/FqsR71TUf7+/zxe6UXzp7yg93Fzy5W/Hlsys2Q8l2KDgtxX7la4uXjNmwHUt+a/UeZ3V7dO1/Z7HmZbOgMIEvL674nYtHnBQtl+2My/iAUCd0r/Hvb+n2HqUzm4mPGGcJ5iPj0pPqyNmjO25mS2l7ZSUqzLklVgn1oGO3ksUqa9klu62mexikrb8zYi0yC6xLT5xFzHIUjlsRafdOWojekDyEx90R4dMmsnM1eRZYXuzZ1DWx8vTXBv/WlpN5w2nZcttVnJYtKSuerlZ85fySx9WGq2GGJrMeKh5VG06cGFm3ybMLnkJHfsu8y7sna6xKzF3Pp8szYla8s1hz29f0wfJwtsHryJPlCb96/jnfqN7ma6tXfH5yyr1yx5P9Cf/Yve/zG/ZD5q7n6emKdxZrvjg5Yd97zmcNV7sZ88ma53AfP5xtSFmxcD2/Uz3irGpIKNxk6Kx2Hbd/5h4nHxvSW6cUz3aMf+pDiBl9f4m53tF+cIYtTim++SO6X3qf4sma/a99mfpHG7a/cJ/6+ULoFE6jhoRdN+i7hu7dE/zdgBqFK6n3YmK2+eX7LL9zAzExfP1t7F3P/ktzZp/uSI/vEU4KkpGNor9uUU3D9pceUj9dQM7Eucdd7kllQS4M5nZP/eU7YtQ0NzWnDzYsy57CBD4eH+GWA++d33G9r2nuF+iJmrGoe/atUCyUQuxxbmvuPbiTvO7bBWU5si0WRweFct7L5s0kNnrG4r072SypTD9YLs63XFYrFud7+l7oCBkkH3d2QQia3bqEImJ84tH5Hc9fnjAC2mZOFg3bXcWs7tmdVuRR84+89ZS/O77LbN5NmwvhOMesKCb3gBA1u33Jr77zhN9O73JvtafpPe1eIvoe3r/jdluzm1UUFy1zHyhsZH/h+dL5DR9zH+cDF7OWfrTcndY8ONuSsuL6Zs5i0WFNZNeU9INhtWp4vNzwyydP+K/fX9D3lrIeKP3IZlszRsVb99c8X6w4W+3pR6EKfXC6JqH4xN/jF+9d8rQc+Pr5C27OZnxxesJ7p7dYFWmC5/PzU758esdp0fDR6j4Z2O9Kvv7WS15sF4QknMi+t5ye7qhc4OWZxNQ5H9jflZJtPAj16NFqx4vlivsXG16dL7E+8tWLG267itIGrnc1y2Lkblvx7vkdRidum4qfOX/F33Nvc1b1pCypMAB//uG3+S9HzxAsV16Eh+pAP7KJshjZzw7IvHw2d7OZ3CutZflwy6aWzlQ5ZUGnKNF82glvf+gt1aJjHA0pSq52syxQJoud2c7h7zWE0dJ2B/IhFMuesbdCaTCZ6qQ7Cl1yEppVPxju39vw6u6Ck0cb1nqBX/V8eP+K77buD1Ww/JE8/ogRwZzzf/9jT/3bSql/FVH5fhv4S8Bfyzn/twBKqb+ApP39M8B/8mPH+vf+KK7xJxaCn96dkbPiblcSszj2d4PD2Ui8LijWmqd3K3HzbwqGYNiuaz5ZXLC9q/h+fY/rfU3Oime3q2NLMkXNripoGyGXx97QlpIXe9eW7OqC/SA8wX6w7PqCXVuwqwqa3pGvC576FeNgpZi6mfFZeQoI8TkladWmneNyEPJwTkKKzaPmpqhQKnO7r44DIGdBMYzKtL3jyeyEm6b6PWrEGDTuzkixZQKlCeyD53pf421gu6tIU2Tc82rFelehJ68qoxNt5zBGyLIxaqxNtI3H2MgLt+R2W+Oc5DC+2s3RGyuIZ2PY+ko4JTqJG3/neNauuNtVjK0jBE3jHc2+pDURZyLNpuRlPefV9ZJ1UROz5vOrU4pizrLseXmzRJvEfvTsL2u+Uz/i8m5OjJrvmkhlR3ZDgdGJXV9QOVGRv9rOj9YLu6HgxfWK/+PifT5e35OJfVbzZHvCeitOpdf7mu31jO/nKTmgt9wUM6yNoiIFtn3B/tWMpi4m1S40vWffeozJxKx5dr3iqpCkimIru1o9KNpbIZRnoNioyUJHE7PD7hRpsKyrGXpjp12/vKZYK8Kg6GYOu5as1lhkTKvwWwilIRtkJztIK7+40QxJEaZde5xa8yqCX0vLLcycmHwnRbQGv1PEwbErS9TO4u4UfpO53XnWSFrBtpGUhDFqml3BzWwmNkhTKsNdV1KakX4yx+yiZTuUFDawu6u48iPeRLpoud1X5KwobTgmLRxSWW6aiuezFbdNxatiznUrx1+3FS/6FeuuoguO9a6mtIH1rmaYLCGaneSOD73F+YCZRFExabro2B7Gc1IYnWl6x4nqqS4D9ukNeV6RZgXu2R1pWUl2cYy4zYjuAtw/p3i+gZQoX7aonKledtgXa3JdTqsgqNsN6cEZ/roDq8EoVDNKm7cfqF5MCuecJQJvGHH7ChUj+m6PSnOy1SQ/qbW3O+qnUlyqbkCNc9Rmj3KWREXWMr8dMnKbzpOzkrSQxhAKy11b0raetHMkL+T+PaLczRNC2yqhSOw7T/TCXW6TRjdanAESDM4RB0Hei62m690Rac+dYVcXR6Q9DOaY5XvT1vStE9HKXjw8Y1as9xW5FypJNJkNNXHr2AUNa48Z4dluRb7x7KaOS69ATUK3ZrKYylGR9o5nuxXptmCtMmPjhJfYK27KGcOmwG0MvS0Zq0BrMmHvuCznwi/eSbE2Dpa89tzYWlDrtWeHcLfDTrjC64lXe+JbhrWoTNuo6J0jbRwqKV75Ofm6YKPzUc39zCzle7rx3Dysub2b8bxacbWbsXk55+MptSRGRbiq+Gw0PPNLmpv6yPn8gbknOfVTF8e0mptBo3xCX3qygs6JSXnbGfFvVfC8s5iXBS+Cxr7yjFXiR/mMsfHyeW4dTRnRG8sXQTpDqTN8J2n6FzXdlJEufpSK31x9yPNXJ/LUlXRODhY8yWca53DXluSg6zV94dFXbqK/KDZFjblxmAE6VR49/kyvyc4y+oRpNM0gyL+Kil1nhAKipDNlOkXvS1Snsfupm5Whn+4z34ndWAuoXsQ/JEWwwju9cnPcVnF3O8NfWoak+NydYq7//1MIvvlQShngnwbmwN9BMoIfAv/z8XJybpVSfxv4NX6sEPz7HPND4OvTj9/NOX/yB72un1gIXj47EbFDr3neObH3CIpWQ3lpmD3NXD8WPyB7Z7lpDe6V40fFOfpVwRfmlLR1/Ki3EkVzgOAj7F2B7qUN6IIiVJan02TTLAtCO1kf9JqrRYFqDZ0vISjqF5pW1ehR8TyvsJeO5+ZEYP+pvWbWlnKvCHcGrcXp3N0JZN+sT9jOFtiNkTbh1P5o56UgQoPi25sCc+vQI8eA+aJXLD7L3KgVH11ILBejkjBtJ0klblSMVcm37yr8M0cwHM09TasIb7SNegfFThHLzNPTEn9j6C2snii24wnLH2mGpcbtYLgsQcPmpECNCtsrfnt8D/d5QdUowszTenCNIpnM89OK+qnh5eYe/k4RSvjBpsC9cuxmiW2ZcFeWZOHpmaf+1PE0X0hBNMCnjRVftd7IxNRJixaVUaOQz7PLPJ1V+GvD3158yO2TFWi4XCxJa4/Zaj7de8yNo9ooNtsT9KCwPYx1ZkyKH5xP5uedpv7CEitz5N7dnXlJRTHwg2s5TzsTM1WU2GnARMqf2mxmEP6fHiCWQhpHyULhBmkNH1IT9ADaAEnSGEyHJMh0YPcZM4jyTQ+gPDKJdhypB2SO1hzJZvxGZpTm4WR7ciDBR3A7xXggz/dTe0jB+NmMy1mF2WtezqVw9leGz8YLXswX9HsvIqud43Y5w3mxcRpHQxgs2mT8pyUvJwNgXUS4LCDDp6eFTOo+sdFz3Hwgvqj4ZtQ0r2Z8c1cRto7L+ZK4cfxm1Nyta3LU6DvLpzuPvnP4tWZ3WuC2irYuML2iq8QvbruohYBeRPSzkutZLcpBk9GNYXzP4e8G4v0V+v9i781Cvd3yO6/Pmp75P+3xnc5UcyWpTlVn0mCgpYkiDYJ6pzY0Knil2A3eeSFigwgNrSBCq4gQGq+80ovGCYWQYHelklQqVTkn59Q57znvsOf/+MxrLS9+z95vJV1UKmboKD6w2Xv/n/H/POtZ67d+v+/Qjmy/ULH8bZG/idbQvXuMzzXFxy2HL6wonu8IswxzuycWKfZqR0wTYU+Pk+7o2QpfCtbWNAPjImWsBP9p19KljWdzlA+YbUvME9LLmuGowAF6WxOLDDUGhrMZ+qhE172ws62he1SRBlDeg9WM5wviixwF2A56X9AlEWyguNL0XcK6kfJkdaHpF5FgIFiHHdVUfouMhSHdappYUSdBcNQaqs803UraajcqXK0JNpLdwOYyf8AImk7RtRXZtaYbckwv5Tc0vLAr7GWC8eIY4hPNsAg0TUWy/gGgv7VkeyXXcqewdeRFdUL1mWFYT6VhgwzoGnwikzJbS+nwU06ZfWRodgXF1J+aFg5jSXZQFK8i3Z2jW1lQkO8U135J9tKiAvQbixkhu1Y0h5KklveuP0iFIatlEtZuU3ZHjn/UW4pPHLaBbilQi2Qn5c76UFJdKtpDTjZhFQ+NBGaL9xWfliekrxwfjqeouwTbK7ok4cECbasZbMqYWdy1JWqZzNWLBL03D5I7yU5RO0ucXKiiEdFudxA4hu5lYtk7R3qr8KnD7RS2MbRpKtjRJOLWmrFSJHeazopZgDkY2pnD7jT+nh2di+rFXVugbhLCcsD0TFAUOVccxBzAHiZJmUwyw24v5gP2oBgOFrefSsMzjdtofDZNbAtQXiRpwgTTUh58ov5AaRjATO+UO6gHxnHYC0TL1AqjeOi31Sjl5GjA7TT9qXqAgtmDYphJRvLegeQvwvKngBE8UUr9ox/4/+/FGP/eHziHUl8Dfg3IgD3wL8UYv62U+sVpk4s/dMwL4OmPOqlS6hj4b4B/kUllTj5W/yPwb8QYb37cL/CjnUXu2VjjJJysEHaQ9dJocvXA+rrHlQi8S5Tt7/cBJEhT0zGZRI4bYX/FNx/LplFNQqbxgb4e70VEedMYo55wLxFhzXoeMI3RTtveM7u84GH0MNm6JRI0mPYNNiekAIK5GwZZrye3DuXBDKC9WEfdu4Co+4E9yuxJBUArhl4wFNHKdYbAm/VIcEEUpxNQ6FZeSuVBecGuJbuITwWz5tMJT9nf65IJ4cI2cv5o5ebrDpRRjMOb7/sgMn1P/3+QD3gDe4oWkenQ5sGRRduAn4RTo9KQesF6KpmRqij7RGOwJsAkNKp1wNswaeQFQirbRDs9o/vObNJ6ZJLDgemZJpPVlQGfxYd7Fow812gU2bV8HjVEbfC53O/8IjLmEJxYUaV3E2YwceSvZfbq9pGhVBQXgX6u8LkhuwJbR8xcsnXJPkip14A7TGD/xlBcBKLWDK1YSAGYRu5/cT0SlaK+lQlG3wtJJL0R7MzwIie7VeRXkXQb2L1OxFrLRIIDUj/JLBhMNoqNXRAsXkg9edGROfFGrY2jjSJbMaQZKvNv5I+cvIsm9YIpVaDzEes8YxKxJqAmsXiRJhnxiaFMe3Y2R7mRsRXXF++E9BAzT5xIPF5NmpwB2WacdOTSyQ1mes/joBlLCyFitEI3A8EiXspW409n9EuL244MRwXtylB8EhnmCfYqUL81I7tsUYMnVCKD05+UqBAZZpZkO9DOi2nQCuJ8ACQXe4bTEp869L4XAe5upF9aTO1EDqcfiHlBdJpu7siGKcgsEty2pz8r0UMgJJpgFclG+gHbggqakIi7T3on2RsVjUwEd5F72r9P3vQteiKBJGvpe3wmzinplcXWUUrbvbRl28iAn90EmlvzMGhKv6VI7wAlONT7df3SkaylnaW3kbEQTGtIJSiwtUx+9u8GUFrs5EbBjCWrlqEqJ9s9ISCooAhOBKIFFybvp533DKUVEl4QgpVY741EZemXYt83LqZ2gEjg9K1Gdwq/GgiNYWiEyAcCpxim7YPV6FEzziJUA4+WO17OK6IWIW0mCLHuFL4K+LVhWHnCYcKOzwZCZ/CZozo90GwWlPOWfVDYl+L2cY/B0xNx4h7brrTghwmCh9Uj2Eaeoe6VmK70IqCtJ0kdwc5K/6mmwNF00veGgGCiR5Ei0r1Ct5IE0L3gRLUX9m8yEXhUEFym7hWdt9J+Jlyn8tN4qZiejXqYrJpG46dxRY3qze9pvDPNfZAvY4Q20mfpXqFrjfYyxgUrzzS4+DB2qDhNmoeH4Z4xl4DRTNvoXj2cV8YT+Tt0Uz85rdOdxo8G9xeJNfwnX65/DIu53wO+DiyBfwX475RSf+UH1v/hcFT9kM/+8PJfA18AfgkhmAD8AvBfAv8V8C//kVc+LT8yEPzaFz/DKs9FPeNptWHbZ3TekpqR3y9OGZ7nfO4Lr7EqcNfmPKp2fLQ65p9++jG/lrzLX378Ka/qBV+cX/E7q8cMk2F3P1qqtOPQS7r70CYsy4b35rdcNDPO850YoXvLvk85K3bcdQWzpKMZHR9VJ7x9fkc9ON6e3/G96pyvnF6IQbkXwdBX2zlN61hVLSHCvs5ovMaPmtVqz3m159V2zhj0ZHIeKbOe1I3s25RfOHvNB7cnYmA+aUZ1raN+lHP0pRt+anGL1YH9kHKxn2F0YFuLBEmWDvz06QXfPn0sOoxKBt+md6JxiJQDU+Op2wStI587WvN6O8OpyN3ZjCfvXfNyfgJJYN8aktOaGBVHs1rM3AfLLz19zjeXb9H2ljQbqJKB9S4nSTzvznc8Pz/i2cma3YTB/Mnla37n6WOOsgOV6/hoc4Iznp9cvuZ/XXyJX3r2Cc93R+y6hK+fvuQoOXDbSxn8uivJzIBTgYNPuGoqtIo8K9d87+6Mf+vdX+V/Xv4Epel5lt/xwf6M57sVf/nkU97fnvFqO+eLqzsOQ8KuSznKBev2pfklIWrWQ85vnDxjVbSTJFHkp5a3XNZyb9+q7vhgfcoqa7iuS+7siXgdD4r8nS1DkxBU5K7MiTriC4+eDzQ3KbEcePLslpfHR4IRnHTWumPHWETsec36XIg0GDmm2xq6J5IO1ntLyMRD+XqZ4mcDthoYvIheN7VgBIfSiq/0OzW+FptCawO7siQWnpPzLTe3Fd1xQnpjSL+8JgXmecu2yZjnMqpfujlvnd5xmu/ZlDlGBzZdxnFeM3ctWgXqMaH1jkSPfMdrHi8FUzxPWz7Nl4SoOJvt2c4zQoRl3lK6nk+s52tnr3jfnfLu4pYXxUJ01MoZXz9+wW8CqR25LkpOqgNXRUnbOo7Kls2soMgGkQZRovt3Uh0Yg6Z0PR+ZY6q8A0RAe9em5N++4/qX32P+UcNwXLL8vQPjKhdRax+o3t/QPpthNj0n/9tz2i8/Inu+5vATZxQf3LL/iWOyiw49eHyZYvc9uh5IP9xT/8Qj8ucbCML6zeoWYmT9s49Y/OYVWMNwXOLuGtqnM8qP90SlGI9KfGYw9YhddyQvO/ZfOaJ4fkB5CUSTi8NDP6gPDe2/dixqB7cO9aglmxyXtnGBn42UJzX1PqU5WO7dOEw54g8Wpgy3KkaatcOeNTgTia1lmA1si4yQerHgLEa6XouLSuYY3mvoGsmuqV5jj1o2RY466gitfcgDnD5bc7WYw6hpNkZISEkkP6mpX5WTrlukOt9T71Pyoqee5dBrfvrRBd8enpDlPcNgcDagJ+3W1MlspxssXev42tNXfDs8YTWvqY8TujohRjg53bFdZhzSHHPSUeW96OQdOd45vuOD8QyTDSyLjm407GcFR8c7wmPNZlNQzVq0EvJYc2KZLWsez7f89OoF/8PbS5rJTSpJRg67jNAbHj2542K2YD5v6AdRmfj82S1j0HysT/nyYsPFlwJfPbngal5xfVTytaNrEu3ZDhkf3x7xzmLDebHlW0fPBGa0z/nGW5/x6XYl1pCDpW0tR6sDVdrx4rFYoyWJZ7fNKOaCrzMm8HR24MXJkqena17eLLDW85XTG+7anMINXGxnLPOWm3XFe2e3GBW43Fd84+wFv168w1nZ0I8WazxOB/76W7/Ofxt+ER8VF+XiIQpTk/RYUXTsliXoSDFvSaxnXZWSFKknjGBVwqjJT2q6CZc3jBqTiDxa11nKCSM4joZZ0bE/zjAm0A6GeLC4VUsImsO9a4iKYq3qNX4vpeh81QipbcKsGhOoDwlPn9zyanfG0bM1t25Ovmz50ukVv90/+3FjlP9PLDHGHvj96d9/pJT6OeBvAn97+uwR8OkP7HLGP54l/MPLPw/81Rjjr/3AZ7+qlPq3gf/lj3N9PzIQ/PD6mBgVzS5lu8wYR0PfWmziUc9zsmvFp1eCzRv2CdtFRned8zv5Iw4XJb9jH7Pd5+y6lMsrAdkygUnX2ch4EPo5vabOM5resT9k3FY5be8YR8PQWW6Lgq51pNkgNncvMp7HI5F5GQ31q4oP9ORC4YUF2W9T9M5wPU+EYewVulHYQXE7aPZ1Rr9JBRsxCHPvbpZKJ94afleds7st3yilB8GLFK801/M57WDRKjKMhmadoZxgQAjQZynfBeoL6YDvlfJVY8RrWSGDg50+c4FPRs2wTsFGsleWV8WS/IVlrGRG3/UlAJcrYcWpVvPd7BHN6wrdKPZVyj4JqJ1gPz5pHbzI+Wxind2lgW2bcvt6wYtyKU4mVxWYyM2hoHtZ8pvuKbu7AnrNt6KiSAYOXYLWgbpNSaZs1O6QPRi3XywrdlcV//viK/zOxWNpN9UJl9uKdp9S947tPifcpHyvmXBNjeU6n6FMFJkdZDLQf1xxUb3xyd4dMsHX6Mh6lbO+rrjK5vido7pSBCtG87WegNQeylcKnyp8qhn3huRO4bOEl+GY5FIGVNMIFlDkYxS1zskvjczwM3AH8XRV3hGt3P+x0Ix7TfVc054IU1GN4A24RrLSs+cyO97YnKSHoTaMGrJLQ3Caa7/Ari3FK0V2E7m8qMAFmjzB7x3dzBGjwt+kXKbVAykoRmFx+6WeyDDQjjIZ0DowvC54PWFgN2nG9kbuaQiyXwyKpktI3chuXfBxdsTtpkSryO22oO4Sdvucj4pjLtcVznnqu5zRa+p1jqoNd52FjeNQCmTj3rmnnxw88rSnucnpZ5KyuGeak9VUL3qS339FrBuGn/487rc+Qi1lQI2l6BLqXcv47Jj0t5/DyZLyt18RVhXVBxvi85fossAoRVzOUPsGf74kf74hJpZoNeb1Hf7RCnN3YP7dDartiUWG++AlSmtSZyAE1Pdf4MoCl6WiebjdQ5Yy++YL4jBAP5CtFiK0DYRZSUwc3CWT16+mKxIOnRHA/rWmC4qDyVEHQ7rW+AQpq04C0HpEWNitJllr2jRlSMQZRbWa/EYxVBPrdSFZmqggf63ojxMpDYOUR01Kfq1pSTFTdQAFN2WFuRUprPROMebg80hDgdtP5Usb2asSszPUpcPdCZP0o0dHmE8zmnkiriwqSlCqIs0kH6MGYft/WB6jX2TctQZVG2wtunPXzNAbJ/djzNiXTuABeytGqFvHcJNwc+SIjcXdGW7jDDqD3Rj2jXnY3u0V28ZQ14Ibj68yklbRLyydjdiNwQR4HVe4S8f2XKNq0Zr8fjgheEX2acLF6Yz1qzm/NwV48XnBN08rGXMGjbu2vH9c8EF+hnkl+Lxkq/hW8w5mYx8yatlBcXeScpNG0ksDGgYXKbaKfplIeVVHPluV5K8Mnz1K5J1PIt+9y9CNEXvMjeYyn5GsNR/eCgzJHDT/xz7HfD/ndTHjwcpPwa/oX+DlB6fENJC+lvfqASNoYZ9n30QdFwAAIABJREFUFBdSqm6PHXUWyF7bh7L1zs/JriSj3DSVMHwNJBMW2ltwLRzmiUCgvGJXpdiNqCWk7aQF2BToXpEf1ENGsF84TKtID0pkvBpRslBehrygIW3hBUfkV5rbbEnxiaU9tfzuYEg//gHx+X/Sy58jRvAHFg2kwPeB18AvA/8QQCmVIVm+f/+POMYVcPghn9fAj10Whj8iEEzdiJncF6qso+5ELNiYwGEWGBtDmomQVQiaMu/ospTCDajcM886+tGySFvWeS4SLyoSvJlcJqRVeW2x6RuLuTKRY/ZTWbjMerzXZIlkI5oiJckGRhNJ3UgsxJIOxOYnsZ6hs4QAOvMQ/VQuECHNbN5xNDtwjUhshIlokBWDsJ1Sx/lszzCI5c+95p7vDMPOkc47TqoDiRayw2VQMnhO/qkuHTmb7TkspSO7L9n1qUNPIqfBi9Vb7xzaBZbzmtsgrgbDwlDOW9p5ylh5gjGExYiaZn7DYBgzw+PZlrtliU8NphhxztOZgDaRo8WBq9qK4fpQYbOBWdqzm3WkqdyvQzmg9WSHl8wokoE2GxknW6jcDQ8EmhDk/psJUFG3ks0tkoFDNjJ3LfnkEjJPW3apWDot8pa2dzS5ZC2VjgwK0lzOXaXdw/1tKilZRi86ZVk2EINGm0CZ9mxTT5r1NF4RtSWkoCafS9VL5+XTqXRiIyGJhEQ6PZV5QiIZlFiJur7PpFwWTWTMJyiBkWBQ9wqfS2Yn9FKSDg6GctrnHnrgInFQxCDlEp8gtltxgiVYKfX6BLEXPJgpUAVcwOajeGmrSFl0+KjYNZYy6zkpxHPbqMhGRcqkZ+Y6tAq03rHVGbkbuJ0PVGWLNYHMjjSlIwbNvJAMY4yKedGSu4Gmc5zkB9ZZzjJr6EfDqmgYg+Yk2/O6mMn7MxhxOugtg5J3o/Ualw9i8WbEI3pZNgzeULiBbTWS5/0Dq7jRgbivCVYRTlaosEB3Izw5lxLg5gAh4DOLPijMtiW8fYZ5fcf41gn21R39W8e4/pRoJ8bi6IlNg7lSjI9XmE0D0eDPVpiLNXjP8M4RSdejDg3h0TFqWzMuUsxhwJweE/OUkE8eymWGud7QfeGc9MNLKAvCvEDfbAW6cWjEvm8pJIReO3Q1kKQjzo3UJyl+5imWDY1N6WNCTINkbnKPT42Q1UxE5SM9CXY2kKQD9SZHH/e0XfaAC1OrXgJoF2j3KWrR4xPppkOhsfOertWw6vGdwY9Ssj5ZHrjujUwwlcWnkZh7kkXH4PNJ0iOiyxEfFKoY8Z1oxS3Snv1cWPaxNw+e4ArQiX/o+7wxzPOWQzHDFiPj5FSkeoXLJUM+1o5QirOKNpERZFxwGTGPovNnIuOgcNnIaCJ+FOtNZSI+KAat0dXArGpYJg2+8gRriIVHOy9wlUGRzHqGg8VkXsQAvGJeigd5s0xYJgO6GljmLaM37J9qTld79CS/tLYV86MDs6zjlVqAgrZMWJ3t2BW5SCu1hqHT2JOWxHkaO01UnXhIh8XA0BnQkfyooVEl7rSh1TkxCSzPdxyaRIiBWYbNR9rCkR83aB1pW8c7Z7d81JzhCnE8SpIR7zU/f/IJr84lgdJ3xZsgUceHDHM3JqI7OBsxiafrJfvsc4Ve9vRDihohrgb63AheujXSRm0QwfG5QEQYFWY2MOgEdMSPk9TXchTf7cw8BIJxOeAbg8+k1M5yeHCSYfJE9q2mWtW0c0eyaun2BWE18Gi149Vx9seJU/7slnvE2Z/hopT6T4D/Ccn4zRA28F8B/lqMMSql/i7CJP4e8D7wHyA4wr//Rxz6PwL+rlLqr8cYX0znegr8nWndj738yEBwfVsJrqy2XPVWHCIGDS6Q3mjKl5GbtwvQEbWz3HmFuXG8ms9Rt46X6YLh4PgsQnedT3dFsAtNYqUUp6PYJpWaKzVjODj63jL2YodEr7ntxY90aIWBl94ZulRU2G9Uhb5zXKdCWgkTdo+16F352ojW24QFNJ2iDTmvGgdb0fozE5C6nU0lmE7ziTpiuEsfsoUgxyhfwN1RwYvJ6SNERbhL6WzA7A3aK8bU8VyviBcZ42SD1buIrjVjEh9IBkMasTtNSCLXXphug40UV5p9VVJdK/pOtKB670TeYHIP0J3i9/MTeJ3ieoXPLF0i54gmcj1q3LXjjhnuyjGWlue9hbuEIfPskxx95/AKXgZN9spykS5RO4s9KF7FJcaFB0cY38hMWJkgThB7AwYuDgn22vGtk6dcv1ygksCmzGk3KWZj+ZQV4S7FbTX7oZL73WjauTS9zyaHmNAZ0ouJLDLpc+0aI7qHEV4cEsyNo5457MZIwKcjcZpYxnIU95IJ4xiNBGTBTWU5LTjWaCe8j52wXBFIAqjJ19nFCR8kz00snaafVBD0IYlEFyZNLwk6o5GssemRyY4DUrFDDFbwjEk60jlhHfpECBbxVcYul6zPukoFG3qnuYoL1lUuGVETiI3lMMtwiZTqxsEwthadeNzrhLterONU6lE3kr163U0MQBNpXI4pRuJFyu/6Rwx3KR91lmGTsqkK4ibh2/oJ6+tKcJ5by+s6wdxZklrRLSTbNRby3LyWn5cHYVfek0UO5Rt2o2408ekp2UUtAxia9jyn3DQCHwsRv8jl/bq6pfmZ9yTLt6gwdzUxTXA3B9Aatd6Jz7FWxPMTfGKF4DF6YpXhM4saZqhhxDQj/rhC7xP0riFmCe7VlrAoCEWG3h2I5RKzaxlOKtAL7L4Ha4jW0B/lJGNA9YMEk+dH2JdCwLG1ou8zujTQ2ijkkFrR9BXmoMkvJbsXTZRrHJjEgmGoDMlG0fmMJhWB6rixVC9Ey1IF6PqUtJYJRflZZJilJNP+plEM+5z8TtG3KWp4Q5i6dgvclUWPkGxE73GYKYbGkF3rB6xi80Th9pqxl+ykaeFmXeHWmmEUFnG0ku2Wd8gSdcRuxRnlal0Jqc0lJNfmgcTSVCl6L98vassYFUFFzNayLQp0LVqMwyT2n95pOpeKjmCrGIyULU2tJetKwkbBRTHDbqx892gFQ7mXfdosI11rusShG8Hi7bOM0BmKS83mrRyuUq6rkt26INaGQ55MzHeH2lkOaSbyYLcp0QWSjebQpIw796BK4HZCMhkzj92Yyapt8oJWTnDkOtKmCW6t6YtESBtWsa8yxtoyuoDeWcYI9s7SpunD2HpYilj7EJHSfiJC29ddRbdNIcj9uifRhWlMGeaK9EYmwN2oCMaSXZqpj4PWpmSX8uwb40h2gpE2jRKtRyPZwmFMRPNyFGWM9EYwsKZVk3uY+Jbbe+0/Bf0gWcRkO03idYKedHpBKiNuq9hXOdWNYr/IKG41rXZcpnOSW/NjBSh/LsuffUbwEfAr0+8N8NvAvxBj/AfT+v8UyIH/gjeC0v/cD9EQ/MPLv4eIVH+slHoxffYUaIEzpdS/e7/hHyUu/SMDQTEol5KFUlHYi71GTeruQ4HQ4qN6Y7quxeezuyeG3GNClaxjypSoNEhZdGKKqKjQRvxx9b39WhA7NuCNjdrAVGoRoK9LRvogmAT5xpO4rplsbyYga0iimHZrwEaMDYwTkSTczwqSyc7IiuH5kMh3iwAeooMx00QbcW7K7AVNa+T7hMmoPKaBNB0YXHyYvTGRJ+L0EqMg2kBIhDhjXMA7CTCCNeBENDQ4KQNIQBLFgB1NHBR52tMmk9L+fXBi5f5qN/kZJ0FYgFPWzXQKbzVk/kGM1tcWa+P0HCbgs4loE/BahKqJCnXvhzyxyFQHMUcCh4kpGgf9xo/TQOxFKPa+hHUffOlOE9LwsK0AtOXcPmESJlUPQbjJRqIVy0DlpXwbJzkRn1hCJgGc20umT0UFSgD81NCkKclO2JhuryYCgLSR9mBJNgL+JiqSrYDwkzvpOG0tZZOoDPl1JCQTUWicBuhWvpbby8W6jawfp9fLHmS7+jrH7TTJDpJtJK4T8dR1EkgyiUtHq9GZlzaWD6IV5wJ50WF1mHySwwMWBy9tWhlp195MAa8NQuoYFToTdeOQB/J0ZEgcLhkZUitZ6CRQpD1rNWWBlASZwVqUEwJPSMAXIjkRU2nb2kpAbBPPeE8WuX/+LtKdFbhtL5m7EBlzYU4NZzNM7hgqh2k945ffoltaiu+1NF8+J//gisNXzyg+2ULw+CfH8qyLBOUDzaOM6qMd9RePiUbhdiPNOzNMG0g/29A9XUDpSF9HxkVGSA0+0WQXnrCaiR/u+QzlRTcwef8V/ukJqh1x2w6/yIgqI6RLCdzzKBm7CH7mIQlo5wnGMpbyvX2AoTSMhWScZcIwvU+TY4TPFL7yqDTIe7V1BAdjKYSkkETG+GbA9YWQO0CO4atA2IofuDITnnyaAIgo8yQwnEdCKn3CMJuEf9U0eZr66am7xDoPjWIs5TMhMrzpu1WY+pRBYUx8GDejZbK4k2t9YByr6X2xUd5jHQh5wN0avA2oburQzBuC4b3FGUGJKPcoovpWTZnSN3biE2kiPpRu0VO/paP4EU+i5nna0z3sFKk+srTbOQowHqoLRbPL6FxGeSNyVMk2slUl5cSI1oPARGzt8ImjeB0nRxBNsou0RxrTCtmtW2cULyNNnZBfRHymqducYirJui2MRUJ6F2kPKVELkeOyO2HxgaafJW/GSuD/TL9A9jzB55H8UvpNsY1TU6BmKF7Fyf5P47NIeitjhm2krbm9KCAEJ0F/tGAP4BtpJ27/hlSiouAHJZiX7YSUKRNct5XnpSfR7WQn92aoFG4rx38jKC3frb9xwry+kWuNWtMmKdUVf3GWP+NAMMb4N/6I9RH4D6efP87ypyYu/SMDwdPVjn403MWK5bxGqcg2yZgVHTcnCbrXFLMOpSIHHanmDbtB8/ZyzXdmJWeLA7vEcz7f8bxzGOtl4I+KPO/Zm0w0nTpDUvW8dbzmlZ1zVNYi9OzF4SNPewZvsDowlIZ6a0mPRCDzZHbg00XO6fyAUXEqrWW0JjLEBH3UP2Qyo9OoRGGrgbzoqKN45cZOUuaukPLy0FqOqprLUTO6ScMriGZcv5LyzLJsMCrSjlI+1ibQe2FXm9xzXNbs0gqV+GmA9gxRofNRXujByEA72TnNqob1oNFGGJHZrKOfO3wlAaSfj2IbNusYB4t3hqOi4baYS79XDSTZSE+KSj1Z3lPPEvKyo30SSdOR88WO5+GYalmzzFs+Y4UykUfHWy7skieP7rjKK8bW8fnH18xcy11XYHVg3eQkdsSoyHVWShbPa86Wey6TOT99/PJBMPxRteNFMadepBzNDmybjL0tmJ8c6HpL3zhs4nEm8PRoIxZUXcr1uITMY1LPMFni1XWKAh4fb3itBcTepalkgKLMPONxL0FPUDR9xjCTkizliE8dIQ8UZwfqtJRyyLVjXHjR0poF7HlNOxaoUTHOPUMl2Knu2BNdxOyNDN7FyKHJaB8PmNkwuXkgpTxg3znJerzVEVtDsmoFn+cyoo1kxw1dnnAgYagU2aMDzXWBSry0TRNQLjLmEwsb0CagTWCI4md9T9KIQFl0DKNhSBCMahSh2zERAWJjIjHxRCPtyiUjjXGkbqC2GYn1tDZgbWCwAacDNpsyjlnA6siYe7zSUupJ4wPDOZo44QRBq4BznsFFlI3imOMCAUuwivWXSqoXDuUjY6oYz+YQI+15QTSKfmmxdUCFSP/2Cd3CYJ6u8Jnm8N4Ctx/Fk1tDt3LoIeKdon5WoUJEhYg9DNTnCU4rxi8dYWtPe2QxdUZIJHMVrZpkZpSwjtc9ROhXCfb8iO4kRw+BMTfihKIVwSlUjLiNZFbSNeKmkitCp8luI9FqOmWxe1EFcFsZ+H0uGUQzRSO6V9hWsKMcDHHmyS71xICfJkiTLqAKYNtAcieTmagnl5xMzhkScfUwA3gHw1pkftQo7jp6FDvM9liR3k7sUg39uyM+KmIhVnGmUZxVNa9XFaEa3ziZ3GMDJz1Bn4rd53FVc3FSoKuBQYsl3FgobDkwegUIG1hXg3iIR8VR2XLXW8ZRkVU9nYJhUKSLlj519KlFzwU24oEeS1iM5POW03zPB5VMcMNi6p8nu0617OmGFDsbGBUSnMx6YoRhXbJyI3ergVUhQu0+zRjnwk42tWaoBKLhZ56wtsRkaiMLj2mFzUyUQChYGItIv1QTaxeiERkWn07BdxoZ5mIHqrx6A1XRU4UgSrBtW0W/DEQF6a0mFp5+roW1PbGVhzKSpANjGhmfdOxVKv2dma7JiGh+1CLL0zwdJfkxOnwecRtFdz4QnMVtFe1jj92KtIxeCis4JJG+1sIAH+S5xzzgUyvJjp30b0MlFY1+9mZiPhaBfgXJRjMWkWHp39jXTYGg3Svio45+n9Ofjew7R3fucScNh235x49W/v/lDyx/muLSPzIQ/Kmj12gV+LRa8bnqhu2YUs8TMjPym72jVhU/e/YarSI385Jn5Zr3s1O+vvyMm6cF/8z5R3zarPhydcFvuY4xih3VEAyrtGYzk3Lxpss4ymt+cvGK42zF02zNdszpgmHdFzzON1y1Fauk4eATfms0fPX8Nbsh44vzK4ag+cbJCzSRxju6heWz/ZK7MufRbEfnLbtOFNqHwfBoueNZtX5wFuknZ5F51pHZgXWb8/XjF3zHPKKfWMMAde/YMeNzZ7eTs0jPesj5NFmRaM9tWTB6TZn2fHV5weFJgjMeoyLOeHazFGe8cEUmZ5F7MsZ7y1teOAm0XvSGzx/f8nt70ZDzuWF1usMHzaPZjmZ0HHrHX1q+YPNISDZV1lElPZdpRZ4MPKk2vA984fia3ZCySmu+Nn/Jt9K3OE4PLF3NPG2xKvBTi5f8A/9VfvHs+3xYnLAbMn7u6BNO3J7rocJpz1U/ozQdTnmuljPuenl275U3fDt9wl9b/SZWeVI98nZ6ywflGR8fjvnG8lM+PJzycX7El5eXbIaMTZ9znB2wKvCV6jU+au7Ggl/lcyxzwatpFfnc7IZXzZxEj3y+uuY7yWOO0pqLZsaH33nykO06Odqzq1PB3MwTAbrnnrTo6VqDrgaeLLd8v3NErxjPRFqlbzSh9OTpyOF4ILaCjxoXiL7CUgYzr0BlniQf6E4dKvNk2cAwGJJkpNEQRsUwt6L/VnV0xpEkowTR+wRTDhzPDlx6xVhZTGeosp7Vuz/EWWQmziJn2Z51n6PVG2eRuRVHloNP6bzFas+v23d5Z3WHJrJKaz6cnRCi4skPMP3Pix25Gfj+/JifO/mE3yye8eX5JR8vjjjPdnx2WPJLp7/PryfvUdiel/sFT6oNL/cLDl3CUVlztS+ZZRLVKCQwPSukejGzHd9OxVkkRoUznm2XUX43sPvlJ+g+4FPN6rs7+mWKrUds7XHXNYfPzzFtoPiHH9P8zLvM39+y//yc8vt7tl+akWwixEgwhmQ9YjcdRd1x+OIR2WUjJWJg8d0B5SO3X19Rvn+Lu00ZjjLcbSvOIp8eQCn6hZTOQ2pwtw3Fumb31SPy14KpDE6TvdoTnSE4g13XXP/rKd5rNrcZs8c75lmHM56P4zl6PvDoZMPtrqRtJo9doCg7mlq8yJWJpPnA/i5j9WiLNYHtISP8dMvN40JgBzpi85EwYWS7oxz3+R1t61AKmtawPNlzt5iRHzf0nSMGeRiff3zNJ5dHhKBp1gkxEQzY6dmWq1eLB1jH2emWdZ4zKzru0oKhM3xucc3Vs4pF0dKPFme84ES9JptYw4M37OqMr6wuWZ8VHM8O1BO5L0bFs9M7rvOSvS4pT2qKtBdR+zLhveUt+zoje9awKhraUgTlHy3FWeR1MmM5azA6sMsy+rnldLnnrdmar81e8K3HT+k6x7JsyZKB26LEe8175zc8dyuO5gfaUjzRP7e6JaD4zviYJ9UGHsFPrF5zXZR88POBnzi6flB7+ORuxefnW07zPd9+9FjeqzrlLz15zadvL8RNarAc2oTVQljDL28XKBVJkpHtJqf8Adbwadnw+nbOs5OJNew8Xzq+ZdNlZHbkal+yyjquNxWfP7lFqcjVoeRnT17zG8dvcVoI3larSGI8/+pb/xd/v/p5tIp85pYilTYx9q0NLLKOu6JCmchy1pAlA1fFXHD0R5bzJ2su8znDmWZ+fKA5duioCBMWPXNeFAFm9cPYOCs6NrMMY0Sr1O8c5WnNOE62rFMgmJfCMG+OnZx/UT8Qx2KUSkXXOd4+vePj7TmPnt1y4ZZUy5qvnFzyzeHtP3Hw8qex3Bcu/9++TAQT/YOfxRjrH3t/yUr+8OVz//3fjjEows7hVi1+MITWolJP+mFGsoHdN6a62MGiFj1cpRTvbqm/P8c9O9DtU6pVzf6yfKOME5SUJvdWtPFahc8D6UlDXyckRf/gfxo7IUL4TrTVfGNJXzi6x6NgTU4axk9LzDP5zn40xABxM4kRVyIHMtk2ikflWU8+62jWmTCK7w21Z1I+i61hfr5nOzFo5a4Ka7h8bth/tWd+fBDWsDcc1rmUifZOZoJpYHW+5e7lQsodOqKs4Ly410McBWup9paYBpJVS3+XCf7ys4T+vZb0w4yhklJmvwpSZl4O4lTQac7fveXi+ZE4ExRBMjS16PUlq5bxZYE+b/FXGTH3Ama+LlCZx+WDnA/Ijhv8hxXqvQP9RlT800c1zo10nZNSf5tgnbhJNIdUgiYFybxjuMr5qa99wvdengOwnNfcbUrGTUJxdqDZZegbRzjpib1BtTILVjZQzlthxbYO/UnOWIpWGF7Bqic2cp78qKG5KlC5h51l9qFgAVWE+kkQCMCgKF4IjmbMYFhEKe9aaN4ayV5PJe1BXpnileit7d4TzKutZQZva8huI/tn6k0pJZXjlZ8quiPoF0H0wcwkthuh+kRKvLt3pZ37XEq0xUtNsFC/M5BcW/LXiuw2cPlPRWIW0NlI2DvsosePGnWb4J4cmJctdZfgvXTCi/mBMhFAeTNY6jYVW6nnC/RxJ04fznO4FkB7tmrp7r1XZ7K+XuesTndsdwVHyz23m5Ki6Nhvc7707IIPXp5hnaffpGSrlvYmF+u95YC+cfi5516TkqgeZCOydGD7aoauBiH/RIid4av/2ZZQJJiXN+Asw9Mj3PNr/PlSRKPzVPB/aULzhROy3/g+nB3D6PHLAnN3QPUD0Vkwhpg5iJHhqCD59seMX3mbkGjsfoAxiHvIzRZ/tkK3ParpCPNC/IjrATWMEAJhnoPWQghpJNOk9tKHxDInWi16gyESipT3/8ZMsnR7xXAURAMz8WTvZ/SrgF+OqNqQ3hh57gp8LhaIIPp0QxVJ7zTt+YjKvbD/e0320khpuJcstG416Mjyu4rbbwR0K1ko2yj6Y0/2ytIdhYfsERHiuw3hIhPW8K0QncYi4quAW4vveLSR/mTE7Ay+DCS3ohlnf+aO7jtLhmWYyCb3eAyBr6BBtRrdavIvbOi+u2A4GzCbyV+2V3Rvd+i1I73RdMdSCsaKn3by1oH2OhfM6ElPrC3u1jCcDZOws2FYjQ+sYbtTDKuAXvX81LOXfPub74lX+SIIi3874Q2PR3GreDygDqLcr447wqDJPkmpfvaam09WHL9zx3pb4K9TzEk3jRMa8zolPG4xzjNe5hAFizd8scFvnAjnt6KX1z4aIQkkr0Uu5T7j1a8CppXs33Aykr1wtI9GwTunEf+kI042bGZt8aUnuTP0Z2JfSaeZPdnR/N5SspXxzXD+Mz/5Ed/83nu4G0t+Mb1TE7QuOBhzyK/k734GIY2kN+pB969+HMmupOzbnvKQmTat9GfBChN9mEufqP2UiZwy2noQjdT6sbCQTTMFDQG6Y3C7SUPVQHsa0d0bX+ZgRXOzfhKYf6DYv8tD39k8GZm/b/n23/mb98Cxf2JL/uSt+O6/+bf+RMf43n/8t775Y+gI/qkvSql3gP8c+GeBfyzFGmP8sYGYPzIjeLLcA7BOcs4We/ZdQldYEuvZnDqIhsWyJkRFnaQs5zU3o+bJfMsHxxlPjzZcuoqniw3P/RvsmB8NWd7TZSKNMXYGl408Wu7YpBlHZc2uSxlGQzdY5kXL5pAzK1qa3HGoZ+Srhr63nC32fFYnPFrItXajJURYA0NiMdVAGLWU8QZNHDQuG6nyTgR/vRJSSgSXDRgT6XVkVTQ0rcM7I6bkEaLVDHONK3tmU0agGRx9brHO03pN9AqTjyzylk1ZoDSCrzSBQQlpQen4wIz1SPmlyHrG0qCN6Iel+cBQpYIZKiDMZGaeZgOjNXglbOzLYiRog85HjPMMMUE58aHcFp6y6GjPImk28M7qju9PeomLrOWFWaB15Nlyze9tU75wcsfrRHw93zm+pbA99ZhgdWDbZeRWWNu3WUE7WBTiffwc+MbyU7ZdhtGBx8WWz9zAVVry3vEtr5IZd7ri7GRL3Tva1lHmPVoH3ppvCCi2XcYntcWVEuhoFTle7tk1GVoHnsy3fBIVVd6xyTL6q4qQCm4pHA/EXtpXfxDCz5hHxpmHIDIObtHRTfIGauKJqFELlmo+0geLTxXRQUhF7LVfCdHDJ4qQwjjzdAdLvwj4hSf0mpgEohNrpe5IWJj90Sgi7FkAF+gaYfbZ2SBC5a1BBQ3zFpd48rynNpGqbAXaMGqWVcNJcWBtciKwb1NOiprSSW9ejwl1MpDbgXVZMZtYw7kb6HsZFJdVzc5keK9ZVjVOB0LQPFts+L43nBQHRq9Z5BKMn+U7XlZzimTgNsj+14NhTA151dF4hSt7YtAoLczSVVVPTP+ewzyjKNuHzEXbOri+o/n5d6k+C8TEYQ49scrBRyEl7Gv84yN03ZN9fAfHK7i8YfziM9zrNePpHHuxBi22WKruUPuapB2IT88w+w6tNbobRDLmUNN/5SnuxRruNoTHZ6h2YDgrye4OqNET5oVgAxONu9gQLq7wX/8i7tAQm5Y4K1EvrwSbt5xhLu/Qp44YFEOS4E4asnQgdSM3NwlhNTB1IDOFAAAgAElEQVRb1dR1SmdSYioaGi4fGFqR2/ERTDXSmYT8tCZLBtbrElv19G2OLwNDALMYHjKIh02GPW4YW0eM0BcCN+iGHH3cTaxhkbd6erTllRe4RqcdPg+QBcplw0GJ+ws6YiopDatiZOhF6uYkb/nsnjU8iIOQYL/BuIACvDN4Z1jkLS+WFa4cGEwk7CwqV6RlTzdqxlYRCo/KvQjSA0XW0eqMMBcR80FHxlHhqp7gDaNXb1jGQTEYjVr0zKqGedIQKs9gNbH06MTjgwIPbtExjBqbj1IajlBVonnXzB2pHVHznnkmWrJ3vaEoOvQ9hKgzlGVPngxcNw6iosNSFh2HURG9ZswUwRn0bMDYwLA0D/juqC1+7sXVQ0dsOdAvDWbe009uR2XV0egJGoQIu/fIBFrrSFc7ZlnHbjmii1Ewk1Oa6jg94KqeMfHUSlhxQlSJIiidRIIzBPcGt+oTkWQzjaJ/NBCsQ4/Q308wokyYQyJi4brV+Jl/cAUJpWcszeSopLAN9CeeYS7mBffLsJBytq1lsnxfGr7HdUcjZe543lHvc4aznto7+pWnPD9Q7+Y/bozyZ7v8ObCG/wyXX0GcSv4dRHPw//E3+ZGB4OBlauJHwxA0PmjR6dMC1AUpccaoRP9s8uQdoyaOmsEbQlD4KIP0PT4wRvnbT8fHS7p6CFqMvkcrPq1RthmmINJP+ygvv6NXDEETR8U4lW99EI/KGKRRxkk5Xup7gtfQJmB0EAeMYCQwi0y+wML0dJM8RtARpZAs46TvpLWstzpgtWC4hOASiFHKmlZP+Cktemt6CgDVdI4QjZxfCTHDmml7I2B/YwIDTBlE9ZDDNkawcGHyeVWTW4jSSDp/Ooc1goWxk6/xOBoGL6Khw8PfWjojL6K33VQeCEFPZcdAOzqc8bSj6CY642X/QZpON1q819Q+YZyeXx8M3XSuzlsGb4ijph/ls+Dl/DoqWj8dxwvI+75NeKQsI2UXgRN4r+im/dNG/EL1CLExknmJMsMVrL2QLmyt8AH61uIaJcDzqZxma9lOTcr9tp5Ydb2ArU0L2qiHY0QtgGjrpsGhVwTPg+q/aQU8b2phMI5RJh/28OYaTDMdo46SIU4lwI/IhEHFN50t8DBo6akkpH9YrzWtUz9knVLStn/Y5z94DuBBGuj+mA/LFNj9wf3/4DXeH+M+6f+weI8eIhiD6gcwGoYRsgQ1isOHrnuIUbyC+wGVpujBE7NELiNMxw5Btpkyg6odCHPxAuYgWEiViUyMGkZIkgc9QO3vwU1e7O2cQUXBAao8Q/cehhGlFKpuIc8hRiEkuTd+5XpQ0h/eYzhHsegaR5GJwTO570RGa0RlIUi7C4MwP8fBiDRWlMyUnuRQCHIsBk30QrDqRyPBGQLqj0G2vd+Oyeqw95PKwijrlRViWt8b1KgfdEvD+MZN495NYghyXWHUcu06Erl3+hE8agwSKIzTtt7LtiqI1pwfxc9YeWkv0Su5d6Nm9JPP5iiBahyn83kjZXAvQVdQYSKLyLUM3jCG6bij2IdGLfdYedlf9dO44uUej6OMOWryWo5BMUz9TfRC/AvTuMKE6fbTuEQQIkT4gf+ZMG8hiEIE99aRk4OVbMMDWVJ55N6OiGzSfRIhTOebvm/wmhilTOXv190T5ybSDCBja/9/s/cmPdZt6Z3Xb3W7O21EvO29eW/ezMp0pjFuhcsqUSOExIgpqk/AJ+BrIKGaIDGDCWJUCAaICRQlIcCWXTbldDbOvHnbt4mINyJOs/vVMHjWOXGvyyQu2cZOqbb06rwRcc4+++yz9trPev6dOYtlVJJjAvHq07NccXGS8y2qXRmneEkM0bN6jH9LnJ8TyZ/3NGa8fEfaK1KQDqFExmUxyVnwR05RkefGJJzIE/KmoqAwalaEWRJwOCW5zJp5NvK7f7v9dbffBn43pfTDv+6OfmEh2PYStO47K9yNyTD3jtlF3F7Ulf3gxFH84DgoMVV96CvU0XLf1XT7infOMx6zz0e+YLshe14FhZ40ISoOi5K+F15dNxQiipg0h6iYW8chSYh7sdOMqwI1GIa1Q3WGXVtLgRU1ISjYOcykiJPI2mMVsXsZgKOpuPGGsJe8Ut1rlIIxCKyoesPras24z2kTCpkkZkV1p9jfV9xkEvU8G6ZdyVQG2Dl0UMy14bpeEu8KghVoGA2qM0QXCVomsmCy3UtpeNCJ+FAQbKS507QXNW4G7cWmIDohBXdRigvdab7cbgQCbzVh0gxGbBSSTTwgNgUP5YLUWobK8KXZML2rmJeWkBTzQwUm8UaBORhuDwv5zL3hYVFzNKWkoZhA2xfsVE1ZzmI6PRpwkbdREXYFn/cXXN+LsXNIitv7Fb6zfKG3DPsS82DZuUaoBZOmHXJIPFKs7g8N7s7gR1HIKq/YJUj7gqkMPJQT80PFXDrU3jEvs4oyj+C4COAVwWmSE+J2LETgIBF72TKG0+SZVY9J+ITsxJg1NFmFrfIEa0Wpl2wi1vnmXUIqI9GIujIWObovKcwoyrpQZAUtEimWVFbhV4ZkDH6hoAzEzxccmoi70zxsS1BQvjO8nS65rtdSBESFGjT7y1oWAkkUlacbR/VpwUNrz6pye+tIBt7sJJdaj4o3yxpUQveGP5sN8bbkR9sa9o77eoU+WP5P/xHjqwWHUq6VN+sK+2CoOsW4sVR7zbyy0lHI9/ZXq0qoD2XAfllyWBVnNbqaFd3vfVvO2fMtaM3xmw3N65HhSUF5V4jKXSv0FOleliw/aZm+fYk7eqZtSfXpPf7lhfD1Co0eAv69FeOlY/2jB7r3G3ylqd4VzGuLbQO2C4y/+gJSwg6BubGEWqPmNShFdJpQaUKpKRYO9Y0LSR/53kvcbmB8UmNbLyrKpZVjHMiQoIyBmBecysvvvZdVouk0wUTxl8zqVd2L11rMc8GpEHGVZx6EzB/qrCw+UWfyokYGEEKh6TVz67CTwg/yBehRxtY428f5NO8nGfFsTSphJo0aFea2wh0kG7a8Bz0l3myvuPixYrws8o1cxrhEdZJVwKIwfWsuWX1qmO5rVIBiJ8VEO9Ws3knE3ni0RGtznCMchw3Vg8btoX9mqFpFsYOurzAR6reKcVsSXaLY5S7UpmRcF/zhbFj+zObfCcWi2MkxTbsae4Sxr6j3Ap/7W0tSsHqleLO+pPrS8Xn/FN1riqPiMK1yF0hRvzb005LOJcobMaR2Rzi6pYiDcneruoF2LokWFtc5HlPLZ5tayaMnwTDULF4pOl9R3cqisg8LbCvHXR0k47l6J6K2qCW/95oNzReWeSU+fToI3PsHmw/hCzGnX3wJJ3V2UopYiHK4fitzVP/MEEtD80riSKu7iJ4t9W3CdpG2N7i9+KqaMaMcTrKmxwuJgVMR5pWlfHf6fAlIFLsc3ZhVw+K1Kl3D8kFUy+PRnJXHUrQq9JQ4xoLqXQIcq88S3QtNPy3YfvJvUKX8bW+/vB3BPwGeAn+7heDLiz1aJW6qBS9PIoWFo3aeL3tL0parDB/vqppn6yNfsuUfXLzjj5/VfOvyjutyyYfre/48e+6BxKs15cSxLyW6bXQs64kPtw+8KxueNi2HumQKhi4T1e8XNetqpJsdN5k0Pc6W56sDhycVH17eA0gHKmruTGI4FjTr4cyxCk3AT5rFk46nqyPX5VIIsSsZ6MuF2HN0Q8FHl3d8qi5yh0xWiH429GPJ8lnL+5sdhRFD6dduTWE9B1cTo6LOMOyPBocxJ3JvYOgLjBXlp/caayPj4DA68fxyz41ZCgdvEHHIbndBbCKh0qSrCVRiuxYT4HF0fPfqhj/uSvzC4uqZspxpjxXWBp5uj7yaNc+f7rkrG6pq5qOLez4GltXIqhzx3qB14sOLe37UFrx/seO1FpLwy/WebdFzd1INlzULN2F05K6Y6SfxNXy+OvK52vKdxQ1vn6ywOvKy2VGawO1xwbev3vG6XnNXLHh6daCfHP3gqKuZwgbeXwk03DY9H4/PcM3EybX0atNyWAg0/Hx5ZHjqqIqZQ12hb5f4JtvSVEEKU8XZlV+8/6QAD1XC1TM+F9MpZiuPQuGX+cbukKgyxH7Ge7H0SFoMpUO2S/GNFIXobPliZCJWAfxCugBhEeTmn22DYiHHoHUS/71CYpmVSdhvHlnUI+3TkqtmFAhrteT95w9c1h2HSRZQ+6Hk+fLIMkPDQ3D03uF04EfmBU+eHNDZdPp1Nj9+sW45DCUxKS6antJ6Xj2s+bXnb/hx84xvXtzz5rjiouq5Pi759158zh/X70vE3H7B83XLu8OCabA0y5F2X1E2s2QL24gxkctFR0iKpZv4eXHFNhv6FjZw7Evqf/EJ7X/wq2dBx/JnEd2NLG+RpI8Qmd6/wN73bH9+Tbxa0/x4h3+xpfpkx/jhJdUn78RQ2mjQGvvnt9TLBfPLC5Y/uYeYUONEDTCMDL/2DZo/+RyqktRUFA8Hpu88x+4H9PU96WpLrCwqJPSuJR07/Hfeo/rZNShFNQb0uwcoHLap4PYB9Z98QAoafcgQa0YVkgUiOBfwgxMlZ+7oaOeJs+QzJ5NQRUS15tzdnQeBI+c8Br9q84SGecXjTSoii9nGC0ReBdIoUXIoMDpm3ibEEzNo1ujlRIwFsYxgQH+z53gosI2n3xXoUfOd777mp+qFKOHnbA+WO4HOBVKSTlvfW37lozf8xLykvuwZuoKhl47d8uWR475C3xTEJxO2mrE20nYF7z174NWbC0adWKwGpsmyu69YPGuZZ8PuSYnbjBiTaNuCNBjcduDZ9shvXr3if+p+DQaBZ60L7HelvOeLI8e3S6qrnn4Ums+TJwdCVNyvL/j2t9/y5XbDrz+/4aZb8Ob1BevLFqMjk7e0rqG+7FlUE7flGlRi3DsWHxxoNxUpaJg001aTLiZsEWgb4VUnFzF7Q9gEmKWBYNcTh6LCPB1oq4pURpqnLeNQoE1g2Jfo2nNcO4qrQdCYtuD58wfejJfohSfFk3VP4ndffMb/cqwxhefhQihgKccXYhK69nQ3pVjpbCeMC9w/qUkmcew0+r2W/rYS5OLpcOZbq0xpwUXoDXo95262wjae4SCpMGo06EERrybhs/aPfHk2E2kw0siwCXU5ESeTu6TSfWYQ/uPBbtHfPHJ72ZCuRt57/sCr+ulfvUr5295+eQvB/xT4p0qpfwr8KfC1PmtK6bO/6o5+YSGYkjpFWRIRqDYleZTYNSnqtJL0kZgeW++nfyGKUjh8BfJKiTOcLL9Qj6//C4/xKwXk6Zj4S36OPELVwCMf8cRNPBHcdcKcIF2dLTYy9GR1lGxgEym0KD6jUSilAUnXQAkUVhkvthlao/PrlI5oBG6tjPANdX4fmyHik9+hyfCvylD1CYrW+RgLG86FRtKg8+Qg+5NzXugg3ov5mBWcYWinI9rK50wZvj+fm/x/gejl5xS+UqgHoQH4pAlJS2cA8EmjMs6Y8rn3Uc7vnAxTto/x0Zy7Hj7qE7J3/i5TfBQ3RR7Hiew0d+vy8Z3HYVa7nf/2FWhSKUgZmvwasnoaKpmbeYJ00glOTzyusnWCk2fliUT4Fzf19X2evTG/8reTB1jSPMKreXfaRInv+soxzZNltBE/W/pJYP80GdqxoLSedhID3GFyHKfyzJ/svaOfHYUR0UE/uTM8O01WbGtme85gba0XS6bJshtrxslymB47vsPk2M0V3egk3WGy8vrREicj+5wMsxWoOUZN0JHWufP34mfDMIlBuNAHDKpw0iWdPTgr8C6A0ahhBKUwg0eNE6kqIOTnAipEgWxlwiAZgwoBjIwzPXmBekMklQXc3oGVAo/CyX7SI4ynQgLnpKNSWvToSU0Fx+78vQlHBBGSAKobiF2XqSb5KVHGYsyF12n+SolsA5M7JyeIMahML5EOU8zUGGUSKcN16gQFfnW4+a/sQ0lxGbyWei/kTnFSJNLjvJhUNuvm8XqK+TE8jlWl0nlc/mXb145DPc6nJ4qAUo/w5ZnO8BeuydOmVTpfJ1+lGHz9/6f/pPObx6SwXzUQ/MsOMH1lP6drLymhfqgM3+cnKxOxJmB0IkQpnJU60WiEAkSeq0/X52leOfmqpq9cvye+nlB3EkrHx8f8eY3Jlk8n2k72TjzRkMhz9en9VP5ulEqU2qN0ZJosajrZssj8hVFEY7CTIibOCIEehd+svMJPIhLSXmzSBOYW0SMqUx0mLQXcLOM0FCJgSjad0YQwCIdeZ4sZkkC+yksYQwxirSY0CBkPKSb0qJkmi55kbtCzHFM3OTmGvyfbLzFHUCOZxP+Mv3DJ5p//ZsQiX+Qc4dBahsGJangyKBsp3lqqG8XtrcCBHB2vJku6Lvlx/Yx0XfFxcUW/rxi94XC9fDzUoOiyobQkeSjaxvGx10y947AsGUcnvJzR0C5LQm/ZVw0hJ1A8mBXMik+jIl2XfGbzsXoxqU73AplOCysTZgDjhc+yT0v6vmDelcKByFDhw9LJBTxpfqye0d01MMtkSwI1KerXiv3Fkj8PAid7L0aih6wAVl7R1gU/VM8Zr5vz6g6TUINhOvlzBcWQ00jmKvF50MT7kmQj9VvD28WW+lrjl0rUabMYkN4NVo5p1PzZ4jnTdYPpNMOioHcR3cl7fDFb9OuKV0mh3hUc64KfTZbpXUVb1dxXnnBXkkziY68p3jg+rS8JuUvwc31JUQSm0YpH4uCkm6kjc+8gQ+Z9XxBvKv7k2fu8ud2gFDwsa/b7mrQv+DjBuKuw95abnBSjB82+EfVdO2Sn/8FSvHHn5AoSvB0NqhPI8+PR4m9qhroUZeEg/CwVYTpYEeXMCteKYk1FRTLCEdSzYlyKoXRSJ+PbhDvI9zBfGNxBY3tRG9sOyvuEXwjPynYKnX3Bih1Ep5iNwCnJCHQPUN5Jl3DaSkqEN2KmbVuFGRTjxmFaQ7HPJq+djM3Oa1Jn6KPc4M3ecFxU4s+Zu+ZT73gwUbhgSfiT42SlM7ezdGWJMkkKv70Y0x6sZDWTYJ/EfH0+FNwsFkxdwV3R0B2F/jEcC276JUNfMI2OeHQcbEU8OEyrmaLC7ISnqbzA7EEnDiqRovA/2Tv6kIsRLep7LjaUt70ocpVi+t57FD98B5cb0m4Pz5+i5oA6dszffoH72WuoSuzre5KzFJ/ekjpR8yprUUqBc8TtEnO9I60awqaQfTx/guoGiusjqalQ/YjaHaWzdxjJFSz63QMqrESAohR6UWNvj6S2k1bwdikLhmFEFQXq/RficJCEQD8fHcOs0S5StAI194cS1VlRnS6kaxi9O6tqFUpSJVrFdHAiMMj+k/YohYvyMBVyfSQDxQG63kp3GUl6mEsrXNZK+HEm31DbixLVyZi0R4WqwWvNfCywveQdJ62Y39a4oyY0lupOY0b49Nkl5RvH3BnMnAsNpNAZi1y49Ao3KT5unlC9cnR+gdvnQmOCo1li94bqRjH6gnlhmYwofL/UW/RNgZqVpAVNmuqd4ZiW6EFTHhTTJB10cxRO7TQ0vB0cf6wj7m2B6RRzp/EGioMUN0eWVG8tQ1yge4WOipssCmy+MHz69IL5ywU/tU9odxVq79g5UdTHWWPuHb1NTKND7yTZpHjQ7DaNpE55hRmzH6MrGAtLcWe+Ag0rpijKaZTUUtU7w1BUlHeGWCaOdU3qLN4kzE6oTsW9YTCZUjEY7pYN9kF8Fk/m3QBfdFuh70So7/SZIpCUJCCFWlG9E3P8yTtCmSju8nkcoHMF5Tvh6CXtZNyYhO0VoUrZLF8xeStzqeecOBONBDDIa/O4ah+LtylY7KCwrXSyByWUERWkQRSt7LtfVCz3ivm+oLpVDAhdqbr7mtPJ3+32y1sI/tdI3vB/zN+mWOQ3PvgCrRKv2zXfWt9xNzaMweJ04Kf2Gce65Fc+eEtKiuNc8LRu+fnikn/48jP+j/QRv/fep3zWXvC99TU/WLw4Gw5PwbAqR0Zv8VFzHEpW9cB3tzdc9yue1QeOc8kULcep5El95LZfclm1tHPJT4unfPvFOw5jyUebO37onvO9J9dYLTdKnwyfLC+YZ8vVQqDUYRIuYwiap5tWTI+X67NXFEBTziyKifuu5tefveYn1VNmb87dzHm2HMqGFx/e8cHqgcrMPEwN18slRkf2fYX3hrqc+P7VNT9Q0n00uQvZTzLZWBPwwcjvxgJjIu9vduec19u05f337vgyXcr7XmgWz1pSgu2iZ5gt4+z4zWev+MMoq66m8DTlxP2hoSg8z1dHPrMXfPTkHt6Hi7Ljt9Zf8Ee7D3hWHdnajj/bv6Qwnt9Yf8k/W/wG/9E3fsRP26fcjw2/d/UJKzNwCBWNnrieVzR6wunA/dzwZlhT6MCH9R3/93vv85998D/z329+h0ZPfFTd8uPuBT87PuUfXX7MD44v+WR/xfe21xx8ycNY87LZE5Li11dfEpPmdl7yzy++y1XTMkeBz767vuFNv6IwgW82d/zgxUte1nu+7Db8OH5IrCJ60lx8dM+hFcjmqBqZiOqIXU/0dQFV5KMPbvi0vBKIIwe3HypHLBLV85ZhUTJmnp2aFdOFZnoxoWxkOjiBgpaegy1IdaTcSA5vWc0Mx5LkFXsc0YL+RoefDLb0lKXnmJaoJvDs2Y4bu+LoSsqlZvm0ZVFOrMqRh77msu7wSfNmteJbV3e8rPfcTzU+Glpf8Lw+cFm0xKRpQ0HrC1Z25A/0B7y33mN1ZOlGPllcEqLm/dWOh7Fm8JYXiwNWB14v1/w7F2/5af2EX9lc88nhiouq481qzb//9GNC1GyrnuvtkheLA58vNoyzEx/B/ZLLZhDBUL6WP1zfMwTH2g380D7nciEuAlZHDmMJxnDzOyuuSouvDeV1S//b3wRAvb+men1kuqzRm5e4Vzu63/yA+uf37H7rKas/P9D+xpLyXhCPUBps71FzxHQzw688R/t45hiaw0BaNuz+3S2rj1tMTPTff44ZA92zgu2f3jN+9wW+MSIwUVC97VGh5OE3r1h8sULFxLxylM6Istlp9OjZfLgTpendgsune1blRGk8P+leUmxGXl7sue9qjptKuv4qsVkMtH0peeZJsVoMHJYNz5/tqN3M6/s1TTVxr9cSDagTy+V49qU7TGsu3tudFwPzZHl6ceS2WrPadoxTjvvzht/8xpf8uHpGCJp+WaPqgHWB9y/3fFFeEJV0o7bLnmNbsawnDpc1aTT8ow8/4/fjRywWA/NsBRGxHh81pQ2iAJ8tXVfyOx98wR/zDZ6uO2Zv2D00oOC9Zw+82y84LmvKJz0LF3AmMM6WDy4e+PP0jKKeebLoGSbH/qLm6cURoyNvbzYs1z3OBI5dxewN23XL8+WR3738lP/u20vGwVE1E3U5sTs0zLPmvecP3FwuebLqaXP2+UfbPQA/K5/yG8+v+bze8KtX1xyvSm77Bd/bXkvWcDT86MlzvrO9ZVv0/MuL99EqcXdY8I+/8Smf7K8ISTHMlsOx5ltP76ntzCdXl6gsmjtZMJ0cFL6z2fHx9orvPbnj06tLauf51adveTcsqO3Mm+OKTTXwZr/i165usDrypl3zO08+51/Yf8DVQhY8MSmcDvyTF7/PFC0/f3dJZ5rHG7ORxoKrPMdleYaJi8LTLySSTvUG96KjqytUUOiL6QzjT0lJnrSLzKPBLGf8LCIe18wMS4GGCQq9t6jnI9NopFjPm17MDLOBIfNg1zPefzWFSva9fNoy3m0onnccbY1eznzj2QOf90/+6lXKv93+37bvA7+VUvrJX3dHv7AQ/Hx/QYiKh4eFBHlPjmF0VOVMelvSXGu+eNiSEgx9wXFZsr9b8Mnqkva24UfNM+6PDT5qvrzdniG3GDVdXdDnbkXsLcPS4XTkrm04TCXDbPHBME6W/VAyTI7DWNCPBdyUfFlsmEeL0ZHj7YLPiguMjvIabzjmbMlptDl2KHcqvOJBR1JS7A6NQKLZzX9eGFpbMHQFXy427I41PlvLiHpLchjvnixwWuDcdiq42zcYI3yPlMUir+s1h1195ttoE5kHK9F5OhG9FnuFzqJs4sZ6jocKbRJ2Z7g7Nph7K9F4g6Z1tagKo5ac2dHwarPhuKtJg2FuPMPomA4Fc2m5BqaHkrflkmFw3NYLhuD42e0VXzYbLqqeT95donWi8wV3tyv+aPEBr/dr+r6gtjOVmTnOJZWZ2U01TgcKE7jpFnRjIfzR5ZJP313wv118nz+5ex+rI28Xaz4+XHF7FF7Lq+Oau4clc9QMk6MbCm6aBVoJ181HzW6qub1es2skbSYGTTc79r10xvabik/vLriuljwcalmteuGk7PYLUXUHjTueYq4kFcZ0Yh10exTRDIAaBfoodhpfJ6bJwj4/t0qYTvJFfWMl/u+oiZUi2ET5oJkUzJVApkNUpN6gosLtpbjoLpwooHWij1r2GxX7ZUXsLcVRVtLD4Gj3FXelZ24LDquSGDTzruQTBfdNTT/J+ZkmS7d2vLZrYlIM3jJ5Q2EDhzcrPpksWifqcuL+bglJFNanTn47ZhuggxiB3zwsSUnx5mHFbd2wPzT8afkeb+7W3JUN7a6i3RYcH2qYNENfEB8KxqV7nCAUDLMlZs7vw82Sti/OUKYfLVfzHc1NxP3sNfZqS6wd9acPxKpApYQ6dpQZ+o3LmuYnNyRnWX7WoWKk+aLD3LcCDS8qktaoGIm1o/zsnrhpSFphbw/EZYWaZpafD5ijcCnrj+9IlWMxR7i9p/ABVznCskRPAXOzgxBZ//SI7sR3UPk1+jBIBzHzEh9ebyBCcW+4i2t2dUDrSPWFYxw0n0+G2Drs3hBy9vRdXaIGcTnQk2K/drgHw9u0yXGdhvGupv7SMi+kmGiXxVkVuvlUcb9ZC3KiE7bV3AyG4o1jPxjUqM/ijh+4lww3NSooqhuDbyyhSHwxWsy1iECShv37inBwMq89OGyvedVuiLclx1kcGKhmtjEAACAASURBVFDQZSSjswJT+tFAb3hztWa+L7lPYvulDhYVFe+qBeN9hd0bRlsxVdk+pnW8K2fiZOhbGTtj70j3BQ+2FprI3tFmSos/OlRvuPei9n2/2TLeV+je0Aclr90XEODarfEPhViFtVIIvkLman1b8PCy5v5+ydum566ruXu1YT+UQmnxhuGmZt9WlIVn/0aQLXPU/KH+QNCgzHdzO8PHrUNXAa5F0JVswu01NxcOPYl9zI82NeZtyU8Gh74pGF3iX46OuXcSDLB33NYB/c7xr/pCivtDwRQMD59ueVgthQoQJBLyf6h+mx9+/oK0L6iuDSePwZTf39eO5layhqeNZSoS1TvpCNoOutRQ32rMBH1fUfbIPTBIRzE6sINiXkknWAfwjaU8ZB/BUWE76ENFMeRc60yl8UuD9dIVjQ6mTmOyalis1sRN4RiWrN8oDvWC5o1m2hq+CCLi+XuxnehBv5zb7wPfAv52C0GlEnXhmVcDtZvFlgXhfMRKkgJql2N/JktTThyMFAyqCizdxMGWbIqB68KL9YtK4IWHZowUZKkQjpszgdLNbMqBmGpxQDeRupgZJoczEW8DgxNn9RgijZvRlaey2YYjKRZl4KhryQ5OoMtAsgKR6kkxVwUHnQgHGYxq0rm1X+BtJHWWu7ZhOhbCe8iDX42Sw3g4FDyU0oHy3jAfC0IZxFQ7iK3JblmReiucSS0rOEb9yB2LohpWgwYDx6okHh3RJOqjYugK7CTQhBkUoZZidTiUZ2j4rm9IvUUPwsOcBivK5EnT24huDV1bEXrDIRiunWfoBIr1wTD24gr/rm9QB8tNu6BtK0JnuW6XbMqB+6GW1W9fYXXE2UA3FvStCF+ugakreDutuT0ucpKKFPTtoeJtteRutyAcHPeuYZ6kMD/ki++V3UhyRl+hjoaZIpvawkNZ0x9LjIsCY+4rsRlqC+pOnUUap5WuqDaVMCciJGuytYui7wtMpx95TZ5ztnDfWWwnPlknOxh3hGkrP9tBERD1rx4Vptd4J9BRmqXQS0pUhMmA6o3Ap1qMZMtOEYLCe40aBK42g/BmUmuZg0YdreSiKlFwd7VAttMoHnKxt7wD6lKut350BC/RhrrTjGWBUjCNDg6OpBNHLYsEvKJDeE7xKNSL+VDyRq8YD9kZ4Oj4fL9hPhZSJIyG7liijlIge8AeNSG5M3SooqI98xIN+miFrXyiUsya2FS4NpA2KzGJrsSWJRYWe3sgLRv8psLeHgkLB3qJud0DC/S7PWrVZA6WWIeYN+9I66XYwRQO3c/EpiBcLNCDF/NpKzw9NYyEpxvU5AmVwV1tIUQxiw6R0FjSiy3mriUWBr0TzmGyGnXsSNMMF2vUOAuxHpg3CtN4nAs45+nWNakJVPXMkBTpYMTcPSupkwLVGvG0LCJ+obBlwNiArmamyRJuDGEpc5XaTMTegotMqxKz8FIXavHYw4hRNC7z1WYZe001MhQlyWv8MhGqSFpIGs60NKhZCxfquqQ4KkKjKe4FMv78+oJip/CzO+cFn9XRTuYr2wuM/Gqzpbw1TL7EDhp3ELXu6BrcQVNdK4ZkCaURs/VBcWtXuGtH0tDHBj1qygfNaGrwYuI8zSVRgetlvptSwSFo/qx6jntnsb1iHsWPs9hLvF5vCzmWucEOwrXsEhAV9b3mi5sL1F3Bp8WF0FmcxDOiktz5MjJgTTgb/SctlB9szp2fhRKi8j3Kn3jbNhGKx/8nnXA5MlTyt6VYszYwaytWYTlYIBbpzFHHReH5upT53qBKOeeXRYvSEMtAdFL0g8Cup/1LHn0illHy5m2ON3SPedHy/HTmF5pR5Yg8UbJHl/mRsyLWkdiLIpgoCmTtIZY5RxjhU0eDHNuJyaPlOFR4LBaTBlUHUd6Xct3FMmFLTzLlLyo9/n/dfok5gv8l8F8opf5z4F/xr4tF/uivuqP/b7FIXj3NwQgpNWqs9cJlUOBzJA4qnaPYAJmQUiaRp0fiP8DJD8/P5ms+Z/FUoGRPkBMJOCZ1Fln8xe9M/KH0mUR/EikonYScrTPX3GvSxhNnTXPRc7XsuEY6T34SL8G6mbAm0heOl+s9Pojn0YlR7UfLtC6pNiPf2OwI2TPvLeBsoNXiyeRKz3vrPftj/SgWsTGrhgVq8bPFFZ6xLdCFqHyvc/TP2Bo2m479bUGshUd4Sj1Z5kijebJ8sL7nfrUgFAZbeVzhGYoC4yJPLw686h1PNi230wptpJtnXMDagDUBnRXNlfUkl6ic52ACwUr8nTMBo3MGrY5UxUxpxNB1cgaloCpm9jZiVaCwHmcijZ0orOy/shmycDYrEBVzUNisnq6dGEiXNnBwCe0COIhei3DHCS+xsh6TJ2NlUi7ipBDEayEfJ8lUPQWlh0luKmKjoTCZ7Kw8JCfFWNKIOm4m20DIilnPCeVBR4XOFVoo9DmIXmVz6pOtkJCk86I988KSk06BHsXA1U82k7fBjJlDV0VJzPEKW3tZOFRisF6XU74+FJOSInBVjcQkvn6nOLCHpsJVMj6cC3S1dA/KembSiTgaisqjdaQrDZXztLVn1YhyvK5mwizZ1Q/1QsZlUBSVZ6isWKfVgTAYiULLRUICypxNXDjPvorSNTldz8agDy0qLMT3b/LYB4lx0xG5MKcZex9RsxdhSIRUyAItbZaEVYnZS3dOxUh8dpEhWyMG0oUV9fEYUN1AKhy696hxJpUFavCo2WPbLBwBlI/4VYnp8rxpDSiF8oHUVJhuJl6sUSGg+hG0PidXuL1iMgWhjIzWUR41KMtQFHAQKxG1N3KzrCWZQnjIRuaGg2YqCnwRxU7o4CgmBTuZK2dVYAbxqSwO0O2ddJRt5qSVwmedjBXLj9w9PLQV+mhRHtxBoWdNmBRTArcz52Sl+cXMbIzk20YxG77cttytS+IiELzKAgi5jpSTge1LQxg1V5uWu1UJ25lwcEQrCy29nZi1Q0+G+SJAKRnrvrUstz3HURayZj0RBsscJYkqec2UHHEjWcNzYYlOE1eeZtPzzdU9rzdPxfInF9OzsiJkWM/4TsPFhO+Ew1ltRkJQTFvD5fbI7ax5uj1ybxvG3tGUEwqJC8UkysKzKifui+zJ6gzLamQYnCRbBUUopbgrSs+cVdrYSHIaCmlmoHOWt0uULjDaBDZROk+odM7zdmIsbRNFke8DZWBZjGAjtgjEoKUgVIkL1+EKT+gs6STY1chCN0sBBP3IN8N41gudi/lo89NNLurTycbosThEcy7czl1HI0UliGOCCsIvlAsIkkuoST1mH9uUUTfOhtKnY9Ye4czaDBZoUdH/vdn+Hh3Kv+H23+bH/+ov+dvfnFgkJin0ToqxeFKIBunAaP9oeBu8EUPpoJmjOReGYghtxAD6dIMIhhDS2ViaqM7Pk/eVgtCfDKyDKBBnKz8rL92Vk/lwStk8lGwOihR+J4PWlF31VWdRo2LoC3YmMvWSFsAknc5Rw6wFwn0YasahELVV7nAwixnwMFjueuFsTF46a6HQhM5CUHjgfqgJoyEqgXW8SYTBEI2YzaYgkGUahIC/7yv8YAlW41pF25VCMk/S2g+DnNPeFTJBdZa7YSFqrUHjsbK/3hLmyK6qUb3h2JeSbOAM/ezwo2VU2Wh6lk7ofijRo5Y4s1mMnUcv/MxxtoSYv8NR4a3wePxkUTrRjoV0+HzFMDlmE9lNtUCGs+Y4lgK9ZgXZPIr6dHJiUH2cBNLpJ4ceNdHY84pynCxhMiir6GZHGA2TEYNdX4kFjPbCd0k6j6NKuq6+lq61X4jzvdIyoZFAOdl/qPLKuA7EUhMixDKhWiU+WzaRXCLMcjOITSRaSWNIVRCjcpOyIa1YxyQjxxUt56Ip1DIputIz147g5L117YlDnh1jVsrnFfXpWjmp61PuBswn5XS+doIWFWBMSib8rFJFidIzna9dJUKL0ywRFD7I2BYld1aSRzG7xetHo96TAXEu/k4dW/IiLuVr7wSznI1xoyI1FXqK6Ld3pPWSsG2wu55QlZhbMZgO6xrts/FzO6CGCeUjqhswPoii2BpwBn3zAGVB3C5zsedIRoNDDKiHiWS0RNftW1LlSM7iVw5741ExkeoCM3hiaTHdhNod0aWTzuPdjvTRC/TrWzlPq5zctJ0hweQs7mKgLD2F9Tysc7LIuqcziTCVxKV0mEwZZP7ojfiINp5ZO8rLnqLwDIPDbCN+ZySZISj0xUjorXBTVxXuYmCuJGt4tha9nJlGKX6C1+cIzBeblrejJXrNhCXWidR4idIMSkylAQaN6TUhCwrMpDh0JbZVzFpLRzAXAjKPZiHLJB6Jx74U0UonixrbS6E7dhbTinDKHDXRi+jBdEIr0L10tIK1IhgbZR94hWsVsxN+rumkeI69YSgKboYlus+LNpeTm7KB+9Ra3KQInT2nZoydIwVN2SnhDbaWw1CKAKp13FWLx+uhN3RdiQ8i3EkJbKcFwTg6TubW7qiYFpbOa1mU60S0ImqZrT0rYPuylM97FKFi9IpjVzK3BZMVceSsBJnojqVQhDrL2+MS1RkmVZwLMVTiZ+1Txs6BlwUtcC7YokvoQc5LLEQQF7MQjiCm+HqUzqkOeXF6ipibFJBQUc5lKNVZ6BFnhZrBBFEMmzk/P/J4DEhRqWcZQ6cUEu3zgjjKQlwHRcoRi2qQe6eeFPNgqcavNIb+jrdf4o7gt/6mdvQLC8ETAX8+lLzTCT8bwmTQRcC2Yvx54hzFo+NgatTRcNfVqNbyrm0YuoIbt2Bqi0c8PsqNLbYnaFZSQ3Z1RdeKRcY0WSkuRylE/WjlcbK4VolB9aR5VwusuV9XmfuhJfh6MNi9wcOj67kXpek8GgbnxLF90uLGnyDYRFCibG3HQoqvDA2fZPdmgjhYjkMpflSzQJ2T1+d9JWU4DCX05tHLLquGk80rSq9ITgmsG4VjySgTnZ4Vw2Bp9oppLReg7rIpbRlF8OAVh7FA9Qbdq5NPt6zSopbs3k4zjVYgukG4k2kweJ0YjDtnH/djgfKI9ccgk/NJ2DLOFh8j0ygdzC53UFMunudSJvbdVGUzb+H2jYMjTfpcEOpRuI2nfNVgLFEnurEgkaHFUdJATts8WdIovCUpaGUcqEljB+m+kkB1WX0ehHsXC+CULNIqYpkYe0PRSRfbDNKhsy1n6M4eFXYAHyVT04yirkvTydhXkVqNayHUEIeTaligZBK4Nlv9DNI59FpUx2aUSXbMNwjby3Nj66AUrlmwEes80Si8cZSll1zhr9ghNeVEk6kYJltMFDZw1GBtwBjp2g5FSUpQlrMslqxkENfFzNAVNG7Glp5FOdGPjsp5xiKwKQaqZpJUm8FSljNT6WTRZyXnFRth1qhCkmuKwhOjlm6yixgrHRJtInNSqGNPer4Sy5fdgfR8Da/e4g4r8J7ULOXLTknse+73pO0K8/aBlGHhdH0Qu5l3kXS1RQ3iSZisAR/RSfwA42aBGibsfhBotypQr25Q1lKlBGVBenOD2h+wi0aOKQRwFvNwJO0PoI1wBatSYGStpVt4V0CEcq8ZU81cBpSL1DeayRccgkIfxew+jDLOQmWxY05bCOAHgWMHWzMWEUbJOa930jHUQTHNFXZ8VKj3tzW2y4T8ESbjqG81g3LYQW70KLherkWZGxTlvRIvzFrTjwZ3Z8TmwyWmq8DZLknqAfm+FbkTxNftkXLBj868MS2xcWTYMemM3Jj0te5Usvl3SvYfjPDDyfOhfCBZ8cWz52c6d5hQQmU4Wb+czLyTytZP+XhVlP0kndMtjKyilFcCvSKLXkDmw6Xc8uJksJ3GL7MVUVZm204xTpl/OYsqW49KMtyD3POSVigrKtro5DtIBuZeFN1+MKLMjQgkPUq0qW01AZkvQi/qYzVouqGU4twAQbptJHiY6vMcHV2STtupe2ekGDylySYjrxOYGrRSEkFXgBryovkEc2ej8GgTKpvly8JTnbuMSYOyAg37OmVkhfOYiU4W4dHmfZW5255DGaJN0gksony/WX2ebJLOp/vlrb7+vmwppU//pvb1CwvBZTOiVOKQJON1ctLJcc5zXJXEB8kMVkoSL+p6Yt84Lpueu2bNph6IUXG16Di21RkejlFRlJ4xQ1zRGVwzc9H0xCjmt611TN4yGstqMQgfxHkmFxiaAtdMhMKwqke6Rc2qluXOlGHs1kvCiF7M0j3pDbo1/1oXOJ0i5E4Lrmykqs9+UTIryfPyxaAf47xUfp46+8nJz1+L60ry+6TSY1v/NGEaiRVT2UvqPO/ltr4co1ycX1u5KLlvJpXOCsjzE6RmJBr5bLEKmCqwKCeOZaSsZ+pyoi9LtI0s65GbpmFdTkyVFLZNKXnEonqWm7sz4RGqzKvWupwYqoJNMeCceC+ui5G2LghBsygnxtIy15aq9GJXlcBUHq0SyxPUCRyaKGkc+cuoqpkhiBVJVcwMVYEtPfOsmZeS66sipKV0k1IEvygIlfB3wjLiZ0WoE245Mbf2zAMKTWRqDfMqkZYe32mSlSB3OZ+KeR3PVhF+kYiLwLzU59eEoPLNK6vh15IMENYzcTCwntE6MR+NpCYsJ6ZZMx/FasGsJ0Jnxb8xd9VP/m7eGwYv8XxGR2LQTF4GhFHp7Nk4ZcGMRDgarInnbGzv5ealdPbTzBSJmCSea/RWqBFZTd97Kf5D9qjz/nSX+UqXL+TuZdAoE+U9Tsr7HBWZknRgU1RgDfPK4i7WqHEi1Ab35JL0sIfLLbEpma5qqm5CzYH0/Eqi35yF2eOfrnDtCoYRXI4YswbVjfK3z24lds4HsuEd4/Ml1e5IKgv0aikFHhALi3EOrCVVpVjaWEMqHKly6Ow5OK8rXP4b1ogfYe50fM3WLo9TdTLRPZmufvU6zZ0U4U995W+zOi9ezASxzPvyj++RDOeIM8h2SXnFd36M+cbtNTo+PpevHKtEiuWfc1Ehj/K70kSGKpFcBKUfLa+SOnMjU5LuuDWRoUwoF0mFJoZTYRSJZRRY1yHQsIJYKZwLsp7OEGuMAn2rDKvGMgmfWyXZZ6FIZaAoPM4EYiFFXjodd5FgEkFFKC3kzv15YWI00YkYIxWRwgas80yuwFrxa52TFOoqQ7pjLlJClTAu4nNHNOTvJNkETlI0kpbCys/kVCF1XiSdPouvpChTJsOgRSSWYuQcnUaV2Wtw1DjnmcrT+T8Vy+JFi05UFwPj2Mg5OBXgJqEWnnkQjmjazpgiMHdVNjDXqPXEPJZEp0jrGa/E3DwOmlgLWhFLDZtZ0CGvMKsZj9iKxV6Sc1IV8OXjIj0piIvAVCmszc2OlSfUSiIKIRfnhuW2Z1gVuM3ItDHE7czTTcvNuubvzfZLXJMqpSzwD4EPgeKrf0sp/Td/1f38wkLwKltBDJPjqmkZvCh3F8XMoVjiG8O2Ec5PjIpNPdA1JVdVy88rL3YYUXNRdlzXy0cOX9Qsq5H9iWiuoaxmLquOOdtXlNYzektrHetqxGhJTehnR1cv2DQjw+R40rTc1ku2VS+2AMGeM3NHr6mbSVJFdBJi7KypNwOXy45blaTrmLM8m6UEgQ9F8TWOYMoimTgZprag2fa8WB9wOtDNBddIR6Y1wkssq5mX6z2HY43ORtHGRMZCHOZPqlhjA1Ph0FZSNG4zR3A6GpbrnvZCEgGS07CdRAiz6QUmHy3vr3bcbxtCb7G1BLp3usS6yMWm5aa3XK5bjraiKmeeN0f2q4p1M7ApB/qxQOsk53Cx4tnyKFnPhePF8sC26CjNgkJ7ChMojRR6t2ZBb+Uu83TR0o8FH9Xv+GK1RZN4b7FjilIgPFsciUnxzhu2y06EJsaxbEasibxc7IlJsXM1+8UC10xn892LZccuG6++t94zeUtdzOyAZNx5hapdkJxUk6PdNOeJOWUvP+cC8+mm5tK5+4FGFJyFFOTJpkykVl8hZOdCW8vfyKTvlDTK5gk/KCGPnzorLubweFlspOLRLDw64d9oldCLmaqeaIOibkbhUDaOZS3pL86Es0hrW/fUVjiVzrhzkXi/CNSVdApX1UhXCRF7UU1y05sNq2z7UiwmlsVIWU1c1h2jN6yqkckbntZHXu0lJWeqLYtqks48UDUzw6wl2SIpMcNViUWVE0PKkUNdUzdjhqGBNMMwEq1CH1pSU1G+OUon7vkTSAnz+pbCPiM5I0rdvIVtI6kFWknnb9lIR89JcZqaEnMYiJcrlI9we4faLMEYdIjghRuYCofarJkuG4qfX4MxxMsVsXLoukC/vRPoub6UxI5pFqNqJe+btJiox1UQ2odXsJwpKo+1Ab8omNcBtx6ZdcGkbE6eEcqBd5pYCaoQmwz/LmWBkJIiKMu80szLnDu7iFIUaoiFIa28+FHqRDQGljN+qYnLIEVT9sRs1gPtIDFpymtCJeNcL2fmTvisKduMxKCE8zlqUJpNPXBwa0krmeXYlc1COydG9bFQRBybemDfrITmEBUxGYiJopoZR4NvEqkRxbA2Ce8VdTHT1nL+qnpmVBBrgys90UbCpNGFzJPea0ItAr/SeV7We35QRrHwKoNcq7MiFQrrAr6JuHpmxpGKnIRiI/0y8bweaOuKVTkyB83o6jM3LyXFbEW44Gygr2RuiEWiKDzeudyllHOMS8LpLGzmyEWSNcQySuCAluI4FKCLQHLi+GALj49KVMNlRBVRumlFEGCojJQ2cLSSPJNsLvCLKKEFtfDITSdjKBl1nsOisuduZOiFYmQnoXGYUTH3Ap2bSTH3ko3OlDmrUYsjRSfuCqes4YAsXJJWZ+g/NhJPqCd1LpqSFRqBGWVshOwPqRJZqCcdyPZQUR0V/bGgmEB1lodj/TWY+e90O6GUv4SbUur7wP+IQMQKWbdYRDQyAn8zheBxEouQeTZ8uduwrgdSUmyrnrfbkflouNsveLI5Cnk9mPOj1pEv92sq57kfG7qupGlGSfUwgVU58u5hyXIhk/+6HvBJc+grSe6wXmKTEEHIR5s7PtldUpiA2w5YE6WY6xZoHZlzmgXAQ1dzsep4cyhpyhnbDLz54pJqO+Bnw/PNAasjL7YH7rqaebZYG3iybJmCobCepRt5sTnQzY+JDbuupo2Kp4uel82O41yyLXpiUszZcytERWEDl2VHUc4sKollW5Uj14clL9d7Hoaadiy4WnTsSolQe3+5O4tz+m8FvrHZ8cNmyYsP79i1snryXvPeek/v5ZiuypaynEmFZ1FNbOueO1dT2MBV3TE/MTxpOiYviu7Wi2dh42a6OauHvaKxExeXR/GINIHOV/Ie1OdzeurmtnPBe8sdu6mmmx0+yYr2x8fnHKeCTTnQetl3XcxYFWRBEDRORzb1wJxtT6yOTNGeP8/yokMrIVg/7BsU8GTZcr1f8tnDltLNlNajdeL7//hjpmi4LDsWduR7zVvezmv+12ff5cP1PT4avtE88PHxiifVkV9ffcn//uQ7vNfs+L/efMhvPH3Nn1y/x4ebB767uuYPbr9JTIr3ljtu+iWHseRXVg/EpDnMJe8vHnhaHPnnz7/Df/jiUxZ2pNLz/8Pem8Val575Xb93WPPa0xm+841Vn6vKdpfb6Xba7kGdoXESSwwhuYGIWyYJgbglQsoFF3AB3CBFkSIkxA0EIQgguoVAiUi600l3O7EdD+Vy2a6qr77hzOfscc1rvS8Xzzr7cxph2ohAW+ollep8++y9zj77rOF5n+f///05b6YUfcQ8qPid8zdpuoC/+OYHvCzn/MmDH9K4gG9+6jH1YPnlxTM+qQ/57vI+2ybkX3/6Df6L7/wqVRkRjqYLpcQwo0aNbdtb8qhhcKLbbHpLZHsCLSy/djAi6Af5jM1AGHV0raCV+l7LYqCOeONoydn5gnUTEwW9JB4oT+ckDcd5xbvHFzzfLPb68zRtqHUgIOnAyYKo05hkII1bMQ7ddSqto+sM1jrmacVVl/O9//QBrusx//IhQ22Fj/nxEabQuKOObGZpak23mTA92bG5zInmNe1ZhjmucYPCdYdwh2E5bLhb+Grl6daRdK+CCSbu8UOKaw06fEgY97SvMlzkSE4t7t89oNlF6I3FTXuC84D+YUKUtdQ3CQQZOhpGDuAcvKKrAkwc8+m/1qFLKRLb40w0js0ANAQ3Jd1hSrAsWf7slOnHNcp5XGSw65L6JMW0DlN0uNAwxMJT/ODfmPHuX72i/MwhySdb+nlMeLrCBxYfWK5/acHj/3glY9nAMOQR5YOY9KyUfW8rhixgiAzxqx4f7PBG0U8j7KZBr0v6kxlmu6I7SBkizZ/+T77KeTPlfrTheXXAs+0B//6n/hf+p4Mvchxu6Zwh0j2nzYx5UDExNRrPP1q9waeyG35t+j3+Rv4r/NLsGX/76md4ki25aTK+fPgB192Eb28esggrvrL4DqWL+HbxmL+4+DrffusJ7xcP+aXJh1z0M76xfoM/e/A+X91+ivvRhrejC0oXcdvnfHX5lM9OL/hi9jG/Gr8i0j3XbcYXZ59w3U3Y9jHn1YRfXjzj79++zVeO3udlu+C2zfhnF9/mvJ/x36S/yH/46f+R/+HoS/xrh7/Nbxaf5a9Vf5qfOzkF4Hs392juD6RRx7uH5/y9q8+SHxU0dcCXHj3nH9tH+253N7dEQc/RtOAmyoQqZBz9oSHWHucUWSIL22sFj++tuM1SmjpglteE8x2x7Xlp5ywmJZd6ypOjFUp5XukZv3jynL/XWRZpxcVqQhx1HGQlvzB9zteTx/yrP/M7fHPzhOs6YxrWOK/YdRG/fPiM37p8h10T8ScefMS6S3jv5j738y1Nb3l3fs731ies6oSv3PuEH26PeZBsuGkyDqOCxHSsuoSTaEPjAhyKg6DgW+tHnMRbXhRzUtuilSe1Ldd1vr8f3Eu2OK95vl2glecLhy9xXnHbZmjlyG3L752/wb/9zm/xX977Vf7i42/yty/e5d35Ob+Sf8h/9y/RJAAAIABJREFU/+CLf9Aa5Z/qdqd++Cnd/jPga8AXgPPx/zPETfxXfpId/dhC8PKDY7Gbl5oaKLIJqlcs5znmOiS+UXRVxulBjCkMVewINppvVG9iLwNWYYqLHWiIzy1FHuNHbfxtOhCdibZPdYqzNOM0cNhby1mai6YA0VstA8/FYspwFQvYt9Rcxwl+TNLQjeKj9QjSdApTaIppRnxquSkX+MCTfmIp3wIGxUU4kZG009Qbya0kkJvY0Mv4+KOxE9q1kqzhndwU9NpyEU8ZxnFYaAeW21TGaaPY/25MXK1i2iRAKc8ujii30qmpqpCuEsB1tYkxcc9HXrHZScHnB8UL5gQ3ls1RTLWJ96Lw02g6ZgQ7eqcpV4mIpOOAXRXRtVYAsG3Aep3S9obqPGeXJrKargUp4zoNhQUH37MnFFcpy2TAtxp7G/DhcCwry2ggCAba2mKsOL1vplLY+ztTwi7gW05TLBOuRrBpXYb4VgwoXWdodyGrQCL13DagTuVmfhXngisBXCGrbYxHbyyvaksQ9/Q3sRgWkkFwGuuA1VxAyc4rNibmSbzksplQNiHXVU7vNFYPrJuYzhly23JRih6t6QIuqglFFXER5KS2ZVNH+w7buoop65ALM9mneFjl6J1hV8ac1xNSGxHpgYt6ImB0r9kWMUNneFnOWbcJL2oBgl/VOTdFyqeyG07LGcsyoR80r5o5XSkaPD9K5fpOeHT1xErB3si49i76zRo3uqx7bouUKOjwlaGO5Dgr2lBMTo2hSS1tGdLELVUVUg8BvjJsKpFplF1I09m9JnfXj8dnG9BXliY1VGUkjkzjoTEMvWjbOu0pPCRxJ4xBJ7FTQ2sYwoHCDHRVgI073C5Axz1Oe6ZRzSv1GksS2p4GSZmZJTUb8rvELonkq0ORa4xIIGDvxB96I2Bc67FjR9QjJqwgkkLXKyT3FBkbdqHdX/a8RTpCQU89juPuIh+19nszmrUDuhHXcnOSE398Dc6BMdRPD1FNT/TsBoDsPMHsGlQ3YJtOjCrphOimxgUGu2sJXxUMR1PiK0PzZEGXGcKJFJbNGwfYXcuQBOPI2eGTWEbh9zJM6xkSi+6daCwGT3S6k+fZQNA3zqN6R/PGAdGLpaB1OscQG67aCTeNGCYuqgnrKuZFd8h5NWHwit4ZItPzoljQJpbCRFg98GKzIA8aPmmPebGd8ySZcb6dEOqBizLnbDJn08fc1BllH3KRzyldyFk947yfcd1NuGxyzuIFt33GVZ3zvD3k2fYQgNzUlEPEsk+5rjLyYM5JcMhHds11m3FTZ5zHM67anLIPuSwnvEgOuCxyzqYzrpucmybjtFvwvDlgWSRc9VOeFwuu5hkf1seSBOU17WBHs5UWnfeowfFe8uTrIRCVjpdIv6HVRLEsgu5IF8NYJGIHht7Q9pbQNvheC+OzNWL8QhoZRvnRECk68LILRqmNROA5J80EPzYS2sGglYzRP6mOuKgmrKqEspPrZtEGnGZzbouUrn99zdmW8T7L+mU556rIqNuA83rKsk72f6/ea0LdU3TR+JkYnNdUUcBlIQXfqk4YIjkHdl20N0h6rwjNwLaNWFWiDT/PhG96U2dY5dgFDdsi5qybU3WWy3bKbZVyHk85j2csmx8BZP/R9v90+0Xg17z3hVLKAdZ7/3Wl1L8H/FXg5/6gO/rxruGpdCncIHwhIikUoqylWwcSWTTxqHQQAXEy0PcB8aSh3VhcNqBCaed3hWbI3Gt2U9bRZ0bGJa3Gpz1BMhLOU0GFeA/OSscjSRu2E9F0uEHhs37U0XnYWsyke62N0gEqHhgSwSSgvXD47lyNXo2jGV7r8u70Psrj7niH43bn4LzLV77rpNxlQv4TzxOZ0aj1Uvuo0zvi+l2OMl7G6agRc3O3H69wvd5rD7tuhGHv96f2Wa9Wu//Te/cOlPmR96vARwMmGoiijspFhFGHCxRNL3qvNGopo5g4bWl0wJAa4lTGikoJVmaHIEK6QPAjfWjoey24ktYwTyva1hBFPXncjDpCSx43VDqQpI1xLNME8rU2jjRuaQNx7JWtQRmHtp6h1QRJJyPdWATuKnCCUwgs2yak6aT4SYOO80YuLnUdsA1C+sGQBAnbOhIY+hAIlDyIqKuQTRrT1ZYiCtn1EVUTMgyKIgxlAdBYyiaUIqmzbMYOWt8alk1K7wxWDxRdSNnJarpvLb7V7LqIdR1z22WSRtFIkXnbZazbmLoRoO91k+8zSf0wupvH48CPXWat/d4Jr5Tfd6cHJxnX8o3xfHWvjw8Q9z1aMDN3sonfv/zd5zm71x3fO9343g08amDvnMt3+Ji741kpGXv7MT9XjSQBgG4ToRpNtw1RjebleobZGkwjDtx1kDJsQnSpud5m6J2hDkLCQtEWYobCCcxW9Yo+ChjujA6dQlcGbz1dLUUhg0IXhkbFcrzshEBgCwS+XlrCQiIC7U5RryPJ790afCA3/cEI5N0PYhJofISutqiiIipqKbriCLQivC7g8gZ/OIfVBjhCL3f4ssQvZnCzxDQL9KZCG41abfFZgi4ahignernChQcEp7egFHopWBwTBsSH9/CnF+iJRN6FNzH1w5TwqsAbg7leAzNU14NWmNsdPrAYo1GbgqioUf0gcX15AmQ0g6V1lt4ZOmf2+eOtk8c795rc0DlDo16jvOohYBgPoM6b8TEpqjpvKHo5ziPTU7qQ2snEoHYBpQtpB0vnDdUgsobOyT6qIaBxwf57/Zhz3nlDiBRF3WBoXEDvDK2zDF7ReclEH9A0ThZjtbf7XPIBRe8NtQ8wyEL/DmDfDYa+M7T9mJE+KJEB9VIotp2VRdkgureutdSh5HbvsWajHs51ms4aKh2IoW3QkibTS/SiHs9b+beFTnS5ftQFF0MomeOBwNnvjHrlIIzPyyZnVSXsKnE4312TruqcagTG39QZRRvSNpatlgVdHraUdUTbWJlyjNO2XR2hlWQc3127ujG6snVmb4TcVhFtL7pjYJ/e4r3ixqbUnaWuZPpzU2dSPFYxgXG0ztDXAafNnO0u4ayeUdQhN3XGq2bBsvwjjeD/C5sCyvHrK+AR8AHwEnjnJ9nRjy0Ej0/WANzGGWnUMU1riibkjfmKD3pDM8TYk5KDaclymzLNapZhxmfvXfLd/j7TtNmz514MC/K82Z8UB1nJs+GQyaSmbS3TrGYRV7ywc6ZpTWx7nFds64g47HiQbfjEDIR24CqcMM0rYTQ5zTLJeHy8lBWd09wmKbOs4rw9YHG8xWjPdTcjmtf0neVktt3HZF1bGZ9Z6zie7Ki6gG7QPJmu2XYRRRuKWN8rNmFM6ROO5zueTm/ZdDHToMYoMZjcncChHXh7dsO6SEiiFqM9s7jmwojW7TZMKeOQg6xkG0l81KfmtzwfdUNVG8hoeD7h/qxgZfweBfJotqbqA5xXvD295nKe45xikjZM45plKKPho7Rg8IqTyY5ndUCctMRBT9sEJFErSJ7I4p0iDTqSSU0cirGmTgx50pAGHc1g9uzAKOhpjSG2PTqVC0oUdLRxQBJ04nQdna1NJO7T2IqusGntHobcxRYbDMRhRxp2UlhridAC0YsWnSaJO0I7UEfhyD90WDvQhIOMvJ1hEZVY7TgOxRDwUXrAg8mWbjCcpBu6wXAQF9yLthzlBQ/SNefxhPvZhmWe8GCy5UGy5iyZopTnfr7lxgyUQci9fIdDsWtDHuVrFmHFy2zOo2xFblsS3RLqgTq0zMKa88mEtrU8SuW8eZrc0DjLJkuoooAHkcSUVV1A0YS8lV3z1ehN8ApjpfPqjKOPLaHtMWPHLAvlc0sC4QwGZiDUA5NYRsYETnRNvSEJOoKwp9cyYq8jiR70HjLbQujELdwGMmIOepKwox80sZFR/sbGFGNEmIs62vF60CcDJnQMtRTySSLfCcKeKOioRw2stY407KjCAR+Iy9RkPYM2zJOaXTqK4hPZRw30KiAOO6rUyUIzCQjSlt5YfKcZzBhyn3UwFp/E0I/FLoHDRIPgbxTouCdKOpo0wEWOPtXEWUvVa/pU49OBIdaopCeMe5ooxMeDaLc0aCOmpU4LBqZbJNjAiBnl6IAh0pjWoQZPoB/QHiSEeUJ1HGDqI3DCaDOTFN172oczbNHh5in9JCC8qujmTvSJGoajKT4wmFvRUhJY6pkhf+OhaAONwiWWIdIC0I4t2AUu0LSHMfGzW9wkAaWEkRgF6LKhP8iFiJBanNU8TpZYPXAc7ui8pneaJ8END5INJ9GGzhsCNcg1OixIdYtRjof5hofJmrfCSx5kG96IbjlIH/BmfktsprwR3ZDqlnUXswgrPhVdUrqImy7j7fCS2ods+5hPRVdEuuMym/B2fMlZOuNRvOKN8JrSRcS641U650my5M3wmjdtxcNE4hPfTK7J7IRVl2DVwJvxLc+SQx6HS7lu6J43w2sCNTDPS54G1zzNbnhqlzyKVgyNoRg7ak0d4AZFUUWUeSjkirEDXA+iMXcjguwuJaeNx86hk6nPvikxFhLtGFV6V1zjFE0r/FQ1Grf63ogRywmuamg1yyaVxCgnC5FWi6zjspswdIZ3J+dyXwszplEtk6Au5Gl+w/l0QtGEfGZ2ybJNaTrLvcmObjC8Nbmmd5pVmfDW5AatPA/SDVdBzmEso+Flm3A/2dIMFodiFlQMTnMYFxglHXyA2HTchNlevvQwX1P3Aa+UALnfmlzjvOYmTIU5azpu5invpmd8Y/6IT2eXPMsPeGtyzc8kZ7w/vf+T1Cn/VLefYnzMd4CfBz5CUkb+slJqAP5N4Ic/yY5+bCF4p9FTiCbCKL9vKHg/gkTHHN277pFSHqsH4ZqNrw+MwEXvikA1mkbuMl9B9D53+i87OlUZux53rzN67Ih4hRmLpsAM+9cz7tsYJzfI8TnOy9hn6GWFd8diawYjDMJe4MjdYPbMvN6LJqsb9B6UPYx8tWFcsfZOUw+Sl+zGItSPN6neCy6lswbvnYwPe4Fl94Om7zXd+LP0OJ64WyV2nRlZjCO+ZRxHOKdlRT+u3hpnhc/o1N4t3Y06zW4wexC4Gj/D0PYo7QiM/FcYiUuKzAgFtgONEfdybHvSoAVCYttRmmAsTKRAqHu5WAk42pHZlsCI7i+xHVsT0TuBUvdjZ+vueFBaiPvAPpnmroOk7v7GymPNgPPioA4CGaMYJRfg3stn1zqLVh2Ns3Re0EHyuKEfOx6tG7sE4+jL3T3mfsQp60QtctctuNuHfE9LJ8E3wrUcuymasRPo5e96l2XdOMswdjQaZ6nHi2zn5T114/M6b3CtHIN73iXgW03VSFezH+R3qtvXkUx3N4q7vzmdpmkEt7RrQmE1DpqilpSQog5pm4BVI3FxZRvQtpZtE1HXgbh+m4B1k9AMlrIJcJ2R9zAio+SEEVYonaZvLJXye+OT1iMnM1A459jpiKHT+EHDoIR32Wm2dSQw4F4xtJqmDiSqrJPfUXWKvhNXdd9afCM3Tt2K4cG1o31eiShe9eLw9k7htPA5Vadx2tAaL2BvLa+t6wA6Ebm7XjiovjF0gUM1Cm+0IJiMdD+9U9AYnAJTy7iXrkd5v++s6mYAPxqUlEINXp6nFR6Fcg7Ve3TnUFUHU+nWqG4QU0nbEWx7dNnisgi1LSAKoesJSimYVdPipgl2XaMPI/ROCnDVdGhvUbHFZzFqNLmoPpCfWzf4g0yA3IAKNKf1nKs6l3zvOmddxZz2i/ExhUNhleOqlvFhYjo0nlWTcG6nnCYL1m3Cq2bOrhXO37qNedUsuGonUtR4xcv2kNKFXDc5z7pjzto559WEl/EBZ+2MqyrnZXvAuo2xakqqWxpvuWonrOqEs3DGi/CAi/Cc81r2+6pZcNumbNqEVZNw2szZdSFn7YyzesqqTfmkPeK6k+LoRXfIdZPzop9z0U1f3ycApR2+t//EJGbPi737N8ixNujXAOS7c3R00qsRi3PHqt2/7o7+8Ps68Ep5MYPcvRevsHrYF5NKsQ9HMKMW4ryZsmxSNnUk9xgQCUyTs6vlHL6qc7ZdTFUHrAPJa76IpqyrmKIKuWpylmWCVl4ywIHI9mxb6Q7eXSM7Z1jWidBC6kjG1V6RBN0+ng/gXMnCuahFd35RTXEoNk2M0Y7I9FRlxMt2waaMeVkvKBo5Xl5GB9xUf4hGwz+9heB/BIygU/4K8BvA3wGugb/0k+zoxxaCV989xisIN5oqSSgCj2kV780mZJ9Y0nPPusk5zzKCneImz4ivNV8rPkXyPGB1EIOH89SRvLJUSbJnSK0yR3JmqHPJjb1Jcy5mBwS3htNsIifVCLxcxZ7T5BBdGJSH6FqzWsT7zMXoWvPRKhTW3wjfrDVMzhXFvQUemF4oypOAYIDT9gAdDbjKondG2ILG82oaiw5pUHy/DujuIuYUMp4qNfm55oqFtOl7uQE2K/k91cj3KwLPt5qQ4SxhG0egYRk61NbybNT76UpznseYjcHFnu+WEW4Z4bXHbgwfVgHTDyyrYU6wFLSJAj5pD+U9Oekc9q9SdKfYZjGbOENVhkLDapahLiKeH0YEL0N2mWeTDZiN4SKNQUGwksSBH/QnBC9Dzo8yTKGJ15oX7fHrmKXACRQ3HP9t/D5GbZMMBLeWD/Q96quEpfGcZT1uG2AKzYfHwsKyK0M9ceAg2Gh2eQzas8xzQQ4MivDK4AIorCfaaZYb0Y7ZnaaOYlSvKFNHsNJ8vHyAGhSvIodKB34wPxYI97OEH+Q5KPhkegirkFeR49m9A8rTnI+Se9irgG8vY+JXAa/mGacnMzgTrepqMkeXAvX+5DAX52SjuZos0FlH8HHM72zfxsS92LRaI9DU0BE/i4g6+Aft2/jacLqSm095kaFbzcXTnO0yxV6E2Frx63wetQzknNCeblAC2L211HGIzhuqIqK1TmDjg6A47vho5S7CWNHVduO4dFfE+HWI6hS1dfh1SNnJ53tbJpidFt1fbdlZR1eGMkbbBewOQlZFQl2G6LWlDQb8JsTsBLcTbDVDIjDgIVN0tUHnHa4SxqfeCp5iMJ6yNbAOyF9ogp2nzyymgt12wcH3wLSeZh5QHwbEOwh2nu12wsFHUB8m5C8cu2VMsBvPvUa4ZNWxLF6clYjAO6CtC8EbiXgMN55mbnA2ZPLc0WWK2bOWc5MQbiC+cTTzgPRyYLMJGKKA5MrjrMVFsm9nBcRrC+gzK27ewAiAuveowdMnhuhsiw8tLtT4QJO9qseEFIfPI1ACOQ+WNf1hQvj8Fvf0kOLtKeknlupnH2E6J67pdUn97iOCTYOLLPknJd1BKqYU7xkmEX0yJpDkAeHgwXvC64Ld2zPSswqcJ7hYi2zn8aG8r8qgqg4fJ/zu6ZtUZSRO9XWM2lp+Y/FzfOuTR6S5LHS0dtRlSJR0BFbShZaXE06zGWUf8sMf3mf1KOH65ZzLbIrbBdS9ZVvFFJcZOutYNimD05zfSoHw0eqQ23W2L2huL6fUveX8eoYNBt6fnTB4xa6O2F3kXB9kXB3mrA9TvvniMX1pud5ldL2Rbl5hWVcxq1dT/vZg2JYxXSuL5Nsqpfhoxm/c/3n+0fM3OAhL/tHVE/Q64NVyJovtbYTeGpqF4qWdYwtFr0PCteb5bMGwlgxh3co9qD0Y2JEQXIR7zqLuBFxvW8UQWbpJT3xu2Zoce2MxQK3kfoJ12KuQqjGEN4ZNmIk7e2t5uZ3DVcS2lpjGIdWsKsvZ0Qy/DvntF29RXmWil4/GKMJe8dUqxL0UrMw3h8eSxnQZcp1KLv13jhL8VYSuFe91D3DbgGU8QRWGi0Q4mL42PM96kaY4JfKs64SrZIYqDSvjIZbrtrrLavewmnf42mC2skj8zsNoH5CAAhUO2LOIvzP7NPUnE37PvEHx8YxvHiUs76ecPzv8SeqUf7rbT2kh6L3/337k64+AzymlDoCl9/4n+q1+bCEYvilu4Gobo0NBVLSt4eF8x2m8oJ2G9A9bsllFuYuI05ZymvDkyQ0vzCFR3mCtZAVfmxk261BasBrzpGEZTwnylqYzJFnDUVpzmU/JstfYjLoJiMOeo7zgYj3BGMfuICGZNBgjYtpyHrM43O3b1kUZEUUduzQnOK4I7MA2zWEmGsTpUYE1A/3EUOSRQLIDxzyvxk6a5v58yyaVZI27VV1VhhRRSHav4PF8xa6NyIKWs3AinajO4J1gDd44WPL9MiSMeslLjlrWccrBrGBXRTR1wDSvKbOIwDgeLDZchjLm7aeWk4MNl28ckz7YUeaygvOD5uh4SzPy3d6Yr3h/FzF4RRh3pHFLUUUY41jk4k47nJbcmoxwjCzb5AnzrJaLbpqAV7zx8IbTaMY8bSjrkDqLWTxc70fvse1ZVTGRHWh7I7iJWvQjoR3Y5gmfOljyYsSJ5FHDbZ7StJZ7Mxm3r+cx2Sjg322SPbh4mtQCnXaaTZ7su4X1JiI7qESrsk7Q1qPNQBL17NKEJw9vqXvLYkQNvTs956ye8g+DN3k429I5zUm65XQ3YxbVfHZ2wdfSJ5ykW97LH/DuvWt+OD3i/nzHp6a3fDt9gPOKe5MdyzKhakIeTor9yP84K1jEJd8IH/PFh6fEpicxneh0+oBJWPOt5CFtZ/iltz7hopzwpcPnNM7y/vw+ZRfwi8fPeX6w4MPFEU1r+crTD/j19c/LhT1w2Ls8W69I0pYo6BgSTRj0NHYgCoW9eHdzvsNg7OYDQSbw6CxtWHdGohQTGYWmk5qmFpf6Np2QJy2dHUijljY1hOFADaRBRzgduCSnnBiSpKPV0MeSptAZA4HHxQriYZ+Z2wFh1FNPjMT/jZrenVMUn/dSiCQDvjYcP1lyHR1KduxBR7yo2ZWSj5w92nI7naDnLc1BzHC/lhuLU/tIP3/QcsfqxLPPVSbwqHCQDmSt99F97SJhiB3NQUj3uZJqG1CsLf20p7o0NI9agrRjeRWLQS10qDHG0DuFLy0q6Ql+fSdw7CTCKoXuLKoZGPIIe7YkNgpzvaH4/H3SVQX9gO0dqqgIJhFYTfhiicsS7LYl+uiKV19+RPLhNc3TQ/SmxE1T4g8v8XWDnmSsvnjC/H//EGUNJDEujQnXMtqMrsr9a3xomX79VKKgrGE4nKBXBcHpUhJW6hY3TdHdwK8++pirOuc43vFiseB8O+HPH38L5xWHUbk3EVxUUxZRSWZatHJ8LXzCm5Mlf2LxQ7ZtxJcOn/P39Nvcz7asmoQ/ee9DbruM9ycnzMKaf+boA8oh4ruTB/z5w2/yfv6Q92f3+eLsOZfthG+lj/i14x/w1eQpD5I1byXXlC5k2aV8PXnCW7NrfmH6nD+Vfp/vv3GPmzrjC4uXe53tdZXzC0cv+L3wTb58/wecNTNumoyvHL3PWTvj19vP8+cPvkk1BPyFxdfJbMPfXE5460hMPc/MAU0WkCYtnz684hvzjPCwppsEvHt8xffcPZkgOUXfGEzSM5uUrAJpwCjt6UeAdd9r4rTF2oGtUxzcX7PJUvrWkM+qfTznpZ0ymdRsTc7ByQajPTdhzmcWl9w+SJlnNas4I01asrjls/kF//DgTb7y9APen9/ntkrJQukGF23IF45f8dX4DZrW8sVHr1g1CZ/kBxzlJYPTvDW/4cPZEUUd8rmTc15u5xylBcs6YRFXe7PIYVzQjtSNRVjx3dkJx2nB+W5COkaApkHLqn5NkThISrxXnG0nAHzu+ALnFcsmxSiJGf1O9IC/8OTb/M3+C/yZx9/nt+w7fHpxxZdmn/A/+9/XKv2j7SfelFJPvffPfvQx7/3t+L1f9d7/gz/ovn5sIcg3pzDA4sbTp4ouhaiBq8OM6YUiuXI0LyO6aUTewBAmzAs4v7rP/JWiT0OGEHYa5tfQZ9Lh8Qp2i4zZK8WQBCQNdHnMbTIlv1IMSUI1MtmCGpyBl/MZ4VIxaJhtocsiBi2w1PkWqqPXIdb5Eto5HD33bJ/m+AHufey4+LJ00jxjdJ4fR1ZO4dASpzaOWkXDIcWdMZKq4sf4L0nPCIlsT9FJR6VtBck/DBIhV3bhfowAYu7wbgTvgphFvJIiNBHR7jCO2FwvK2NT3Y0ZFH5MOHGj2cV7RdVLRJ7vtWRxjj9jQATHQydiZdcaBuvorCS1FDrEWocvLWjPuorpqoBqTJRQnbzP1TIjm9bjKNsI92rQ4lTrjESRIQyropMx4s7L36EsZYywa0IZtZYhxoyRZJ2MBF0nwuuuk46SK8Sd6iMZP1aljB18a3De4R3UTu9HjO1YEE+ihqKPWLXyvja1vIciiKha0VOeR1PKJuRWZ3inuK1S+sayqWJWcULbiS5oE8QUVUTXWDaB7KdtLetxlN2WAddVzkFcUPaBmD9G13BXBZJ2U2dUXcCrao7VA9smYl0knE+mrNuEqpaov8tmsucTRmknAfWdoTeePGm4l+049cLn3JhIkkZGOcQsrLkgJzIDxTDBWEeWNhzlBWUd0rmAaVrTtZZ5VnE76n6eJQN53FCqkPv5lsEpAuPQ2vE4W1H0IUUbUuqEaVqzcjLCVVrgvCYZcLfh3sCVRS2rXUoaN3KOICy3WVJTlRFuGcp4theeWdmEBBtJzxkiQxOGkgJUSOyW3Wg6a4l3in6MLcMpibNqFc0dx83IiM1UwkPD+/2o2JRamsxDQLJV4DW2hKK0qNoQbGVcbCqF3li6XmFLjRs8/i4jeiw0TakZlGH9xw7Rncc0Emc4ROKYTy5a6s+cCN/tMKE6sOhmgrcaZxWmnrB7HDL9pGHz9n2i1cAQK6qfm/Do7w6sv3ifNtOkyQmmcXRvTfFKoTtPmyvKX3oKDuLrmt0bKeU9jQun1HNDvJzQJ4r4pmf71iPwkj4RLXuYRbRTi2mlm4OGeiGGjm0XY7Vj04g7vnARF+UEO5IItPJsu9FBbgNC3VN3lk0Xs+wz1lXMbZsxOEErXW0zbhcZl+OouRsMZ+2cxllbnG2cAAAgAElEQVSu64yrfsp5M+WynHCd5qy6lF0bctlOqPqAs2pGpGWRc9nIWPe6zjmL53zbPGbdJGybiNtOOorbLqLqAi7rCXUbsOkTlk1K1Qd7jExdhZx2C5Z1yu2Qc93kDNuA082UbjCUmxhfG2rg2eoAuzO0NkKXhk9WC5pttE+VMoVmcIrVkOHXIXcRkLobYdiDoqoMKnKYtWUZ5bALUI2iGK//u3DAL0O2vcasLKs4QxuPX4d8tD6iW8UsWwvbgLLTNE3Ae7MH9JuQ81oct0UdMoz3pq6zXNQTiiLGO7iq8tdmERPT95plnFI2AXUZsm1jyjZgY2K2taR3xbanGCM+m8GOkiZD0Qg2blvGDLEiCztWdcJym8r9yYlruGhCqjJCaceuiyi68PX+QsvQGU6buRAYminrXcxFPOEinbJt/gn28f9/m/+p1gh+Uyn173jv/6u7B5RSGvgPgL8MRP9XL/z9248tBKsnot9qZ7KCxnpZmc9b6j5Gd5rNOw6XD+idwWUD9tainhYUPqM7GPV7WceQxvSZ2ydr+GSgIGBIHabS9NMBM+3YTkN8PgaAOyUBwIHDpD3lXHRS/Y2VYHPlwXrsVcBwf4yd8tCcjKJebWgO3J5ybtZS5OwiQalITq9BVxofemotNxMaw20wCAKlMTJ2A1RpiC8NVRaxi1rKOiQIBoq1RPHRjCkP1rJNWlgHtKObsYlkzLbz4BojOcC9RhWWtjbsjKNdy9hLnJMO0ymK6xSzMTIaHmCVZoJ+cYpV0MEmQA+KbtRt+crsndnsAgrrUTsrJP1Bo0oruce9F4joIAWwKgxdKJqscKNpDwNs1AsaJOpoqoDWjLw442hLyeJ0g0LV4rzrigCXDDRBzzDmIdeRxM1Ra2olJ7/aWVG/KOg6ceL13Zj8EsqFxm4NfTzge42qRRfja4OPB8zWsEkTXGvoWksVB0Sm57rMGNYh69FYMzjNdpVSRT03UcN2l0hRuo64VR61DNn1mpu4EYxQr1iR0hcBujDskJW/qw03vaHNDWorI6o7vmTRhLStpYg69DpAN4rzzYSmDsjClsFprpcT3KBY1imX25xuHaFazUU5ITwVTIhTIVUqYOpkrbiuDriK5qhWs9KgOsVt7GRcf3fS1wLLji8NXZXRO8VqOiW8MYQDXGyPsIXm/CxBOfja9inJRyEXuyNwim/fZpilxUUeU2h+e0TFqNIQLQ2X2yNsqYhaAW0HW4kuA3DrmCqI2cWiw1smKdG1YYg8vYbTOJOCL4BgregziakqpinZbtTnGU2nAsK1xO4Vc0uyVnhjCTfQZ4ZgI2Bv04xyrY0W0Lfx2EKi/ATkLXFXykG4UShncAaCLeAV4dpjbwNMLePeIVQEO+gm8txoKcWdwL5fj4ZNKfGUs29coAaHj0NcEgjexUPw7BI/y+lnCWbbEN5aicdLInwcoKoWW0wIXt4QfWLx1jAcZCSnno/+pZy3/9sNelOhWrnWhvMcVdRgDNlHGq81uqxx05Tpb31E+s5Dgo/PydMEuh4/zaDtUG5OeLaRC+B6i0piwnkuBpSbLb4oyZTig3/lHtsyYpUmLDfi2P7H2ze4Wk5k8TgiVYoqIo46okB4rreXU6omZBrUrFYZH4T3uL6csk4SutrywfoeyzJhtcwok4734gd0g+Hlasa3ssc83y04X034IDrhqsy4vJ7yQXjCq+WMYMSlDF6zqhJWt9mIf3I8CFe8WM6py5DvaUfZhNRNQFcJMWB1m/FBfo+LbU7bWhIrRUu/CnlWH/JyNeNri6c82x2gOrXXcHuPGERawcDoRqQ9+i4DtxWZD35Mhkk0PlT7XGE5CRQ4j+7AWUkNMe0Y9dmJht6P96Q7Tb33sqjpvcI5oFdY7VDdj+gTG4kijY3kW//jV49obhNMoanHKDddK77bGdSrGNPAx+4IX1nCa0OVR+Dh+0WIuQkIGsX3+/votWWb5ajKsE0GwSq1mutkIp10Dybp8Zcx22yQ0XmYsmQERFfyHBS8Wsai415aPPBeNWqYx9HwVeCIXob8zvQp7lnG1/QThtOUjxtL0YYsny9+XOnx/+3201sI/mXgryul/nng3wKOgb+BuIf/hZ9kRz++Izhy4gBBvOhBqOFOHh9iKU64E22PcUjOafSoq0OzP8hwI0dlLAZ1f4dQkX+7YTxZekFpMEYqeT2KcYfXz5XHgX4kq4zoGNHqKVzoXsctjfSVHxUCS3dvzCB2gu/AqX1Ezl3MlpzV7KO17r7uBjPGeo2P3/1sr/BezBpqpLswYj32EVR3r4H9Y/ufpySSyDlF0LLHi6gelFN7DA0jQkaSBNivUuX3EwE/A3gnWhZXG5yWi9oQSFKBvQtqr8eirjGoWoODvjFoK59740NcZVHRMHYfnXANByV/4nYMeB8UQ22otXR51KCk89cadKNxo7BatwpXy3tobCCffa8xnfx+g5aLJY3BK4+ptXxcDjxGjASjns456S5WfUDdSaF/1yVtWovvFYPRbOqYoRHzjq41bpCiHQ9FIznPaixsGflfvhs7Q73Gjd1c3Umeda0tRvm9ScMYhxrkfOh7QVPcRcR5JwaQdRMLDmg8loo2pM/9/uLqUlk4KWdh2hPEHX0dSHxXIzGMSvu9RrCNrHRpE8MwkdeavKcbb0JMO3oCfDZAq0lnFe0kQC1aXGuI8oZmTDHoreVgUlJHAVUQiV5x1tEFBruTAs8rcJEUfn3mZJQaDQyNQcUDbSv5pt56VDzQe0lnUJ2mz2Sca7OOIQlwHQyJx+U9nbN4q+S9Z5Z+MjDE8n81mqa8FV1Un4nx6y5STPVjvBcwJE46go2hTzw+cvSpZUg8fQr9dADMmLohmdFD4nHpwLDR8nUw/p6xE2yW0bjUodoOXzeQROhKija0hjBAbUuM1uibFcPjY+g6lBaTB22HfzjDpzFqs0PFEbps8VEg18Cyxc1SzNUavytQaYwqKtCa9p0TwhdLaFr0BohCummA7XswGooWddOBMQSrGm7XkqgShdC04BzmbI3PEqhq/MnRaOgb377yDHvzhN/jie4MFGY0mQEo60SKM94Q9vm9xu0NXkb7vQEw1P2IFgKtxDSmtWQHi+FLjBPDoEmiVvbnfsSgqOS5d5iau5+h1euEHq38/jp6F+mpf+Sufvfe7xKtVCdsWO/l2qJ6MQ21vdknYqhBDHp3enM9FmiqUwJS79VrH4mT40/1Cnq5Tqhe4VvJIdcDkt6ix8iHVuFG05Nv5PqnByi7ADWoMZNd4VOPaw1lH6JazTyvuGotg5ZrMF4xhJpp2rDJQ3Qgjvg+HOiaBJ/1MCiSSUPVaVxliCcNtUOiNk2ITXqRdbSWOGn3jukk6lhNLEHa0fkQnfZynBrPoIP9/cVMOlyv5ToMpFMJm2iCQEx9dqCbWN7Md6wOJtybFJymCWnecD/bcpnN+MOy/bR2BL33f10p9XeB/xpxEM+BvwX8c3cj4j/o9uPxMW+ILf8mz0mSlknSUDQhD6cbfqiPcTZGPaw5mpZsy4hZ0rCeZnzu0TnvuQcspiWhHUiCjhfBAWnS7p2jh1nJ8/iANGtoGstBVnOUljxPFkzSmnB0A2/riCTsuJfteLWZiq4iy5nPSoz2OA+rLOPJ8QoQ9+ntNiONG27NjMWDDQBLOyM/2dF1hrePbkltS9mHXBUZbS+JGvfyHZ2TG/hn5ldcVJO9q9R7JeLkacZbT6747OySagiwyvF8vqB1Zs+7im3P5w/O+Pv6U0ziRvJ3o5rz3YSH+YZVk7CpI46zgtsqxRrBzTyfyyppVcW8c3DNN4qnPHx8y3KeihN60Hzm+ErwMSh+dn7Gb/IOvdNMk5rDpOSqzIjMwL10y4eTQ55M1/wwOyKPG+ZxxdnBlEVaAXAxm+A9/PyDM36QH3OUF6yqmPU25Z2TGzLbUg+W1Lbc1hlp0NI5I67gVtA6s7jmbD3lFx684KPsiDxsmEcV58WUog15Ml1S9iFnmzF72ituthl50hDanuOkoOilU3h6MMUYiVxaLxIeLQQJc7tLiUfMTGgHbhcZD2YSXZeHLbOw4nG6Yj1J+N3uKcfTHQD3sw3P8wUHScnPzs74h+GbHMQF31X3eefeNd83xzwYUUDvjTeLu8+gakLuTeVn7BpByRxEJV8fHvO5++fkQUOkB5Ztwq6LSG3Ld8d83i89fMlpMeOLh8/pvOH9+D690/z8wSteTub8IDymqkJ+5eQZf6uM9073JOwYnGKTpzw+XJOHDbs2Ig8b1k1MHrTCdTQ9Vg/suojBaz42hxzPCvpBc3+y5VU2ox0xSctZImPaLuCzB5f8bhPwzsk16ybm8WTFy3xOFrasqpgvnbxg28WcFjPO4ikn8y27JqRqQgLlaZsAG/Ry84g78kS0vHVnmUQtF9kEOybGzNOKy0lOdZrTzR0+8PRKuk1D7LG9YohkUehSxzCIrpFEuvxdLt/r5gO61oDosXzk9ouuIR+wKys39LsQewPtwo3TAvc6GzZQ+5zdIVL0iSdU42LyLks68LjI7c073nhZlCpP9dkT7K4jeH5N9bkHdJlBd54oNJhdQ/F0QpKHLD+bMYstqneCibmpaOYBzs5QboquB9pFSFDcBQArykcpedXRPzzAXm3wBzN8YNg+jphvMlQXg9X0eSiGt08/pl2EhMsJQ2oZQo2tB0z8YMy91Zhdizm7pvr8Y+LTLe0vvEOXW7788Kuc1VNOoi2flAec7mb8iwffoHGGk2i7x8dctzmzoCI3DUY5vp095H6y5c/OvkvdB/zS4hm/aT7Nw2zNRTXhy8djskj2kKN4x6/Nv0/tA97LH/EXFt/gm8kbnMRbfnH6Mdf9hK+nT/jy4ff5VvaYzDZ8OrmgcQHXXc7X4yd8ZnrJl/KP+VPJM7736AE3TcYfn79g2afctim3TcYvLj7ht6O3+XP3vsfZfMZtm/LnFt/lup/y37k/zlem36F50/KX5l/lKNjyn18tePfkHIAPwyOqOmCWNnzm8Irfu01JFhXNIuAL9894T92n7424+zuNDQeOZwU3qZDfjRG4vrEDbjCkiVATVibn5P6K20nK0BsW0xI7YrROoxmLvGIZTrj/YCmj8GTKzx6e8ztFzDyvuElzkrhjktT8wuwF7z18wK89+CHvpQ9Y1Ql52OxlQV84fMnvBk+p2oAvPXjBtov4QXLMQVbSDoafmV/yQX6PTR3xhZNXvFrMWUQlyyZlEZXEpmfTxZzEW+E3es1BWPJBdo/DuOB0NyMwA1nQYpXjtk5fJ4ukW1pnOdtOMNrzxw7P6Lxm1aZoPHnQ8M3wIX/m3gecbyf82skP+U3gM/Mrfnn60f6++odi+yktBMftHHgGfB65cv2vP2kRCP93ruHnC/AQrA11HFEm4lz6wTwheCHJIqVOuJ6E2LVhOUkJlprv8gDzPGY1DUXLEznCs4AqjeTCqzzbNCM6DSjzCN0pllnCMp+gbwKu8ljGm4OIxDeh5yqb4DchXnvCa8NqFsI4IgpvDC+aw33XUe8MdZyQvrCsqwVee5JLQ1lO0b3iB40VGHWvYRPIKs541nOJp8IpljuJCHK1ef1eKkN8bfjI3eP2SJhN1g7sVqmsMltJF8FKOsX2xZRNLKNpk/QMq5DbecZQW1RlWE0yEbuHjnWRUK3Ezasqw7fLiOR5wGm4QK+CfXfzO63do0ZWVcL6+UzG3XnGeTLDjSkQZ5Mp3VXC+iBFvUwoY8dFIg7TzVRc2cGN/Pm/Xr6JWgZs0hxdGoKN5oflCNV1EijvSyuu4V5uqHQa1WiuErkZ/173lPZWnMB6dA2rTnEznYg+bBmwyQc5njaG2zjDG8//wd6b9NqybXdev1lGtaq996ludW7xKp5toQQBgg4tOtDkGyAhOvkJkg40kJCgSTNbIH8DaIGFhZM0zvTD5Xty8YpbnWqfXa4yqlnQGLHWPvem9eSntMEWDmlrrzJmxIqYc445xr94NTs7sYbdnWHQsKsT/k7z6rwk64zbGO7rJBlRm3H3mtfPRbzZ1IItunnUcLuv6V/XvOxEPuV61tCuS66KOVf7GddXcy5nc8ZXDX8eDPlNycu9Z9sVbF7NUVmxW5aknUP1mi83Ux100GwWFVU1EL5u+DP1DO8C1kR2h5IYNUUxMr5oML3iD92HDJ3ICsWsuLpdSKY0WLnOVzVq0Pz+6jn960lGQcOukt/H3jpeRiUWaZ3FuEjoHH7yYdYT4arrZDBVX1VcPZJruTsUjLfCsP66t6SNYzcvSZ0VTOWrks/VBaG3bNuCw6bEFJG4d/yxSbSDY7cr4brg5WBIB4vZGfEl3WuGKmP3im7haYtKCBqj5r6M5JuCzolo/KauyPceFRX+XjPOE+agiE80fioN24NiLBX6oDEdJJVxO02qMv5eMS4VbiOZCj1MJbVKWPzZZ/ReS9bdgA4PcjL+TjOskrjkHOSWtW2GSVHAHhCv51H2G52S9maggsjTpELK9HpQZKMoX2xQh468aPA3LebgQCncqztQivqVxVxvWBmNey02cfYmo4aRova4mz2EOOH4ZiSrJeudM/XLAwwj9qfX8OQCtdmjEJcS3Q2oTmAvfnOgXHnsz16hP3yCWe9xbUduKskqvpWMIFpDSqRHZ5Rf3JLLguIvXuEuVvwfr7/L5lAyq3ruNzXjxvM/n/1b/IuvPmHRdMRJ3H7fFtTlgLciAv/2esHP5h2bseRPvvxAiAkvHvH1YkW3KxiTYd2V3NzN+IW/YDcWDMnyxa2463y1P+PnV4+4edJw29W8ul7RRcfP3z5iVnf8YvGIIRrWfcmbNytenS346uyc1+dn/N7Lj+laz3XbsO9F8H3oLDdtzZuXsni+3omDxm4suO0a3nx+wf/29Df47a+/x8z0/O7VZ6ivKv4kfyhj9XWB6RT384r/e1dRfeEY1ga/0/yB/oj8phTGcAA3KEKduVwW+BtzwrnbJJlqO0BXlRwqUcJ4215g1xo3Ku7P/eRrnvFXhvtFSXWluWwfydi2Nvx++Zz4+YzLeYVbGw51yd43/Lb/PuHzGf98/hlvbhfEg0WXopWZR82u99y9XKJ7zY/4SBycLms2sxqC4Ki3Nw1qb/iDpNmvS8rZQL/3vKgEk9z3ji/qs1NGsC5Gbq7nvKhWDJsC04xiw6ayqGhMkjdv5zMh02wF9/+j0YoN5jQmOR/oXjX8s7Pvsrlt+D+r7/Dqyws2bSkB68snv2qs8g/btzal1H8I/CbwGvh14D8A/oepVPyf55xv/rr7+qWBoJ5Kh6aXkmjWGt0pwqAxgwzmugftZVBLvZhdD53BDYrUKbKV8qHpFMkgnUIpohPMUPKgRhmYoxW7uGSN4BcSUhZMmeTkPaUkXa97LSUoJebYjFImPboQoOWY1CjlCdNxej9H8avKUfTMVAQQRw+C9PIQNHkKUMhT2XsqfROlnHDsPKey8hEHgijHq6hOBJMUpPSYj6XHyIMOmpH2CKJ9SJQSpQ4IYzJKWRikfH4stQ/BfOOY8mRzR5xKzVHOySZO5eQT2zKpU0o8J4WO8hk1JVOY8Cwcyy/54XuilzXdJNPrRw28Uzt5KmVPrx1L8+rbbLFj+f2dfanjb/7O8erxoSQjcj7ym+c0ZXV455CmEvpR8+pIsjk6vRyP83hM6Z3PPRz7O6X26fNp+h3ydPop6VOpPr+zv+P3BB80tTn9nimJDaLKok/IJNGXjZjWk2RRYqwwDeMkdp5cmrQUpbSmtTglaJ0Z7fRdJUSN0YjAubWRZCzaZNLE3t9Z8QROSTQgOzeV/FyimhiCrY0Em6Vdk0kWspOSLzaT7VSOtQnrI2NSGJMYXZJ+a+X4R5tPOKtvrLq/9fx0z8GpXK/+qs9Pr+fTaw/7zvqb1072e7wm6uGiHGEi6ZttZD2RkWWeOx3fqY9YDc4iun4RozXJTxcvRtHwGwMqJkiTULQ1EBOxMrgxSBn5do1uSuKqxHSTh3Dl0BsFIZCdQTkrcBgFxEQ2Wpi/q7mUyJtKCC1Go8oC1Y+gFLlwKGelDJwSWI0KUU7FWnLlsFrY+s6I/idahJiNEQ94pfSp/GpNwmr5U1rKwU4LfrswQVyApjKt06IveoQuHCs6Rie8DlglYvDehKlMLPsVHdqM15IhdVoY21YnvAkUesRM7TgTsUbuV2WkH6CRtq0YBJTT/lFyXkplCi2vpUl5gKwILpNGJZalNpKdBHXJ5OlenrQkUeSUhZBkBD/67q2ZDGAh2zz9SV/OBnKeIAwANsn9YDPJyWfQ4ozlTKSzeQoYIXtJHhQmCFThnfa+0W+mmzNPernH+/sbN67iJNl2dLzKxzEsq2/oAsM0Th63IyxJJ+kU77D1tc7E4/jMBDPgYcj+xrHkhzL98bPqGx38/9vt79Ch/KrbbwH/HfBf55wD8DOl1D9DgsM/Bd7/6+7ol1vMLQUfMEZHbKJYyHmDW/QMS4PpNWGeSfPAaAy5igzZUsx7xpklLgSQqn1kWDzgmFAZMx/pd/Ka6jW5CbhmJISSXInCf86KUEjnqZcthyw6hGOyxGU4YQ3HYNGzcZqEFUE5ch0Zlo64kgEm7LR8JynqeSep/WDolIj5YhPVvD+JAl8s92x9ydDbE3FlLCxDdPhlz+P5nn7ykLwFQhDh3xwVxmQuZge+nleYKqB1oigCe6CZd3TOEZyjmvV0CoyPrOYt91NnHJ1lPu9oz0pcMwhea8ImLuYd48SWfTLfsVk0EvxWkaruaV2BNpFZ3XM/amaLlu2UOauqgb2vKBvJMHRG9A8fPdlwo+fU846u8fSFp3l8OAmEFzay7zyFC4zR4G04iQ0X5cjeVXx8sea1XuBcZF513Jc142A5X+7pg2HnK4pKsFV9UWBqAaHP6p4hTBZzpgabMD7RFw531olOoytQk0+x85HBF8yWLeNoaKqeygU+md9SmMBfripmi5aUNI9me96qTFUMfO/8mh+PjlXd8urgOV/uue4M1bLj/cWGzztHSpr5rGVvhT3dLEWId+gt81nLqur4xVnFs8WemZeS/31R0Qcr8IdVSRw1n5xtuD9UfDS/F9umYOhKx/PFHVYn3gRD7CzPF3dcVUsJXmzCFUHus8ZQlSOlHwlJT56kYvVnJrF1o7JYp5nI7azCFQGyoi5GujqQRkNZjsTpGimVafzAZZlwk13evOzpBod30u7Sy/l2pWVbivSRWHWBspmYgCIRtGAAbRHwRSBnRVGOjKXgGY1NlNXA2AlGc5xJho1JZD5WGTpFLLPI0XhhyiuTiaVMqKGW4DNUkpkT7KwilZk8BQCpTKikHyZeKxNVaGQCzi4RC8lmRi8LmOilNCx4QCUTtc2EejoOn0+VhpwzKuoJj6iELHJ5jXp8TsY96AXu9rBsIEaGVYF9mSQzVy/I6x3JKAnInJVsHWB3A9mW6JsN+aJGbXbkokC9uZEZOwSSewTrLUQJ5lQ8Zo+1zMnDSFo2qDHKX8pka1DewaFDvb4mzxv0zb3Iz1jN8/ndyVlCATcKflC/4ceL93hSb08kjSs3O5UPhfnueTrb8b36LT9evcfz2R1vlnPOmwP3JvLZ7Ia3bsYQLLOi57P6ehJTd3yvuiQkwz54vttcMbc9+8Hz2eya/ehZ+pZPmxvGbHhr52y7gg+Xa74/e8uvFS95b77lburj66JkPVRsfCnuTl3BZ7MbvI5si4LPmmvmruPL1TmfFle8v9jwg/I1l4sFP1s+49lqJ1n6LNp/fj7wbLXl60VDWo4M3vDRasuL3op3dlRCVmsixbynT9VpDhOP+kwMClVFrI8MncafdQxayGduKSwn5yKHoDGLgXEsKc5btM60quKD5ZqfrGb42cBgCnQpbjefNLf8ZPU+Z2XLti5oAV+I+9M4WM7rlvtZQ+oNy7rl0Hv6OuKqkZw0i7KnqzwjsKxlvKyKgZTUKdvbWse87E+mCI0f2FUls7pjmxTOB7yND4tlZI6ty4HBJg4T+WZe9pMlpqBIKz/SViUr36JcYlW0vJiPLKqOR8Wesh74O7F9e5H692v7j3LOv/PuCznnL6ZM4X/5q+zolwaCqwvBWq1Ng69Gmqqn7T3PVhu+HCxdLOBRz2restuXoh3mKj6+uOOnraOZC4ao9COXQQCtx7LWsm55PRjKZmAcDfOmY1W3vGRFM1nTxaQ59B5vA09mO15NK9R72zBftJgJ17V1FU/Ot6fjvnUNVTWwGeY0Fwe0TmzHOW7RC26jaU8Wc3cqM44GaxPnM8FWjMHwuN6LNId/sJjbuYI2aB7NDzxrNhyCpzQjGXElGYMhZkVhI+/P1lzO5tTlgDWJWSHYjsezvVh4WdH620zn9P5sM+kgQus8T+Y7frac83jesp4SGsfgpgty2d6r17yYr4hR0VQDq7rldsLRXdR7hmC5aA7CpitG6ayjYTU7nAzWM/C42dGNlkXVsdGZfdScNwcqOzJMmEBrKgoTGZNm5gY2LtANjroQoPF5uWffeCo3sipbAQ57y0W9pwsijdOU0vnvo6aqBoxOXDQH2tGJpE+QDFfpRzYJlrMOpTJ3weALyQxYnYjB8GyxpR0d59WB0ow8r27xOvByvuS9+ZYhGd6rN4SkOa8OfFzfcrWY8bTacrur+WC+Zt95ni63PJ/dcX2oyVnxbL7l1tXsS7kGIJpdT5odF8We18sFz+d3NHag0IG3dkYXHTPbc7OqGXrHRzMJ+L7bXNEny24s6KPl4/oWq8Rlpi0dnzY3/FH5IXnKqDknC6VQCmZVK8kW1JP1n7cPWROjE7OyF2eRIuJ9JARNYQPWR6IWRx/jIpUfSUlR2RFconSBHnEWsDZKgB/EO3nuezZdgS6+ZTGnMjEqtI9CEPJRNDK1+D87I4s3Y6ZA0AXaIhJNJpYGXQZia3m0OPB2VRFbTVoGqkVH7xyjF13NzbnDrTqGfY1dDLIQDJrUS4ZbLQchoilZnAXnJHOhs0jbRMXoRPuvqBIR/WkAACAASURBVEaGnSFWiX5nccue0XiGLAvJoXekRcA3A+OgyUVCFZLVskb6fPQWU0ayM0LwOFsSVjWxtpgukt87w9x64qxAjXP6paF4JED4XBhMXKIyjO+tMLue+NEjkjPYu5ZhlSBGYmHIixmpKdFfv4GmRhWe/szQ1BVHb+NciL97WtRSWp7VpNKRlhXuWnyGMZpwfoY+DOjbLWlWgTGkRUUqDE9KGScfFTuGKM47T909z5oNT4otIRvsyWLuQKUHtMpc1gveqza87+943Ox4v7znrH7Me/UGryPPijVWRzZDyapoeV7ccEgF91XNB+6OXVlyO9S858V+8bKe80Fxx9tqzqNixwfFHX1yOBW5bOY8Lbe85+/5wG54XO0wOvFesaYyowSnKvFBdc/LZsmzYs2YNd7UfOhvcSoyn7U8c/d8UK95393x1G/QVWBVtqSsWPuKAfA+sCpaviyTiCnrzHl54LKYE61AcJI1aB+py4FxNokqTwoTSkuVpphKrbvGMas7NlETB4MvpG8ULtDWBVU1sKsdTdWjFfSlY+VbXC3zaxgMrgjMqp6VO2CLyA/mk0ZfUTHzAykrDqPjs/k1t6uKQ1fw6WR5OkZzwgh+srgVr/Oi5OO54P0fV3vui4pV0VLakd1YcF7sT84iS9cRk+ZRteO1jdRuFNcvE7grH3QEL6oDIWkuzRytE8/nd+I1PIh7SW0H1vuKX5u95ifLZ3xv/pY3qzmfLm75fv2Gv1j+HSoN/z0NBL8dBL7zegL+m19lX780EFx/vZwwXZpsPPfzCtUrvtx7zFtPeaUYxpL1StwHdlWJ2yl+mp9i3ni6a8++kpJV8dYyzpxYMWnYzyuKF45h7tCjYt0U3Bcz7LVjXZfce7k6utUcXGZzVpOvCpJP2I1hd+fJPqEGjT0oLg/np+jebgybVUH9leUQZ2Sdqb+2dAsxFQ+Tr2PKSiaDqazbB0sfzAmM20dDHwxWi3ZTGA0EYY/uxuJhH0HwVylPXpLAbixI8aGd0YpQ9TjZhsUoj/veosqRffAnXbwYNbvBYw5SpslJgjbJzk62YlMbMTzYqnXBnjJQh9GLyXqw9OuS0BgOnWfYeW4mK7twLySNF/WS/aakaz1xMKh7x2U1JwaD8xIs9J3DOgk2NkVgGIQtu28946bgc3/BZlNhfeS+KDlM+lZH273DRpT/UZlx60/n04+WoRcpiHEv+JKhsOSN5yYrrA+EjSdohyoi2mbi1sGzh3JDyopCiTfvsexgJ8ajM7KabaM7DWLGPEiwfLMDqdP+jtvRXlAjLMac1WTYHtFqsj8kTzZRUgpPWeO0BHVOCXli3dsH8/lp4NEqC+NWgZnEtsPkSWp0pnYju644ZQSPx+MmG7+jDza9MNitTafPpmkfOUlwuIkltR1O7ebpnE7sT53xWjyMtRIogzWJbhBm5YlqOmFYKUXU2ppIPzxMjilpdJbjyFmdJkxpRLKSD+x5ToFjYmKM5qmpI6zgCEtAGJ15YtZrwztlMGE+MzFis8roSZz79N0E1iZGfdynOh3zcR/HGtGRlX38vlKZMPdoZ8hGoVKW7JtWZKXRlUePiWwMOmZyYSa7uUSuPLFQ+JQZHjeYTu6L/v0Zsy80w3ffY5hr3OM5aoyE738o+1aKsVbE1QwmseruoyXRK8aV9GcUJG/QQyR7S5hPsmFGoXrD8MljTDsSLxqSN4xzGR9C1oRsCFnsDsds6YIjeDNZPRq64OiNlaCQTB/lGg/ZytgykeoSit3oxS4xi0XZIXgimog62S3GrBmSocsPfrxjsuxCwdx1jNmcbBnHaOiTYcyGq9gQsmikRsRiU45frBy7YKe2p3E2W/pkGYKlS37q95pNKEmd2KeN0dC3YqPYAddtIxJmnSN3hqu2EZvGSaZLDWI9eOhEPeEUOBxhMkkxqEwworqw3ZeE1kKv6bxjUJbBG5HTsh7VaXaHUjT5WtFaDL1lrwvS3hE07LvM625J2DsKLX7tRmWMEikOPZW8U9KyiNTxxJjW0/jndMRp0QitzIg3kdoObMcCqyNeB7TyFNNYBVAZWaAfx8/CSNtWTaV+lYlZUZqRXSompjk0tmdIVr6HjCXGJGojSZ3ayNhT6ECth5Ot6T9sv/qmlPpd4D/JOd9Pz/9b4L9/R0z6EfAHOefnf919/tJAMBeCVRiTksdFJBtZsSQlINhxkWAWiMmSZ5E4ODGNd+5UvrVlIOw1sUoPeAUjjL5UJrIWDSbXjITewGwUsc2oSEqEOp0PdDMjOIqDmMZjMlSRGB1mPgqmIytRgDFS7skqnx6rNwU6KC7zEm0TaTSovRE5DJe56aWURdB82VsZGAZ98pBUB0N1pbk3c8IEjHU+cLivZHAYBQfYmcyXWZEuS3aVAGy3VQVrx8veihRLa7haONTOsnUlfe8Y7oScoHrNVTD4O83lyzPM2sjPlhUv1JkMUEgQFS8rSLCvHPuyFB0nnWkXnnBd8nYw2DtL7DSxiiKgO03MdifB2GFfom68yHW0GrfW9DOPLiLdzqNdIu0to5NySAxGxJ+jIjqL2Rq6M0faOQYvQtNxb1Gd5qBEN1FvLWMvAaxdG8JcgYZWIVjMoLD3lmQz2RvcvWYwlrE12I2U9zgYYhVx94bPLy+IveGylkzhIXiuDw2b1w8iq5fzGbu1BKe7i4KvL8+4njXsXs/489EwvKn5clew6wtu3ywhiUVbOMj1+WIlE2vqDbezmlnd07+p+WP7PuVEFtm2IglTFiPdqwbTaf6kfo+ulclyjIaX1yviqPkj9yGvNgt2Vw0Exb+cf4y+EyLQeOPoGgmE/K3hOi+4q2viwbJdV+TOsK4D2uQTZmdsnWSv7g0tNSQ4bAvUnUdHuBqX6K3l5d7BqPhT/T7u0vHWLMnjZDW38VBE1MHyY/2MYbD02wJzb7mOC1RrMHtNKjJup0hejjeOBVvnZVwYlZT7bx3ZZQbnebUW+8TsMsWdYVxqXKv4qj7H3xlMD0Ny7KjRG4s/KDbzGn9jGHJJc6M4VAVuK+QQ3QtWdlBCQAs2Y1qNG0RnMFlDclJGLtaasTX0RaK+1YReUdxl7q5r7Mbg7xVDtPi1Ypw5hl5TXhliqaV0bBCsYwTbamJr8D/+BYwDfPBM9PtKJyXaIaA2e9KjJfrmnvmfI6VYYyAKOaQqLebugPnpLaquybMKlzK7//gR7/9Wx2Lbo282ECPpYoV6eYk6W3LmNeZ2IxI0ixnVn7/BfPoE/9NXFGVB3rciFzNrSGcz7B/8JQD6ySPyvkU9vUDvW7TRsN5R1CX/8u3HbA4li7rjdlMzbgr+98c/5C+vHvOqWhCTLCA2+5Km6vE2YlTm1Zszbg8VbXR8fXnG/6U+5fLVivW+om8dv+c+Zd2XXN/NcT5Qmu/TRccXd2cs3K/x1f6ML+/OSFlx2zW8uF6hVeYXVxe8aeZczhZ00bIdCl5frth2BYfg4Rx+8vYZ7aGgDY7dRBbpDl4s6l6f8bv+M272Ne0khHzVzti9mfF7H3+HP337Hv9r/Rv80d2HMGi60cqCbXKgiVY85dWoyL0Wrb5RiGhMlqGm1QQjizR1MCfsHEkwhnrQJGWhCSI+fSY6sWoUTHhEkbM76RaaTk/+8UBQxKzJnSFYkdBJo2bAYXWEqPidy++eyCLKywInT+dy/3qBGhQ/Uh8xDJbxbcWXs1J0Zg8V+5sa1Wt+L37MYV3xerag33v8NG6Ogz2RRXJWNOXA9dWcV/WSYee5LCM5Ca54PDwwfW+aRmAjGxHY/ueDLObbVq6BdZH+xYzfOv8hb16e8dv6+1y+POMwONZjyV+8ePrXjVH+Vrd31n9/n7Z/H3hXkfsfA/8UOLKFDfDhr7LDXxoIqkKyC9nIza+tWLpZF+mKJO0ZCeqSzSgjMhHWRnqfUdNr2iRGhwyuUyeyRSCUXsDnOYk34QR010YAx1lnYtAoK0BjZbNoqjkLNp00q7LLGJ1EOgHRxlI+ko2FSko9aCt4xKApZ8PJxaGnEPyQzRT1IEFM1JwvDmysZLGOVl5BZcbe4RY9y6ojFLJ6CkGs5WKQUoJxiWXVsZvX6HICVxcjbVLUs57WZKLNFM3AoESLa9F03E1kj2gNddPRVyW2GQknMoViNu/Eyi4rzpsDm3kDUaHrQFkNtKY4uUzczyx1M7C/MNhK3t+ZinI2YQSRwPPRcs/NqKlmPX3pGJQ/2bsBeBvZFQXOBUIwlH6kKx3jYPHFyMFUvL/Y8SZoinIUtwlbEUbL2XJPN1r2pqKoB3JWDEbYaFplZk33gBHUFRi5zwYjJUKtM70uhQyhM84HRmBR98RSUxcDjR94r5IS1c1sxmIupe9Hs73g/qqO5/Nb1m3Jqm45zAsuFnte7T3z1YGnsy2bRUmKmtXiwNYWDN6xWEgZqS8sZ/MDy6Ljfj7jyXw3SSpI6eQwOmo3spnXhELz/mLDjW34sLknTmWcbrQ8rTeSyegcY2f5aHbHF7MnHL05jZsCvKQolz2zqmfnCko/cug8ZTGeroe3gW0lgepuazGLAbJiMT9wD6TBUK9aDrqkXnR07QTpWNbMVwfaVnCSt7oWizkvslB9tLw1Mw6hplz2DIUlFOJAMzojWfjWkGfhG1pkvgh0mdP1a2Y9O11j7q3IxLxDoFGTtiUgJBonC63YGkyeSEZKNNqSFb1RFeU/edJuiyIZY3eCESQrkgYVmBi/E8EqC9FIhyyZyPRATjGdEMuifXASOZFR4gPZRAVF/PQZZj+gNnvGjy6IlWSGisud2Lo1HrWY0T6fUwEqJVJToO92UsatPPnT99GblvHJDDUkihuNSonxrMGv9+R5jRoDarUgF472kce9ciilUOst6ek5/YXD3a4Yz2vczZ5UTF7VSqE//Uh+45xRIaIOHeHxAnu1IX74hDjzfLL8kisvGEGjEzc68+uzV/xiecHjaicBsgncFA1z11NbKQ0fBsez+ZbfmL/ip2eP+Wx+w+2jWjCCvuI7i2tuh5ohGGbFcIJFhKT5Yf36tCj6zuyaM9+KRNfiLW1wnBUHPm1u6JPjdqg59J6PV3f8+uI13yve8P5iw52v+GRxw24sWA8Vd77i+6srtl3BZ/NrGrtgPZT8cP6GR8WcF8szPimv+Wh1z79Zf83N2PAL+xRvp0y1TWSv0DZR2EA2TPaJgsXFCKMiH0kRRghasZgGY51PCgqpSKgyohSkMkuf8AmUloUbwqIN3mNcInkJlLQWbT5NFtMEG0laoA7WTRkzm/jh2SUZ2FQl1QQT6YPhe+fX/FFbEEbLx2d37EfP11EzbzrGaPjs4obPp+Ds4/M7XtvIqm5ZlyXLqqMwgd1Q8Kja00UJkM/KAzEpzuqWt352WvA6nbgrq+n+krG1j4Zb06B15rOLG0LSbKoSrTKVHfl57/jh4g0/WzziB6u33OxqPjm74x8tX/DV+T8ISv8NbuqveO1XOqtfzhq26YHlah7EQu1ktyUaXVnwz0aA2tlO5abjYbzLYrL5VL4xJhMmbA9KSkjGyGSvpuAIIFnBFDoTxQN00vfSVphsRwan0pmpmETUE4bDIMechY2FzWTSSessW8XoIykb1MTKjBMDyxthosUoqfc8iXjGKlFaYVi2o8OZKN+bVlTZSCBcuREmBpo2CWvEw9RqaT9Z2e9RqNXbcCpZJi84w32V8U4IOgAEfSq55Yww96xYXhkrjDptZUBxNqKd7LevwskOrC8ds6rH6MTQy2S2KDt2TcGi7tiqzKGzLCetQTN1aqUypQ2MU2nSmkRnBb82DpYn9ZZ1W1IXA2dlKz7RY2RVtfRO7NvmdU/KsJ4wglZLwHzUX+wrL8SacmQXNE014GzkNhicE6Zh6UfuBktdDBx6T2kDhQnMXcc2FCdM3BgNTkvA5KbSiLORykq22WkhpbipXOJ9EHFbN9I5S4oCfHZacKiFiXgTUTZRmCATJJmDjhRGU5iA8Ul8n42063UgJNGVPJadnY44L8+PIrhEEcDO071KFqH1IRhxyhnt6T4HsfkDsUM8VmzzxEoeo5FsR5qY4xOwnIxgSzNSyp3wtTlpxhFygjEZ2lFIMyRFPDLRQUqpE6OX6ThTVCgtxx7txJzXU1Y+iHB2XIXJHSiTnYjjbhZiXRVWQXB7m4JxoajPWrqtRS0Hxm1JPh9IOylnxmISqz+TCFKZTO5FbihPY48qBSOYt5Y0D2gfGRcloZbsoZ6PBA0Kw7iIdIMlLCJ6NhK6QioW02JV+STEnU7EsvUQJRNYFaiQ0ENChQT9QPYOs+5EssUp1BhkYAoJlCI0FnezR+0jufCoMaHHyLjIqM2e/GQmjNKUUbsDualQdxt0OBPpGK2grlDdiO4zpITddKi2J60qzGGUNkFK0iGKiHTOmF1PLj26H8lOdOKGaDjzBza+5FB43nd3VHZkbnvSdF8PznJWHKjMiFURbyMz13Nud8yKnnO/Z172NG5gLAznbk8fLYuyZ1F0nLk9h1iw8B2P7YYPyzuuuhlP/IYxGxo/8MjtOCsOLH3HhdtLiRdFXQzMXE+tB56ZDXPfMSTDuT9MuHDNWBgqI7jnZ8WGNkq2qtYDjenxxchH7obaDqzMgQu3l8yyyuIRoKd7honFelyo6PzQL1U+sfp597XjdmTk5od57oQqMZkcpkrS5At+oqXDiYh3fCz/EU2aJEoXIUkF7KqbCRGknxyzsmLoLfd9xThYUm/Y9CW73hN7Q+ccMSo2fSkQnl5kedre4WwUaJMuGKyRrKKuGCcIDEDbe6xJAltSeYJHJYbh2D5se7FWDaNB6cymLwlJs++9CIVnMRe4HmaEYLgbKrHw7Eve9Eu68ZeGHv+vbuob8hD//9x+6dWIG8k+2lYRlRF2VK/Z+xK3FY0us9dELVpjMSvcVjASdqcZrSFrw1hq7F4TsjrZn3VRPhuSSM6EDPus0HtDBKIV5wfVi0/uRlWkCUPmdprRuFNe1+01w37KlGZQB0MKCr9XxHtZMdu9ItSiJt8ehFkbgxHNuEGRvaY1hUwko+buUNG20rHUVBrOraG403Tzgvuy4tA7AQHvvQRnwzSBWsttVaEOljFNbMhgSHvH3qaTFVynM2nnSC6xKUs5B5WhM2wKwVv2B4fair8qSbHblyc/5PuqIu8tKirGY8m2tURj2U373tmC9LZkWzt2ZYSN46aXQEDdeUjwslgyvK15u3Dkg8XdGt6UyymIVlgXGA5SIs4JjIviqxs0uyLC2vHz+hGbm4adL9nUJe1WvDy/GqyQUtae6ymDpTeWXeNAZfZNQUpafIfvHMFmxsJj7yz3xwXIxkkGOsOhSJg7y5Wdy6DXO5yTwP7tfsZ4X3I5sbe70bLbVOx8IdmPuxnt4Ahrz2uzIN147kbNFzqzu6khKt6MYpWnOsPdKK4GaTD0nWBX853n62b1r5SGi2Ik3XpMp/ni/Iyu9fzMBmLSvL5ZEkfNy3LF2+2Mw20No+LzzQV6bwT7ZjSp0idM7lB5YbB3VjLtgzk5mBwnk7F1IqNx0EKayHBQBWpr0QF671E7I1CAoLgrauxO0zfiArNWELZO9CFbw+2ipu0d/a7AHDSj96jWiA+vz9itIpbijJBGJfaLZYRei4TMxog0hkt0o0bvxDLQ3WvGeca2cv/avcgmpa1htB6zNZhO0fcOu1cMlaPcKsa9xW0MWYEeQEdF8vbE6tUHjQ6KdJTemKSU3FozGBGoLvYy27st7PcOs9fYnSIZI5JSgyIdLMVeoYJAELKGHBIqim9xTKDf3JC7Dp4+xr5dk+sJxjEGcfE4W8D9lvplTX7xGlWVmI0ljyP2/aVoEB46dFmgup5cig1YntfY/SgBYNeRn0xMYecorweRlBlH1GKO2uxwhzncrtHOke7ucUA+tOT3HqFeXKKURhlNjgken6HWO9CadHOLffKIH9++x7oteVvOud3VtJuS39t9h6/uzlj3JWnCwK4PFbOyp7RCCLq6nTNGzdJ9wourMwoTePV2xXpe0h4K/qT6gNu25u39jNuyYmafMyTDL+4u+P3yU75uz/j87pzaPueqm/H19Yo/8B/x05vHLKqOffCEpEUD8HrJMPl3n9k9P799xH4qOe4Hz2FwMoarzJurJX9cfcib/ZzD4KjtwE3XcLit+cPDJ/z89hE/Wn7KH91/CEHw3DGJiwe9JhVKFkgJCArdank+uR2poKSU6wX/qnr9kNxIikwS1yRlyE3AtDIOq1bmmpwgZg2DRfWaVIr02jjYaV6ZsMmjJgYhRmUj1SqtMoyKl9slm43Mf+PkLMKgeVUtyGuP7kXXbxws+t7RBVkIvtFzhrsS3Wmu6xnDpuAuGMLB0tdOMpyjoZ3GmpxhW4509zKmxa14ooMsvNL+IVxYRyMuTFtxarl0Yk4wdFIi3rmIubN8tTsjbjwvtisZm01m5nu2d/W/XuTyN7VNC++/Z9tfddT/Wmfxy8PyKWOXCrHJwYgsgzZ5spyaNNysaI0xyThonUQuwkgWUNkkGTmTH1bv02vZJVLWIjNjstiQmanMrCTDxlRujlreS3bC7VkB6iYnbXC0YJvazSaLDZY5lrcBfVyNvQMUPy6G1LS0m+yWFFOmUYv2kpjdcypvHzN4SkOOvLM6nErWp4znhOvSWTKdkx6Tmt570GuavjfpPak0ge3fOT6ls5S2zLSiPLapBeSeTD7ZRR33m/VDe8f3ydPq1XAqw6upjTytghUCvD+1Pa3Gj9ncPLWT9USwUPJbnH5LJSV+pUSf6xu/y/HYj6thk0SH65TBzdO1mj6Tpms3ZXq9iyiE9Ve6wMz17L3nasrsJqOo/UjnPEURmPse6yKlC+xcoi4H7n2JKwKlDZIBiiKXECdLuaIUti1AWQ1S8i5Ej692I85EQjRonWiKga3LpCyPU9IsfUvIhutyZFCWpW/Z+oK9j2QMi6IjVVP23GZ0KZnC2GthEdY9O0qKcqTrHMU7zGmlMvtJs62rHLqRklHVDOx7QwwaX48Mo8bNe0LnuFjseV01lDNh6tflIH6+PjBox7LqKP3IbVYMgxbpIu2IWJF0yZpUTBNfHVFlxPlIMBZbBMbZ1C9dOrWtJgwfSsaLY/ZDxJQnco4XTdF8tI083nJRtEdPOoNHPcyUxcrRZlSn0FkJhjRzGg/EeixPpWTQMZ/qvmqyEtMjJ9vGhz42jR/HMnKePjOrpX8MI2gtuoJKQVORr27gyRkqBJI3uMVcdPycI+8Pol1al6JDuG+hLlE5Y3pAKWJh0DmjmkZOfRjJ84Zh5bBJBC3zZgsXZ4TK4puatKjRcbIkrCsYIxiDUnKs+fJa/IsLD22HfvqYeD6jsms6J3JHzkZ6FwXAXwzUTuSKvI6nz1RWIBzOByoXqMyAdZJFP7LDR2eo7cDgDbe2xpnIyre00VH7kZnthUlaDJLFcx1FEajtiLeB2kk2so2O2g04H2j8wLk/4FWgnDL8jRPGbMrCDJ/5HmNFb7ByI2OUjGfIIgdmVJLsounEt3fSyoxZsXFS5jUTM/amyGKhOWpKG9BFJB01b0vAJ7wPtN6fxm+SApvEGbQUaFMopew7eKnUiPbnpO/pM9YlYin70jrTOkthAxQR6wLRWGwh+1rYFnzi4+UtIWr2TtQBAIbBiMPXviQOmifLHe3ouAlaIE5J8Wy15VXUhNLydLXlSmeWTcvaVSdnp3aQfj9GSeQsi44vR8u87libSo5TZVn02lLIWFkUHYZg2E1zydPlVhQ8CiGQVH7k1d7z2fyGLxfnPF/ccbtseLrc8t35FV+u/g6Vhv/+bQr4TaVUPz0vgX+qlDpMz4tfdYd/7fxsfpddBw858OPzaXKf4oEHX16YmHzTZ9/5vriM8JBaP3aw6U89EAa/2dYxJf/tyrjKqGO+/93B/Vvx8/HhkYF4Opd3/h8ZoCcR4m//MQkKq/xXvD+JMU+PT//hxFB+eE+d/DK/naHOk37hMQg6fub4uZj0OyczPZy0P08CoyDljaNX6CT2K6VucetwNtJqAQQHq8katBGsS84ymIUgdkoA3gVGa0lKGJ+jkY6/ncrShQv0zhFHjXcSWMWpnI9C8KQT6Nn7yDiKN3KYAngJ4kG7iNIQ3TGgRogr7iiKqr7B9D3+5mkSmj6+lrOaGL+TYKpiYkc+MISVymTEu1jeUKcgMGcl2blp/3majIQRLvdBfKe0chSODhOT8ggbSFkT37n+IT2IoGeEqcsk7h2jFiZ6kjJQCppgzGn/cJTbkQt+/O44mlMm4ygqHkdDDop2cOiAYEzjdPyjJmhDHjV9NBx6LxmNKcPMqE/QED0qsp4yIlE8VeNkwxatFnC8BbSw3E/C4Me+Nf1WSn2zb6rxmx1dvSMSfvILh2/2f8WkL/jO66fA7eE5U1v5OHEfD2laFJ4O750A9BuquEeB6zEI9k4pOLQoa5iMdEEpKRMbLYzf/TQeOycagFZBiKgwBW6HjlwVItRtpxPte/m8UuIjrBSmS3LDjgF1tiSnJOxkrVCHXryPFzPUoSOVFqO1BIMpQ1lKwKoytC1Ka9QYJ+LCtwfOh3s6Z0Xiod8cM4QpPTDieed/PArdv9PXQGAGxz4WJ0av/JzSL3IW9jJIP0hIu+mddmNW6IliLn33neOa+vdpcfnO/r/N+k95EskuIjPfE5PmvhjpohKrRN+TioR1iWCTaIT6KN4CesJ9l0GqP/4dJfKoZAE5jUtFMTI6wYOPXqR+ikkNwJnI3ifBVDtP4SXT2heOlT/I931gLAPOS1sXbo8pIuuhEmLgaDiq74VB2Ntp1DBo9oMTH+VBE5wlJynfhsGQB3EhGQfL3sr/zkbCNMbsjRcliyS/0zhYWuuIwdBnSRQEM2Usp60dRBIsTePDtpeKXDdIpjFnBb1mPZbE1rIZSmLQ7AfPeqxOZea/C9vfQ7LI//it57/5V3zmf/pVdvhLr8bTD+9QKnN1N2dR98zKnl1X8MFyzV+ka8KRswAAIABJREFUp/SxxH2w52x+YL2XVcZd3fAb77/mj8OHnC/3OJOYFz2f84hZ053wF/Oy55VfMq97us5xMW950uz4vDjnrGkpprLatveULvC03vKiWeFM5LJc8ni1m4zOE29vFzx/dH/S+7veNXgbuNULFo8EFH3HAjMbSaPm8WqHN5EuWPaVp5/Ki6vZgZg07eD4aHXPuippJzaUVkj5lpJHFzu+c3bNfV9R24FXbskY9UR6UDgTxSt4V1FOWLimGLixDY8XO2HEVZ7lrGVfepSCj8/ueDkdf9t6Pjhf84unJYtly96JBEAMhmdnW7qpne+urlnvKnJSlNXAvOxZlxXeBi6aAy+BR/M9lwpmdUfjR67sjIv5ngxcmRk5aT49u+VnSbOqW/a9517N+OTxHY0baIOjcQO3bX2Sa1kUHTdFTYiGwgZubOKT5S1DMCyrjrPiwKWfs6vlXjnUnpuypvKC77o3NfNZi9GZR/WeNjjGaLgyM/EadoG1rXlyIavMe1NRFIKBqvzILTM+eXRLFxyromXhW/6N5pI35YJ1W/LeYsOYDM+bO37hLzgrDvzbq6/pouVJteWPo+EHj97yk6h5PN/zjy5eME7B3LPZlpu2Zt2I0KtSme1Q8Lja87TasOsKfnjxhpVrcSpyOzZsx4K56/n93jP0ll8/f8NlPeffO/uCLgmcISTNv3P2JWfFY/7MJPa95989/5I/8x+c5FTU5DYQq4TRmRi1OC9YuS+OsiY5S2bNuSgTdCHY0DRMpWMn2XStMrFIwsC3U0bXZazKJC3vixNEImpOK38hiMk9f5zoyEgVwCeJl4wQssigJneScQrij9jY0ScoMqPTIkTtNPO6Zz8vyQ7iPGLqQASCtrgiMMwSzEfGnYjMByvM9tRqVM7kWThhlZPXZG0eKg2FQBdGa+Q3qQLjxhCrzLDUqCoSFYxBEZaBsXUiXl8H4sGQSsEIKicZ15yUBN9lIp4v0EMgp8T4kWTmbBtQQ0KXn9BflPimYP9BxSw8J1tNsho7aQrGixl6NxA/OCcWhuLFPeNFQLUDal7Ck0eE8wb7+o68WoA1jHND8eQchpFwMcOsW5JV5KYUBxL/lDTzhA+WIlB9viRbTWw8etlg1nuGD85wShGXUor7sLmnMIHH5Q5N5g3waXHF09l7nBf7k/RRYQIL11GZUTTkVhVP6y3frS/5yeoZz5tbXi0XPGl2bIqSj+tbru2MNjhWZcun1TWH5Omi49PiijEbuuj4Tn1FZUY2fcln9TXdRBZ5Xt3SJcfcNqz7kvdnaz4ub/n14hVP6x2FiTxv7rh3FbuioLCBj5o71qvypM957yo+LO6o9MBfrJ7waXHFh/N7Pive8rpZ8kfmQ2ZOxJOtSRgnjOjaDqAQskatWPhu6ncRTGKM4sBRuIApZRyS4FhPfUeCP6MyuYiCxa6caAJObiilDaxLyW4erGRHtcpsNILDnLDNrRWYUV1IyGdt5L16zWF0rHUlmqAZOud4Um+5amb02vG42bN1BV3raZqOEDXndUs3OHrrRU82iFas1Yl52VPYwGF0LIuOMcmidelbdl3BWd1yPc1laToeY9LpnEsX8CbyNgqe8XzClDsjGqelDaybmifFDlsFzosD9aznot5z7vbM6u5XiVP+dre/5UBQKfVPgP8U+AHQA78H/JOc84/f+YwC/ivgvwDOgH8B/OOc80/+lcPN+T/7mz7GXxoIvv3pI8HgbTV7X7EtE7rT/NliRvXCUb/KbNKMy1mN22iu5zOKG80f9s8pvvbcLQtQmcsyUb5ytFV5WunfN5HqtaVtKvQIN03N1WyFvbW8mov2n4qC2birEq+qc/TWkhWUV5rbM/EtzjZT3Bi+nGjsR1zPwWVmrzSHW0c2mdmlpntksQEu4wrtImkw6I2Y1g8282YhavAkxc8HK5i9QZ+yhvqgmb3RXKsVh95Jlswk2rtJPiYI9in7zE+CEfmY0oOCdRlhY3lxEK0q3Rqu5h69saQy8Ze9ZbwvZEDaGj4fDPO/dGzyHHc/4aSAF/HspG81BEN4VaNHxa4p2VYR1Rr2OrNZVuTLkhfnHvdVwbquuW0S7t7wqq5Bg7+Vi/HHh4/wl45Xqxlmp6k2ii/6p1OJTMofqhUpEBIyWbYGHSBWCX9n+NH4nHRdcOcyX1ZyrqbT/Nl5A4PG3Rv2jYCy3UaxriuygavZSn63pPDXhmgzOwvlTnF1I7+d3SnaUuzKDmXG32v+Yvc+JMWXRcIUkZ+eP2a9rxi+mHG/mAPw5fyccV3wRRH5/PyC+8s5P2sCvCn40brCvir4ctXwdjOje9WgguJquUTtBRf3l2c1ZIUaFK/mZxTNQPzFjN9t/am003WONJnS83mNGRS/k79L6A2Xuzkpw+3bBQya+67i5n5GuiwxveJ/sb+O3poT3CBrIIm3d2g0ykXRdVSZ2IoOYZ5K+VqL44lS4G4N4xQchfFBuiLWGnUwRJPIvWhNmm7K5LSGwVty0GLpOCpiksVMDBp90KRakQ8GuzXEUjyGY9TY/4e9N4mVbUvvvH6r221EnOY277738mXjrHK6bJctClQgykgFAxBiABIThFSCEQMkJJCFJyBUMECIAVBChUTNYQZCYoQLJEDgEuWqkrvE6XQ27+V7977bnC663a2Owbci7s20SVdhZ6YF7Mk5ESdi730i9l7rW//v34ySFpKTgjaQZ0NQoCeJfcxOEZRwdZvXmmoPfiUq3UPacPFNjZ0y85VlemyoBkW1hUPs2Xyima8Nq08yh2ONHQThMxMYnxkfyzWRnLR83RGSlcfJibLYHsGvDKm2rD6B0GkuPg74dUW1VTS3mfnS0b1K7GdHbCztK0WstQjgrCCEKspxYwu5XgQR9KB8QrmE7yzd64eCDLaoJdA/H1FTQGlQzoi9TMro0RPXteQQf3TF+JUruo8d/tkFeg5gNPbVFv+FR9j7gdTX1PdeijqjMPuZXDtCb1DDjP/wEhcS5u6I2VvGL6xp5oAKCff5Ayye+MEj8TKsHPowES9a/s7nHzEONR+3C8OugZ3lV69/lt/99Bltv5zFceOxomoClZPW4MPNipvVipANH3/3KYe55uZ7l9xdrIh7xxINx7ni8LrneRc4+gofDS/vNmiV+WR3xZv7Nbu5YT9X3L3Z4JPm5ZsLqibw7c1jMT+eavYv19xfd9w/6tjGlq8/f58wWLZjIznDsyUNVhatzzf8L9GwHyQFKmXF3dgxfHfD//Ds5/it5x/wq83P83defwTPW37TfCgioPsaezA8XNT81uzE53bucTvF33NfILxp0bPEmTaTYrmwvDo63Bt7RpVNgFSB9TA3NUOfaJ9bXoZHuAeDDXD/xHIKJnZvHHcXFc1ry8v4SEzQd4ZfX3+R+FnHq77B7gzTOvLivuFvt1/GP+/55uopr99syKPleOIIBsU3zRPmlx0qKD5pr4lBw03NbhSO4/OsGG869Kj5rLpk2tbMkyMcHfuuRZtImC0Pq1mcLzLcND27m55jV4tGoEpoFzkeG/FvLdu4WYiLgb2UEC+KsNIXTqFxEXVX8Xu7p4RtxXd31xw+X/G9qKlM5O7N5k+mgvkT2H4MiOBfBv4L4NeRXsN/APyPSqmfPXn/Ab8C/DLwrwK/B/x7wN9USn0t57z/A3v8E95+uI/gKohtBJZcSaxUrDXVxcw8GFTQhFWEC4/XjtwHluho1zPzRh4rmyWPdGWIq3Ru8ZkusAyauErSUuojrlvwQaH6gLGS9Rhri6oi/XrmqFqUzszZkdZFMZsUS1SYzSIZs0kRrIU6Mo8V4TKAzSyjI2wiyiuqvtjHOIMHaX/ZRLWSgTAFTd/OYiTr7flKicYxLwqz9lz2snJqK0/wsppKXtoI2iY23cTQdahiX1PVganYx0ymImmEg4UgKqt+YhvKJG0Tq83EfFVjNws+vxXCtP0iZszARTux61eSX9tKLJEv2bJ9N7O7sLT9wnQhkXu6jnK8TqL2liRCk+ZiZvIa1QeCM6gskX3aiILausDiHMYJj65qAktrpUhxCZ8Uq25m31lMG6lqz6QyoTY0F5Jm4rX41aFg0ZbcR5TJuMYTi/3OkgsFwQmnM10EtIt4XUl8mAbVBhYkAu8UMVfZyJ+9fMOrasPvHyR+LiXFVT9yWzJ7v3J1yze85Wo18GK54vGjAzeLob6Y+PBqy3cXS45Kov3aGj9ausvxHOe0Xo1ctBMfP6n58HonHCsduZ+kbbOqFz49Ovyi+fB6x36q+erVjRiRR8O8WL58cYfRiZdJ4b3mK5d3/L36SlrDLp8Vg6kShb7WoipH5XPEni7qenVC81Qmdm/fq3TJBIaSMZwxNhONtKeGIgBSVbFkOnFNC2JY2cBoBDnUxeYodolsJO8720xskDxUJxZO+cSjPecRJ2nh28z4UcA/GMJFRI+a7oMDx8MGMylJ1ng04/cOvzaYLwwcY0+49kDF9IFHH+VaNycfwetQqCFZyP+DLvmsb/mldifHwyXIlUTaKcvywYLfGPzK4C8SsdEMHwVoIrGqRChSl/0UnqAeDKlN2Od35O0Onj3BvbjH1uWetAZevqFRCp6/hJ/5Evr2QQQexsDiUVcdalxwN1tICff8gSomln/qA9zrPeHxCrU7yu7e7Mmfv8Y8ecT0+Andb34HrEW1LbQ1zW2NionqxRa2+8IPDHTfnMgPO8kUvlzD/QN622LGQiMyGqM1X71+4K7ruG4GXtQbHuqOv3D5Ka+HNdclLaLSkVftiqtmpDEeqxNfD4YPLnf8/OYF331yzdeuX7M7Njy5OPDQtvzc9Uvul5Zvq8yqmfkL158yxgpnIn/x4mMu3Mjvmff4hevn3MwrvpEVP3/9OTFpnvYHvtzfMsaK+6XlG0nz4cWWn798wV9afZO//eRLPAwtX3v8moe5ZfAV90PLV69v+Pri+LlHgsBv54ZfvHrO8+aSv/V0xT968V0+fXTFX1x/h51v+N+vL/jgUroMr7Ii1BbXL7x/teN7m558tTBXli9d7/jUG6IXgWSYNXkVaNczY2rfoQ0ouca8RnUStzjNHfX1yGxr8JrqUuYRaxPHqHCbhTmotxFzpuGLFw/85vWKZrUw2RrbSXv4q6s3/OblF3jaH0Qg4+pzxNyyWN5bHzheNqTF8Gh9lMJ47XAlQvRqNeAXS6glTeo+w7qb2RmJkHMmveUIFuP/dT0zzY5NP7FVMm+BuHYc9alNLzZVPhoOSixlrvqRDOynGqMytQu82tV8oX/gu5vHvN/vuLlcc70a+GJ3z3cuH/2DVys/qu1HXAjmnP+Zdx8rpf4KsAX+EvDfFzTw3wT+o5zzf1Ne868Ar4F/Gfgvf7Rn+EdxBDMQtKimXBRVnhefPTMp7FgI3V7UezlotBfUQE9KEIUAySp0Eu+vE78tRYWJgqDpRRGdJjfCmcpBk05kt/J4WcSOIicwkyK1ihylLaRn8fCTHRdUThV1VrG/0Ys8r4IiRU3SmRRlnyoqMppU1LgnK44UtWSg6sInjAoVkAK18CliKhnDGbHaiOotR6/sCyAW5ab35sz7S0mMlLOSBJIcC/q4aDEvjWJAqhZdhDHCHTsdL5VjqGLzkZMqZtNJOGteuDTZiaejqwPzaDFWCgnvxAfSucCkwFYBH8RU19XhbJvjrCisq9qXdqUUAKd83MWKbcTQNhgbaetFBqAoHMGcIeqMqZKcdxH3KJOp60Aw4hcZKJ5oJaBdV8Wbq8pSRCaFtlLcjMeK5MW8um48nw8X3A0tHC2DqYUXqDPzsSIGzX3XMY+OByVq7u2hQR8Ns624a1vi0UFUDCYTjw41akYnxOc0WfbId64Olvtjy1hZjM4Mc8WyGJZgUUeLXhS7qWYYal4eN6SsOA41yWteHjc8HFtRqs/yGCjE8++/785BHvoth1Xrk/imFHqlGDyLKP4g9UtuiSBwcohG+J/vvP/d5bBRmSXY718in3ivJzrWiWP3Lu9W8VZQdXpb+d3dG8yo0FGUwcd1R3+vMDNkpVlUTbVX2EExbBq6e0VWjuoBfG9xR7lXzCIIXTrxJI08ZyYRo2SdiZWgh26vUNGQKk19z9lQ2txZ7FFTP4DKmuoBQmeIraZ+UMRKnVXDycnx7KQIsyJdrNDWkG/vSV94j7iqyQrc734P1TSEdY29uiQ2FmuMfKWPLtH3O2JtcD6Ipcv9jnS1Em/BBUhJkkGmSUQwzqJWPcwL9f2MurqEcRL+4SwRZ25/JH/wGH20IkJZPOHpBlcumvTyDcposZe5WKFv7sFD3nQcQ8VxcThTi4J+MQyxYl8SbGLSwl0rFiPR6rNX6n6uGZIkFh18LSrTqWZZDPtQcz93TLPD6MTNsmKOluNSceNX3C8d+7liHxp2XpC9rW+Frze13DlJENkuLctsOfiKB9+xTy2HuWZa3LkIPMwVyyLpTt5LhvFubpi85WZeSarTYtiGjtE77sKKKVrUZDjM0nqNi0FNhlgZDnONmRV+tJhRs5tq0mDPc4MZNMEaZuvQoyl8d+HMpkY6BglxiLCjEuXsIKphPwmCGG1CTQZfWewgyJnSoEbDw9zCaJiNk7EfS0qKO9/DbHh5WHPcN+II4YXYmhfNTd+T9g69aO4Oku2ujkaAg6R4cJFwcHKMVce8l7QrPzh2UZ89QE9JVzkLj3g5VGyTwh8qwmzRLjEBcbDn+36vWplzD46sMvfHlpQ0yyT/1+gC+mj47HhJ3Do+v94Q9o67quOz9pJh/w+sZ/h/07ZGZrr78vgrwDPgV08vyDmPSqn/FfjH+UkXgqrENMW6FFyVcJKqKjA3mdiUIqNKYqpZRVJtaKrAUOczYmBsJFYSAn9GBK0oi3OdSOi3qisnx9FGYrBiUmgXpWCYy03VZlRJPQGIjfCoQK7T6DSqTmJk6yTNJNVy/KwVdYlNA3FxzwBO0kti1EQlfJClMiUmS/btoyZVRrzqnCdl8YyzLrwVFhREsLFBTEIr4fdVVSRUSbhuWeGDFo5XbVA20VWeoRIlbKgFxTrUWdSYjT6r1KoqiGI3I16FLpGNwtTxrHjVJlM7z1CLOm22Erl14o8ZKwWWNyLuqW1kX0esTUQnRtzGpHMhWNnIbGPhqAmHL0ZNgPM+T0pW56LwRGwkOXlvTJqlSmhTPnMjg8spAu5MMK+Eo2UqEYTY4hsZTbFaMFlsf2ym698qX7t64b12jyZz36/pVjMxalnpekNbe560B153Ky77kaFrWPcTd31N3S887ga2fUdOir6bGRDOWtcLmrIYMb4WBLbnsh9FNawjWyPB7V3lOfYt0WkuW+G/PO32hKTZdg0+GB63B3zSzFNFdIan3Z7n6jHq1PeHs7hBURYTWUH5bHMRwoAU41AKrpP6Oql3/MpOlWRB68LbCLdUOIY/uBDOcI6cQ72z75NQ6V3B2LsiDfgDhajSmaQyYS3JQbFLJCcKZr+2pErh14m8DtJxMGDWHr8xxHXEr8UAHi00iFQKwbhOIoDQkBZFsqUdbSBVqQhINGGVyFXCrzWhzywbRVyH0vLV+HXCTGJrk7uInxSxzrLoKJQTkog5YpfQx5G8Pwg6Ny5orVExolY9eXdAHxbyMMrnNov3nx4m8vEoHoSAOo7Q1JIDHCLJdahxJl/15GlGr1fkcSIPI6quCL3D3D+QjiPm8TVojRmTCFWGmXw8wqqDnLEPI/k4oLRGX16QhwG8F6uaeUE14n/YW0G91m5mX9XMlePCjqyamXVV+HM6sUTDqprPiGBVlLwrM1NXotJ3LrJqZlJWrO3MVDma2tNVnmt3ZDQV63rmyh25qnrW9ZoLNzJHS1N5LtxI6zybeuLSjfisWaLk867cwqUbWOuRVT0TouayHktEowidVm6mrj0XbmJXiZ3PpRvwWWPqyIUd6KuFCzOwdjO5jqxqUR4fqoYQJByhrxbuXel4Jdg0Mw9NFG/PqEQQU8mid27t+R6ITpXxt8xfdSA2jqrxzK0he4WrpCPkXORYV9g6kppM1YiIZKwtm3qCOsn7Fo2uI3XjWdsJ6sh1O3DsKibF2YM0GOFjb7ueZDKrdmbQmWPjMF2QsaxZmLqKBKxa6cy0raCFTbvgTGS2p8xyKQRX9cLQSiZyShrrQvH9lWLwNOacHBWGAsD0jYQFDFp8f2vnuWtbHjVHvtVGrpqR131g0008qo9UredPxfb9a+H/p9tjpdTfeefx38g5/40f8vq/BvwG8LfK42fl56sfeN0r4MM/9tn9fWw/vDU8SOFlR0VEFIxq1kyuxh0Ubgd61ERrsXtDyOCOInYwoyLVsnryUeEGBdmcOYIhKaqDIiSJeIvKMivxBkvaknSZ2CZNqjQDkI9yPtVO4U3hatiEO6pzGDhRoQfJFHZ7RWytmIQO8rz2innt8Kasro5W1JBWM5kscWdRsW+EeJumYjuTZPXmdopxqHhoW5ZgmExiGZ2gfCcfQZfYjg1qFOVc1EIszqNhdLV4E46ywuRoSVViNzSCSukssXNtQ7VXjEeHOcjnphKMY3VuQT907dmvKiaYEqTBkkzmYBo4WIZK4sLSohlag36wzF5sPuy9fGZ3qx597xijxOi5nWQDi6G4ZnSJOFgWJ6340STyJNSAsbGYB8uby14ygSfL0lr8vkLNmjuFRMxtLb4rEXM7Q/SaqDLbIK14gsbei01Jqox46RlZNZq9EY+9qPC1xT0YhrYmF++taXE0NnA/tLC3HHUDGe5VZj7UhGB4Xl8wHsSzUB0su7rD7AyzrnnT9MKHSXAA0sGhR81oZHLJsxZEMCv0znJ/6BhcwJrEcZLc5NlbzFYQwdtDxzxVvO4kivBwkPbNzWbFw7El7hx60rwe1uiTL1mCbMT/Sy+KWJS4yeuzl2GyiZwzOYuK82QobSZF6gqtIBiUFwVvChoVCtIcxGxah6L+XAzeS55qMhm8PudYp5PtS0Gx9Sg+gqIaLiic1mSdSVq+lxSVqH9B0HWvUV7uQXdQ+EW4hcNlzboggmTNjMUOCrdXDJuK5kGRtaG+E7TOHsUbUC9i95KVWFmlEyI4KrIRtXKsBbF3B4UKmlQLIqgXRXOXsFuL2yvqeykGm9tMaDVxVtR3itAoUsW5sCSBHRTBKzGSVgpiJK4b4qoiK0V9t0etesJFg5169BRRfUu2hlw51HotSmJroK1R+4G4rslGPo90vUZPHr1Zk72Hp4/QWkPbSC7xB+9h9oMoiYHYaPKykC4eY0KEYSI3FeGyxR1HiIm8LGJ+/eiK3FbosJbHWvPp7oLDINGXu31H3Du+fnifN/drUYxnMTo/jhX7pqa2kil93DW8TIpvtU/YP3R83Fwz3LeEYFiOFd/uH7ObavYPHWPj+L3mPXw0vHjY8I3+fT4+XPPyYc033VO2c8N22/Gd/jGvHtZs60Yy2LNmNzUc71teqExtRTn78mHDPDo+qa44ziLu86Pjs+qS4a7j99dPuBtapsnx7fYJd1NHuq/4+vFDXm7XfOP6fb69fYzZWt5crMTre1dhjuJ/+cb12INmsQ53VLzarmHv0ItCB4WZwCfLDDJmlsWaDpCcdMNCq/GtpnnQTH2DeRAvT2+FQrC4JNGaVNRbec2JI/j5foPeWebixRk7zbgYPhsuUTvHfilz0WBZihI/e812bMiDQS+a4yRIrRpFyU9QDJ28R42G41QRR8uoJSouZ4V3sfCM85kjCBAmy6gy8WhJtfjgKi2PT9ukJc9cDZaspDMiDgdFHBc0etKCdhZD63Rw7Nua27lnGd5NSPsJb3/8QvAm5/yP/P28UCn1nwC/BPxSzjn+wJ9/8EzUH/Lcj2T7I1vDqthZJInNRCVkRa4g1YjVReniqoLsnIxdVRCvL4HY39nvyeOutJpOx8pJocvk831ndm5NSYTcyecu64wKuniMqTNsrYodR9a89dArPKykRJ2pT2khNkEWVMHYVNwi9FtEzGrxuEvSog59aYnaSMxKQrZtls/HZYmmsoJmnbhGyhTVb0G0klFkI3580eSztcsJgc118cKrED+rurTDkqiyxJ5GFJ7Zyv9H4XRJ1J/4Li4FBVxWEdVGXOPxQWFWXpDHRbKRu27huLK43otbiFe4smIzTcC5wKhqiUkqSObiHDFoiXzzmk03MfUVxkX6duGQFcEZVqsJX1umpDC9hyzm4aoTsUXTCS8zBkPwgoypJhKiQ3VBLG2ohLOlM6YNhFjjmkDQ0q6uXeCqHpiC5b5JVLWsiJvKMzeOqhIfwdcu0dYLU92IjUNXYRpR6z20gRw0VR2Yo7R6TEFoo8pnv8J9K2htV4m/WohSqDWVZ+gEHbgoPJ7OLcQk+1yQJJjKRoYmknSmdV58Lsu1qaooLX6XMcWOIkWN0gldvMW0FqW80YngDcYmlqqg74qCqku8lbGJUGx7clJUNjC4LJagTaSpPEttxX+yjjQ2iKVEZQWZd3LNpkY8HtMiBtGxXKPYjK0jIariLZrkeyrnH23GX2WSk0SeVGvqy4n5Sgrm5SqRrzzeOLIFez2xbDvCZWDeO/xVFCELb1vD/jqd/TnjrNHtCREUjuIJEfRXiWwT85XD92I6H6688ByVxm8SKmmWq0juIlNwpKoggqpwIJMi1ZrYJwhR/P26Br0bUXMEUwYv77GvtrA9kN+/JI8TzDPq8oK8LPi1w30qxRnei/p31ZBNRs0B/2xNdX8A7+U4dSVij8Zgbx/AWjGWXveomFGbNXoQBDI/e4S+2WIONShFrh0qBHLbgDWSYVwVkr/VfLS558YFrtuBz3XmQXX83OpzvnnxlMfd8YwI3lYdF/VEYwJWR7bHlqebAz/V3fD1i2d8cX3P3WXHppvYmcRXNze8qmTh09cLP7W6YU6WJRl+un+FVpk5WP7M+g2vKyk6v7y647BUXNQTP7W+xSfDG7fiOFU8XQtv8GvN57x3sefetXy0fmBXN+yXmq1redbv2V5KvF1tLjk0FV9eSZogi+L1AAAgAElEQVTIZ5srfq5/zu+s3udn2s95tVnzaf+Eq3YmJsXSiT+m6QPrdua2yeQ2ErPhspuYmlqU30ksZFIfMW0g9ubs3ZqDIjWJtChym9BNwPcW3QaiL5SpNpwVyaG3qDYQeo3pAlon/KLZNBM3bRIFfVTiKVhHrqqR3Iqy+WT9pa0sBHOx/cJmEjLOh2DIrvCKjZIOQOF1n+YXV8YH66IkXCVxD7DFKuycgOWkg2VcKskoEMsYk5P4rfrFyliDcAjjyTaqIKCLyVRGuLqNDVCloqD26OoHa6CfzFa6/D+eYyn1nwL/EvBP5py/886fXpafz4BP33n+KX8QJfzRnFv+IfEqv/Q3fyWvKsmbtDpx8DVHX7EdGw5HQUt+/sMX7H3DzaHnvfWeT+8v+cVnL/jG7VP+oafP+frdM/78o8/59HjJ3dgRk/DvDseGi/XI5K3Erhkxzjz4mj+zvuE7h0fcjR1KZa6akU8fLnm22TN6x4vXl1xdHZgWxz/24Sf81s0HvL/eockkFFZFfvfVM5rKs9u31I3nvYs9n/7W+8L/WUUxDx2Ka/oJyajSmYhuu0DYVVLMmly8zhT1nWZ+EjHXs3haFRRO1Yk8CBqTXaJ6NLHcN+f2NQrUXGLEbAYv7Qa9s6R1FDPhbUVuIu7G4S+iFJGjwY6KsJLqNtcyQelRYz8YxDl+kMkQI0W6Cgo2Af2mIl55KAWffTwSP+9ImyA5tG96zFoKvvyqRj+bCA9SdLWPRi76kbtdj1JZVnBKBqJ4tFRvLMujiNksxKPjz//0p3zz1RPmY8XqcuRw14kauE7YFxWp2IWoWcvnrDPu3hK/MNH1M4fXPdUbi79I588895H244rxi56r93Y8fHIp30VZYNiDIVkxDVeXC2kymHtRiQOkTlTuKkDs0/k7PAXFq4ggAV+aMa8rVITQZdxBoWeF3ySylQIkK0ibgLtx0nYsgozTYinXkfa7FcbD8H6hSnSRHBTmQUQ59qcOTPcN7taK6fEHE8Ykmtqze7WiuZ64XA28fHnJ5mo4x+jVLvCw6/ioWPos0fDm2EtROVfsty3rixFrIilpttuOui2h8l6U7VoXusBU8+fee8nv3z4BxIvwen3kbt9zuRokIgrOOdPDVBE+7dEfDvihwtSRuGjqfsHPln49sW5mFPDi5RXNSsjxwmUtHob3FblNqMGgn0zEXSUG2NuK3MUzL7Z/MnC86aSo3Vtync7X2WltrCdNWgdsF0ivJYaubj3TvqbqF5bBobeO1MUzr5aCaGQvyPPpnldXi3QAAHXvSK20lnOVzvwwehGl/dxHn7Nx0sJMKHoz05mFv3v/Rd5r9ly6gUOs+bXnX+Frj19zVY3sQ02lA6/HNdf1QEL8LC+rkfeqHe+5La/8Bf/dx7/A1x6/ZgqOn918zmfTJa3x/Nrzr/DPf+W3+Xy6oDaBb+8e80G/5XuHKx41R7TKfLq/pHOef+7Zb/Nr919lCKLWXVcTP716zUPomKPlO/tHxKRZ/2uBkytwrivCkzXKy6RsX4namLYhPN1gbg+QM2pauPsnPuLq11+R1h2pc7jPH3j4h99j/a0D4bKm/u4N2VnSSsQD5l6EjrkXMUt4tEKHhHn9ACmTNz2kxPzBhua7t3JcAKWI713K7zFz/PKKzW+8JPUt+uaefLFG+UB4ukHNEX/V0Hx8K/+P0aSLDhJMH3ToOaFDxt0MpM7x6a9ICzVnKZJe32x478mWEA1LMCzeMt20rJ6JNdk4CfLIbFi9dxArqTcrsU1SAniYWtwn8qL54Iu3vPj4Mc2jkWlbo5vIo6sDu6MYMS+TlWt1qKhbX0QkkZ+6uuN3nr9/jtHcdBMPh45/8c/+Bv/tt34RpTLDTSf3QHi7WM5RoUaxV+LCc3Ex8PB6LfPXjSM88qjZoGZFuvLoe0e6DHJvNfFMN9LFVo2sqFcz830jgrKoYOVlnqwT+sGKmMq9zRunpI2dxH+nLsLp/esPd8yLJQZDfNPA5cLqYuTwyQUf/xu//H/Dav7xbatHH+Wf/2f/rT/WPv6P/+qX/+4fhQgqpf4aUgT+5Zzz7/7A3xTwAvjPc87/YXmuQcQi/3bO+SfLEfzs1RXGlqzcE7F0MeTFyOSW4P80zwjBEHeVxJ/d1fy2fp/DqxW/njT7m54lGLa7jjS+JZvqwXCzq6R1VVSLw+yYZ8fd2PGwb/EFPr5tV/htzXeHmrho3KuKu1lEFL9RfcDdiwt2l40gG6mIBF70TC6JHL+t+eRQ097KoD8HWem7QQyZpdVV2i6n1nXQ2K1BL2IncUoh6F4KwrE4EReorLAHaZ25QUQpqVIsrqa6NSTDuZVgx2JzYcHMcrzqXuODIvYad6+Jjaa+VUhVJ20tO4CeDSqLFcapZTWtaty9kcis6h30MyqWrKjvFbOyuL0m2YynpbnVeO8YoqK6NYRBk6tM90ozVDXVg7Q6RmA6VtKONxk9GMl6rTN2kHPM2hCWGnfQfPLkiuVNhxkVh6Qwdw6zQOgz9YN8vksw57ZirDPVg2JYVRwmg7uzNG8UepH/U0VYLjXVFsKt5d6sad4UG5NRFKd2ENf/eALQg8ZMkM2psFfoqSDajURFZSWv016J4OkIc1ToRZSpWUscoT1CtvK5qiDf4dJp7F6RnDp5gEvrNEBUYpNi5sx0XVqnQQoKMxVBVFSoRWOPso/Fa/Krhl2daF5a5kXzsmmoXll2s2HfRPJkRIW7t3yS9JkH6g8l4SAq3J0Vy4iCsrs7y9JWUowuGl+ui2MtxdjvxPfxD43wB2fNi0OF2jleX9tzjCMghf9g6J9rjqqjPihi43ARfOMws2J/6dhXPcpKwT+tpHWmgjqj8O1Lg19rzKiY6orqxhBGTbXThKkIxjwcq4bqjS3XhiasNN1LoZScNjMrluAIXtO90ky5YuoM+mhYZo0ZNPWNZr5Wbwn9VVkcneiTUa6XEGppSGRobjShl85FaDU6gvKQjhWxSXzDPqWqIl29EJNwX2sT+ezmkherjXCKg+H42ZrfKbzU2VusjWLXUji2J/T4sp14v9vxalzz8GLDbweD94bt0nB37LAmcvzehv+t/yrbscGaxN1Dz4t+w3Hf8KK9QOt0pnD8z/ZrfPPNE0LQRG+omsDtZc9hrlmCYb9tyVHz59wtbA+oVUf+/DVud2D8hY9of/clpMIPHSfsy4KCWkPuGvrPF7h9IH54SfXxDbmu6F4umJe3mPuKtOrQtw+YYpadeykIubnH//SHpErjvvWa+PQS82ZL+tbHqK99BXv05P0RnlyBUqi7Lfrjz1GrnvhozXSl2YwTvHoDj67FPPthi00iKHNAvOrRn71BOQdXK/Q40z4/sv3ahsvfvmP84gVuuzDeS5RaKvnZ6q7iturJSROKWKy6NQyrWpD5yaAnjdtqDlUnSNmtJVXm3IVKbULPQot4s15T3Rom02DvLamy3OtMOBTKz9EyrmTunC70mWd708yku5qpkYJ8niriZPjeeMX40KAGQ/u6zAdB5pJUC+XJHURMNV9rtltH+9KQLTS3Mn7bUWgV07GiuVXM+4pqJ9e4zBXg12J1ozL4taV7I/OgWWBZ6/M4W99DrBGe/Ah+XWFmsVjyG0MyGV0ElSc6x06vMUcpMlcvFfO+Zn+0rD57a8D/E99+xFnDSqm/DvwV4F8A7pVSJ07gIed8yDlnpdR/Bvw7SqlvAN8E/l2EqfRf/0hPrmw/tBC0Lp5dzkFUi6hMAGIv5PBV7Zl1ZqylTTfUjrbyHNsgBPom0lWesQ5iD1ISBnIQQcepfaqtiBByVvTVwliLs7lSUNWB0FhcFVDKENoSB6QyfeV56AJNXZAtRP04NRGqRJo1uY3U3UKsxdcwVWJzkUorKdal1e1KW6jEoSUnik1pvypImdCps5WJpHnI67LLxEoqkmSRaD5X9km5eaPkoiYnRaW0oiA2J3sOUciGVgqSVLhK6hSbpYqCNkmrXo6RSbUUl1nLnKmDFNbCd6K0xmXAUCUp4dxK14jSufwkI5yxIlRQSVTQEsslN/lpQDqhYSgIp8H1pNIuyL/yMsmHRgYdleTzVZTiOojlj4q8FSAUqoHw5fLbln9+i87F/tS6EzFQ3QTmqImd2ImQITeRmCEv8p3FNpU0CYkpTAZAoetIrAVJjH0iBE1WitBl+fxKQoVqIqE3cuySkoLXolZtI35lpUhsErmJmDaSgmRcGw1N49k3FWFVlNlNYFkZVBUJKyMWSq3HDwa98tJSNlaynYtFT1t5fDAciuAjBk1YNLp/a/cTFrnmVSWT5anl7FqPp2LdTzwUC6JkDXW/MCdF3QQREJXEDhHqZEJfkfqIV2K6rGdpleVKjuvq4qm4EpuiU+4vCXQfmOeGuAnE0Yi1Rm5RbWSxFtaBHIRfe3l95GE2UEcW5YjryDQ5QQSRay14Jchs55kHfUYEl8aJfVLrmLMjXoXSPpb9UXixhLdpLqzDuXieUyWocVJy3ZyQjTphGqE7dPXCVTMyBkdtAo3x7FZivlubwBwtd21k3c1smon9XEtWb7HTABHj1DbwqDnyfrMF4Dvrx1z1I8PieNIezqb09xeep91ebH10ZA6GTSOI1qoR5NUvMi4+qo9surV4iyZ9NuE/KcR9Sanh9gGMJj/s0H1H3qyoXw/kdQefvZQYPG3g+CA3sDFQOdKXr1B9h3sjNjdqd0A9XpE3KxHG3O+grshdg9oP5NLeJgTsfmZ+3IJS6O0ARRijtkdUSMKp9AE1LSLGMYZ8HNHOUm9X5BDQFxsIgfjmBn11RW5ruNuiVi367khePHmeUfMabh9IX3oPNyTUtOC2C+7ze3T7iLr24sigMkNT0Te+8OOE5xqb4gmKWG2lDKEH2wS0Sfi2kq5MGZOoEtFo1KJZtQvHtkU3QcYhl2gbL5m8FKeMJoq/ZyVCOGMkySS3Yu9FhrabGXLNpRvRdSRXiaV0rVShz8icJaCESuAvI3rtWea6jH+a5TIRW1mE+suESkaoEEaLpRIyD8RVLClAkPvIHNx5EeUvIqkyMnZiSHUmVhnbiJeo9sLT9ZtCgwplLE9KOLwXC7GRtKN5tvirhN545qu3i7uf9PZjaA3/6+Xn//QDz//7wF8tv//HQAv8dd4aSv/TPw4PQfgjCsGqlgzKdS2xPIN3WJ04ZkXIYgXT1wvWCF+pqz1TI+qybRO4bEa2dctlMzIHy+4dZa23hqYXmxGtJapsVS8YnbmqB45Ldb5hV83MNFY0lSfYyKFz1I3Ha8mbrFtPW/mzrYbTiYeql4lvNugu0NaeKQpapBfISVChzNtVll7kJssJkhH7GeWleFVlxZSMIAX4Ap0nMR1NSvajgrR/8NJ61O+oKZUvj0tBI2Rk+ZlO5+FP+4Fcgx45R2apCHpWZ6SQWRfkRYotlBShOoBa1PkYy0XZwYVnGTXhMuA2C943MhmqzDLW5I3H48TAd7OI4tgkyRZ29hw1llrFfBQOF7Vwvz7cHPjkUBOswW1mceOPMqkuh4rQSpEVFylqc5XRsyVdeKrO42eNDoblQlbYaAibyHxt8Rcy8S+b0r5bFKoLpCBtPFUlumYmRiWClGK5YlrhcUan0L0nzTL4KJckHq1WqGyoG8/YSzxTbqKIAzTELp3zrFHieRh6h2oi2qXyeYtwxzae0FZko0i9UA/qRviPc2dBCXdqaBtCK23PrllYDlXJT5aB/cTrU4qiAKbkLctXqNVb+xjJwZbCXWtQOpGTfuuDVzalMznls/LamSTvi0qQirL/E18oaYU2kZy0pHYU5fCJj5pLekhW5bgndLTkiSstucJEJd5qa+Gopqxoa8/SVtjCV3WNF0RGi5JUtUG4ib1BVYnQZKjfUUgrg2lkgTr0EgvWNZKtWhd7o7iS14B8NsYm0ol/G9NZEOaat8pF39tzMolpg7T7tDof67IbWVcz7zV79qGmNZ7WeLZLy5P2gFWJkDWfdNdctwNXzXAuFlNWogwFKh1prOdpvefKDug207QL1+1A7ywftNvz656vLnjW7M6Px+DO+1lVs6h7g8GZxPvNls/bDXO0+KL4/bB5QCMZ0UPvWIJB1RU0NcwLebMidSLIilcdbr+RFmvJRVbbA4QAzqFClufud8QPH2Oe3zA9rVm92RMeb3CHUZBAZ0TVDGJf8/5T1GGkspr4eIN5eS8cyM0KQiRuGkzOwp8EclORLnsICZUz7pjg6oLsLGp3xLz/jFyXKL7rC8b3e/rdIJY7OZMqC0+uSa2l2nlyU2G3I2nT0a8mLotnnilF9HU34pNmZxpRwa4NFyX1YjRJuNDKcbUaUSpzt3FnGyyyGCfHIAKr625kv16xWs0ck8K4xEUnnqbGJCaT6bqZQ4aun89F+tN2z8fra6pKPoPLdkKpzIf1A23xBDxOgggqX2hAJaIzFCGjXnv69cR+kA5O8I60imSr0ZUirwJxlBZuSIrUlpV6lrExR7Eka1YLUwlRSF6j154YFHkV8UFJa7hKBGXIG09cNNkYchdRLsmYUlrDedJcrEYGK0ISP2pYeVarif36T4lY5FTQ/ygP8YdlOv7B12SkKPyrP9qz+cO3H1oIhqCZtf2+VeUSxDw5L6JEnIOVVagvf/NFeRg1gxcPtzE4hlmyCUEKQbJimaxcgEaKrSUa5iBRROJtJD3V2ctp+mgIQfzxQpC81DlagjfnrNeUS2swK8IsqSHJyz5MCWpMFSRUKcxKUXVijUY5v6ylGNNBhBmnlU61z8T21M4StEyKMCWmt+fCUVZiJ76a+J4pIhmdpcXF6RhevNDk9aVtXEt7UvuTwvJUTQoieGpVi5eaFKjZKPl/fNnvIj/rrbQBllRR3ylUsgSvqW8Nfpb/vblTjNbh9tIun23NuDLorSPajD1KYXvizDV3kJwhNgYzwYvrC9RdhZ3Fu7G6L2rmWtPcQugUYXzbao91lhbFrWOZDPWdKEWV1xjRlKCCKcpOw0JNd6fkeDMMa1GbZ63IyZREDGnlZCcoT1zkWlG+pGcsojjNoahzJy1opTfld0VqNHpWmFERW02OpRA04jtpRkXoSgLqiXeWFKkyVJN8H5RM3pMIRnm5FkJR5JpJcodD0jBLXnE1KeJsWKwVJX5nWFQmzYYAqFmzLPbMv4teC8K8GMygiY0haRnM9aRJGrKV1nBSsiIPLsGkGRZHLBMLQeMrC7PQElLQosbWokhmks9blbZrbDJmVgSb0bOW/SBFqx4VURuhKCRZoMyDwz0YfEYSf6YKDhbvNfpg8IWnpCbNfmxg74h1UVgWCkQ8GkGny70arGVKYA6aYBw7II5WMp+PTgylSzscL+d6WsQor8/3sle1ILtZYbdGuhxJMm7xquQ1i1fcG7PiUNXMwQoiaAO1CdwcenyJWpyDJe4q3qx6xuA4FH7n9tgyLNJytybROc8QKmod+O7xEcO25XW7YlwcrfW8GlbUJjJuGz4+ClfamcjNvmf0jv1QMzQOozMP2x5XBb51fMLL/VrG3qQ4uIrGeO6mnpA09/tOIirt8SxIUfOCToncN8ITtObcHlYPe7HuaRuxR8mifM7vXaN3I3nd074YxdLmuJBXLbmyEKWoC5sGXVn0fiC8d0FoDfWbgXQtnER1GMmbHvtqS+pbclehdyNUDv1wBGeJm4bp2tB9M0GYyX2LOgyS+6w1GE19W0xNrCEfBmLvcMOCvR85fPWC6tN7pq88onpz5PDQyb1T5iG/rXll1+TM2fnB7Cy7dSc2ZKN4D9qDZtt3aJPRD47YpNKhUHhb+KRe82bTY7aGY9XA1hFd5s71TKfF3mg5REXeVRyDINRKZ56vLpl3NUvlIMncNg0V3xkfc9w22Dqih1IInvjTUZFVxhwLIthYJluhj2L6biaIk9yzOkCcDHoGNckYlrUuPD5I2soYl5DxZ5BxUs+KYB121EQj7iEpKJIXDnU+WklfmRXZidWOCuosDjWzYpiq82frjjLWjLXDDH96WsPfl2f+/9HthxaC87EieMs4OQmeDkZaLYvG7OSt20MjhPCD5aAb1MFwf2wJ24q7psPvK27anmkQKfupoDEHTcRJqoiGYBNbJ2air0xkd2jFwBLYJ03cOcYkthdua/DGoRbNzUWP39ZsgVMUnNIZvbNkl7F7TQyOSUHjSluxEUQKdFEzC+pxahFnDamLxGLAKxzB0pJ1itBmcpukFZxLsHmVIWmMlkIzt5FUCzfv7A2XThxBeS42YmsTG1FmxlZ+j5X8BDkn5Uv7GqQtXi7c3ErSiwrSMs4nPqKF1KYC6eez6W5y8n/mguqcOIWpfC3JlbZtVKWYUm8VmTaTtbRi7aDfch9dhkXhXMS7TF4UnOw3srxPWubFSDqdDICRVoTlbVZsQU9jVXhcmjMaRZXK/ydokz6KtUgKhuQy41CTDo5qUCQj2aDeGMxRovCClmIPnUvxLsiwOyqOg7xPCnKNOwovM1WKZFUxUlZ462iPitQYUlXapwUZjkkM1u2YJZItKGYlkYXuIMXf9iB2D3ZQpADHfSOfR2nLgCxC9Kl9f6JRnAmJsshIZdFzWmie2v4nv79TGz8bmSworalcOK0x6re0AN5SZBSlSM4IXcDI96USZ1rB+ffw7jkDhcLw7nmTII8yWZhBPoNlcNhBvDrNrMjF/kgvinkS256ELIZSpbEDhPF0ogXtnqWwr4/Fn/BkDqwQDuYgRTwKMbZv8nmcOaH2ZAQBLi03O8l3r5LwPVWU66HQCfGNdCd2Rjh3sXjZjZPDGkGeJy+ioHGuUCoze0tMUnhMSxlDk7gV1CbwfLzk4GvwimMxSd57MU8ORv6no68YFoc1hmWxuMLVnk1RcAaNx8oi2lsZo4sn3HZpOS4VMSn8bM/XUT4cUE1DOg7oVc/yhUvq339FHkdB2g5HsrUQI8palHOC8D7sSY9W2Fd30i6u1tjFo44juanQD3tB+4zG7iYpKl/fwpMNaIV6cUP+4LFY6Lx6g159iXi9wjy/IV+sQWvU7YP4MVYOox5D7khvbsnLgnnyWJTS84x+9hSGCW0MqWtQn30O1mIfJkEiL1cy1tXu7bXo9fnzAVkwxSj3U/aCEpsZfJDFHcVGycyyWMwpyQI+F6eKzHnhqLwkEJlZFnR20sSc8d6AF6slNWuSE550dGUs0jAFKTgzcu8siyUvmmOoZQG3aKpD6QR5BVrmh0wxT8+yKPe5ot5rksu4nXhs2kEWp6kyuKMSL8+9QsXCEQwKjwAeZAhAfRCAQzjTcr5kLfushCdoB4VHTNHPhaUu9J/SPTOTYtjXYnGWKedk8Kam3f2RINn/v/0Ytx9aCK4uR9rK01jJm5yCZVwc0+xYjPDknl0emIPlwXRcbgZuk+LZxZ5PveHDiy2fJsVHlw+80BuGWlzdcwbvKmwrnEClxM7lyebA6B0fbe55YaQwVEqUXveqZ70aWYLl6DXuYiYGw0eXD3xrsTzeCHclJMky/Gy2aJvwukJ1gfXFyNgLHJ1akdWn04RXeHTCg0Au6DqJX5+RoilZmRBDq0h1RjeBVKTyKSpynYi5TL6u2Jx05qzkRUPI+m0Ml9ZS/HVCOKaWoi61idApaUvmt7y82CCcwCaVyVmJnUFnUFkKzjNH0EuRGDrZH1tduIHqbFYMnAsylTmLZKDwGjPoKpKPRo5XionTJH8aCCnvlbbdacecnYFOhURSvB2Q7dvjv5uokfXbgvkdfYCcm8lv96+//6ekxZTJ/XSa5dinByq8+4e3788FkTo/n0syjHnnde9sJ/6higXRfbdIM7JQUKfKKpd983ZfqhS7ZwukLmKaQDgaVBeoW8/cO2wbqGrPohzWRaZF0zULfS2q4VTMo4OxhLXGdsJhSlETOoPqoli4LPocI2eryJIUl/3IPJV7QWfabmEIktByOu1T6ojPCt8LfzEAuU6y+u8D2RpMG6hrj9aZY1+jigo4BzFqVy6R6sKrRIx+Y5/IXSB6R25F/ZidFtuhvoI6EdpyL/RS7J1Uw3lR5CaV+8tBG6XNnBS2CYQModHC49KZaLUk1ZTCPXq5d4iK3IXSNleEVqLkSOV/zIrs5L5WdeRiJSbi182RKToa4+msZ/SOy2ZkU00cfM19v+Z6fWRdzRxcTes8D7alr8TI2OhEaz2PmwM/07/i2+YJ314/4fHqyOgdH/YPaJWpTeB2veL9bofTkcaItc9VNwKwbqQ1/CpqmsrzQbvjdb8WVDIpusrzYf9AbVZnA+ZTAaT6HrRGX2yITy6xu5n0aIN+Hckpoap32nbWQBBubH2xQsUsQhClUDGTNp3s8ziRNyty41BBbLfISriAOZOcgqfXqJDAWcyzp3J9zJG86iQ5ZVqga1FNLeOjKcX75YX4KOaM6lpU35FWDWr6v9h7sx7psutM79njGWLK8RtqIEskW0Oz1W5YsAW0Lwzf2r/L/8W/w+gLN2w3Gm5LgiWRrCJZ9U05xnSGPfli7YgstY0SYNgijea5+bKyMiMiI845e+213vd5DSolCBG1WkHOpMailSJuJIs+Lxp0yKgkZAZfQwNOGsG+kf8OQIrSWbdOINAB2TzFhWC0zH+sEYR/oBFcdTP7rhMwdT0H2zYwnDSCUWDRaaFRjTyHcYnehReNIMj4OGqu/EFoEkWRuqrpPZlFTl1JZOOWFhmzjKI1NhBnJdGTGlIQmUsIEukakyZWjaBKQlcop41dXTdOed5pkVBFNIIh6LOOvVhpSuiqTU99FmlINc9Rde22iySbpQhfaNIiYfpIXPwwue6f9Pj/eDT8/4fjh4HSRcmI1ihykVD69P0biskUxA16+lepQkiGkjVzllHulOz58UrFxxAlsSPNFm2kkEhFOitztpLikRVKiREhJ/Xy3AXRQkUtGb9ZRtRGZ3JRkpsYZQGQjovEwcWFLCh6KQtXqi32FKQaUo3ovpSRjMWpjuZwWUbhRTFPirRK9L2Q13NWBFWwLhN1kZ84/1EAACAASURBVMeymWU3s19YiVKreq+srPD+fCI7g656NLMKWBeZonCn4ljF/i6ToyZYI503kJzgAtFYeY6lISpbi0vRbqWosF2UgPo+MleHWllF4uCIq4xdz8SxJS9r0slGdCShiLPbbCSPeV7JzjVaI0VNm4jKSl7rukhB4Ay3i4Fh2ZCKwywjadbSTTFFUiLaQlhWY4uTDqA9GPIyYZaBuDeEtSKspABRSYrhsDDEVaJfj0xrL+OUCFxPMkqpyJ+ryz073xJUK0VjAbMMpFMsU42oO5kg4lRHutbQXx05hoWMXZaJ4ixpVIR1RZDULpe7GJnHnnIR0C6fzRoU8G1kulpgRiXC7UWg6yX9JNASJ83rzYG7rJlSQ2ky6/XAbtvJAuPEMGVtYvSSzGKMOPadi0zO0biI1ZmYhXN54oAlbevPJbLJROdQtia5eIRdmQzWymbDaXn802G0ZAMbLfywk/NeqULySTq5pmJ6mnxOzzlpn7wV7MXeZXQ934sWLtlyPbA7WsEMOcvN+shDUvSLmQPQLOYzZuZmeeC4bkSzmRR2GQh7DRvR/5Ys0WB+PbFZDnzaORabkU0/8Gh7lt3EofEcg/AKtS7Ms5U0nijXby4vEZKL5STRkEUxTAazCuQoWdq53nN8I/riq+7I2o+8avYckheNoJ65axe87bd0JrCwM18vr7jujlw3Bx5NT29nNIXOBrTKtEZGym+bZ1odeNs+0/cTr/sd27nlbbslFy1j48UVn3dPaJVpdGIXGm67PSlLyobViTFaWhv5rHniu37NmBxTsmz8wBftE0YVUlEcgydkDc6K3u44UjZL0sJhpoQKQYrArhUO4sUatT9S9pN0oLwSjeAQyJse8+0d8x9f4xXokNEfjtA2hNsl5hDQhxEV5Rwz25H8ppXHaxsYJ8rlGlImvO7x76K8HmdRcyBvFqhvP8KHT7Sfr2Tt6FspFKeZsloQ1y3+4yPTn36OuztKV3K9xP76I/lwJPz8Fe4gBal9HlD7AeM6XE03sjpztBlvI1ORzVZBqAjOVu6rM6Q2kaOlcUkwWj6fc71RnPPuyZXr6qvO14uOz+iMPuGsvFxf8/eSlayVjYGqLFlUwaiCdfI65XfLeSKkNGedrspiPlRZpjDaSDJXcdK4KEZiFw2nyQ51QsOL3tcgGyVkDdQuy3QL0FmJ4dKdGhgyASpepkDFZ7KuhsJqZkQXsnrZ/BtTtYxZkR2cUpDy9+AEv+vjn4oj+Pt8/GAheNw1TM4xNVWjV4O48yC0clThoV/I97eeA5B3jodFTzxaHg494eC573t2+454Gg1nMHtD0DIWSaaQjOHR9syzxZrMbt8Rjk52JkmTD46DRjRWe0M0DqLiw35JOHi2tdg6ZcyqgyEFQbukArumwz/Ia55TQ7IFfUJXxPqymnIem47eif4iyEWkg+yYmntFMZYj/bnjowdNcgUzahlpOcOeHvvg/oFr2A6qupUtdpRdXvNgmIpn8g77JFT59l4TRicXa1G1pS+vLY2ib7OjYu96zJPkpxZbqk5Qxl8nDeCcFP5ZsCmzltSQgiYaj98pIlYyU58VqbXy/xXMrSd5wY0UWzBHGZflUUYhbgdhqUjFYgbF476Hvbxn0Vncvo7ZPLgd5/fPTKq6qRXuANPBkAr4g8LtoegX7aUqGr8rTFvNsenptvK7KirGwYoesMgNb46WVLV+J11mcgYmjZ4lW/rE4CqqasVmGQ/PkyR9iP5MRunmKPrGEk8j61IfX1y5qcgUTTSCEHWhOcgYSUVFngzBim5NzZJBOgVLnAx2qBuIKPyxqMxZyxqsYJFSNBSXzpqmkkTnqtQp31pJMkjW5/zv0/lPfSx1cs22IvymhTRapiTjMQXkKBusc9Qi1OcEraUr7idFOKWNKC2u4UZGXrm+LmOyPO9sUCfoeVLst51o9vDoUbNdtqKRCga1s0ynDvNouFsuyFsnRdnWELOi3Wmm1slry6KznWl4SHIfOLhOiu3BEeu/Zq+ZbMPJ1T04K65hU6qeS7SAh6jPGclmZ0h1pD5HLWPBqJgaS+jE0LafG47Rn13DvZ35uF8SsqExkZANw3PL+27FEN3ZNbwdG3xN6FAgesJk+WDWhKI5HAQHc5gda3/Fh+NKzCGHhl8drrkfF1iVudsvSFlzf+ilqAMedz3WJn61ueHdYc0cRaN98J7WRD6N0hG83/eUorgaPqEGKEGg8m4O5HX3ctOfZpS1lKctZQ7i4rUWe8zSeVMKfX8EpXDbiH0eYZrBGMG5fNqjtnvydWUBHiLFW5rHIF3EEME7MaIohbuzEoPn7Llw1PsRvIfXN1I4hIDaHQFknG0M9smDc5hjQO+PlJzhaUt+e4N+9LQfBubLBnO3I77eoJ8PwrKrzYSclYxda3c9BCMdu1kaCzmLnpfwPR2xERZpUfplGqJEK39K7lFzTdmpGfIpa1I9zwhVlhEl9ecU2TgnQ0malGTTGRvJk89FNiPKiCzppOkrdRJRVJER72nSkoUXS3zRvemTi5cqt8n13yItdpU5S0zIJ4JDLXLrxIx67YksRImOnjqtOoVF1ImKqvp/kPugUtIcUeql4NLqH+aS/06PAr8/L+Z3d/xw1rApOB/pm3AGQSsFcxSnJKbgnWQmjq2haQJH63BG2tydD+wbwceM3klnBmRnPmlxb+p6ouuCq3Tz3gUOPr5Qyn0kNBbrIlEZcp8FqDlr6UY0iaamOZzQC6OXn8mNEZSHTdgjFKNwGrJV2FGK0lMhWGYlsVlOUUbhyYlBQgoGELaSe5ZO0slyL8WNiOj1XEec1oqG7XvvsJlkdJy9FBsqaewekhduk9spdNJnc0js5XfsQcwjqBO2RWKPUmur/gygImecmERQ+vz3nvAvmKoDtNJ1K46zsQKke1fqOAYQDUsdyZ5TWqgFs61av/o71qazlhBT3cuhjhF0fR/qDjRb6QqmVp0B28WK4SW7Cow28t/x9DP1hpR83SVnJeYbJX9XCIY8GUzk7OZOTuKX9CRsR9EIys5chRpdFhTzZLDx5OAWzeXJoV0snLWLk8Fk0aGVLI5zFeUckvOhamRmRbFamJv1dZpRMc4Cpz3dOOfJoVvp/EVb00R8ZKrXXecFbaG1pNk0LrL2E3M2jEGC6Z0vxFa6XsZkWWhqXrO1iayNjHl9ktQAm2lMOjtsC5IKoGtedK47eH1KE6gaTNUk0dPZQu6TjHijwjcCrrZaHNamke5gSmIn9m1g7hyqi+RiaZvA3HoZ40aF62fZXAKbbmTf9tIx7wyqi6ROrl858RTJKnQdRw9tg+sCfTtzKNA0URZQZ9GtrFbllJFujHQ7gpYovyij5HOO+MJA7aZonyhWnOW6jfgmYrTkYi/dREgyptOq0HnJnNaqYJR0p51JaCQBxplUf0amFVoV6QTpxNv2mYewwLpIYyMhaxZmrm7jiLYZrxONkU5w4yLOJHxF0mhVzglIjY44nc8MTW8SCzvzoDJO16QjENyLk5tSNoriDLmxxHWDV2KMy50TzEtT5QNWo0Om9JJXXBYdZbMgLizuYyLerjFDEL5eLuiUSOtG2Kd9Q24tRSvmL66w+1lGvCFBTKicSVdritPoSaYLlALXK1JjCL0mv7mW9WiOqNaTGw9GkTdLcmdlPL3sUXNguulo5MMhLA19ymSvSbcbFsuRy+oSVsj1d7M8MEXLbmxIWXM4Wi4X4trdm8yoPQnL1eqIVnC3kDSikxTFtZE4i0nydnlgt1yyWMwcosb4zEUd5StVGJSMfQ9Z0XYzxsj58bbf8vXyxTV8uzzwEfhZ/4F++VOm0Ykmu1STiC0Um8/34pM+2FhJA4EXvXcxErKAqrrtKuk6UQVKlYCIdEX09aLLLqQG0WZXk10+dQSdSFCKEZ25nsz5MUsBVT/CYqUjaJxMD3JdG5yPjPb3p/j6Q0fwHykE+8XEopklCqsIRHUKVjR+AFmxaiemaF/wMV3kanHkMPj/Cz4m12KyFAhB0/QzMbzgYy77gcPsuen2jNGedyqrbmKaHH07E5Jhv3vBx1x3R57bjkUzn93NRhWemwXWJ0Ij8Vx9O3O4kBM+rCW1I00yLhJRbJGLqnaM6BKpkyisM5Kl7oCmm0y+eUklSEdD8Zl0NBUoXeBmYjbNuZBCQRpqe9wW4iS8OZSRFJEmy0iyy6gkY9fsM2nUZF/NIkWddUzmqCk3M5Px4uY6GSmMFCdpHSFb4iZjDtIRLE0ie01uC7qPpINEEqELcakpreBdVFKoRZQQ9NKgTCYXe05dULMmtrUg9JlUBCO0s5ncKvSpAHeS4pFaAUjHrmAMZ5ZitqLHMm0iNZbUyPtzLjjbXJ3JBbeZiE8yIi9FgRMdWamxZs4lYpfItYOpipLiA0txCtosfESQQlVLwZb6Iviaxknx2SVSsKgsuJtiq3lGF0wfyd7K2N4KBywHI59HF0ltXTj7DD7juyBdiNYy68x1NzEtHPkgo5a+n9h/WMpG5aiJjeMI6Ekz7hsBuE8G0yTKwfLcdQyzE5TTvpER1GRQB8to5XMqRfKiE5CMGLtC1cQdiqKMhu3YcNy2dXevOChJi9mqjpKkW6Ft1clVl+F8qB3YrOR9K1IQH7ctrhV1uD5KdzdVI9Apd5ushBuaRGpCUrUjU5NHioIgbmbpbNSuw2xEBhBfBKwqSPcyOgOJM60gBUM0otc9aRTR5fz3lFJd5BUdc8LlqCIZq3rWZJvOXZGTeaAkLVF+uha7QGcDrRV8jEKKrt7OjNGhXcJVHeCcDU4n5tjRtiOqmkRaE3Eq45QUjDlpNAWn87lQ1Eq+brTos70WrViu90StpNDUtUBtdJDowfozRme0yvR2JhZ5/SEZyruP0vGbJvT1FflqhQkTejDw7XtKypjNWlAwv/7unK/M6z9DP+zk+41HffMd6vZnEmM3R9TX32IvLwQ9oxT28YjaD6L9azzZrXD3B9TT7qxDLI0jLXvs3Q5SohxHtHeUzRJCRGuNvfCod3cvI+uU0M5JQZsz5A79uKfsD1AyjXeocSJdXtI+BNLVEvfpiD6OTNOag03nWMg4GR6PHaUoxslJnGNQDLMTJ/HkKLUTfhwbtM7CDT2djAWCkrxuguQkq1kzz+b8c4fJM42uyqA0s7Pk0RCsIUZD0JbHqRczT10bn0zLPFvezReMg8e6JFD4gsQa1vHw6TWoIlpcrasZz71o3U/0C4yYS06c3NPURGUlDRklGkzrEqEaCfVYmz9BdLmcmn1Vx43LqEkMlefYWPPSLYSX0fAZgWX+UHX9Ph4/WAjmrAhJY7SRKUsS5EXO+iywT0WdkTKxutVOGsGQjbDdkiHlevM/3czqYlAyZDSkQsiamDRjcoT0Mu4KSRagF42gkh3J6bGTtPhPGsGsRbeRT67LpKuRoxYZpy5UKiKWrd0qTl2vauunmi8wok8qqnYLq5FA2Sz4m5PewhXKqXV/uuDcy4mfnXRRi82yWhoZ955ydHN10J67iPX5s6F2pmrHLctzKfXi5j3//inSTr908XIFYCuXpfiyRXKObTln1BYN2CyYFSt6Na1rTrKVny0Ked9y1Zu4Aq5AFHajbhI5auFKnkwyttTnlOfN1ZxTXBanmStoLR2xUgHcGnXWwaDlOQVuXN8PX+Tm5USvo1ymdZHgDJMXGGqh6jaj6F+0T2Qq6sTW7giaMoJ3idlnspKOV3FFGIWuVI6evKfWJmYv3TlzutmSpOtnah5v/Yy1T9iqlzvhS1obJZO3GoacSWd96Ly0uNVM181sF45uOdE1M0fX0DUzz1lxsTyy9DNDcGL+0JnJW4ak6JbTOS90HzSmi+LkrsDhGIx0I5QAkIdJitYYDKvlwHNRbFZH5ijO09MNfLKOuLSoRSRrIyaqSYsOdDJ0K3mdRhc+7Zpzhmqp2l2lyvn8Pi0+/+D6qmax8/87STwM9Xc4az5lhZHf1dXxro18rXTtYn6vo6GUfHaqLqKnKYZ8bKp+XxasUl8jRSYhJVJXWDGytTaysDOdEUPNiSPYWGEFnr5vnHTw2loItiawbCYaIwWdVZK1unIjoRg6M+Mb6QhmFJ2Z6e2M1wltMgs70dsGqzKdC2z8wBiFnwrgreRXL+1UdYiiMetsoNFSdM654G3tCCuF6jtKjJTWU7RGT0E6cdaiuxfxlrIWSkb3S8LC0J00fMsOkvBDi1GgNSXJ2LtUx74aZ8lOti1qnDCj/E6p49/SOLh7IL/ZQM6UcYKcIBuKM+hhopiCmbMUrt7BYZBg+6Unr1rM3ZbU6Po8VhiJKaFSJhuFPUZB1YgQFO8jy2ZijIJE2/rMphsZoz2vX0cvgQgg5+ZURI7U+oA1maPLZ/BzyQrrEkkVMrDwM3c+0zSR6B3aJzF31a5+zprGR2bv8F4650YV1n7A+nTuCHYuEprAxgw0bajd9bpGnbp39dyV60YKyNN68H2T28mAd/79+r3TtfYfH6d17mQCBCpho14qpw5i/cb5uvmPH+s0/cn6ZfpaN4g56xfD3+/D8Yfa9B/RCD70DDXsHsRVlUPFx+xkUf3Ur8hRw9axTQp17/nQrIhbzzu/Jjw3fNesOTx3lKEuxFlhD5qYOtn5a0i28KkoabMXxX7fkg+iKQwLS945dpVxJlyyBhUUv11umB9bnuqYi5ML+dmSDwa318So2KUF13+HjCg2TmLeRs7wZsG5ICeqg9Q43L46cC1oue/SPmbGR81408qikV+i48wAZhah7vjU0TzwIopV34uYc8Lei51w8sZrR3bQPEmEXHNfCEtN9qJPcftC8nLlxIVo78wAw6GleVC4gzxnruNaHWBea7qPhenKkq1cu2PydB8UUzCEqaX9qAXyqaD9pCjG42sc3JRbhi4LzsMUieMDKDLabE4cwU4QBe+vV3DX4AZFTC3uQbh8sdeVOSijGh1kJJUbJfFxd47YG5p7Q/fhRWdZNEyTwT8X4kfDPPf0nxSxV+gJButpnoRrV2zh0fWkrcSXnf7eOGts5WiFWWGPL0W7qrFy9qA43Pf4OyPxZRuNfzpp/SSuSWUpxqfS0X00TEmRfAUqzxJHNi8smw8KMxXi0pIGzWGS7bF9Mvit4t3thnTf0NwJof+pW1AGSzIWu9ME76Wb82QZ61huGpyMvfeOXd/KpitrxsGfs67Nk2V0XiQWBfTOkqISHd/BMvbSCRt0Jj17HhY90yBYjRI0O9WR9o6DbYhRtFJkhbKZfLD0W0W4sILFaXPlYYqub3KOuULh9a52BOvonqDIPuO2mpgt9qiZNg7zbElz5RIaQwkyth8uvFy3XY1e3FTkhHu5b6gE0TjGE5fMOY4Z8sExJGGb+SfNrK24nydNbiRbutTIPTOJEz9kLwuSLvitJs2yccyxwuCDcATnqPltuuRjE1h1E8MsyJjORT4+rrjrFhidZaP6rudrBe+aleidbWaexMxzAm97F/mwWHHb7bkfFxw+LvglME+WWDWAVmem+45/t/6S3digVWF3aHnsOo77hodWMsCHpxZlC/+2+Ypv7q/E+Ro1rhEd4t1+gVaF56ceiuL6KwMhwc0GxoC5e+b487f4p4ny+SvhZlqNOk6UL18Dcp23dzOlb4mbFnu3J//pV5Llux/JSpH+xU8oMaMPE2p/ZPrTz9BTwuwnpjfiNnZAvl2hp4h52JN+9iXuw5Z8sSR+eY2KGR0zejsQb9fElefwxtF8t0ZNM+XzW9QcKTGhdyP5YonbB+KPXqGPAXUcGX58gX+a6P7mHQ//9Y+4+h/v2P3F5zQPPft7QfCcIubyo+edW5OTJhyE4efvLA/9Qq6twaAHgz8ontsFqIK9d6TWnGkIoZVzywTFu+Uad2/ZqwVma8jW8R5Ip4i5o2G7sOidlXtDhcj/orlhfmjFiFJgXlnmvefv3rzi8NChXMbsXqI3i4YUpfPtdqJRDl44gmYnQH17kJQUM4gsJTcGtxcOq9uplySorIjKnuU0QYHdmTNqKXiNHjQlilY9RU2eZF1iK/IoM6hzE0PN6kyoMKOc02mQMqPZKWYnOnhz/L+pQn8Hx6m2/U/9+MFCcHW7p6ki59ZGxmg5TJ4QDFPpwBQ+u9oyzI6t7bhcH7lPmh/dPPKreMOXl0/8Bvjx5SPf6szQu3P7Oy5kx3RiW1mTeXO15TA7Pl9v+eiXbNsWgGU38aCXbNYHxtkxTEvc5UicLD++euRvJ8frKyHwx6wxOvOuiuWDc9AkFpuR7R9JVRauIqpNsLeiEZzEMSWICzn0KjA9e9F7mWoWyXJxHb7MqNejLJgAW0dpE3pXAdY+Y18f2X3opcNUd3HmqM9xdHoUPMZ8aQjriOoT04Or+BjL+CpiBhmnuZ24aYuW16iSwhw0+qsDuw+dZB03Jxaf3CzSdSAuPfNtEEF2gbRKzBst0WnrQBg9qZd4u7C0xE1EZTGP5E2kXU2Mj62MjksdOdiCebbMG+nMxXWiKMPN+siHg6doi1rPhOQxo6A/pgvJKZ43+ZzrXCzMF5IeovpImBRupwmLQljJ3xCXhXmlCeuMeTMwH3vpRCpF916yfZNXpEYRQocbFc0DZzRLOBjsIIW+qWDkk5ZSz3KjcztxNXefpDgwk8I/F+woxoTsOIutp8nS3hd0xSicsjpVhrTVNI8FMxe695rUGOJSiuHmQX5/+NTS3EuBLmPwhngdMG2iPFmUT5LpXR3EwMsmrDocOxeJWXM0J9eyjM61lc5qzpVd6aRzmbsk2cqd6OdoE60PbGunLBclGlwnOsN5cJKaUpQ8nkbiqE7uQS9jdemcZrQG7yVi7li1hCBjXazwPIV1prF7xfixxe1FquC2lddX4wrH5wZ/UKRUWYtW4w6ceZwnTSdKE5TBP8n1mHEChE7CK5TNjGA0pKAzFAV2NJhZOhs6KtKkz5+t26qXfORD7UxHpEM1adqrI96KVm/TjXQ20NnA/W5B38xsmpH93LBdiv6y9wGrM7Z2VhsXzvzHVTtx2Rz5o8U9x+hFRmAjpdSxc9UCPhZYNyOpKBqTOI6edTcyDh7vIkZn5s5hbOJVt+OdWxO1BuSztEpea8iavatd2t6j9zO5c5hhJr69ZF5p2vcCadYxUkoh3q5QqWq4Y+bwWcPmceD4tmUZMqm1pM6QrpZkbyhOow4TuXGkP36LGaJsRJBNYFwZ7CEQO4OfIqVxhHVDvm7pfrNFZU+xGnUUMXYxco6MV7VgsCI8i5sO+3AgXi1Em7wdmW8WuJBJlwtULuTGMPz8M+al4vgvPiNbRVhZiIoYTgB00QDHKDpeNEKyqEYOikJF0RefGIQSocY5gEBFQQydYjRT0piERGxWuVE5oamimI9KTZziFHPoYJiFiVtqlzxFGS1PqZordw63U+f7zQmxpZLCHlR9jwWu3h7k/ub2AvG3B+EIpr1onyVH/SU6VAcAc2b/BSz2eDJ7AKpyDz3YA9U8Kf8vV7mUGCQVghR6MQaqBMPWoyYxsbi9InvZ8C6ffj8KwYoN+F2/it/58YOF4NvVjoWb6K0Iog/R8zx1bOeGpzrC+fHqkW1o8TbxarEnJs1XyweeL1p+ur5jiI6fLO/wOvLxuBJqP/BsOy6Xx7q7FtHsV+t7tnPHP1t9xKqENyLCvmoPxKR5u9oxRMc3o+d6c+AweX62+sTz1PLZ8vkc82RVZju0dD7wZHuaNvDlxRN/cyW7Oreeq2DVy3h7NlKotVF2CKqwXIxslYwFlMnyMwWG7CiXgc1yELdlUQym4JvA6Lz8vM9crAbuZnte0BUQG8HJOJeIs8H5RFAet55p2sABZCcfFXoVYANxMCKYr5gX20ZyVkRvuV0O3AdDaKyMT08ZyUnTrSaGqxr3poAC/fWRISxhFbi8OPBYVvjFTCkw5Y7uemAwLWi4vNlx2Q98qAXH0HtxGfrIYFvm4oiXkfZiZOocP9ncc5wdh6blYnPgCbkxKpuZx0a0f+sgSRSniDJtcRcjm+XIXVoxBE+8eMGaqD4y7xvy7cwX1898s/XyRlaN17SXgqy4jNkEwmiY1/bMByxdkptQFG3lGSRcUzEoYPeK+MXEvvGirVxkpr0sAGGVz5gGihTHqXPEZXzhGp5u9D4DHj0rxtdZeI99pMyaeW1RGdrP9wyLlrhw0qV6NdK6RN9OPBwt/XLiennkt6NjsxSG5zA7vE086p7bxYGFm5izjLJaG9mNDdusWK+OMpJPmucCfT+fC8NSOAvT587y5eqJYx0Np1ZztRBH5qqdRMZTC5hSFAeXmA5LmtXEbDPOy7nbLWbm2bJajGxqJNavLzzdYhb9VRTtXV5pjl0DbSIcLe5mYFp5XB8Y+wbVR8EMRc3lzY5Hs0S7zHHpoE0c8MSreB4Pq8nAMtAtZo55gb0ehT/Yd/RLiaI8tJ6ylKi6Ul2XShfSbIhR1YtR4S+ERVoKHL2XnOSk5LOs+kmziBiT+JObj6zcxMaJ+H9pJvrqIPuif+LCHdnGliFY/uTqE1f+yDY2NDrxaVxy2RzFXawjKzfyyu34cXPHxgx82K/4s+v3jMnxZ6v3fNdf0OjIfmz419e/5DfjJZ0J9O4VXy0f+IWbue32aJX5dXvF0k/8680viNkwJsucLWs38s+WH3mOHUNyfO2viUVjHj1ohXk8UjpPWHv69zOpc7gPz3VVMJR1i3meUTmjhon0p0tUzvTvJ8La0/z2mf2XN/gn6eh3v3wArYm3LaSCudthtKb0Dd03O8YvVpAL7Xc71DiTLhe43czxM2ESuu8eK9C7EF+t0XOk2U2sNhY1zeRlh94dJY7OGnJrMIfA9GpB8/GAmiKlsTQfDhSrOb5esfpNpBhY/f2W1Hv628iqk7hUaxIf0obXlztiMiJJmh0jHavLI0YVjqMnLBxxNCxvDjJOTkthANb7rPGJFDRpNnx2teW7vaO9HBldg2kTVxd7do00NOalpe9mhr6h7QK6XmdfXTzwH247XDV8LZqZS2YIPQAAIABJREFUZ9/xk8Ud//7yc2Ee2oWMYCv5gEY2eKHex9gELjZHnvRK9O+NI14H0RBPinwRSb0lrypr0NcRb1boZTgXv81yYmzbWggrWEbC0UArxX9p6gbwaMjrKAk8Nduc8yRA12mZYvV6T4zSiT2oFjaBxXrkeFz9Py5a/nD8v3/8YCH4m8cLGhfPgelzNIyzY54caS+xNH/X3jIGy+G543jh2N0v+D/aVzw8Lflr94b3D2v+yrzl427JMPhzBzAfrLihggBvtZXRynF2zNnwbrtmf5AL6HnR8vy4YI5WxmR3DR/zmjwb/mb1hg8Pa8Zg0QpSVhhd2D/0HEyROKvO8U1WuEfZDYaiCM6hRgNRUeU9pEW9qDQ8R03eOfQk7ihTO4LtneLYOJ5t/7Lb2zuGRkT7ZhYTyJPr4UncXiegtDlI5y4Yi5o1oUZphVLj8J4coTU0j5pZeQhKJHIHRRo9qFJHwzJaf1r1lEeP24sZ41QAmQhDbvEPhlm1+HspYo9xQfedIaw1j6PBf7TEpXQA2zvNyAL/JKPix7Rm2/eknXRRzUGTFYy+4J81zYNimi3T0GOOmv+wfsv+3RJzMDwcLfZReITFQPdRRtbz4OsYQV6rf1Qcbc/d0uM+ObqPirmmyaAg9ob+vWLvGn6jLmnev4Shjzf5vPMsWZ8zLs1Yu3iqSMbwXFEOuu7EFec0EB1k91qCjFBUEnexGWRsnBsloNVc9Yp1B55aVfUy8ljyd0oaiZlgipwRJRSFjvJ4McqI1oyVs1UU433HvLDoneFoOmI08OjZmsLgI/Nk8U1kfm5416xwRjAgh6FhpwvzaFEfG56L6OUKUJ49h1GyesssGxOywnWBee/5rtuwe+plYana3WHXCDc0VnRNVmJGGSztg2ZsO9RUz9mtYbg0kBTbpBgmSc0oz55D3VRJe0E6YP5euqPmKJ0Z82gJkxasjEic0INm23boJ+mKn37HPyvQVrR+WT6zED1D1Ni9JpiGOFnK0XDMinI0uJ0mYsm14C+2vi+6YIY69k4wfw8G3jwa4iklpntxlaeoSNbyq8UVnYvnrN/ezrQm8s3TJYfoWbmRXWh5vF/xS5P51Cw5BofTgn3ZnNyjwEU7cOeXfDdd8BQ67h+W/NLeMATRrr0/rGlMZLft+N93n/FpWGJV5rvtmiE6Pm6X7INszD4+LWmayP/afcWvtldMQbKGOx+IRbOdW1LRvHtek5Lmj8x0Zvbp5wNea+KmwT5OFGtQc4CiMftZvnYWcsbvRNObGoO/O1IaS3sfUSnTvh/Bu3OHTsVMulnJqPf5yPzFhUhWjoHireTf7ifC7ZL24wSlgqlLgZAw93tK50mrRjSH44wuhdKKa1kdR+yTpTQSW6eSdHT0bmD+/BIzRrqPM/OFxW0T0+sF/n7g+GHB0LfnzYH+5HmfLuQ6jRIT194ZdqxklFsj2syk2LMUCcEnS/KiPdGp0iKiTBPeNRf4D5Zp7nE7ca9/mjVqL5tTPSiOC4fdGaaFk3XBFP42a9KntuqwC4dlhJ3j3918yfh+QfP6WIH4sjmRdCS5tsxROqd5JVp9NRiRQCTkPJ+FWpDzy71KByX6cF2NIHXTA1WzG7XIXia51+lZJll6VsL/z3WdnDWqjolThzxG7XSq+twKzl1YMyji6nvdxt+T4w+j4X8MH6MEO9BaGUclrXE2EaMWofBosCbRAoNPNDZx8KmCaWV0YWw+4xW0ziiDcAEVIviubifrkoxStCATnH3RJjqbcF04w0DnLuF8IhlBNngvgmkAoxVWi4FAG4FG60YQHSkgO51JHIF6VOfkDjSUGmVVbCEXJ6PZijI58ZJOkTrhaM+7MzMKd8pMqmYAi+bE1CJSIT+ngqpwaSlQkpK2eppE32hGBcg40RzqxRdPRUsBpSijaARVhLCX8auufxdatGw6Qh5Fy6ePVY+h5aah6yhTTbr+7QWsFDDmKM+tMqhBk7RBV12dCgo7yyg2W9EocgVmkOcfBi9fJ8izRA/pJFFI9gBhLQXtKSM5tUVeS5Quj5lO7EDRbhYjUUZmKjLa2HrsAKmVG42+HQkHdyb0/+jVIw/Hjp1aSscR6NYj49FTosb1M3G2Z7hryRAOjjRqLm93PMa1GAiWAm82e028DbXrB5jC+vLIbl5jr0ZMBcDOsxijun5ifLiQAvJ2xjaRi9VATJpHs4JR8+dvP/ILd80xL8AVfnz7yDf7W0oSjVFOSsZCSCc6aU2eDam6WefZorxEGsbZoDSSblPjAPOpmXrihFVWmmoSeTaUFgiaw1Q3ZFXHF1sNsz7fsHMQ13A6aQUz51EPsRbymfMYLVsNVMaa1S+dgaKw65n0LJ2I7DWL5cRhMJK+kMWdrpRcbxeLkaelQ/lEWGlKm4hLRVyns1lEj5qyithWUnVo5d4QrcB6AxCTglV9XGvEWFRHe8nVrgqgunSWp4RJkn4AzCpIvGVS4CTF5EQw8HUyMibZIJ02ybEYNIVS2WkaGbsrVerf94KOmZJlTJZFN3FIEkcnLmAxk6jqCFbVpHRyCFudGaM9G3m0KmdN9MlNrFQ1IdX76Ok4I31CFGdvTOTNAozCv9syfbHBfzpQWkdpHPpROH9FKcrFEh0KuXe4x1HmqqXQfBzInSX1HrObJF84ZvR+JvYVVL2oWupYSOsGU4tBlMI9DudxLwrs00BayeZfJUmkyQby9VpMKRnUfiZfLMFIskm46vC/eaQsWsiZuLCYMaKKGAH9w8D4ukePkeZm4Hp9EOZoVjypBTfXe3KB/VGed9Qt6zc7CjAOnjBa0sHS3x7wNvHESjZYcjtG2UwMssF7c/vM+8M13e2RoW1RLnN7s2O7aFEKpqNjsZo4NB3NcpLxtM78y9ff8T+PPxZTV9RcrY/sFg1/efU1v7i9wbnIWPWDSukzckuZQupl0qGqua94oSicoNCCFBNzHbUhkS1i8gOKB2MLmXw2vc2nyZIvqBoxis0iP3L1ObIRtEwde5/Nk0q+LrXwtHXN1jpLPGqFdef296j6+j16Kb+r4wcLQW+FWeWMOOEAcgGtZUek+kjvArussVVLqE3B64RSsHAynmpNZNlOkhCSNUolorE0bZB8USMnR2MjqShaK0WfqWNJZxI5SRGaK9PNmEyKRsj9utLYq2v4TI93kaTlT2xd5LAUh1NZRpTLJFv1IpWTdEKpoBHOmXGoUIu5OlacguBe3Eoio0pWJCP6ruisaApdoVlPTFGfBcEAxRm5qCrPDJ8JUVFWEe0TMQNtJkxOFr8mk0fhnqWupqS0UhRkKwkLc/7e42pxP+ba0o+TI68jo5cujb6cGFVLWie6y4HB9uilFDtDbChvJsatE8zFqyPeRY5dgzZZgL1JiTP4aBkmy3wtCRpxsPzJm0/8glvC0dJdjAy+k2LAZ47RkRrRKKpJy/tsCmRLfjXTLSaOekE2hrDJZ/RAXiaOB8f0JrB+tWcXN3IDDBVHMsvYs7jM89Ayjq4WN3L+zpMTBlbURGMpUZNCvWGNlQU3C+iZrM4aHh1qvvCkpaiskNZhFIh5nCw5Z4IqZ2PFqAV9opIgV6KC/dBIF3CWDcWn44JpcrVDCY/HDt1HwRz1FtNH+sXI7mBp+pnGSwRa0wRiZ1kvRnoXmCoE19nEaB1zlDQOW9M+hlEeS5tEqgWrWgZJHlnPXPQDx9HL6DYZujbIv93MHCyqD+diYzaO2FtUHyUZp0kUa9B9JE8G3wvHT+vMw6LFLERsVCqGxbrEuBLcTglaEBwVrTPNBmNFj0ibaFxEeYnGi03lgFpbx+7IeB4wTaLtZvbW47rAsh/Z7TvaJkjEnjWYmvyStSQ9ZF8TRYyiWOlc+F5STVCKULmj5VQk+kSJ4r72PvLZesvajdw0e4bkWdiJRkfG5HjbbenMzJA8315teLvYct0ceQ4trQk0JrL20kn0OrGwE2+aLRszsDIj/379OV8snzhGz1f9PU4nvI78ZnHBzxafzmzBkA2vux3vjmuuWxlVpioR+PnyO3axkWSRaNk0A1/19yzsRMyGmLXwDx+fUW0recO31+RriYXznw6or78T2LPSlNfXqHcfYZxAa/JP/jn23SM4S7pewf/2Cw7/7b9i+asdubXw91/jLy9In12jSqH9699SjgPq6oLmwwPzz95iP+3gaQfHI+rzN6hhYvrZK5q//0h+eISuxXwolC/foJ8PmG/vyPYL9Pt7ySL+eA/eoceZ9OYS8/GJ+fI1KmX49XvUZkX/V+9AKcY/f4t/nCnO0P/tJ4lDNPZcMDeuXls2MsVT+ow5u1lNdaerSg0wRtYWTlSJAqdce6XLSyyjrngrjXQd671fqSrdASExVFe7MSJnOq+5/qV4D8XUzaY9y2FIoEo9j2uTgCKbt3zqcJ+6fvU+qtJJm1g7nwlhgirZlOegz+d9rDgsqBOSXCMZo9wXk0bGyfPL45cqtShFv3RX62uZgkxxUpDGRA5aNrTh90QjyB86gvCPFIKNiyzdzKYZGNMLsiJWoGopSoo9VRiDZdVM7JqGlR/p24nezvRNYO0HdqGh9S/Q5zBbvI3QCoDV2cTCieZm4wYeXc/oLEYXlm5m10/0TgrEQ9/SeomJ2/iRZTux9NM5fqs1ktnqXWTymbabWTUTd011ejZJIuZaBP+CMJJUhdBqK8gI5bN0qU4dhcy54+F8JMwW7RNzUrJ4pRrVU3WAkxeAL3AW5iuf6teiScyNcOKcj4xOHi91stvSLpFPu/3KfjqN+UpWuBP2pObeUjusRYlrMLYW5TPmQboX0Xj8IEXk6BpxbWoLCtysCHuHOchnO+49uVfEnROR9FgZiZ2wttxeibM5S7H8brsm7mTcPpgGsxOBfpk0fquYVwVVxDWcvLD+7FEx7y1DVtitkRHG8CLgRxncXtJHjscGe1AiXi9g+5mxgPOyObhaHFGq8DSK2aEUpEunPDkpjEsiaD+BkmsxHjNcdxNH31GswvVBinNtUMt4Ro8AomXcNXTLSTYfOjPNcgmt+on7RS8O8z7i28jl8sgYLI+zpRjD637PcfJsewEe3ywP7HetIFY46ZblBp2zqtGKAr+l4i2CEVRSSlrO4WjOyKB8QjSdjopP0iaTJiuNnBPLMysxlpxu5lmiHI3JxOAkji7pl7vkqV1bH1M+H14cmHVclJOSGKwii9/F8sj7bcNiPTI4z+vVnhAsfTsRo2G9lJHpYWh4tdizGxoaF3mKmrafGVaWZjmdX3O0hn4xsm4njquGRTdz0Y1oJfgOozPPSbFYjPL5BIu3iZCMdCWiOUdkLroJZ0SScj/Zc9zdopskBSYKJH/RzC/3RB0Zkri7c1G0JpyZf1rJeWe1TEFACopSFFZlMopGR3IRtNZVs2ecL0UrphNWJ1w9+Z0SJJI5PTYFp9NZAw3IY9bHDt8L525qNnyrA0YV0DJtSVnDxZq8aNHeEa+XhLWne//E8LNb2viGojXF1Qzfyw1Ka8hZXP9fXmPvD2RvsD/6HP8cmV71qFRo37wifHZJXDrsPlAu30pnLiSKXjHeeFRcYbWGt9e1i2jRUyL86Ab9aoPaT+R1R2otthRY92IUenNN6h2mdajjRLpYEJcOFVZyOnpH+fw15Exat5jngdhpVLLC3btaYr69w1vP0s/CtC0ifRAQepQGhyqMLtN5YTKe8plTk2lswprEvmkxlbGpa0GXVCEqWLoZfKb1gdBYjE10LjB4JxGnUdP5wOTk+jJKQhQ2bsQ3gcZFUtasmok5Gq7sAWsFQfOp8ntPyT224quilS50t5pY9yND16J9IsSq/ZsMsdH41cwcdNWMN+hOGjuloqdinUSsFyP3QaJi82TEMBgVbjURTh3yNpEAt5qIsyUrKxgsmwRAX/mbedLcLA/sJk9Iht1gaVYTF8uBD6vmh0qPf7qjIN2t/8SPHywE//Pb37KyIyszoinsU8NT7PnYLbkblgD8xcWvuQ8LNn7DF/0TjYn8FxffAPBfXfwCqzJ/ufkVv26v+Xa4IBYxWHzXbPhq/cDT3OEr7+qfr97xHDt+3n/L2o686zY4nbjxe4x+y89WnzjEhjlafnp5x+PY85frXzIly5f94/duopLLedkc+a2/YNVM/NnmPV9vrmXBWIw0LnIYvSSlzAalwLna1VSFTTdy5yQ+TxZHuVDmomguR66XIrCfk+HgJD1g51piMDgfebPe8W1dWE/RX5OVArTxkdAZnE0ciixafTPzWKBrAk+ToduMdM3MdteTFLR1kfJezCKj9bxe7/ioCoNvzgw1pQq5U6wWI4+zYbUeCLXz8cXllt+srtgsB768eOKX62uuFkdSUXxYbPjx7SMft0u0Lvzk+p7X7Y6v91doCo+jgFcXfubTbsG+6emuB66WRw6T57/78V/xb1dfcX/o+WLzzG+uLkhFxvSP3RrVJvrlxDS6s8v0sOr47IsHbrsDf7++4XDX49aTRCWpwrqfeNYbNj9+5s9ffcf/pL/C6HIuPkAKEOsih9mTshh74DS9eimKjCkkMiVrrI+kaISPqEWrp6qxgKrbKTULVNcdfilSKGFz5VsmUtaVDyb6nBMDUmkpguYoei2lCvjEEGtUWn35IRlur3dsmpFfRsPN5Y63iy1/B9wsD3Q2MERHZwPvdeZPrz+ysDNTNnzbXnDZHLkbltwfel6t9mez1EeX2HTSgTrd4kztrIeF4V9efQuIwz4Vxet+z4dmyaYZOQaPWQkQOWTDfva8PzhubnYcJ8k7noJl3Y8cJs9VP3DT7dGq8NfJnJMUYnXIpqxxfTgzRHeTnKuuTgFCMiIJsYkp2vP7bewLFFc+vwxGEFbf/1xPrtwpGpanPFZTzngMW6+/ZTuxG0QHaW0iBEPrYoUHqxfuYNbnAuBU1JWi+IvLX7MxA1d2jyazNiOtCvwb/cf8qLnn2ux5Sj33rxb8q/Vvee2eee56Gh342t/w1j8TiqHXMxtz4JXd8cZseWOf+V82P+LPV99yTA3/Wf9rruyBRgd+e7zgv1z8gt+4a1odsDrx0/YTfze84vNGMogXdmJtR/6b5V8DsEstU7bcuD1/0r7jR/6OXe5odGTKlm8ufkpqLcZb4sIxXVjs51cCmu+9jIONYrhd0DzMqJDQU+R4o1l8q4g3Sw6ft6wPM49/4ln/OjJfWfynXiDsjSZbT/+NUBymN0ua3z5jpp64cpiDjIXnjcdaze6rltXXI/o4g5Gic75wZK9xzxNFK1LnCCuHniLx9RqUYrpwFKUYbizNfUuxWgrI/Ux4tWS80rQPgePrhs13z4w//4JNd09XjY+9ndmNDVftgWP0LNzMPniG3tPWKdhptD8Ay0YaDY9NpPFSaMesaV1kiobZWBZuwveycZiCpWtmVv6FW6hUYeFn5t6waicBhttIoyW9q6nP21lxnTc6sG7leU/394hIqtpOzFraS564s4lNM/LQSUF21B7rE1FBnuv14zPGFKJP545/1up8DYFwKa2PlKyhSqpUK0zU4LPwUV0kWYNzMvmL6iXhRutCDEZkhDbXvzmwG0WrbE/F9x/A0r9Xhyo/YJ3+6f/w3xfnI9bKjnIKVowis4GtdJKWX26ZZ8v/yd6b9UqSZVd635lsdPc7R2TkWMlisarZaHWDJAQBDQjQHxLQD4Je9Zv0IuhBAiRoJNSCREokq8jKyjGmO/tg05n0sI97JFtAEQ2pmwRYDgQyItIHC79mdvbZe61vzbuaZjMzPTRcf/LM3bsNNx89c3e35tXLJ+63PcvooCyqam9hHUp8jWgRzi4ED/PybMftrmcaxNlYt57xqaHezARv4W1NuvLkyfDxT+548/aCbjOdQLZKZXZv1qI/3FpSm3DnM+qrDoDlIgpeYxTjhZ6lCxPbQk/XGdVF2NlTzNhRPN7cKsZXiXSzSOGQJMkhu4wej3FmGV7McFt/AHwq0evlgo9RJVmkejT48yTpEk+SLNK8tyzn6WTvt4MSxiEI4iYV88anE9zVmKFAmgugWkVJFqluLctlxD1Ldy5cBOq3Dr9J5AuPeVcRV4KPad5YplcB+yy8Kv9ywdaRcCgdwUEMJ7lK6IOhfaeZrjNxHTEHzeUv7rl9fS7Pu1hQ9+LCTU2ifS08vuUslZg90a3Ud5rhi4DqAvpdLWaRs7KYJ/DrzOpbzeHTBK8mzG9aSXlZwJ8n7E6TKkkp0dcz8WBxD/YEQg2beMqLjuuEKj9nwceogo9RjH8wY99W8r4rYcrZAeaLUtiV+2S4CDSvHfNFkkQTOEXM5Tqx+huHmWH/WSa1idwHCBp7b0Ub+fM980NL/d6QKoifTqS94I3cuwp/FTC9J79tyFeL3MgXiUaL24ru5kDtAj4ahkNdkk006qEiX0hwPRm4rwUbU0kSwrFjqBsZ65+/3PH00MtIazG41YLfVVRnM36yp+6f0pl0cLTfWcZPg5xzTRGR9wm1KNgEbB1EPvBDT+rjB11lkg6Ce+8IfcaMivhqRj1UpD4KT3AVRavqFebVQHzbkZqEezSElZw783U6NSS1V/hNRPUB933NchMwfSDunLi0B0t1b+Qa14hUo8qnERpF63vEKVFGfNW9IfSCB0ltlhFcOX+pE+fXe5rKs6lmQtYlIcTzNw/XXPUDrfXM0fLVNy+4fLFl08wclorKRHaTdDmPWr/GBm7aPdfVgbul509//RNe3jwzLY6fXt7xfljjTOSrr1/wxz//mrtxhTOR108bLvqRh33HqpVC4mHbYW3iX372G/7Pu4/xQZJWutrzxdkDz0uLj4Z3z2tiVPzsX70nHwYxgcQIN1f4j86ovnpHun8AYyS946MX5Kdn+bM2jH/8E9r/5Vekn30u+sHdgemffUbz9QMohRpn8naHur4syJkoJpCHJ/jpZyxXLfWffQvX5/D2rqSVXBNu1ti/+Bq1kui79P4OvV6RQ0Bt1jz9yUds/sv/A1VVxbiSyeOI+uJT1H4gfnSBHj3pr79GX57DZoWaFvzn18yXFd23O2JfYZ8n/uo/W9GsZkKQDdzyvqP56EAImrBIQoi9deTPR8iKOFjUrLE7Tfx0kk7321ru7+W8ETaljErdFwfCVyvCi0VMT3WiuppYDmL0YzSoPsCzI6/Daaz82ctHvvnqhUykANd6/Oj4T37xS/7bv/w5BI27k56NLjizJEuj4GMyLBeJtA5U74SR29wr5kuJMtUzzFeJ+kGznGfhCLayLh0xXUfzRlyJUSsrClc1SVRqLea+VEOsZZrj1/I6O37Amx219CrJsU5fziVWU9G8MSwXiXgeaL6p+OV/8a/+3ufD67NP8x/9y//0/9N7/Pf/1X/+r3POf/L/0yH9vTx+a0cwBmFSxaiJVlIKoheos5lltV0WK8WZ13hvUItmKn+evFxc4+LwixW2WBF9q1DyhotDKecsgeneMPgC0fXy/GCT6Ly8gGidV8Siu5q8Jc/ls5V0C7TOJ/2YXDgirm+Goi9sNCmKg1BlSiFYnFhKbIxRI3DjRXhJx4g5O8jz42RO6BA9aVKShe6oL/OzwU3qlPWLzpiJ0jaX91BZHKRxVESlT2YRM4JuCqE/iDnl2NvJWvQXdlJM5TPsUCLodDFcREgFJqoncb0lk1FBYM3RK4IXQ0eaFZR8YhWKmSMqiUjSGXwRaRfHGUqC2cVxC6ncBGcvTmjtIXoxP6iA5DTLmoD28v3kKN+xLu7aXF5nZvl5qYwYQmr5DL0o+T4XEambWRGLG+7oUE1BdF964ZTMosrnqSDuT+1VSX0RRpyZ5Rhy+S5O/66l/PLIzTJI8Xh8fx0Eig3ynakI0Yrxx8xigslFx0jh5Gmv8MHId1zAxSFoOXco58OsicbiJvn3BgV5llGmmrVoHouzNy2GozPXTgo/GdG+AXYSl3TOquQel9GxEpPQMfM4l+skVAY1i1kkz+bDImcyapZzRk/l/FRyrMnKeRBncegqU4p8K2Lx4zWek8KOUvzbSRFmU45PuI7ZCd9Me0VYrOR/o4u7XGNHCNMHI5FeFMkJiNpMCjWJqUnNmqyMHOeo0K3+cKzpw0J3ZAWqLOy1Y7KIGY+msPK8VExkyM9nmCpCku80Ji3aMmuZxoqtiSzOsASLmgzDJGOv2TtmnRjHCn/MjFYZX3msSqXT3pEHy36qWRaJG9tNtXQyJ8Pj3LEtf56nip1JElmmsnRjJke0ifu5YyiMV0HiKB6bjt1cE6JmmSw5amhqGEdU25Lu7tG7A/HLSym81mtOjiOlUE0D1oLRmDmCMcTaYHyAvkPHjPJlxNi3kvCxeJSzYkjJGbW1hL6Sn5/RxKbCrHri2/eotkKFBLY83xrUqidPE2q9Jq1bQq1QVUXcH7AffyTF5W6HXjzU8vpcWfSqL8fRgNbowRNf1RAzobPoxZEnw1JZAYYXV+wyO3KCPAhT9nhfJcr1qCchEfjRiiRoLpv/co9KWRcygcCT3YzEQs5KTIOzFa2xKuuEMdhJrrmsZON+WIS1d2zJeJ3Js+bZNzB/0DKD3JNyibxElft2udYIutxbstzHw4f72Id7e/n7wImnqYJo4BWyPmn/gTGovdxns5V7Ztaglfx7j9zV4/uSVDEAHnPc5Z6pFpkGHI+DQmz4h/L4nUbw7ygEr692rOuZtZtJKMbgGL1jO9WMfU0Gfu/mnsFX3LU9N+s9b+yGn13d8hud+Pn1e/7aXPNPrt7zQ3vG09CKwQI47BvWq+kUZ2V14tVmK9zB9T1f15c8Di0AV/3Am3rDZT8wBcud2rA+H/CF2fVXWfFitQfAJ0NrPX9dNHRD11B1C9ebA2/uX4iuaR1QVSJU5mQSAOl2oRBoci06iBTLglhwINprwjphV8dxF0SdUXXCV0aSDKqE6xf8xYduDDqTGnNyYMVFQ51YsMRzMYv4YgaZvSOcRY7Q0mQFzIxCMh8TgnFYie4jVvoUx3Y61o1nmRVpHQWLUbp5fiWoGeUSoc/SwcnSccxABO15AAAgAElEQVROAtqTS+ASTb8wLqJBy052wdlmUpNJlXQ+c5WJJcIqd4GUrBhx6ozWlAg8CK0UaCrKbjY5gSpnK7rHVGf8ShG6fEpziY1EtsU2Y+tIrPMpqi720iWSAPaMqwM+iW7xxxzBoEqxWSeiKR3BYqiJtSIZhW4CoTOoWjquPmvRRK3l2I/SONUFlnMjXdljbFqQm5xqIvO5lYKmTeQ2SjZxUIReox2s+4mn0Yq2sslU3UJuPU3t2ZoV3eXAppt4p885vzhIfvNU09UL913PZ9dPrJ10pN4fVhidGOaKXdNycX7A6ExMiue6oykjomWxOCfRc6tm5vnQ8k8/esOv3A0AIRiu1wfu+p7L1cDoLSmJqUMrMbyMvse8GlhGh6kSfjbUqxm/WDar6TTm+j5fUBc+WixxkzEY5qUmbQJxMFRnM0sG1Ua8cbAKZJWJs2GzGdnO4vKdtSU3idFb/GUpTjJyfa0Dtg1MNxrOPXXjWVyiagK+sUyqIvcBZTMhKJTNH2RAyxEWrFBnS3E4KuZcSfcvA02UTmpU0ERMlfjJ9QPrauKiGpmToTWelZlFutIcOHcj21Dzp0PNT2/uOK9GtsUscj/1nFWjFA0qsXIzL+sdn9SPvF82vPloze9f3jGEin92/ppvmkt6u/Cns+NfXHzPm/aM2gS+rS942e74vj3nupX73TfugnW98Efn3xGyYQyOkDS9W/j5+h0PvmeOlm+rCyk0fEBdnEuR9sWn+OsVzdeP+F98gvvhCeUDuW/JSgnE2RrUtDC8rHCfvMAcPPF6g97PJKfxH1+SjaL64ZH46Y0UkEsArSEk+OQlevBop/FffoR780hetaif/x5q8tA4eHkNKaEet+TLM1JXlfuEodoneHmN/vIT8kHkDvpnXxLWjcCjncH+6jt4cYXyAb+uscD0UYfbRcJFiz0E9LDQv8icdcJ/VSrzng2vrp4JSTNvLEswDLrn/PKANYn9WDMfKqa1ZvNijzWRh7xB11H2SklJ194bstd88eKRb4YbuquBwbWYJvLq6pmng6xj01ix6meGrqZtPUplahf46cUdzy+bk1HkenXgdtfzR2ff8Zc3L7EmsbW9rE2lw6/bIG73c1nCzdnC9Wbgzm1AZ0IvvNtlNDLNulg4rCrYeMLaCfcPBIm18rLOJdELDrUcL0Gje884WlQT5T0r0aGzaLmGg0KNBjZeXMxBnyZlBMX1RxI4EaNmMB3qfOFiM/Dkz//tKpV/l4/fAaX/DtewiT8SJkec1szKiqOq/LJadAC6aOuORZ28RhYTccFJ1mUsYnVVwtJT0ie0TGNEl2S1fK4pO+jjXsnohNGynTcq44HahBN+4ce/jsd0LMSciaSuHFcXsC6yHN2NhXemm3iy9DftwuEozrXCYyMrwkqR+0jbSeZcjJpJSQKEV5lkhN+26maeZosu3RiU6NGUFaROtAZbB7zX2DZQ1Z7BmxMWQ7URZZLgQ0DcwoDp5AaQlIjdw2JIOLBSnCgFuVKyKLYO0/tSCCps74l7Q+4i7WpmnAy6D5DBryU/NhTjSbNaWLWzaCNVxuvCE6wjkYrQKWKXRJBsLFfdgW3XsERF2y2MsyEW7IpfC/g5rsWwkaoEWlAwqg/iGh4sYZT3PELHcxcJrSb1kfP1wONRYFzcyNmXPGCdsTYRXSJXPwpUr466Py0mGl26miaLw62WjqZxkVAJbiI7EcYf85yzyaf7hHGJ5PIp31hC2LXswF0S3EIuCSwuoU0kZ4G3pnJe6SqSKkt2+eTyrazAWLXOOC0GI2vkerIm4rRoe1wxFKSkTiPGJRiULugREzFaGGnH6zAXLNNR7+RckGuxXKPZyHsdn2+0tDpc0Q0Zk5gdWC2sT2MjyYv2NZkkx2fk/bTJWBtP3aqURAbimyTuSyfHhSvh9s6IKUtDTPJeysl3FF3hIBrk3C5dxpxEz1nVnsFWOCcZrX4R52eMmugKPspmklJyDRaHt2R/Sz63dXL/UTqTTJZRelRom4pxUmMqQWH1TjbEvZ1ps2Jl5lOW78ZNbKxoI9vas3IzGydFS60Dk3Os3EzKGqcjaztxYQcaJcVkbSMrJ8V0ZxbWdqY1nspGNnZi72pqHaiNwKhb6+msmFT6ytO5hQt7YGVnrIpMUT5vZWd8NlTa0jpfTGdCIVDTAr2RtJiuxgxB/s5oAUhfrTHjLNm+40SsBNeSDcTWYe62LGuDGWUEzzih945w2aMB8yCFaq4davHkywZzEGagGiby+QqMZrmoaZ9H1H4ArVHDBH2NmhfMYcJcNfL6rpakE6MhZWLncI8jaV2hVj0snlw53MMAORNbTf3gSZWmfhA9d0rSzfVR44zgUmJW+B8bnvigbz2ev5Qu8BHXk1OZROQPefZEhT8apsp/BYtoTu8r/+9o1FJoLRraJQqCKiVZS6cgm7F9rAUI/yMN3/FxNE+d2ohZyWYniz5aRYojnlPX+0Ned7mH/sgIdzSpffiAH7/38deHydSxeQLIzz9L3OW/+TmxmNfiUZqRy/f7D6j2+l1H8O8oBH94fSlW92N8VdFNEDT22ZCqzF/ll4TFwFPF/rxFPVb8edJM9y3/2+yYHxv+16li3NWn3TgZ9Kh5vK/F2u5EX7DbtwRveL9ZcTg0xINAie/aNXlvGbYNeRG9xPNeUB7/u/uU7ds1uzPZxaSy24t3NUsWd2toKr4ZResEMF9rZiOwWbuUtnZWhJWw0JLL7JsGPSqquXDzStZw+04xBMduWcuxq4zdG3zRTWgPqYLHZYN7sCSDjJ01VIMiVdKRsosiNo72QTOPmqGuqB4NobO0txp/kItFW9GxgWTo+rXkQtYjPCrJtmy2ovnIhg8ZkWtL+04zjw2bH+S9lvOO/ofMfOGYLi2btwq/ktSL6gmm55b+GZKD+WnFfd1j91IYtmOBIFfQP0N7mxieLH5lsQP8ko9xt5bVk2K+dKweSjGnoH0vx7acWRmPO002UD9kDnOD72s27xTtbWLefIgGC71m/W1Ce8fT7pLN17qMM+D5Dw12L1nDKijCRpNGK3DtSvAOUdnTSDPOqowDyxgkSvSSGRXT5E5xZ4uW6DP5eetTXF02mVhZ2gfN5IyMfZWMVkHQfe2zwo7gV4YABJ0FQTJKfN5+aEgHR71XRK+Yxoq4c4x1jb117OkYhxre1zyAgKRny85G/LbmjdtQ2cgSDOPkyElyZfW7mvuoJBoOSHc1+8ZJrNxkUbWgUMbO4bc1f6Vf8PQkGsG0iBxjLkDpeXKyqw8a0wTi3tHeasa6xRw0SydA6WHREBRPQbNzjRS1dzX7zsoCU7oCeuVFs1eYk/lKoXYWn0GPRjYFXqO8uKF5dsQNkidus+Sjth+yhkmQnMFXBruX62UuWsl5tsTZyGvrREwZdbDEY4evdDL0IteD19VJtF5ttSTwJEhJdJIqKqKS5JFf3r6gdoGzdmIKltpEGuv55v6Sd6sVTieWaHh6veEvsqKvFw5zRW0jw+zQ+vJUfHf1wlU7cFUfeDeuuXu34S+R7usQKu4GyS5+ervmf15/yfPcoFXmfttze1jxtO1436/EJf/YY6vIf2N+wa8frsVZ7g1N49n7mvcH0Re+f9iQs+KnryLKR7hYoWaPexwZP1nR/fqRdH1GNgo9LOjngXjWyyJ/0VNvI3Fds5zXtL++x39ySfd6IhuFe7tn+f1XmDmeYuKmL68AaP7mPbt/8Yp5Y7j65oHx5y9x2wWzm/HXK9pvn0nrhvDxBgAzBuy7Z0FmXa/Zf2xpf+hRPuJfnWOfJ7KSolRNnup9Yv7yBvc0Qc6ETYN7t6X/Zs/tH294+T8+8PyH56y/Hli+7nm36qSIUVDdGd7OIis4IlFWt4rDvAGTMQdNMyrJdZ/WDDrTvTXE2smaoSFWGbeIDu91vqL/jWN+trRbkevc7t0pJ9hNMPc19U4T2pqoYGoS/9fkUN+0LIUHOmwCZmv579a/j/+mZ1olqrtyDRSXf2wkNtRtZT2dR83DYKnfSLZ8/aSYg8NMkvk7+ZrmXjPPiupRE7tyL/UKfzCYIOPgoReNLQjXdr7WuFGRjaV+FFmGTHYgPesTmH85L+PfMno+Imweq7XgZBZN94Nhmmt2k6V998Hl/rvH3//jt3cE+wXnyo7fJCZvWUzCz/bEEOq7mdlZplzayl5z1o9M+4qrzYG3s+V6feBeZaZjskiGnBxqsxStE2gXOVuPDLPjenWQ6LZSqjeN5xAVTRlHxcHIayfLRTey61qadhFUAqIBe9xWUAdCdmLKaAKxk4Is1QlsFj17pUr+bYFwNoKYUX0gJSejZIsUJ0kRegidMBSPLfCYpAsUkyFrGZnqLhAP5m+ZRWKSkWeqBPGS6kRolRxPnSQ3tZbxbGxl5KlLzmNsJVkh15mcsuBDmkBoi4nDcDKLZCMj5tBLh+3wcREYnweJHtpE9MXMvm5kNGwy4Y1j+dizPEteMh9POBdYhkpi4g7FRFAl5sHgO8P0QgwRajB89vkd39lL/LnBXcwc1o2wpWqJJkou49dHs4h81743TF8s2DawbxpCq/+WWSSsE1kbhk8j7sXIwffy3Zb3OBa+aRWxWjp1yZUReQasdAFjJc85Fm2pTehZEymaP5eIrYykjzBWFSShJJVOIcj/k4JbPguKnKDsrpOTn3FssnRnTWkLKPn51VVgsUmyWW0Wzh9ioFIJAR2XpmcOmqCl4IwAUbGU5AkBSpf4wlQ2Uqlw8gr364iaIInOECAs9rQj//H4JgRJ2FlmSyjPVaawLo9A6WL+UCVNgSRJDCloAbdHWRxyghPMOhe+WQWqbACX2X6QS2Rkc5gURPBHFI6XxeaoTz0KBLMCE6TzkaJBJ07/ZoImRQNBi57zaJI5dkSUfJbKRV9VWG9EWcCSkeNRZWLB8edhNDnICK+rPL1bqHSktmIWaSrPqlrELBIs75pI4wKrSpAztYmEqIVbp6Tj21rPys5cugM+GXQl75caWLmZsXJUOvLWZc7rEZ8MTke2rhEcSSOoEaMTQyv8yI/aHW/qDUvRInaVdCZDK5m1rtAG7Nfvyd5L28gYON/gdgE1zaSvv0O3DdkH9Msb9NevxdTRNpjrFv3nv6b+g5+As9hffsfwH/6U/pe35Lam+s170uMT7tNXcs/+1Q5CIHtP/+st7kWP2g803xjyd6+hbXDLOf7jM9xffE9tDVSOdPcA15cwjFgfqD9r4Tc/QF1h32VIGRUjLr5EPe/wP31FdXsg/uXfYF/eUG1rCJH4asP6h0A2ivXXA2r25Jcz67XIkbTOHEzP+oVEoM2TIwXNqBzuo0HGrr1cD3ZrUC8ERzTmTq7547lSJ7yXa2H14sC435BfzExtRa4S3fXA2ImxKxwsZhWYWodee5QWZM2XNw/8al+dJlJt7Zl7xz+/es1//fIMJku2x/NT1jCZRsjGnCT3f7SY27L90AQE+BGmUI653Dc5SmsM5Fy6g5oP0honn6kDBFfutVbMIm5XQgGKplxFkfmcGIrH7qDKcCQIVJw03T8+pr/Xx7F7+Y/88ds5giU8vXWi7LQmMunEIUPo5UxbN7NknAZNV3vmtqKvFqrOi5296dnUE0tpkefSHveLoW4C3ki30dpEX0lO6UU9CA4k6hP6YZocTSWg233nqOuAV7CqZppuoa+lEMwIKuOpFTejnw26F+jsU9vJiVjL+O3U9ldy8gpQGhnTuUSsEkkLUDppEeGGTkZ92iYwqpg/lECicxHpu4SzEd+kU8oFKpNyKQxdGT3ViVSLVlBXkdQYqIXAniqx+0ctV2ZqpKiQwkNa7tam0vnQfwsorYIUbLHOUFzKWclY+lgwap0IRZ+HOmJPyijUFEC3TXhTEg5MlraXyic94ikz2JWRvE0ko8uinVGW06Kfy++PjuF8zOpVoLQ4l2PNqQjLRV8IcrzGJIlg0jKyVV0QAHeVUDbTt8KaW2ZzGnnYLojhwmvpjh0B4jbJ76N0WutmYegcySvRFZY0mbiWIvk48qg6Lx3UTnJsj+LqnBSuCfhVRXKK3EV0E2i7hRA082RIi+JFOzF11ekc2nQzz0FwQ8tosCtP181s15amX2gqz2gdbe3ZZjjrR1rnWQrH05nIaB2z1zSrBWtFC3goIOQjdN06weW03cxga25WB5bFioav0mxWI1tkU+drSTew5fqYXcKvxe0YjWhh02REElAZmtVCWy8Ynblb15hOCp6jhspVgXkqr7eG9Wpi57U4I6PCrOTeEifLqp2ZNhXWJUIS3aXfGPI6fBgrOY3ug0g3zhyu8/TdzAFo2oVR1YSoMGt/GgcfR/DH0XKOwgR1XeEDZoX3CtpIjkq0nYshh4RpI1XtuekPrKuJq/rAGB2t8bTG87xquWn39HZmjI5vVxe86Pdc1ge2tqWxwqRbuxmtZPzeGM/LeseFHWiN58/Wr/io3zKEii+6B6xK1Cbww/kZn7WPaDK1CczRclO0gZfNgFaC32ls4OP6idfdGVO0+GTo3cJn7SOtETezj4aYFekwoFc96fEJ9dnHpE2Lu9uL7m+7B2vRqxXZWciJnDNqnAidQb+8gbtn4osz2B+kI3bRy7j2/36N/fILUlejxkXyipcFtV6hnnaYTS1Q6He3qLaBy3PU7gDpDLXuydsdTDN6syZdrNHPsptr7zx61ZM3K3h4BiLq7JzY15i5JTYGd/+EuTwHrcnOonLGd5b6fhYjydMBNc50K815K2uR0YlxVZ3+PFop2IfJsGnnku9bs1hLAM57oVI8rCpBtiDjVOcisZi3LrqR/bqn7xe5BuvIeV+iBRVMCrp+Yh8VTSdBCFYnbto9v1kt1LUk2Jx3I8+m4eP6SZ63mtkjZhh82cDURds9GnG4Xyys1xO7cExWcoTzQFi0GMauFmZVES8CsTGiNQdIcq2kIo9q+oVJCaIieA0bz9xYaCOTcdKIqCOpsaQzT/SaMBoJaTCyIcUX3fSiOL88MM6OFDVzkqzh1WbiMP7D6AhKXfq7SvC3FoLrZmZdzayczEX3vqY2kZgVc9lxXDYDOyPOtE0zMS6Oi3rgoem4rAfeNSsu60Mh2+sTUHrrDWf9yH6qJQ7JRi6bA7WpedHs2S0NMWmMTpzVE7u65qxctENX07czo87cNHvetys21fwhUUQl3lYbYenNlqoJnLcTj1WxuNuiWSraoUxxBJTYHtGcRaK1slOyBRQN0hFy6bToorRk2rpUNEhS/Fmb8LboyaSGlM8z8vk5SSxQqvIpDi8U7Vmq5FhMF4jRSbRPLfoljkkMQRITfNHBHV1klK6gtsf3SaQzOYbVZmQ3WNzZzNXZgXeLpV+Llmk/WlZnIwfVkJPi4uxA5zzPpRu8dzUxaKo6ME2OZa/R5wt1szDXji839zwOLaOtuDo7cJv0B+j13pC6hO49sZgBjEssk6Y7GznvR97MFh+UBJmXbrNdeZZzgzlfuF4f+G7TokrIe9fPDFFh6oi1kU0zk5Im9BK9lpMUBhMQnaYuMWQ5S3GyGHELpqhYt7OYnxZh3vkoTnPVSsF37GJ3zcJTV1G3ktIBohGNUdM1C9uuIxvRcVa1Z9UIGHbpHNlqNvXEtqvZFaD0ql7YGxmrziajdJLOkTsyudKJQ6k0p/jFIyLJFnaXKlwwq0VfqU5aPchG2JXZSOFqbRStYeEhgugCtT7yF6XorkqspBTgpWsatZy7lcLYUjSZD3pGrOgiT+xFpQRQu5S8ZJ3ZNDNLL/Fq2xLNl7NiMYnLdmDXNTgXOJQicunth4INccl2/cymnRjahr6buexFA3bWTjwCuyDvq5R0zisr96xQ3LQpKVLUnK0mgXZnRVgMVetPBfNi7en3XeW5afdcVgdeVDuGWNGZhVp7HrqOV82WTi/MyfKr/gWv2i031Y4nu9DqD5B8ozKtXqh14FX1zKXdc0g15+3Ex+0zh1DzSf0IiLbwV93N3/rzIVS8qPekrLiqDxiVWZKlMZ7Pqzted+eM0TFGx2U18Hn9cOIHTtGyJEu+uiB3ApSOZx1+U+FCEt3fRgrArDXhssctHjXNYESucdT7+fOGetUzXRjqe4PfVDQ3N2RnCWc1xhnM7QLzTPz4Bv3r78jmBWlVY7ataPjOOrRSLGcO+9ygDgOqrqFy+PMGlzP6aY8KmXy+Jq0azLyQrSF1NbF36KFivrDUFxvUtJD6Fr0fyG1N6DXNrfy79K8fSZ+9ZNXMbOqJOVpqE3hqW86bkTE4jE4swTJ2gVW9nBJBtE6MUbNuZA3ctgFXhRNb9JhIspjMpp7QXaCrF3wnnL2VW5gqe9LcrpsZ7y3rdpYYQeDcjbSNP4GsV9VMzIozM9I3CyFq0SSDaJtLoyInRXYKjDQFahvZVUnu/c6ClekRgDoyTm0iO/2hQZFlMnF8OBeYjvFzSDCC1zJ9yJWsfapKkrZSR2n8H7ObnYQbZDREyJVwPOsqMC+WXGWMzUW7/A+o+Pp/SzD/0T1+ayF4v+3ZVbUkf5jEsDiWxeJnS9pJFNl33Rmzdwy7mpA0h4eWH9oznp86vq4ved72fNdccLtbyWj4uCvfW27V+oTB0CUSalzElPB2t2YYZE42dI5x1/Ae8N6QHyqegDQbvj675P5xJV2LAm62JuG3FY+zhWfHNBt+yJy0D36REaw5FJPIok56j2NbfO4MZmvQXpGMQUcgQfteMWTLbGsZHWUlfMA6Y/da0CIORldjHyX4HlUmMaPoDbMTvEBsDNWTxkdFaBL2yRAnQ32nWSLkwwc8TOhF1xQbyRo2g2LqKsyDxQ7yvsdjVxF8gubBMOeC71CwWzTVrcEvDe+8Qb+v2B8Ei9C8tex1j3m2qAh3ei0d1X0leZODQaUSxTUa2nvNrGqG3qEHzV9dvGB7u0JNmvdRkx8q9KJYukR3p0mVxq81bpFuX6oy9aNm6DumsULfVTTvNctU9DcZ/Gjo7xVD0/AacLeWVMl3N04GtxWO4FJnvguGeHDYeysB9xn2Gzk24xXjRvSCKJiMjJdNUNid4v1qg3lToz2ElaUuHMHl4kPeMwqeJtHgLINhLlmex8zdp6Zm9VqjZzjYmrF1TF1NDgp779AefnN2xXTfUt0aknO8VufErcM7Jzo6Gu69Qd9WHJJiahxxsow2wc5x5+R6DFEz7msGnUneoJ8shygw7ZwU5sExT0Y2DV7jyybB15Y8Wn5wZxweizPQax6DIe4cu6SJo9wSBl2MR4Ohe1CMXV00mRYTwM8aPWoOUTPVlRSt9w6/KlibKAal24PDvXfMhSP4OirUQ8VD12C2lt2qktHSovgqQ3zbMdUJ92zk3HltmObuNOqys+JwsBz6FvdDxdOs2fYtae94bjvyKBqnw7mTrnRQDFXmGP93HHWrCHd7dxLBuweDbytUhH0r17YOsGsrdlViCYa2kimHT+bEEfz1wzU/9OcnjuC7N+fEJJviwTtqE3kcWtqqTFV0onWeq+bAZ+0jb6Yzvn93QcyCwtqFmvfDmtoEXv9wyf+0+im340o6hM9nvG7PeDy09I2kqDxse6yNXNU/48/uP2b20v3r64WHs47HqWNJR46g5qeHN+Tbe2gb9OMz9YsrwsszqtdPpNt7cozotsEtnvy8A61QzlE/BNJX38If/j71t49gLd1bj/3uDrPpUU1Nvn2gWsrYGVCrFfr79+SffAyAud+R1z3cPqB++Q28vKa5m1DfvUP1wnhNdw/UIQoKq6k5fFJz/udfoYEUE6quyN/tqT7+CEKk/7aGlElv3gl65uW1dP9+mBhfdfRfPRN//hl69Ly/27Bf1adUnuG25zdaNgvz5MhBo+8cb6u1dIknC2U0/Lo6E1nGbUP40Wh4rhOU0fA37QXqXc1dUvDsWFzm+wzjvjA/B8u0qojPjmWywiVUmb92C9u7nn0tpIindmEaK355/RH3DyvSbHC3si5qL2PgWDnZ2A1yPi+T5m5wuHdO9NePinl22EnkL/NU0zxo5qWWse6POIJ+ZdFF17dbW9y9LWga0Q/WO03oDPWTItWaWFncQbEsDdbL+uRXMu0y/wZH8L5Zk6fCEXxnWM41T7OhefNbS4/fPf49P37rT6Mt8Uq9WyTaSCdmGznozAwkb9g0M1Mh9a+amamrpIO3brhsB567hot6YPTu5L5MSTNFRVUHokloIzuPdS27pItm4OCrUy7kppnxvaVvFrw1PHUVTeMJJkm6Qt9z1k7SAUgaZyKP606SC7zG9p51N/PUSBpKapJ0ylrRSB31R7lE0GGkS5caMQtkm8m+8OIaRapLV08XfVECbCa2kBfRlonuLEkX8Ki9QH9woipNbqIgTJoEdZTPqxOxVR8wKWUBTGUHlRrJHCbLZ6QmE4/6jDL2VV6By8Sm7OD2osMkKnRUheFoCu+pOOMSwgEsfKm8GOluBk1OGeVLkZslAs4sRRtSjBf7qZbFv7y3maVg1bMw+rKRG4OZlZg5jlwrr0mzwZ6yL4/sR9AhY0cRHcelPAc5VtYeb+3JLX22HjjYmjm0JwOAWy9450hBSTZuLUWKUhB7RZw0yWq69cywd8QIeRXxypIqhT+PUlEmBSbTXoxMY4+6WDClgxeDISdF03qWMytsvbOAbiJ9wSONUcTSX5xv+SEq/NKSq8zN+Z77tKJqAvNssJuFtpvZjZZmPdPWC4OtpBNJz/lKRsOSViIu+ml2LEHRbiZ0GcMfksK0AoL3i2R6L4tl3U9sTctHmx3flMi5GAxnmwPP9GxWI7HTzIs9JQ/MlcM/G1h5gpXowzgZ9NqTGk3dL3RNGQ1vKnR3jOWT80orEbbnPhCNoe48U8FRpIKgoCySXR3Y9+IcDotcC36tBddTFt4I5Dpiqohfi3zCuohvy3g+K/xGNLLKZCECWOmmZ4XoVouOUtUS95iTIraa1JbP6QN5NKKDbhKmjqK5q2bOq5EpWjoro+GzdmLtZjbVyN7XmCayaSbOqlGSI0xgCqywl9wAACAASURBVJazWjrvSmVWbubMjXRm4dyNuDqwrmacTlxUA0Oo6OxCtVq4qAaWaLE6smpmzpuRJRouW+mC7lxDVy9srORQG5WJWTLgz9xIyoolWvZNTUwKZQ3q5gp8IN9cklYN7ocHlk8vKYxiclORQ0SVDiExMV1Zql/8HvhIWrWYmDA+4T8XDJEbJtLvScGnS1ScWkrEnJMNeLxaYx725I+uUUqhJkkuyZ+9hJhRTzvU5x+LEWKOpM5hxwTXl+SmRnnRMuqbS+KqgZBItcW8eY/6/BPUOLNcdtitJnYWe4ikrpLu/mHC1fbUpc9ZMTSSCBWTdNhDMCydoWv8yUDrsyKsoKu9YFzaSuQ0yJRHu0Sygu9aNTP7LtG0nmmRJI2+WQhBmhRLUiJDmQ2uDkWmmTirxxPJIiWZUKSkuar22CrSnw08qnU5IOkIqlq6ePPBopLCXMycrwceshhdknOkC0+YhO2rr2dGV8P5wtz9CB8TFG69yHQgI2Nt82GTqFeeuRNY+1R/wMfEtdwT4mIIk4YzL8VuLPzUJPe865stu0FGzXPu0BcLF+uBx+nst5Ue/14fvxsN/x2F4GEUiOqwOIyWPOFlsfjJkgc5AZ+GVnaho2NrG8JgeRg7hl3NfdcxHGruuhW7sWYaqiLEVqiDFeF84dR5m3iygWlx3LoVz2MjDsrymPaVXKzeoA6WuXak2XA3rhj2tYy0lOTyGi1JDLGOqMEQMmxNI50xnUmTJjuFHmVB0L4IbxNS3ImE6ASIzqYANDMFGizA3yM2wIzSOTKjLmBmCJPBDnKDyEULZyZVCkXpSKVssKPsslLmBJQ+dvhSJZ9lB0UA0Tip0hGcFMtkMKO4YnMxtGRkh5iduFVjrUUIr4FKzBS5yugmkJ0hl0JKRj+JNJVFsoooLQvtsdMUHTJSUFoMGJVoFnNQbNqJfdXJuLCJpFoKzdSmEjslImMUJCOvTVaRK8muTJUlqyLar8rzqiz8weoDniVVWX4mo8VuDbGWguEw1ixDhTkUp28Grx1qKMehQZWOYLYCStYe3F4zDhW6/KyDElq/PRSHnCuucgWjrXEHLcVlGdUc3bFT0HR7cSLPg+RtHpAxu9lLTvP9ocPvK9xBk5bM064lzYYF0KMidIbZONSk8YsV+PBiOWRFng1D6ZYvwbDMFlWyhtUisOlTss5UkEOVFOVTkmMcTEWaDc9TI69TEBfNMNXE2TA3lnl2kumrs+wdRosb5XzXoxEMjVekycCiCZVlVDJCU7MW7eURvFgi+6xX5MlgBs08OoHnasmWjpNcR3oW168axchiJ4Gs24MidB/wG2ZRYkBZ5PrytZbs6smINGky2IOWDFYl3VoxxhTDSjqK20vmddEe2llkHiRIygp7zaujj4WxGHWsTszRErJhSYbtJBOThGIOArzfzTVaZQHjR0n62Cr5u2P2cKUjTiW2oSZ4w36pmYPl2bccvNx3/eh49i07X+N0ZJgrahMZF8fOyL0xBM1AxSHWTMGyBMtccmOffct2aZijZSgw8nwYRI8HqHnGzGvizRnuYSDfPYgmsGtRXUt+fJZKvmmodgn17Vt4dYMaAvl5S/jZNd1Xt+RNT55mzOt7AVCnhJkXmBcwBh1bSGCeDxAivL+Xn2dVkV9s0N+8RTlHTglev0dfnaNiQqUEqoX7J3RdkXZ7SRd53qJvrlAhkroL1MUZ6Ye3UFXY5xVq8pihInYWvRccDXVFiuJMD9GgVRZJTZbMbe9Fw668lgzupKQ4ikqMZcdYy6AEGVWufdlciIN+CcLsi0HLBlqJAUo6kIkc9cmYlaJgi3LWLFGCGo6Z47MXM+aU5Fp83nborRi9jlD81Mgx2IMuXPmK56zQW5mIVE+aRYtrWC+w2Er+Tjnp7JeUJZke1afknUPQmCfpCCqvCBns3hC9wj3L/TA1cl365NDHjmCWTiSxQKrLhv7xuSeMcuxuq/HasVUt7vkfhkbwd2YRefzWQtA/13gn8TimdALwYhlv3hv0Ak9dL9b7rWVICnfneFq1mHc1t9Wa/FRxW6+Y7lux6Stxv+pJkUKNCWWnX2eeNcTR8CYrpn1NHmUcuV80+tkxJgVe095pJlNhZsW79Rpua/ZHZlJSKCMRVdkYKaJGhZ8162f5/1lB7MDtpDCwgxQnoRdnlPaKxRUcTIlEO5LS+9cCZfZn6uRCtXtx+VbPZYGpIUSF25VkEQ1Zy/sJPkYSD6IHewCUZgHsTi7a+iHjV9DcanQEt83MFyWxJIIuCSfLjaLaCt4gVSV94VifNAq3h9DKcaQ6EwdJY0hOE6yjGhQqWMI6Um1huZKi0u0Vh43FR40aJbFCD/JvzbU4mVWW8XRWBrtTDHOFfhYUTZwNxksxtTh5rh0g1fJ9mijfP0hHMI6SGlJtSyGuSnqHEzi0GRR+sFQHhVfgnhVua3F7iLViOVcsvsMcNN3bD664ZXBUW9nbj1FRPx5TXqRYr7ZglsyyqWnfS6KLXxmqZ2ieEodZCl4zi9llnitW38I0WEKXS5dKivLYZjbfJMySCa0hW8OyMeio6N7KebG9XFHdWrrXohV4rlu614ZUQ3ML07YmthVn3yuGVw1zX0viBdDtFYfDGbsCFLd7Qy7epu69YjlvJH4vQ3uviLURJ3TB5gicu6LdK+6mS6p7cfO6URG6inanGG8s1ZMYj47u4H6r6H/I6OConjhJFJKTZJDp2hA1eAPr14plfcRccEoi6N5m/MrgDpnd2NC+g7DSuG1mObPS9V0yu7nn7FuBm9cPmWVjOPs6sH9liktSYebMcm4JnaX/PjNdO0LvaCZIxmEnaO4y442ci2aB0JRjMceUBTkHfC8OY5XkNbHRqJiJzXHRRRz8DTwOFzy4hDpGC1rRZ8Z3LY/rNboWvmLzm5q74ZLbwiTEZPTeCBngaI5qIr9pPC/O99xte9yvW37YO5RXPO9a/MGhbKb9Zc2/rj4nDBZlM+rBse3WmIPm0KxFpzVoAvA/6C/ZvV1Lp31S7NvM3cVaUECzwTwbdFAc/uNfUD0t+I2jeTegQuL9n6y4+nND/PQP0ItQCwD42Y2Yn7Si2nrCLz7n4Q87Lv9iYPrFpdxnPrqQdIx/8iX1Q6C6O7Dc9CwbWVqq58D2iwo7Z9q7lunSUu0izbuR7U9XmCXTuM+Zr5x8znPAPc9ML1rmc8PT72uq5y+xTzPLf/AZySjqxxm9X9j/0w3Vc+DxP/qE9vYFKmcOryrMkmnfLdz+85qL7oLdp4Zqlwnv4X6RDr5S4G4dd2xQNqHvJP2kvdUc+hY1GvSscIvcNw5VR9YioUlFFqIXRejlOiArHuoN3RvDSENzL3i1p7xCHUQi5LYavzYS9ea16NW94qvqEvOmJvRyjjztKpTX/HL7knDbYAdN+6YkMUWB7GdrCA20d7LhGV9Y4r2h/17u/fVTZpw09YM4e8e9oX7MzHtD/ZRZ1kUWFWBZyzojiDHJlI4V2DHjV5Zqm1nOjFwjlVwTKoHfGtxOnjddC97MnHBsUO0yD21Deyfr4/prOc7Ra86+/rcvVv7dPMSE+Y/98VsLQbP2xMnCKB0G13n8c406W0hPDaErTlPkokhJCqq2DuxXEeUNuZWxsQripiQoAWReBfSbRro8RkaoWieikd2YrqJgWU7IjzKmK90ronTNGhcJgGsCKcpr02xIN57qreTC6iBO0/1nSY7z0wljI8sLQ9pJl0VFhb2e8Af58/r6wHRZMR+crLaFPRZ6w/zZzPnl4dR9fLxfUXWe4awGDboN3FzsuVXnYkDRGVNFhqcKvfYniLVuIstgUVWiXU8MZ62gWs4d+nomfNXiP5th604ZxuZ6JkTFdHB88sU9P6gryWy98mgXSQX/UW9mDkoSIcJv+hItpHA7yEYRG0X1LGNst7eMNxlVRrfHIgcvnEQ9ilYytgmCYvWNZniVqbbyerMonh978aoMimSPCRvgnjXzZaJ7I51JZaSjV9/JyMXsNalErmUD7gDjy4w9KMyoWNaSl+mz5AC7vUS5HT5L+I2Mmc2kYB0IzrBMlvmmZMimAq0uHaD5IhNXkfZ7y3KWyVayjdMmEB8qfA/LdSQ5w/Cx+uCmjhDOxNkc3luml/GUQqNGjT+DXCW2P5Gs4fmqwKbPPWnR7DvJKyUpluuIisIAYx0YvhAH9PSxwawkleO5b1l9vuXMBebSiToMNZ9fP7Gfa6yJ6KKnlfzvM/yXE7aK1LVnd7sS3ed6Zp4srrgR193E4/2aLz654/vbC1b9xOwtnY2Mk+OnN488jS3j4ji87ek/OjDsaoZPHLmLDIuMiuw3Df7TBdv40zi6rQLbyx7TirbAuiDs0KRI9f/D3pv0ypal53nP6nYTfcTpbp9NVWVSVUWJokhbtElRlOSJYHgkwB4Z0EQaeGAYsEeGJcD/wSNPPDTsiS3DMGSJlgBCEimRssRisZhZlVl5b+btThvtblfjwbdP3KQHxYEokIAqgMTNe+6JHTt2s/Za3/e+z+vwI9EIqm/vaMIUP040p+BPO2g1utWYBxV1O6Z90pN+kLH/uKNdZeLad6D7hJ8kiIl02tEuM+IoiCGrMrDoSZVMEuuHHvJI/tLhS3lA9Y87yZS+RxjZoTI9iujeUj2Kcq3EJA/le5LA0FJWvRig1Fjaeqgk13shMXR0Gj9Ox06BCkOuegTdDQ/+qGDcoxRs6oLuaiQt2ST54X0ukwC1V/hxkmqK11ArtFdEFzG1IZTxmJMe88TuenysYt5HAfqDVF8pw8A8ha/+0554yFBFQK2n6FZx8rNXPH92Rn/WDyviwZnqIuhhQts70InVoxs+//YKHrTEm4yUF7g7S3pW43cO1c9lcX1SoxT0b0acf+uKkBTPPzmheG9HfcjhbkL5ZEf91ZSUO9y8RZtIu8txb6f0y4CZtXzz4SWfnj9BNxnxvCN1GlWVYEpSHshfFsSP9/RbkaboaUtsDfnLgo9+9XO+9wdPefr+G15dL/gz/90dYTXhPv1E724IyzExt+huj95UsN0Tn12gqw51u5Eq5WoOUXQOar2TSLzcCQC77UhVA8sZcVxgLl9J1dIHUtvB2XLghiXRRo5HpDJH+SBtd2dpHk8pP/lK/q6UZD9/dcurv/QhP/ObV3z234/YjUpZnJWSbZycGApj5gTN9azBusDejvDTQHXQpMc1+60juzV0j1oOB4tadBxuM3EN24Q6SCpIGoxgWdGzXpSgE+7O4h+07AdHcbOyogNsobvo0TtLP1OS+35S09fuWB1FgWo1yw9v2T0sUAoOfkL7QcPJyZ7btPpjmcD8cbx+CpT+IyaCaQC46k4Tiyil86GErDuBevqh7XQvulZRbPWqH1hlA6eLoT0jD2h13DZRKoIoeR9BDagH9a5keySjq2NoPAyIovhuwJXf4TgQaz+AR70aNGnSugteEwehvbqPCAscWwGCk7DHEj96QLIM1R+8xkcp81sbwOt3743CTuuHFgBIVSSaQT/Xm4FRpom9aO+SGj67F8eVaYXP5rwiddJCuzcsxKCO+90Fc9TuhV4RlRYNyaD9Ul4Rg5F8TDjmA99PCvV9ypCRByVaWuD6/pgi517OEccMStnWUP4PHPMvTT9oEKOw9/Twvns94H3mru6HyuVwrtTAoNO9JD7oXvZHwNLqmFkpK+KvfwdQZojP+9q28OpdLFwYrsmhqqvuzQKJY8Zt4GvvHfbFDCBxZeS7qH6IGgwM1wjHa/7+mtZD/qYKcs7TcG+oQV96zOC9Z+6lYbuNQR8MwSYCYGtNXeX07h2vs28s2yan7R0wtIg7yZXNO4iNVHBTVKhag0FyVRtL66UNtacg1YabwwjfWGrr6BqHzzx9lbFrczZ7aRubSou5q7KYRhOMVJ+CtmivSLWhH6rv9/euqmTBSFQEq1GNoC3sAUCgu3XlGDcMXDQlVepKD3IKx+igBKVTgWrkz2jvc6mH9wF9Y8j2il6LzMNU0qbWjcYeBF4doywmkh4WE3srco8OopNthgSgcYdhohrlXCUj92Xyct51p468yKAswUWiVRSDkSsNelhb3SOkhqQaLZM1kAWYStDXcq6Miehaqvt9rbG14EDkXpFqf780qE72ydRyvGylCPetwVoREoRSS3a6F2mDSCu0TBQRCQoJmk62l7SWe7ETqYHupNuihus16a/RFAY5AFrRB1kU+l7LdaEYtqFRnR7uEwi9uPfvc8hjksxa7yXP2g45v9pD1NJOjUn2wQwZ1qGTNI/7zPDQyfh2ryFOSsY+P4yDhIGdOfyOj7JPXTBEL1W0blVAlAWl3lb4WU7INPltlAlcTLSrnDxGTFnImDg4klPpMLsKvEdpRcozUp6h2g56Tywtum2J50vM9QaVZ/TLkbS5fcRUI+Jiit7sCadzmWxHaOeGMibidIQKARUTYTGhHyvCckR3V5DfGem2NGrI25bFUbaWcbufZvQuMr6TZ6+tFHWZ4Xaa/FbhRw63U3RRggtCIbIle5CfmaFi3hZWumka8ltFyNwwpkO2keqwacWs4nZy7ZI0nSnQlR6euRylUHd3E9LegobZHXSLjFs9Jrv70wIS/OkL/oiJ4GTSUOlcKm6l8Lo2vaYcd1SrXKoOk47gBduhS4+fK85HNdW8wBU9MddkmaeeGGzpCb1G2yQcsIM9suiUjUzGDQedMR03onUxltAbjBXenjaiPeunUmlMCpaTilezkmnZSfJJ1KKzUol+b4jTQOwVetYTFxII/vThreACguF2J3ymEBRPT9fcHqRn+d7ijoPPuNxNyIZ0gJQUVTbi7NGaZzPBOlgd+Tw7YVnUvB5NUQgi4MP5Nf8qKfIhcmuat7wuZ6wmlWRb9pZx3rFtckZZz/l4z8tyRuE8V+WUB8sdL7sVj57ccrcf0VQZ1gUen67pgmFTlfy501f8Vm/ZT0tWyz2l8xxa0VKejCt+nE55en7LF5sLAemaRLuwdDOBS3ebjGgTySHGCAAkD1ktOnkGlJrUa2KhjufKjzK6RSRZJdBnJdw6P9MkLaJ7rzSxDJitJUwDTWvpl4HQyMPJVlJ5DGOpBkenqc/FiNKdiK4wDa46FRRu0dKRg5JWdfb+nm6IFWuqjPcf3rBvc67zGYuT/THTuusEAxKjRIotxg3XZoGZ9lQHi5t2PF7ueBlOwCUWJ3vWo8kRCG2sxCJOJg1l1nNVnzJ9b8NoQExsa0l9KLOet2qFbjTu0QFjIuezPXXvpMJ2KFjNJA/4Kp9Dgm8+u+Szr84oRr2YoUpBjRxU4sFyh9ORPmoK67k9jHg623BVjwVDYnu6aNjUBbtpQT5vyDNJvniVJEB+Nq1oR45R3tH0lpNxxSvg/eUdnwXNyaSiHjly69kVOc9md8L+rEdcN4azxZ6tK2jzHJMH0lTE5O16hlu0TCc1fmCyTfKONwPyJUbNqGjZ7Uuy3HNQE+kGdJqPnlzyw81j0liut8mqEpF+Y3l4tuFVdcryyYbdfsXo0Z5KTd4BvIfs05QUZyc7rospWSEon7rKOVvs2dc5ezcmO6so8561nqFGga4xzB7s2OYT4ZwN5iuVBVzh2ddj+qetmEuURClqLUYUYyLVISdFhTaJ6bg53tfXO4c9adAm4r2hGUuii3FBFmM60e/c0YAGsFhU5M4DcHmWUesM9UAYk2bWkYJwVv3UkJ9Xol/rNe3Eki0bakr0qiMlBFxcBBlbJ3Kv+pkhFQE36fCdJS97GisGgOnJgarMZUx2og391mzL768WuKUYWnxn0SZhhu94XJirxKPZlk9Ox0wXFbuoyCctrSlZzCt2VjSxKsHJSniHV43h6WKNVYH/dzHl6WLHrQtUruDJyYavOoPJArNpRWYDd3ZEG0Yw6RlPW1Z5RVp19J2RLk3j8KVDu4jTkcYrThd71npEjJos7/G9oekVj0cbfnR6xpPpmn2To3YH8rcZqmol0i7PyL6UcTxNStT2QHx8RvnVDlW3UNWki5XIIL66glFJmkmcHcYQ5iX2xSVpOiblGe7LG+KDM8zdjngyQ28OuOdXpCJD9R6MRh9qcBZzt5NKodGMXzn52fWG1HXYfg4hsvisxPz4DRfPZlwWc9EbFwMbd4gqPTAi2cT42RarI5swRy06uoNjcrGnrnL2k4zy8Z56nzOZ1+znJTYThFR7yBjPa7w3uAGafj2dolTiMMopHh2OeuVqKh0v1SnMaSumr4NBrTrOlnt2VSHaSv+OzvHNx1es65KYYHNYUTzdcTY98Lz/U6IRhJ+2hvkjJoL7XUGsLboy9MA2aNhZDqmguNOEPNGMBLXgdiKit+thcrW19FFBp2lGGnUw+F5WjMEkDp3GbY1MRAa3686WhMqyjZrQi7ZF9Zo+E4t+cBa8YrRWJC0X0s18jN1YdlMZhJLXpFY4KsV2iNHpJFNSdQrbKV6V8yNsN2wkPUR5xZdAv88EJZMkeqw/ZNKSHlqu2ZXhupjR9lZyj4H13ZhNUdJtRcC9Lwu6YNhdTdi7CDqxzkr6dcHrRpAVsTPsikDYW/ZlYN/kHDaF8KFuM95ETfbG8TpbSGu4Ufg88VLNZWJzsPxgdMHuaoLZGG7D9J2OU8GhzkmXOS/NHLc20t6cJNHhGUXMLG4nGrukgWSILuE2otHqdu+Oi+6lqhFKiW5zO1kdur0Aid1WUQ9RTfagSVaqErGTSDkVDfkdhNJgGtFH2pqhuizVE9MoihuppIVCjC7JcnRI19sMtzHYvcI2sH8xwXSKNku4WvE8npIaQ/HGsqkGR1qSz1JeSYiEgetxQfnS4qdGNIdTy8uDo/zSkSxs6jnFW0Eh3JP0TYTdLGNrE7MXmp2dsc3ftYZRsHWJ0XMrbes4ptfwxbyQKkunsVvN7VKOafFGNGifmXMx4QSpdoRMROW0hhC1MDuHLFIfND5pySJWiYg6gqWlIioT3z5qYj/k5w4i+EZLdmkfRLjuo/A8Q1L4oLFGFlA+amrvhsxSScwJ3kCrSYPsoHNi7ohR03RO7qOo6aPG3y/aoqLzUlE/bMaUlwY/knP648UJxVuDn0hFYO/H0grtFG/UnOKN5c7NmL5V7BYjORcDhNx0in4qVavrqDCXGe3E0lrR4V33mlQbRi8NdRzR5pHirRUYcgdbMyG7tEfdb3SJZC39yDF7q4g2H6rG4EcWr5GxR70bEwNwSNBYeZDavabPxEmaWo3Zids4GisVRCXGJBADl/KKnSvo8p4QNGkw43Q7h90avJVWsOoUdq9px5nIY7xCN7LgtntNn8v27U6kFcEMiKdehPzBi56WTggNZiemvN3NGHUw1IXDbCymgy/XC7JbQ2uLodujiSYRXBraLnIAVFS8zOfYa8fOjNBrS9to8mvDZjyCnegcAW5AJtS3jud3S2JSuLXhze2M/uAwa8vrbI6+cYTMcjcUCMLOkV8b+l5xiIovRivUTYbtFDs9lorhQcx5wSXKK8PNciI4M6+ox1IRLK4Mn+9O8LcFL2ZLDptCDCO5RTmDKjPU21v6bz1Ce3H+ukOOev6a+I3HkFlM16NevEGdnwgM2xp4dSl5zGWJbVpQCq5u0GVJvFihXl7BqEB98ZLkMtKjU1TnIUTi9S16NpXKY0rgLHFa0k8sru3AWVRZ0J2MyZ5fc3jgKE+X3G4K1J0btL4io4h5JJpEuVVEq9ivS2wexChFhttrDqOCtLfka001KVF7wx5Qdxl9LpxbfTDsE+A1jY3UeTg+E7Odpt7INYHXuLUhWdAtdLnDbGW861XGnR7jKzuQIwYZRKd5u5tQVTkKMbBUm5I7E9HrPyX4mPROV//v8usnno04aExMJWX16DW20nhjcFswTuGnktBgK0UYSUm6rZ1MDA2oVhGVwe21YFeG1IiY7p2Zw2c5RV+Ka9BrKw/QVkr8MQwaxFzE7/YwJJtE6GpHflA01TDwBmljSJtGJj26E4eADjIxaA6OmAVpyTX62DLsaycxVFHRjBx9laEqqZDpAYeSbaV11Y7sEeybaksPolNC5CTVKBMH5ECC771GV5qo7LHVEoJCV+LEbGxEVZboIm6v6ceGvFJ0e8nPlZajoq8y6OV9h1Y+wwwtpdDpwZAD3hlMrfCNI29kH7SgzI4cNTUI4kMpPKp+Kv9mK0U/tLXvW6sq8g4tYzlmXurBFADSClDHlqm0jO4NLPdtXTW0eP9wwPnQ8u3ESXxs4et3+yvuvUF74mUfTaNQuZy71GrJFa5Fd3gvzNettNlCPkTIaY3pIdWDXlIp/EQcxPTyXlsBiLEn5MP30JLuYquhRTrs9/11EbOE24NtEk0zXOO58LNkmwo/kZa7reT7No3B7DV9I229phcdanZjuJlM2GYe38stGirLc51Eb6sQHEUrUOzRnWJ/W9DlGVVeoG5kMbMJmtQYOpODThKjdZvzPF9S35Z4r/GNY+ciobJ8mS2524yJXmFvLHf5BNaObKfpO8kc7TvNaKuobzKq3EImgPNDkaNuM5rSQFJ0Rh4ytlHktxwzTzebnPHduxZ9MsLBVD3UhaO4FZZjcZuo7yzFtbjnYzZICrxcFK1z5LcK5Y3oXA+KDuGmFTcJP9ZEo8nvpP1vWoi5JdvIfoQMkpX2v+40+TrRj9WRF6q7ob3qxMme3KD9UxBwRGvwVh7EoZDWo261ZFZHRbTpKE+4vy9CJvdBnzvqoV2vaz3EdRmZwJXSplVekd8q+oVBd/p4zXdZht0rYiYTclsrYg9daTAH4Z263dCCtkMb2CvcQW6IMB7GVCN52qaRRYBpkNbuvQREyziGloWYqcVE5L2cU99pTKtQcaAW9PL3+0m2bw1ocP3XnLMd9EHau6ZV9F4YnzoOxzCJ89w0EEp1TLvQg+6xH1rPuh0c/kMsZPQyORKj3qCTbKH1FtWqQaajCacz2rNiMDMkSh/pp6IBz9Y9aZSjrKU9LcnWLWk+gfkEdbuh//CBJGyuS5nIATQtaTVHaU0qc/pFOvNKQQAAIABJREFUQfYSwtkc4wNYQ3sywtQe1AhrNGE+wtwd8OczohVzUnNiKcucuJwQrSbmBv94RbtQ9MsSf5NTXg0mrVyOY8wkU718mwi5GL6iS0zeCtPP1BDyjHyjyW8h5E6cvp0iv9X4UpGcGBT7LhvkEBBGkeLaEE2iuFUk447jc3Ej94tpIFmL24oh0bSGJuW4Sg/SnXdyjN1kjN6JWWZ6leinjq0aMbr6U9Qa/mlF8CdPBFeP1+yrgm6bUy5ryrzjbjRhOqup6jnRJUaP9nivqV2JW0rG4nsPbnkeTo5t43HZsctGuIHcr3ViMmrZmekxs1VlkdOVtHamo4beGxHCd1aSAbyhyPyA0ygJJz0keO/hLc+bM04fbIlJ9CLNgMCobEmcelRrUPNOBqdOs7zYkjtB1ewPhVRHguLB2YbNoSQlxZPVml2bs96XWBvpWpn4HWzB5MGep4v1kVn43C2Zlw2X+QRjEmXe8f7ilu/3oiE0JlI4L3F7o1YqN72lyHqqJiPLPOfTPW/yKZkNrN2Y1emO237B5GJPNc2F++ciZ6c7em/YHwr+zOlbfqfJ6Mqc8UklkWOtQ+skLXOveXCx5u3uFBBDQ7dxdItIXPa0++yYVxkmkWQjSYn1VK86MUt0gkIJnRbxuEn0VzntKhL3in4eSBjycUe70ERniFNP74Y83VoTR4Gmde9aw41M9PpJEnabSTLAtVLNbM8DfqffufO8wq0aWoqhiqzoHndSpc0iNJLz2TaOSpXo0/aoGfStPAQY+JBu3FOnkjAeGHXTwPisom6msr8nHZXLxZBkhki/IAYBm3kO2zHxUUOWy+y3b63EGtrI3o9khXzRo0xiPGvoOoOfWXxlsbMOpSMHI8Lv6YMdu9sxtvB463CzViZRSbGY1lIdHKLzKpfxaLZl0xZHk5IvOjGMLAvMrMc6z6jouGsNykRG05a+FIaZ1pKXu42K5bim7w2Lac3BBXLnOdics/EeH6RyeKgs40lLBXS5kbi30uCmHe1BjBl5MUCSbWSUd1y1hmzUE4NGm0ifWaJJHFIhDuZOvvNhvcBPxf2sFh1NLYu4ycWe/XYOT2p2hxHpaS26RpeIbnAyjyRaa3R2oDIT1KJDm0Szc+TLhq5x7MjpH3aYPLA3JWES0K2G05Yqy1FeJu73KCHyyP6QUT3zoueMw+cM7Vylk3QahgrfaNZgTcSawPrUoc4k1Sj0hjbLSEMEYQxKWsODAQ0bCcBkuFdnRcvz9pS2c8SzjjZzMO9FF9oamiS53cFrYtB0e4tednRtTliJ4aTNLCmP2GmPz6xohZ0hjKOY/TqNKzytKgSIf1rRlBk293QuR7Wab803fHYyRZ20x3tGuXiMUbwfH0nwaLnh8wcl5UlNrUpUEahdxuSkkmOd5DuPZ5LNu+2mvLfcYFTk08uSi5MtN3ZMp3NOV3uue40yicm8xpnAxo5oQk6cebJpx8eLS16erPCdJj+p8b2lL+wxGrPxGcuTPWszliJbJpFvdZ/zS8u3vDpZ8HSxpvMG82ZNbjWqD6g2oLYHiuscvKRt6OsNaTXHbTrMzR5VNcTTOSxnuJe3pMxBngkWR2vSyQJVNWIa6T3Z6y0spuhdQxoVKB/Irg9iTqk7VIhiSIkRc1dhUgJrKK8d3G3QSqGdxV570JrJqxJz6EkjSzcfJoLFgB5z0klrlyKhCdMALtLNMsl0zxRxEug0qKjxs0DShjANtEmMh8lFkjL42WAmsuKK77xowU0n47sK99p8kReZTImZCk0yivYkkqYeb6zc0wMT1peIZMEkkld0C4Ofekwe6Oc/nXz9aXr9ZNewlgeIchGtE0aLA1bBMclC64hS9xWYJLgPLTE3xkibSCGie62TdEsGnpYo9hEzhk7yPh3lIaeEq6TV/fvSELUVBfo8LLeNlomE0RGifvf7SJuR++zcr+XoWiP6Ej/ArGVBYHBDpFdKSrI9jcVa2R/53olgE86EY9wXiE7QGWkVKZXIbKAwAvS1Rt7vzKA5Mu9yKq2RqDpnAlbFY1yXMkkiiQZumR7i8PTw2SkptJE8UmsD3bCPzgYRc2v5fkoP3LL7OB+XBF9jkRgiO5gahuOCk89JNuHsoBnMxPySojo+FAVpn4hGHbOGrY20Q66xGraBjaThd+L9362sRFMYnIkmgZOYvJgNp9UILzANMpKoE4UL9Fa2o9yw/0NMX3JKHsROZARm2PcUhRN2H3CurGi+mgGKGjOFyiVOrcqGa8N5uiw7xg/iIiiNzTxZFugyMC6QZTIRjEPbzLlAYwWoqrOANol8yOgGBGzu5BrondwnuQ0cnGTZxqjI7yeXtej6MjOczwGUPnYtbRBJgtOBPsoBag24zFNkPZO8Y1t4gRm7HqXSMXpxknc0neO0PLCuSkbD/mXDNTVxLfNSEjEOWcmkaOl7QxcUxkWCgiz31CZhM5l0pqTQOjJyPa7w5EPLM7OBw8BiE2G//Gd1FA/YUF1DIce4F3MHw/hwrBh/vXDwtWdHjHqAtatjZvjx14z8XYGMFQnSMJYl5DNVlIfaH+KI3XvS9Luf37PdbO6PgPtR3pNZj9ORuzzhnCfLPK2CLg/YPGBsOLLiuk4WODoLpKgYD+c2JiXYmcwKFDs3R41lVBBGinHR07aWqCFkkSzvaYoMV4gT3GdGruFctJPRKKLXA2jbo5Rss8/ju++jGFzP745v0hxB4JL/LeO80pEUNdowAMLlvlBDJKc2iTg4xwXOPZw2PcQO6oS+P8D6/t/SuzFby+/cv5ROR+6p1ok6uON+aj187vAebYbs8WHymaL8qbR8H5+k3QzyfVPfY3atTOScFc3evhGjx3JCOhxIyxn2eicTvCCOrmTFHaxADoI1Min0AeoG8oyUOdRmR1rOULuKNBKIst7V8p62gyJHtT1Yg+p6Add6g1u3wlHc7mE6RsUEXY/bR/S+ppwpmloqwCmXcQsnx8CPnfBmZ5I13k8cYSqTPjvp8Qr6RqEnvdCMpj0hKXASZ+qRn0Uv93ie91T+3qAmIOl705v3dsiAhzQJ4oVUmjgOFJOOdjgH9zpbgmI5qWk6RwiafuzQ057puGEzeccI/hN//XRO+pMngn/7w9/gq27FV82SJ8UdT7Jbvlc94RvFFf9g+WewKvBLq8+pQs6/vnjMz0zf8qJe8TfOfpvfWH7EiTvQJ8PUNPyoPucs27H3OaXpeZLd8o9PP2ZsOkrTk+uej0dvuO6nPMruOMScOz9m40vmtj7+2UTHPzn5kPent2gSf331u/zv45/jryz/gCY6muS47qcUuuc3Tr/JN2bXrLuSp6M7vqyWbPuCXz39lEJ5mmT5UXU+5Hjm/OLsx3zWnAPwc+MX7ELBi/YErRLrXkwkPzo75ZdPP+Ob+Vu0ihSq53cWH/Asu+H3V48oTc+F2/Kt/A2/Xn6bkenQJFb2wCcnD3ha3NInQxMdU9OwCwVOBT7IL/msvSBXnh+envPnpl/yf+Xf5VfOfsSrdsF1O2ZqW35u+iVVzHjZLvgbq3/Bafbn+Wx/ys8vvmRiGl53C5wKPMzW/JPxN/kPlz/i/8j+LFWfMclaPskumM8qnsw3/IE7xw0Tqu9eXFJ7x5vdlOWo5tn0lontuO1GrNuSxjtmQzrC9+qnvP/BJa/vZjxZbtnUBT9zcsl2VfB2P2VWNLTesihqvlzLivyH0zM+Or1l2+U0nWO3LzlZ7MlMILeeEDWvVzN80Hx4fsuuzYfJcqDtLX/x4XO+WK348fUJwWu+8+gtXTAUxvPmMOWj5SUxaX40OuU7qzcA3HUlXRTH4m094nR04KLY8c/NMx7MduzanPfnt8xdzW9Gzbxs+Nb8iu9PHrAo6mMmaR8N709uAfin4QP+/KOvGNsOrSI37ZhMB0rT8/3yAXXn+GB5S0Tx/viG225Mrj1X7YSYFA/LLT8YXxCS4t8/f87hLOdJccdVN+Uk25Mrzx8cLvjlxY8AMEQK3fO8PeUXRp/zeXdOoXtGWrJPn3en/M/pL/DXnnzK1DQ8dGv+9clTnAo8ztfsQsHcVsSkWdk9n9YP+Kuz7/Prs+/wfnFNGx0j3XLtp/z58guuwoxbP+E35t/kV5Y/4nU356qbMrYtPhoe5Bv+z/I7/PLF57xfXHPdT5mahrmp+P2TR5y4A1XMOHU7vmxWXHUTPl2dU1jPocv4j5/+Hv9b+rNMC0kR+nB6Q0Sx6QqejNb8ZvE+/975C37dfsSvPfucH5xc0AXDOOtovOVitGfX53xn8ZoX5ysmrkWryOtqzncWr7luJ3x6IgaBB+WOf7l4QmFlgv3d5Wt+e/H0WFE1w0JrVRz41/kTPn50SeMdjbesyoqR7VhmNW005DpQB4dPmu9OXzExDU4F/lf+Ah8v3jIxLet+xKYvmLvmeN0AvNgvmWYNVkdiUvzi4ovh3Cb+n/xjLpcTfvbkNV8dFpwUByKKfZ/TBsvHs0vq4Nj5nG1X8DPzt/z25BkfLy6JKL7YrbgY7ShNTx0clc9YN5Khu8jkvJ/me350coaPml8+/YxX7YKFrXhRr6i84z9/+M/4H/g1/uziJX0y7HzB3NU4NWCKgqM0PW20/OXZH/C/FL/Id6ev+GF1znm+45PtBb+0+pznzYlMMoCPRzI+/vPTD/jPzn8LoyL/o/lV/vr593jZLXlRr/jVxSf8w8W3Wbia98prCuX5ojnh+w8e8nS85klxx1+b/h5WB5rg+M70NfuQ87adMrMtue75nbNn/CePfpcX7Yo6OE7cgTZafvfBY/7Li3/Iyh34j+bf57eXH/APf/5XKK4b+osJOkSqixNGb1uSUmw+yCkff0x1Ypj/uMOPZPLejzTVuWb1gzEqwe6pcAp9IS3w4u4En4tOb/aiZf2NnMlrT3VqMX1i/Kqjn1pMG2kXlmzjOTx0jC69MCtLzeQHt6x/5X2ybRjkCgpbR4rrhv13TvmbP/Pr/M7D9wA4zQ6s+5KZk7H4Xz58QmYCv/bgU+am5u+ffJsn4zVvmyn/wepzXrULfrC54BdOXnDZTnm/vOGL+oSx6Rjbli+rJR+Or6mDY2JblvbAj6oLIopPNuf8wskL6uCISfP5/oRMB26bET9/+iUvDktumzHfXb7mm6O3vGxFC7oPA+w8Gn5l8SnrMKIKOX9v+rP8lYef8o3ikr9/8p1/o4nLH+frp8kioNJPOAjf/Xt/J9VVjq8tbtwxLjs2d2PKaUPzYkosIuVZJVqjqxJ90hK2GY/ev+b128UxxD3Le6pNiS08wWu0Eddw9WoirbeBtTdZVDSNYzJq6YOhbQfXsAvEYDA24HuDflXg5x40PHp6w6svTlk9Xg/UeElZUDoSX46kZO4VZt6TouQTP35yizOBxltuNmP0kNDw5OyO6/0YqyMPZ1uqPuO2KrE6UreSk9xdjlg8W/NsviaiJG/07oRF2XC5m6BUYpx3fDC75XuXD8msRyuY5C1v1jMWk0qczb3EHa2H3NDz8Z6XmzlF1nN1N+VsuePNFydcvHfL7WZMXzts4Xl8uqYNhm1V8BcfP+e3Xr3HYVOwWB2k1dxKUNTp5MAXr094enHHy3/58Khjm7zQdDNoTyPjL/WxKtiuBiPIVty8/WJojQ2MNx0kGSRpWH5fsX8PsrWiOU24naJ+4tGNJrvT0ppoFCEfNJXzyOiVpn6QjmYRd4BuPmzTiHaquBbdZ/VIsAYA9/Dn+sMOe+0orkUrtv12L3geF9Fbi3syuNve5sSzTlbPA4Acr44IJD3p0V8VhGnE7DV+HnCLBr4YEzLh0+m3uUQB6gSGIdLOo7OA+3RE+34rVT+V6CsnQFoXUV+WgtI4E7ZdMW/pO0v0CvYONe+kcvFWBNjFezuJZhy17KucxbQmJcXt3ZgPH10fq3658VxXYz5aXnLbjtEqkWnPvs/ZdzmvPjln/v6aUd4xzVq+uF6hdeJ8tmfXZoyznj5qlsPE/GfPX/PJ7Rln4wP7Lmc2OIV/9uQ1b5sp27bgy8slzy5uuTmMOOwK8rKn7yzTSc36iwWjJ3vmI4kwczoyyVq+uFlR5h0xanLn2dU5fWfh+Yh+EdCN5uyja66/fyb3ZQS3agi9IXaG5dmOzWdL8qd7wg+m8NEB/2okFWsn4vM08RAV07M9u8sJdtJjbBjcjw1t4+Cr8ti+716OiWVA9Zr8oqK9HAnixA7nN4voIpB9WtI86QX3ExRp5I+ucaUjMQjAW2kYjZtj/vrbL1a4ZYvLPG3rCDuHHnsx0QwVwVAP2a0ukIJmvpR7VavEm6s56S4TPugmwy2GVnBvUAdD8VCu6xgUsbGMVhX16wlmJRKTeJuTRoFs3IlMoR8g8EUgm8rPilFHfSOu4WLV0FYOmwX6AVz83kdvePG9h6iLVsbIIe3JZPHoGtZaElGent/yxQ8vGF0cqC7HmHlHuiwon+2o9rlU+oHpssLqyN2rOR996xVGR/7g959y+v4tm70Y61YPNty+XKBKz3gmx3S7L0lvC+LUk89afu7xS37rBx9C/641HCor8YAqoV8WlD+z5rAvSF7jyh7fGbjO+cu/9Hv84x9+i+88e80nb875xn+7I85HqJCkDdz3hPcu0E1P83BC8XqP6iWWLmYW93YDXU//3hn2akcqM4nNq1tS5vAnE+zNXhzBShFWE1TjUV1/5ATGSQ5KYW524ja2hjgdo++2pK7Hf/MRobTkL2ShqXpP+8EZ+Y+vuPulx8w+2fHy7yT2l2OpchdBzJCZdGfs61yquc8OZFmgfjElTjyqNmQXFV2VoW4d5mFNXzmKWUtzV6DyIDGoO2E4xmDQJpDnnsNGrhV169APGrnOvIa7TADptSY9bEhrYXKGhWd2cuBQyfmPvbjlU6958OSWQ5sRo6b7dAbvVazmB96+WPH8b/03X1eK/4m8ZpPH6S9+92//G23jH/zW3/2dlNIv/DHt0p/I6ydWBJs6GzRWCt9Zap1IraZ1kuqRMkXXWWIvSJAwOEd3TU7qNb2xJC+pGXQar8TRFWyiUU70YwlSlJZNU2di/bcR3xv8MLDdl5tjJlFbtkNMERqqNkP1irZ39L3B90KOBxEiq3ZwKpcC9KWXyLzMymTsHpUQvaLuneBGTKTqMw5ddvx738mhUp2ibjN2fS45nsbQdI7KBonIks4K276g783RUHIfj1e12RFrYnSkax3WRPZDpQxkIK7aDN1q6s7JwNZpgtGyT97QtVIl6Hv5t6Zz4gIdUClV72Q7vcMdhA8YCoWthdUXSoWtkrRuo4ji0QJ0TlqR9ubITzOtiPmJgIJ8k2j2GrdLklxygLa+TyURY4VpZHJnDxCtJtsl+ungFvbgDkkMAJ0i5mLqcLskAeqHe1fxwI2LoGoR09sKlE+oZmCWDUalvrPEyuJ6RaistHWDOqbY6E4cylFbXAepErF8rDR97igaOQ59JU5neaC9ayt7J27QvIXUGIJXBA2qMSSjCSGSNyJS95UmFtDWbnB8ClDa59IjdbUc66bOMFbasiBtt5Ckna1JZFpcw8CxLZlpafvqIars6626+/gyeNfS/Pp79X1LD/EA3G/n/ve1koqVXK/y7zFq0uDaSUgb7r59G6Lkj99v+/6lhqjH4754jgzRmNQR4KoGLEkack6VkvMfhyzgmDiay2AwXwwu8vuoynefKR24BMeUhHsG4x963beCh9SPI9sxIds78i3l/1NSqKTQJgi3zkglUQ9tbqxMFo0ZkkaSTJq0kWNpTCRl93KOREhyDoqhCm6zIClGLuBNkskrMnFMlWiMU5K4veQG6YpNR0lLGBbRWeaFJpCitDLtu59ZG47ftWstqTF4OI6N2yYX80ZjhjFSzvG93i8Fidojwb7NJSqwdWKayi2uUbSNI92/P0HTOMwwadh2OU5HdCMJRL6T50TV5PIMUEYyrY0hNLK95Ax9blm3JXSyGO1bK1rpVriNSUFWC90hNmJa9MbIONAoNn1BrCzbtqBvLGE1IWYG7SPp4Qq9qegXOW4rBgs3ybGbhmQ0furQ/QS9PpC0oj+fglG4yz1pXMrFpiBOC3TdQ4j08xyXklSYfCCOcvp5ge4jelRIO9pZwjRHHxzKWfp5RsgV2UQmX9Eo2qUje53TjRVhltE28Z3zXAmF4P4SvQ8a8O3wfOqVaOJ7GRNTK89BP/AV+344fgi7VrVanrNeE63cL6mRSra5j8sDUqexA1vVdIP5sRG+begknzy0cg4kXi9BVO/awr2kWrWtpe7c8fv8ib8Scs//O/76iRNB3xlojSARbKLDSY6pS+QbRbY2HHKxjOtOJoK2FhizvXX4FajWEFTCHDRhgAujZJB2HlT1TgQbp4J/6KxMLtOA3kjDwJ2SDFJur/Bjheqgbh32oKkPmQyeQSaLqtEyAWJwq2mH7gRqux6NMS7iGwuNPrrTru2UUMvFfK0TdZUR98IAw0uloLzSVLOc22x01ONV65KudfiNVOP60vHWBtrrknZg71VZIK0ztu0gmOo0XZHBwbKtLP3C0NwVNC7DXmbsTcTUiu3lBL036AipEhhn9Bp1sLxYLOnuCuzG0KiCxiZJQFGJmyCZkbfFBOsScSQVwW6q6RaJfh7ptgPvaSpC/H4qAmDdgp+JrTj2Gj8FPThhU5bYPTOEAppThZ/Iezlria8L2mWiX0bMTotMJJeKYzeTSmMyAsatc8HU9FN5sNm9JtvJQBOKe1TIkMQQxegSck1zIokoEkOnCFbSJqwLdE4fIeWSIZWgEjF1vwwDFHfQHuqE8nJt6DwQsj9cGTe1uBJjlgZ4uoIiHVEDKhPNVXLvJiSSQy3HCC0GkpCAdjDOFIHYGZHGdoANqM/G7PIRbqe5WoykUnin+bR6JNddBJKgQ/7p2UTui/td9QIhn31m2HZL1lki5ZHsytIbeDGboHrFGtFdvnEJuzX85nqEWjuupzNxxWcRXRn+0cMx/bpABUX+1vD55gFuYwSaPMrIKsVuXjB+o2kPc6p80JYapAL12rEe34OUBcod8sTkSmEPFu3harJg+kbRH6wwI5tyiDpU3KY5s680ez1m/jqxnYyYvFD4kQCQVQJfint1HyaMXli6paHPEu6gqGcClB69Vhx0QXCJ0StNP5WFSVtPKNYK00vsnErivIzOMX6ZSMaKQ9wIpiPJ2uFoVAEIJrEeF2JyM4nRF466NjRZRLea8kbTb2WflLDmsQdxSIdMCsx3jeHOTRjNGvzLEbMvNYdqTLHVVPVUgOpeMXql2OipGF0S5GvNYeEYXWm67Vgi0QbX8r4x2K3BhqGqPzEcdpKZvLcZxbUgpJqHYYjENGRrOS77xwX5rSI6IRqIu14iHtMg9zKt4InWpVyr7V1OdlCo3uE2imqbHTFV0UCvCnqVyLeam42wWrM7TXWawzojv9M0ZY5rFbq19Ekm5mZjyO/EjdyTsTvLye6EgNDY7Ji9Hq1gqkwrOfT2VtytoRUgdX6n+Gq3wK4tV7sxqbYkE9g/LTBdQvvEyEd8qemmJaPXDboLJKXYvzdi9LolWU33ZEn+wzd0H17gS4tTiqQUKkbMtiUVkgaScivEg01F8/6K/NqgUsKPJBDAP5mS37Z084zy8xuqj85AKezBs31WMP4i0Z0O9/9tR/3BknapCE6TXhRMh5jKUAgKKVpDzGD6XHTYmz4n6Zzl59AuDbZK1NsSu5cYut2hINtBN7dkG/CFOSY5tQsjYO9h7J1cyzg8eps4bItjVGRx8w743+xyTAv5nbie29sJZS37eB9UYBrYdAvcXsbr2eeJbcrZLx2zz/+UTAR/+gL+iIng+dmWbVXQjDLGk5ZJ0XJtJ0zHDetmBiaxONvTeUOVxmTLhs5lPF1ueN4bJmWH94Yi69maRJF7ae2ayLhsuVPTI7hX28jpYs9hlDEvRWNWtVLlcy7QtY686MWh3I2Jc3HNPT1Z86NDxoPTLSFqQlRDG1fR6BFMe1JnyOcNXe3wreHsdIczgc5bNnsR9cZgePQ1oPSz5R37cc7taITRkaaVal1lC5bnOx7NtnIAVeS5SixGNW+zKcZEJkXL0+maaqj2GR0FRuwmzCcNIQr1PreBeubIrOdsfOCNDWQ2cOvGnK12vK0tp482bA8FfS0Q1YuTDZ23bEcF31xcs6tzqqxkcbLHWQmmVyqxHNV81RsenWx4WctKXWWRbp/TLaO4D3cF0cnKNix7UInWOJKL5CtpU6ao8L0hlFrMIioR8pL2wmP2mrDwxMxSjjoOp5p4sDD2eCNOU/aWNPY0McOfi3NbDQkMfhxJZQQb6TNDFUUQ3Z94/Ni8q9h4xWhVUemSuLaEXOHOanxnRGRfO07ne/Z5zjYopqeHwemo8RNBVyivMfPAaNSy9VOJdZsY3KyTVsUqAxuZnh7YqYlMItWQse3Vu9bVuWN8fqDMxGhxaDK0TmTWc9fMBSFyVgvUe3ag6S3dzHLYFYxGHdnMcxenkBSPF3vefKApy462tczKDqUS6/WY9x/ekOlAF43ocuoR31hec1VPsCqSWy9g8bbg6nBO8eGOMuuZFQ1fLRZolbiYVlRtJqaPYJgXDa83M759/oZPrs85nRxovcWZwL7N+Xh1yfX5WNrN4yWPH9yxrkrqQyatxKCZjhu2dkH+ZM/J+B1Qepx1vJrNmecdPmrGecd6PyK3gV0+JeUBes1HH77mh81jafEiLcS+t/Sd5dHJhlf9KYvHW7Z+SfHBjk055hh31v//gNLjKcWow9nA4VBwOgCltyMBSo8yz3Y0RZWe1GsWZ3vWl1ORFJh0HHts0bOJY/yTRoTuUWFGXoxfuYwzwLFFuhpX5NbjdOAH4RGz0wN2GE8Oq+K4TyEKF3K/LdE2Hqt77682lLYXTe5TzbYsmTzYc9gWTOa1VFA6y+bUcfpgS+sNXWdpTx3zecV6NmG8qkkJqm2ByQWU3p5a6TrsM8y4ZzEI9cdFx+1yTIqK5WrPvioo857DqqBtDb8uKZrVAAAgAElEQVT4+CX/4uYbjC4OwpvsLNZ5nBGTYAiSnGR04uPzS363e8LJ6Y675Ygs81Q3JRdP77hdCNQZ4MFyh1aJ18WCn3/8Cq0S/2L/AR8+vuZ6PmZ/UvDhgxu+yE+wLnAxrSis52o3Zj8ZY2cdi0nNt5dv+Ufvz+k6zfJkT9vbYyXdmsRhVvL4yS038zEhKCZFj/eG/WjEr50/5//+oOTPPXjFD/Mz3Kua1Rc9KUZUkZPGJZPvX6EONeHJGeblNeHBCYvffCkmkbZDPTmnf3ZG9tUt5qvXpG9/A9VIizeVDvP6ljQdgTGU/+oF8dEZxfe+JD08RW8rxv/sDccLaDGjeHEgPjhh9Huv5OdGc3FdoOqW/McvUSdLUpmT7SoeHORzl/9VxvXFTHwqeSB05ihNuT4piTYxeW9DbgPXq4WEJ+wdswc7qirncJNTPtqz2+dM5zW7bYl1AesCu0PGeNbgvSF3nlHecX0nQOmbm4LRo72YnYDqrjjKhexZTX8QvJo+aTld7NlWBSFKkgwqEb3mW48v2XY5PhiuixXl+1s+nG/50fz8j2cG82/4UqR/6xpBpdRfAv5r4C8Aj4C/mVL6n7727wr4u8DfApbAbwH/RUrp+/9Wd+xrr584Eby8npFqMzDrDHWRkdYZ69aQX8nJXtsJeEV2Y+iSVKdezebEq4L9WOCobZGh7hxN4QagNNyVGe7aDQ4xqbxcJ0U4WJpJ9oeB0k4ybr11EBSjS03rZWL25WiBvcq4dLOjLizVAuwtLo04pryia0dH/tTteCK5xl6/yxr2ijd6dkQ9fKUjTZ0JYNqkY9Zwdm1YF5Njy06rxOZuTNVkdGshr1dlToia6np01HLsXMRvMm6H1nXqNYc8ECtLVYghotqUaBfgJucKcDeWm0Iiekwter5LNRO90MHx4/mK6maE2VjWTNBZkBaJQtrUNxmXboq9ke8UikS+hmQ0nXGUd4rghM9IdCSXyNaapBWtK/4/9t7k17Ztv+/6jGoWq9zlOfvcc+t3/d6zX2zs4OAkECwaQUhISGmSDhF/ACAQNAhCogMoLYREg4gGhYIEEhIdLOEIgRyBTHBwbb/Cfrc+5a5WNatR0fiNvc61g54t4vdsBEs62mevvYq55hpzjN/4fatjN0oVD7/sBMJ3Bwh3EnU1KYvbarqzGr1xmE4RssUeNKkSv7A0Ouo7RawdZhRPMPEwM/iVIlnZ8de3BZpwVjJcK8H6dFR08xZ768RQuof9VqwvfJVQk2bTtQJH3Vv2dibIjSowR7nOw2DYR4XdCMxrdxqfFPcmYTcC8e5di91YspYIp1gllFccsqiB3UbTbRumpnRTe4dSMFSR6lbgj34p3ek7nY9efewsgxFKhNlYVFTcn7eku5r9YGHUbEYrqsfbihftCufCMcbwsG+wRozHtcrYoigeBkd1rzjctwyNpJhMd82xKxxGS984YjCMC8vhtuWz5pTdtiVlgWqciwx9xWfulN1Q0w0V6t7xul0w7Sv01jK1CRUUm8lQ32r6ecv0QJcAdrVnuG0YGwdZMdQVfifnob7RxQgXvni0pr42hF46brvSHdeD5pVaUV8b7ts5i9eK/cmM+rXkmyYjXYvQS6f5Ri1QNxV9Z+ldQh0MN2lB6iz1tWE0LWOVqF4b4kyoK/d6gb0RE+XkCvpbZXxrWF4rDk2FeYBF+0I9cQURKB6PaOjnVeEOZtwrxzYuJHXHa+xW0kV6VzJ6lXhTZg1TGc+fB4N1gZQU/q6heWnZqwV2a9gVeE1NmmqvuDZLGCUuUvea+0njXjkOQY7HbQyxytyvLWoQSLA6KMLMcNfLuOrr5jgH3AH5YJlq+V7doPj46pzq1tCZGQ8ep6Nx8pkUMg8Ulf/H7gx97bhRC7iv6OtEdWN4PV+KqXMxlH5dxoW6qfj47IyUNPbG8Wy9ZthX6HvHl9WafFMzVYnrIBw1v62pbgze19x7ze+1F6SbCjto7tWCPGl0Zwgm46tEdW14uVoRthUqKnYzJ4bSryy/u7livGn5eHnGze2CR9OW8M4leoowetSuk6i3kzl605FTwjy/Jj69wNwdYLtD73vM9QRGY95+Aq/uyN6jnMN0Nen6BtX36MWcvF6iP3mGWi9R93vi85fod95CjV6yia9vUSdr+OIl+XQNxqD2HcM7a9rf+By1XkE/kFczmDXs3645+ziw2a9ha9FJEWqDmjTRCTLXbESVvz9t6WzC3RtClrltN2vFUPpO0y0a1NaxU8C9w9cGX7KGD0AOmtE5hrogWwqqjeYwa4UqAGIobcR7dnINuhfzcq9qblUWH96ojlnDetC8Wi/YHSR9qSpz57WJ6I37f1Sw/FBuP3yxyAL4LeC/LP/+8O3fAv4N4G8A3wH+XeDvKqW+kXPe/bAPDv6orOEgu2M9KXIlsJYOUsTUd+AXZaeTVbGTEcuB4KVI8IviKTSTCVA9cHqCggJ3qGLeqqK44ZMlT/eBCwRINysrskmoIqNPruTBJmlVp8IbykmBTZiNFRhylLzRWClMJ3mX/dYRm4ja25K3WeTy20oMa4NiX7XkzqI7fRz8ZEVzq/ArR1fVxGIKy94yeY3Zl2MbNPe2RR+MEHsNBCPweB5rcAI35tHgdpow1/RZoe8tqdU0d5qhdjgP+mWN24tvlLIcJzx70Nzu5ui9wfaQN5ZsBIbIghhSHRTTvqLplUCfKuPnb6x/pmVGR4Fs6xtN/zS9MV4ufEBVslaxFBgwM56KwW2s89GPbbYY6XaO5BR5HolJDMPDQiCzrHmTLwxMa/GGizOB2LKXseUFRRKIycnPaPNRNBIWAhc3XzrsHlJliDUc7By7NQJxbWrJb55lTCdJJMNZFkipNphOUd8a3A5Qls1PzGg3woWcDg31LbgO/Fzhi9l0fmGY1pnZywyqxq9k0XNwzMBdfAbaZ8gVYZmZ7mVD0t4KBH1QFXanaV/J2N5XS+k8Tlo2UlUie40rpuwpKVLU9PcNJMVhUR072V1XEwaLqSNhIdSFOBo6L+kWqU6EScZfvJ+RTzzb6zlMmtc3S4kx8wa/q4lNIB0ch7Vj88VafPCSFLnmzmIGxdRAdauZsEynwlnK+4Z8Jq7hwSSJE9QIV2vj0BlMp1h8BqEVbuDerZjfIbBYB2Ff0b4S/ui+qlh9AeSa6j7jri2r72fGszfG86YX+6FR15z9lmLzdSMxlvea0DVYD6ffTtxqgw6WagtTFEqI7aqSd/0AgwG9gq2m2hSbkCB8wWkp2a5ZG2Kb8WfhaHeTo2TsWh2Fv+gy2kWJIvbmaDb+0NGOJwGzEVNdNWpSVJgmcbHqeTY4YmVAiXhFxACGrBLt71nCe6Lqz3UmBzE/fshbRsk1CDA76eluZmSjyJ0RcY0r1lhfoUrq11XJKjZUd3Jt3N7NWb5Ux+XAFBpIbAsPzoiZtfawreYsXmp6VVHda7QXru1uWdG+LIb6dSZ2LanOtK80t2vZpC9uFPuTBndrqe4VfZ5T7SRbfTzXBJep74wYkPcG32umx4b61mAPMIYKlRFDbQcqSxb17r56s2HYV+gJ6lu471vaLyyvVyvYOj7/6x8ynGe0V6Ays+ewe084b7ZbYfrHNHeZzUdgD2vM9BYqQvs6sX1fMPL5l7JBNJN8x8PZU8mpnmD3nmL56SO6x4r2VSbMntI9oWRYg9s/Icygvs+Mp4Vqo6B/K3L6/odMJyXfvBj4H/7cwP3X3+PRfxOZf95JIlRt0H3An9SomKm/eEVuK4arOeO6Yv5iQE0J7SPd0xluF6ludvRvLbCDqKHr1x2ptSSrsbuO6Ux4jMlqwqyluZ0gZux+ont7wbjWLJ5NuNs92Wr0fuTwY2fMPt/IunnWMpw1VLuI9hEVsqifjeLw5JTLmDFTZv0PvqT7xiP2T0756HcP8K/84OLkR3b7IReCOedfAH4BQCn1n3/1b6Ub+K8B/2HO+b8r9/1LwCvgrwP/6Q/14MrtBxaC7719zfV+TjerWZ90zOuJV7Ml56uO1+EUXObi8ZbBW/ZmTnMyMDaOr1+95ve5ZDkbiSeapvJs7IxZgcCsTaxmA6/atXQDteRavn26Y9M3nM56xigijNFbTMnxbCrPuLb0ao46nYhJ8c3H13x7cLx1KYMyZsV+qEmnSlRtK8/UWdrTnml0TJPm6ZM7rE6M0bA5CEk3BM2HBRpOWfHB6S07X4uK2ET6USDA7XnL46t73lpsjnYQn52ectr0PNuusDqxbEbeXd7xG82To7qwsYFX2wWrmcj+p9KK78aK2gUezfe8vFhS2cCr9Yq3zrY8n53w6HIr6suhQuvE+yVr+P7Q8heffsqvuHfYbVvOz/aSGTvU2GJW+3l9xvuPbvlifkoGaheZpjnxLLA6O7Dzq+KXB/5pT2USY1ujTObxow3TQ2ZkFGjKOVHqDXdr4lsjubO4k4GhqXln3hEfacZDxWw5MNYV+kkgHyrs1URXz3CPe/xoJSFgkLxoN/MYm5hmlp2pZXPweKTv7NFsnKS4enLHzWxO2NbERrN+b0M3VNS1xw+OH398zXZseHGz5vJsK9Bw0ozB4L3FZLAuShbvi1Ns4+lGS7sY+frpPd9dPkabzOPzDc9fnqBLLmxde3wwrBc95zbwxeIR5+/dsWoGsUoY6yP5//NH5zBqlm/taE3kYtbRB8cUDXe7GefzgdZ5nl2fkKLi62+/5LPbU+bNxP685mrRAXBzMucnrl5jVSKhSFmxHRt+/PQFL/sVAI31hKTZTC2/f/sWp1dbFvXESdPz/eU5RicuFgeGYN/4BFYjL/dLvnH2io+3YjuyO29wOrKfav7c2XO+WG3pg+Pj6oIPr665PpVu97L2+AvL40XHi0/POXmyZd0ORyuWdTXw/fqMVTMSSj7yXddidOLm0VLg3aD4xkfP+M53n6IXnglYLXsGbwlB897Zlk/1Iy7fueNmfc7J1255fXoCVjzPctC4uRSe755v+Pz8lMViEBP27Ywn5xs2fcOLy+URvr9+vsbMPclr1icdm7s5OUh3S5XxVbeeTbuAdzpigcFs4zEm01T+KIx5WC4eL/fi4akSv354h4tHWxGDRc2+bVi0E7WNhCheqPuuJs8Cs+L19+7ZHY0JTMlwuxjpzzUnVzu285blQlSaw+DY/FTN1flWjPWDZagSj093vFRrVqcdGTjsGmwVmTcT5lHCe8tQ1VTzidV8YCjuBK9rgRavLjZsupZl5dnsWvrR8vM/9nv8L4cfZ3klzYehr6jqQFP8Jx8ETCkpfu7qOb/SvMvl6Y7NoUWZxPZuxjtPb3h1tRAUNMPj1QGrE188OuUvvf8JVkf+nv463/rwS57vluz2Ld+4es33X5+TdeZq0TF3E893S7bXc9xCjv8vXH7GL3xzweQNl+c7+snRdTVVLdSM3ablo/de8vyqQKcl8nDzesa/+PTb/Pc/81P8/Nuf8J37R6z+Y0VuHHo/kFZSNF/8msW+3uKv1lSfXjO9f8nZ/9mjhhG0Znz7BD1FTn/tgOoG4uUaFWTcZGfktWYVJLj4xWv8h1ec//KecLHAdB697chGo2Iins7R3URqKvQUhGsYI2leo7c9ygfiyUIyh1dzwt9r0NOGL/4mfPFaKEuyUWiEowzYF5ckA/odUQ2/+GJBXkTUoRHV8OBQ12v01UA4OKrVyLSvi9NBJO4b3FKU/tYFnIsctg2g0Ncr9Fs9KWleBQWbFRjQw5J0MZG7JbrXcDkyX27pDg05c+TckxSXV9d03jJ5y8uffQve7VktN3z32fqPWaL8kG9/+mKRD4Ar4Bcf7sg590qpXwL+Mn8WCsHbrmXoK/LBcqgrQtL4g2NnJeEh1pntoSF4g+o1Y+3IB8v90BJ2jkFlgV+TJnaWPkvXIphy5vdWrCGUkF/vm4a+qyXaMIgCOEwGbUW0EIMmTNJFmyoHCW77Gews25P6yAsbB0kWsTtD0BndGQZXDCyDZKpancRupqiiUjSMwR5zWBNKslkLBCw8GWDQTMEQshG1bdaEqBmjJUYxxZ2iIWRNCOa4GTdaeDZTkKQHHw1GZ6aSWeyjYSx/i17LwtOLwmocKrm4nBRlD5mxCcmKzUFe1+gkvyPd0RRKhmyBu3MrHdHUG/rBHWOjksv4XYVug4gHXGbX12JsW0yBJWFEo3SSiKnOYg6a0FpUZ+i9E5XaYJgqR+yNHPNomLQIevxgyb2V0PJBYtqCycSYSL2l2ssCPfWmHId0gskwTBL5pzuBX+9fLlGTlnQEr/m+PsePFl7XvPQn0mEpWdcPEN2oM92sxrysCK3A7d3K8knU6FcVWcPzeIJ+VR8L5K4RVfrrTjia9SvDdbti00oCzUPhoEzCvXboUbGzCzCZ/aKRPOtJQ2+46cVqhlc1Jig+ac4Esi22SGOJkwuj5eArahOIWZOyKNoPoWZKYjA9BMcQrcRoBRmrUzRSeE4GrTVDkPEzaRljSmUGbxmi3D/Ujt47kpXXH6NlN9X4KJFpY7CM3uJHCZ33k6VzFSqIGvCB/6qSpjaSAtSbSIgSmzhOlnFX466ddIQDfHJyRv3K4AdBBO5L2o9KimdZSZb3bEnzWnN3sqS6MWQjOdgqKPyoUVHxDOBVzXYyck43jmesib2lfmk5qBldnXDXltAJrHwfNebGoYugQQypYZhZFq8Vh7Y+ohNhYfEmM1Q1qIyto3TmikF+7QKViaidZdO2uCqIYKyTjOXevOkyPKTbpChmz6/rOa0LjMEyHGRM7/Ytaec4FFPeNBjMxrA5bfGTvGbuLLumRu0sh7qWxx3k+z5YgfeT1wLlJ9iUa9d7Q9w5ofK0Lf2hFmhwX6Emzc04x+w1XVdDVsRB5pepmNrnB+V6VNwNM+LOsWsahkOFMhm1N9z3DVNXyfkxiXsrm4C4t9wM0uZXneGmn7HvGvy+4rqbM/WC0d/rTO8sh32D3lu8hoPO3E4zyXufNJumlTXh4I5ojN5abruWvqsgi9l7ShrdG16OK6bRcTPO2Q41qzSQa0fSmlQZ7Mt7wgeXpOWMbDVohbvtSK1DxYjqR6rbXoyfUyY3NeZ6K0bSzh5/mn0vMvxZi73rUCHint0V+5hCsRmnY7GnS/ycUopcWeLcoT9+BssFKmcxox4n+qsTZl92dNtK6CoK0qQxg2QNo8BtpDs6bGtCHXFbTYiCxozzGtUZqo1mmDt0b5io0TsRr8UqS8QllSAKzjJVEbYivHE7zbCReEo1atym5Mh3ir61uK1Qesaq4gAirMwS2Zi1IDf3s5k4eUTFrIiKdjphN39Gsob/ZG4XSqlf+crvfzvn/Lf/mM+9Kj9f/qH7XwJP/5GP7I95+yPtY+KkUVkyawEImmm0mCSwa5hKBvGgCYXr00/CFQjeFBsZgb+iAnzhoBlZNJMtSk7EkiBOBu+E9BwnQ560WCJ4TUDsZPSkUJNYT3SThI2Po5PdSJKiRfJCi0VChDQKzK0mzX6o6bXDByO8hqwgKnbzmr4X5e9tP2M31Ay9dOLCaGXHuTPsu5r7uj1aZhx6KTLH3h1hmLt6xjg4gtUo5fC1x/eOoaSthJK/OQ2WlBRVmchDMOTesutrzKHI8gcDoyZazXZeE4JhGhyvhwVDX6F6Q99XUpAOIhbZKMlA3vQNpgR8p0FLPmvWTKZhfqskS9VlwkyRBoHYkoXOteX7lhBxNSliJdy5tqjO3EEx6gq31dzezcn3EnYeYl04ghnbK+Kgqe4Vsa2wg/ANzQBx0PhJuIm216IGBmLlsJ0iW3WkD2wWc8ydxW00dgB/+pWBmjgmJagotiPHpIkHC5OkjnepwvVSxUokZ1GtYks6QQKKdY2Kb1TBShfVcLFpUQ/FpspoLTD2Q+4ymWMiDsjrKJvkOAtEbkxivG/osmRF75Vw+/LBct+1khQTDM5GtoeG582K7dBgdMLqxBTFZsjtFH0n48JHLRnZOrMp0YhVHQhBk+aKbl9zt5yx27cYneknR+08h77meb+SgnOsyJ3lrmvFAmdvGQtl4qBr3EYzLt9wfLROTMEwHipSlMLVV4apq44Z0bERFa0q4h9doLVUoEvlpfNpsyj/jUdcA4KCnFFIRvWDgjb4ssmaxEpEpZKoEYo9TaGXqAIFa6+IuWRjT0BJt8lOlNk6Cg3iQR388DpZfHQIDxxBoLM1kxOkwgwK30lhkkYjuapRrimCzG3qILGNKcpCue8aRlcKy0Guo6mzYsdS2eM1p0OhCJRCUvea/iD2LaFkq9utIbaK3tayyQqqKPyNzLteCzTeSTE3zOS7naJClU3Vi/2y0CJKrqwXJ4Vkk3RyH85JlnlRHwz9vIKtIzUJ10kRmQdT7H60FBQqo3vD3SBzie41206sXFSv2fc17BzZZoZKhIFpMLi+2Mc4y/NuLYKESR3tmFSvyUG8IKu9YncQmxiSIrdCXaoOiuf9iniw3A7ihcnmGk7mJeJtIG/3uLsFAO5+IA8jKkSUXYMP5Nt7dM5gjHD35i350MM4opYLcJb04hXKWtRyQXYWru+hqcF7uN+gHl2gQoQYSbf3wgPc7eX5gFKKdD6TC2OcUM+vyY/P0DtPrBT2+R3V7JSpLZ/PZVkPqww2kSpDshndBoxNZAupTiQvgpI0yTysmkgOGt0E8qjFv9clklfoNsjjXcTVgbGX8Rpr8SskQW6SqMhtJrSAy8drOpuMqyJTI5vu9CAI9rCYD+wPDVSZVNfiGdlObOrZP1xw/Cnd/gTEItd/Aj6Cf/gg1P/NfT+02x9tHzNJEZAqTdDSzUmToe5kJ+ILuVl7IIg4YJzExiHVGiZNcloMfZFJBpNJ2uAmkZtnpchRfPbypPGVGMzmUaO8dLiONjJlEdGTeI2NowgQHvwDc5QukCqWNmYQ3k8apYDUk6I/CNk7TAbVCY+LqDh0tXjQZcWmbej7iri3xFLIqiw7raGr2DSN0IBUZjqI2XQ6yK67T4q7piXtHcmJOWuMGg6WoUTj5UkzNLLLn7xhaxL+4AjOYA6aYSFcnnFfo4sNRHaZ7tCQgpKFepD3sHvxwguTEXGEgoNOmIOm7yv5bkB8+6IULCpKwaMi4EpQuJXF0CTwhfD74K2mysSrHjzpHl4nleJHvXnNYzxXIRk/LMYqvCmWVFm8Vcoi7EjFesXK3/WE+PSVwixHIbGrLK9j76xwRGuN8jC0DWrQNHeKwbiHBELxQEy88QMcpShVXuP2ChUNk26YbdRxg1Ldy/+zFTGB9oopOlJlqe9gvHOEIhbRg9iapCrTFs6VX8plNSQhTpteYzqFRzwkmzuNStDdzlCjJmqD6mXhVjpjDoZuqHAuEoJ4RPrBshtrBi/dOQWykZksbpRCMmehu6jekHVmcBVxkM66Upmdaki9ZTs0xMlwGMQnMwTN1Ds2Y8PmIF0XPUhnPT0UKIX8HXXGTSLIGkE6Qko2YPQGj4yZMSpyL8R2d5Dv0QzQHSrmHWQj32XsDaaXa9T3luagmA4WewDVy3OTkfhB7eV7VFm6xtVe4ZUmV0psq2qL7jVuB34hHTjbPVj7KELxonzgCGYLKQBZYzsxMddB5qSHIjBVxcfwIXZOSYcvRfEFNIMijNI5V5MWDqM25JikqCxjMGsZwySkM/4Qh+ZlzlRD8WL1Mt9qL3ONHyxqkgLXDArfG7HlKVxp4S5rQiuecNqD7RVoLfFzXiL47FB40IOco4Rw18woKk8zyPETZS5IVklcnC6boRI71k9OjmM0haMtXSE/yphRXjjFfhDhkxkV/eSOXO5pFL9B22mmyYoIzStibchWoQZ5vVjLOuOjkY3jw2eOcj1ln0l1lo5U8cZTUZGMAS+88D6IX91hciRv4GxNbB20DjWvccOEXzVkqzAHj1ktSM9eEj58jM0ZvVzITiV60vmJzGWbvXQDlYIQ0Zfn5LsNKEU6XaBf3ZDP1nDdgbWkVYuaZHeouoHcVLLCz1vpQuZMmBtqY8grKSbjokaFxLRSpPOVdNV3MmfEych1YMXex+3EA3baOZLLtDtFRjYX/d5htwa3U/hdWSe0w201qVYkpwWpMU6Kf6cZvdjFoSUoICxM2QyD2ymyE75tbI0I9zo555OThoQKMnZz+e73h0ZEYybT7GDcOw61bF7/zNz+dJNFXpSfV8DnX7n/Ef9wl/CHdvuBhaC2WQKji0jA2EQ0wq1JlZBmlUtkpY/ebMlCZZMo5EqmpNLFxd9mMrLLVC4dPbqyRoxZdSaZjDEJnASd51yel8W89UEoki1kMrWLDE44hjlpklIiNtGKbLXslrIiV1l2KgpcHSQX+CEHFCAqmsbTl91vU1R9fUlCiRpx3a81po7M6omYNM5Edk2gaTyhkULQ1YGZ86g2oG0+2lB0jaVqJLsxaIOrA1NU2DrS1hNj4zA24ltLXQVCA671eK9QypDrxKyZhOQfNQs3oZpIHDW6kXzTMl/TNJ5dm8Syp3SpTC8XsRkUapT/q4gUploWNe0hGym8Hzo1cnGDygIlmz4XkQ1FiQ3pYLGDLFaxEnPpVOViE/OmK6MnebwZZDHWU3n9sSzAsRSOERhLIRkR65BYvPomCOtIGgUiMZ3GLUeCc0wHTVrG4xjO9ZsuUbaZPA9Mh4o4K9zIRcasJsLCkAykZZAusYZkZYzrkEmLiGoi09KQlhHdiHggWTH/VVXEL8XbK86T7JKXEzFoorVkZWDtxR7nIMrXajUy+eaYh62t5Fxnl4+5qlrL9TCZN/AuSJ531MJBy4bjdWZtYjQiDNImSlxVgcuMkWzXh7xWYyQP1jzkW+uEc0GMmJV0QDFZxAn6KznSWt5PlzxmrbKYFmspDDOgymPyIhCrCr+Qc9ksRsKiJixSSfCIBJvFdmc+4RcOFgG/MORZxM8FFpZNCoR5+fyLQNgb0jyiqkTAoueepC1+oSW5pEqEuSbMs+Rbz8NR/JOcFJWpeC/6uZVjKmKROEslWSYfFcEyKYqlkDYRYzKhzuIM4BsewrAAACAASURBVCRDOTlNrsUSKQctc2KQbnSukhTETjKvjUlMLhEreU4aleRuoyVbuM6oKkpbwAjMi5MCKBeOWOq1dGas3JeUIrZZRCR1JCNZxOIMoFBVJNXyPqmWcWiN5G9nm8AU8+gyJ6PFOw5TlKMmMlqZv1Ecs2+1S6Q6oUwpfmuxN0k20zix4rkrmdihMqRaMt+Dlg7Wwzn1VSJV0nlSNtFYX9wDJBc8j1o+v8slk1z8On35HZsgGlKVmbuJ/PD+JqGGERXnYvC8H8hdhx4DakC6ziHCbCYcwAQ5BFRTg7Gokk+sKkfaCs+bR+eouy1oRfYeQoK6ltdyjhwCROk4q8lLJzHNIUg6iQJyW0u2cMoQI3qcSDMHMWFGUD6iXJK1NiGfO0vHOT9kxz98V+VazS4Ta7n+ZJ2WTXyyWb53J+cn2zJ32ExWItrTThJRHlwTcrEXA0pOvXhqZpfJTh3f74HDS8ltyEqO19pEqIRiECvItlgS/ZkRDec/7ULwY6QY/KvA/wGglGqAvwL8mz+qg/iBhWAqLuF6kqIsBtnxpQLPkouy2Be1XVmsvTeoSZEr6egd1cZROjHootBLUkig5TpIZecZQ+GXBSkSMrr8TLKDnkqBkkTkobwkn8hByzGr8KaAMSPE8ruok6X4i8EcLVJIctw5SucxFO+sHASaJrxRMaeojkKKmCw5CtSbg5KdYdT4JIbYSSWUFs7jw2cD6Q7EKKkTyQlHMEdF0nLsIYiSMEaRlj3AXZIcIuemD44clZhNl+fmwp3xvnDHvCE15SPWiTAzhHkmzRJhJpyPWMmEEhs5vyjIsyjwmpNzmkd9jF0LMysq5LksOsErzCIQRy0mvfOIyuaNR2El0PODCjFrJUVXJcpEmWw0sZHOSaohBlmkH4i8qonEWuPnBeJ1Sc63yaQm09ZBaAG1TErypFxUk6Wro7IsWGUSTE6eX1WBqc6loBN4Jauy2agSScvCaWw6bn6Mk2Iz16VD6sQYO3tFdgK72PKY5CTtwVgpFmQyh8ZFfCHiq/QmiePh9lD0pfQH7/8Dfy9pHA+49x+Y08p9kvLBUUH6h98nf+Vx6YjrlMeXa+P48/hH3lj0fCVF5A+AGQ/XS1nEvnpYWfGmy5b5A7D9V5WuX30eqvxdy+f+arIIX3nOH/78PFy6pcA9Pq6cu+P7Pbx+AWVUVpKQoJCCEDlmrROmbFiDAlXSPfLDplmVArJserMt41gLH1ob8RRMSdARHopmUwrpnMjFyVnbTIzlPGlQJh0LcbIs8GgZ1/EriRNY2VikoN88R0nsl/Ki4tdeEoN8lO6eKpY0eiwqbaXKF1y6gllEbipBnsT+R3npAEm6lD6OkTgaEQF66QhqncTYf7IwGoHqgzlC0XE05KqsIWXDGAfDbqqPm8foxQ/0AWmgdG4f1iWSXOcPx7SfatQkVKUctBQ4TsMYiMsGu5+RWovpggyCYUQ1NSpnVPEaTKdL1Bcv4dE5WWsp5mYt9ANqe5DjqGtIGRXjmwunrt4MsyicCLVeiY3MZgv1CrSGlEhWoYwWZGzWoAdPdhYVs9w3GlEpF6N8oVUoctkYJ/uAmKXjhvuhw6tHebwqCVFpNAUhkvlce3muCgV21gY7iWm2GeV5KqgjYpMK+qf7YsbvC1pUOsIkiiq72MwMQuciltcbNdPgcBP/n7kppRbAR+VXDbyrlPpp4Dbn/JlS6j8C/qZS6tvAd4F/B9gD//WP6hh/YCH4z/347/CsW/Plbs1761vO6wPfuX/Mu8tbfnn+Ps5Ffu7qOV2o+OTulK+tN7w+LPirT7/NL60/4mq+ZYiOk6rnk+0ZF+2BQ6hwOvKk3fKrr55S2XhUXX59/Yqbcc55fWBKlkOo2E4NjQkM0bKqBrZTw++dPuLyTAyk/5m3vsffbb7BX3zyKTEr+uiOeazfefGIR+s9277hndWOzju6seKfePLpMST+eVFhjtHy06df8Hkvwdk/vf6Ca7/gWb/GqsTWi/H0J5dn/OW3PuPHZq8AcDrwm7unPGm2fGf7mMoELuoD35p/yf80+yaNCVgdOXE9v7e75HEryrw+OuZmYuPl831t/prv7R8xtxO/e/aYnzp/xv86+4BvXb7gZb+k846Z83zr5DmHUPNyWPLXHv8q/0P7kzzbr/no5Jq5HbkZJSv5aXPP/758n5+7/IRfrL5JSoqm8ty6E8x64q2zLc/s2XFxWa57rIlsdjOci3x0dn9Uk/beMQbDrPJYnXg+PKJ5d0d337I6P7DfN3zjrZdcn8y537VcLAb6SYyyd/uWs1XH9WLN6dWWbqgkDu5gqU5G5rW85hQsu7WQypfFCFUrWWBj1Pz021/y8ek5m7s546iZn/VHs/Ghr1i1A40L3ATNxbmc49FbfInce8i8Xs0GXnRn2IUnzCyzdc+j1Z5PzsSY9+Jkz3UGU4rJxkVi0CwXPc4kXj2uWZ8emNcykx1G4ZAanbl+aphGzey8Q+vMxeLAfqxJCxhWDmOSKO+TIgfN49WOYdZz3na87uZczmRh+fJ0xU9fPpMLVEdS1txNLT+5esbLScZrpQMpK67HBb88fsDX337F3I2c1x3fWTzC6MTj2Y4pysajMYHaBJ6frvjzp5/zG4unvDu/435qmduJm3HGz558xve6R/hk+M3mCd+6fMHrYcFurGmdZwiWx7M9v1U94cNHt1y2e4bgmNmJk6rndxZXnDUHhuhojOdunHHftdznBcoJFePDky3ffzzDLIWvcLLomcrm5nK15/Ormqure17uLrh8suG1XktxUgvHqVlIfvPbl3d8AZwueozO3FUzrs62HMaK+7xkdtGxbEde5hNMK939i5OD+PLlwtfUUty1jaffLjGP+yOvuVpMOBepnSh928qLUCsYPji9YWY9Tkd+qfuIty/vmbmJ/VSzO6tpK09lohTgwKZrBRWwsln5xsUrrEq0xvPL6j0OruHx5Za7xYzVfCBlEUf1s5oPHt/QeUeIhl1X8875Pd83Fzw+kzF+t5qxbCbW7cBuVeGj4bBsmM9H5vVEyop5NfGiEVXtT1y94LpfsKoHnu+WjN7x1z74Df5O9xf44NHtUQm/qEcqLXOzTwanI0Nw/FOPfp9fcD/Bh6c3fLE7kdfeLPm5q+d8vhP41KjM1XxLpSO/fXLFP//eb+NU5L+NP8PPv/v7fLI/4/VhwZ9/9Dm/df4EBby12DC3E5/sznh2seZi2XExO/AvPP51/rP4TzJ4yzdP7xiD5bqbsazFfP2L16f80x/+Pp/szohJ01pPyJovH6/5G+/+b/wd83P8/OX3+I2zp+zmjzDbCaxGpUx4cooeI6RE9/acGTA8mlFtJlKBkP26wb//NRbf24BRjD/1PmYIxMaSnMLtg6BPRlE939L/4+9T3Q7EubS87HbEXyww+4n4aIndjUz/2AfYzkuuceOYf7onPrlA5UycV5jNAFaz+HJiejTn8dM7XjdLue6bwDRaXBXIWbGrWrLNnDzd0lSeF/oMt5joO8fl1YZ9X3NYz1he7RgGx8lsZHfaYm2kqgKHXcN61R9dLGoXuF+LD+th2bJ4vAekSdKdiE8ug5as6W3DOBjay47Hi4674sDhfWl2AO9f3DMEUb3fTKcs3t1yuTjwMRd/jPLkR3DL/Cg6gj8L/M9f+f3fK//+C8Q78G8BLfCf8MZQ+p/9UXkIAqj8A07C+//Vf5BzL+rQuBRoTN1WpGWg/aQiGxjeniAqqleW6Tzitgb1wYHw5Yy0iNJJaxLm1hJn6cgRzE3EvXJkI63t7DL5bCJ3FrMUu4cjR/BhR20kFqz9wjCeS9ikfW9P/P6C9HSQzkRUYsAaFc0Lg59ndAC/lt25HhTu3QPWRqbJMu2rI0dw8eggquUM56d7urGiL8q4NEnHrnrhiB/0XJ1tj+rjV3dL2nZit2lBQdV4np5t+PjLC7QT+K2qA4e7lno5SmHiBRoeDxWuCZysOm7vFxgbmW4amsse/9kc/bTD72rUIDu42eVBxCKd4xvvveC7nz+GrUOfTWgTiV44govFwPb5kvnjA+E316VbAfMvFNMahovE4lNp5YdGOnOpkngqMvRP45EbqMou8AFKW39P0V+KsfO0zlRbxf5rHndjxT9yVTz7XOFQzTKz54ruKr8xk57kff1SoEbbK5rXMu66J/kYN/cAMXTvBarXBreXPOP7n5lQoyHXETUalk+3wul80Yq3HQJtpsEeDU7RGTMP8LwmzpIQ7ZeJ9mrP+PFSxuHFhH5ZS6ehEVK2Coo8D7jWY769YPxwwNUCd01FRGVdhI9nmEExvONRLjFf9zLGOoc6WKpHHSlq4vMWlWD+0Yb999ekWRLe1jJAVKIQfDoItFvC4P2hYnV+OCbcGJOOqvrZ7zYc3g9QR1wTCK9a6batvZiyV1JEuZnH39Uyid/McKuRMFqJW+wtF4+3kmIzWMzzmvjWCDsnCTJtki7NMkqs2tMoXWNkI2HrQHjdCmSZpYOqekNuIrPvV0xr6T6Yb+7Iv7nCLwUaDudeslFHhXmrQ39nwfjOxPw7FYePPM3njtjIGNERQoH0uRjRzxqJQizvxdKTB0PzpWN46sFlqi8dYS7jzj/y2BsnEV3FRCAWmHX1Xcv+3XTkN6XSIc62wI2FI5xNRs0C2ia0TvD9Of4iSPLJaMTQd5mkK1xsasxeunupls6eOp0k2cFGutdzmueW4UnAbgzhLEChY9S3huG98ah8t3tDWAeqa8t0Jufe3Yt7QzoJwtEq3MIwy6RVEL/WOmFvHCqBf+RRB6GZmK10Aptv3TP96inDVSgdQV3iJNObzqyXzzJ/a8f4nbWcy1eOsI7UryzT+wNsncCGCtTZKF2hLxsW37xD68TuN89RXzswbWvMxqDeGsjPG+n8r71QcHaO+qXA9HEdeP+913z2W08kC/nSw6QxnQjasFkU6F/vSffVUdSgJk392vDuX/mM7/3uUx59eMPL5yf8+N+6p3//BHsImDFiXtzh370QLnHv0ZsOFRPje+e4ux51GMiLFv3ylnR+Qpo57PM7CEGg4MszVDeIetgawuMT7Jc3pMsT9LYDH/DvnIuBdcyY2y3xbIX+/AX56Ztkje031pz8/Wek9Rzlo3AEM9z85IKLX7nj2//qAvfSieixLj6YRubixedyLvYfBPl+PrFMJ4U7+Shidpr6XtG9HcVAfx1x9wLNJwtur/AnMlazS8exknWmudZ0T9JRAFfdCgXMTDBcSgSq2ymm04w/F8cJ4YAXlGSC+MFAPEi/afkdx/6DiFpP2E8bvvdv/+t/6kTBdfsk/6UP/+V/pNf4H3/n3/8HfwJikT/V2w/sCD7EEU26pjkdaOuJe2C56jkU+Xd7Moj6NSrsyYTXFe+dbvn0UNEsR2LQ1I1nr1pcE4rsH2bzgV1YHr3iVJU4P9uza2qWs5EpGCZv8V6SFUKQ7k/whunQEk9l0rpaHfjypOXs5HD0jut7iZibhoZ45mEwqHkgT5qoNPOy81EqE0Mh2QdNW/mi5lWsG+GBeG/QOgsJPiv80jBvJ+ZuOkJ393VLW3k6V6ON8PiWbsRW8RhIXztPX4sAIGdFKEHxKSmsTcycZ197KVDrSjiD9YzKJkIdBaIymVntGU0iRs2qGiT6qzLUzURlIwcqjMnULkCVmNUTr9+Wwsi0gQMt/jRSnQ50YU5yWawImoSpI91GlM+Lq/3ROywETZis8JpUZj/M8Y8n1N7C6YTfOi7fvudmvsD3FrccGboK7SLTYNFt4GAa0pNBSOQPxPhFQs89ymSGwRIbeW9/4fEn5siDUkGzvNqxb2b4nYgXVCV8OuGoSsKLdZHgMrYOb6BSJ1Cv0rKwuyow2RqqRGw1zAOVjfQlN7eqA75xR8hN1Yk8aVzrhe9Sy/vUxRMuFUKMsYmpEZjPzAI5C58qO0Vu1BECti7iCwRvTSSfearW41tLMxPPul63XJ7scaWrpFVmWze8c3LP3dCKfYkNxKTZjRW7dY07GaiqyHrW86JcY8sSMeZciXNrRl4D75ze82nSnC8PdJOjspF9U/Pe+pbndsUws9wOhtOTAzvbElqLriLRa5rFxLgz6LOR2Ww8qqfn9cSrYGjbiRg1dRU4HBpib5hWD5QAmVcefqaSyZytqHlS0iI+MenIe4ytXGO5BMRkl0WcpoqZcvleiUpgVf1QcCmULqrXAvM/wLu50IJzga9iVexkNEfbC9RXOGcKaGMReyjq1uNckGvBzFF1FIsrBX7FkTNIJZB8KhuR7BIkxWw2YXQ6ouixzkfOHjpDlSEbQlsiDstYjnVGzwNxa6FOkCG2wpPVVSQlyEbUy7mS+LzcFL+4RjLOTy927JqWpp04VC1xMPzM5Uv+/uWK5qKX67102o0RTmpKWnijWfG1sxt+/XHL6fmebT0TzqBquLzYcefmxMKpPjvZo1XmVVR8cHrDlCy3l2s+PL/nVbXgUDW8d3nH55xigJOVxPZduzljbjHridNFz7dOXvDZxRl+NKzOD/hgxHLHZqwLDLrlrfMN13ZBipp2NhKjpk8Lfmz1mk8uz/jo5JqUFWqzo75phMPnI3nRYg6T+AEOATZ70lsXmCGgX96ScyafzEmPz9Cv79EbTV7OUP0IZ2spAGMitzV5VmM+fUk+W6NGT1o06G2He7ERjqWz5LrCbA6wWsp3rxT6xQ3zRQ0+iOegNdgv9+STJbPXERUS7XqgH8tGpI6yMXAyNoeDNGTMyYQxiWE3J64CyRns2YCvKhQWtZ7wxmFWXuiuTsboVFnMypOCcFfr2tMVqsQYHZyIXy9JMSEhDXpQxNNAqo2YUJ8H8RCunKxtvii6vOZsdWCnW7RJjKcWdTJxdnLgZlv9sQqUH8Xthx0x9/+G2w8sBKcg3nho8QOMTpdEgmJH0spinKJwDFJRmI7RSDcmqTKJCM8tJU2OGhCD6Af+HzaRo2J8gPFS8b/zYk0TEZPKqLJwFDJH8vbDJJmS+APGYl9xvHnxKFPFn+vhFgsnK4Xytyz3PfhTjcGWx0jnOD/wi7Lw9MYo6k2r0x94z5whJM0Q35za4zj7ynh74FTlpNE64otnHwA6E5LwLcyD52LQYOLxuMmKKdrj/1PSxJyKgrM8ppxLvbOSBDJq2jsF2TCpmnYjqkiVNeNZJHUSRB/bzP5uJuclKIkAmzS+kWNZvVSkSqLlRuVwO83N3YK0d9IRmYpYpDZiJzPXVHeKvq2wfVE27hV+UsRO7A3MoMQ+JkOsLaYoH+XLhcOqga2lvpXQ9e5cCy8G0HvDsHJMg6jaozfSHS52IgThy6QmMaks9hpWLCniqDn0lXQZXMaPD4p3KU5yFP5eGC0pZtwgsWx9+f5Cb6VjnGNRpYPfW7CZbqgIXuxEVGfw2hFdOlqgdEONbTyzZuKQYdGOKJUZe8dp01Nb8ZozWkxyLxtZXDUZqyNdqEhZcd9kFo1n0Ywsq5GbOmCMGJsrlZlVnpgV63pg19ZcNAdu2jmLasRqIeQDrN3A1Iqx9/08sG4HQtLsy2bOaysblGrGrPHM60nge2BRjWyallntialAqcEQbSRsLWkmaSSXi46XiwVxESErmqVAvclrTlcdt4uGdjES5jX1YsRvi9eoyyQvnVmSYrnoue8NbjFhbWLQNYvFQG8q4sZglh5XBcalJbeJFBSz1UDXmzc85bKYmjYSFpY8i1LwJFCzKBFypfMrHoLiozlrRiobcTpxv47UZZMwGYP3GjsLGBuL72aWhC6VMTaTE8zqiZkTQ/BuVRNCTbWYmKKiWY1ineUSQVkWsxHvDMFbos0sFgO7hcPNxFjbe41qIk07MaqKFBKhHH+7HBhHR9tOEmOoZEzGyTAqVxAXxctuiR4V0yhq5jxpfNBEV3wEozrOWbfDDHpDP1bEzpIbUZMfyuvmpIhe1MWqWFjdjTOslu9/OzSMoyWPhu1QE7cVqon0kyOUjGXda6KzHEzNs34lXX2vGEYn0P1oSDkxRYfdGXZDjR+Fqz2oSlTvo+Let/jBcj3M2R4aLm0nPoA5U6KoSM0J5nrL9O4ZVTfAYcBuO/L5CVzfYV7eE69Ooa6EF9gNEBOqH0mLBnUANUwoH8jrpfgNPnuJPj+FWDayCdKzl6j5nLjdoj96n/zb30NVFenDd9GDXH/55g61WhLeuUD/2nfhg5+CKHxSTCZTREFRRESyuZBNjNZSxO1rEVUml3E2EapIcqbwmxOuCkRtxVDaJqIRURkYsUMyCWULN7nK0ryJMg8mK/NaDqCrSO5FdIJNVC7gXXHueOAOk2hcIM8H8cm1sp5VNsgm68/K7f8vBH9wIRijFm+uSbJCfTBQjJ3FvkUT1kZ+92Kuq4LYEeRRE6yIPoIWG5qks5CMrSLY9MaWJMkOJ0ZNDIYpSCcwlUzeiHTsopYgazu9IS+PXqxVRm+PHZrkNTkpnBeRy4PlDUkglwfT5RjlcbkITHwxwiVoYlZijBsN5CQFbCGXp6QISaNL4kBK8popKhFJpEjMcp5AOhBi0ism0zlDiroIP0rUVzTH+/CleKaITI7RfF8pdoNiSuZYfMeo0FrOn1JZxCxRjIZTnaAG6iQw8CyjZw88F4G/HnypYqvIBtxM3OZxilSUZg8iDL+wpDqLGrNJxEnRziYOoyHMFHkWiMqIajNBroswpUlEBblYWaQqk+ZRlJBKouJARC0qiLH1g4+grSJTlQmzjNFg2khEuGNJZZazgc5UHPaOuhb+TK4gTLJApDaiTKZuPcO8IreRlEHVicVs5H7ekk2maT1jWzqCKklHMCiqRlz3p7bBNp62kcm713JOqirSVw0qi3BGqcxyNjKGwDg6pv+LvTfZtSTLzvS+3Vl7mntu437DPcKjyczIJIuZrBLJEiBAKEDSQHONCI30HILGege9gAaaaCBA0kClKqiqSIkUWWQyM7KJjMbb2557Outt763Bsns8a5KUIJZEoNKAQLgHTpzWbNvaa/3/92earJRde5U5VFDMi5bb6yVVlEJzr8UlHBrLuilI7DiBxwP7JuW6mfPQCr8ymbKGq04wQ3Ut+dYhKkkT0JGtCcKhDAI91yrS1Cm3zYxDIwk0be+orWhn77uSdVNQ945QCYOymfhwLQlx1NRWiua2EV5ljEo4m0EL5226Bn0Q/Iz6tdGinowJauLkRRXlOh8nnNJ0LQ9T3OA4WHQ/xVdOzxF7uS66QXLMx94Sg3RtRy/XnHqEqetpXUpkI9B3whzVI0TzfiPmTSQZkK7iJHSPU7E46mlTOxkpUJo+lbXGm4Bup+t4MpfhBQETeb95jO1kLEul+H0Ehw+jYLJ0I6B8xl8vxgy6E8TKODzC2eV7152Wzc60nsVOM6RSTMdRCarLRvrOEQZNp+2UF6uOMZxh2kAqLx1n5R+724jpIkrRilJHyY1SHDe8ISgppoMY2WSTr45rlWxqFY+czsHLeuSngprHzaqR5/Beo3UghmmjP73PR3C/mgqM4/vzAvYONh43vY8bYpDHt376Lh833cNAPJlLaogxqH5AhUB0FndXE27uUM8vxaix3hK7jnB5ht410A/E0aNSpkIyoOqOsN2hlwthDT7sULMCVRbENIHNTqDR43h8jLk4h+0B8+Ez0Jp4u8Z/5wP0OB6xNPZ6C88uUT6iqgbvUzk342R683J+YCJqAB3k+xccj8anInEQHNtkzPFyHx8GuZ/EUctP5RVhAsgrNRkkp3Pf9O85wYSJ7Tmdc741qCjUhzBq+kHOP6ISVrBCzufR0nSCV1OjmDDbwb7ndf72+Htx/GaO4Dh1RCY46zidECFoOSmYEC+PC8DkGPJBHx1oxwt+craKq1dOXOFVyY0+Ko4uXe81YfozXgm6wL8v2PQgz8dUkKlhKgDDr3UdvcBkH93D9O+dxLLoRPk808iDycUbvTqOmB+Luzh1hogK28nj/CQEB3nfj4WeOHaNJJR4wUA8joKZnNcwOd20gFu9jkeXMkrYYiEIQf4xrUMN6li8yu8iN/04OaSDN4yKqcMpC7Ys7gL5Rr4ucXx1inFy7qkYCShiowm5XNjRSLoFimNX7bH7hooT50+0fuMoDr9xco/r/tFdro+FN4N0CBnU5GKTfwcjLsEYI2oQzlzUolEy/XTTiY/OQDPx1SZX4xRE71OL6RX36YzQWpJ7Q6cmGPakd9J+GkcqaFpDdi/JFq5S9INio8qj/qVVOelaH/OYfSLOx37U9DYwWysOy4whm0DkvZzng43kD+Kkq2cS2r72SvhlnRY25HTzTNZSDN0vZ7IQB7mBHzu502bF6Km4eUyICNLpZNqA9N5IRzxwTNXpR3PElvgwbawU0+ZA4OVjlFGfn7roysu1MEZ9TNd5vLb8Y1c1yO83jkYYw5MjXetIjJKEE0Z53hhk0xhHTagN2eZ913e9mZFuFMO00RmUpFuYAao0I9somkXKYgPd3pHvBAUVUkEWDUE2gY3LsBuRcYwmYvaG2uSoxpCtFU2SMKSBfKMZJ3dsnyYkW1k/4pQsEg34XpNuYZibI+NyLKbHJOJ+xbx3Kbc2YZxGp6ZRDI0VZ3hnJkafxQ8yBkaJ81JOR9EuN62T5KAoRaLpoG8egdICj37U+g1T9wyvpOgcDLaV1ySCaTQhCGD7EehsakVUhtFG+c2isPdAHkevCWbiDvaKdpSJQeynG/mogGnK8ejO9lKI9V4KVD/KeR39xPg70iMmjmBvp7VMnt8HjR6nKdPESuzHqUD1UrSAvAdZQ+S6CHGCa3fS6Q+PRIqoiS7gGjkPH52pYcL26AH6IJuFzltZP5wjZJaYSnFpdgfCxQKVWIgRs5jD7oB/fo7pMuh79LaS9taEjokPW4gBVZZQNagsIzxs0CdLWC2IDztBztw/QIzEJ2cwjNIp3O1Rbkp5yhKZeCxm+Mxi6ga9XBCzhJgn6F1Nd2IoFiVtnWAqKby8lzUtpAGmDOhooakcIdEkDUQreer9sGrM0QAAIABJREFUBO42tWKoZNLha4s5CEcwOlmXvLXyG/TS+VaNaFpNq46pVGqcmIF2+u+9xhy0BAbUhj6T1CgCE3lCrtdDk9LVIvnJJ3B6kyWY6j2d4P/XIyLd4X/Hj99YCJ4uavYupTEpedlxUjbcBM1iXrM+d+ACi3nL6DV1r0kXHZ2Gy/me5jQhzQZCUKRuZBsUaTYwDtKmnhctt410mZQRptRqXnNwnkXeSrbmYI8Zt8NgSJKRYTB0tYG5AL8uZhX7VcHZosIHzeA1tUux1lN1c9RJj+/Mv2HS+OhMHLGdt1wnc+lojIZPz9Zcp3OMDnyyXHMoUm6yGc54Dq20q3a65Pnpjk8Wa7QKmGk0dprXvLELjI4ss5bP5nccupTEipZolnS8sUvOZ/I+29FSJj27NiN3A5fljjfJksR4rm3g+WrLl7uUT56suStKmiYhSUY+Pn2g85L68IPlNbdnJVtX8vRsS+EG9lP27Vle88ve8mL1wBd3hSzmqSekVkjzycSCnAqesByls5jKCNVNyQDBGDyGGAMq9bLD18LK04MBK4R5DfL8/dQpcKI7VKOVDmEhonXBFk5pL5lgXDCiUxzmU/FaeEZljogRNSjSdKApDKHWkEfMeYcftBgdKsfpSUU3OCpfUj6pZEQ/GkEReekk6cwzKzuqbg7zkXZmMMue5axhs3dEFyjOa2pKEf8DykpsX7FsMCZQPziy84bEjRgdONQpxkScG9kPc3Sr0WfCCFstK9pB5BXNISXNB5JkZB9mEBRPT/cc2pR53lJ3Ccu8RavIO+DT1T2J8fTekJmR62bO9xc3XLVzEu3JzTA55At+cbrgyWrPPO1YpbVo7VTkcr5n12Us0pYhGC6yA1+qyPeXN3Sj5dlsSz0mR4fv9+fXnKYV667kF63jxcmGu2Rgm+dkiYwyl3nLm13C6emBi7JiCAarAvNE3K7lNIaeJx23aUm3cFSUkHvoDJ9f3vLL9XNiKefXYlUzjJJl/cHpjrf1OafPtmx3Zywu9+wQtySJGDbMQtiMT8933KVzsklXW88znq727JuURs1ILmqKrOeBpaQq9JrTD7aszVIKHTNpQF0gyQeqeoZ/1jFOyCxbDjLGSkRfOQzS9QPRsyXG44znm1VJtuhwTjq/Q2KPnFI/ZQ33LkEZQc7EqDhbVmR2pPeGrk3oA6QnLZ1OSRedTAYGQ58a5otm6gpafKpZLBp2tSVbtRJnqUDnI2k+MNiAHzWDtah8JC97ht6SFx37UIKKPD/fsilyirRnk+aMveXzk1vePjnl5OIgHeXBYq18PjNtUh+Pz1e3/OmTGc/ON1yZObOi48HN+Phsy31WHCcZz1dbNJGvwjm/c3qNJvLPHko+O7vnNi+5T+XPP+sNaTpyPqvI7cBVOudBzckWHafziu/Pr/ny4pxxsFyebWl6R1WmOCfvb+PnfHfSHfqgmWUd3WDZ+Dk/Wr7h24sVv7u6YggajMbc74lGw/2GeL7C7MXsMTxbohczwjxDV53w/fqcmKf0l3PSL29klPzJM3TdEfIEXya4dxu4WOFTh3nY4z+5xNxsiB8+RTU9al8TyxzaRtJHDjXhwyeYmwcIgbhakF4f4PICDjXqUBOWBQwjxc0Ao+fF5ZrXRvLi83Sg7xxZIvKPKs6JNnLxbCN558MZybynrx3PPnhgU+XUWcH5sy27KuN0UXE/K8kST2JHDlXG6UKuwdSN4gLP5ygFVVZwerk9yq4ORYEygaGxLC73HOYZbW3Jzxqer7bcV4VsUAeL1oFhMPyDy3fctyUxKl7un3L+bMtHiwf+uv+Npcf/h0f87WiYv6UQvCz3ImqOilXZcJ5X1GXCRVmxmZUYG3gyPwhepE1YlC17BRf5gduyJE8GQlRk04hrmbc0g8WZwHlRsZnl2MlM4YznoqhIjT8iKOohoU7c+xvitHhez1Pymeifnpcb3s6WXOSV5PsGzd6NKKCaZxRlR6sTVvNajCS944Nii1OBLrz/+N1oeVE+HGPjPsofqBJBmCR6ZO8EHzN6zbPZlhf5GgCnPdWYcJmJizjRnrO04uNszZvZCZkRPMrcdnTe8kGxY4zSzSnsQOl6CtvzPNvId2XkM35QbLk+m/G83JJoz50tyN3I82JL4x1WBV6kaz6YXwDwfLYlMwO5LbDKc5EduJuXPC+2/Gp5ToygdaRfOsJyZL5oOJy4iXsG+UJuLN0ENj5dVgxeOpN9ZhhHMe0YE2gXKWbRM5AIhkVHFmXLDuiApBgYU0OW99Qxp1i0NLUlW3T0nSWkhsFJMW8Sf3TADl46iMlJJ1nSICy0wXA+r7iNitZLd/LTJ2uqPiF3A5sy50cX79j2GV/qcz5byW/Teks7OjpvaHvHPOt4Uuz5yWiY5R1Vm3A+r/hkcc+f9w5nPZ+u1nypxOihVDxiQ56UBwrb8+e7nE/P71kkLZrIeib6p8L2/Hiw9J3lw/MNzng+LDfsh5Q+WG7yGad5zcx1/Bzpdv6D0yv+4vpDUuMZrSe1goRJU8GPaGQEbLUnNSOpHo7np9WeFIXVAq+2OmBUINEeZwXma3WgdD2ZGY7neeEGNBFnPIn2jHrE6kBqxuk5IlYJ9NUqibLLkkGeM8jzYUX7U9ieekzkMWYkcyO5Hei8xepAYj1PZwd+0TrSVIxY31nc8avTC8qyJQLPl1u5zgfHp4s1N8sFHy22rE8XPF9uJRnHhCllxTAvWnxQfLJc04+Gs7ImNSN3ScmLxQPbNOerzvH8dEvpeg51yqzo6EfLB/M9be+OxrNHje8863h1mnN+eqCdJCazrDt+f0pF6iHBR3VEnWRmwKnA29WSD083GBVoR8dDnTPPOnI3HPWdd05wVnkiv8N3lvekeqQLlsEb1sz4YLXj1s44n1WiHewdhzrlw+WWZnS0o+XQppzPKtqV42IhWI87E8jTnkXW0XuR1ezSjDLvOCtrDn3CWV7zEpkmXJY7nPHyOyJavufZBltIMQaw71IyK7ghpSJ+Wle1irzI1/x0/pQnxZ52tKyyhqZLuCx378fGUXGRHbDac1POeJGvSdXInxYf86J4AMAHzYfFhqv5nMINPC32lEYg/XWbMC9aVlnDR9mak1kj63a5Y+8yrBFzHUB9kvBhKWunD5rUjHTWUi8Svptdc1p+xofpA1fFnGZ1AWNA1y3x8pzxtMQcOnTd4p3Gppb2SU7+Uhy48XxJ80FJNAp3Okf1I8Nphi4dKMUwt+huhi8dUSv0vqY9z8j7Gd2TAlMnOCAUKdpoxlWBqUrGZYoKS9QYCJlFjYFYlGhnCUWC6kf85YrkuiIscqzeSmBCVFgT8Pa9kedxI50Yj9EChXbO4xODUZHEemoXsEZc6qnxxyI6sV6uLSPPnRiP0x47gebR8v93g6wzygZxdlvJGNdGAiBSN2KUILSU8sfzwE0c1dL1VEMi65TxjNG8177/fTh+Wwj+LVnDXvg/46SZa70sXJ23hNYSbJBg+tESpnHWMBj6YOgGS+pG+tHgpo5bN/GEQgg0o5uAotNI1inZIXtD6x2dt3QTtwtEE2R0EH1NJ+NRoqL17viaPmj6IIthiBB7I4HroxYUTJMw9oZXsxWpGWlHx31VCCtrsHyTnnJXy+6lsD27PuO2mmGNp+rE5VRvc96WwhbUKqJV4M1hSesdV/s5RkeqMcFqz7v9nMSK07Z0PbeH8qhDHIMmsyNVn5DYkTFo3hyWpMZzt52R2ZHDpuDr7JRtndO1jtp5XiUnxxvON8sz3u3nbPcFb9xIZsdjFm3rHetdwavsRKLngsKmo4zjJ2C1GiZNkJboJ60FgRGYwLEqHjWJfpQxYAhTN69/jK+axvXq17Q6iJak7xwExdBb1BQDGHrRQKrpfUQr8NIYFLqRuLahE+gsRsxBeBkvDb096rjerJcMk5N5aC0/S57Q9o79fcnX0/n7eD4+6peqJuHQJbT3OX1pCbXlajq3m3VOYyPfqkh1Xxz1kPvEE7yiHawUh/cJL2crZllHiIq6E62cM572Pkd1mqtkjtaRZnA0g1wzdZ1yaFNSN7Bbl+AVvywuGIPAx9vB0jmLVlGQM95gdZjOlYTOW4ZHuysy9uq8lUU3MD2PkWt0NJL/+3itotBE+mBoR/n74OWaaSfEf+dlJFyNCWPUxxFy7+VafhwtN6P8pv1oqYaUcbIA98EIO9J40Qt6Sz8avr47Izyk1CZBjYq/Xj4j3qbsGvksXw9WjGhe80VQ+LuUX+Vn2DvHtycrxrVswLpEEBf9zBJGzS+Bh/sZdZtIp3aX0Y8SzefvUl5yKhOI+5yHKoGg+DpCfVuCNBePLuJ9kZPeGO7SuZjQgqIuUrSRRKAYFc5NwPKgSKciKdGefp9wl5WkbqTp3VGrWZnkeENsmuQYCei95jadHR3h20OO3zvuy4L6kHI/GVP6zjEeHHfz8sjD7BrHPhno9wmbNCNGRXtIZS1E2IPDYBgOkvnsw/t/qkMGEd5VC7Z1ziEZ2O5zxt7wpj1hPDhuihkR6DpHkozHzdDoDXpaC14Wp+wOOVfJgn2d0Q6W9pBwVS2425dHPZ7VUizsq4yv6zP5Hg4pL+sVV4c5m13By3LFrsqO31VuB672c7p9yg4hAbzpVjzsC3mf6ZK2d1R1Sp2Oco7vUl5XJ9weSkLQpG5g9IZ+m/Jl+5S7Q8m3y1Pumhnz6zXk2eTo89iHWiDRSmG6gL7fkZQpqhPzB0DmDD6z6DuJkUvurPD/UifImU2FalORL92tSU9n6F1NorWkgrQdOgRU3WKVQu0qHKCqFuUDepw2vPsGmhbtZ5JCMnqGF+eYfcu6zun2KUzyKd9axkzenzlIKMBDJV17GkNtUskrLzPqOkXtLZtZQVc77pT8Dp0LNNbTHVI2Ru7PjXNUTr5fohjcHvbFUXYSKytM9k5zqDLGg0O1mn0lxfmuysR0+RiaEBQ39ZxmcPSjwRw0m0MhsayHvz+u4d8Wgn9LIXhzmNENlrF1mJPIu92CtnXcMsPdW4KLHM4EYqqtLBRh0FxVC+qbkuzDge2+IDvdMfSWfRQRcRvkRIpBDBmxsQz5yDbPOLTShetHuZGMXnaj42ikIGsSlFcYE+lbw31b4mt7LNj8JBZeXy9ARbp1juoVh0mEz6i42iyY5R2bXYF1nq6S0c2rzQlKRdom4ZU94eFQHAukRxG8vXHc5HNK1/PQ5jjjud+V1F3Cbp9DhO0+RxPZbEvREdnAPSV9a6mrDOtGxsEKM7BKcPmAD5q7hzlJOjDc5lw7j3aBt29OodOo2YgfNC/VSvRijePn86ds9wW+tVzfL4FJI2gi/kQe8263IPQGVwyk6Uh12ZFmA6ezmptLyaE9OanYvDph+eKBygS6TXbs5oagWS5a6t4xBs1J3nL7faBKsBcNeTawHxW/f/6Gf9V9ilkGPlptuNrPOewzzj/Yst3nhMWIs56YQdCG9LwmRsXpvMLpwNVmTp8kxJmYMgZtyE5a+k6+p3nacR9mlJcV1UNOt83QlaFPA3o+0A1Wws17zf7NQqLwFj3+4FC9JrusaLYZm9ZBEojbBFtp9LWl/v1ehNe1YTPO0QdDsnX0J4FxrlCd4bBO0ecdalRUdwX9wuAHI991a1Em4NaiMevSHD0buBnmsojeSoxc+nHNZlOid6Klud3N6G4Kqjgne2d49eFM9JG14i/vP5XxtAbzINfat2dnpFlPWyeEykkhXnh0r7n5+ky6uxHcg8FnkXUhgN/02tJdDtitxeeB/+lXZ8Q08C5fEtcpMQ3oWvP6+Qn6pzO6C4/uFD9Zf0SylkV9cxLIrgxvTudQeta/OGVXndE/kag9nY/YlxkPK48aFW6r8RmEIpC/MWJKMpF3XzzBNJIRbbeG8d6RXyu6VWTzCWQ3hmZYYDto3s6Yf2VonkRQ4upW+4xYBh7u5yz+dcrud4zwTfeWTXUCAWbfGA46pW0z7KAYEZ3eeLXAFGKM8FkgusmsdkhFA3WTTEYS8I1oI4eY4cuAP2uwUzzW3aHETh2VY/xWVBgdGLdygwuJOkYEpulAvcvQRswQN4cZy7zlH5695q4uuV1nRxJD5kbZdCQjyTcFPJfnnuUd7SFlsyvAROo6lYjARNihzxc7fnV3hjGRYULnJNYz+kjVJoROzCjvvrxAN5o6DbidJh0U/yr7lOIbR705IeqI7hWdhsZJEkpMI3YrGr8/qVLs1xlv71LRHVaKTMG33RPSazlPfRF5/c2MkAaSjeZf9N+T7tI3GX8Tn6NvxeD00/sXcr5uNK+XM2IScRtDVitC6rgtSr4oKsK3JUmtuL3KxH3dKnoDyou/4kvzFHfj8Gmk9WIUSTr4Z1ffo/tiyf/afs7QONR/HTk739MOsuHavZtz8mzHGGYcHgyMz9EHQ/lZz2GzOpp9kncO/8lTtA7CKbXxmKzlT7L3/MbnDv+qIF5auEsJWWD2VHBmsMAfHKYsiLcp6olsDoJXfP/Da774yUeok14iRhuHST3/5LMv+ZcvP+XT/3Lgcv0OvCc2DaQpylqwhlhk4mIePTFLeBofULtKxtH3D5JoMp9B00KRE7e79zpFH0Ar0TSGCFoRVnOevnqJSiYNo9b4pyfob96gZiXxUMHZCnWo8U9WgsMJgVg1XPx68TD0qNMV/nRGrhX2bk90A6pu8ZcrfvfVK/gv/t+WL789/q6O31gI7g65ONFqw/2+lO7a3lGPmnyn8BnsDzl+1MSDpYrAzvGwyDGV7BT8wbFJc/zB4q05mkpERC1Ce9MrwujYFAV9a49OWj/hY7QNhE6KlrFyJBtNm6Wo1rBeFOi9ZTfPJMNwMnWoejJDTDDkPnESizMoulLQBmNrGVuLakQQ3ujJENYbdllG1zhCY/GPQnGvyHaKunbiruwkLaKvEzGqVEJADi6w7TJCbQk2Mpopl7O2YAVlETtDSBWqMgwqsk9SfGVpvcIcNE2dELeyWJiDGAaijnQ6Sgxebdh2Gb5yqNrgH6HJXmKxDqnsBJsswd45xsIwFA6zdnSl5Wo0hNsM5eFh0KR3hodyDpXF7jXXswUKGDvDfuKNAbRFwnifidMxtezKBLOx/HzzlMO6gEHzMirabYreW+5GjTpYkp2mm2Ko9KBoK0tUkavOYkxg2KQU11K8jjOD22tan8vrJJF3NsBdSjUhakAQNCFVjLXmYZDXye4NUQtPbugyXCVi9kYX2J0RDpaX3GVbCRx1cyfAVtsoxkLjdop0EwWZ0zoxukToSCmvlRgqJvNRUGA7EcjnNxN4WxnG6X0TILsTF93DbI56cGS3Ez6myI8Ri9o/wrvBdIrxaBwR/b6465lc51P1EYHJHDCWx5rkvRnCP15rYlSKk94yTBzD4CYjDZNhKyjJIw3i0FXpdP30Yp54hMWqw+T8jXK+oSFOCCk1SMGgImIq2mmye4kYBHlfyUaBMiRbiTJzh0g0iv7gSLYQnCZdQ7CadC1RgML5k0+oe80QLMkuChS8V7iddEaUh+w+0p3JeWYaUEEf0T5myrT2maAvVJj+nzvoh8lRrMHn8jgA5TVDnjAaSSPRRrLNe+dRleGQZ5KhOxjMwTBadzSFKT3hVxpDDzBqpmAyXlbSETMHQ5cnxNqwzyYUSlDMGzg0KX3n6HsLlZWidm/F7GOidM6B27qkqVKJnDwYBpWwU0InCF7WGeXFgGJrhc80yUbO1+02ZXYv8LioFKZngserYx68reS/dztHdq9AadxBDF56hDE3JFtxY4+dXC+h16RrRb+yoCFdQ3/iSLYKt5ffWQ+KZAugCU7ODbeT800Pire7BcmDwlVyDYCA7IOdzrEBfGJxW4VxsgbqAWwD9/uSZKeo9glmL5//LizEoKIgu7JsnBi2zM6iB0i2in05w+zFuU6A7EZxKFJGE8lv9BFurgJ0vcNWct7UaU55o2lUSnonpI2DKtGNQDCTg8IXhuxe08bsGGX4dXZGdm3o+pTRils3asfPT5/Q3xQMpwPptgKjUYnkEMdFKUXe/QasxT89YZynJG82Em9Xt4SPLtHbinioic/OZQS9uETdbqSAtAa12ePPF6jOg1EMJxnpbiE6ys2e+OwcXzr0xSnx5l5es2oIqwW6H6HrIXGETy7RdQ+jl44mBTF1tE9ydB+I7gT7028JLy5pn2QU3/w9GQ3/1iwC/C2F4D/86DUPXcHNfsYffvCK+67kpppxXlT8pPmQ5KTj95+9Zd9nVEPCaV5ztZrzg9Nr/o/hY3738oqbkzkv5g98W66Yuf44wnXGs2tl7FO1Cakb+f75Dbs+Y+a6aSRmjjw+HzVnWcWr/Ql3ixnfPX9g0+T8e09e8S9Gw+9fvsVqfxx1fVmeH8ciTZ3w9HTPMLl7X5xseJrt+eZwitOebZdhVORJIYku+yHjRfnAdTvn0Ke4adzlg+bN7ITPLu/54eot677AqcC75YLC9tydzhiDJrUjP1y95a/cIJqtaQxUDwlj0CzSlmZ0pGbktio5L2qeFju+mZ1xmtX8sjzn07M1D+c57WCp25TzWY1RkdO8ZgyahzbnP3jyNX/hPuIwRYAZLZnFWkU+Wdzzs+IpnyzX/Dx/wjzrOJ2izAo38Lzc8OpiRTM4npQHflY85R+/eMVtM2PXZnz/VCL0dkPGSVJzGFKsDqySml+cPzm+5pNiz8vdiv/s+V/yL8vv8NAW/M7JFa/rE17uVnx2cs9tM+P2UPJifqAeHP1oOSsqEiN6ykSPfLM/46vlObOy5bSsuTuUfDrfUw0JqR35neU1fzl7zjJtua1m3K9nDJUFF3DlwOmiZlvkdAsraAUdSWY9Q2cZasv8ck81z8RRrSLDLhGncqU5f7pjkxc0tUXZyLAy9CuDLzwsBoZeozqDWXUcXAKpQF77TmDNQyfn6D6REWTMPelJezQXNDYFHTmfoLt1IRuGZNXy4nsPjEHz6uKUHzy75qHN2dUZn682zJzo1H71cE6Z9HxvecuzbMPrZsW7ZsG2y3g+2/LmsKRwEnk2BMO77YKTrOO8EL3ZVzdn/PCDG15tTljmLUPQXOQVZ2nFL7cXzJKOhzbn33/yLf9D/D0+fbJm36WssoZXD9JV/Gy15eurc85Xe86LivumYHMo+OETiYM5Syv+bPGCj5dbOm+52syZ5x37KuOhKMBIFjMu0D9RlGc11TYTp6dzdB8MPH3+wE1/Dque7gNDtmpZuxn+tBfQ9ASfd8nIk1nDw/aC2fcfSN3I/WaGmiDN21gSP6uFVzex+fyoZXNSyqhXW+GuDb1l9Jru3EEWpLD1CjuZUoiQ5AM/fHp7jPWzWrSYC9fy58lHfL66JTcDXTD8uHjG+awiNSOZEU3n0rX8zfqSi6Ji36c8LfZ8lD/wB+U3/M/J7/GT8pJnsx23Tcl3lne03tF6x9/sPuY//uhr9mPK3Hb8cnXBeX7gXbVgPjEgH0f8/+nlT/mz2ceEqPh2u+Lp7MB5dqAPMvJ/ebqSc7F3dK0jSUcO+5Q4an743df8eHyBPelROtBOxIBkQiRlyUjTJNSN47MXN3yVPaE8aehax7h3YCKnT3eszxfoVLiKXevI8p7dZc6z52ucDnybnfPxR3e8vjihaUQzrHVgv8nJly1lMrDdFlS1RaUBmw388Wd/zn9z+A+pG4vJR7SKtN0EOJ8Yns8uH3h3txTWZW+PCLE//u5f8d8e/ojf+eSdbMyj4jvLew5DSmJG/ub0A/6jD7/hvivZdDm7NmV3yPmDj15zU89pRzk3Ns9mvHh2jzOer8/PMCbQDVLcna4qdlVG1xs+f37Dl6sLLk93XK0X5HnPjy6ueegKulFwTLOs42474/nJHq0iRgf+8Owl/334Ec9P9hSuZ9PmWB344xd/xv9S/ID2vxrxnzzDzxLUGNCDZ5wnJFd7Dn/0MUSY/eVrQnrB7vcvmH19oDvPSW8a2s/OGXND+fWW+uMF+es9w8cX2E0DMeIvzzD3+wn8F0m+fsP4g48x24b2H32MPQw8fDfjyW1F9w8/RY+BqBQh0aTXFfWPnqNCJL1p3heF85yYWOoPC2b/4lfUf/QZ7qt76n/8HYqfXVMMnvG7z/4Oype/iyMinKR/t4/fWAj+9PqSvnP4veMv1Id0vaXbp6yLkuytY9hZfqI/kE5dY7kpZwy7VLRZb0q+UJe0h4Rdm7JflwKhfMS16Ch8rSiagyYN/DQq2iYhm9IJxklTo5CR8ptsSXtI0XeOrwZDqC1/qSLNuxl/xTMR0k5YhvqmlOceBZ1wPSEY8IqvRsN1Nme7zwX30jjQke1cdDd9Z6lXjk2V07WJRH1NOjP9NuOVWaFVZN+lGB1Y70sSN3KYdDjGBqwKvLw+PY6GQQK4lYb7pJz0bSPdPuUwy9jOM+4e5txnBfW16NyaKpXCojZcVwmoyMMsF0xI4/ib5Bmvblf4xmKyyeU7IWyawXF3s6AbLLubGYciY50VNLsMm43slyn36xlhMOyXKeNtxhf5U+o6ZdwlkzZI04+WIp3T9FJgz7KO24c5vrbozLMuCqpNzp+dfsyPrz4QV7e33O5Lmr1oiOoqw+8dbZPgR03oDdtCEC/LuWQc3z3Mie8yNjPHfp7hd4norQaNtpHBG95dn3CXjfQb4WrZnSFkmiEqDs7T1w69dajJ2dwrULXBtIrqkBH2TpImIpiDwbTSIdrXKeNWkAYhj7i9dAUHrxmVE+TNqBhTS7I2DEtF6xJJqukEo4GOZPcGNUJ3Dp1JJdkhKOxeHND7VYqvLXYj6I+xNHz55SVERXpt+aJ5Br3G7g0/P8/RqbSk4ibhzkauz+bkaU/VpAyNI7aGq3JJ3CSSwjJxF+29o84D16WMSt2d48fNcxmfJiKZeJeucPlA/5BJEkZj+Kddgn6Z89XhKarV3BZeoskifHlSkF5bbs4SrtMVqpWorx9PWh+XD8SXJb84EYe63Rk2SUlIA/mNJiQQdWRYKuxBU/ly6tBG3E5gtXfljOzzzYodAAAgAElEQVRO05KQbhWtz5lfiQ44KsG9AHS547a3zO4Vm5s5OhuJ24RoZew7v1PsTlN0p7Gtou0FoeRaAZhrrwhpoHYiM5GurWGYx2Oc1tinx65nV1p+Ol7KKFZHyZY2gdR67t4sqbvkuFms3s7ZLXKM8yjF8fH1Q85dMScExW0x43VxwmZV8K+vn7N5s2BzmjPUCYc2ZRgN46jJ3xr+z+sPaXsnGbD3M97mS4ZDgs5GEet74bj9U/19vr1fyTRlk7FdFLwrF8cc53adybobwNSaOou4CaXz5fKc4pWlqwV3ZTuJiRtSwSB1icQxJiN8m52SvHHUtaByskq6f+uwJLm2ROdo8xTloUkTkrXmnTuRwvt1wkt3ir5NSCtF2wnsP9lq2sbQJAG7tqSVwmeRsXD888vPiW9y0loxziwBcK10iBPBMvJWnWCuUtoslS60V9gO/uTDT3FXCb8qzumrBEbFvsno+ykt6k3Jn6qPRVe5TVGjxu41PzbP6HeyxgBk7yzfhnNxfr9L8QbMKOvI3d5hKoMZ4Zc8wbzOeNNY7J2jyjL+dSfSqhhBHSy76Zp6VSXHkIPBG/zrgleHRJKSGgMu8s9nn/PXrz7k84sd+uU7tFLgA+FQkZzKBm324+7INbT3FYv7Cu7WFPczaDvMrdzi4zBQDCOqblFvb4ldj0ocOkRIE+IwoPIcnj/F/Oxb0IpsvYXTJSe/MvD6ivTmHvpBRs2JGGbKL6pjERm3exlfdx26KJhtTggfX5LsBqLRFD+9IjYN/ukJ9mcv/y7ql7+b47cawd9cCP7u0yvqMWHdFPz++Rtu2xnrk5JF2vLj9jlJMfCPnr2m9ZZ1W3KeH3izXPJ7p1f8yWj5vafvuKoWfGdxx8+zJ8yS7uhAe+SgAdS9I3MjPzi9ZtfnnKUVXbDUoxOgKCKGP0karps5V/M5n56t2bQ5f3jxkv8tKH7n7IZUjwxRY1Tkr9wzMW60CeOo+fh0x9v1guDFMbrKGrrRUKY9WyMh3Ce5xModbMI86aS7psUI8Pge9ieWRd5zkR0YvKFwPf1omaXSxYxR4YxnldWUs1ZcmJNDqpmcXpkb6dx4dGuVecdJ1lAVCWXa084TVmVDmfVsDzmjCeSluPxEuye/zzJtmJctrXNY6wXimsp1eVZUVAtBknQnljLvyN3I3npmWcfTQhzhdZfwZH7gqzrhg8WOQ5Zya2Y8m+3QKrDtc1Zpzb7P6IPhLKswKvKQ5szzjjLpudWB7xR3vJyfMgTNp4t7UjPyVkc+XG65Np4mTVgUrQjfveF8VqFUZJXWZEbuvtejpig75nnHWhc8OTkcnZcfzjZslhlP5wfe2gVaR6oix6Yji6Ljo5MN77IF+zI9QrXnM3E0do3j+cWGu6w8uu2qQ0bfGVRt+MHFPa/cCU2TkDpPN3OMpSOWnnzRMvTCPjs9PbA2c9KyPzoZE+upOydiaQQLY5Y954taHJdB8WBmKB35/Okt3yYrDlkGCi7Pt1JUjxqfGUwh1P9Rgck8ZnIHNtpB6smSgWUumdq7wRCtwiYef9rLjUZLJrbPA3E2YqZCMhiHywfG2qIKiVpMCknk6JP38WR26qip1BPdlDyQG9EpLnrGgybmnnLVUG0zwuiwqRgKsmzgUARMOQqup9KEwguyJZ4ISsgEsrKn7y0Xy4rNrkDrSK0L4lnP7z2/4sfVR6TLlv7EcXJSs2tPUE9bFJAkknKwmByxX330nKfPHyiTnrt5Ccik59AvOXm+E+OI15zOa9re0VQpWSGbzDwRl7OfbsSHWSFaXa9RCoq8Fz5dhHnec1I05HZg5rqjg7awPT9Tke+e3ImZImr+src8O92ST2ktj47t19kJ82mNWKU1Z2nNf37+J4xR82fe8Mnpmoc25/OTW7Z9xhgNf3OT8wcX76jHhFXS8GP3AVYH+oXBGc/M9WK6i4o/OH15nDxclzMuyornxZbtIJ2wb7MV3eBoqgSfGnTi6Y0Ats+ynvVFIMw96EiYJDtMSUImlcQVD8yKjsNpCvMBby3RaNH2LTqGThNTwUyF3qBSzxAdedmRJQMPZymzRcO+NYREdM8ERa8NaibInTEoQqYJSYAk8Nnsjp+snhMyQ8wk6cTnGrToPmMaKOcdVWNRmcQgMrFvP5o98O3sklXR0pjAalbzneXd1BH0/MRd8sMn72i95fX8hNFr9oecHz17y7vlQiDYwG2y5JOPbrE68G1yirWCRgE4X9QcmpRhMHz/gxt+YZ7w0dmWq3LOLBv4/OyWh66QBKA6Z5m3vJst+Hi1OwLZ/8nTX/Lf7UueLA5kdmDbZWR25D85+4J6TPD5Cf7zjwDQ7UjILEGBqQfq52J+yq5qQmbpTxLSVUF3llL8/A5/PqdbpRRf3jN8sMDssomjGDGHDr/IMLuWkDphymYWlX0EGoalrFNRQfjeR/SrDNMFxsLgdgPjXDZotvYkr9fEjz+AECB1xGZguCgw1UD1LGWxT6i/d0b2rkaFyPi7H/8/r1Z+e/xbO35jIfir9Tlt72h3KX+tIlWXUB0ysrzHvUsYZpYvsqd0g6VrHXdFSb0Xs0d1VfJz84T9IacdLXcPc6wbRbMyYRj8RCKPrWE/3bTqLuFtusBPzsRHFtc4Gsq8E93ifcqXXtPXCX9lPOt3S74A3NQR9EHxcDPxx0aNbjSvJsBtHBVdaalMwjga9iGj75x06KaUiLafXMuDpess3uojsFrX4mQ+jCkhKprR0Y0GpRK67lEjqKjHhLZ1whOL8tn6zqJ0lBixzhETAcZ21lMPCf30HkJj5btuEuHgNZZ2cjiaRyfpYGm9o+kcfeskPWHSBCkdOPQpXeNoc0tXiYZxzAYO+4x+sDgduN+W+FGSK0Ilusd9ndFXCeu2EDdt7yTBondHbdrdrqRvJrd2YagOGdf9gl2b0g2W63TOzWEmKRZuJnnVU+do6MUlejulEQxzQ2pHNocCNqI/9V4zHBLWVsw6xnrWWUNdp7wLmnqXCaR6bxhTy6a1+Kio9hlxl0yiN3gYDLEWkOqVXTDsE8lyjQpdGVyrMI3i5cOK6q5ANYY2DZiDxu00Q6tpenE4617xEOfY64RuabgbLL6XbNzYisM5ubOoUdGPivtBT9GFCnWfgIavyjOqbYZ+kC7btV7gW+kO2hGGQQwKutWEQkj/cXJ148Vp3k4mqsfPGLzG78UAo6zcKNWjBnUyj2jAPwJ7h0ewsMWY/t8AtQNHvR+dJuaTbjGAb6wk9Qyaep9CZyRlxytQ713ovtcwiiZSDZr11ZL0VtiVUUGzEHDybWvRO0tUkN9oujHlF9kFyZWlG3LpKPaG4kbThYxgoLXyeR6ylMM8pbjS3JwvsMnIsE2P0OfySrMp56JXbBXr2gqDsDK0uQOv6NPAwYUjLDu5N4IDmUg71UyKJCJsioRuKWw9o6TD50wgsyN3d7LOuCnppd8nvGVJkowTVUAev9mWVHlCCJpDnlIXCf9j8iN+sbmgesj5Vq1oallTHjdL6b3hq+05de8okoG7h7kgmQ4pLh3ZTBnswWt+UT7h1eaEEBWHTS4O+j6lHSwhaLYPpfzOrXRHY2pwOwEvVx8kZHeaTlIVMd2kDZxSXHyqj9GQdZ3iNpohOkwn3V2ALklJNpqQaHyhRfedatxG08xTOudI1prDIsfsDKZR9EZuP8mDYQiKMQnYrRENY6rwueab6gyzsdhaMZbSqTStQJT1AKHW1HmK3YpW1PQSCalGeHVYYSet+tA42ioRd/4gBsDDuxk/txd0g6PeZcRBo/eGn+dPZC2ZrhV37XiVnkrU4HXGaCazCHBXW9Gj94pfmXN4l/HGK7hL2eeBn00JOzEq/MGyK3LiOuX1aETkGBX/u/2E9l3Jq9YdzSLaBf5k/h2+vDnnO/s9+uYBEkdsO3TTolZL4qGi6M8l8/hhh75YiZP5doO5S+FujfUBc29gs8dpjdrKGDjs9uAs5lbWZT2OqCxFlTlsDzD0ZPM5cZbTX87Rv3xFvpjDOOLmJarpsGUORkuUXtuh7h8kYaXrUNaShEtQiuLKotd7inaAq1vii2fYb979361R/u0ev9UIAn9LIfiYsYkXdy9wjOxRAUyrJ2epRLj5VBIvHkXrY9DEICiSMCqCUUfgqJpMDwTkx3hkUB0jivTRtq5UFMhqkMJRkizMMQOTyX1sdCREYVQdCflRxOAxTuT8CXPTTVgcreMUCq+OEV3jYI5/lqxkueHGKALyEMQwIKkO0wjbeImjA2KUYi14w/hr3+VjIPs4mimpRW7o4ygJEWHSMDLKTT94c8xHfoy48o8Rc4OeHiORQNEKzT14hUY+Xxje43eIUwxeYxlNZAiasbNEr2kmNM4wmikhQCKoBi/GhCFoRm+OXdy+TiQWaooDDIPmMCYTo01z6FNJuIiiSQpeUgcei+k4arrOoRB+Y2RKWpmixvwUjzdO8WNgJFUjKPreQGfQM8m0JQnY1LPIOkLQVJ2RrEwtcXId4lLOEoFaG+sZW0fIAQzBRc6KhjoR9IGZjYQxYfSRUAR0ORA6g88hn3X0zqFnA2XZ0ieCVRmsRZuAT5xgdGbjER7tJ9g6QVGkPX6maVsRrp/MGjZ3J9JxaxR9ZdG9PqZVjINwwVQnv0nXimlgaKe0iaAYo8U9GLlJOkkEsI2CKAkXIGL+oRLTS4gyjvWjpg0iy4hTakXVpJLG0xjMXjNGsO0UIXawkijQaVSbiMliUPhKZBUdcoMOU5av6RUhgJ8oEWoEDOAielT4x3QgAyGZAiy8xvj3gn/CJMp/fOy0XscpvSQYJL3ETLIPK4VgnMb/UUVJOBr1MdLq0ZATrOSciwFhSkuYTUW0jdNrioSF6bz1XhN1JLfCbFMqEnsjed5KNqA8RqHBER/TtqkkCCWyhhgd8FGzGXLJ5G0kKjJ4JaSEaU0ByVL34fF61gxWUjSim9am6XGHQYpI7+XzjuMUWxmmFKQwrYdqqj+ifEdqWl8ejTEwGYfM++/7Mc4TeIxbf1xSiEYSJB4TgB4f/5jko4Ks9XpKmlAqvnc1GUlReny+X399FeXfvTfT64vZ6fF1/o1b9+Nfojp+Hj1yJEio6U271wnrRjaG0UXyd4Y1J+he4/ZSROoeKjvHbQVlFRIoXysOWrpjxb2MpU0vrzscEnQnf29CSX6j6IYMt1VEq6m7Of8Xe2/yM1mW5mk9Z7qDjd/sHu4eER6RmZGVVZlZQ3ephgYJhIRYAUJiw64lWLFiz4olYsmGof8CEN1iRYuGRkINVFVXV3ZWVc6ZMfjs32xmdzwTi/eaeWRLnSXU0J2i06TUl+Fmdu81s3PPec/7vr/nZzrZpJe9IlaW6lrRDyIW0QF+nC6YvTCMTUVymWqjCfPM/1k8xT+f0/xaRXUp1apktWQFa4v2R+hdD9YwfPsDYqGp3raMH11gOk98KCQJd9vhv/4YPUbSxRIVE+QHZKMwnScsS1TMxFrW8PJ6Je97ccPw3kqwNb/2Ibr3IjhxhrSoCeuS4rKhf3+Nymts4+X6xojyibgoGI8codbABe66wf/2Vwi1pSwNvzSPX5WGf3EgWDrh2/nSsqp6Nn1FXwTqcmRTQFhE6kIaolNSzKoB7w218+Ay81LKK6tqYFeWlGUg2nTwJ80gHEEl5YeZ84QofD1nIuNUFtQq422ajmfp545FPdKBlGDKyHICwKasiDmwLWsoOFixWRfF7guZGKyRHh4zKQGV5gDrVfrdwFBIEKd0gqTf+Z6qLMgIJRk++Uf5K57m7/ARYsMFasrqyWT47n1f/quUpHD2mYQ0BYv7a9q/Ru2BnCpLI/10zP0ka7SU4rROmELMxpf1gF9a6npkWQzcLeT3Ws87+k3Juu4Pi8ncjZRWMxjLohgw0zWuyp7NumMYLEURWc86xtHwoNyynncM3nIx2xKz4jpqzhYNN7pmFzR1KW4N3ljmM2kUP6lbnIm0s4K7WYleeKp6pAma+WxgLKQ8P3cjRRlY1AO30RD7yc4rQ3KKZijou0KyUV5+uHHqQ1XDFDwPk2drEii18mKTt+1L8dD0YsGkvSwIuVfE0hzsCYdSPIJTa+mcI4xWAKu9iFNcnIZAb/DOToG+KNhRU6N+KzgblRHczZEX1uJCo1ee1Buyspilf1caHgSRspj3LMqRu074YHEwlPORISlUGdFTBjCMilxJmTZnSI3GrkZCLqCSFd9Vgaoe2QaNdolkLOtFx42bw9ITjEXPPXGcFuqjkdCXgquZBWJroTHY1SiOB/VIMy/QSy9Wc9mRqiS9wEas3LIGgiK5LAifQQJXPUJeZqxNhyxmKgArzjepkPcz9QhiE9okUY06KaHHKbuEzvIbaAn6khOBSkbDkMluuhYzXYOSICPM8s/1IWaXJTjKcsyiEOC2mrJ8Cimlq1IwMm7i5mHlc2gl8FytpJ3DTw5J+41taQIPyw2zwnM7k2OMNlG7gJZ4jUFDaSLRBWbOc1dEytJLFt8mnJuAz1FzVHZc2jlJa/oiUhTCFd37oTcuir/yNN9SJGKQzNpxPXC/ysS50A2C1vKblUnmnjIRkyV7RV2PtFVFnkWy1VMCIGMWgbAVJXbei27KRJiLT7fWiWElm7Nu5mQwFCIgiqMIrHQZiYOGrIl1JleR9+d3/HD5mKyNjCcFQWmyFTV5Nply5hnmTjzNS9k0ZC3w7BfVA9a1mA+MjzPHJzth0prEVi85fnzP4O2hyqAbw/z9Lc2qPuBjmuzI7/egsmwY9/iYpIjHHtVJRlA/6mhtDecDsRJ8zOy8YRjEjnJoLLoONHWBPh2lzJ0UH793xU/vHgk+xkX64wJdRH7vyTP+VL3P/Ls30tNXlZiUyKNHHy3h5o783gUqZ8rvfgEXJ6TaUXz6lrxeYN68Uwe77/4MHj/AfrEB58htCymjygLddmAMRVUKZ7HryeMIqyXlmx39ewv0X/4M9d4Fqh+hKlBaU+w6sIbyskVfb8ibLcYYmNT9fPAe87db/MMlxc/ekFdz3F98jn3/Ifp684tCj3++j18Fgn8FUHp0eC9Zo9ZLCTQGcWnQXnwuBy8l1DBahsIRe0vnnWQwvFgj9UG8Hgck08cUJKUJdMzkt9sHOVZhI+O0ow0THNePlt44gjfoXkvJdjACuB31wbFkXxqWjAnToi/Wcgyy+I+DpdUCl05Rk3oLJtMX0tQbRgHvDoMljpNFWRZPZdcKILn1hXw+LebuSiHCgazIhSiE9++NQQK12EtpeETK4imJP6k3mW50k79vRneaYcr8MGpUbwTrkWGwUupJnVxDmLyIwz4IDTKJd6OICfrRETvDQIFS4FsRfdyXFX1XkINmV5SoznA/BRipsWzGkjyVhmNWB6B2BropCElR+sN857gZ52y7Cu8Nt7MZm65i7AV83bYlubW05fSdeyMIDZUxWqj4TSdijagsnc7k1tIU8vm0TWynUnfOEHdWsk69QiVNNJa2KCQ4bKcSp4JkBA1kBsXYO1QvaBkVRUBkOgn4+kEQPKbVxDyhZVol1nulQffScxRqS9kqUmEIpZPspclyXCOIDRUgzDTJ2ClDBbYT5MQwyG/lOlmsgjfkndyCrlF0O/fOY7a2RCflZd1L1m5Xlfho6LpCAjGvGSjQO8mcCkdQ4ZrJn3jKtBedeHyaVrKy2WT85HGsGkuaxCLbtsL0SDDcahIO10pGcHQW2yhiJf6+up8yl40DlemywjYaX7hJoKVQUZOcfJ6skbKz1didJhVWyopaUB+x0QxNQd3KOdxOsiduC7ES7EyyknlKXjFqqBtIO8dYGnRjpuBNsEC6mRbnAbyRkq9txcNWZUGipFLg5CqB206ZwVEdMlRqyqDFJNgkYyUQDDZiTZRCRm9oh+IwZzFoxlHcSfzUq5qSJo6aQTtSVvTOsTMl1+OCdsoItr3MF81QME4iOdNDMxZyDyZF6C29TsQJxh2jZOVzUmzGim6QnsjcyVy829MO9nNclLnQtppU6UksAnfbmvJOSWZVgRnku057j/Ii43ZSiWm2FcVW47VFD0q+NwXdwlFthPUYvTgEpVJaLPptidKZaqNErDaVf1NpUVFRbDSjsqRSU2w0dqcIXtoZvtgd4+6N3BNR+lVtKwG+ipCVop+XuI0WdmOU39d0ihe7NXan2OxqYmtR/YTCmiozdmuk1SjIfaBGhdsp2l0JO7k2lIiZ2q2M82InEHztJZuanZ3mEcXQOMqtZqidoGK8oZuVIv7ISu6ppCi2mrEUZTZJcd3MsDuNd47kpG85jZrLbkG/LUlna9Sz1+C9sP+SlLhUUaDud6AV+WhJmhWSIdQadbuBukINI2xGmM+gH0UY0g9gLUpr8jiiTo8hRHLpSEdzzIse5Rz5bgNVgW0CajGH+x15GFAswWjyrELtOphVUDjUfAZak4cBRo/uR8LJXAwDVnPU3RaWC/yiwP3slyUQzL8KBPkrAsFZKQKFsbAsilEUtYVlVnpuy0ycJWbleAAuz8qRsbZiX1TKc4MXT927IlAWQUquSYlVGaJO9cpiykjtPH7KCO5t5UYjk6k1khEcg6GdOVb1SIPY16gqMi/8oU8HYDObmtajsN6ci7CE5DWLec/xrDtgbBotasD1vAOgcQXHVUdMim6ywNuXqYeFZT4XqzKj55RGGs7rQhrNc5ZzndU73i4WB/s8gG5aSPaOK4WNbIHZbOB41tGPjrocuVkVB8u2UBqiybj5iFKwmPVSAtWJs8nKb7DiibrvpTQmcTJvaZclR/OOvi0oq5G68IxzQ1V5Zs5Tz0bGwbKoBppixrwcJeiLipnzh9LWohgPY2JZDGznvbCyKs+iGujLgiPXis+nsayLjrYSTMU+y9gETVV6Rp3xJh8yguuqx+nItirZzBN6HqgqT+s1dSX+qfuMoCsDy9kgiIjeEKIiFwk9C8wqEQFEP7UbaER8AUStqWYjnZ96+jJExGQ5a5hVI3dzR1SWXCQJdAKSJaoiUWvpN6sDYWHIVcRVnqAlSI1KMrZ+MfXNTdm4fYY4NrLRWM0G7kYr5dWkcGUgTOWuccquhV7EInbhcUUQUczUeL+c9xzVPbemZqdLQu+oFgMdoF2aMs9Kvpcy4iZUSugq8R+NClVHOXftmdcDd15ji0iwmZNlw5vZXMrhxmJmgTBKQKxXHt8YAX7PR3xTkLXBLQcA5vXI/bLALP3kMlSQ60msUkoJPhkJKsI8kWdR2JdIRjfWWcQadUGqEj5p8iziF1Imy1qydGTIZcJWgVgVqFkQv+mZtEbkLL1lqY5krclaoNvRK1Q0kvWKIjLAJnIhrS9+lGtIsk8izpMEgkmyq1U9HjKCZhKQVTbI2CtHShMprGZTzsWVYwoW9VR9uPRiuegnx6WZGzkvtpLhnQeq0pOTYl6OWCPYkr6EeSEWd/NiZFt7qsqTkpYMpY2EIJ7GR0VHXY7SdzuzlJVnNvlD+6jp6yCb7hpCIcKKUVv0qDhbtdyczglHktKOo2Rqcyk1Wl1GvBXc0nLVsVsV5CNPaA1ZS6+bXY+MvWTq8iyKe1AVGbNjtu5EFHTsmB91NKP0ErIMpAwjjrT2mCLhsyI5LcDvWeRrq0t+dPxIPNBnk1ik0tJmEKR0X697ukG8zIlTpq7UvL+849XqnLN1w9ZVxLnm0ek9rXcYnXjdG94/vacPljs3IwbNUDkenG65cbNDq8/gS6pT8Rpv0nzyP5dWHXU84huLCprlWcNuMJSnHQM1VJEHZxt2fSlGCk0xtavU1KfdYZPw1ZMr/uR0RXXc41ygq0usi3zz6CWXzRz16lYg0M6h1AS6TBLAxAsp/+qfPkfnTDxZYK7uxM/41RXMatLDU9Sz16SHp+hnr1HzGXnXkGOEsiRd3Rzmd9MN5JQgBHh4huoG/AdrTNuh3n8P1fbksiA7ixq98Axzhk1Pur0DY1B1BXVFqgrcm3vC2RJ1tyVdHKM+fYGb16jj9f+jQOVXj/9vH78wELxva/rekTaON4uFBEJbyRS5jUYHxe1uJiyujaBB/H3J7apGtYab7ZyhKbi0c4ZtSaikzwVk4YpbmXX3TeY3sxld72Qyi3t7OMkIxqDxwdDvStyN5b6Yk3vD7VENG8fdWliA+/6a2Fh0K038ptH4opCM4Khp55LdGnpHnyWThIKdTYSgCd6yqcqD4lQZwbKQlICOu4Lrfi7WOdGwm2ylhinblqLmfqzp2wJtE+OEnRiaAu3kHDEYghMWVgdsXZgyXgJ/3bYVw10FVjJOPkkzfGfk/b4p2I7VwWViWKiDajSYxH1REbaO7awk3xa0jaObBfRlwXaeGE8s49sZKijeNA57Z3k9XxO3Dt1rXlZrKacMjhszI4zSD3dXzRheioF9q0vaVQm3Bd+5eMLl9ZLUW34UDe1WsoDPhxOy19hry2bUMGr0qLkrC7CZzXyGsZHhvqJ6bQm1oTm2mI1h00u/WbaZFyYy3lZc3ZXYewsuS4anMCSv2CoJuOydZIayhohDt1qA0lcz6YdzCdOIA4jdSSCybSrMVYH2EBZQ3GmM7Anw2R4aw0NjmV1peg3eFpLJRjJHWWcB9AbIZuoNdbIw2V5Kcvf3M3JrKe4FYTIcSdYWnSkGGLtJ1NBq4kL6M9XUEJV76ce8aWZ0g9gz5gxD57CXBeEokKy0DOhOegGDFTyFzkh2OStya1F1YGyKqcdNsvGM4sMtIgGD3soGxIyS3QnWUYwQR01oa5SSjIif7o9OZ3SvJFsVNDohwgSvKO4mOLGC3irKa82QHW6rSEWWbN1OIOSrW4EdV5eK1gmkWFxFZP3LJpOcJgC2Ae4dYXKkiFVGBSjuM2ZjxXliq8TDOkq2z/QSrMdSka059MbNXyi6C2kVyEr6dtUknojR0MyqQ3tGWXoKK5vOfFdwV86EJ+ktqjH0psC7dGjXSEkTNwXNhHqxVjLpf7l9j7f3C9SNo3GCWLq24rudoqLu4Gaag3e2xN/L3FUYxagAACAASURBVJtuS/qlZItTZ0Fnvtgec7+dSTnzztFMPchp6llMG2lrIINtvpQRHOFmM6N6q8hMGcFeMm6pkGxfshYzCDy6aSqKO2kZcY2Auk2vaOcF1d2UERymAN8ryhtNdyp2fdWVpjmusBuD3SmGUvpO7U4zKkcsE+5eU9wrwswQvOLHm3PcjWQQxynbJ0DsjPJgRk1XV7h7Q3KywVJJxtPz7RF2p7nb1vhNyexTx/PTWoDrCtYvFS9vH6BHhe0UZQeuydxsznGbCSiuYPY6s7tdEi0cv87iKxykBWE4rrEtmCGzuzrm+GWmO19yfJUJM8vNm3OpXESYdxCriqMbGE5XezdO/uT6Kxz9uWU4dowOygmY/Xf638Q8q2h/Z0X9Yiu9eaXFNCNhVaGHJfZyQ3aW4Xe+il8aZi874kcP0b2n++YTzJBwVzvGbz1FxYz/9lPsboT3jknOYG87/PkMPSZiaQQ0fu9RPmLf3jM8PSPMDOk3PsJsenJdovoR/3CJ2Rj0rmN8ckR4uqa4ewBKoceJsrFwNE8XZAPl8jHVD18z/uZX6M8KFj/+JxpD/0U9MqJ0/pf88QsDwd999AW3w4yX6xW//+AzroYFb9ZLTquGP2mfUsw8v/fkc7a+5H6sOa0aXjcrvn3ygr8/On774XNetWu+trrkh4sLlm44AKWVyvTnYlu27UsW1cA3T15xO85YO8kiddExJtmVjclyXu543hzxfLnm18+uuOln/MHFp/w9b/mt85cT1FX8V/989h4gAoimK3h6ek8zSjn3o+MbzqsdX8yPqa3nqpvjTOS83qFV5m6o+Xh5zcvZmq0vcVowLyFrPi9O+OrDS37n+BlvhpVgUuo1CzfwarEiZUVpAr9z/IyUFU5HKhNIKLZjCUhWbQ+UvlrOOalb3p/f8pPynHXR8SNzwSdnb2lOSm57aSg/nbcAnFQNY7Lc9jW/dfIcgM1YHkzYfRS0xNPFDT8oPB8ub/mxjZzULcui5/XFilXZ8/Himp+cnbEbSz5Y3vKdV4/5vSefc9kveNss+OsXz4hZce9rToqWja8IWfOw2vCjswtuuhnrsue0avhie8x/8PiP+V/qb7ALJd9cveSz9pQvtsd8vL7iTbvi6uGMB4sdXZDg+bxu0CrxsN5S6MBPtuf8ZH3G8bznbNbwZrfg8WrDZqiorOd3jp/xf9Qfc1I1PN8e0Q4F7U52zutFx4PFjqt2zva4kvYBnThdduy6kqF3PH1ww9VuLv2VwG5X4QeD6gy//ugNz2aCj6lcpD8qYONgEZitxOYujIaTkx235RJXe05WzYHv1kx+w9tCPITt0nO2kt8rZbitFhiX+MajN7y4X7NZiBXhe+f3B1XnXVpxcrGhGwrGleNo2VJYyTq9VALLff/ojpOy5U235LqZMQbLetaxXfYHNWtKmo3OVLVnXkk26TIe8eB8w+X1ksWyZ/SWo0XLqhh4po+ETViVfLC+4x/XaxYnLWFlKFxga4S1ebTquNNL6pOOk0XLzW5Gty05O99iTWRd9vyodxwfNYJjuZlRLEa0zmzLmZStbUa5RHsKq+OW7aaeWhkc/tzz6MkNr/w5+mhkd2qo1z3btCCdedAZM/UXl9XIxbzj8uoBR0/vqAvP5d2CYsr2buIC++EOP1j6qJmtekLQ9Dc1ZjVK+bwIOBcYR+nlvDuW7GL2kg1ztfQrk6GsPV89vzqgYAodKXVgbgf+RCd+7fitzD3R8mflYy4WuwMMXJOxOvLT+zPO64Y+Wi7qLQ/KLf/a6vv8HffX+NPqCU+Pbrjp53xldUUXHX20fOf+Y/6tx59yN8o9+N3lI46qjuuTGQs3UltPHy0xa/7NB9/jT5cfHuDRDxdbzssdPmv66PhidUxMmk1T4Qfx6B4WDoLm6ek9n384g7V8z2FSwe85lkURGDtH6KzAkp9Y7NwTjjRsHdlkZucNbZ5DHXFVwHcOWwU6V3C0bild4M37jrPzLVcsCSvJgBsbGabfxblIb0v8kRYhSRX53dPP+fGjB/he+mT316fKSO4slJGTsy03eoWtAmFS4ftz+I2TV7w4P+Xx0Y52NlC+H/ja0eUBjv+Xbx7yh4+esRlrLjuxCd21Jd9+8oJXzZfwMW9XfPhYgNKfvz1Bm0Twlpzh5Khh25b40fK1R2/5yetzHp3e8/pmRVWPfPv0kvuxJiTNXVtzWve8vFnx+PT+sM7+wdmn/A8nv8nDoy2V9Vy3c+bFyL//5E/5nz/4dfx/XRJPl6TKoYdAthqVMuZmR/PrF6iQqX96jTte0D2oqd90jGdz6p9dMz46ovtgTf3pLeOjNdVn1/gHa+xdi4mJPCspnokVnQVUiMSTBbrzjO+fYu8HhhOHud4xPjlC95FYr3D3vYhBTitUhvkPLoUhOK/JWqNSIp5WLP+3H9H/tY8p/vhHtH/4dWY/eIP7XkP66JcFKM2vSsP8FYHgq1bcC+42M54vj7gfay53cwnkthav4GWzZucL2kE8h6+bGc+rI9qm5FW75rqZUZpjbpoZfSlYhJiUlEU7UWoOg2P0lhfVEbuxZOdEAeeTYQh7ZxFR0r7dLeh2JW9mC7ZdxbP2mM12xpvlEqsSYzKCUOhKKdUm6WO6qYTlFIKhCQWzUEhQkgydtwzBHthfrS/Y+IouOFrvcNpIqSor4mBofcFdmNFFx5AsTShIKFrvpEfRau7CjNY7SiPvSyj6IL1DVidaL/1C7eiobMG9r6dzRcbRsPUVN22Nj4ZhsGxMidGZynp8MvTe0oSSnS8O/XtGZcYo17oNJbu+ZFeXNP3kf4pi05eEpJnZkZtuRu8tb+ySoXNc9guuuxnd6HjdLUlZ0wRxQ9l5wQJpMlftfOpbkoD+vqt45Y+4G2s2Q8WbcsV1P2fbl1yVCzZjya6tqFw44Gj2zfZaZaxO3PU1Y1uwVSJ0abqSayfX0lvLq2HNppdx0fQF3U6M1b0zbLJCK9g0FWPrwMtCcq8kE5Y7y9V8Lr0/e6H5TjKfule8bRbsdmIJGIpEbg12p4nZ0qqSPBrUqNm4GWwsY1Tcm8Q4OFobCaMsGHonHsIB2JjqoPjOjSVoeLVcsm0q0s5BgptqznLWo1UCl6hckEz4aKkLKd8blSgrT+UCCzewcj07XzKUlh0wc55NV+GctFNkYGcqjEnUzhOzQlciHCiqgDWieC1NZFn0VIWnns57XLaoSgRgzaRybqy4/zgbJyGEnMMYESHVzh+YesaKvy2ALkXo0jfS+ymZPMilZBibUjLGe9uzsDRsugqz01K67DRDKbZ/qbFkkwmT2KqL0lpiW0Xby7zjOyfPZ6h2in4Cbqug6az0wupeE40T9f2o8aWRvt7J1jFiRS2cwYOUHoEBDhuYmPXBNSSh2PWlOEfYkX5CTu3GEp8M5cTHnNmRXS+btd1YUJnAwo78bHjA9SAB/dZXbPqS26qmj4Kv0oPiZpyJIhhF5x0zN9IOhVQ/suCEYtLc+jmbsRJhSF+wcRVWRUI2jNHQTkB4GZDT3wmmrZWAtNOXn//S2pizOtw3WmXpNVSiphYqw5eyO1EdWkr2x9oL6/aK3v2/Z6R6clAkTziVL6uOhc2KCED2yuSp9xUAL/Pr/nh7JAteeLLs+ZhZcbeb8apYS2lYZbpdydtuyf0gHvd9VxAax+tmxX1bHziSqrHctDVGZfxuQlBNpeF7W+HbAkbNZTMn7mSt8Vvp13xbL9lNa2PXTWO1Kbgq321Kv5ifMOxKrmyidJ6mK+lGx2f9GZfdnPXuHj0BnFVIqG4kFRY1eGw7eUTe7+B4gYoZ3QwYp8lVIf2Sw15YCNmI6li1vaBemh7VDRAjGEPe7lCrGarp0IsSFSO+Vqh+xHQBNUT0GEilxb3ZwMVSREOLCvXmBrUXi7h3oYWOGVVVuK0nNy1qvUKNgV+ax68CwV8cCBZTH4wrApUJ9CZQWrFMy04mBGciVRaj9NKEaVHwKC3KOKNlkdA6YVQmaWng2oOX46Qgdi4wsyNDtCzcwDhZyyWjRDUcDVYnqsKz0ZnSRHoTqY3HuohWEiTpmEh5Kj9rUWUpK1Y+Qy/swM47WlvQeUftPGMQft8QxYy8D1YCxOAYvCVbAbX6IOgSCbaEJVgZT+cdRiX6abLVKksQ62WSDhPGoB0KgThrJ5mgqe+wD5YxyutbXRC9ObzHe0ua0C0hSZAasxI4bHQH1uI4edCGpLE60Uf3DjsxTcB7nMRepZyziGCskoliP4EPg50YaPHweXJWDMmQUAeVOCBYl+l9rX8XcCbUhGh6hx7aA7dTkuf2n1GTBXEx9e3u+0hhwuVMnKc9DiIEI31hLqPKSFl55oX0j/rBTswRDgrLWEh/6TBYwQUlEXykBCTNshy4szW50JgiEsap16lMuCIymQhQVp6mKDCVwJ33vatdlrE2mgKF9OE5Fw/MR+/EMeCo7ulHR2stJMWiHri6WpKTonjteGWOJXgZFa/GY3EycBF/U7ErEt3oWFQDdzsJmnNQbGbSCL/TE5Ipg75z7GbibKB0FjccdUy+LumXJQTF/SzwtlrQXdfcVZJd+Y56jHtRcBnWEDRtUWNuLcnC5aixbx1bv6BbivuMaTTPwzHaZi6rOelNxdtR8CbmztItHGoWJlyJQqU8kQKQIHmPhFGTwncfKKSpET/og9+rYsKHTMFHnAIIEZNN/64mTJSejr8PEJL0CqvEdE7BeeTD+dShbHpAxky9ZmQhD9x1NYUN0t8/3WchGcZRNoIhSzvL0Be0LpCn+02rzGYQduddV5MyNKHgbb/g2/NAGwq6pmBblYzB0viSLjh80uhBsfMlu1E2YbuulL7lQTaRpQv4IBvfaz9nM1TELD7tsgl9F0AOUztB8prcG3wUEZoOsOkr9DiV9ZUghbB5YkSCLzQ0Ephuugo1iCc4g8Z0EuT3XXEQI0UNDJqQLbrTtH2BcxHdySaOSfEfK/F4170mFpYhKtTEOUwpk7Fc+zn0BtNp9jGjGgSRo0dFLjLdUKA6I+Kofe9eULztF6hRiwiuL0QIOJkZoBM5iagvZ0Ezpcl5KgPjaMhJmKzKT7gyk6ZoWR2C15TeIdBClE3FPq7IUdBbewxX3qOFpg1G3iO9sjoEumlqbbJW5o7eW9bnJ5CyePl6CaDsXQtaoXsJzDheoduR8laOrceIurnHAql2qLbH3ZaoXYsqCwkCY5T4viwgZ7I15OMVqh1EBLPtIURWn/UiThkiuulJqxr36g7/3hGm8WCUcA61ltfFDM2WclHBwzP0KOuLCkn6E41Gde/6zv/FPvKvOIL8FYHgEOxhEI9JrMP2JH41Der9jbUvnabptXkC4IaJ/5eSxk+vjUleGydO3/5/Y5TzjVECMT+VkbOauHcTz24f8MSspBScFGM0WGUI2RwCrH0z7peDi5wUcbrGOP3/lBRxzxGcJP1jtAeGV0zCJ9wHSj5qhiQB4T6IidPn2T8fsj5kzOIkp8/sAxv5vDEJ+iEmTcjyWffMr33QkzPk9C6IillNAZ189pjkOzwEW0n6p8L0eUPWh0Dt53bq/8Qj53c7+bxnKOb933dBWcrCQTv0r33pkbI6JBL216tVPtxn+UvnV9P3kaZs6Zefkx3+z1+rT+bn2GFKpwOCRxr4JbsofEp1OAdfQvUoxcH2S+n8c6fQep9u4JD9EHZQPvz9MiZofzzgcNw9hX9/TVrld1kKwKp0eB3T6/LEniPtgxcJgvag5pSEgZejOoyVNAU2BP0lliZkpqBpUsvvAx2VZFFSUcbSHiKdpmBpz/MM+0VtHxRNwZCKcp2H48IhE5STIkUJzPaMTRKoKM/vv2dByGQwmZwQ5qeGrCchiJIsYzZZ1MVGfo99XyCaCQYuGCatM3HCLBmzh2lPCSEjSKWsBRVjTCYG5BhGskRqj40ymZyzqPKVPL+/zn1gqEw63P9OC5lg7yTy5bEvY5e/8n4L030U0Qdk1T/50F9CQe2PtXeiUNPPsz/PP20ZO8x/X/q3vGcCTqw+YbDqw7jLE34nR8Cog6jyABaP+t14Su/66FJSqKxkUd0H8kkd+JBxArnLOJnG0hR06S+P1+k9agqMxmQPQbpkCrM8N43zzLsx9+WAXiUl753WoZwURRlYFiJushNWa+ZGjJZSOSqTnGHmPEURiVHaLYITgZ81iZ2TPtyMzLfWRpKTObYuPBubxW3IJbQT6HhwRkQx1lC6QOsyhRVM0KgMR0WHKhKlCxQ20rtI6Twr21O5AMqS3YQ+y1mCuJTJzgo/dg+DD1FwSCAiqb6HuJQATalDL5zK0ueofCZXFuUD2bwDyssPrsjOoCb7OIwo/LGG5IxgbIwmO+EG5mEUZbEMPLnGkOTcgCoL+Qxag/0lYgj+6gH8VYFglJLpOFpxypjwLoMLYu+jNa1/9+99sLIbDQUpyHM+GhovgGE1Ma1i0midDpiF5DWjlgxcHybXj2knNU67ah/1wcUje8l0eT/Z0E3+tsA7C7soq0uKCkbN6AVhk4Mgbzor2TQA7yc/ziCCiDFYuRZvDztumBrIgwRibSgO2bDBSwbNT30j2Sm2vjy8dz9he28PAcI4PReCYQiGxhcihvGW7DWddwJo9hMY2su59j1lIWjaIJ8heHMIPkQ1LI4nwQsGJ0+TfbJT0Ju0mNFH+Z72gXvM7wLKkM0hyA/JHBa9/e+Ss5JAegpMfH6X9fNTeX5/rpwFlr0PdGN8FzSnrAkpT7tiec9+lxynRSwmCdwPcNyMKPqCJpl8OE9IEhjlKI30cfpv4nSdUZNzkuAnqAkuPAXWUU9w4qn0FeR9KcqYIb5bxPIEWP8y7Dzn9A5WHKcgfMp87xe8IQrEXEDnkmHWLomy3U1WXtMiq8somW6d6YuEKtNUxvUMlZEssc64MjB4g7IJPfXIpc6AzWIxl5Vw3lwizBLKZrJKWBcpi8BQpIOF2Lwc6Sqk/2ow6CqQChGzKJfIFnDCpowukQp9sJgrisBYZLSLJKVJVSY7wSPZ8C64TQbUqAiDZD5VEoGGHhXDIG4VaZRsWBwNegQ98QZTMR1nMAzWUoyC4AEm0Q2QJ+eJwRxYkXsWpB6UWJslJbBtlySDFAUmLFgQRTZCGlBTNjJZM222OJAGAIwSxe4QrMDyp/EWkqb3FjOBlI0WAUgoJhGcC4RsuA1zuuDIU0Z/79M9RsnYaT/NwdHgomT+k1XEoDFGE2I+bArHZA/3awxSXeid9GDvqwY5SRCdFRJsTxVfaySIzjq/+7sPvJFMM0Y2WGZ6LVOgfSgZmyyvn/4779+jQe+Zp1qC9tHkaUe2f608p/R0TKbSsMlYlabzqHfn22+69qQolUVFPDErJchV2Kmi4UzEG/FvHqbqS0yaFGSuGqM8lyaY/zB9XzEqUno356esIChy1oey+n5NYYKBM80neJlLxmikWoPMWWOwMB1PASEKjD8HfViPYpBx0iZZP1U/ysbZSdAmqJcCFSIqJEgJ1XSi4FWgugFdWLBWgr/9a2ImbbaohZR+c0oorcQ/eFrzVYjiVJISOItqOuJ7S+z9BrWeT1gYB8ZgdqMEpjmL68l2C2UpCucsY0i1Pbqy5L6XgHHXik/xL4tAIyNrwr/kD5V/QX38w7/1n2fVCwtqPI1yY95awiqy/JFwkLZfDaioKK8Mw0mkuNOEr/SYTyvG0yjQ32XEXdtJ6SXb9lRnimvBd6gEsYJwPqIaC4upadsr9CAUeBUUqUjoQTN/pukeCEcqfdhjf1IzPJlSzRnUYDCNprxR+HnG9Aq/ztid8J/a94M0rk+lDTWRPsbTiBq09Mucj+TWYnZa7IxGufHrt4rd04g+HSW7oiDfFOQqYe8sWWdSlbFnHfmLOcllKTM6UTaGmUykelSkUhTNscqw9qhbRy4y5RtD/zBQvbaMx0n4dNNueDyPwmnbaczHO8LnC9xWMR4nshMGYTaZtIyULx3DQ09xackWQp1ZfKHpzzL+ODL73JIN4qjgwa9FtWdGRfeBP5TRYCrHTBPt7Lkl1FlUo6tEcauJv74jvp6he0U4DqLazNOCkBX1paK7SAeVIQjLza8FKmu3hvkLRSxgOBV2l1+JopSsGB553LWdVKGK5v2I3X93gHnY4VtH8crhjyRVkF1Gt1JeDIuIHjWpShRXhlSIojTUmfRhj/msgiRjoHojitNYZ0ItytkwE5zF4gcFzUcR5hOOY5yyaC4z/4nD9LD9SgQDajUKo2xrsa0mPBzJXlO+kkyF/6RDf14Jp22jGY9lQiqvNd2TIIFKkkBSDRp93pO+nAWcFqDV9y3NB0lgvmWieGPJDvwqHoKobDK5kDEaLkbU1pKXAdVY8RVuDfZRy3gr30P1xtI/CLhJ4RkWcv+M60x1pRiOZUyncgoeqkjxyslYikgmrhP16fyFJpbiFrL9xLP6gWNcSdZwXGdcIwF098Sz+p6j+SCx/pHi/quw/EwR5kgAmSDWkGxmPInMP7cMp5lYTuNlnTCdZvFMsXsi2cDZa8W4ElbhcJTFQWKQoFKyjRCrzPrHsHsi80PWHMZVdkzMuokvqAWbhZVAZ/bjgu6hgLNVVJSXGr+U70UlDpZoZlSESnrC/HGAIlHMPOHFjPlzTfso4bYyBlQA7RXzF4r7b0TUIFkyd68ZjxLVpWY8nrLMO3FCGS4iZmvQEYo7xbjKhKXcb8lCdSXjtL+Q+SSVGXevsS0Mf62h/uM57YPpXhrle0luuv1VxnQSNYYPe8of1vTnCbeRcVhsFM3TiLsRNXyycl+joXptGL7ekZOi/n5F+9URc2sp7mSMF9cCzPdH0zxwZ6iu5N73q8zJV2/Y/qNTTKfozxN64mzmCTZebBTNRx53IyKRWImDyeylwvwb1zTfPYGvNYzXFV/57wLbJyVmzKiUmb8c2H4wiR1eDSifMM3I3W+smb3x6FF8dWc/fEv79QuyUVSvWglwvASZcVmhhwAx0z2eM//pLe3TI8rbARUzzZMZtktkA8WdZ1w56mdb2qcrsgG3jdz8WsmDP9kynE5uI148vq9/w3L6F4HXv2+YvZbMfCyFfZocpBKWn8uccfdVTXaw/CwzrhTFJrN7rHA7mL1NbJ5qqptMf6IoNrLeJguuQe7FJPdYrOX+zhrqyyz3RJB7tboRBJTx0J/KdRSbzHCsGE7AdPI6HWRdNF1m8xVwOzneyfcT9x9phtPE8meaf/xf/if/9BLVP6fH2p7nP1j9u/9Mx/i7t//tn+ac//r/S5f0L+TxCwPBv/nHfzNfDgue3R3xNx59ys0442Wz5uF8wx/98GNMFfj9p5/RBvdzquHfOn3O//rFJ3z7wUvedEs+Xl7zk80Z66I/qNxKEw49Ldu+ZFkN/ObpS972C1ENI7u1PtpDmfK4bHneHPHids0n55dcdXNRDT/7Or/14AVzMzIky5AMP7h5IGDprNg1FQ9PNofM5V41/Kw5ojKBq26O1YmL2fbnVMOvuyVbX+F0nMq3ms/fnvDJe2/51tFL7rw0EL9s18zsyJtu+XOq4T+6fkppAoWWSWM72UB9WTV83c04rjpRDW/OOS5bfnD5gE/O3rL1Ffd9dVANp6y4mG0Zk+Wmm/E3HvyM79w8OaiGrUpyXBt4Mr/jB7cXfLS64fPtMcdVx1HR8Xx3xEnV8NH8mh9uH0yq4Ru+8+Yxf/DoMy77BW/aJb97/gUpK7ah4sQ1bEJNyJqLcsv3Nw+562tWZc95tePTzSn/0Yf/O3/v9tdpQsG3Vy/4aXvOF7tjPl5e86Zf8rZZ8Ghxf+iBejjfoFXmcXWH1Ymf7s74/tsHrGY957OG17slH6xu2Y4VzkR+6+g5f3L9IcdVy7NJNbxrKlwROF60vDffcNUtuNrNiVEyzqeLlvuuoh8cX3twyavtEqMzIYqdmu8F8Px73/wpP709Y9eVFC7QtCVxI0y81bIVsPpouTjZ8PpyzWwx8HC1ZTcWlCayncQ6N1dLiIr6qOdk0U5lccWbmxXWRX7j4Sueb4+4uZ+TkubDB9dsB+n7unm15vzxHU1f4EfL0ao9sOpe3q6pClENn5YNr9oVN92MwVuOZx03bY2bmHVKZW7u51SVZ1n3aJV5+eqYR+/d8vZmxXIh7i/H846TuuXTmxPm5ci2K/nWw1f80fe+wtHFlsFbqsJzfz9Dmcx62XLzdsX8uONk3grGpik4P91iJ4eYv3z2HidHDWMwbO9rypkXu8brUgLzIoOV6Kg+7ui2JYya4q1lvAgcv7fh/mfH5ONRwNvrgfzFnHDiZfNUiHrflUE4m392SvHNewobuLufH3if6oua/EFHnPoVy3UvKJXrUpSxGWwRMVZA9SkquHfkRZDAXoOuw2RlJ8zFj85vcBOgeWZHKhOojecfvn6fr5+9pTKeMVm+d/mAk1lHZT3VJBYpTOAnN2eczxuGKM47Z2XD31j9mL/99rf5/tsHPDm657avebK8I2SpjvzsHz/mD37/B+x8yaro+MHNA07qlstmzrIcKU1gmObHf/3hj/izu/cJSfP8fs2D5Y51IQykNhS82qwOWfahdxSlF8HVaPjWJ8/4i7/4EH08SGWjFz6mLSI5Q1V5urYkdJaPP3zLpy/OqOajYMO2Dmzm+HzL7ZsVuhJ7xaF3lJWnu694+OiW0kQ+/+yc9z+84uXVEbEz1Ec91ka213Oq1SAq9ftazACcWEf+h9/6B/w33/1XiJ3BzKRHM44GXQh6S5eRh2f3vL5cU1SBcZh6y73m3/v2n/G3//y3+eSD12xHEWB8cnp5EL798PUFv/3kOZux4s1uweAdfVfwzScvebFdE6Z55Ob1mgePbylM5OXV0cEulKRYHrV0nYDynzy85cXbIx6e3/PmZkVZej46vWE3ikDvvqtY1T1vrtc8PL2fesk1f3jxKf/jD7/N2fFW/Kt3c1Z1z7/9+M/5+5efoP/jGXFdk0qD8kkCxcpi7zvaD1aYPlK93BLWNf1FcyiJQAAAIABJREFUSfV2INaW4m2DP5+RnKZ80+BPaopnt/jHR9jb7lD+1Z1/FxB0A+Fihe48YVVh7zvuv3HE0Z9d0n9whG0Dsba4+4E4d0Qn9qbVyy1615OWtZSrE/TvzZj98c/w3/gA973P6X73K9Q/vUbtWvzTB/y9f/Cf/nIEgst/55/pGH/37m/9/zsQ/OS//8+yHy1p51g+3Iq6d1tgZwH3/RnjKuOe7oT31zjcYsTflxy9t+H+syPKRw39tmR50rC9nqOmDEee+m5yJzetGjS5TMwvGobeUdUCBw5+Kr/pTPKacubptyX2yhEfDOTOcvbkjutPj5k93h3slgC6y5mo2aK4HIQzj2olzc/5IFZHm0pSgRNH0KxG6XkaDYvjlnZXHlxH9qWA8rVjeDJycrERhxWdaTYVtgz4jSx4uMzZxYarV2uw6WABlzrJoqoykkct38dWMCXVYqC7rdF1QL0uyQ+Hg7rUNIY4j7JALbwsUK3l/INbLl+tUZ0RW6dJ0YeC6rhneDPDnvaEy4pcJvHRvSvIVWR21NFezyAq9MKjX1aoDxv8rkD1huphA4AfLUXpGQbx0S3KQHM9MfmKhF14wl3Bt37jC37w6oLQO45Pt9xvZ8RNgVsP+MahN5Z07Ce7Nk2uowiK5iPOBba3M4oXBWGRSfOIbgxp7WEwYBNH5zvuXq1QdYB7h+k1biM8sTDL5NMRNg63kX6nrCEsEqbV2E7RPwzYjTiAqCTOIaYH08Pm2yP2yomxfSVZo2ILfoFkJUfpTxpOErNXmnGd8WvJtmWTD39nLyWb3J++y4iQobwWl5v+6Yi+s5S30xh9FASCC7i3jvi4J40Gc2fh4YArJJDo7yowmeMzARBv+5KmlUC2mHnG6wo1i1JmTsC12Fvt4c7qpkA96Ik7J1iQQuzoqnpkdzvDVIHYOB48vuXyR2fkE8mG64WHq1LKq6ce98bhTwK4DEGhW4O+6MlMwcIXSwniomRBs0sor5k/1+I5rGA8TriNZjiNuI1k2+tXiuE0M344MPteJRnhe0X/ILL6saE/Q7Lqk5I0lpm0Dhz9acHdtyS7pu/soXKw/qHi/utiA2aG/W8oLiPZSdYiGYizdOh9q640fiE+yGTwy/TOWaRO2PMePfFAtZZy76wcef3shMV5c4DZNy+X6KMRbeLhtVpnmrtagNlBM1sMnM5bvra+5B++fp+7VyuK456xKTg+24obUNTY7yyo/vCKfnQUNnJ/O6ecj/T3JWYmwrzgxXP6kw9e8/n1CTEq/F2FWY2spqA/Z0V3I8gi3RlMJ+0Cxd1Ufv5WS/2PZgynkt01vVQfYslUkhfXHD0o+o8G6p+WDKcJ06mDI0v3JFK9NiQrWTmV5XcqrzXd0xE01D8t6D4acVcOu1UMZ5Lhc1vFcJzIRcbdanGVqQXo/sHvvOD5Hz0WZ5HldH2Ts4iefrvuiVQ9UiH3mw5gG8XqX33D3f/1AP9JR9yK440+GUgTWF6/qFAftITRyHjvNcW9Zvi4JzdWWgsSVG817YdB/MtfObGYm/yvxxPJsOpR0X8wUj0r6C8C5aUl1pn4cDg4i5idJs4S7s7gj+Oh9/j4vQ27vzzBH4kyHy/f6Te+8Zzvf/Ye3/gvduQvXqLXK0G0dB08fihOHYWTknE34D84Qw8B8/xSbOQWNcQk5eScxW4uRHh7Jc4i1r7r7fMerCWvF6i7raiHj9fEkxX9oxnzf/SMHCJohVKK9OAE9fwNnByJm4iz6LsthED2HlVVpPMjYu0IS0f5pkG9vkYVBcNXLyi++xn/0+V/9atA8Jfk8Qt7BE9XDdu+ZJcU54uGpii4Rdwt7lc1cRl5sGxoh4LORpazgXvgbNFwt1gcnDpOZh3D4KhK//POIq6QHrDBYIrE2aJh6wrmhbhajNEcbJpi0iyrgWugD4rluqMvCh4stlyvFpzM28NkHLNiHCYVWFIEZyiWI6GSfo7jo4ajuuetSVidaLoCrTNHi+6g1Hqw3HFjA/3oMCZNghZFHzSLk5b3V/dsfYlViUsjyI3biXNmbeTx8p52cAdnkZwVfS2q4qoQpbIzka2rmM8GzhYNr4B5NXI1Gk7WDW1ZSm9RbXC1RylYzXtiUjRVyZPlHe1Q0PeOYnKhCEGjdeZiteOFN5we7Xgb9IErd68FR3Kx3PEaCfTWy46rzvLoaMemrOjakveONsQk1oLLcqD1cu2rYuAF0PeOsvQs64FrFjydX3O5ntNWBe+v/m/23uRXljQ97/t9Q8w5nuGeO1VV19BNdjcpNiWCtETIhiR4YRhe2PDKOwP+E7zyH+ONAcMLrQzYMgzbkA3RMqWWm2Kz2UNVdQ13PHNOMX+DF2+cvN0S3IQGWoLRCRTq3nvyRGRGZkS83/s+z/PbkpjAnS45Xx3YZgVNmjFftAyDaDXLssfowLpsSbTnNbDvDboaqapBnr+U51sbeLbc0nQpVdGzsyXeK9zMQhqwpeNsvee+KOmrTIphHUlnA2Nnca1ldnGgrnK0iYQAXS3xMaZTnF9suU1mdI0QF/w8we00bhZg/k6mkJx0NJTEuaNctgx9grGesbcoDW3MRJy+cqTL/iju76YIlvOLLXd5RVukEKF8VB9d1ENtqGa9RFhEmJU9+cSSHQeLTRzrsj12eUIUI8ai6rj3Qpp46IjVvcEUnqrqJE6kNyzKnoNXxy5PVQwsi46+t1LEgeQ35ifkhRBg8mKgqWTkls97+sZg5kK36LoEr+R1AiyLjhezgnLW45xhcEq6akHRNxnByqg+lF5GrScDg5XvlK0twypQLTr6dSbh2ImB1Uh/ahhO/VFzBghJaN7Tr2ShkWaOmgJlxQnanWXE9YDrBe3GcsQNGn2whNLLuN0GdDbxx72iDyIfeCj+YumPWk5djccOLUhMU2I8VTJwu6h4ND+QaM8YDF8uM+azlixxwvsGimTk69GwfOjGli2Pqx0fFLd8PVuzX+ScLGo2OnJaNfSZ6NjuFhUfzA40Y0puRwZnWJQd91FoONYE+il94L1qw2HI8FFxEzSLecNZ2YguNWiunIgCXW4YCwNpoLcSlr5eNGxPiqk4mXIE9cQMRhauQyaF0mzV0pwmhNVIyMU4gIro1UDfZ8QsEjMvsoXM08eEfNljraddW8p1S+M0PtWEpZtY4ZawdOjUM5ISMk1II6HwfDS/5ecnj/G5FioM4ApZhOpWZEPZumNwJTGfiCZe4QrFby/uuVqds1rUHGxO8JqLkx3tpN+87gwfnG7ZdRmHLMMNli6znJ0c2Kb5O7JIyMhOhCzSuGoaDU+mlLXQtNQg94W6NaSnHT055IHz0z11J1EyQ56SFiODzslO2qPZ7KP1Lf/kZEG66iVLsUuw1vPR7Ja3p3PU3RZ1uiZWhej5rCVYyeobH6/QLqCv7zD1gnGdY4pcCCNXW8LpgpCUmOstoUgwVw3x0Rlqd5DPdlZJYQmi67u8gcUc+oQwr1Cjx2eCoovPHqG6kZBPGsD1krAsQSn0piYeDqg8RxUFGI2bpaRfXhM+uUC9uiJ88Bj9+UuyryzxdP0vWKr8JT3Eqv1v+lX8G3/8ykJwcHZiA0sUwuBEVD960aLERgSuLgiNY3BOCpeghboQNN69M2+ME0MzBhHePzB8H4S1D1b7EN2xCBz9xBoeLb314k4bJnrIJKqNToweYXLV+qAn7i8wmQK8Fz4vTtF0ksnXtSk28bguQZlAnbwjjrS5mDX6Lj0i9EKQVV3fi5mkHiQOpu3f/R4RfKIkU2z63dHKF23opGAIU+q/s/I6W51QpylDP5FWGkM/yjjS98IvfchIq00qhUOTUI8Sluw7y4MZP0wczXpIcZ2l6VPCKBST3hncYNAmyOc5FcvOP4idxezjW3MsqN30eT90FjIjOYdh1IxaRPveaclTnFinD7E7fjK/DIMRpvIo4b1hFPOOUpEuHQlGiZGm14TEMCSGOEzPHy0hTAW+E7G176QLonstZsFMibFmYr2KFXHisHYGNUqkRhw13kdxF47S4VCjhI6HyVwQNeheYXqFz8TIpAYxeHhnMJ3C5bK94IXGEEaD0hHbT2g6r6ZQa3ENq0H0laMz8vl0+ujA7O8KAPJrwyGtUIPG1ppDqKhT0Z5xn9InCS+C4jqvaJrsyBq+bRPUJqHNw9FVm9xbXGHZNVLEpdeWnanQW8tQiEZ1c0jZlznhPmOfZqhW8/P0lPTa0FFI7EeRkNzLzbDzBfmNoQ8ZdS583KRV7JiBjtSFdOobr1BOdMU+M5BJhzVYiBZGhBs7JAl2J51420Cy0zSHjGwvtJjkIM9Jt+BTGdcGK91cP2oaYH6AdpfiMos6mCkSQ7bHQagVelA4nYi27CCfoQqCIAujmEmUU6J3i0Y0ggZhEj8g8LziUGTiTlaRzPpjAsLYJuy6nNRKFmNoLE0iZjelImbK2Rx7y8FItmmTOG67ivu8ZNvn+F3KPs8Zesu+z+hHSU+wjWLb5zR9Sp8aumYqKNqEEBT2gUISFbd9KTmbQeNaS5NkbCf2+uAMrkvEINVLRzBkmmQv5Jd9k8lnlEgBqPvJMPMQczLIc9UonHHbKMbEojth86IU3cGSHRRhUDgnWssw6fn6JmGYSCTtIcMcNLZR9LkYd2ytGI0hpJrkoDGNwudANFx2c+xeXvND1JDphIusPYRBMTQp5qAJo7C+idLtf31YYjrFvs4l7mbU3GcF42DRJqBqy9VuhhsN4zZDOaGcbA854zab3DSRfKfpDsJLtnuZKjzEGo02wbRyHOt9LpSUIsUeDN4pNmUh+wZUYxmCwu4MfSbs9+gVb+cLzMEw2BSXekKd4DPP63bBbl9yca4ko290xGGUy9tebt32eifGm9MVAOnlAZzH3NcQAvp2J47ffkBvGxhH1C8UPrFpUPOZALWtISwr2VeSwNtr1GJO+TqVYu/+QDzU6NUCnCcsZ5jrrTCHh5ForYyb+4HYdSRVgb9YSWzMfIa5O8B8LoHVX13+Cxcrf2mPX+cI/upC8ObVEjUKJP6FOwWnMHvDvkpZvVS4UnFTriQUdqfZrRLSW8PX6oT8reVGL9EHw+veYq5S+jQekU7RTEJnLegnn1leuxNUazhU77owahQsmB40N0WOrg3VW00zzDCD4jN1TvYy5VpN7MJphJvc2aPAWQ8wtAV5Kzf+LpR0RYbaW4IH28vzDqtEog0GxRunCftEcF8WEXB7xeyFYpeWfBEVbjDiwrtL6fIcsxWDhMsiXyjgTYa34KZICrs3hDQy2BTdK4ZcTAKuSrjqEvRNQlek5G8Nta3ILi0qFyG8LwzRQLuycsGqNV9Va+LrnKzWuJmVYznhk256Q/oqYedmFC8SXJFwqATzNFYZL1YF2ZXBBsVumVG91dz6NXavKWrFC3cOSpia91ayvqKNbJI56Y0ldYpoIttFQXZr+KPZRzQvZ+he87PTAr2z2IPifin5YtWdojuzmAGSXuGLjKjh9aIUE9LGsvxaMcxTxkVCuVMMK4uZxPs/a1LS1wl9mlPey+eVHMDnGldYtucpdq8pr8WBi4KxMmSNjAe7eka5U4RURM16QpEB3M9XVG80toVhbsjvIskhMiw1w1xjOxklDoecxedQP0kY5xbrkUKrl1HV4udghsi+sbjSiEEiQnEjBeI2rEi3iuJKvqP7WGGduCdNL2M7NSrSrcLPtHTBvEZ70KN8xm2QAgYvC6KoZKw5rMXUgJbRmfIwaslaU14WFyiwW4NbesldU1L0RqUwnWYcLMqKqzfZKwYrxh7TQdQGewCfadROE40YntRUePugyBvJZ1RTVE1yUKidZvYiMs5kJHt4T1G9AtNYkhpcCdm9jNp284zqTQQ01evIIRiq13LuBwso+Wx9ahjaSfx+ZQkZJLsHXJ1i8ZXHVUaMRTsYDkYMIhayexG5+0wcxA8JL/MXIqRXfjKOzaeIEwW+NvTD7Ohk3U9GEZV6sq8zbjpxaeMUxUvLsDbUCbIhDQTBuvV5ih4V14uc29nItsu5frWieGlp+jnJQXHZSHcJrzh5HXn94hQ1aDYmktwbhpmYs1yV0mswvSAEf8gz/I0UM/lGMy4sl4tcmLhAequnAlgKc1dGsjv5bDfvZ5zcRaIVO66eJGM+l2tJtHINUhEO+4TZpSRGpBuFGUD3MFZWisIANp8QcE6R3SuGc0lTyDYw7BKSgybdgM+k4DcdEko8ROxekd9GhqViAF7tFqT3iqSGfmpKJLVcE4KFdA+7PCHdSvHqcylk8xu4q0sxlrUJ+j6huNJ024UUkMDilaLu5xCg2kgRmd9GtlSUWzkO2kNxFVA+JWqoXkeClZ+pAP2JJTkI2vAwZCx+DvU2pbiO+NxQHyqKqYhNd3JNyu8i7TY7SkdejWesPtcMq5RgZbtEy4/KJ9jPCg6fpFTGoLwnZglq9LgqxWeG/NNLYpHRfXjCWBlmP98RHi1Rvaf9jXOy2w57s6f7zjNM5xk/PiV/c8DPc0Kisfue4bRAj4GoFcPSUqaGmBjsfUP7fIErNFn2PsnrLcxL4jDSffOc9K4jDimhymg/XmNbj+492km0jB4899+ekdSB9vFjlv/XS9rvPGH/POFsMtv82/CIv+4I/upC8A9/+1N2Y86b/YI/uPiKm6Hibb3gJK/5QfYBaTXwN9//ksM/g5j7rZM3/B/Vx/zh41e8qpd8a3nFZ8/PKewEQQ8SCdOOCRHYdxnLdOS3T99wPxSs01Zy+oKlcwlaSUDyRbHn68OaN+8v+O75Dbdtyd949AX/6+Jb/PVHr0m1w02hx396/QStoHeGrk15frbh0EuMzSfrey7yPV8eTijsyF1b/nNmkQ9md1y2C7ZDTqo9AYmF+PrZCZ88ueZ7Jy+56WdY7XnTLpnZnjfNYuqaOb538pLvn75Poj2pkUDqegovXWTd0SxyVc8mxNyGz3ZnrLOGnz5+xO+eX7H/Zs6mFcTc2REx1+Ci5rYt+Xcff87/ffoe+z6j+GcQcx/Nb/nzJxd8uLjjp0/OWRUdy7TlspkzT3s+mN3x5f6Uw5jybLblT18/5W88f8FdX3J5mPGHj14BcD8UnGY127EgRMXjfMdPtxfctSWromWdiXnjP//GP+R/efRtGpfy3eUbvmpO+Gq35uPlrZgb6pLn8z3NmDJ4w1lZo1XkSbEle0DMvX/GvOp4XjZcHWZ8MCHmqmTgr6xf8Q+ffshJ0fBmv+DQZuwmdvN81vJ8VnNbl8J9dtKhW8xami6l7RKePtpwXxdoJA7jsM8lYqQxfOu3X/Dy/RWHNsVYz32ToHYJcTaSL3rq0eA7y+Kk5uZxRVKOrBcN7ZCQWkc7kR6uL0oZJc56lovmmM24u6vQqedbT694tV2y3eUQFWfnO5yXiJnNmwUnzzY0XUb3RMb12UQLeXu3IM0cz1cbzvL6eDwHZ1hVLbuLnEpFrPE4b9gvCrJiZJ33aAU3b0Tsfn07p5wQc8uqZZ71vLpfCmKuzfjNiyv+6fYDZo8PjI8N89Sxn5egI8tlw2Y9J193nMxr7vYV3SHl7HyP0YFl1vFp9ojVqpZg5LuCZDagFFyfFGAg2gBJZHgKs5OG3aYAr3BVwnA+cv5sw40+geVI+w1Duui5Lirc2SCariQQvCLNR85mLff9OflvCWLubiv86wBcVRV844DrLY3XFIuOzmnGuxy9kPPEJp40dfS9dK7bZwmq9LIABUw1Cl88QlqM/M7jt6TGH5FxhRkpzMg/vnif76wvKSaj2vefv8dH8z2lHbBKsi2TCTF3VhwElZkfeJJt+cP5z/gfHn2PP37yPt9Z3XHbVXxreUXtMoZg+L79hP/od/+EzViwSlp+eP+UZdpx15XM0p7cjMfg+P/g8Z/xjzYf4qLm692ap7Mt5/kBFwytT/hqv2b0hvttRTuZLfbnCQTFe89uefUbF4SVgADihJhTmVArbOao2wRaw9nzDTesMPOR5omGvVBfsrOWupDxrClFc6oLx36RMLs4kCeO27Bm+XzLppzRPdLoxYiznvYuR89HbOpp5xndE1l0kgb+9rNP+bvfXECnIRO9ddfJaJtO02SBxWnNrprJfic9Xvce/O2nX/G/ffhtHj/e0KxTym8P/NXVNbuhILcjP3z7hL8+IeZu2opmSNgcCn7nvZe/hJi7vFzywfMbEuP58vIUbcKR9f3PIeY++WXE3PfOrrjvS0Zv2LY5p3nP5WbOk/XumEv6gJh7tDxQJkJ8KpNREHOPv8P4X6f4kwV+lqFbJ1mBMZJ/eUv9W09QIVJ+ekN6Oqd5b07xtmE8L6l+csX4ZEXzzTOKn98xPF9RfnqDe7TA3hxEb1hmFJ/dEKes29wHGStvW8ZHc7KrhvHDOcmbHcOzFaZz+GJGetfhc8uwWqF9ZPbnVzA60SVqDc7Tfrjm9H/8Gd33vkH+/c9of/+bFD9+S/GnI/7Z2b/WQuZf/hF/3RHkLzCL/N7f+6/ivsnpNjknj7fEqNhuS8pZT/8T6cDl394wjpZum5Etevp9xjfev+bLzy6YPT7QNhnLRc393Ywkd3gnJ1eSOrp9Jkszp1GF48nFhk1dsCg7hmkMOE4jNjca8mKga1Pii5L4rMN3hk++cclnnz5h/XRLav1E0zDs7ypUY0TY22o460UPNGhWT3ZU2cC2zSWYuUtBRc5WBwZnaPuUj89vuKpn7GrBdckoWxNeF5Qfb/nk5IbGpWgVebVdsiw63t7PUUr0O98+u+T7L97D2oC1HqsDu0NBlo0YI6PuJHF0bUqaOZ4sd7y6X5Iljs2bBWfPN9zdV+Js7Cw6kUiU1arGeUNd5/z+N77kB6+f0x1SinmPMYG+SzA2cL448PLtmotHW96+XWGnXLruukAvRk7XB65fr4SNuxhwh4TZeS0GmUPCsw9vcEEyF60JNH0iRWzZcfn1iVyIgWzW029z/tpvfsEPXz/FO8PZes/mICMYYz0xaPxdRnLeilO3lw6KsoH5oiW1nvtdCa8KQhbQZz1+m6LnI2EwKBP48NkNX745FSnBJoGFExF2GtCpZ7WqaftUTEKlk45h5o7IuXTZ4wYjpI6NaPbMQRMSePTNGy5frsVYtBgJtymmmzRJs1FujDaSL3rc5zPCs45y1st3Yhrzax2IX1fSfX42YDNPUfZybkwmotX5QeQGlyVqVCw/vmf30xNCGsmvtcRjOOnoDWf+mNemWunmqPNextGDOBYBCIrihWU4CTJ+zaZ4nAR8JRlsyc5IlEw3jVgLiUmKczeZOuQcMU9a4tclvpSu07CWOCGJ5ZAO37Ca4keSqSuTSWwRuSd9nTIuJLJETaYLXwWKN1PWn4b2maN4JbFIppPtJHvpVA1PRqpPU5qnnvK1oXnqmX9hGOaTWcQ8xJpE/NpR/TSlec8TkykWZ+7FnPJC0zwPRCVRPONiMoXANDqUmAyYsgI1VC8V9dOI7ZRkU07mlmgiIY2wmIqkqKjm3TEQ+O7TE+zThiTxjKNhvCmgcpj0XcfDTWN8co9SMF8JR/q9xT1/+vIZ+qsC96wnNha7GIR8MxjKT1P4va0YtXTAXRcwd6hNQlg4MdxNRdvJxY7NtiI6ffx5UopgJAaNv89QgxIjVmMIecBuZBSe//YG98dricFRUSge+btcwKjFEKVHRfrxjuHzBW4xRW0NSqJ5no0k1wnBSnzWQyh3cmtRH9VY6/F/tsR/s8HfZtiDPr5nszf4uYfMo+8T0q3GlRE/C3znu1/zk3/8DUwPw4lHeYWpRUOoosTshPc64mUmZqEp5ic5KJ7/wSu++NFTqvd31Puc9R9ltOfSxQwGyreR9pF0OtNNxIjcleaJIr+Wbu5YKpZfOfZPJYIrvwtEpQSbFmCYTV1RF+lONPldoD3TpFuJt+nX8vOowHYRlyuqy8DhqSw4bBM5vA8nP4r0a4lZKq4j3amifh6oXoqhp7wKqBBxmcIMUUb3BmavB4JRbD9KQcHiK0d7akgPgfbUYLtIfuuonyTH/ZshTh1VRVIH+qWY3HwqXeCH9zh7NVA/TZjAU6T7MIV1R8aZwadQvh05PEvxmUQ0yYQvHrvp9WN5/aaLLF6M7J8nuFIxe+35o7/7X/6bN4uY0/jv5P/hv9I2/ufmv/n/t1nko9UtuzLnVbLk9y5ecN3NuEpHToqGH56X6Mzzm2dXNC7lsMw4yWvezBd8srjhzemCb59f8rZe8PHyhk+Tc2Zpf6SFKBUZ5vLnfZtR5QPfWl1zW1Qsku5IKOm8uFVd0KzSljfNgjcm8Mkj6Qj+xuKKy8czfvNUwO9jlADkH6sLOJUA5K5NOVvvqXtBzJ1UDefFgciKMhmn+I3AKm9JjZduV9rSe4vRgUTLmTAGzWVvWRUdj4s9N32FVYFxbijsyLAQvU5qPKu05WTRkBpPZh0uaNIJVTfPejpnSXTgHhHan+Y1+zJjmXXUy4yToiGzjk1TgIqcLBp80KyKVjByxjNPpDvTpCPZZCxIraTTPyr3HNYp52WNf6Q5KRpOsobXyyWrrOX96o7PynOaMeXDxS1//PIDfv/J19z2Fa/2S753+krYxGPOWXZgOxaMwXCR7fhituWymbPOW06ymi+Xp/zHj35Aqj0uar47f8PnzRlf7k759votXx1OuFuWPJ7taV1COyY8nW0JUfG83JAoz+eLM36SXrCsWtZ5y+V8xgfLe7ZDQWYc312+IUTFRbnnq92afZvTmhSTeE6XNedlzXVTCXVmNCgdOFnUbE3BMFg+PL/l9W6BAqonA4c6n5i2hsfVnv7CUjcZNvH0a/DbFOYj1byjzyxusMyKntsnCVkuxo1Dn1KkI/suQwG7tQBb03JkOWuFDpGO9G2CTTwfrm/5cnPCuJbIklk24L65EV2lmVE929N3CWNvqRbd8bO8vp2T5o6L5Z6z4sDbesFmYqEuqo76LCXXkzM9KJpUHKqzQoJod3ouTv7JdTqOhuXThnk28Pp2KTEfbcpHFzdlsqWgAAAdVklEQVT87OY52eMGf6bJE09biGO5WnbUbyvsamC9OnC3rXD7lMWjA1pF5nnPi3BKtW4luPc+x8wcGmhDBkBMA5hI+/5Ituro9xmMGttYhhPP6uzAbr8izjz1h+J6bptCnMoKVOolziV3zMuerjghf1yTJY5dWWCEcEVf51I0t4auUCSLXjo4txmsJBnAZB5rPeNgiU6zqywx8xL4rSMq9xIUHMCWjufn92TGHdGYqXaUduRPPzR8cnJDOkXL/Ll5zMmsoUhGkik2KjcjX9yfclI19M5yUjScZwf+vdVPsDrwZ+kT3lvt2HU57y3uGYKl95Yv7p7xe4/fcBgzVmnLj6tHzLOB3UlGkY6kRha+Y9D8rcef8iez5/igeb1ccDarOc3raRKR8bacy3NHw5hbktQx2hRGzfvzA58/WUiWqY64UsK59VTMZpmjO6SE3nBWdrw9KUgqcUCHTUo/j1TrlnrQkAaScmTsLDbzjBFWk7Hl5sJxtmi4HQxjIhg1e9rSUWAXA0nqaIOiKzTYiM4d31u95M8fPcG3YuRCR1wuSQIMmpB71ouau95gc4cfxRQzlFqMJuUF67IlTxzFf3LPH5y8YTfmaBX4p5fP+MOnX7Ifc77er+mdZVfn/MH7X/L1/oQxaHLg5eWKj5+/IdGen1+fTgt5QdCdrffsW9F3/ubTS37y5hEfnt/x9d2aIhv4nbNL7nrh3N+1JWd5y9d3az44vTuiSP/T85/x3/7m7/FsuSWzjuum4knW8Z89/WP+++vv0fwXK/yykKiXRpBuITGYupf4mCFw8fevCFVO+6xi9dMDbp4y/+EV7tGCcZZw9g+vcWczki+vGN8/x25b8IEwz1nuWtEROo/ygbAowQXGs5L1n2yoP1kw+9EN/XtrTOtw84TFz3aMaxkvL77qyb64FlZxlhBTCzEynFWs/8Fb3PNT7FdX1N97j0d//w3RaPzp7C+novkXfUR+jZjjLygE//z6gmGw9LuMHyTPxR1cp9wVJellgissP55diOi9TbipKuqtdFuGy5KfpI+o9zntmHB7N8MmUgjFIJikMAr+jc7Q5Dl/FhWHNqPMe0HSTYnvQsdR5NlI3WSE24zPOGNoE/5ERfaXM37E46kjKAaUzeVc3oRT6EFzOWoZ+zjNWxXZ9xmbfYG1ga5OUSbSzBIU0HYi7r2vC6EdmHCkWejrlLf5nDIZ2HQFVgfuDqUwkPel0His5+fpKTf3c7Tx2Mks0ncSN7NPcsbRiEPskNL1wha92czYZxnjJuNNMadpMsIghofriaDQ9AkhyPH+qjrh6m6B641QJBDxsdLIMbgX5M/97YxtWfAmW3A45FwXFXddyeVmjhsN9ZDS3pT8sHjCoc1o7wv+NHnKOHUEF/mKfS9j7VfFkuv9TL4HecXrbMF2V/JHJ9/kz64fE4LmMGZcHmZsdxVj0NzvS/o6lYy80eBHIwUucFXNSYznzWZB97aim2XclyX9Ljvm9yktF8wXVyfcVSW7+yn2Zm8Zi8CVEyPTbl/idql0mRVce4OfYiBeZCuaTTEZKhSqMdhaowf44v6E3dRBHtOArg3ZVjMMisOgUb0QB+50hb7K6JaGt17hR8NOg+9EK5rcSBD1EBW3g8FMvFDuU5yOfFmdsNlUcJ+iAlxmc4l+8Yr8reFgZuhO4m7q1lAnEkFj7ix9lvJysFznFV2TEuoENShuqhR1sGDfURXSe4PPLftKOpH5pWWj5titpS8kzPquTtgUjnibMWYZutF8YU4lGF6V6F7RFkECfzU0taV4a+g7zeUhQR8Maa3YRbmgb4uS9G1C3WuUU6RbTdha3MqR32l8FqGVzqSpDb3K0QcjHYQWkp2hOU1JdorBGuxBMwL5vSJY0TeGRKOiYhw1h6jIGzjscobcEepENHlRUW4UhzMr3NpetqM6LQagvRhHfGEm7BnglQThl1MnU0W8F0ORIMoUL+LJL53LD2kA+6sZn0Z1zIzsLivetAkm8e9whirSbnL2dU4Mivui4LqsqGzPp7fntFclL5wYTwZnjqa67Fbz05tHx0zH++s5m8wTOsNmQpjFIIamf5K+z1e3a6H8bHK6NmVTFcdraL/JRT9tIqrTjKnF7qQjeLWfkd4bhiixMWbSTIdMjnuXWuwU2Hy3rrA3CaPT6FaT1PLcOsuxW0O0mnGQ74AbNPbecpjnaCOxKZtFCTsxjow6wYUUuzM4Ulxq0VuLbRQ+A18pPqvPYZOSNApXyb5sqyfUnCIeDNukRG8sbjKf4BW2VbyoV5iN5e60pG3E0Oejoh0SlIrsrmb8IHmO85rN3UzuS3vLj8rH0l2dgtvtm4yv0hO0CQyXpZhFBunoXQ6G2BjUqPksOcO/nfTjtzldmvPDoOkmE+BwSNmUJe4m5+deTSkPhnnyPvVlxRe9xdhA3ybcZRX/aP4xP7664AMzYq+20PUSzZIk6K5DnawpvwQ1jKhhxLQ9VdOjtnv06Yp4v8XUDWZewfaADUIYSb6+lnuFc5iul0gZpcQssijh8xfo1ZKsbolpQvG6hd2B/AsPw4hdVKhuwCqFbnpU1xPrRgwm2x1KG9CK/P6Af3IiiMrFjOLFHkaHuzgleXn7L1Gu/CU9fk0W+dWFYGa9MIBtFGai1/RGrO2jpAaQWseAuGGNDmgrfMWYSMSCNhNX0QrWyntNVBODdLoIRx3RNpBZR58YikRcww+PB3Raaj2dCcKFn5BEVTLAxHfMrDu6ho+sUDONNpKADwpCPF7EjZk4pRO79BgPYSxFMrI3GaMOx1gOYiDoSJJ4cuPIrUREGBNIrT+6i5PEU1rJEjvuQ0VGLW41O7mfjZHjZUwgMx5jwhH3ZLWgvKJRIrw1MpayJkhUoI7kxmGsn5BT8mX2SAiq1cJStdP7MyZg9Lsv/MN7fYgwYEJhKSUjoYef++n3jI5iLNMyJn9gEj0wd60SgPkDQg84Ho+HfchN8d33K0ZhqgqDdxpDxek1aX7p9zLjZHsPLzcJx4BiYz2p9SSpw5nkiJuyiZPA0yg3bp16lIlC57BazBUoymxgbyUI9SHj0aeRmEZUKjdbjCJNHaOVf0tTz4BwbGOU1xjsRM1KAibxJImcP10mI7cscdjUMSYWvCxsRl88HH4Z/z4wYKdzgyPdXtB63mthA08OSsLk0FSgUEQ1fe8jUhDrh4MtQn6YaC/+HQs2Tvt8YB0LK3hiyT5IaH7xWunfGSmmHU8bfngP6ohtZnpPZhDihPIK7ZFCywk/V0UxkrjRkE5oP+VAORlZaSfjPqXleT4RXJ1ygFNCb3GKaGT/IP/+i/siTtsc1ZGDHOGIEtS9QuVxcg2LEefBOIJX2MRhbfilrnuiA/fm3d+dNxySMOkP/fFccF6jbJy+D4oyGymTUfSDViQA1gq2L7UP56WMwvMpSiu1HjV914PRmGk/3knOamHH4/bHRJ6XTNckpSx9Mn0ZHvCJhuk4CObM9GKgilqh3YQCdBNZRMv3QnuO3xk1MYsfxoaME5FJTZ+rU6DF6OS8nNBmgNELxk95jvIG+ayV7HuU/UcTiYMWjfg4PeeBIe4BJna2ks/fOMFG6imDT0XonIw1nRN8ZOw127Jg6OU6rBvDrpZYmdhKxuyDyzgckun+ETGNomsSuY42+pddw6k5uoa7OsV2irERJ3HwirZNGbspL7czjAqhDHWycImD4aqZYxrNmCa4JBAPljEovm7W4hSfacwwoooclWcQI6rIhRc8jBCjFHBao5qeuJgJUm45l4toiMTlTBi/WUpME0HJFZno+pbiGo6Zxc8ykrMTojWw2cNqjvJB9qsU+EnyMDpiZlCbUZzGaQLDCFUh2+564lzCrKPR6G0U13OZo3yQDuS/BY8IxF93BH91Idj0CUOfEFsRug6jxXWWTgdZtRXQdJJ15ztDaxJCYzn0GbrVEow6GJo+xXeWPqgJej6B3H8hUDooiR/pWlm5PfB0nRNjSQiaRotezjSSjh9ay31XoBqJKXH+FzjDoz7qlEyncXVyjJLpugSrhSowjobQWoKJNImMsIbesu2ESOF6S/BRtFlekXaiKdz0BfWQolSU1xIUrrdTLJHivi9xXUJIgtyIQPiqRuJz3CBRPKGxDBr2/bsLhu40TZcyHlK50TcGN91Z+8TK7/WG7ZAzdAmxsYwRKXIGQzCBuk8lyqJKiY2lmz7T0Fp6BZtUIhWiU9RZim7Nu+M/ajatdHb7UbSBTZ+gFGy7yNBb2c7EHvWt4W6oJGpmsByGjLZPGduEOk8ZeotqLF2WCu1h0HRTJtw+TemMlUy+WuOMYbAWOi1ZdZ3F2cB9V4i+MCroDaqZgmczzThq6f4dLPZ++kor6EeNOchF+pCVop0ygjm0ncRWmBGu7xao2xTbKnwuURnpDobRMA4K28tNp48Fxa1mCAn15GoftXx/vY4Ud+IOjiZh7DWjlaia9MYQLVzPFoRNSnYrWWe7sjpqLX2uibnHa41yBvKpcFXIuEtH8nykyET3NaiEOBh04Qitlsw3I8W0z4yg3wrJzHNFnPIR5QaLFeZwmo/0+ZSdCMzLnkNVEouAB2LhcYXczGMaRReYivYr5NKRedC9JZkjpBkxC0SrhN2aiEvZ1qLti1qqOXuQ+I9kL9Ej6SYSjGI4JKR7iQMS3aDG1hGbqyk+Rk2dIIPTgrfSjcT4JDvZn/KQ3UW6EyPBwo0iKmEW2+YBl6XwQyTaqaiI4j5F6aNjdgwc0ZMEQ5+nDBN7t01k8ZYkHnWwbIuSJPESGVQbRpXhkoCaFmfKRKgtXQScZuM1zmveFgs2+wLTaNp9hmqsRL44TXCaxR7u9yXjINxgDglOgdoLs9oZK+HDUXG5nlHvc7le7Cw9sJmY3cFp1C45Ih/1oAiaY+C2c4b0oUhWoEbQ4V2NH5ToK/WoGJwm7aeImEH+ky/wVOAFcR8rr/B60vA5TXCQjIowGqyTeCY1yGs3g8I/FIJOXMjBICHs3qJHef6DblMPgpgjgB0U/SCYUD1tTwXBG/ZevgPCEZdYI+cejomR4xDE0KWCkmM3cIxMU04J5tQBo/DE9TgVw1OKhBtFJ6lHiF541jg5rihZuPFwz+unRb0DN0VKEUS+pMfpGCBd79hLoRS9lkKsbiUeKUZi16GWC1BKiq5+kGJwPUMlFnW3JTpPPFlKrEvdwLySiBgfUPua6DyqzIldD1mKantJAADoelnbWQPOM6xz8q+v5N7VD6imI+Yp5vYgRWnTQ2Kh7VFDe9w2TsxGphmIaYLeC6TAP1lgtvtfVXr8f/eI8dcdQf6CQvC7F2+570ve5Av+6uOX3Pclb6s5Z2XNjzY5djHw7Yu31GPGYUxZ5y1X8xnfPX3L/1nn/Mb5FVfVnG8s7vgiO2GWDEckUmI8u06KjbpLyRLHt88u2QwFs0RUu4O3dH4CcUfNaV7zYr/iOp3z0aM7Nm3B756/5B90Kd999JZUuyN8/fPkDB9lTNwcMs5PDsQoYPAP13dcFDu+rE5JjGfTFWgVeVztANj2BR8vbng9Wx5Do12UC8iL9IRPnlzxO+tX3A0Vifa8nK3ENbz4Zdfwg2MwN46AYj9k/6+u4Wfllp/np6yzhp8lj/jW2RVXizm9s9RdekSWPTgPN13B7599hdXh6Bq2OtA70TV+NL/lR8ljPlre8ml6ziLvOC8OvJ4vmaU935jd8Xl5Rj2mPJ1t+WF8yl97/JLLds59V/BXTl8TombvMk7Shs1QYLXnJG34cf6Yw5hSJiMXxZ4vyhP+1vonaBXYDQW/tXzNl7NTvpyd8M3VNZftnLeLOU8XO1qX0IwJ52VNqh2P8gOpdvy8OuOn5hFnVcdpWXNdVzyZi6Yw0Z7fXr3m+8azzhpeH5Zc387pywRsIFv0ghxLcoY8EQmAFiPLUCb41rA+ObBLSulAAeM+wc2FNX223nOnA2OToJJAX0r8SygDajEwDmIySlY9bQTyQLmUkPQ0dcf8yBYJio6lJ1v0hKnjMZCDDZwtazYq0luBuOaLnvPFgRAVr4sVHz29YdPm1G3G8/WOKhlItePzuzNmec/HyxvO0wNvuiXX3Yx9n/GoOvBmtRBN2qQZu5zPKbLhiCX8Kj/lW0+ueLlZsSxbRm84KRrO8prPZmdU6cCmzfmDx1/zP21Lnj3aUPcpy6LjdbVA68h7ywMvyzXr9YGzsuGmKdnXOd86vwNgnTf8iXrGs9We3htuNzOqYuCwz6nTSSM4cbeHU0jXnZhovEIFS/vUsXi8p66X+JVjONHY5cDBF4wrJyPNRC7YOvWsqo762Qn5ezuhbpSCwotA3RWEZy2uswwPZiivGO9T4kw6Gjrx2FTCwOPkXI6Fl9fjFSxG0QhGMIXj20+usDrggiY3os+b257vm/f45uk1lR1ofcKPJ01aZhyFlapylvT8dPGI07KmGVMelXuelxu+V30NwE+LR1zM99y1Jd9Y3jF4ySn9bPOcP3zvKw5jxizp+XRxznlZ8+ZkwSLvjtel3ln+/Sc/4Qfle+IaXq24mB9YZ/L5dz7h9WoBTJrpLqHMHPUuJzrN7z55ww++8SF2NaB0kIB0IxQhgDRxtF1C16R86+k1n/oLqmUreao7yUg6udhxlyzQmScvB/oupcgHmnnBsyf34rgN53zw/IZX+Yq2tZQrCWnezyqKZSdIw3nJ0FpU5klyx9959BM+/+CctrXYwqF0YOgSQcz1Isl47+Ke18WKLB+kcQH0g+FvPf6U/+69Jd95csWuz6mHhI/XtxzGjFR7fmwu+GvPX7AZCu5WJXWf0tQZ3332lrfLueR+RlmwPX1+h1GRV/nqSLqKQbFYNzRNxjAYvvHshq+TEy5O91yXc7Ji5JPzG3Z9zhg026agzAbuFxWP15JQoYC/evaCv/f+jIvVgSoduKtLssTxN08/lUzeLzvCs0fiGh4DavSMs5Tkckf9G+eoCOUPXxFPZhy+uaT60jCuc5L7juHpAp8Ziq82tB+sKL64x51U2Js9UWviaobe1lPXN6K+foP/5D30rmV4tsRueuqnKfmXM/rna/TgiVoRrSbZdHRnBWgl5BCjJfTaaEJqaZ7PKP/3HzP+3jfJPr2k+43H5D95Q/pmR/j42b9K3fLrx7/mx68sBLWKGCUjSk1EKxkT6ml86EeN1e9GjnoahVj17u/y/3cVt5p0PD5ojJbAUwBrAlZ7tIrkZsQFg5viFwAe3M0Pxg2NaG8yLUQNkMR/q0RXFaaAsIcxptHSJRtHKS5rl9F7CTXuncUaL8YUIr0XsfYQDL2zhIkMMk4Zbr23EqDsUgoz0jsrRaiXC4eazC2dswQzhWYDnbPoaX+9k0PvvGxvjKKJ7HzCMEh0zsNYKUaJrglR0bgUHzXtKK+hd5bBGelwesMwxce0PmH0ms7Lz/2k3auH5Pjz1iXy+97ivaJ2Kb23HLqMIVh8VHQuoTdyLA4uI9OeIRjaISHRgd2YMzhLEzLu+orRG3Yu5zBmDN6wHzMOQ8bohZ/6wHtuXUKPZZ6IgageJSy3d0aO75jQe0s9pOTW0QdL5yyNSWmGhKIaaKLCpmIceFQdMDpwFytiKtKD1axlpyODtSyLDhc0RkV8VDRR4VuD1/C4EiNRjEoYrFHCcJmNFNXAYC0uMROBJSGf96yrljYdSa2ntjIW37UWgiKZDczLHjsVZrej6AWfzHeECBtfEYPifHHg7Z0sHvRVyotkLV3hQfPSSfB3mjoOtyWHTI7zi6znti5pmozoFbsmp29lbPUwoXXblL5IOTSZhFpfZ3yZnNDfFnTLhDAYdqVoRe9v54JHbBP+afIUfZnxRi0Jo2GfFYIkNJHXzqBuU+7jjG5IaHY5qrF8EU8xNnCTl/Q3Ba+moHc2CbsqwRRioIkGaS/ZINSJX3iERLqLWsVpFPlwzqt3o8dpehO9Or5P1NS9QcarU6qGbG/K/CNM15yjlmHSiE4jfaWla/vQLcNLt+k42p7+fxgyMiuFkdUBHeJ0jhkGL+fq4A3DaBmDJjESKq9V5KarJMbKJYSocMGwHQs0gcEb6jalLy0+qOPidwgyqhyCpfMJqfF0Q8KtKumdeXdeeCM8dS8Mbxen8H5vpmuG/Fm0gkY0up1E5sRWMkmvmjmmNrh00jZMyMTeiazCZQZXJ6hec9eWxM7QGNEvq1Zcy4cmRzVG6EtKJg9dkPzKbSuB26qWPz9sq8uE6KQ6Q5ek0q2bfhaddB/f9ktcY1GdwUWOr89PQe8xDWzaHH+Q/T1MmQiKl92K2FhumkomJEFxGDOaMaXXEsZ921W0LmHX5BLOPci1qO5SQhCZjeoNhy7DGi/vWcdjzFA/WPykPz/0GaGX8P3gZDqyH7KjvnoYDIkxskCZ0jOcN9Quw4+ixwZoOpk03Y8V2z5neTGTMfsYUIPg4kwtI2HbSXZfXFTo3pFuJF5GDwF9v8dajR4sOE9616G6Hu0K6fZ5KSpjJlM4jCZONBGswW56dD9SvR5QPqAHj6kHGR+/3jI+WWAbJ13OXSOmi6mg1LuGdJ+hz09RLhLrBu2CdB+bDpUn/Nvy+PVo+C8ii3iDj1KIBBQuSkHhgsRXKCMFz0Mxd4SaB3P8u5hypIhxD9uaxNU+aEKUC76Mdc3kFp5oJfGdw/ihIzc+7AuFD4rWp8f2/hgMLsrrO2rJJs2Un0bGcdKOdN7S+4eTUV5H6xKMCvTeUPv0mHn30Fn0QVaBw3Tydt7Kitxb1JgJiWXa8c4VxxwqeHiPhhClmH3QQA5OcFKHMZMC0Vpi0Ed3bT/K+PrhwtF7O2H6tOSNTRf53klh/FA4dt4eC8uHz8KqQGKkuNaIJtAaL4X69HOt4i+htPQvFPW5GdEqTMW/7C83I0pFEuUo7cAhZmTaYSfHZKr9UXv4sAI2WjqlD68j0Z5ESzFlHwp9HTDHfQVCnBYMWvSdm30uI/FRczDyXrb1ND4ehJCw1ZG+FWnDbp7R1MKWVnA0kZhac9nM6LsE104X9daKjsdYWhMJvXQEt2kuI2uVspmiepKpI6iUGBJUUIx1ymEqNADCQWI1rpuK3b4kNBai4vZQslo0OK+5XyScLWsOWUbXpqyXNeXU5XsxGops5Ml8x0W+p0oW3KSSe3ZaNdzaksz648LqPiqyfGBRdsSouFxknC1qrrymKntcoVmXLYusY3CWKhvYpxnvzTe8Xp2yXjb0o6XMRu5Esspy3nBXJ8LJnTUoBY3OOF/LiGedt2wW1fH9bGNJVozSvUFGsFEjMSpMesQAhIeRngj5lVci65g0kUe95C9oGEMQgpBycu/xUcZ6AXmeHhTjNNZjut7EINt+MACEwaCzKNzuh+LSTWaDh335d39OjMeocLx+yTkhi2RgWijHY8c5REUyFbSLtONKzzA6yGISRaodAVlIp6k/Lnit9tio8ZNw82G7GtH7zpKBdkiO54UJGhcVmRa9shS+D8Xvu2ugUpEkcTJ2nvjHQYkgNzFeRq1GdNdRK3FOG0HkaRPABuKo3i36TZRcSCRix5jAOBX7SiHnmYZg5PXHKAW21iJhiDoiSoFAVBEz6bR5+G/qAGfaHZ+PRiJzlH73bxO9RV47kMi1jEGRTdegh2uGTQOrtJVjrh2vsyXnxUEWs14Wt95rlmlLU4pxJ0ZFk3nmeU9iPNtMdJd+kviUucT9OAWrouUuq0RznBak2cg6k/zXh/tmmQ3UxUiRuOkzHzlJa2zmKLOBMhkZvSZPHM+ye9Z5S7j1qLO1hLVHWdyEyqL3kwzEKOznW+L7F4wzS3L3/7Rzx7gJxFAQhuft2iyJUABtFZEDcWTukitEoUGBZe19KUxBlYaIoPj/TuByrLHnS1KUdzNNsS3D3Slr6kKph9MkO5bWzWOQHcoZPSXZMMjfXmXHQbkvofDURz29l8FpnwV5Y8qrZ7WHs8blXM14ua2lJDud5THIu6jctfLPvbRZSyFoaptSU78srh6nPwCq4Z93BAEAAP4jM9tJunXd+sPdt79xnr9CEAQAAKjUY/zhBgAAwN0RBAEAACpFEAQAAKgUQRAAAKBSBEEAAIBKfQNdceu0FeboYQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.axis(\"off\")\n",
    "\n",
    "si_row = np.argsort(y_test[:len(dist_mat)])\n",
    "si_col = np.argsort(y_train[:dist_mat.shape[1]])\n",
    "plt.imshow(dist_mat[si_row][:, si_col])\n",
    "cbar = plt.colorbar().set_label(\"Example Distance\")\n",
    "plt.xlabel(\"Prototype Images\")\n",
    "plt.ylabel(\"Test Images\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.axis(\"off\")\n",
    "\n",
    "si_row = np.argsort(y_test[:len(dist_mat)])\n",
    "si_col = np.argsort(y_train[:dist_mat.shape[1]])\n",
    "plt.imshow(sim_matrix[si_row][:, si_col])\n",
    "plt.colorbar().set_label(\"Similarity\")\n",
    "plt.xlabel(\"Prototype Images\")\n",
    "plt.ylabel(\"Test Images\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "same_to_same = np.zeros(dist_mat.shape, dtype=bool)\n",
    "for i in range(10):\n",
    "    cmask_row = y_test[:dist_mat.shape[0]] == i\n",
    "    cmask_col = y_train[:dist_mat.shape[1]] == i\n",
    "    same_to_same += np.dot(cmask_row.reshape((-1, 1)), cmask_col.reshape((1, -1)))\n",
    "\n",
    "same_to_diff = np.logical_not(same_to_same)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tim/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "/home/tim/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:2: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(dist_mat[same_to_same], 101, alpha=0.6, normed=True, label=\"Same Digit\");\n",
    "plt.hist(dist_mat[same_to_diff], 101, alpha=0.6, normed=True, label=\"Different Digits\");\n",
    "r = np.linspace(0, 80, 101)\n",
    "plt.plot(r, 0.15*sim_kernel_np(r), c=\"r\", label=\"similarity kernel\")\n",
    "plt.xlabel(\"Learned Image Distance\")\n",
    "plt.ylabel(\"Probability Density\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tim/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "/home/tim/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:2: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(sim_matrix[same_to_same], 101, alpha=0.6, normed=True, label=\"Same Digit\");\n",
    "plt.hist(sim_matrix[same_to_diff], 101, alpha=0.6, normed=True, label=\"Different Digits\");\n",
    "plt.xlabel(\"Learned Image Similarity\")\n",
    "plt.ylabel(\"Probability Density\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is clear to see that the learned embedding has indeed managed to locate images belonging to the same digit much more closely together than those belonging to different digits. From the perspective of maximizing the probability of the target class it would be ideal to have the similarity of all non-similar digits be exactly 0. However due to our slowly decaying exponential kernel nearly all images have a non-zero similarity to each other. For the reasons that we discussed in the kernel section above this actually leads to more robust training of the model. Though what the choice of optimal kernel might be is very much an open question both in terms of functional form and/or any associated hyper parameters."
   ]
  }
 ],
 "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": "2018-04-06",
   "description": "",
   "link": "",
   "slug": "skm-embedding-of-mnist",
   "tags": "machine learning, MNIST, SKM, embeddings",
   "title": "SKM Embedding of MNIST",
   "type": "text"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
