georgehc/94-775, 95-865 Clustering I.ipynb Secret

## 94-775, 95-865 Clustering I.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 94-775/95-865 Dimensionality Reduction, Clustering, Cluster Interpretation, and Automatically Choosing k\n",
    "\n",
    "Author: George H. Chen (georgechen [at symbol] cmu.edu)\n",
    "\n",
    "In this demo, we go over a number of topics from exploratory data analysis. For ease of exposition, we work with *structured* data in this demo that is already in the format of feature vectors. We do the following:\n",
    "- standardize the dataset (per feature, subtract off the mean and divide by the standard deviation)\n",
    "- reduce the dimensionality of the data to 2D using PCA and t-SNE\n",
    "- cluster the lower-dimensional t-SNE data using k-means and Gaussian mixture models (WARNING: in practice, typically people apply clustering to the data in the original high-dimensional space, possibly after the feature standardization, rather than in the lower-dimensional space since dimensionality reduction results in information loss; however, we present the demo by clustering on the lower-dimensional space since it's easier to visualize/teach the material in this way--you should definitely *not*, for your future endeavors, default to reducing dimensionality first as you might lose too much information before clustering!)\n",
    "- illustrate some ways in which you could interpret the estimated clusters\n",
    "- automatically choose k for Gaussian mixture models using CH index\n",
    "\n",
    "This demo uses the UCI drug consumption dataset:\n",
    "https://archive.ics.uci.edu/ml/datasets/Drug+consumption+%28quantified%29#"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We begin with some boilerplate code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "%config InlineBackend.figure_format = 'retina'  # if you use a Mac with Retina display"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading and preprocessing data\n",
    "\n",
    "Next, we load in the UCI drug consumption data (which we assume resides in the same directory as this notebook). Each data point is represented as a 12-dimensional feature vector. Even though some of these features are not numerical (e.g., gender), they have been turned into numerical values (see the documentation on the UCI drug consumption data for what the numerical values mean for features that were originally not numerical)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import numpy as np\n",
    "np.set_printoptions(suppress=True)  # somewhat prettier printing\n",
    "\n",
    "drug_data = []\n",
    "with open('./drug_consumption.data', 'r') as csvfile:\n",
    "    csv_reader = csv.reader(csvfile, delimiter=',')\n",
    "    for row in csv_reader:\n",
    "        # row[0] is an ID, which we ignore\n",
    "        # row[1], row[2], ..., row[12] correspond to the 12 feature vectors we care about\n",
    "        drug_data.append([float(x) for x in row[1:13]])\n",
    "drug_data = np.array(drug_data)  # convert the data to be a numpy array"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We next standardize the data. Note that each row of `drug_data` corresponds to a different person, and each column corresponds to a different feature. Here, the standardization done subtracts off the mean of each column and divides by the standard deviation of the column (so that each column has mean 0 and unit variance):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "scaler = StandardScaler()\n",
    "drug_data_normalized = scaler.fit_transform(drug_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dimensionality reduction with PCA\n",
    "\n",
    "Next we use PCA to bring the dimensionality of the data from 12 down to 2."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=2)\n",
    "drug_data_normalized_pca2d = pca.fit_transform(drug_data_normalized)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the 2D PCA representation (in the second line here, I ask for the two axes to use the same scaling, i.e., you'll notice that the grid lines form squares):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-4.78344978548775, 5.246089512309561, -4.966350764806713, 5.092194624575609)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(drug_data_normalized_pca2d[:, 0], drug_data_normalized_pca2d[:, 1])\n",
    "plt.axis('equal')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To figure out what the first principal component corresponds to in terms of the original 12 features (how each of these 12 features is weighted and added to get the first principal component axis), we can run the following:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.30814595 -0.24522535 -0.21510942 -0.36956402  0.10774476  0.21829237\n",
      " -0.05229747  0.27205377 -0.24354739 -0.33911344  0.40360201  0.43456227]\n"
     ]
    }
   ],
   "source": [
    "print(pca.components_[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the above output, we see that the first feature has weight -0.308, the second has weight -0.245, etc. Adding the original 12 axes with these weights yields the first principal component axis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For example, to get the first (i.e., index 0) principal component value for the 0-th person, we would write:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.8930274971636388"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.inner(pca.components_[0], drug_data_normalized[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that the above value is the same as the 0-th coordinate of the 2D PCA representation for the 0-th person:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.8930275 ,  1.25166012])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drug_data_normalized_pca2d[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can similarly figure out how the second principal component is obtained from the original 12 features:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.09329346  0.01478971 -0.17640044  0.03786158 -0.05526341  0.44066646\n",
      " -0.59335285 -0.38671826 -0.22543    -0.33520093 -0.13581118 -0.2793642 ]\n"
     ]
    }
   ],
   "source": [
    "print(pca.components_[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Try for yourself: take any row of the original normalized data `drug_data_normalized` and, using the weights above, figure out its coordinate in terms of the 2 principal component axes (doing this for every row should yield `drug_data_normalized_pca2d`)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unfortunately, by doing dimensionality reduction with PCA here, all we get is a messy ball of points, which isn't readily interpretable. Moreover, the explained variance is quite low:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.24249161, 0.15598527])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca.explained_variance_ratio_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dimensionality reduction with t-SNE\n",
    "\n",
    "Next, I apply t-SNE. Note that the code is nearly identical to using PCA: we import the nonlinear dimensionality reduction method we want to use (`TSNE`), create an instance of it (which we name `tsne`), and for that particular instance, we do `fit_transform` on the data. **Warning:** t-SNE takes way longer to run than PCA."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "\n",
    "tsne = TSNE(n_components=2, random_state=0)\n",
    "drug_data_normalized_tsne2d = tsne.fit_transform(drug_data_normalized)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotting is done just like before, except now we use our newly defined variable `drug_data_normalized_tsne2d`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-123.73337881710366,\n",
       " 106.50072806026773,\n",
       " -105.25204831980184,\n",
       " 124.65981656931356)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 385
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(drug_data_normalized_tsne2d[:, 0], drug_data_normalized_tsne2d[:, 1])\n",
    "plt.axis('equal')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unlike in PCA, in general for nonlinear dimensionality reduction methods, the axes aren't as easy to interpret. Each axis here is no longer just a simple weighted combination of the original features. In terms of interpretation, the main thing here is that points close to each other are more similar, and points far away from each other are more dissimilar.\n",
    "\n",
    "\n",
    "However, with t-SNE, we are able to get some distinct blobs that appear. Could these blobs be semantically interesting? Possibly! (And possibly not!) Let's try to figure out what these clusters are..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering using k-means"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the visualization above, it looks like there are maybe something like 6 clusters (small ones in the top left and bottom right, and then four bigger clusters in the middle). Let's try k-means with k=6..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-123.73337881710366,\n",
       " 106.50072806026773,\n",
       " -105.25204831980184,\n",
       " 124.65981656931356)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 385
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "kmeans = KMeans(n_clusters=6, n_init=1000, random_state=0)\n",
    "kmeans.fit(drug_data_normalized_tsne2d)\n",
    "\n",
    "kmeans_cluster_assignments = kmeans.predict(drug_data_normalized_tsne2d)\n",
    "\n",
    "plt.scatter(drug_data_normalized_tsne2d[:, 0], drug_data_normalized_tsne2d[:, 1],\n",
    "            c=kmeans_cluster_assignments)\n",
    "# - `c` specifies how the different points should be colored (here, I set it to the\n",
    "#   cluster assignments so different clusters get different colors)\n",
    "plt.axis('equal')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These clusters don't look very good (they probably don't correspond to what you thought should have been the answer). In particular, the middle four blobs get cut up and assigned to different clusters."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering using a Gaussian mixture model (GMM)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's instead cluster using a GMM. A GMM is going to be in some sense more general than what a k-means \"model\" can capture. The fitting code is almost the same as in k-means. Since fitting a GMM takes more time than running k-means, we use fewer random initializations (200 here instead of 1000 earlier; you could of course use more random initializations if you have the computational resources to do so)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.33363376 0.21704682 0.15619298 0.15387196 0.07126722 0.06798726]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.mixture import GaussianMixture\n",
    "\n",
    "gmm = GaussianMixture(n_components=6, n_init=1000, random_state=0)\n",
    "gmm.fit(drug_data_normalized_tsne2d)\n",
    "\n",
    "print(np.sort(gmm.weights_)[::-1])  # print out probability of fitted clusters in decreasing weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 54.50303566,  38.97564822],\n",
       "       [-34.51133125,  47.80127569],\n",
       "       [ 37.14770014, -43.2038937 ],\n",
       "       [-69.77370416,   2.2911948 ],\n",
       "       [  4.75752291,  72.60308299],\n",
       "       [-58.32567878, -42.57109986]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gmm.means_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we plot the GMM clusters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-123.73337881710366,\n",
       " 106.50072806026773,\n",
       " -105.25204831980184,\n",
       " 124.65981656931356)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 385
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gmm_cluster_assignments = gmm.predict(drug_data_normalized_tsne2d)\n",
    "plt.scatter(drug_data_normalized_tsne2d[:, 0], drug_data_normalized_tsne2d[:, 1],\n",
    "            c=gmm_cluster_assignments)\n",
    "plt.axis('equal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 3, 5, ..., 0, 0, 1])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gmm_cluster_assignments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A sketch of how to do interpretation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above clustering looks better than the k-means clustering. Note, however, that we have not actually carefully checked yet whether these clusters found are actually semantically meaningful in any way. To do so, we should look at what sorts of feature vectors land in each of these clusters, and interpret these clusters in terms of the original features (recall that these include psychological measures, level of education, age, gender, country of residence, and ethnicity--although not in this particular order). For example, if we wanted to carefully look at what the original feature vectors are for all the individuals in cluster 2, we would use the following code snippet:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.49788,  0.48246, -0.05921, ..., -0.00665, -0.21712, -1.18084],\n",
       "       [-0.95197,  0.48246,  1.16365, ...,  0.58489, -1.37983, -1.18084],\n",
       "       [ 0.49788,  0.48246,  1.98437, ...,  1.30612, -0.21712, -0.21575],\n",
       "       ...,\n",
       "       [-0.95197,  0.48246,  1.16365, ...,  0.93949, -0.71126, -1.18084],\n",
       "       [-0.07854,  0.48246,  1.16365, ...,  0.93949, -0.21712,  0.7654 ],\n",
       "       [ 1.82213,  0.48246,  0.45468, ..., -0.65253, -0.71126,  0.07987]])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drug_data[gmm_cluster_assignments == 2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For example, we can plot out all the cluster centers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Feature value')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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vSkY1gDdoPa5YaLClewSzFKenpxUKhZpcfbJEIqFotFp2tVQqaX9/3z+XHK1nKhYzE7KMiCSpYGdUtHNtvR+AyytcXJLplSVJTmhYTnj07IsNU3Zkwp+SrQgAAAAAaAdBRQAAgIDNdVvF6Nf9+cJob0qfSpJhGCeWQE2O1IOKuYyUjNXfJ1OgBCpw1bRb+vSQ3VACdb0jewIAAAAAXC8EFQEAAALevbMvZ+Atfz431FrpU8/ztLS05M/n5+ebXH26k4KKff2mwhFDklQpe0pYN/1zWUqgAldOJP+2P24nqOhEJv2xVSJTEQAAAADQOoKKAAAANcWCq7XdNySzWmKwPzSpRHSqpXtsb2+rUChIkmKxWENfxHYc7at4yDCMhmzFUKUevMwWyVQErhLDyStUWpEkeTJUjt9u+R6NmYoEFQEAAAAArSOoCAAAULN0tyw78Q1/PjfUeunTYJbi3NycDMM4155OylSUGkugevvB8qeL53pPAJdLpHBHhqp9Xu3ojDwr3vI9Hgoqel7H9gcAAAAAuB4IKgIAAEjyXE+LdwtyEt/0j00Ptlb6VOpcP8VDIyMjMs3qV7bd3V2VSiX/XHIk5I8LW+OyjEh1bGdUtHPnfm8Al8N5+ylKkhsakmtGJUmmW5Dp7HVkbwAAAACA64OgIgAAgKQH67by3j0pvCtJiloJjcYfb+ketm1rZWXFn3ciqBgKhTQ8POzPt7e3/XEwU3F3RxqK1d+PvorAFeF55+6nKEkyDNmBvoqh8vp5dwYAAAAAuGYIKgIAAEi6d6ckJ1D6dDrxokyjta9K6+vrsm1bkjQ0NKShoaGO7C3YVzFYAjUWNxXrq5ZXdR1pwFjwz2UK9FUErgKrsi3LzkqSXCOiSqz9hxWcQAlUq0RfRQAAAABAawgqAgCAa6+Qd7WxZssZbAwqtqrTpU8PBfsqbm1tNZwbDpRADZXrQcVskaAicBVECvXSp5X4Y5IRanJ1cw/1VQQAAAAAoAUEFQEAwLW3dLckN7wpL7YmSbKMsCYH3tP6fZaW/PH8/HzH9ndSpqLUWALV3asHMjOUPwWuhHAH+ikeaix/SlARAAAAl5Sd7/UOAJyAoCIAALjWXNfT0t2ynMR8/exIAAAgAElEQVQ3/WM3+r9LITPW0n2KxaIePHjgz2dnZzu2x2Cm4vb2tlzX9efBoGJhe0yWEamO7YyKdq5jewDQA56jSOGOPz13UDE64Y9D5Q3Jc5tcDQAAAHSf8c7nZf7lJ5Vc/nVZ5QenLwDQVQQVAQDAtfZgzVax4B3pp/hSy/dZWVmR53mSpImJCcVirQUlm4nH4+rv75ckOY6jbDbrnxsKlD/dzxkaitazFbNkKwKPtFBpRaZblCQ51qCc8PgpK5rzrAE51oAkyfAqMu2dc+8RAAAA6BTDOZCx9WeSpEjxXY0sfVZ9mT+SPLvHOwNwiKAiAAC41u7dKcmzDuT217OB2umneFGlTw8FS6AG+yqGw4YGBqtf6TxP6jfqfRUz9FUEHmmR/Nv+uNz3hGQY576n09BXcf3c9wMAAAA6JVRubPdhyNFA5g81cv9XFSounbAKQDeFTr/k+kilUrOSfkHShyWNSlqT9CVJn0qn09lma2vrf0DSV8/wVvPpdPp+YJ3X5No/T6fT7z/DPQEAQIvyB64erNlyhr4lGdUygCPx24qHky3f6/59/z/tmpuba3Jle8bHx7W4uCip2lfxqaee8s8lRyzt71b3b5XqAc1sgaAi8CiLNPRTfLwj97QjN/ySqqHShsr9z3bkvgAAAMB5WYGgoidThqo/54bKGxpe/pwKQ+/XweiPyDOjvdoicO0RVKxJpVK3JX1N0oSk35P0lqT/TtInJX04lUp9fzqd3j7lNouSPnXCueck/bikN4IBxYB7kn7zmOPLp24eAAC0ZeluSZLkDNZLn860Ufp0d3dXOzvVMoKhUEhTU1Od2WBAsK9iMFNRkpIjIS0vViRJ7u6cVK1uqAzlT4FHluGWFA48jV2OdyqoOOmPyVQEAADAZRKq1IOK+eEPyrViGtj+sgyvIkOe+nL/VdGDb2lv/MdU7n+6hzsFri+CinW/pmpA8efS6fSvHB5MpVKflvSypF+U9LPNbpBOpxcl/fPjzqVSqX9bG/76CcsX0+n0sWsBAEDnua6npbtleUZFzsCb/vF2gorBLMXp6WmFQp3/ihUsf7q5uSnP82TUSiEmRyz/3MHWuKxERI5XVsHOqGjnFAsNdXw/AC5WuHDXfzK7EpmSFxroyH3taLD86UZH7gkAAAB0glV+4I/t6A2VBp5Tqf+7lNj8kqL571SvsXNKrv2WigPPa2/sb3bsezKAs6GnoqRUKnVL0odUzTT8V0dO/zNJB5I+mkql+tu8/6ik/1FSQdJvt79TAADQKRurFZWKntz+dySrKEnqD09oMDrT8r0uuvSpJA0NDSkcDkuSCoWC8vm8f24wacmofasr7BsajNT3kCVbEXgkPdRPsUOcyIQ/tsqbkmd37N4AAADAeViBTEU7XH2w1g0PKzf195S78XfkmvVfz8f2v67RpU8rtvuK5DXrLgagkwgqVv1g7fXL6XTaDZ5Ip9N7kv5UUp+kdnsb/j1JUUn/rklvxmQqlfqfU6nU/55KpT6RSqXoowgAwAW6d6csSXISwdKnL/rZf2fleV5DUHF+fr7J1e0zDEOjo6P+fHOz/sOWZRkaHKpnK/ZpwR9nivRVBB5FF9FPUZI8MyYnVO0ba8iVVT6twwMAAADQBZ4tq1L91bknQ064/vOvDEOlxAvaXnhZhcSL/mHTLWjwwReVXP28rArfa4FuoPxp1VO11++ccP5tVTMZn5T0R23c/6drr/+6yTXvlfT54IFUKvW6pI+m0+lvHL+kUSqVeuW44+l0WlJjLyac7LBkHX9fADqBz5TLaS9X0eb6jjx5Df0Un537QY0lW/v/am1tTYVCQZLU39+vp556SqZ5Mc9tzc3NaX292gMtn883/HM1NeMpl81JkuLe45K+Ikk6cFb55++K4PPkGillZNae0vaMkIZm3yeZkY7d3tiak2p9YIejeYl/pq4lPlMAdBKfKQDOLb8iQ9WMQyM6prGJqWMuGpNufFzuzhsy3v1tGaVqIDFSuKOR+5+VN/u3pKkflgzrmLUAOoFMxarDRkO5E84fHk+2euNUKvUBSU9LeiOdTn/thMs+Len7JY1LSkj6HklfVDXQ+JVUKtV6HTYAAHCib3+r+p92L7YsL1z9xXo0NKDJwWdbvtedO3f88a1bty4soChJU1P1H6oOg4uHxiai/riyU//qsLn/tgA8YnLfqo8Hn+hoQFGS1Ff/jDAKK529NwAAANCOQuBn3L7J5tcmv0ve85+SN/UheapWGzLcssylL8r4xr+QDu5d4EaB641MxbM5rIPWTnHmn6m9npilmE6nf/7Iob+U9LdTqdQXJf2EpH8i6eXT3iidTr/vhFOeJG1tbZ26WdSfquPvC0An8Jly+biOp2+/sStJsgNZipP9zyub2Wn5fm+99ZY/npiYuND/r2OxmD9eWVlpeK9QxPHHudWkrCfCcryK9ktbWl6/o1hoSHi08XlyfQw+eE2H/7YfhG4q3+H/z6POoP9UZXnnXeXi/DN1HfGZAqCT+EwBcF59mbsaqI296I2zfZ70f1Ch2SeUePC7CpfXJElGfkn6xr9QPvn9Ohj54c4/oAc8oqanpztyHzIVqw4zEU/6bdvgkevOJJVKjagaFCxI+u029vW52utfb2MtAAA4xvpqReVS9TkhbyjYT/Gllu9l27ZWV1f9+UX1Uzw0Ojrq93zMZrOqVCr+uYGEKav2uFi5aGowUt9LtrB4ofsC0EGeq0i+ngHdyX6Kh5xI/clvq7zR8fsDAAAArQpVHvhjL35c6dPj2bFZZec+of3RD8szqj8UG3LVv/P/aXTplxUO9CoHcH4EFau+XXt98oTzT9ReT+q5eJK/KykqKZ1Op1tPfZA2a6/9bawFAADHuHenLElywxk50WVJkmlYmhx4vuV7ra2tybZtSVIymVQikejcRo8RDoeVTNarsW9v1xvRG6ah5Ei9CEXcW/DHmeK7F7ovAJ0TKq3JdA8kSa7VLztySumnNtjhMXm1HwWtSkZyyx1/DwAAAKAVVjmQmRi/0dpiw1J++APKzH1S5fit+j3tjIZXP6/Exr+T4Rx0aKfA9UZQseqrtdcPpVKphr+TVCqVULXfYUHSn7V4379fe/31Nvf1/trr3TbXAwCAgIM9R1sb1SCgM/hN//hE37MKW/GW73f//n1/PDc3d/4NnsFhaSnp4fJSyZF6M3qzWN8PmYrAoyNSqD9JXY4/LhkX8CObGZYTHpUkGfIUKm+esgAAAAC4QJ4nK/idNHb2TMUgJzKmnemf1u7ET8g16+1D4nuvanTpM4ruvS557XQ4A3CIoKKkdDp9R9KXJd2U9Ikjpz+laqbgv0mn0/7jDKlU6ulUKvX0SfdMpVL/vaRnJH0znU5/rcl1L6VSqYcyEVOp1POSfrE2/Z0z/lEAAEAT9+7Ws3FCY/Wg4vRg66VPpcag4kWXPj00Pj7ujzc3GwMBwaCinZ31x9ni4oXvC0BnRPJv++OLKH16yI7Un/4Oldcv7H0AAACA05jOnkyvJEnyrD4pfI4qQIah4uB3KzP/j1UceC7wHgca2viChtZ+S2alnaKCACQpdPol18bHJX1N0mdTqdQPSXpT0vdK+qCqZU//6ZHr36y9Gifc72dqr6dlKf6cpB9PpVJfkXRfUknS05I+LMmS9BuS/u3Z/xgAAOA4juPp/rvVoKJnFlQM16uazyRebPl+xWJRGxvVXmSGYWh2dvaUFZ0RzFR8OKhY/2p3sDUuaywsx6soX9lW0c4pFjqpfTSAS8EtK1y850/LfU80ufh87OgN6aD6cAV9FQEAANBLDVmK8UnJOOlX7mfnhhLanfwpFQ/eVGLz92TZOUlSNP9thZc+o4PRD6kw9H0XUxkEuML4N6amlq343ZJ+U9Vg4s9Lui3ps5K+L51Ob5+8ulEqlRqW9JOqlkz97VMu/5KkP5T0HlV7MP6cpPdJ+n1JH0mn0z+TTqfJyQYA4JzWVyoql6r/SbVG35InR5KUjC2or1YGsBXLy8v+eGJiQtFotDMbPUUwU3F7e1teoHRLvM9QJFr94cupWEqE69mTlEAFLr9IYVGGVy3RbIcn5F7ggwBOoFdjiKAiAAAAeihUeVCfxDvbU7zc/4wy8/9I+aH3y6vlB5leWYmt/6Th5c/JKlG1A2gFmYoB6XT6vqSPnfHaEx+XSKfTWUlnasyUTqe/pGpgEQAAXKB7d+qlT8M33vDHM4n2Sp8uLS35426VPpWkvr4+xeNxFQoFVSoV5XI5JZNJSdWMyeSIpQdr1aBEzF2QdEeSlCm+q6nEe7u2TwCta+ineIGlT6Uj5U/5RQoAAAB6yCpv+WMv1tmgoiR5Zkz74x9RceAFDW7+rkLlahAzXLqvkfu/ovzwB3Qw/EHJDHf8vYGrhkxFAABw5e3vOtp+UA20yXC0b37DP9duUDHYT3Fubu5c+2uFYRin9FWsPzNmFgJ9FclUBC69cJf6KUqSEx6RZ1Q/LyxnV4ZTuND3AwAAAE7yUPnTC2LHF5SZ+4faH/lhebIkSYZc9We/qpH7v6Jw4d0Le2/gqiCoCAAArrxgluLQ/D1V3LwkqS88qmRsoeX75XI55XLVfgyhUEiTkxf3Q89xgn0Vt7a2Gs4lRy1/XMkGgorFxQvfF4D2GfaewuVqxqAnU5X4rQt+Q0t2uP6AAiVQAQAA0CuhSneCipIkI6T8yA8pM/8PVQ78PiBU2dTwyq8r8eDfy3CKF7sH4BFGUBEAAFxpjuPp/mI9qGiN1bMUpxMvymijAXwwS3FmZkahUHcryjfPVKwHFfNbEzKNavmWfGVbxVpjegCXT7D0aSW2IM+8+D6tTrReAtUiqAgAAIBecMuy7B1J1YfrFB0/ZUFnOJEb2pn5Ge2Nf0SuUf/uHd/9C40sfVqR/TearAauL4KKAADgSlu7X1Gl7EmSYv2Gsu7r/rlHrfTpoWCm4tGgYjRqqq+/+hXPcy0lQvV+j5RABS6vSBdLnx6yI/WnwENl+ioCAACg+0KVevUdJzwqmV18aNcwVRh6vzILL6vU/4x/2HL2lFz/HQ2u/Y5Me7d7+wEeAQQVAQDAlXbvTskf33hsSwe1siohM6bxvmdOWnYiz/Magorz8/NNrr4Yw8PDsqxqRuLBwYEKhcZeaMFsxZhT31+mSH8I4FLyPEXy9UzF7gUV65mKoRKZigAAAOi+YD9FJzLW5MqL44aGlJv8qHKTPyXHSvjHYwdvaGTp04rl/kLy3J7sDbhsCCoCAIAray/nKLPlSJIMQ/KG66VPpwbeK6uNJyA3NzdVLFb7K8TjcY2OjnZmsy0wTbPhfR/qqxgIKhqFeiYlmYrA5WSVH8hy9iRJrhmTHZ09ZUVnNAQVyxuS53XlfQEAAIBDoUBQMdjzu+sMQ6WB55SZf1mFwe/xD5tuSYOb/17Jld9oCIAC1xVBRQAAcGUFsxQnZ8J6UHzNn08nXmzrnkezFNvpydgJzfsq1oOl5Uw9OJEtLl74vgC0LlIIlD6N35aM7vyY5oaSfv8Y083LdPa78r4AAADAIasSzFTsYVCxxrPi2pv4cWWn/77scP1h3khxUSNLv6y+zFckz+7hDoHeIqgIAACuJMf2tLxY8eeTj+WVKdyVJBkyNZ14oa37Li0t+eNe9FM8FOyreDRTcWjYkmqxzsL2hEwjLEnKV7ZVpB8EcOk0lj59ontvbBhyovVsRatMCVQAAAB0l3VZMhWPqPTdUmbukzoY/gF5tTCKIUcDmT/QyP1fVai4dModgKuJoCIAALiSVu9XVKlUS/n19ZsqxuqlT8f7n1LE6m/5nrZta3V11Z/3MqjYLFMxFDaUGDz8ocfSgEUJVODS8mxFag88SF0OKupoCdT1rr43AAAArjnPVahSf0j2MmQqNjDDOhj9EWXn/oEq0Rn/cKi8oeHlz2lg8z/KcEtNbgBcPQQVAQDAlRQsfbpwO6LVvWDp05fauufq6qocp9qjcXh4WIlE4pQVFyfYUzGbzcq2G8uvBEugRp0Ff5wp3hWAyyNcWJLhVbOqndCI3PBIV9//ob6KAAAAQJeYds7/Luxa/fKsvh7v6Hh2dErZ2Y9rb+xH5dUqARny1Jf7mkaWfkmRg7d6vEOgewgqAke4nqPt/XdVcQq93goAoE27O46y29Xgn2FKUwueNg7e8M/PtBlUDPZT7GWWoiRFo1ENDg5KklzXVSaTaTifHLHqkwMyFYHLqqGfYt/jXX9/OzLpj0MlgooAAADontAlLX16LMNUIfnXtD3/skqB6iKWvaPk2m9pcP0LMmx6lOPqI6gIBLy69jv6jf/yk/rCKx/XxsE3e70dAECbglmKUzNhZe035NaefhyKzmogMtHWfS9TUFFqLIF6tK9iMKhYzsz642xx8cL3BeDsetZPsSaYqWiVNyTP7foeAAAAcD1ZlXpQ8dKVPj2BGx5Wbupjyt1IyTXrmZWx/dc1uvRpxXZfkTyvhzsELhZBRSDAMizZblGStF2gPBwAPIps29PyvbI/X7gd0creq/683SzFQqGgBw8eSJIMw9Ds7OwpKy5es76Kg0lLZu2bXnlnQmatREu+sq2ivdu1PQI4meHkFSqtSJI8GSrHb3d9D15oQG6tx6zplWXaua7vAQAAANeT9ShlKgYZhkqJF7W98LKKiRf8w6Zb0OCDLyq5+n/LrGSa3AB4dBFUBAJGAr/IyRTu9HAnAIB2rS6VZVeTEtWfMDU8bmpt76/88+32U1xeXvbHN27cUDQaPdc+O2FsbMwfH81UNE1DQ8PVbEVDlvpNSqACl02kcEeGqk8x29FZeVa8J/to7Ku43pM9AAAA4PoJPYKZikGeNaDdG39HO1MfkxMa9o9HCu9odOmXFM/+ieQ5Pdwh0HkEFYGAkfgtf5wpvCuX8k8A8Mi5dyeQpXgrokzhHZWcPUlSLJTUSPyxtu67tLTkj+fn58+3yQ45mqnoHSmxEiyBGrXre84W3734zQE4VSTf236KhxqCivRVBAAAQJcEMxUfxaDioXL/k9qe/0fKJ/+aPBmSJMOrKLH9+xpe/jWFiis93iHQOQQVgYC+8Kji4epTJbZb1F5prcc7AgC0Ipe1tZOpPgVomtLsYxGtBkqfTidelGG09/XnsvVTlKSBgQE/Y7JcLmtvb6/hfHIk5I+9g/qeMwWCikDPeV7P+ykesiOT/phMRQAAAHSD4RRl1R4A9mQ1ZPo9ksyI9sd+VNnZ/1WVyJR/OFxa1fDyr6l/6/clt9zkBsCjgaAiEGAYhm4MPuXPKYEKAI+WYJbi1GxY0ajZkX6KuVxOu7vVPoThcFiTk5OnrOgOwzAaSqAe7asYzFQsb9d7QGaLixe+NwDNWZVtWXZWkuQaEVVivXtYIZipaJXJVAQAAMDFsxpKn45JbT4AfNnYsTll5z6h/dEfkWdUH/Q15Kp/5080uvTLCgceLAQeRVfj31Sgg24knvTH2wQVAeCRYVc8Ld8LlD69HdVuaU17tawby4hoov/Ztu4dLH06MzMjy7KaXN1dwRKoR/sq9idMhcLVsb13Q6ZRneQr2yrau13bI4CHRQr1XyZU4rckI9Tk6ovlNPRU3KTvCwAAAC5cKFD61A4/uqVPj2VYyg//gDJzn1Q50G7LsjMaXv28EhtflOEc9HCDQPsIKgJH3EgEMxXv9nAnAIBWrCyV5djV8cCgqZFxq6H06eTA8wqZkbbufRlLnx4KZioeDSoahuGXQDVkqd+s7z1bWOzK/gAc77L0U5Qkz4rJCQ1Jkgw5sirbPd0PAAAArr7GTMUrFlSscSJj2pn+ae1O/LhcM+Yfj++9otGlX1J073XJ83q4Q6B1BBWBI8YT9X42O8X7sql1DQCPhGDp04VbERmGcaT06Ytt3dd13Yag4vz8fPubvADBTMWj5U+lxhKo4XJ979kifRWBnvEchQMVMXrZT/GQ3ZCtSAlUAAAAXCwrmKl4RYOKkiTDUHHwe5SZ/8cqDjznHzadfQ1tfEFDa78ls7LTww0CrSGoCBwRCyeUjM9Ikjw52ine6/GOAACn2cnYymWr5fpMU5q9GVHR3tVWLRPIkKGpxAtt3Xtzc1OlUkmS1NfXp5GRkc5sukNGRkZkmtWvdLu7u/5eDwWDit5+va9ihkxFoGdCxWWZbvXfVccalHMJyj3ZkXqv2FBpvYc7AQAAwHUQCmYqXoLvwxfNDSW0O/lT2pn6qBxr0D8ezX9bI0ufUXzna5Ln9nCHwNkQVASOcWPwaX9MCVQAuPyCWYrTc2FFoqbW9v5KUrWMyGjfE4qFBk9Y3dzR0qeGYZxrr51mWVZDoPNoCdTD8qeSVMrUg4pkKgK9E+ynWO57QroEnyvBvooWmYoAAAC4SJ4jq1wvuX9Vy58ep9z/rDILLys/9H55qv4cYHplJbb+o4aXPyeLB/xwyRFUBI4xkXjSH28HSlMBAC6fSsXTylKg9OntqCQdKX36Utv3X1pa8seXrfTpoWZ9FeN9pqKx6g8q3sGkTIUlSfnKtor2bvc2CcAXyQeDir3tp3jIjgYyFQkqAgAA4AJZlawMVasNOdagPDPa4x11l2fGtD/+EWVn/hfZ4Qn/eLh0XyP3f1X9238guZUe7hA4GUFF4Bg3Ek/54wxBRQC41FbuleXY1XFi0NTwmCXbLWt9/xv+NdNtBhUrlYpWV1f9+dzc3Ln2elFO7as4Wi2BashSn1H/M2QpgQp0neEWFS7WH1Yoxy9JUDE87j8pbVW2+SUGgP+fvTsPjm4/6wP//Z2tF6mlVrekV7vu+8q7sX3vNQxxkQEnJkCYhCzUNDVMMRVXUQMMq5mqZGpSQyCzJPkn17GHBCgmIQkpGEEKQqaAMsEODju+99oG29j3vot2vZK6W1Krt7P95o/TOue01lYvOr18P1Wu93eOfn36ubp++3b3c57nISIi6hk13Pp0hKoUL7ITqyis/CDOMh+CxPnndgdjxU8is/Vx6FV2GKL+w6Qi0RWmxx9CEd4L+Zl5gLpdijgiIiK6ipQSG4+DGYKrazEIIXBQ/iIc6VUvpox5TMTm27r+7u4uXNebaTA1NYXx8fHOg+6BmyoVgeYWqLoVSiqyBSrRvdOrTyDgva5Yxjyk1ievK4oOR88CAARk04wbIiIiIqJuUs3gvaY9wklFAIDQUMl8IworPwgzvuqf1qxDTO38DMYPfhXCqUUYIFEzJhWJrqAqBtKhF/EC7wohIupLxwUHp8fel/OKCiy94LX23Cm96u9ZTL3U9vXD8xT7tfUp0JxUzOfzcByn6efpjOqv3VKQVCywUpHo3jW3Pn1rhJFcZofmKmqc5UJEREREPRK+gc3RRzyp2OAYD3C8+D+iNPNtcEXQDjZ5+kfIbL4C4+wLEUZHFGBSkegamcQjf80WqERE/WnjcTBLcXHZgG4okNLFbul1//zCxPvbvn54nmK/tj4FgEQi4VdROo6D4+Pjpp+np4KkYr2w6K9ZqUh0//o5qeiEkooq5yoSERERUY+wUvEaQkF18gMorH4E9eQ7/dOqc4r0/s9jYu/nodinEQZIxKQi0bWyiTV/na8+iTASIiK6imW62NkMkoqrawYAoFB9gpp9AgCIqSlk25xXVqlU/FaiQggsLi7e8ohohasVL85VNGIKxsa9t32iOg8FXkVnxcqjxg8kRPdGsY79u7Kl0GCFOmP0Azs25681k5WKRERERNQbmslKxZu42iRO5r8LJ3PfCUcNxiXEy19AZvMVxE/+GJBuhBHSKGNSkegamVBSsVB9DCllhNEQEdFF2xsW3EaXz4lJBemsV423E6pSnE+9CEW093Zne3vbX8/NzSEWi92wO3ozM8EHsavnKp4PfVeREKG5imyBSnRvjOob/tqKvwAoenTBXKGp/SkrFYmIiIioB4RThuJWAACuMOBqExFH1KeEQH38PSis/CiqE1/tn1bcGiYOfwXpnZ9tqvgkui9MKhJdI2U8gK4kAQB1p4SyxRdpIqJ+IaXExuO6f7z6lhiEEACA3dJr/vnF1MttP8egtD49F04qXqxUBJrnKmr1UFKRLVCJ7k0/tz4FAEfPQsJ7rVDtEwinFnFERERERDRsmqoUjWmgzRuBR4VUEyjNfjuKC98NW8/6543aU2S2PoZk4VOAtCOMkEYN/8YSXUMIBZnEQ/+4wBaoRER9o5h3UDrxWn2oGrC46rU+PTMPcFL3KgwVoWNu/Kvaur6UEltbW/7xyspKhxH3Xrj96dHR0aUK+3RW89fu6ZK/LrBSkeh+SBdGJZjTbSbba83cU0JtmmnDuYpERERE1G2qxdan7bCSaygs/zDKUx+EbKR1hLQxXvgEMls/Ca22ecsViLqDSUWiG2Q4V5GIqC+FqxQXVwzouleluBOqUnww9m5oSryt65+cnKBUKgEAdF3HgwcPbnlE9CYnJ6HrXivFarWKcrnc9POJtIpGMSes4yCpyEpFovuh1feguN7fS1cdh23M3fKIaDhsgUpEREREPRRu2Rm+oY1aoOgoZ78ZxeUfgBVb9E9r5j6mtn8K44f/EcKt33ABos4xqUh0g2zikb8uVB/fsJOIiO6LWXexu2X5x6trhr/uRevTpaUlqKp6w+7+IIS4VK0YpmkCqcnGXMXaPBR4lYsVK4+afXp/gRKNqPA8RTOx1rdtnsLJTs3cjzASIiIiIhpGTe1PWanYFjs2j+LS96E0/d9ACu/mYgGJ5MnvI7P5URjlL0ccIQ2z/vwkS9QnwpWKxeozuNKJMBoiIgKA7Wcm3MbL8eSUinTGS47V7TMcht44L6Reavs5wq1PB2Ge4rlwUvGmuYoCKuIIzVVkC1Sinuv3eYrn7BgrFYmIiIiod8LtT1mp2AGhopr+i8iv/Ajqoc8Xqn2M9N7PYWL/FyHsswgDpGHFpCLRDRJ6GsnGAFxHmjipbUccERHRaJNSYuOx6R+HqxT3zj4HCW/OYibxCAk93dZzuK6L7e3g9X6QkoozM8EHsouVir89JMwAACAASURBVECQVAQArR7MiWQLVKIec03ooeR9X85TbLDZ/pSIiIiIekXaUK2it4SAo0/f8gC6jatncDL/YZw8yMFVkv75+NnnkN38p4ifvgZIGWGENGyYVCS6RYYtUImI+kbh0MFZyUscqpo3T/Hcbul1f72Yen/bz3FwcIB63ZtBMDY2hkwm0/a17ls4qXh1paLmr52TYK5igZWKRD1lVJ9BwCuxtvVZuNpkxBFdz9XScIX32qo4Zd7dTERERERdo1p5iMbNwK6WBhQ94oiGhBCop15CfvUjqKVe9E8rbhUTB7+E9O6/hGIVIgyQhgmTikS3CCcV89UnEUZCREQbj4OB40urBjRdAAAc18Le2ef8n3Wz9akQou1r3bdsNuvHe3x8DMuymn6emlSgNIoVndMgqchKRaLeMqrh1qf9W6UIABAKHFYrEhEREVEPhOcpsvVp90l1HKcPvgPH8x+GowXdm4zqm8hufhSJ4qcBjveiDjGpSHSLbGiuYoFJRSKiyNTrLva2gyRZuPXpYeXPYbs1AMCYPoPJ2NKlx7dqc3PTX6+srNyws/9omoZ0OvjgcLEFqqIITE415irW5iHgVS5WrDzqdun+AiUaMUblDX/dz/MUzzXPVdyPMBIiIiIiGiZqKKno6Ewq9oo59jYUVn4Elcmvg4R347GQFlL538DU9j+HVt+NOEIaZEwqEt1iKv4QovHie1rfhuXUIo6IiGg0bT814XpdUpDOqJicClp57pRe89eLqZfbri60LAt7e3v+8SDNUzx321zFqUYLVAEVCRlqgcpqRaKeUOySn5iTUGElHkYc0e04V5GIiIiIekG1WKl4X6QSw9nMX0Nx6ftgGXP+eb2+i6mtn8TY0W8ArhlhhDSomFQkuoWuxjERWwQASEgUa8+iDYiIaARJKbHxJHizG65SlFI2zVNcmHi57efZ2dmB28hcZjIZjI2NtX2tqExPB4Pur0oqpjOqv1ZqQSVmscqkIlEv6KHWp1Z8BVKJRRhNa+zQlw5MKhIRERFRt4TbnzpMKt4LO76M4vIP4Cz7zZDi/CZjF2PHn0Zm659Br7x5yxWImjGpSNSC8FzFQvVxhJEQEY2m/IGNcslL9mk6sLASJBWPaxuoWHkAgKGOYSb5trafJzxPcdBan54LVyoeHh5e+nk6GyQVnZOgErNQfdbTuIhGVXPr0z6fp9gQnqmo1p8DUkYYDRERERENBSmbKhXZ/vQeCRWVqQ+isPzDMEPfc2tWAVO7/w9Sz38ZwqlEGCANEiYViVqQCc1VzDOpSER07zYeB1WKS6sGNC1obxpufTo//j4oQkO7wknFQWx9Clxuf3peeXkuOaZAN7zfnzwL2p8W2f6UqPukhBG683cQ5ikCgKuOw1WSAABF1qHYxxFHRERERESDTnFKUNw6AMBV4nDV8YgjGj2OMY3jhe/G6ezfhqvE/fOJ0qvIbr6CWOnzvKGQbsWkIlELsk2Vik8ijISIaPTUay72diz/eHWtuXVgOKm4kGq/9WmlUvHbhSqKgsXFxbavFaVkMolk0ksG2LaNk5OTpp8LIfwWqKI2DwEvCVux8qjbpfsNlmjIqeZzqI7398pVErBjA/K6IgTnKhIRERFRV6nmhSpFIW7YTT0jBGoTX4PCyo+iNv4e/7TinGHy+S9gcu9fQ7F4UyFdj0lFohZMxpegCh2A96VrlS+sRET3ZuupCdkotpvKqphIB+07K1Yex7UNAIAiVMyPv7f95wlVKc7NzcEwjBt297fwXMUrW6CeJxWhIu4G1YoFVisSdZURmqdoJtYAMTgfv+wYk4pERERE1D1aqPWpzXmKkXO1FE7nvhPHc98FR53wz8cqX0Zm8xUkjn8f/pcxRCGD86mWKEKK0DCVeOgfF2qsViQiug9SSmw8CVqfrq41J/p2ToMqxdnku6Cribafaxhan5672AL1onQmaBGr1IJ/1iLnKhJ11SDOUzxnG3P+WjP3I4yEiIiIiIZBU6Uik4p9wxx/FwqrH0Fl8i/45xRpInX0HzG1/VPejHWiECYViVqUCbdArXCuIhHRfTh6bqNy5t0Zp+sC88vNScXd0uv+eiH1UtvPI6XE5uamf7yystL2tfpBuFLx6qRiUO1pHwdJxUKVlYpEXSNtGKG/U4MyT/GcE2p/yi8SiIiIiKhTarhSUWdSsZ9IJY6zmb+B4uL3wNZn/fN6fQuZrY9jLP9bgLQjjJD6CZOKRC0Kz1XMc64iEdG92HgcVCkuvaBD04KZC5ZTxUHli/7x4kT78xSPj49xdnYGADAMAw8ePLjlEf0tXKl4VfvTeEJBPOn9LkUlVKnI9qdEXaNXNyGkNw/W1jNw9UzEEd1N00xF6xCQToTREBEREdGg01ip2PesxAsorPwgylMfgsT52BQHY8VPIrP5MejsbkRgUpGoZZnEmr8uVJ9Asqc0EVFP1aou9ncs/3h1Ldb0872zz8NtfMmdjq8iqWfbfq5wleLS0hIUZbDfIqXTaWia1+K0XC6jUqlc3tNogSpq8xDw1hUrj7pdur9AiYaYUQ21Pk0MVpUiAEg14c9WEdKGahUijoiIiIiIBpZrQrWPAQASCpwBu+FupAgN5ew3orD8g7DiQRcnzTrE1M5PY/zgVyGcWoQBUtQG+xszons0ps/AUMcBAJZbwZnJNlBERL209dSElN46M60iNak2/Xy3FMxTXEy1X6UIDNc8RQBQFAXZbJBkvaoF6lTm/K5DFTFnyT9fYLUiUVeE5ylaAzZP8ZwdC1Ur8r0vEREREbVJs4LPpI6eAYQWYTTUCif2AMXF70Fp5tvgiuAm7+TpHyGz+QqMsy/e8GgaZkwqErVICMEWqERE90RKiY0nQevTi1WKrrSxW/qsf9xJUtF1XWxvb/vHw5BUBO42V1FUQy1Q2c6EqGPCKUOr7wIAJATMUMeLQeIYc/5aNfcjjISIiIiIBplqhpKKbH06OISC6uQHUFj5EdST7/RPq84p0vv/FhN7/w6KfRphgBQFJhWJ7qC5BerjCCMhIhpuh/s2qmWvzbRuCMwv680/r3wFluu19EzqWaTjq20/1/Pnz2GaXgJzfHwcU1NTbV+rn9w2V3FyKrgz1DkJJxVZqUjUKaP6BAJeqbUdW4JUExFH1J6muYp1VioSERERUXtU68Bf2zqTioPG1dM4mf8unMx9J5xGJz8AiJf/DJnNVxA/+WOAo8JGBpOKRHeQDSUV80wqEhH1zMbjoEpx+QUDqiqafr57GrQ+XUi9BCGaf34XF1ufdnKtfnJbpaJuCIynvLeCSqhSke1PiToXbn1qJgdvnuI5O1SpyPanRERERNQuzQxudGWl4oASAvXx96Cw8qOoTny1f1pxa5g4/BWkd34Wqnn5hmYaPkwqEt1BJtT+9Li2Cce1IoyGiGg41aounu8Gr68ra0bTz6WU2OniPMXNzc3guVZWbtg5WMJJxUKhANu2L+05b4EqavMQ8CoXK1Yedbt0P0ESDSMpLyQVB3OeIgDYxgwkvBstVCsP8L0vEREREbUhnGxipeJgk2oCpdlvR3Hhu2HrWf+8UXuKzNbHkCx8CpBOhBFSrzGpSHQHMS2FMX0WgDfP67i+dcsjiIjorjafmJBe10BkZ1SkJtSmn5/Ut1G2vA8kmhLHTPIdbT+XaZrY3w/mhA3LPEUAMAwDk5OTALxEbKFQuLQnnfUSiQIqDGfJP89qRaL2qVYeqn0MAHCFASs+wDcrKAYcPQMAEHChWZernomIiIiIbiSb30c6xvQNm2lQWMk1FJZ/GOX0N0A20kxC2hgvfAKZrf8bWo3fmw8rJhWJ7igbqlYsVNgClYiom6QrsfGk7h+vrsUu7dktve6v58ffB1XRL+1p1e7uLlzX6/s/PT2NZDLZ9rX6Ubha8aq5iueVigAgyuG5is96GhfRMDOqQZWilXgECPWG3f3PCc1VVM39G3YSEREREV2m2CcQ0ut44apjkOpYxBFR1yg6ytPfguLy98OKLfqnNXMfU9v/AuOH/x+EW7/hAjSImFQkuqNwC9RC9UmEkRARDZ+DfRu1ilemaMQE5pYuJwx3Sq/664XUSx09X7j16TBVKZ6bmQnaylw1V3EirUI03g26pXBSkZWKRO0yKm/660Gep3jODiUVtTrnKhIRERHR3WgWW58OOzu2gOLS96GU/VZI4X2PIyCRPPk9ZDY/CqP85YgjpG5iUpHojrLJNX+dZ1KRiKirNh4Hd7Atv2BAVUXTz6vWsX9Dh4CC+fH3dfR8W1tBO45hTypeVamoqgITk14VlVIN/vkLtWc9j41oKEkHejXoZDHI8xTP2cacv9ZYqUhEREREdxSep+gYTCoOLaGiOvVfI7/yI6gngpsrVfsY6b2fw8T+L0I4ZxEGSN3CpCLRHaXjL0A0/uqUzF2YTjniiIiIhkO14uL5nu0fr6wZl/aEW5/OjL0dMW287ecrl8vI5/MAAEVRsLi4eMsjBk+4/enR0RHk+bDKkPMWqKI2DwFvxmLFOkLdLt1PkERDRKttQ2m093G0SThDcCd2U6WiyUpFIiIiIrqbcFKRlYrDz9UzOFn4ME4e5OAqwYiZ+NnnkN14BfHT14ArvpugwcGkItEdaYqByXiomoMt4oiIumLzSR1ovK+cntUwnro8h2yn9Jq/Xki93NHzhasU5+fnoevtz2bsV+Pj44jH4wAA0zRxenp6aY+fVIQKw17yzxdq/O8b0V2F5ymaibcAQtywezA4RhYS3uuEah9DuLWIIyIiIiKiQRJuf8pKxREhBOqpl5Bf/Qhq4y/6pxW3gomDX0J6919CsQoRBkidYFKRqA3ZRNAClXMViYg657oSm09M/3j1iipF263hefkL/vFiF5OKKysrHV2rXwkhLlUrXjSV1YKDcniu4rNehkY0lJrnKQ5+61MAgNDgGMHriGoeRBgMEREREQ0atj8dXVIdx+ncd+B4/u/A0dL+eaP6JrKbH0Wi+F8A6UQYIbWDSUWiNmQSj/x1ITQ3h4iI2nOwZ6NW9coUjZjA3OLlqsH9sz+DKy0AwGRsCePGbNvPJ6XE5uamfzyM8xTPhZOKV81VHE8pUBt5RXkWTiqyUpHoLoRbg14LblYYmqQiLrRArbMFKhERERG1Rrg1qI43WkNChaNNRRwRRcEcezsKKz+CyuTXQcLr5iKkhVT+1zG1/S+g1XcjjpDugklFojaEKxXz1cdXzqgiIqLWbTyu++uVhwYU9XLLwG62Pi0WiyiXvZm4hmFgdrb9BGW/m5kJ7gS9qlJRKALpKa+1oVINtfeuPet5bETDRK8+gYALALBiC5Bq+zNf+41tzPlrzdyPMBIiIiIiGiTNVYrTgGA6YlRJJYazmb+G4tL3NX2+0Os7mNr6SYwd/SbgWhFGSK3i32KiNqRiC9AUb0ZVzT5B1S5GHBER0eCqlF0c7Nn+8coVrU9d6WKv9Fn/eDH1UkfPGW59ury8DEUZ3rdEt7U/BYB0xitVFLV5COmtK9YR6nap9wESDQmjcmGe4hBpqlQ0WalIRERERK3RQklFW2frUwLs+DIKyz+As8w3Q4rGdxFwMXb8O8hsfRR6hV0B+93wfoNG1EOKUJCJP/SP82yBSkTUts0nQZXizJyGsXH10p589U3UGy1T4tpkUxvqtp5zRFqfAkAmk/GTpqenp6jX65f2pLPe71xAhW4v+ecLNbZAJWpV8zzFt0YYSfc5sSCpqDKpSEREREQtUi3OU6QrCBWVzAdRWP4hmKHv2DWrgKndn0Xq+b+HcCoRBkg3YVKRqE1NcxV5BwURUVtcV2Lziekfr15RpQgAu6ev+uuF1EsQHbRMcRwH29vb/vHKykrb1xoEqqoik8n4x1fNVUxngkSuPAuSisXqs57GRjQsFOsYmuVVAkuhwYqvRhxRdznaFKTwZt2qzhmEcxZxREREREQ0CMLtT20mFekCx5jB8eJ343Tmb8NtdAUEgETpM8huvoJY6fMAx471HSYVidqUSQZzFQvVJxFGQkQ0uJ7vWqjXvDeIsbjAgwX9yn07pdf99WLq/R0958HBASzL69OfSqUwOTnZ0fUGwW1zFRNJBUasMSy9EiRZi1VWKhK1wqiGWp/GHwLK1a9lA0sozS1Q6wcRBkNEREREg+L8xjsAcPTpG3bSyBIKapNfg8LKR1Ab+yr/tOKcYfL5L2By799CsY4jDJAuYlKRqE3ZcKVi7Slc6UYYDRHRYNp4HFQprjwyoCji0p7T+h5K5h4AQBUGZsfe1dFzXmx9KsTl5xw2t81VFEL41YpKNWgHW6g963lsRMOgaZ5icrjmKZ5rnqu4H2EkRERERDQQpAPVDCUVWalIN3C1CZzO//c4nvsuOOqEfz5W+RIym68gcfwHAL9/7wtMKhK1KaFlENfSAADbraFU3404IiKiwVI+c3C4b/vHK49iV+7bLb3mr+fG3wNNubpFaqu2traC5xzy1qfnwpWKV7U/BYB0pjEgvTYPIb11xTpC3S71PkCiQSZdGKFW+NaQzVM815xU5FxFIiIiIrqZahUh4AAAHHUCMtTekug65vi7UFj5CCoTX+ufU6SJ1NGvYWrnp6HW+VkkakwqErVJCNFUrZivcq4iEdFdhGcpzs5rSI5d/bZkJ5RUXEy93NFzmqaJ/f2gwmZpaemG3cMjXKmYz+fhOM6lPeeVigIqNGvRP19ktSLRjbT6HhS3AgBw1fGm5NswcWLBP5fKpCIRERER3UK1ghtaWaVIdyHVOM5m/yaKi98DWw/+v6PXNpHZ+jjG8r8FSPuGK1AvMalI1IFMgnMViYja4TqyKam4unZ1lWLNPkXebysoMJ96saPn3dnZget67TKmp6eRTCY7ut6giMfjSKVSAADXdVEsFi/tOU8qAoA8C7VA5VxFohs1zVNMrAFiOD9i2cacv9bM54CUEUZDRERERP1ONYOkos2kIrXBSryAwsoPoTz1IUic3wjtYKz4SWQ2Pw69+izaAEfUcH7iJbonGVYqEhG1ZX/Xgln3vpCOJwRm57Ur9+2VPgsJb9908q2IaxNX7mtVeJ7iqLQ+PReuVryqBWosriDRqBZVqsHvpsikItGNjMqb/toc0tanAOCqKbhKAgCguDUo9knEERERERFRP9Os0DxFffqGnUQ3EBrK2W9EYfkHYcWD7yo06wBTOz+N8YNfhXBqEQY4ephUJOpAJvHQX5/UtmC75g27iYjo3Mbj4PVy5ZEBRRFX7tspve6vO219CjTPU1xeXr5h5/AJz1U8Ojq6cs9Uo1pRqYYqFdn+lOh6rtl0d6yZfEt0sfSaEJyrSEREREQtC1cqsv0pdcqJPUBx8XtQmv42uMLwzydP/wipw1+JMLLRw6QiUQcMdQwpYx4AIOHimF+8EhHdqlxycPS80fteACuPrm59arsm9s8+7x8vdJhUPDs7Q6FQAAAoioKFhYWOrjdowpWK1yUV/bmKtXkI6VWPVqwj1O1S7wMkGkBG9SkEvBmltjELV5uMOKLeYlKRiIiIiFqlhduf6rMRRkJDQyiopj+AwspHUE++AwAghYZy5q9EHNhoYVKRqEPZ0FzFPOcqEhHdaiM0S/HBvIZE8uq3IwflL8KR3t6UMYeJ2HxHzxuuUlxYWICu6x1db9CEKxUPDw8hr5iHls54iUQBFaq56J8v8qYZoisZ1VDr08QQVyk2OLEgqaia+xFGQkRERET9TDhlKG4ZACCFDrfDUSZEYa6exsn8/4CTB/8dzqa/FY7B9rr3iUlFog6F5yoWKpyrSER0E8eR2HoaJBVX166uUgSAndJr/pqtTzs3MTHhJ1JrtRrK5fKlPZNTKnDeibYcaoHKuYpEVxqVeYrnbGPOX7NSkYiIiIiu01SlaMwAgmkI6jIhUE+9F9XJD0Qdycjh32aiDmWSrFQkImrV/o4Fs+5VyMWTArNz2pX7pHSxG0oqdtr6VErZlFRcWVm5YfdwEkJcqla8SNMFUhPe20OlGvyOikwqEl2i2KfQGtV6Eiqs0KztYWUbQdsqzTwApBthNERERETUr1QrGLnh6KwiIxomTCoSdSgdW4YivC/Fy9YB504REd1g43GoSvFRDEIRV+4rVJ+iZp8AAGJqCtkOK4AKhYJfmReLxZqSa6OktbmK3n/TlGqoUpHtT4kuCVcpWvEVSOX6yuthIdUxOGoKACCkDdUqRBwREREREfUj9WKlIhENDSYViTqkKjrS8aCao8BqRSKiK52dOsgf2AAAIYDlh8a1e8NVivOpF6F02ColXKW4tLQERRnNt0DhpOJVlYoAkM6oAABRm4eQXoKxYh3xphmiC/TqaLU+PecY4bmKbIFKRERERJeF2586+uwNO4lo0IzmN2pEXZZNhFugcq4iEdFVwlWKDxZ0JJLXvw3p9jzFzc1Nfz2KrU/PhSs0r69UbCQVoUI1F/3zRVYrEgWkvDBP8S0RBnO/7FBS8bz9KxERERFRmGod+GuHlYpEQ4VJRaIuyISSiqxUJCK6zHEktp6FWp+uXV+leGYe4KS+DQBQhI658a/q8Lkd7Ozs+MfLy8s37B5u2WwWQngtZ4+Pj2Ga5qU9E5Mq/ELOs1ALVM5VJPKp5nOojle96yoJ2LHFWx4xPOzYnL/WWKlIRERERBdJG6pV9JYQsPVsxAERUTcxqUjUBdnEI3+drz6GlDLCaIiI+s/elgXL9F4bE2MKZua0a/eGqxQfjL0bmhLv6Ln39/dhWRYAYGJiApOTkx1db5BpmoapqSn/OJ/PX9qjqAITaa9aUakFSUVWKhIFjHDr08Qa0GGL5kHSXKnIpCIRERERNVOtAgRcAICrTQLK9TcVE9HgGZ1Pv0Q9NG48gK4kAQCmc4aydfWcKiKiUbXxuO6vVx8ZfrXcVXabWp++1PFzh+cpLi8v3/jcoyDcAvW2uYpKNTwzmJWKROeMyhv+epTmKQLNSUXVPAKkHWE0RERERNRv1NA8RZutT4mGDpOKRF0ghIJMqFqxwLmKRES+0omDwpEDABACWH54/V2KplPGYfnL/vFCF+YpXkwqjrrp6Wl/fe1cxaxXSSpq84D01hXrCHW71PsAifqdtGGEkuyjNE8RAKAYcLQMAEDA9RKLREREREQNWiip6OhMKhINGyYVibqkuQUq5yoSEZ0LVynOLeqIJ65/+7Fb+ixko01KJvEICT3d0XPX63Xs7+/7x0wqNicVb6tUFFCh1oNZcWyBSgTo1Q0I6bVUtvUMXD0TcUT3z46FW6Du37CTiIiIiEaNah34a9uYjTASIuoFJhWJuiSTXPPXBSYViYgAAI4tsf3M8o9X126epbBbet1fL3ahSnFnZ8efczszM4NEItHxNQdduP1pPp+H67qX9oynFGi6txblIBHLFqhEF+cpjlbr03Ocq0hERERE12GlItFwY1KRqEsy8aBSsVh9BpfzZYiIsLtlwbK8pF5yTMH0A+3avY5rY+/sc/5xN1qfbm5u+uuVlZUbdo6OZDKJsbExAIBt2zg+Pr60RwiB9JT370qpBUlFVioSjfY8xXNNScU6k4pERERE1CAlVCtoj+8Y0zdsJqJBxKQiUZck9DSSehYA4EgTJ7XtiCMiIopeuPXp6poBIcS1ew8rX4Lt1gAAY/oMJmNLHT8/5ylerbW5il4LVKUaSiqyUpFGnHDK0Oq7AAAJASvU/n6U2Macv2b7UyIiIiI6pzhnUBqf610lBldNRRwREXUbk4pEXZThXEUiIt/psYNi3gEACAVYfnhz69Od0mv+eiH18o0JyFaUSiUUi0UAgKqqWFhY6Oh6w+ROcxXr84D0qhbL1hHqdqn3ARL1KaPyGAJe9bUdW4JUR7OlsmNMQzY+Sqp2EcKt3/IIIiIiIhoF6sXWpx1+riei/sOkIlEXZRPhuYqPI4yEiCh64SrF+UUdsfj1bzuklM3zFCc6b30arlJcWFiApl3fenXUhOcqXlupmPF+X0JqUGpBQpYtUGmUNc1THNHWpwAAoTW1slLNgwiDISIiIqJ+oVpBUtE2OE+RaBgxqUjUReFKxQIrFYlohNm2xPaG6R+vrt1cpXhc20DFygMAdCWJmeTbOo6BrU+v10r703hCIBb37ipVKsE8ygJboNKokpLzFEOa5iqanKtIRERERIAWutnM0WcjjISIeoVJRaIumoo/hID3BexJfQeWU404IiKiaOxumrAtbz02riA7e3OVYHPr0xehiM6qCqWUTUnFlZWVG3aPnnQ67VdulstlVCqVS3uEEH4LVKUWmqvISkUaUaqVh2ofAwBcEYMVH+2bFZqSinXOVSQiIiIiQLWCm1bDnS2IaHgwqUjURboax0RsqXEk+cUrEY2sjcfNVYq3zUe8OE+xU/l83k+UxePxpnafBCiKgmw26x9fP1fRSzwq1VBSkZWKNKLCVYpW4hEg1AijiZ5tzPlrVioSEREREQBoJtufEg07JhWJuizcAjXPuYpENIJOijaOCw4AQFGApYc3tz6tWHkc1za8/ULF/Ph7O45hc3PTXy8tLd2a1BxFLc1VzHpJE1GfB2SjstE6Qt0u9T5Aoj7TPE/xLRFG0h+cUKWiyqQiEREREbkmlEZnDwkFjp695QFENIiYVCTqsiznKhLRiAtXKc4v6YjFbn67sVN63V/PJt8FXU10HANbn96ulbmK6alGUlFqUGoL/nlW4tPIkQ700M1iTCoCjp6BFDoAQHVKEE454oiIiIiIKEqalYeABAA4+hTQ4VgTIupPTCoSdVkmseavmVQkolFjWxI7G+HWp7FbH7N7Gm59+lLHMTiOg52dHf94eXm0555dJ1ypeF37UyOmYGzce7uoVILkbIEtUGnEaLVtKG4dAOBok3B0tnKCUGAbs/6hZh5EGAwRERERRU0NtT519NkbdhLRIGNSkajLJuNLUIXX6q9i5VG1jiOOiIjo/uxsmrBtbz0+oSAzc/PMMcup4qDyRf+4G0nFvb092I0gJiYmMDk52fE16TlYjAAAIABJREFUh1F4pmKxWPR/ZxelM96/Q6UWmqvISkUaMUY1mKdoJt4KsKUyAMAOtUDVzP0IIyEiIiKiqKlWeJ7i9A07iWiQMalI1GWKUDGVeME/ZrUiEY2ScOvT1UfGrbMM988+D1d68xfT8VWMdeGDB1uftsYwDKTTaQCAlBL5fP7KfX5SsRpKKrJSkUaMUeE8xauEk4pqnXMViYiIiEaZFq5UNNjZg2hYMalI1APhFqj50PwdIqJhdlywcVL0EoSKAiy9YNz6mJ1S0Pp0MfVyV+LY3Nz012x9erOW5ipmvDkYoj4PSG9dto5Qt0u9D5CoDwinBr0W3KxgJtdu2D1anKZKRSYViYiIiEZZuFKR4wKIhheTikQ9kE088tcFJhWJaESEqxQXlnUYsZvfZrjSxm7ps8FjupBUrNfrODgI5noxqXizVuYqTkypEAIQUoNSXfDPswUqjQq9+gQCLgDAii1AquMRR9Q/7Nicv9bMfUDKCKMhIiIioshIt6lS0WalItHQYlKRqAcyTUnFp5DSjTAaIqLesyyJnc1Q69O12K2POaq8AcutAAASWgZT8dWO49je3oZsfKk9OzuLeDze8TWHWSuVipomkJr03jIq1aCdbIEtUGlEXJqnSD5XnYCreK+ziluD4pxGHBERERERRUGxTyGkBQBwlTFIdSziiIioV5hUJOqBMX0GMTUFALDcCkpsB0VEQ25nw4Rje+vUhIKpafX2x5y+6q8XUy/dOn+xFWx9ejcXKxXlNVVG5y1QlVporiIrFWlEcJ7iDYRomquoca4iERER0UgKtz61jekbdhLRoGNSkagHhBBNcxXZApWIhpmUEhuP6/7x6lrs1gShlLJpnuLCRHfmKW5tBXPPVlZWbthJADA2NuZXc1qWhdPTq6uM0hkvSaxUQ0lFVirSCFCsIjTLq+KVQoPVhYrqYROeq6jyRjoiIiKikRRufeqw9SnRUGNSkahHwnMV89UnEUZCRNRbxwUHp8dem2dFBZZe0G99zGl9B+XGnYyaEsds8p0dx1EqlXB8fAwAUFUV8/PzHV9z2AkhWpqreF6pKOrzgPTWZesIdbvU+yCJItRUpRh/CCi3v76NmqZKRSYViYiIiEZSU6WizqQi0TBjUpGoR1ipSESjYuNxMEtxcdmAbtz+9iJcpTg//l6oXfiiPtz6dHFxEZqmdXzNUdDKXMXUpAJFBYTUoFQX/PNsgUrDrmmeIlufXsk25vy1Zu5HGAkRERERRYWVikSjg0lFoh7JJB766+PaBhzXijAaIqLesEwXO5tBUnF1zWjpcU2tT1Pdb33KeYqtCycVr6tUVBSByanzFqhBW9li9VlPYyOKlHQvzFN8a4TB9C87NuuvNfMAkG6E0RARERFRFNRwUpGVikRDjUlFoh6JaSmMG96XLK50cFzbvOURRESDZ3vDgut464lJBemseutjqtaxX8EtoGB+/H0dxyGlZFKxTeH2p9dVKgJBC1SlFvxuCzXOVaThpdV3obhVAICjjsMJVeRRQKrjcNRxAICQFlS7GHFERERERHSfhFuH6pwCACRUOPpUxBERUS8xqUjUQ80tUDlXkYiGi5QSG4/r/vHqWgxCiFsft1t63V/PJN+OmDbecSxHR0eoVr0v/+PxeFOijG42NTUFRfHeEpZKJdRqtav3Zc4rFYOkYrHKpCINr3CVopV4C9DC69uockJzFdU65yoSERERjZKmKkUjC4jbbzYmosHFpCJRD2VDScU85yoS0ZAp5h2UTrw2d6oKLK621vp0N9z6dKI3rU9bSW6SR1VVZLNZ//i6asV0I6ko6vOA61Utlq0j1O1S74MkigDnKbbODiUVNZNJRSIiIqJRolpBUtFm61OiocekIlEPZRKP/DUrFYlo2ISrFBdXDOjG7Yk8263hefkLweNSL3Ulls3NoMX0ysrKDTvpKuHKzuvmKibHFeiGgJAalNqCf75Ye9br8Ijun2tCr274h0wq3syOBa1hNXM/wkiIiIiI6L5pTZWKTCoSDTsmFYl6KB1fhYBX2VEy92A65YgjIiLqDtN0sbtl+cera61VKe6f/Rkc6T1uIraI8VB1S7ts28bu7q5/zHmKdzc9Pe2vr6tUFEL41YrhuYrF6rOexkYUBaP6FALewFjbeABXm4w4ov7GSkUiIiKi0dXU/pSVikRDj0lFoh7SFAPpePDFK6sViWhYbD+z4Hrft2NySsVkprWZCeF5ioup93cllr29Pdi27cUyOYmJiYmuXHeUhJOK11UqAkELVKUaVIMWapyrSMPHqIRanyZYpXibppmK5iEg7QijISIiIqL7pIXbn7JSkWjoMalI1GNsgUpEw0ZK2dT6dHXNaGmGoSvdC0nF7rQ+Dc9TZOvT9oTbnxYKBTiOc+W+dMabpahUw5WKTCrS8DGqb/prtj69nVRicLQpAICAC9XMRxwREREREd0L6UI1g243rFQkGn5MKhL1WCax5q/zTCoS0RAoHDk4O3UBAKrmzVNsRb76JupOCQAQ1yabbrroRDipyNan7YnFYkilUgAA13VRLBav3HdeqSjq84DrJRjL1hHqdul+AiW6B4p96rfwlFBhdum1atg1t0DlXEUiIiKiUaDaRX9sgKOmINV4xBERUa8xqUjUY9lQUrFQfQwpZYTREBF1buPNoEpxadWApt9epQgAu6ev+euF1EsQovO3IbVaDc+fe1/+CyGwtLTU8TVHVbha8boWqPGEgnhCQEgNSm3BP1+sPet1eET3xqgEVYpWYhVQWrtxYtRxriIRERHR6Gmap8jWp0QjgUlFoh5LxeahKd5dOjX7BBWL7aCIaHDV6y72ti3/eHWt9S/bd0pBUnEx9XJX4tne3vbXs7OziMd5V2S7Wp+r2GiBWgu3QH3Ws7iI7psebn3KeYots2NMKhIRERGNmnBS0WbrU6KRwKQiUY8pQkEm8dA/5lxFIhpk209NuF7nU6QzKiantJYed1rfQ8ncAwCowsDs2Lu7Eg/nKXZPuFLx6Ojo2n3prNcCNTxXsVDjXEUaElI2VSpynmLrHGPOX6tsf0pEREQ0EjSLlYpEo4ZJRaJ7kLnQApWIaBBJKbHxxPSP71KluBuqUpwbfw+0LrUT3Nzc9Necp9iZcKXi0dHRte26z+cqKtUgictKRRoWqvkcamP2q6skYMcWI45ocNj6NGTj46VqFQHXvOURRERERDTomtqfslKRaCQwqUh0D7KJR/46z0pFIhpQ+QMb5ZJXpqjpwMJKe61PF7rU+vT09BQnJydePJqGubm5Wx5BN5mYmIBheP9Oa7Uazs7OrtyXblSnivo84HrrsnWIul26n0CJesiovOGvzcQa0IXZryND0eHoWQCAgIRmHkQcEBERERH1WrhS0WalItFI4KdkonsQrlQs1p7ClW6E0RARtWfjcVB1srRqQNNES4+r2afI+1/UCyykXuxKPOEqxcXFRWhaa61Y6WpCiEvVilfRDYGxlAIhNSi1Bf98sfas1yES9ZwRnqeYfGuEkQwm2+BcRSIiIqJRIZwyFKcMAJBCh6tNRhwREd0HJhWJ7kFSzyChTQEAbLeO0/pOxBEREd1NveZib8fyj1fXYi0/dq/0WUh4rTSnk29FXJvoSkzheYpsfdod4bmKh4eH1+6bOm+BWgt+72yBSgNP2jCqwXxQJhXvzo4xqUhEREQ0KlQzuBHV1qfZ5YNoRPBvOtE9yYRaoHKuIhENmq2nJs6LrKeyKibSasuP3Sm97q8XUi91JR4pZVNScWVl5Ybd1KpwpeJNScV0xqsKVapBUrFQe3rddqKBoFc3IKR384StZ+HqUxFHNHgcI2hDrZr7EUZCRERERL0Wbn3qsPUp0chgUpHonmQ4V5GIBpSUEhtPgtanq2utz1J0XBP7Z5/3jxdT7+9KTIeHh6jVagCARCKBbDbbleuOunCl4nXtTwEgnW1UKlaDZC4rFWnQNc9TfEuEkQyupvandVYqEhEREQ0z1QwlFXUmFYlGBYcPheRyuSUA/xDAtwDIAtgD8KsAfmJ9fb3Y4jX+M4BvuGFLYn19vXbF494F4McBfBDABIANAL8I4B+vr69XW/6HoL6VDc1VLDCpSEQD5Oi5jcqZV6ao6cD8cutJxeflL8KRXkIyZcxhIjbflZgutj4VorX5jnSzTCYDIQSklDg5OYFpmjCMy/++J9IqhABEfR5wNUCxUbYOUbfPENPGI4icqHOcp9g5R89CCg1C2lCdUwinCqkmog6LiIiIiHogXKlos1KRaGSwUrEhl8utAXgVwIcB/DGAVwA8AfDDAP4gl8vdtQTiJ675n33Fc38tgD8B8DcB/CcA/wzAKYAfA/BbuVyu9cFV1LemEg8BeF96n9S2YLv1aAMiImrRxuOgSnH5BQOa1noCb6f0mr9eSL3ctZg2Nzf9NVufdo+machkMv7xddWKqiq8xKLUoNQW/PNFtkClASWcMrT6LgBAQoEV6jBBdyAU2Masf8i5ikRERETDq6lSkUlFopHBSsXAPwcwC+CH1tfXP35+MpfL/VMAHwHwfwL43lYvtr6+/uOt7MvlciqAfwUgCeBvrK+v/1rjvAJgHcC3N57/H7f63NSfDDWJidg8Tuu7kHBRrG1gJvm2qMMiIrpRrepif8fyj1fXWr/PRUoXu6F5iotdSirato3d3V3/eHl5+YbddFfT09PI5/MAvKTiwsLClfvSGRUnRQdKbRlu0kvyFqvPMDf+nnuLlahbjMpjCEgAgB1fYnVdB2zjAfRGglY1n8NKvBBtQERERETUfdKGahX8Q1ufjjAYIrpPrFQEkMvlHgH4JgDPAPzkhR//AwBlAN+Vy+XGevD03wDgnQA+fZ5QBID19XUXwN9tHH5vLpdjX7chEJ6rWKg8jjASIqLWbD01Ib3v2TE1rSI1qbb82EL1KWr2MQDAUMeR7VI7wb29PTiO48U0NYVUKtWV65InPFfx8PDw2n3pzPlcxSCpW2ClIg0oo8p5it3ihOcqmvsRRkJEREREvaJaBQh4Y1IcLQ0orY9JIaLBxkpFz19u/PmJRjLPt76+Xsrlcr8HL+n4FwD8disXzOVy3wHgIQATwJcAfHJ9ff2qfpfnz/2bF3+wvr7+JJfLfQXA2wA8AsAs1IDLJNbw7Ph3AQD5Kv91ElF/k1Ji80nQ+vQuVYoAsNvU+vRFKKI79zKFW5+ySrH7pqeDO0yva38KAOmM9zZSqQbtZ4vVZz2Li6hnpIRR4TzFbrHDScU6258SERERDaNw61NbZ+tTolHCpKLn7Y0/v3LNz9+Al1R8G1pMKgL4xQvHB7lc7vvX19d/uY3nflvjfzdmoXK53KtXnV9fXwfQ/CUhXU/TvL8Wvfh9ubGX8drevwYAnJgb/HdCNAJ6+ZrSazubZVTKJwCAWEzBe16cg6a1nhh8/uzz/vqdix/s2u9gb2/PX7/73e8eyN9tP0skgraP+XweU1NTUNXLFaqZjMTvaWew6vOAqwGKjbJ1iPHJGOI6q0d7YZBfT/padR9Ko6paqnFMLr4IKPyY1LbUO4HGy7RuH2A6mwUEm670I76mEFE38TWFaMTUK/7SmFzp6t99vp4Q9Te2P/VMNv48uebn5+fTLVzrPwD46wCWACQAvAPAP2o89v/N5XJ/tYfPTX0uO/YQivD+w3ha20fVPI44IiKi6/35F0799VvekbpTQvG0uo98+RkAQBU6lqa6M0+xUqn4SUUhBB4+fNiV61JgbGzMbylr2zYKhcKV+xRFIDsbg5AalFowd/Hw7M0r9xP1rZMvBeuJtzOh2CkjA6nGAQDCLgPWdR9ziIiIiGhQiWpws6+Mz0UYCRHdN35ibs35rbXyto3r6+uvXDj1ZQD/ay6X2wXwcQD/F4Df6NFzv/+aH0ng5hZmFDi/C6ZXv690fBWFRuvTN3Y+g4XUiz15HiLqD71+TemVWtXF1tOyfzyz4N7pn+Er+aCwf3bsXTgtluGNKO7MG2+8AdkY8vjgwQOcnZ3h7Oys4+tSs2w2i1KpBMD7nYtrqozGUxLPASi1ZbhJry3ts/3PIuGwLW0vDOrrSb+bPPwszps7n6krqPL327EpfRa6470mnOx/CRZbyvYlvqYQUTfxNYVotEyVtqE31idmAlYX/+7z9YSoNxYWFm7f1AJWKnrOb5+dvObnExf2teNnAdgAXszlcuGeYPfx3NRHsok1f12oPokwEiKi620+MdHI3SE7oyI1cbn95U12SkFH7sVUd6oUAWBra8tfr6ys3LCTOhFuM3N4eHjtvnTG+/+FUg2SiIXa094FRtRt0oFeCSYMcJ5idzTNVTQ5V5GIiIhoqEgJ1Qo+JzoGZyoSjRImFT1fbvz5tmt+fv7twnVzD2+1vr5eA1BqHI7d53NTf8kkHvnr84pFIqJ+Il2JjSd1/3h1LXbD7stMp4zD8pf944XUS12LbXNz018vL7MarldaTipmz5OKQYK3WH3Ws7iIuk2vbUGR3uudo03C0Tm3pRuakop1JhWJiIiIholwzqC4NQCAK2Jw1dQtjyCiYcKkoudTjT+/KZfLNf1OGlWFXwegCuAP232CXC73dgBT8BKL4drtTzb+/JYrHvMIXrJxAwBL2oZEuFIxX33it/EjIuoXB/s2ahXvtcmICcwt6bc8otle6XOQcAF4N1Ik9KmuxHVycoLTU2/Oo67rmJvj3IZemZkJ7jS9qeVMIqnAiAmI+jzgel31y9Yh6jZb0tJgMCrBDFAz8Vbgmla/dDe2Ebw+a+Z+hJEQERERUbdpF6sU+R6aaKQwqQhgfX39MYBPAHgBwPdf+PFPwKss/Dfr6+v+MKhcLveOXC73jvDGXC73KJfLLV68fi6XmwbwrxqHv7i+vm6Hfvw7AL4E4Otzudy3hR6jAPgnjcOfWl9fZ+ZpSIwbD6ArSQCA6ZyhbB1EHBERUbONx0GV4vILBlT1bh8Qdkqv+etetT5dXFyEqt6tJSu1bnJyEprmJQkrlQrK5avnYQohkM6oEFKDUp/3zxdrz+4jTKKO6dVQUpGtT7smXKmomgeAdCOMhoiIiIi6STWDpKLN1qdEI0eLOoA+8j8B+H0AH8vlch+Cl+j7WgB/CV7r0b9/Yf+XGn+Gv2n9egA/m8vlfgfAYwAFACsAvhXezMTPAPi74Yusr687uVzuw/AqFn85l8v9MoBNAB8C8NUAfg/AK136Z6Q+IIRANrGG/fKfAvCqFcdDX7wQEUWpWnHxfC+492VlzbjT4x3Xxt7Z5/zjhS4mFdn69P4oioLp6Wns73sVRkdHRxgbG7tybzqj4mDPhlJdgZvwEr/F6jPMjX/VvcVL1A7h1KDXvP/PSgiYybVbHkGtkto4XHUMilOGIk0o9jFcPRN1WERERETUBVooqejoTCoSjRpWKjY0qhW/GsDPwUsm/s8A1gB8DMAH1tfX8y1c5lUAPw9gFsC3N67xLQD+FMAPAfi69fX14yue+48AfA2A/wDgmwB8BF4S8h8C+Cvr6+v1i4+hwZYJfWlVqHCuIhH1j80ndaBRGz89q2E8dbdqwMPKl2A3ZiuM6TOYjC11JS7XdbG9ve0fr6ys3LCbuqHVFqjpjHePmlINEr2FGru2U//Tq48hGq2a7dg8pHp14pza0zRX0eRcRSIiIqJhoV5sf0pEI4WViiHr6+tbAD7c4t5LveDW19f/FMDfafO5vwjgv23nsTR4solH/jpf5RevRNQfXFdi84npH6/esUoRaG59upB6GaJLsxUODw9Rq3nJymQyiUyGFS+9Nj097a8PDw+v3ZfOeIlnpRokeovVZz2Li6hbjOqFeYrUVbbxAEbjfa5Wfw5z7J0RR0RERERE3RCuVLRZqUg0clipSBSBTCipeFx7BlfaN+wmIrofB3s2alWvTNGICcwt6nd6vJQSu6XX/ePF1Etdiy08T3F5eblryUq6XqtJxVhcQSIpIOrzgOvdr1a2DlG3z3oeI1EnjMob/tpMviXCSIaTbcz5a83cjzASIiIiIuoa14Jie434JAQcIxtxQER035hUJIpAXJtEUve+rHWkhePa9i2PICLqvY3HQbftlYcGFPVuibvj2iYqltctXFeSmBl7e9diCycV2fr0foSTisfHx7Dt62+ASWc1CKlBqc/754q1Z70Mj6gjilWE1ni9kkKHFV+NOKLhE25/qrL9KREREdFQUK0jiMbMFEfPAIKNEIlGDZOKRBEJt0AtVDlXkYiiVSm7ONgLkkYrbbU+fdVfz6feB6VLHy5s28bu7q5/vLy8fMNu6hZd15FOpwF4Vaj5/PXjpdkClQaNUQm3Pn0BUO5WmU23c2LhmYqHgHQijIaIiIiIuiHc+tRh61OikcSkIlFEMk1JRc5VJKJobT4JqhSnH2gYG1fvfI3m1qcvdyUuANjd3YXjeF9GT01NYXx8vGvXppvNzAQfEm+eq+glkJVqkPAt1p72LjCiDhnVUOtTzlPsCanE4WjejQkCDlTrKOKIiIiIiKhTqhVKKhpMKhKNIiYViSKSTQSze/KsVCSiCLmuxOYT0z9ebaNKsWIV/HaXilAxN/7eboWHzc1Nf83Wp/cr3AL16Oj6hEB66nKlYqHKpCL1Kek2VypynmLPhFuganW2QCUiIiIadOFKRZuVikQjiUlFoohMJVYh4M0rO63vwnKqEUdERKPq+a6Fes2biRCLC8wt3r0N4E7pNX89k3wnDDXZtfjC8xTZ+vR+tVqpqOkCqQkFoj4PuF7VYtk6RN0+63mMRHel1XehuN77Lkcdh2PMRRzR8GpKKnKuIhEREdHAY6UiETGpSBQRTYljIrbUOJIosE3cQHF//Zfg/JO/B/nGF6MOhahjG4+DKsWVRwYURdz5GruhpGI3W59Wq1U/mSWEwOLiYteuTbe7WKkopbx2bzqjQUgNSn3eP3devUrUT8JVilbyLYC4+2setcYJJRVVJhWJiIiIBpt0mysVmVQkGklMKhJFKJtY89eFCucqDgrrK1/Glz93hj8Z/6vY/4Vfg6zXb38QUZ8qnzk43Lf945VHsTtfw3KqOCgHCfaF1EtdiQ1orlKcm5tDLHb3+Kh9Y2NjSCQSAADLsnBycnLt3nT2cgvUYvVZT+MjagfnKd4fOxZUgWrmfoSREBEREVGnFPsUQloAAFdJQqpjEUdERFFgUpEoQpnEI39d4FzFvielxN62if/82jjefPS3cDj9Ij7z9u/FF37zDbjO9dU7RP0sPEtxdl5Dcuzubw32zz4PVzoAgHR8FWPG9C2PaB1bn0ZLCNH6XMXMeVIx+PdUZBU+9RvXhF7d8A85T7G3bH0GstHuX7UKgGtFHBERERERtSvc+pRVitQPNk/qsBw36jBGDpOKRBHKJIOkYr7KSsV+Vjlz8Mf/pYzP/F4FNdF8J9bT2hJ+9z+VUD5zIoqOqD2uI5uSiqtr7VUB7pRe99fdbH0qpcTm5qZ/vLKycsNu6pVW5ypOTKpQlOZKxQIrFanPGNWnEPD+e20bD+BqExFHNOQUHY6eBQAISGjmQcQBEREREVG7wq1PHZ1JRYrW40IN/8snNvCPPr0Dk4nFe8WkIlGEJmNLUIUBAKjaBVStYsQR0UWuI/HGF2v41G+WcLAXtIg0zFNkC0G7x5NjF5/+RAm7W+ZVlyHqS/u7Fsy6V2UbTwjMzmt3voYrbeydfdY/XuhiUvHk5ASlUgkAoOs6Hjx4cMsjqBdarVRUVIGJtApRnwdc7/9LZesAdfus5zEStcqohFufskrxPtihuYoa5yoSERERDaxwpaLDSkWK0LNiDf/gtzdRNl28ulvGx/5gL+qQRgqTikQRUoSKTOKhf1xgtWJfOTqw8DufKOHP/7QGN1SEuLz9SXz97/89/Ffb/wbv/Mq/g3C9ZKNtAa/+fgWf/0wFDtuh0gDYeBwkwVceGVAUcedrHFXegOmUAQAJLYOp+GrX4gu3Pl1cXISqql27NrWu1UpFwGuBKqQGpT7vnyvWnvUqNKI7M6pv+mszyXmK98EJJRVVJhWJiIiIBla4UpHtTykqWyd1/Nhvb6FketWJ44aCb393NuKoRguTikQRC89VzHOuYl+o11y8/odl/MGnyjg7DcrnJ1ISH/iT/x3v+fOfg2GXof7A38fD4h/iA5/5P5CoBO28Nh6b+N3fKuHslO1QqX+VSw6OnjeqbwWw8qjd1qev+evF1EsQ4u6Jyeuw9Wl/SKfTfkL37OwMtVrt+r0Zr0Ix3AK1yBao1CcU+9SvlJNQYYZu7KLesWNz/loz9yOMhMJqtRp+5md+Bh/72Mea/ntLREREdB2V7U8pYrunJv63397CSd37zjWpK/jxv7yMh1PxiCMbLUwqEkUsk1jz16xUjJaUEs/erONTv17C9obln1c14N0vxvF14lOYOmm0TXv7eyDmlyG++W8hffoEf/GPfwxzx5/zH3N64uLTv1XC1jO2Q6X+tBGapfhgXkMiefe3BFJK7JwGScWFie61PnVdF9vb2/7x/8/ee0fJcaVXnvdFZKSryjKZ5T1QAOE9QMIRhjA0oGm6BtVyMzIzOzoz62ZndzUj1y3NrmZHszqrM2e1o11JrVnNqoFudpNNkGzCEgXvPUACqCqURdkskz7DvP0jsiIjAZRDpaus73cODuMFIl48Il3Eu++7t7a2Nml9E9NDFEW43W6jPVG1YpFHFx+FUPz1Ggq3pm5wBDENrMF4laLsqAcEawZHM3cg+9Ps5MaNG+js7MTAwAA+/fRTXL9+HZyT0wZBEARBEM+GaRGI6igAfYGeKhVneETEXKPXH8XvHWvHUEhfIG+36ILiQo8jwyObe5CoSBAZxmOqVPSGWsA5BctmgpEhBaeP+nHrSgiyHJ9QqayVsPP1Asx7wQZ27pixn21+Rf/v9teBfBckJYg1l/8Dlhe3QYh9s6oKcP1CENcvBKEoNElDZA+qytHRGhcV6xufr0pxNNKFgKxX6VoEO8qcS5IyPgAWPznHAAAgAElEQVTo6+tDJBIBAOTl5SWIWkT6MVugTpSrmO8SYJESRUUvVSoSWYI1RHmKmUCVPODQFxyIygiYOn61M5E+mpvjDimcczQ1NeHYsWNQFGWCswiCIAiCmKuI0fhzoCp5AEbxJET66A/I+L2j7RgM6veqNpHhD3bWYFEJCYqZgERFgsgwTqkENtEFAJC1EHxkC5VWZJnj9tUgmo74MeyN25U68wW8tC0P6zfn6RVcjx4Cj2P5bjY72NrNAABmd4DtfkffBlB38i+xZZcTea7412vHoyhOHfFhdJjsUInsoKdLRjSiC912J0NZheW5+jFbn1bmr4QoSEkZH5CYp1hbW5tUW1Vi+kw1V5ExhqJiC1ikEtD091VA7jNyNwkiY3AOKRgXUShPMY0wEYq1zGhSrmLmGR4efuYCkbt37+KnP/0pAgH6ziYIgiAIIhFRjsf+UJ4ikU4Gg7qg2BfQBUWryPB7O2qwrMyZ4ZHNXUhUJIgMwxiDx2SBOkgWqGmBc46u9ihOfDGK1gdRIFZIKAjAC8ts2PGqC2WVcYGEnzVVKa7bAmaPr4RhO/cBzjy90deNggfnsG2PC9X18fP9oxpOHfWhrTlC1lJExmlrNlUpzreBCc8n2JlFxSpX8qxPgadFRSKzlJSUGNsTVSoCQJFbBOMShEilsc8bIgtUIrOI0V6Iqg8AoAkOKLaqDI9obqGSBWpW0dISf95obGzE4sWLjXZPTw8OHDiAvr6+Z51KEARBEMQcxWLOUyRRkUgTQyEFv3+sAz1+PabKIjD87rZqrKzIy/DI5jYkKhJEFpCYq9g8wZFEMvD7VFxoCuDquSAi4bjAV1JuwfbXXFi03AHREhdZuCyDX2wy2mPWp0bbmQe266348Z8fhChyrHnJidUvOiDGHCE0Fbh5OYSr54MJFqsEkU78oyoG+/TVXYwBtfOeL1MsJA8b31cMAirzVyVtjLIso7u722iTqJh5zKKi1+uFqo5feR3PVawz9g2RBSqRYaxBk/WpcwHA6DEonSg2s6hIrhyZ5uHDeL7oihUrsGfPHmzdutVwBfD7/fjJT36C+/fvZ2qIBEEQBEFkGaJZVJRIVCRSz0hYwR8ca0fXqL4wXmTA//RyFdZW5Wd4ZAQ9TRNEFuB2xnMVB4MkKqYKVeX49nYYJ3/hQ39PPC/GZmdYu8mJjdvzkO96hif8zYtA0K9ve8qAhcueOoTtehsYq1583AFcPQvGGGrn2fDyHhdchfGv2+52GU2HfRj2UmYNkX7MVYplVRbd3vc56PZdM7ZLnYtgsyTvpq67uxuapufLut1u5OfTDWOmsdlsKCgoAABomgav1zvusUVu3fbUnKs4FKZKRSKzzKU8RX77CtT/+beg/fX/Dq5lh/W6QpWKWYPf70dPjy7sCoKARYsWgTGGtWvX4q233oLVqi82UhQFv/jFL3D27Fly2SAIgiAIAhY5Lioq1pIJjiSImeOLqPjD4x1oH9HnsAQG/Kut1XixxpXhkREAiYoEkRW47XFRcSTSDlWLTnA08Tz098g4+Qsf7t8JI6ZVAAxoWGDFztcLUF1nHTezTTt73Nhmm14BE57+6mR5+WCvvBk/5/OD4LELuQpFbN3tQt38eEVY0K/hzDE/Wu+THSqRPlSVo+ORyfq00fbcfXUnWJ+umdG4nqS9vd3Yrqurm+BIIp1M1QLV7mCw2VmCqOilSkUik2gyrKb3YC7nKXLOoR34f4DBPvDzXwPXL2Z6SAAAxVphbFsiPQDd+2QMs/VpfX098vLi1lENDQ3Yv38/ioqKjH2XL1/GoUOHEI3S8wlBEARBzFm4BlEeNJpUqUikkkBUxR8d70DrUASALij+d5ursKmOBMVsgURFgsgCbJZ85MdWcGtcxXC4fZIziKkSDmm4cjaA8ycDCPg1Y39hsYiXd+djxTonJOv4eXJ8ZAi4fcVos007xz2W7X4HsNn1Rucj4EZ8Is9iYVi1wYm1G50Q9SIeaBpw+1oIl88EEY1qT3dIEEnmcYcMOapP5DqcDGXllufqR9HC6A3cMdrVBZSnOBcoLY0/OPb39497HGNMz1WMVAKaXv0dkPsQVQMpHyNBPAsp3A7G9QwORfJAk4ozPKIU0tUG9HQZTc2UCZ1JNEshNKYvrhK0IJjqz/CI5i7NzXFXlKVLlz7198XFxdi/fz/q6+uNfa2trTh48CCGh4fTMkaCIAiCILILQRkG47rbliq6wEVHhkdE5CpBWcX3T3TgoTcMAGAA/sXGSmxrKMjswIgESFQkiCzBY8pVHAy1THAkMRU0jaPlfgQnvhhFd4ds7LdIwIq1Dry8O9+w6JsIfuFrGKWNLywDK6sc91jmKgDb8Xp8DIcOPFWFWF1vxba9LhQUxW1We7pkNH3lw9AA2aESqaWtJWJs1zXawITxBfWJ6PHfhhqboC+wVRuLIpJBMBg0quAEQUB1dXXS+iZmhrlScSJREdAtUBmXIESqjH2Uq0hkisQ8xdytUgQAfuVM4o5bl/UFUpmGCVDJAjXjhMNhdHZ2Gu3Fixc/8zibzYa33noLa9fGFw15vV4cPHgwYeEPQRAEQRBzA0u0z9hWrVSlSKSGsKLhj0904tuBsLHvd16qwCvzCzM4KuJZkKhIEFmC2xG3QPWSqDgjhgYVnDrix51rISgmna66XsLO1wvQsHBqYgrnHPwJ69PJYHu/A8SyaNDenFDlOEa+S8TW3fmYtzBuhxoKcpw57sfDb8Jkh0qkBN+ICm+/nq3FGFA3zzrJGeNjzlOsdqWuSrGiosLIdiIyj7lScWBgYMLvqiK3vnBCCMXta70hylUkMsNcyVPknINffkJU1DTdBjULUGwkKmaa1tZW47u7vLwchYXjT9AIgoCtW7diz549EEX9Oz0cDuOTTz7BjRs36H6VIAiCIOYQYtSUp0jWp0QKiCga/u3XnbjbHzL2/ZP15di7oGiCs4hMQaIiQWQJ7oRKxeYJjiTGIxrVcPNyEKeP+jE6rBr781wCNu3Iw9qNebA7pvG1196i24gBgNUGtn7LpKewgmKwl1812tpnP3rmpIsoMixf68T6LU5Iki5wcg7cuxHGxVMBRMJkh0okl7bmeJViRbU0vc+CCY1raRMVyfo0u3C5XIbIG4lE4PePb18YFxXjr+FQmERFIv0wNQBL5DEAgEOAbLrfyjm624Gezqd28zNHs0IAUqhSMeOYrU8bG6f2WViyZAnef/99I3uRc46TJ0/i+PHjUFV1krMJgiAIgsgFLHJcVFStJRMcSRDTR1Y1/GlTF272Bo19v7G2DPsW5XBsxSyHREWCyBKK7XVg0Cdh/dEeRBTKmpkqnHN0PIrixBc+tDVHjf2CCCxaYcf2V10oKZem3+85U5Xi2k1gdueUzmOvvaf7rAJA633g3vVxj62ssWLbq/nGBDwA9D1W0HTYh4E+skMlkoOqcHQ+itsA1zc+f/XfYOghIqoPAGC3FCZUWc8Uzjna2+OZsnV1dRMcTaQbxtiUcxWtNgHOfCFBVPSS/SmRAazBZjDogppirwEX7RkeUepIqFJcsT6e8/y4Q78fyTCKtcLYtkR6MjiSuYksy2hrazPaUxUVAd05YP/+/SgrKzP23blzBz/72c8QDAYnOJPIBXjAD37/NrgsT34wQRAEkZOI0QFjW6VKRSKJyCrHvzvVjauPA8a+X11dineWuDM4KmIySFQkiCxBFKwosscn0KmiY2r4RlWc+zqA6xeCiEbiq/DLKi3Y8ZoLLyy1QxSnnxvHFVnPU4zBNu+a8rmsyAO2dY/R1j57OlvRjDNPxJZd+WhcbDP2hUMc57724/6dMLiW+eoCYnbT3SFDlvX3kTNPQEn55Hmi4/Y1etXYrspfA8aSdysxPDxsVL9JkoTy8uRlNRLJwZyrOJZ9OR5FbhEsUglo+qKJgNyHqBqY8ByCSDaJ1qdzJ09R2LIrwWGBnzmWiSElYM5UFKO9ukUDkTba2tqMykKPx4Pi4umt/M7Pz8cHH3yARYsWGfu6u7tx4MCBSXN2idkLV2Rof/ZvoP37fw3tr/63TA+HIAiCyBDmSkXFWjbBkQQxdVSN4z+c6calrnhhzUcrPPhgmSeDoyKmAomKBJFFmCt+yAJ1YhSF497NEE5+5cOgqaLP7mBYv8WJF1/OQ16+OEEPk3DzMuDXq7HgLgEWrZjW6ey19wExJtw8vAvcvz3h8YLAsHSVAy9uy4PVFhNBOfDt7TDOnwwgHCI7VOL5MVuf1jdawdj0hfYxuszWpwXJtT41VynW1NRAEOg2JduYaqUiEBMVuQQWqTL2DVG1IpFOOIc1+NBoRp05nKfY1a5XJAKA1QYsXw+2eXf87y+dAo9Gxjk7PWhiPjRBd30QeBSCMpzR8cw1nsf69EksFgv27t2LLVvigrXP58OPf/xjPHjwYIIziVnLjYv4DNX4H9f+c1zs8IE/vJfpEREEQRBphqlBCKou+nBmgWYZP5OZIKaKqnH8+dlunOvwGfveX+rGRyvIXnc2QLN1BJFFeJzxB3xvqCWDI8luertlfP0LHx7ei4DHtDbGgPkv2LDz9QJU1sxMNAEAzWx9uvEVsGmKG8xTCrb5lXh/hw5M6bzySgnb9rrgLo0LogN9Ck5+5UN/D1kOEdNndFjF0KBemcAEoHbe81uf+iKP4Yt2AwBEZkVZ3rKkjHEMc54iWZ9mJ+ZKxclFRX1hhRiKv5ZeqsIn0ogoD0CMCVcas0G2525OK79y2thmK9aD2WzAwqVAWaW+MxQAv3Y+Q6MbGxijXMUMoaoqWlvj37/PKyoCuhX2unXr8NZbb0GSdLt/RVHw5Zdf4vz581mR30kkj1vnr+NvF7yNhwV1+Isl+xE6/Gmmh0QQBEGkGTFqqlKUSvWJBYKYARrn+I8XHuNUW1xQfHtxMX51demM53OJ9EDfAgSRRXhMlYreUAs9lD9BKKjh0ukALp4KIBSIV+4Ve0Rs2+vCsjUOWKSZ//jw0WHg1mWjbRYHpwN7/QNgTIz85ib4w7tTOs/hFLBpRz5eWBa3Q41GOM6fDODezRA0skMlpoG5SrGyWoLN/vw//V2+uPVpRf5yWITnFyifRNM0dHZ2Gu3a2tyd/J/NuN1uo4J0dHQUkcj4lU+FxSIYQ0Ku4lCIREUifViD8cop2TkfYDNwMMhyzHmKY7anjLEE+3Z+5mjax/Ukio1ExUzQ0dGBaFTPHS8oKEhYIPK8zJs3D/v370dhYbxa4eLFi/jiiy+MaxGzG3WwD38rxu1ugxYHrnT6wXu7MzgqgiAIIt2YrU9VK1WRETND4xx/ebEHx1tGjX1vvFCE31hbRoLiLIJERYLIIlzWSlgEOwAgrIwgKA9meETZgaZxNH8TxokvR9HTFa/Wk6wMqzY4sGVXPgqKkjdRyC+eBGKZM2hcDFZeNfEJ48BKK8Be2mG0p1qtCOh2qIuWO7BxRx5s9viP6sN7EZw94UcoSHaoxOQoCkdnW3xir75xZiJgt8n6tMq1bkZ9PUlvb68xCZmXlzftrCciPVgsloTXZnBw/N8pi4XBVSAkiIpesj8l0og1ZLI+deSw9Wm32frUCqxYb/wd27RTt3MA9AVOg5nNvlOsFca2JdqTwZHMLZ60Pk3WhI3b7cb+/fsTFgI1NzfjJz/5CUZHRyc4k5gNfH3yGlpcNQn7mspXgx/5JEMjIgiCIDKBGB0wtlWpdIIjCWJiOOf4vy/34vDDEWPfnsZC/Pb6chIUZxkkKhJEFsGYkJCr6KVcRXj7FTQd9uHujTDUeHQiaudZsfMNF+rm25L+w8PPmqxPTSv8nwf2xodxa4g718Bb70/r/NJyCdtfdaGk3GLsGxpQcfIrX4LAShDPors9CiX2NsnLF+Aps0x8wgREFB8GgmPvX4Yq16qZD9DEk9andEOZvUwrV9FjAYtUApq+8CMg9yGqBlI6PoIAAHAVUjBuJR91LszgYFKLuUoRK9aD2exGk7lLgSWrYwdy8HPH0jy6RFST/akYoUrFdKBpGlpa4p+FmVifPgu73Y533nkHq1evNvYNDAzgRz/6UYIDATG7CEUV/P2o+6n9V92LMXrxHLhv5BlnEQRBELmIuVJRsZKoSDwfnHP87dU+fHE/nqu+c14BfuelCgg0/zPrIFGRILIMswXq4BzOVYxENFy/GMSZ4374RuJVea5CAZtfycfqF52w2ZL/FcY7WoGOmD2fZAVbv3VG/bGKarANLxvt6VQrjmGzC9i4PQ+LV9iNYgM5ynHpdAB3roWgqWSHSjybtubEKsWZCHXd/uvg0N9rHscC2JMczt7e3m5sk/VpdmO2zRsYGJjgSKDILYJxCSwSr/geompFIg1I4Q4IXLfnVS1FUKXctWriV0zWp+uevm9hW0wWqGePg2uZcztIyFSU+wGuZmwsc4XHjx8jFAoBAJxOJyorK5N+DUEQsG3bNuzatcuwyA6Hw/jkk09w69atpF+PSD2fnv4GXskFACiK+tBQpLtdKIIF54oWg5/4IpPDIwiCINKIOVNRtZZlcCTEbIVzjr+/MYBPvxky9r1c78K/2FhJguIshURFgsgy3I746uG5WKnIOUd7SwQnvvChozUuiIgisGSVHdv2uuApff5qq0mvb65SXLMRzJk34z7Zvg/j1mM3L4G3T/91ZYxh4VI7Nu3Mh90R/8FtuR/BmeN+BPw0KUckMjKkYNirvy8EAaiZNzPr067ReJ5idcHaGfX1JNFoFD09cRu8urq6pPZPJJdpVSq69QrFBAvUMOUqEqnHnKcYdS6I/w7nGPxxB9AdW5RhtYKtXP/UMWzNRmDsfqa/B3hwJ40jTISLDqixRSmMKxDJ6j/lmK1P58+fn1IngGXLluH999+H0+kEoFdJnjhxAidOnICq0r3qbGEwKOOnptjEX7Z2Y3djkdFuKl8DfuJz8AlylQmCIIgcgasJ92tKDi/UI1LHgVuD+Mmd+PtoU20+/tvNVRCF3HxGmwuQqEgQWYYnQVRshTaHVnCPDqs4c9yPG5dCkKPx6ruKagk7Xi/AgsV2CCn8weGKAn7ha6M9U+tTo5+qOrC1m4229vnB5+7LU2rB9lddKK+KC6vDXhVNh33o7ohOcCYx1zBXKVbWSDOq7FW1KHr8N412tSu5omJ3dze0WOWMx+MxJiOJ7MRcqTg4OGi8ds/CVShCEAExFBeKqVKRSAeJeYpzxPp0eaL16RhMsoK9uC1+zpmj6RjauCRUK0bJAjWVcM6fylNMNZWVldi/f3/CApRbt27hk08+MSomiezmv1x5jAjTnzXq/d14ZetyvFxfgLHHsLtF89EvC+Dnjk/QC0EQBJELiPIgGPTnPdVSCAgzW6xMzD1+cmcQ/3Ar7nC0oTof/3JLNSxTnN/VNA2hUAgjIyPo7+9HZ2cnWlpacO/ePdy4cQOXLl3CmTNnMDw8PHlnRNJIXbkPQRDPhUMqhsNSjJAyBJVHMRrpRpE9t60AFZnj2zthtN6PgJucPB1OhhXrnCivktIzkNtXgLF8kCIPsGRl0rpmb343bk929Rx45yOwmobn6stqE7Bhax5a7kdw72YYXAMUGbhyNoiBRgXL1jggirTaZy6jyBxdbXFRsa7RNqP+egN3oXK9P5e1AgW2qknOmB5kfTq7cDgcyMvLQyAQgKqqGBoagsfjeeaxgsBQWCRiMGCqVAxRpSKRWpgahiWsZ7lxMESdqRdSMkWC9en6LeMex7bsBv/6y9g5Z8G/90/B7JlZwKFYy2GLZfRaIr2I5K/IyDjmAv39/fD5fAAAq9WKmpqatFzX5XLhgw8+wNGjR/HggV413NXVhQMHDuDNN99MWJxCZBct3jCOtwcA6M8S/8h3FZb6V1AEYFVFHq491nORT5WvxntHPgXfthdMEDM3YIIgCCKliNG4GKRKlKdITI9P7vTjR1e74eAKLFzB4mILPqwS8eDbe4hGo4hEIs/879ifSCQCRVGmdK3q6moUFRVNfiCRFEhUJIgsxO1oRJfvMgBgMNScs6Ii5xw9XTJuXw0hHIqriUwAGhfZsHCpHRZL+sQxzbTalm3akdQHZFYzD1i9Ebh+HgDAv/gx2D/5V8/fH2NoXGSHu8SCq+eCCAb0lWNtzVEMDShYtzkP+QX0gD9X6WqPYuy+K98lwFM6s/dCly9ufVqV5CpFAOjo6DC2yfp0dlBaWopAQJ9YHBgYGFdUBHQLVK+3EtBEQFARkPsQVQOwijO3lyaIZyGFmo0V1YqtCjxH32v8cSfQ1aY3JCvYiqetTw3qFwDV9frx0Qj4pdNgL+9Nz0CfQDVVKopUqZhSzFWK8+bNgyim795QkiS89tprKCkpwblz5wAAo6Oj+PGPf4y9e/empWqSmB6cc/zN1T7wmKC4fuAuVq9bavz99oYCQ1RsKluD9y5/DVy/CKzdlInhEgRBEGnAIsfjLhQriYpzBc45FEV5ptg32fbYf0PhCMA1bDN3PAJ89Sg1Y45Gyb0tnZCoSBBZiMcx3xAVvaFmNBbvyOyAUkDQr+LW1RD6HieuOPGUilix3glXmgUx7h8Fblwy2mxTcqxPzQhvfhfamKh4+TT4W78EVjmzFePFHgu27c3HjUshPO6UAQCjIxqajviwYp0TtQ1kTTEXMVuf1jVaZ5SfxLmGbt81o51s69NAIIDBQd1bXxAEVFdXJ7V/IjWUlpbi0aNHAHRRcdGiReMeW+SxgD2QwCJV4A5dQB4KPUJ5/rJ0DJWYgyRany7I4EhSC79yOt5YsQ7M7hj3WMYY2OZd4D/+G/3cs8eADImKirXC2Cb709RiFhUXLEj/Z4Exhg0bNsDtduPw4cOQZRmyLOPzzz/Hxo0bsWHDhpRmPBLT41KXH7d6gwAAgav4tfbDYL/9Z8bfv1SbD+tFhqjK0Z5fiUd5FWg4/DOIJCoSBEHkLGI0LiqqJCrOCjjnUxL9JhMHudlKLsNYrVbYbLaE/z65PdFCZyL5kKhIEFmI2zHf2PaGWjI4kuSjqRzN30Zw/24Ymiku0mpjWLragZp6KSOTC/xiE6DGBM55L8xY7HsWrH4BsGI9cOsywDn4FwfBfvO/n3G/klXAus1OtDVHcedaCJqm/69cvxDEYK+C5escaa34JDLLsFfByJD+4RIEzFhY9oYfIazo3vRWMR8eZ3KzycxVipWVlZCkNNkdEzPCbF3X398/wZF6pSIACKFaqDFR0RtuJVGRSBnW4ANjO5rk76xswpynyNaNb31qHLNxB/hP/w5QVeDhPfCeLrCK9C/kUKyl4GBg4BDlAUCTAYG++5PN0NAQvF4vAMBisWTUCaCxsRHf/e538dlnn2F0dBQAcP78eQwMDGDPnj30258FKBrH316N/56/2nUetYsXgjnzjX1OScTGGhea2vTXsKl8DRqavwR/eA9swZK0j5kgCIJIPZZon7GtSGUZHMncQNO0CYXAqQiE2VSxp4GBixKK8uywP0MMnEwotNlskKTMzBMTE0OiIkFkIbqoyABwjIQ7oWhhWAR7poc1YwZ6Zdy6EoLfpyXsr2+0YvFKO6xWIUMjA/hZk/Xp5uRXKY4h7PsutFt6FSq/0AT+1kdgZTPPp2OMoWGBDcUeEVfOBRGI/Rt3PIpiyKtg3aY8FBSRHepcwFylWFkrwWqb2eeqe/SKsV3lWg2BJfdzahYVKU9x9lBaGl+lOpmomJcvQJIY5FAtxtaSDIUepW5wxJxGkIdgkfXqZ84kyI76DI8oNfCeJ6xPV26Y9BxWUKQvbrp+Qe/j7DGw934tlcN8NoIVquSGRR4EA4dF7oeS5KxeIrFKsb6+PuPCncfjwf79+/Hll1+is1PPPH348CGGh4fx1ltvweVyZXR8c51fPBhCt0+/h3QqIexvOwL29u8+ddz2eQWGqHi6bDV+peUXwOGfQSRRkSAIIvfgHKJMlYpTRVGUaVUFziQ/MB2Iojgl0c+8fXdQxn++NQyZWaAwC+a5nfjB7jrkW2k+MtcgUZEgshBJdKDAVoXRSBc4NAyF2lCaN761XLYTCWu4cz2ErjY5YX9BkYiV6x0o9mT2q4h3tQFtMas0iwS24eWUXYs1LgaWrgbuXge4Bv7FT8D+0X+dtP4Liy3YtseFm1eCxr+3f1TDqaM+LF/jQN38mVlhEtmNLHN0tcdFxYZG24z77Eqh9SnnHO3t7Uab8hRnD4WFhZAkCbIsIxQKIRAIIC/v2bl1jDEUukVERuow9iswFG5N32CJOUVClaKjAWC5+bjDr5yNN5avndD61IywZRe0MVHx3Anw7/xyUjOkp4pqLTfEXzHaS6JiCjCLitmSX+hwOPDOO+/g1KlTuHnzJgDdQvtHP/oR9u3bh6oqeh9kAn9ExY9uDhjtDx8dQ0GhC1i04qljV1fmocAmYjSiYsBejHuF87Ds+gXw3m6wcnr9CIIgcgmmBiBoYQCAxqzQxNxcADRefuBk1YFP7tM0bfKLpQlJksYVAKcqEE43i/tcuw//6V4XtFie/bxiG76/iwTFXCU3n7IJIgdwO+ZjNNIFQLdAnY2iItc42lqi+OZmGLIc9+K2WIBFKxxoWGCFIGRe4EqoUlz9Elhe/gRHzxxh335od6/r1z5/AvzN/WAl5Unr3yIxrHnJiZKyKG5fDUFVAU0Fbl4OYaBPwcr1TkhS5v/dieTT1RY1XHxdBQKKS2Z28+aP9mEkolcSCkxCed7Tk0szYWhoCIFAAIDukV9WRnYqswXGGDweD3p6egDo1YrjiYoAUOwR0d9XCWgiIKjwR/sQVQOwiuOfQxDPQ2KeIlmfPsXy9YCrEPCNAMOD+iKn5etSMMKJUazlsAXuAgAskV5EcnOOKmP4fD709up5lYIgoKGhIbMDMiGKInbs2IGSkhJ8/fXX0DQNoVAIP/3pT7Fz504sW0bW2Onm4O0B+KL6RGh5aBBvdJ0Be/sjMOFpdwqLwLClzoUvH+jW+CfL12DZSAv40U/BfvmfpXXcBEHMDqbcTYkAACAASURBVDSNIxziCAc1hGJ/rDaGmobsmA8ixsfyZJViFi5Qf1Z+4GRVgdmcH8gYM4S98YTAyexDrVYrhGf8hqeSS51+/NmZLmixf8a6Qiu+/0otXDYSFHMVEhUJIkvxOObj0fApAMBgqHmSo7OPYa+CW1dCGPaqCfuraiUsW+OA3ZE5q1MzXFXBz58w2qm0PjWu8cIyfeXvt7cAVQX/8mOwX/2d5F6DMdTNt6HYY8GVcwH4RvSJgu52GcNeH9ZtcqLITT8BuQTnHG3NEaNd32ibcVVqt6lKsTxvKSQxuTbMZuvTmpqatN/4EjOjtLTUEBUHBgYmnLQuclvAuAQWqQKP5SoOhR5RriKRXLgGa9AkKuZoniLv7QY6Y9W+Fgls1eTWp2Mwi0XPVjzyqd7X6aNgGREVK4xtS7Qn7dfPdVpa4pnsNTU1sNuzL0Zh+fLlKC4uxueff45wOAxN03Ds2DEMDAzg5ZdfpnuCNPHYF8Xn94eM9q+2fAEJfMJnou3zCgxR8VzpCvz2g08gnTkG/vb3wFyFKR8zQRDZA+cc0Qg3xMJQMFE8DAU1hMMceIZeEw5zvLA0+36fiDhiNHPWp0NDQ7h9+zYGBwcntQ3NFgRBmHF14GzMD7za7cefnuqCEivUrHJZ8YNddSi005xjLkOvLkFkKW5H3KbIO4tERTnK8e3tEFofRhNuHJ35Alasc6CsIrN5Lk9x9xowqj8Uo7BYtyZNA8K+70L79hYAgJ85Cr7vQzB38m/SXIUitu524c61ENpb9JutoF/DmWN+LF3lQMNCskPNFYa9KkaH9bs4QQRqGmb+WevyXTW2q5JsfQqArE9nOeZcxYGBgQmOBIrc+gpFIVQLNSYqesOtJCoSScUS6YKghQAAquiCak2eC0A2wS+fjjeWrwOzO6d1PtuyOy4q3rgAHvCB5aW3VFAxvTaWaG9arz0XePgwLq5ni/Xps6iursZHH32EQ4cOGb8jN27cgNfrxeuvv56VYmiu8XfX+oxJwMUjrdjUf0v/XnGXjHvO4hIHyvMl9PplBCQnrngWY+PAHfATX4C9/UtpGjlBEOlAljlCAQ2hkPaEWKgLieGghud1fOxoiWLhkpkvhCVShyXaZ2wrUvpchWRZxg9/+EOMjo6m7ZoWi2VKot9EQqEoinPu/XyzJ4D/takLSqxEsSJfwp/srkWxgySnXIdeYYLIUgpttRCYBI3LCMgDCCsjsFuyd+Un5xzdHTLuXAshEo6riYIALFhiw4Ildohi9v248jPHjG22cQfYND3Dn5vFK4EFS4CH9wBVAf/FT8G+909TcimLhWHVBidKyiy4cTkIVQE0Dbh9TbdDXfWiA1YrrQaf7bQ1x1foVddaIc3wNY2qAfQHvon36Vozo/6eRNM0dHZ2Gu3a2tqk9k+knpKS+IRjf3//BEcCdocAu4NBDtVirH59KPQodYMj5iTmKkXZ2ZiVFk3JgF8xWZ+un4b16dg51fVAw0Lg0QNAUcAvnAR75c1kDnFSVGsJOEQwqBCVYTAtDC6QgJQMgsEguru7jfb8+fMzOJrJKSgowIcffojDhw8bOZAdHR04cOAA3nzzTXg8ngyPMHe50xvEuQ6/0f7HDw+BARC27pnwPMYYtjcU4OBtPRe1qXxNTFT8HPy198CsM8/0Jggi9aiquaqQJ1YXBnUhUZEn72cq2OwMDqcAh1NAX48MVQGCAQ2jwyoKi2lqOlsRn7Q/TRO3b9+elqD4ZH7gdKsDrVbrtPMDCeBOXxB/8nUnoqo+B1yWZ8Gf7K6Dx5llxSRESqBvboLIUkTBgmJ7PQZj2UDeUCuqXOmpopsufp+KW1dCGOhVEvaXlFuwYp0D+a7s/HHmAR/4jQtGm21KvfWpcS3G9GzF/+OP9LGcOgz+xodgRe6UXbO63opCt4grZ4MYHdan9Xu6ZIx8pWDdpjwUl9BPwmxFjmroao+LivWN1hn3+dh3Axz6slO3Yz4cUvGM+zTT29sLWdafUl0uF4qKipLaP5F6PB4PGGPgnGN4eBiyLEOSxn+AKHJbEBiMV6QOhVvTMUxiDjEX8hR5XzfQ8XzWp2bYll3gjx7ofZ45BqRZVAQToVpLDetTMdoHxU4V68mgtbXVyAWqrKycMO82W5AkCW+88QYuXryICxf0e/ORkREcPHgQr776atYLo7MRjXP89dV4Bcq23qtY6OvQM1en8L1iFhWveJYiINqR5x8FP3scbMfrKRs3QRBTg2sc4TBPFAmfEA+jkeRkyEkSg8PJYI+JhmN/9DaD3SEkLDC/ei6Arnb9OfBxp0yiYhZjicbdaBRp/Ar2ZKIoCq5ejTsmLVmyBOXl5eNWDEqSRJbpGeDbgRB+cKITkZig6HFa8Me76lCaR4LiXIG+uQkii3E7Gk2iYnPWiYqqyvHwXhgP70USLC9sdoZlaxyoqs1uL3B+6RSgxITQ+gVg1WmezFq2xlQpIIN/9TOw/b+Z0kvmu0Rs3Z2PezdCaH2gi1ChIMeZ434sXmlH4yKyH5mNdLbJ0GLlXwWFAoo8Mxfyzdan1Sm2Pq2traX33SxEkiQUFRVhaGgInHMMDg6ioqJi3OOL3CIed1cCmggIKvzRPkTVAKxi9k94E7MALQop1GY0o84FGRxM6uCX41WKWL522tanY7AN28AP/DWgyEB7M3hnK1jNvCSNcmoo1nJDVLREeklUTBJj1X5AdlufPgljDC+99BI8Hg+OHDkCWZYhyzIOHTqEzZs3Y926dXSvkEROto6i2RsGAFi5il9u+QWAmHOLZfIJwZpCGxrdNjR7I5AFC86XLseunsvgRz4F37YXTMjORaUEkQuYcwzDobg9qbnSMBLi4EnQDAURcaHQIcCRp4uEDqcAR56+zyJN77u5slaKi4odMhavcMx8oETy0WQIip65y8GgSulxDrh37x4CgQAAID8/Hzt37oTFQvJFNvFwMIzvH+9AOOafXmwX8Se76lDhmvnidmL2QJ9KgshiPI75eBDbHsyyXMW+Hhm3r4QQ8JvURAbMW2DFouUOSNbsf+jnZ48b22xL+qoUjWsyBuHNj6D9xz/Wx9P0Jfjr74MVpLZiSxQZlq91wlNmwY2LIciy/sBx70YYg30KVr/ohM1OK71mC5xztDVHjHZ948yFYVVT0OO/abRTkafY0dFhbJP16eylpKQEQ0P6w+bAwMDEoqJHBOMSWKQKPJarOBR6RLmKRFKwhlrAYua6irUcmqUgwyNKDQnWp+umb31qnJuXD7Zmo77ACnq1Itv/WzMe33RIzFXsSeu1c5VIJJKwaGc2iYpjLFiwAEVFRfjss8/g8/kAAGfPnsXAwAB27do1YUU8MTUiiob/93rc0u7tjiaURvSMeTaJ9amZ7Q2FaPbq1Y4nKzdgV89loK8buHEJWLMxuYMmiDmEIidakeqVhqZ9Ic1YUDoTGAPsDr3C0GlUFo790fdbrSzpCzpKKySIIqCqgN+nwTeiwlVICxGyDVEeBIOuTKtSMSCk/vdXVVVcuXLFaG/ZsoUExSyjdSiMPzzejoCszwUX2kT8YHcdqgpIUJxr0CeTILIYtyM+EeANtYBznvEVuuGQhjvXQujuSDTXL3KLWLHOgSL37Pha4Y87gNb7ekO0gG14OTMDWbkeqJsPtLcA0Sj4kU/B3v/1tFy6ssaKwmLdDnXYqz+V9D1W0HTYhzUb81BSNjtey7nO0KAK34h+QyeKus3tTOkP3oOshQAAeVIJCm01M+7TTDQaRU9PfAKZRMXZS2lpKR480Je/TJarWFSsTxYIoVqoMVHRG24lUZFICuY8xagjR6sU+x7r9wtAzPr0xRn1x7bsjouK578Gf//Xp1ShlCwUm1lU7E3bdXOZtrY2aDH7kJKSEhQWZm8e+0SUlJRg//79+OKLL4x8yPv372N4eBj79u2Dy+XK8AhnN5/c82IwpLu1FAkK3m2LLbScvwisauoVw1vrXfjbq33gAO4UNmDQWgBPdBTaVz+FSKIiQTwTVeUIh+JWpOEnxMNQMHk5hlYbSxAJE21JBdjtDExI//ySxcJQVinhcWfcApVExezDYs5TlNKTp3j//n0jS9HpdGL9+vXGAiMi87QPR/AHxzrgj+r3mi6rgB/sqkVdIWUpz0Voxpggsph8axmsYh6iagBRNQB/tA8u0wRMOtE0jkcPo/j2VshwDAV0//zFK+2on2/NyA3p82KuUsSqF8HyM1PRoGcrfhfaX/6pPq4Tn4O/+m7axuPME7FlVz6+uRVG8zd6tVs4xHHuaz8WLbNj4RLbrHpd5yLmKsXqOmtSqoS7fNeM7SpX8u3Gurq6EiY9nc7ns+8jMk9JSTxbY2BgYIIjAckqIM8lQA7VYmxx9VDoUeoGR8wpEvIUnTmap2iqUsSyNWCOGX53LlkJFJcAQwOAfxS4eRlYu2lmfU4DxRqvbCZRMTnMVuvTZ+F0OvHuu++iqakJt27dAgD09fXhwIED2LdvHyorKzM8wtnJYFDGx3cGjfYvdTfBoer3kmzL7mn15XFKWFnhxI2eIDgYTlWsxXfavwaavwF/eA9swZJkDp0gsp6xHMNwrJowFBirLNQtSsMhDZFwcnIMLVLcltTuiFuROpwMjjzhqRzDbKOyxiQqdkTxwjJ7hkdEPIkYjefuqtaylF9P0zRcvnzZaG/cuBE2m41ExSyhczSC3z/WjtGI/iSfJwn4/q46NBTTZ3euQqIiQWQxjDG4HfPR49cfpL2h5oyIikODCm5eDmF0ONFjo7pewrLVjllnlck1Ffz8CaMtbE6/9WkCqzcC1fVAVxsQCYMf/TnYd34lbZcXBIalqxzwlFlw/UJQD2znwLe3dTvUNRudsDtm12s8V4hGtYSq4frGmVcpcs7RnZCnuGbGfT6J2fq0ro4ytGYzpaXxVasDAwOTVtQXuUWM9sZf86Fwa0rHR8wNBGXUEKU4REQd6c0GTBfmPEW2/vmtT40+BBFs0yvgXxwEAGhnj0FMo6ioWYrAmQTGZQiqH0zxg1vy03b9XENRFDx69MhoL1gw+yt2RVHEzp074fF40NTUBE3TEAwG8fHHH+OVV17B0qVLMz3EWcf/d3MAEVUXNeqdwCvffKX/hdX2XM4t2xsKcKMnCAA41bBVFxUBaEc+gUiiIpFDcM4hR7lRYahbkj5hUZqsHEMBporCxArDMZtSaZo5htlGWZUEQQA0DRgd0RDwqchzUbViNmGJxheMKlLJBEcmh4cPHxqxGlarFS+99FLKr0lMjce+KH7/aAeGw/qcsMMi4A9fqUWjmwTFuQyJigSR5XgcjYaoOBhqQX3R5rRdOxrV8M3NMNqaown7810CVqxzoKR8lmaa3L0BDHv1bVchsCz5osl0YIIAtu+74H/17wEA/Pgh8L3fAXOmd2KtvFLCtr0uXD0fgLdfv1kY6FNw8isf1m50orRilr7eOUznI9nI0ygoElHonvmD2HC4HUFZX8EuCU6U5i2acZ9PYs57IuvT2Y3T6YTD4UAoFIIsyxgZGUFR0fi5sMVuCzrbKwFNBAQV/mgfomoAVjEvjaMmcg2z9ansqAeE3Mv04P09QHusCs1iAVs5M+vTMdiWuKiIW5fBR4bACouT0vfkFxegWMshRToB6NWKMomKz01HRwdkWV9oVFRUBLfbneERJY+VK1eiuLgYX375JcLhMDRNw9GjRzEwMICtW7dCEGjx21Ro8YZxrHnEaP9j31WIsbwstn7rc1U/b6pz4f+61IuoytEqFKDdWY66YC9w7Tx4bzdYeVXSxk8QqUSRuV5dmCAWJmYbJiPHEAyw2822pE+Lh1Zb8nMMsw1JYiitsKC3W7fBetwpY8ESEhWzCdFsf2pNrf0p5zyhSnHVqlVwOBwpvSYxNfr8Mn7/aDu8Mdt0u4XhD3bWYFEJvT5zHRIVCSLLScxVbJ7gyOTBOUfnIxl3b4T0qrUYggi8sNSOxkU2CFlspTEZ/OwxY5tt3AGWBcHPbN1m8IpqoKcLCAXBjx0Ce+ujtI/D4RSwaUc+HtwN4/4d3QopGuE4fzKABUtsWLTcDoHsULMCznmC9Wl9ozUpD5/mKsVK1yoILLmfD7/fD69XF/UFQUBVFU02zWYYYygtLTWE4v7+/glFxSK3CMYlsEgVeCxXcSj0iHIViRlhDT4wtqOOHLU+NVUpYukaMGdyhHhWVgUsXAo8uAtoGvj5E2CvvpeUvqfCU6Kic3ZbdmaSJ61Pc21Cura2Fvv378ehQ4cwOKgvfrp+/Tq8Xi9ee+012O20Wn4iOOdG/iEArK9wYOUnnxp/z7buea5+nZKIDdX5ONOu29M1LX8dv3LxhwDn4Ec/BfvlfzbDkRPEzNGMHEP+RGVhzKI0pFchJoOxHEO7k+l2pHkx8TC2bbMzep6OUVljfUJUpO/xrIFziNG4qKikWFRsbW01ojQsFgtWr16d0usRU2MgKOP3jrWjP6h/Tq0iw7/ZXoOlZRRfQ5CoSBBZj9tk4TUUboOqKRCF1H10faMqbl0JYbBPSdhfVmnBirUOOPNn9+oxHvSDX79gtNnmVzI4mjhMEPVqxb/+cwAAP/pz8N1vzzwv6TkQBIZFyx1wl1pw7XzQyH14eC+CwX4F6zblweGkFeGZxjugwj+q5xKKFqCmPjmVOV0J1qdrk9KnGbP1aVVVFSSJKmBnOyUlJYaoODAwgIULxxd1CopFMAYIoVqoMVHRG24lUZF4fjiHlJCnOPstH5+FOU+RrZu59akZtmUP+IO7+nXOHAPf+27aBCnFGrf1p1zF50fTNLS0tBjt2Z6nOB6FhYX48MMPcfjwYeP/t729HQcPHsSbb76ZU9WZyeZSlx83e3WbUoEBvyY+AsIh/S8rqoEZWJVubygwRMVTRUvwPTAI4Pr3ydvfA3MVznT4BDEunHNEwk+IhU+Ih8nKMRQtSKgwdMQqDO3OuHAoWkgwnCrl1RYwBnAODHtVBAManHk0z5ANCOooBK47lmmCA1xInasM5xyXLl0y2itWrKAqxSzAG1Lw+0fb0evXXTAsAsO/3l6DlRXkMETokKhIEFmO3VKIPKkEAXkAGpcxEulIEBqThaJwPLgbRvO3EXDNdH0Hw/K1DlRUSzmx4plfPg3IMTvXuvlgNdmTu8Q2bAP/+T8A/T1A0A9+4nOwNz7M2HhKyyVsf9WFq+eDGOjVReahARUnv/Jh9YtOVFSTGJRJzFWK1XVWWJKQqxGUvRgKPwIACExERf7KGff5JGZRkaxPcwNzrmJ/f/8ERwKiyFBQJCIaqsWYg9RQ6FHqBkfkPGK0B6LqB6BPeii23Kt+5v09QFtMOBUtYKuTY306Blu3Gfwf/hMQCQOPO4DW+8D85FtfPwvVlBUukqj43HR1dSEcDgMA8vLyUF6e/gz2dGG1WrFv3z5cuHABFy9eBAAMDw/j4MGDeO2119DQ0JDZAWYhisbxw2vx3+fXFhah5sQPjTbbsntGz3lrq/KRbxXgj2rojzJ8u3ATljw4C8hR8BNfgL39SzMZPjGH4ZxDljlCgbFKwyf/6PvN8xfPiyAAdkfchtT+DPHQIuW+LWk6sVoFlJRb0N8zVq0YReMiqlbMBhKrFMuAFL7vOzo60Nur3wMKgoA1azIbT0QAw2FdUOz2jQmKwO9uq8aaShIUiTgkKhLELMDtaERA1q0AvKHmpIuKvd0ybl0NIRSI340zBsx/wYYXltmTIlZkC/zscWObbd6VwZE8DRNj1Yo//AsAAD/yKfiut8BsmbuxttkFbNyeh4f3Ivj2dhicA3KU49LpAOa/YMOSlfZZbYU7W4lENDzukI12fWNyqhTN1qelziWwismtlOWcJ4iKdXV1Se2fyAwlJSXG9phtzUQUuUV4u+Kv/VC4NSXjIuYG5jzFqHMBwHJvhbu5ShFLVyc9c5nZHWDrt4Cf0e3h+ZljYGkSFRVrhbFtifbo5Qo0YTttct369EkYY9i4cSM8Hg+OHDkCRVEQjUbx85//HFu3bsWaNWty/t9gOnz1YBhdo/qiyjxJwP5yWbc8BgBBANs0M+cWSWTYUleArx4OAwCaluzVRUUA/MTn4K+9B2a1zegaRG6iKNyUXxgTCYMagmO5hiENqjJ5P1PB7jCJhYYtqW5RanfqtqT0vZF+Kmskk6gok6iYJVhMoqIqlUxw5MwxVykuW7YM+fmUr51JRiMq/uBYBzpj9w0CA/6HrdVYX02vC5EIiYoEMQtwO+ajY1S37BwMtSBZxl7BgIY710Lo6ZIT9heXiFi5zomCotltdfokvKcLaP5Gb4gi2IvbMjugZ8Be2gH+2Y+AwT7APwp+8kuwve9mdkyMYeFSO9ylFlw9F0A4pNvHtNyPwDugYO0mJ/JmuS3ubKOzNQottgagyC2iyJ2cn/NUW596vV4EAgEAgM1mS6hwI2YvxcXFEEURqqrC7/cjFApNaFlT5BYhtFQCmggIKvzRPkTVAKwirXwkpo81NLfyFNn65FqfGv1u3h0XFS+dAt//m2kRATTRBU1wQNBCELQIBGUEmjR+LivxNJzzp0TFucLChQtRWFiIQ4cOwe/XK5ZPnz6N/v5+7Nq1C5YsyE3PNP6Iin+4FV/w88FyDwouHTKyFbFyA1hh8Yyvs31eXFQ8G87Hb3jKIQ326s8z506AbX9txtcgZheaxhEOcZMlaaJ4GApqScsxlKzMqCYcqyw0VxraHZRjmK1UVEu4eSUEcN0VKRzSYHfk3gKx2YYom0TFFOYpdnd3o6urC4Bepbhu3bqUXYuYHH9UxR8db0fbsO6KJTDgX26pwqZaV4ZHRmQjdJdNELMAjyM+OeANtUxw5NTQNI6W+xHcvx2Gqsb3S1aGpavsqJ1nzclVevxcvEoRKzZkZb4Hs1jAXv8A/O//TwAA/+pn4DveyIrVvZ5SC7a/6sL1i0EjUH3Yq6LpsA+rNjhRVZucajliYjjnaGuJGu1kVSnKagh9gbtGu8qVfNsRc5ViTU0NBIEeGHMBQRDg8XjQ19cHQK9WnMjatshtAeMSWKQS3NEJQLdApVxFYtpoMqyheKVrLuYpPm19+lJqLrRwKVBWCfQ9BkIB8GvnwV7anpprmWEMirUc1pj1tiXaiyiJitOit7fXWLBjt9tRXV2d4RGll7KyMnz00Uf4/PPP8fjxYwDAt99+i+HhYezbt2/OVzz8+M4gfBH9ga88X8K+BQXgfxN/JhK27knKdZaUOlDqtKA/qMAX1XBj636s/zTmvnL4E/CX94AJtAgxlwkFNZw50YehwQh8o1FjIepMES0wqgmdhliYKB5aKMdw1mKzC/CUWjDYF69WnLcw83Mfcx1Lgv1p6kRFc5XiokWLUFBQkLJrERMTlFX80fEONHt1QZEB+G82VWJrPb0mxLOh2TyCmAUUO+rBYh/X0Ug3ZDX03H0N9itoOuzDvRuJgmLdPCt2vuFC3XxbbgqKmgp+7oTRFjbPzOYnlbDNu4DimMXE6DD4qcOZHZAJq03Ahq15WLrabjjMKTJw5WwQNy8HoarJeXgkxmewT0HAp5cpWiSgqi45omKP/yY0rn8pFNnrkWdNvs1Je3u7sU3Wp7mF2QJ1slxFV4EA0QIIIbMF6qNUDY3IYaRwGxjXJ6EUyQNNmnm1TbbBr56NN1JgfToGYyzBFp6fOZqS6zwLxWa2QKVcxelirlKcN2/enFyw43Q68e6772Lp0qXGvt7eXhw4cAA9PT0ZHFlmeeyL4tC3XqP966tLYb17FRgZ0ncUFgPLk1MVIjCGbQ3xiceTrhcAR8yBoK8buHFpnDOJXOH21RDu3x1Ff29kyoIiY4AjT4C7VER1vYQFS2xYsdaBF1/Ow7a9Lrz6nQK8/l4hdr5RgE078rHqRScWLbejbr4NpRUS8gtEEhRzgMoaydh+3ClPcCSRLhIqFaXUiIq9vb1oa2sz2uvXr0/JdYjJCckafnCiEw8Gw8a+f76xAjvmZV8hBpE9UKUiQcwCLIIdhfYaDIfbAXB4Qy3TruiIRDTcuxFGR2s0Yb+rUMDKdU64S3P86+CbW8BQzPonvwBYkb22CkySwF57D/wf/goAwH/xMfi2V8Gk7KgEZIyhcZEd7hILrp4LIhjL4mxrjmJoUMG6TXnIL6CVyKmirTn+Ga6ptybtQbrLd83Yrk5BlaKqqoa1CYAJK9mI2YfZynayXEUmMBQWiwiHajG2tsUbolxFYvok5inOAevTdamxPjX637QT/NP/oucafnMTfLAfzJN6m2rVWm5si9G5KwA9D3PZ+vRJLBYLdu3ahdLSUjQ1NYFzjkAggI8//hi7du3C4sWLMz3EtPN31/qhxOzyF5c4sLnOBe2zI8bfs02vgInJu2ffPq8QH9/VRcxLj0MIbdsHx1cHAQDa4Z9BXLMxadcisgs5ytH3+GkxyGZ/0o403nZQjiERo7JGwu2r+sL5wX4FkbAGm33uLZDJFpgWgaiMAAA4RKiSOyXXuXz5srH9wgsvoLg49xYHzgYiioY/OdmJe/3x4pX/akM5djeScwgxMfQtTRCzBLdjvrE9HQtUzjnamiM48YUvQVAULcDSVXZs2+vKfUERAD97zNhmL20Hs0gTHJ152NY9+uphABj2prViYKoUeyzYtjc/YWXh6LCGpiM+dD6KTnAm8bxEwhoemzJQ6xuTYw2jcRWP/deNdpUr+aJ7b28vZFkfe0FBAQoLadVbLmEWFSerVAR0C9TESkUSFYnpk+t5inygF3gU+39MpfVpDOYuBZasjl2cg587NvEJSUIxiYpUqTg9vF4vhof1HDtJkua8CwBjDKtWrcI777wDm02/R1JVFYcPH8bp06ehjQVSzwHu9AVxrsNntH9jXZleoXgrPonLtuxO6jXri2xoKNL/3aMqx4XFO/WHTgB4eA98LNueyDl6H8tG3nuxx4pd+1zY90Eh9r5TiJf3uLB+Sx6Wr3GgcZEdVbVWFHsssDsEEhQJAIDdIaC4JLbAgQM9XVSt5DANFQAAIABJREFUmEnEaHyBqCq5AZb8BeODg4MJi6KoSjEzRFUN/0tTF273Bo19v7WuDK+/QAIvMTkkKhLELMFtylUcnKKoODqs4swxP25eDiWEoFdUS9j5egEaF9vnRGA5DwXBr50z2iyLrU/HYFYb2KvvGW3+5cfgSvbdXEtWAes2O7FinQNjbluqAly7EMT1i0EoCtmhJpOO1ii48cAuoqAoOTf4A8H7iKp6HpPDUoxie31S+jVjtj6tra2lSYQcw+PxGNtDQ0NQFGXC44vcIoRIJaDp72F/tM94DxLEVGCqH5aInp/GIUA2Lb7KFfgVk/XpklVgeanPhmNbzBaox8DTIMIkiop9MH7oiEkxT8jV19fDYsn9hYJToa6uDvv374fbHa+uuHr1Kg4dOoRIJJLBkaUHjXP8zZU+o72toQCLShx6FMTYZ3rhUrCK5Odvbp8Xt0Bt6lUTslm1wz9L+vWI7KDHZFk5b0E+nPkiBJHu9YmpQxao2UOC9WmK8hTNWYrz589PiNIg0oOscvy7pi5cfxx/Bv/11aV4a3FqKlOJ3INERYKYJXhMoqI31DzBkYAic9y5HkLTYR+GBuPBiY48AS++nIcNW/PgcM6djz+/fBqIxirnahqA2tkx8ci2vQa4YtVc3v6ETMhsgjGGhgU2bN2djzxX/H3V0RrFqSM+jA6rE5xNTBXOOdpa4hWg9Y3Js8Pt8l01tqtca1Mi+HV0dBjbZH2ae9hsNhQU6BOJmqbB6/VOeHyxWwTjElik0tg3FHqUyiESOYY12AwGfeGKbK8FF+0ZHlHy4VdM1qfrU2t9alxnzUbAGctBG+gFHtxJ+TW56IQq6t8fjCsQ5cGUXzNXMIuKCxYsyOBIso+ioiJ8+OGHaGhoMPY9evQIBw8exNDQUOYGlgaaHo3ioVfPRbKKDL+2uhSc8wTnE7Z1T0quva2hAGN3kTd7gxja/k78L6+dB+/rTsl1icyhKInWp/WNqV8AQ+QelTXxZ9uBXgXRKC0wyhSWaFxUVFKQpzg8PIwHD+JuIxs2bEj6NYiJUTSOPzvThcvdcUHxeytL8N4yzwRnEUQic0dVIIhZToGtGhZBt5MJKUMIyk9P2HLO8bgzihNfjqLl2wh4rEiMCcCCJTbseM2F8qrstv1MBfzscWObbXpl1lRIMZsNbM93jDb/8ifgavYKdIXFFmzb40J1ffw95h/VcOqoD23NEXBOVYszYaBXQdCvP1xZJKCyNjmiIucc3SZRsbpgbVL6NROJRNDTE8/JIlExN5lOrqIjT4BkZRBC8ffCUPhRqoZG5CDmPEXZkXtiCh/sA1rv6w1RTLn16RhMsoK9GK8sSpf9OlmgTp+RkRHDbloQBNTXJ99lYLZjs9nw5ptvJtiqDQ0N4eDBg2hra8vgyFJHRNHwn6/HJ4TfXuxGaZ4EPLwH9Mayre2OlGW0ljglLCt3AgA0DpyOFADLY/eWnIMf+TQl1yUyR3+PjLFH1MJiCUXFyVv4SMwdnHkCCot1BxPOgd6uiV1PiNSR6krFy5cvG3NDdXV1KC8vn+QMIpmoGsefn+3G+Q6/se/DZR7sX0HVosT0IFGRIGYJAhNQbG8w2k/mKgb8Ki6eCuDymSDCobh44ymzYPurLixZ6YDFMjvEtGTC+7qBh3f1hiCAbdw+8QlZBtv5OpDn0hv9PeAXTmZ2QJNgkRjWvOTEqg0OCDFnTk0Fbl4O4dr5IGSZhMXnpa05XqVY22BN2ud5NNIFf1S3yLIIdpQ5lySlXzNdXV3Gg0NpaSkcDkfSr0FkHrNtzWSiImMMxR4xIVfRG6JcRWKKcJ6Yp+jMQVHRVKWoW5+60nbtBAvUK2fBw8EJjk4Oqi0+oSSSqDglWlrizwJ1dXVGhiCRiCAI2Lx5M1599VWIon5zGolE8POf/xzXrl3LuUVvn97zYjCoT8YX2kW8v0y3MeOnjxjHsBe3gdlSV929vSFugXry0SiEve8abX7mGLhvJGXXJtKP2fq0fj5VKRLPT1Wt2QI1OsGRRCpJqFRMsqjo8/nwzTfxfF2qUkwvqsbxF+cf43RbPHP5O0vc+P/Ze+8gObL8zu/7MrN8VXd1tfdoeN8AuoEB0EBjYAbY2TG7M7ODWZJHHo88SRenkAnKnUTeklqSIYUUlC6ki9OJJy7vVqLBYGd3ZjgzWHjvvbeN9t5Ud3mX+fRHVmdmAY22lWXfJ2Jj8xXS/AbIynr5vr/f9/dbjUxQZMwdJioyGFmEawoLVFGkePYohDO/9mKoX83mMppkcWfb2zY4CpLfWDlbSLAMXdcMUpBdDYeJ2Qqy70NlTL87DCplbrUiIIsFdYtNaH3HAUeB+jPT2xXF+WNejI+xrMO5EgpKCQ3r65ckb+FQa31aYV8Hnkt+NbPW+rSurm6aPRnZjLZScbJ6ZjqcrkRR0R1ioiJjdvDREfAxeVFa4kyImnOv+pne0Fif6lRR9EbqlwLV8aq3SBj0+gXdL8kqFeeO1vp0yZIl0+zJAIAVK1bgRz/6EWw22d6XUorz58/jxIkTM/YBzhbGgjF88Ui1D/5HjaWwGni5v/wN9Xusl/XpJNvrHBA4OfmtbSyE3qqVQF28/UQ0AnrmiK7XZ6QOSaQY6NO+o9jSGA0j29H2VRweiCHGEpJTD5XAR9XkUDHJ9qc3b96EFO/tW1VVherq5Pf2ZUyNRCn+zbUBnGn3KJ+9v6IIv7uxNGvc3BiZBRMVGYwsotii9gIcDb7EyGAUZ4968fR+CFqdqX6JEbu/70DNImNe/zhQSUoQFblte9IYzfwhe94HLPEXtMHelCzuJQNHIY8d7zhQt1i1wPH7JFw86UP7c2aHOhe62yOKnXFRCQ9HYfISBfq8t5XtakdT0s6rpaurS9lm1qe5y6ui4kzfcadLABeuBCT5fvZFhhAR/dMew2AAgDGgVilGLUsAklvJU3R0ONH6dOPWlF6fEAKyXVOteOmk7tdMEBXDTFSciUAggL4+uTcdIQQNDQ1pjig7KC8vx49//GNUVFQonz1+/Bi//OUv4fdn/+/P39wdRigm//bWO03Yu1juzU6vnwciYXmn6npg0TJd47AbeWyuVsWlsx0eEG214ulvQSfjYWQ1I0MxxOKaosXGobiEVUwz5o/NwaOgUF6mliRgUNOrk5EauNg4CJUTbUTeDsonz2HI7/fj4UO1VzerUkwdlFL85fVBnGhTnQIOLHXinzaV5fWaMWNhMFGRwcgitJWKI76XuHTGC79XbWBdWMRjxz471jdbYTSyrzeePQBGZVtH2BzA+uyctBCrDWTvB8qYfvs5qJQdjcsFgaBxsxWbtlrBC/JnkgQ8uBXEjYsB1oB9FlBK0fVStX9JZpViMDqO0XjVMwGHSntj0s49idfrhdvtBgDwPI+qqqqkX4ORGdjtdsV+LxKJwOv1Tru/08WDUANIuFL5zB3s0DNERo6g7acYycV+ilrr05XrU2p9OgnZ+jYQt4rEi8egA726Xk8rKvLREYDmRuWYXmitT6uqqmC1WtMYTXZhs9nw8ccfY9Uq1e59YGAAhw4dwtDQUBojWxjt7hBOahYLf29TGfh4tWCC9emOfSlZQNy1qFDZPtfhATZtB1zx5CPvRKKbDCNr6ddYn1ZWG9jiNGPBVNaqCcn93UxUTDVa69NkVynevn0bYrwBa3l5OXMwShGUUvzVrSEceT6ufLZ3cSH+2ZZy9sxmLAimOjAYWYSFd8EAuUeFREKgpngfNAFYu9GCnfvsKCoW0hliRqHNrCdbWkEMybd1TBVk3weAKZ4l1t8N3L6c3oDmSHW9Ea37HShwqtUkA71RnDvqhXuELRxOx/BADAG/LL4ajARVNcm7j/t8dwDIGe0l1uUwCcnvg9LT06NsV1VVQRDYMypXIYQk9FWcyQLVZOZgsRJwQbV61R3q0Cs8Rq5ARRg0faVzsp/irUvKdsqtTyevW+AE1jUrY92rFTkjREHu/UYggY/MbKGcz7x4oQrrzPp07giCgH379mHnzp3KgprP58Phw4fx7NmzNEc3dyil+NnNIUz6AzRV2bChMm7z2tulqXwWQN7anZKYmqptsBnk5aYBXxTPJ2KJLR2OfZk1SZKMqaESTWjPUJnEdxRG/qK9j4b6o4jFmLtRKuGjGlExif0Ug8Eg7t+/r4ybm5uZoJUCKKX4+Z1h/MMTt/LZrkUF+E/fqgDH/v4ZC4SJigxGljA+FsPFU35IHjWbR7J0oqrWgN3fL0DDchMIx34UJqGhIOgtVXgj27PT+nQSYnOA7HlPGUvffJ519qF2h1xJ27BMzT4MBigunvLhxZNQ1v33pIrONrVKsWaREbyQvO95n6afYrVjU9LOq4VZn+YXWgvUkZGRafaUcbqEhL6KY0HWV5ExPYZQNzgq2+aJghOioWSGI7ILOjYMtD2RBxyXcutTLVyLxgL18indezrHTKyv4mwIh8MJCTtMVJwfhBBs3LgRH374oVJlL4oifv3rX+PSpUtZNS+90evHvcEAAIAjwO9uKlP+TFuliA1bQBwFKYnJyHPYVqdWWZ9pnwDZ+Y7a0mGoD7h3LSWxMPRhbEREJCx/T0xmgqKS3LIiZ6QHRyEPu0NeqhZFYHiAVSumEm2lYiyJouKdO3cQjcr/lsXFxVi8ePEMRzCSwd/dH8EvH40p45Y6B/6LbZWKkwGDsRCYqMhgZDjRCMWDWwGcP+HD+JgILliv/Fnpkl40bbfBbGFf5VehNy8B4ZA8qKoD6rO/koG88wPAGLe+7GkH7mbfizjPE6zdZEVzixUGQ9ySiQKP74Zw7bwf4RDLWNYSCkoY7FNfpOqXGKfZe27EpBAGfQ+UcXVB8kVFSim6u7uVMbM4yX20lYqzEhWL+QRRkVUqMmZC208xYl0G5FiWrbZKESsbQeypEQCmZG0z4IhbGI6PAQ/v6Hq5hL6KTFR8I+3t7ZDiFV5lZWVwOFJvj5tL1NfX4+DBgygqKlI+u3HjBr755huEw5nf9y8mUfz726pt64GlTtQVyu8LNBYFvaLpL7/jnZTGtmuR+vy60OmFaLSA7Pqe8pl09FcpjYeRXPp71MTHCmZ9ykgilbVqtSKzQE0tvA72p+FwGHfv3lXGmzdvZs+LFHD4wQgO3R9Vxm/V2PEHLVVMUGQkDaZEMBgZCqUUvV0RnD7iQfvzyKRDIfiQKioGSEd6gssC6OVTyjbZvicnJi3EUQjy9rvKWPrmUFZlUWuprDGi9YAdTpea0TrUH8O5Y16MDDE71Em6XkYw+U/sKuXhKEheBvCg7yFEKr+kFZiqYdcs5iaL0dFRBAJy5rzZbE4QnBi5ibZScSb7U0Duq8iFKwFJvrd9kUFERL9u8TGyH2Mwx/sp3lD7KZLm9FifKtcXBLm3Yhx68YSu10sQFcNMVHwTbW1tyjarUkwORUVFOHjwIOrr1fes9vZ2HD58GOPj49McmX6OPh9Hj0cWd6wGDr+xXjPXunsN8HnkbVcJsHpDSmNbW25FsUW2vfeERdzp94PseR9Ko/UXj0EnK7MZWQWlFP3M+pShE9r7abAvClHMzjWPbERrf5qsSsV79+4hEpF/p5xOJ5Yuzb35e6bx5eNR/H931QTfpiob/psdVRCYoMhIIkxUZDAyEJ9XxJWzfty6HEA4pE6gSisEtG5frYzHQ10QpchUp8hr6PAA8DTu1044kLfeTms8yYTs/wgwxKvVOl8AD25Nf0AGY7XxaNlrx5KVJuWzUJDi8hkfnj0MgUr5/fJAJYrOl2qG/KIlpmn2nju9KbA+1VYp1tTUgOPYtCPXcblcyr+zx+OZscrDWSSAUANIuFL5zB3s0DNERhZDxCCEkPxcoSCIWHNLUKFjI4nWpxvSZ306CWnZp2zTu1dB/V7drhUzVijbQmRAt+tkM9FoFJ2dncqYiYrJw2Qy4YMPPsCmTeqcaGxsDIcOHUqYz2QSvoiIv7uvLhp+uqYYhWa1d7WksT4l2/eCcKm1p+QIQaumWvFshwekqBhkS6sa47EvUxoTIzlMuEWEAvK7msFIUFzGeqYzkkeBk4fVJr9PxGLAyCBLOk4FRAyCF30AAEoESIJzweeMRqO4ffu2Mm5ubmZrAjrzzdMx/PUtVRxurLDiX7RWw8Czv3dGcmF3FIORQYgixdMHQZz9tTdh4mQyEzRts+KtVhuKnIWwxxddKES4Q11vOl3eQi+rNj9YuwnE6UpfMEmGFBaBtB5QxtI3f5+11YoAwHEEqxst2NJqg9EUz5qiwNMHIVw560comL92qEMDMeVl3WgiqEhiBrBEJfR51cl9VQpERWZ9mh/wPA+XS33mzmSBKhgI7AUcuKDab5NZoDLehCH4EiRu3RAzVYHytjRHlFwSrU/Xp6z32XSQ6npg0TJ5EIuBXj2r27VEYwlo/PWUj7lBpMy3nkw1XV1diMXkd4SioqKE5y1j4XAchx07dmD//v3geVmAC4fD+PLLL3H37t2Mm3MffjAKb1judVpmM+D9laqFKx0bBh6qcz2yfe9rx6eCXQ3qc+xqtxfBqARy4CN1h9uXQYf60hAZYyH096hViuVVAjhW/cJIIoQQZoGaBhKqFA0lAFm4ZPDgwQOEQnJbIofDgRUrViz4nIw3c/T5OP7dDdUSfU2ZBX+4qwZGJigydIDdVQxGhjDUH8WZX3vx7GEY0qSOQoCGZUbs/n4BquqMioVnsUXNSh4Ltk1xtvyFSlKi9em2PWmMRh/IgY8BIZ4N+vIp8Pju9AdkAeWVBrTud8BVqmZQjwzFcPaoN2+bs3e2qYuptYuM4PnkvayPBV8gLMrVJmahEMWW5DdKF0URvb29yri2tnaavRm5xFz7Kha5hIS+imPBdl3iYmQ/Cf0Uc9H69KbG+rQpvdanWkiLKkbQiyd1vJAAUWO1xUeGptk5P2HWp6lh5cqV+OSTT2CzyYkLlFKcPXsWp06dgiiKaY5Opt8bwTdP3cr4H28sTVg0pJdOQfHQX9UIUlrx6ilSwiKnCXWFsstKWKS42uOVkxXWxhPaKAU9/nVaYmPMD0ppgqhYWZO8nu8MxiRaC9SBviikPHcxSgWCtp9iEqxPY7EYbt1S3ZGampqUhB1G8jnZNo5/c011+lhRYsEfvV0Dk8CkH4Y+sDuLwUgzwYCEG5f8uHrOj4BPrcpyuni0vmPH2k1WGAyJYoJLIwCMBV+mLNas4MUjYCTeh8dqA9mwJb3x6AApKgbZ8Y4ylr49lMZokofFymHb23YsX6PafEbCFFfO+vH4XjCvXiSCAQmD/Wq1ct2S5L6s93rUyX2VfSNIErIQX2VgYADRaLxnY0EBCgsLk34NRmYyr76KGlGRVSoy3kRCP0XrsjRGknyoexR48VgecBzIxm3pDUgD2dwKCPHFva420B79hP+EvorMAjUBURTR3q7+3bOeRPpSUVGBzz77DOXl6j358OFD/OpXv1L6RaeTn98ZRiw+N15RYkFLnUP5MypJCT1QtTbGqYYQgl2L1Dng2Xa5xyO3X61WpJdOgHo9KY+NMT98Hgl+r7xuwQtAaTmzPmUkH6eLh9kqr4NFIxQjQ8wCVW94rahoWLio+PjxY/j9fgCAzWbD6tWrZziCMV/Otk/g/7yizpuXFZvxx7trYDUwEZehH0xUZDDShCRRvHwawpkjngQ7B4OBYF2TBTv22VFYNPUEXVtVNMoqFROglzRVipt3ghhyM3OSfO8TYDLL69lD0KcP0htQkuA4ghVrLdj6tg0msyqmv3gcxqXTPgQD+WGH2vUyjLjDH0rKBNgdyZ0M9mqtTws2JvXck3R1qdbMzPo0v5hrpaKzmAcXrgQk+T73RQYREf26xcfITrjoGIToKACAEgOilvo0R5RcEqxPV6zLCOvTSYjNDrJR7e+oZ7VigqgYHtTtOtlIb2+v0qfW4XAkJHAw9MFut+OTTz5JsGvr6+vDoUOHZpU0oxePhgK41KX2N/39pjLF0QaA3FteSbK0g2xKb5KCtq/inQE/xkMxYOV6oC7+ThuJgJ75Lk3RMeZKgvVppQG8wKxPGcmHEILKamaBmkoErf3pAisVRVHEjRs3lPHGjRshCCwBQQ8udnnwry73Ty4foaHIhD/ZXQubkQmKDH1hoiKDkQbcIzGcP+7DwzshxDQJVzWLDNj9fQcWLTUlvhi+gtNcB46oi6/hmE/vkLMCGg6B3tBYh6Wpd0gqIMVlCdauuVKtOElpuQG7DjhQosl8dY+IOHvUi4He3H6hkCSKrpcRZVyf5CpFb7gf3ojcu4YnRpTb1ib1/JNo+yky69P8Qisqjo6OQpKmTwYoKOTBEwNIuFL5zB3s0Cs8RpZiDGiqFC0NAMmthYmE+Utz5lifTqKtdKJXzoDG9PktTqxUZKKilletT6d7V2AkD0EQsH//frS0qN9Lr9eLw4cP4/nz59McqQ8SpfjZLdUauLW+ACtKLAn70AuaKsW3dqU9ybLMbsDqUjlGiQIXOj0ghIBoqxVPfwsaYX1UswGtqJjMnu8MxqtU1qrProHeKGgeORelg2RWKj59+hReb7zditmMdevWLeh8jKm52u3FX1zow+RXo77QhJ/uqYXdxARFhv4wUZHBSCGRsIS71wO4cNIHz7jaj8NewGHbbjs2vmWDyTzz15LnjCg0afpPhZgFKgDQW5eBcFAeVNQADcvTG5DOkHd/BHDx++XxXdBJ27QcwWTmsHWXDSvXmTG5bhaNUFy/4MfD20FIYm6+VAz1xxAKyv9tRhNBRXVyX9Z7var1aYV9LQQu+QtN4XAYg4PqYnBNTU3Sr8HIXCwWC+x2OwA5S9Xtdk+7P8cTFDh5cEFVfGYWqIxXyeV+inR8FGiL/4aTzLI+VVi1HiiKJwz4PMC9G9PvP09EjajIM1FRgVLK+immEUIImpqa8OGHH8JolOdNsVgMR44cwZUrV0Bp6uak5zo8eD4aAgAYOILf3pC48Ev9voTKZ23LhHSyq0GtVpy0QCVNLYAr/lzxToBeOZ2O0BhzwO8TlXUMjpMrFRkMvXCV8Ip7USRMMTrCLFB1g4rg444gACAaS6bZeXokSXqtStFgYM+KZHOz14f/5UIvJpfFagqM+OneWhSYcyvxkpG5MFGRwUgBlFJ0t0dw+og3oQKJ44GV683Ytd+BkrK5PfiLrepiwliAiYoAQC9rrE+378n5DG5SVgny1i5lnGvVioC8iLNstRnbdtthtqj/ni+fhXHxlA9+nzjN0dlJZ5uapV3XYATHJ/c+7tNanzo2JfXck/T09CgLbGVlZbBYLDMcwcg1tNWK8+mrOBbUr2cbIwuhEowau/ec66d48zIwKUqsWAviyLwetITjEx0SNP3akolocIESeeGJF70gzAoZgNyneLKPn8ViQWVl5QxHMPRg0aJFOHjwIJxOp/LZtWvX8N133yESiUxzZHIIxyT8/I76m/qDVS6U2RMXaum1s8BkJXHdYpC6xcgEWuoKIMRXn56NhtDvjYAIAsi+Hyj70GNfgc7gbsBILwOaKsXSCgGCIbfftxnphZDEBFtmgaoffHQMBPLzVxQKQTnTvM/14sULjI+PAwCMRiPWr1+flBgZKnf6/fifzvUiFv/JrHQY8NO9tXBamKDISB1MVGQwdMY7IeLyaR/uXAsgElazWMurBOx+14Flq8zzEg1cFo2oyPoqgo4OA0/uyQPCgWzdnd6AUgT5/qcAiT/KH9wCbU+9DVMqKC4VsOuAA+VV6iRpfEzEuWNe9HXrv4iTKgJ+CUP9agZmXZKtT8MxL0YCz+IjgirHhqSefxJmfcrQ9vqaVV9FlwAuxCoVGVMjhHvBSbITgcg7EqrZcgF684KyTZoyz/p0EtKiiop4cBN0Yvoq5PldhEPMWKYMmQWqzIsXqv3v4sWLwXHsNT5duFwuHDx4MGF+09bWhsOHD2NiYkLXa3/1ZAyjAXmeWGjm8cka12v70AvHle1MqVIEAIeJx6YquzJWqhV3vgNYbPKHg73AvWvpCI8xSxKsT5PspsJgTEVlrXqfDfRGU1oZnk8ky/qUUorr168r48bGRphM8xcoGa/zYDCAPz/bg2jc87TMZsCf7q1DsZU9kxmphb2NMBg6EYtRPL4XxNmjXowOq9VUZitBc4sVm3fYYLXN3+e62KJmnY4GX+b95IpeOa1m+a9qBCkqTm9AKYJU1IBs3qGMc7FacRKjicPmHTas3mBWdNRYFLh5KYB7NwIQc8AOteulWqVYUi7AZk+uF36f7w5ovIV3sWUpzII+1TBdXV3Kdl1d3TR7MnIVrag4q0rFYh5cqAqQ1H7BETGgW3yM7CKhn6J1KZBDTgR0fAx4obE+3ZSB1qdxSFkVsHyNPJAk3awKE/oqhpmoyKxPMw+z2Ywf/OAH2LBBTc4aHR3FoUOH0NPTo8s13cEYvnioWtP91vpSWA2J80Ta1QZ0xR1sBAPIll3IJHYt0ligdkyAUgpitoK0HlA+l45+mY7QGLMgFJTgHpXXNQhhoiIjNRSXCjAY5XlfKEiVe5CRXISo+r4WM85fVGxvb8foqPxbZTAYEn4nGQvn8XAAf3qmG5H42leJVcCf7atFqY09jxmph4mKDIYODPRGceaIBy8ehxWdixBgyUoTdr9bgMoa44KtOR3GChg42VIwLHoQiM5cCZKrUEpBL51UxmT7nmn2zj3I9w+qg7vXQLty1w6XEIIlK8xo2WOH1ab+hHW2RXDhhBc+T/a+ZEgSTbBHrk9ylSIA9HnUforVOlmfer1exe6E53lm0ZanaO1PR0ZGZkx8sTs4GHgDSFi9X1i1ImMSbT/FaK71U7x1SU2KWr4GpMA5/QFphmzfp2zTiyd1SWqLsb6KCYyMjMDjkau6DAYD61OcIXAch9bWVuzbt0+pHA2FQvjyyy9x7969pF/vb+4OIxSTv2/1hSbsW/J6YlhCleKm7SA2+2v7pJPN1XZY4h6ofd4oXozJvSHJ3g8APu5G8uIRaNuTdIXImAboGJ2SAAAgAElEQVSt9WlxmQCjiS0nMvSH4wgqmQWq7iSjUvHVKsW1a9eyNihJ5PloED893aPMBYosAv5sXx3K7clfN2IwZgObBTAYSSTgl3Dtgg/XL/gRDKiLLK4SHq37HVjdaIEgJCe7nhAOrleqFfOWtsfAUL+8bbGCbNya3nhSDKmuA5q2K2Pp28/TGE1qKCoW0Lrfjsoa9QXDMy7h3HEvejqy0w51sC+KcEh+bpjMJOnZv6IUwYD/vjKuLtBHVNRan1ZVVUEQmK9/PlJYWAiDQb6Hg8Eg/P7p+6IRQlDoEsAFNRaorK8iAwCRwjCE1OrniDXHRMWbF5Vt0py51qeTkKbtgMksD/q7gfZn0x8wD7T2tsz+FAlVig0NDex3NcNYvXo1PvnkE1itVgCAJEk4c+YMTp8+DVFMTrJbuzuEE22qteo/aSoDzyW+U9JoBPTqWWVMduxDpmESOGyrcyhjxQK1qBhkS6vyuXSMVStmIlrr00pWpchIIRUaC9T+nkjeu3TpQTIqFbu6ujA4KM/beJ7Hpk36rDfkIy/HQvjjU90IROUmioVmHn+2txaVDiYoMtIHExUZjCQgSRQvHodw5ogHg71qPzSDkaBxswXb99hR4EyujSGABFExn/sq0kunlG3SvAPEmH+e7dx7n6mDW5dAezvTF0yKMBg5NG23Yl2TBZOthcQYcPtqAHeuBRCLZdfLRmebKobWNhjBccm19xv0P0JMku1V7cYKOIz6VBAy61MGIIuEr1YrzoTTxYMLqvfMGBMVGQAMwXYQyAvzMWMFJKFghiOyBzo+Bjx/JA8y3Pp0EmK2JIif9OLJafaeHzFThbItRAbUSs48hVmfZj6VlZX47LPPUFam9gO9f/8+vvzySwSDwQWdm1KKn90awuS3oKnKho2Vttf3u3UZCMQTeErKgRXrFnRdvdBaoJ7v9ECM94Qi+3+o7nT7MuhkwigjIwiHJYwOq+scFTVMVGSkjtIyAUL8lgsGKCbc2etOlJFQmlipOE9RUVuluHr1athsr/9WMeZOhzuEn5zqhj8iC4oOE48/3VuHmsL8W/dkZBZMVGQwFsjocAznjnrx+F4I2mTUusVG7Pm+A3WLTQu2On0TxRZ1YWEsTysVaSQMeuOCMibb96YxmvRBahuAxi3KmOZBtSIgCxeLlpqwY58dNof6k9bdHsH54154xrPjhSPgEzE8oL6o62J96r2tbFc7NunyXKKUJlQq1tbWTrM3I9fRioqz6qvo4sGFNJWKzP6UgSn6KeYQ9PblV6xPi9Ib0CxJsEC9fh40Ep5m77kj8QWQOLkakpNC4ERPUs+fTYyPjyu9iXieR319fZojYrwJh8OBTz75BMuXL1c+6+3txaFDh2aVWPMmbvb5cW9A7jHMEeB3N5VNuR+9eELZJi37QLjMXOpZV25FkUWuth0Pibg7IAuhpGYRsDZe1UIp6PGv0hQhYyoGe6PKz1VRMQ+zJTPvL0ZuwvEEFVXaakVmgZpMiOgHJ8kJMBIxQuLnnsDX29uLvr4+ALI9eFNTU1JjzFd6JsL4yalueMPyupbNyOGne2pR72SCIiP9sJkAgzFPwiEJd64GcOmUD16PpHxeUMihZa8djZutuvcZcCWIiu2QaHYIKMmE3r4CBOUXbZRVAUtWpjegNMK9r1Yr0hsXQAd60hhNaiksEtD6jgPV9erLhs8j4fwJLzrbwhlvkdKp6aVYWiHAaktuZTOlEnq9+vdTHBkZUTLyzWYzSkvn3+Sdkf1o//1nV6kogAtVAVT+7fRFBhERA7rFx8gOjEG1n2Ik1/op3tBYnzZlvvWpwrLVQFm82j3ol+diyYSQhL6KQjh/LVC1VYp1dXUwGpnNVSZjMBhw4MABbNumVh17PB4cPnw44d9ytsQkir++NaSMDyx1om6KygQ6PAA8visPCJfRSZY8R7CzXmOB2qEmDXD7P1K26aUToN78TSjINAZ6NdanrEqRkQYqa9Xfv/7uaMa/32cTWutT0VgKzCP5WFuluHLlShQU5I6zSLro90bwRye7MRGS13mtBg7/455aLHaZ0xwZgyHDREUGY45QStHZFsbpI150a3q38QKweoMZO/c74CpJTa8Ti8EJi+ACAIg0Ak+4NyXXzSQSrE+379GtKjQbIIuWAWvjGWGUgn53OK3xpBrBQLDxLSsaN1vAxTU5SQTu3Qji9pUAotHMfPGQRIrudvVZokeV4lioA6HYOADAyNtRrFO1z6tVivn8fWTMXVS0WAnMJiNIqEr5jFUr5jdcbAJCRF5Qp+ARsTSkOaLkQSfcwPOH8oCQrLA+nYQQkiBaaCukkkXMqFqg8nncV1ErRC1dmluieq5CCMHmzZvx/vvvK72Fo9Eovv32W1y7dm1OC+HHXoyjxyPPES0Chx+vL5lyP3pJY0O8ZiOIa+r9MoVdiwqV7SvdPoRj8QTdleuB2vhzPhIBPftdGqJjvEosShMcVZj1KSMdlJYL4OPLbH6fBO+ENP0BjFmTYH1qmHtS8ODgoNIChRCC5ubmpMWWrwz6IvijE11wB+Vnr1kg+MnuGiwrtqQ5MgZDhYmKDMYcmHCLuHjSh3s3gohG1BfCyhoDdr9bgCUrzEnvgzYTxZq+iqOB/OqrSMdGgMd35AEhIFt3pzegDCChWvHq2bzrR0IIQd1iE1rfccBRoP7E9XZFcf6YF+NjsWmOTg8DfVGEQ/LzxGwhKK9K/ot6n0etUqxybABHkt/jFXhdVGTkN8XFxYqw7Ha7EY1Ob1VECIn3VdRYoLK+inmN1vo0aqkHuNyp0qK3NNany9aAFGaH9ekkZNtuNZP9yT3Q0aHpD5gjorZSMU9FRZ/Ph4GBAQDy87GhIXdE9Xxg8eLFOHjwYEK1xpUrV3DkyJEZfw8BwBcR8Xf31IScT9cWw2l+PXGVSmJCb1NuxzsLjFx/lrhMqCmQn+ehmISrPT4A8YSFAx8r+9FT3ybdXpkxdwb7o5Di+k2Bk4fNrs97BIMxHbxAUF6ptUCNTLM3Yy5oKxVj8+inqK1SXLZsGZxOZ1LiyleG/VH80YlujATktSsjT/CTt2uxqtSa5sgYjESYqMhgzIJYlOLh7SDOH/fCPapajFptHLbstKG5xQaLNT1fJ1ce91WkV8+oC3Ir14MUM6tFsmQlsKpRHkgS6JFfpDegNOEo5LHjHQfqFqsL0H6fhIsnfWh/nll2qJ1t6gtR3WKjLokJqbA+jcVi6O1Vq6Xr6up0uQ4jexAEIeGlctYWqEH13hljomJek9hPcVkaI0k+9KbG+rQ5i6xP4xBXKbBqgzygNME5IhnETFpRcSCp584WXr5U5/U1NTUwm5ndVbZRXFyMzz77DDU1NcpnL168wOHDh+HxTG/t+YsHo/DEeyiV2QR8sPINiQeP7gDu+O+rvQBo3JyU2PWEEIJdi1Sx9VzHhPpnTS3AZKWldwL0yulUh8d4BW3/OmZ9ykgnlbUaUbGb9VVMFgmVinMUFUdGRhLmK5s3Z/5vUCYzGojiX57swpBfvr8NHMEf7qrBmnImKDIyDyYqMhjTQClFX3cEp4948PJZWNGvCAcsW23C299z6FJVNBdcVk2lYjB/KhUppQlWP2T7njRGk1kkVCtePgU6kp8Z/oJA0LjZik1brYpViiQBD24FceNiAJFI+i1T/F4RI4Px6kkC1C1OfsNtX2QIE2G5gpAjBpTb1iX9GgAwMDCAWEz+byksLGR9FBgA5tNXkQcX0lQqMvvT/IVKMAQ1oqIld0RF6nEDz7TWp9vTG9A8ITv2Kdv00klQKXm/qwk9FSNDAE3/b3aq0VqfLlmyZJo9GZmMxWLBD37wAzQ2NiqfjYyM4NChQ+jr65vymAFvBP/w1K2Mf2dDGYz81Es30oXjyjbZuhtEyA7Rp1UjKt7q88MTkueQRBBA9n6o/Bk99lVSny2MuSHGKIb6majIyAzKKgxKmxOvR4LXI05/AGNWCBpRMTZH+9MbN24o24sXL0ZxcXHS4so3xoMx/ORkN/q98jNX4Aj++9ZqbKi0pTkyBmNqmKjIYLwBv0/EtfN+3LwUQCioVjUVlwnYdcCBless4IX09wtzmRsAyHF4wj2ISaH0BpQq2p8BA/GqKJMFZGP29CLSG7J8LbB8rTwQRdBff5HegNJMdb0RrfsdKHCqVj0DvVGcO+qFeyS9dqidL9UqxfJKQZeK5z7vbfUattUw8PpUOkz2UQBYlSJDpaRE7es0e1GxCqDyd8EXGUREDOgWHyNzESKD4EXZEk/irIiZKtMcUfKQrU/ji+TLVmed9ekkZMNbgDW+0DEyqPaITAKUt0HkHfJ1aBR8dCxp584GgsEgenp6lPHixYun2ZuR6fA8j127dmHPnj3gOPn3LRgM4pe//CUePHjw2v4/vzOMmCS/f64oMWNHvWPK81LvBHDnmjImWWB9OkmFw4gVJXJvKJECF7q8yp+RnfsBS7wqY7AXuHdtqlMwUsDwYAxi/HXJ5uBgL2BLiIz0IRgIyiq0FqisWnHBSFFwMTmJhYJANMxeFHS73Xj27JkyZlWK88cTkgXFyT7KPAH+251VaKq2pzkyBuPNsBkBg/EKokhx58YYzvzai6F+VXAwmQk2vmXFtrdtcBRkTh8BA29BgakKAEBB4Q52pjmi1JBQpdjcAmJillBaEqoVL56Q+0/mMXYHjx377GhYptqhBgMUF0/50PYklBY7VFGk6G5XRcX6JcmvUgQSrU+rdLI+BVg/RcbUaCsVh4eHp9lTxmjiYLOaQEJVymesWjE/MQSeK9sR6xLZJiJHoDc01qdN2Wd9OgkxGEG27FLG9OKJpJ5f21eRz7O+ih0dHcrcpKKiAnY7W1TKBdauXYuPP/4YFosspkmShFOnTuHMmTMQRbni5vFQABc1AtvvN5Ur/YlfhV45A0XxaVgOUp1dSV1aC9Sz7aodLLFYQVq/p4ylo1+mNC6GirZvXWWN4Y33IoORKrTVsswCdeHw0VEQyPMNSSgCuNlXI9+8eVPZrq+vR3l5+TR7M96ELyziJ6e60Tkh9xDmCPBf7ajCWzVTJxQxGJlC7rydMxhJYGQwiq/+vgu3r45B0jgpLFpqxO53HahZZMzIiXSxpq/iqMYqLFeh0Qjo9fPKmGzfm8ZoMpSV64ElK+XtWAz06C/TG08GwPMEazdZ0dxihcEgf48pBR7dDeHaeT/C4dRaKw30RhEJyxN4s5WgrEJI+jUioh/D/ifKuNqxMenXAIBQKIShoSEAcp8cbe8gRn6jFRVHR0chzcLCzFnMgwtqLFBZX8W8JKGfYk5Zn47nhPXpJKRFnYPRm5dAQ8mrLE60QM0vUfHFC/X+Z9anuUVVVRV+/OMfJ1Ty37t3D1999RX8gQD+6taQ8vnOeodSzfcqlFJQrfVpFlUpTrKj3oHJVuJPRoIY9KkCFtn7AcDHE3lfPAJtezLFGRh6IkkUg31qkjWzPmVkAuVVBiXPzDMuwu9jFqgLQYhqrE/n0E/R4/HgyRP1ucyqFOeHPyLiT053o90tC4oEwH+5rRItdayVDCPzYaIigxGHUoqHd0KYGFeznQqLeOzcZ8e6JisMxsz9urgsqiXSWPDlNHvmBvTONSDglwelFcCy1ekNKAMhhCRWK54/BjrhnuaI/KGyxojWA3Y4XWrF8VB/DOeOejE6lDo71M42TZXiYhMIl/yEhX7fPVDIIo7LshgWgz4Wez09PUpFRVlZGcxmVjnMkLFarbBaZQuzaDSKiYmJGY9xunhwQbXawh3s0Cs8RqYiRWEMqWJyxLo0jcEklwTr06WrQJyu9Aa0UOqXAtX18nYkDHr9QtJOHTPlp6gYiUQSLMWZqJh7OBwOfPrpp1i6VH229fT04P/9279H36DsLmLgCH57wzQLvB3Pgb74fWI0gWzeqWfIulBoFrBJ0yvqbIemWrGoGGRLqzKWjrFqxVQzOhRDNCLP7y1WgsKizHFrYuQvBiNBabmajDvALFAXBK/ppyjOQVS8efOmkixaXV2NqqqqGY5gvEogKuKnp3vwfFRtYfWfba3ArobCNEbFYMyezFVJGIwUQwjBuiY5E9Rg5LB2kwU799nhLE5+9VCycSVUKuaBqKi1Pt22JyOrRzOCNZvkxT4AiEZAj/0qvfFkEFYbj5a9dixZqVqOhoIUl8748OxhCFTS1w7V5xEVAZMQoLbBOMMR86PXo1qSVOlUpQgw61PG9GirMWZjgep0CeBC6n00FmKVivmGIdQJQuVnZMxQAkmnhIh0QG9qrU93pDGS5EAISXCM0M7RFkq+Vip2dnYqVpjFxcVwOp1pjoihBwaDAe+++y62bt2qfBYJ+NA8cRUlkSF8uLII5fY3zw8TqhSbd4BM9iDMMrSLp2fbPQktCcj+j9Qdb18GHepPZWh5j7ZfXUVNZjo2MfITbdVsH7NAXRCCRlSMGWYnKvp8Pjx69EgZsyrFuROOSfjzMz14MhJUPvvnWyqwdwmb8zGyByYqMhgaXCUCWnaX4ePfrEPDMn0qh/TAaa4BT+SJVSA6glBs5kqQbIWOjwIPbytjsm13GqPJbF6rVjxzBNSbu/fGXOE4gtWNFmxptcFoin/XKfD0QQhXzvkRCupnh6qtUiyrEmCxJv/nWJRiGPDdU8bVOvZT1FZUMFGR8SpaC9SRkZn7uxYW8eDCVQCVvxe+yCAiYvIsFRmZjzGhn2IOVSl6xoGnD+QBISBN29IbUJIgW9/W2BQ+Bh3oTcp5E3sqDgM0dW4C6aStrU3ZZlWKuQ0hBFu2bMF7770HwsuJrAJErPfewdJIxxt7ftNwCPTaOfU8WWh9OsmWGjvMgjwP7/FE8DJuAQcApGYRsCaeFEcp6Imv0hBhfkIlioFeVaxh1qeMTKKi2oBJjXt8TEQwkNo2JrkEH517peLt27eV5Kfy8nL2/j9HIqKEPz/bgwdDqqD4HzWX4cAyJigysgsmKjIYr7B8dQGstsyvTtTCEQFO8yJlnMsWqPTqWdU2bMU6kBLWDHpaGrcANQ3ydiQMepxZB71KeaUBrfsdcJWqlj4jgzGcPerF8EDyMx9FkaK7Q2N9usQ0zd7zZzjwGFFJnqjaDCUoNOkz2fd4PIqlpSAIqKys1OU6jOxFW6k4G1FREAgKHSaQkGqj4w516BEaI0MxBnO0n+KdK+ocZskqEGdxegNKEqTACaxrVsbJqlaknAmiIFepEkjgIzM/P7KdWCyG9na1OpuJivmBq6oetwrfQpCT7eMJgBtXr+Do0aOIRl+fi9KbF4FQfDGyohpYuiqF0SYXs8Bha41DGZ9tT0yA5DTVivTiCVCvBwz9GRsVEQ7JorbRROAqZtanjMzBaOJQXKau2fUzC9T5QWmC/elsKhWDwSDu37+vjDdv3syqmOdAVJTwP5/rxd0BNWH2dzeW4v0VWd4OgZGXMFGRwcgRijV9FXPVApVSCnpRY326fU8ao8kOXqtWPPUdqN+bxogyE4uVw7a37Vi+RhX4ImGKK2f9eHwvCCmJdqj93dGE/iRl5fokMfR61YreKscm3Sb72irFqqoqCEJ2JWUw9EdbqTgb+1MgboEaVIVwd5BZoOYLRPTBEO4DAFBwiGrmN9kOvaGxPm1uSWMkyYdr0VigXj4FKolJOW++WaD29PQoIlJBQUFCUgYjd/nbe8MYIzZcL9yKgFldWHz27Bl+8YtfwOtNnLsnWJ+27Mv6Bd1dDQXK9rlOL0TtvHtVI1A7mSAZAT37XYqjy0+0feoqqg1Z4+DEyB+01bP9PZFp9mS8CU70gKPy353EWUB52wxHAHfu3EEsJjtHlJSUoKGhQdcYc4mYRPG/XujDzT6/8tlvNZbgo9W5kWTIyD+YqMhg5Aguq5rJPBZom2bPLKbzBdAf791mMoNs2p7eeLKFjVuBqjp5OxwEPfF1euPJUDiOYMVaC7a+bYPJrL44v3gcxqXTvqTZqnS+VG2d6pboY7NMKUWf95Yy1tP6VNtPsa6uTrfrMLIXp9MJPm6N6Pf7EQjMbGXqLObBBdX7yR3s0Cs8RoZh1MxhouZaUN6cxmiSB/V6gKdqZnfOzWHWNgOOeG+08THg4Z2knDbfRMVXrU+zXSxizEyHO4QTbXJ1XpQzYt/3P8S6deuUPx8eHsahQ4fQ3y/3E6QDvcDzeC8rjgPZlv1Jlo0VNhSa5XmCOxjDgyF1nkAISeitSE99CxplAoKeUEoTRBpmfcrIRLT35diwqGvrklxFW6UoGkuBGeYc4XAYd+/eVcbNzc1snjJLRIniLy724WqPT/ns4NpiHFzLkscY2QsTFRmMHCGxUrHtjT04shmtnRbZtB3EbEljNNkD4TiQ9w4qY3ryG9CAf5oj8pvScgN2HXCgRFNB6B4RcfaoN6G3yHzwTogYG5arNwgB6hqMCzrfmxgPdSEQHQUAGDgrSm0rdLkOpTRBVGT9FBhTwXHcnC1QnS4eXEi9n8ZCrFIxXzAGNNanudRP8fZlQIoveC1dBVKUW1nJRBAS+lzTiyeSct6YKX9ERUmS8PKl6jaydGnu3P+MqaGU4me3hjBZmLep0obmmgLs3r0bb7/9NjhOXq4JBAL44osv8OjRo8Tv1rpmkMKiNESeXHiOYGe9Wq14tj3R4pQ07wBc8XmEdwL08qlUhpd3TLhFBAPyTWkwEJSUMRcSRuZhMnMJ7UsW+p6ejwhztD69d+8eIhE54aCoqIjNU2aJKFH8q8v9uNSlug58vNqF31zPBEVGdsNERQYjR7AZymDk7QCAqBSAL8cWXmg0Cnr1nDImGpstxsyQ5ha55woABP2gp75Jb0AZjsnMYesuG1auMysJe9EIxfULfjy8HYQkzk+072xTqxTLqw0wW/T5GdZWKVY6GsERfRYDhoeHEQqFAAAWi4XZtDHeyFxFRUchDyFaBVD5O+KLDCIizlzhyMhyKIUx+FwZ5lQ/xZsa69Om3LI+nYRs36ds07tXk2K3LhorlG0+MrDg82Uy/f39CAblPnlWqxUVFRUzHMHIdm72+ZW+ShwB/smmMuXP1q9fjx/+8Icwm+VqbUmScOLECZx//AwS5Mkpt+Od1AetE7sWqaLi5W4vwjG16ogIAsjeD5UxPfYVqMSqkvRCK86UVwngeFaJxMhMKmvUBF3WV3Hu8NFXKhWnIRKJ4PZttb1Kc3OzkvjCeDMSpfjXVwdwrkNNlvlgRRF+Z0Mpq/JkZD3sCcBg5AiEkNeqFXOKe9eBQNwqoLgMWLYmvfFkGYTjQb6vqVY88TVoiC3QTwchBMtWm7Fttx1mizrhe/ksjIunfPD75tYvSoxR9HSoLzv1S/SpUgQS+ymmyvq0traWTYwZb0QrKs6mryLHETgLzSChKuUzd6hDj9AYGQQfHQYfk20AJc6EmLkmzRElB+r1AE/uKeOcsz6NQ6rrgEVxITgWA716dsHnjBlLQeOvrHzUDUi5a3vIrE/zC1Gi+OtbQ8r4nSVO1DlNCfvU1NTgs88+Q3GxWtl8t6Ac3yzagJCzBFjXnLJ49WZZsRmVDtnOMBCVcKPXl/DnZOd+wGKVB4O98rshQxf6uzX9FJn1KSOD0Vqgjg7FEAmzZIO5MJdKxQcPHijJxAUFBVi+fLmuseUClFL822uDOPVyQvns3WVO/H5TGZvjMXICJioyGDmEy6Lpqxh8Oc2e2YektT7dtgeEZUXNGbKlFSiNZ737vaCnj6Q3oCyhuFTArgMOlFep1X7jYyLOHfOir3v2i5t93VFEo3KFo9XGobRcn+rBQHQM7rhVJAGPCvt6Xa4DAF1dXco2sz5lTEdpqfqiOptKRSBugRpU7yt3kFmg5jpa69OoZQlA+Gn2zh7onSuq9emSlSCu3K3q1jpJ0Isnp9lzticUIBrkvy8CmrMWqJTS10RFRm5z7MU4ejzyPNIicG+0QSssLMSnn36acE90O4rxi0Wb4J6YmPKYbIQQklCteLbjFQtUixWk9YAylo7+KmWx5RNejwifV/694nmgtIKJiozMxWLlUFQszxUpZRaoc2W2lYqxWAy3bqlOSE1NTeD53Jij6wWlFP/u5hCOvhhXPtu3pBD/8eZyJigycga2Ks9g5BAuTaViLomK1OMGHtxUxtqePYzZQ3ge5N0fKWN67Feg4VAaI8oejCYOm3fYsHqDGST+yxmLAjcvBXDvRgDiLOxQtdandUuMuk0mtdanZbaVMPJWXa4Ti8XQ19enjOvq6nS5DiM30FYqut1uxGKxGY9xuoSEvoruYIceoTEyiJztp3hDY33anJvWp5OQza2AEF+E7moD7Vl4MkA+9FUcHh6G1yvbxZpMJlRXV6c5Ioae+CMi/vaemmDzo7XFcFrenGxmNBrxbss2NA+p36cJUcLnn3+Ojo4OPUNNKbsWFSrbN/t88IYTXUHI3g9lpQsAXjwCbXuSyvDyAq2FZFmlAYLAFr8ZmY22WpFZoM4eIoUVdxAKDqLB9cZ9Hz16hEBAdrmy2WxYtWpVSmLMViil+Pe3h/HtU7fy2dsNBfjnWyrAMUExadBIGNQ9CtrTDvr0PuitS7I7DCNlsI7LDEYOoRUV3aFOiFIMPJf9X3N65aya4b9sNUhZZXoDymLItt2g334OjA4BPg/o2V+D7P9husPKCgghWLLCDFeJgFuXAwj45Xuysy0C92gMTdtssBdMnbE3NhqGe1ReGCEcUNeQKuvTJt2u09/fD1GU/5ucTiccDodu12JkP0ajEYWFhZiYmIAkSRgbG0NZWdm0xziLeXD3VLF6LMQqFXMaKsKgsW7PlX6K1OcBntxVxrlqfToJsdlBNm4FvX4egFytSD77pws6Z8xYDuA+gNwVFV+8UAX1hoYGVgGQ4/zi4Sg8ccGszCbgw5VFMx905TTeGmxDcdCLk3VrESMcIpEIvv76a7S0tGDTpk1ZX/1QVWDEsmIzno+GEJOAS11eHFjmVP6cFBWDbGkFvXwaACAd/xL8kn+RrnBzkgGNKFPJrE8ZWZ5Z/gUAACAASURBVEBljQGP7sqJ0sODMUQjEgxGVj8zE3xETWwRDcVvdAcRRRE3b6oJ/ps2bYIgZP8ao578zd0RfPl4TBm31Dnwn2+tBM9l92+0HlBKgUgY8HkBf/x/AZ/cl93vk8c+L6jfBwQ0n/l9QPR11zDuD/4UWNWYhv+S/IQ9CRiMHMIsFMBmKIU/OgyJRjER7koQGrMRSimo1vp0+95p9mbMBBEMIN/7BPRv/i8A8WrFt98FMZpmOJIxSVGxgNb9dty9HlSyIT3jEs4d92J9kxU1i14XDJ8+VDOmKqsNMJn1edGJikEM+R8p4yrHRl2uAyRan7IqRcZsKCkpwUTcqm14eHhGUdFm52ASqxGmHEAk+CKDiIgB3apvGenFEOoCR+WXQ1FwygscOQC9rbE+XbwCxDV9z5pcgLTsU0XFK2dAP/nHIML8F6dFo1qpyIdzU1Rk1qf5w6Avgq+fqNULv72hDEZ++nkhpRT0wgkAwFLPEJxrluK7brW69eLFixgZGcHevXv1W+yVIgCnX1LcJLsWFeD5qCwQnO2YSBAVAYDs/6EiKuLWFdChfpZwmiQCPhETblns5jigrIqJiozMx2rnUVjEY8ItgkrAYF9syvdxRiKztT59+vSp8ltjNpuxdu1a3WPLZg7dH8Hhh6PKeGutHX/QUpXzgiKlFAgFVcHPHxcC/Rqx0P+KWBiI//8sHIxmTcA38z6MpMFERQYjx3BZFsMfnyCMBl9mvaiI7pdAb6e8bTSCNOW2bVgqIC375GrF8VFgwg16/jjI3vfTHVZWYTByaNpuRWdbBA9vByFJgBgDbl8NYGQohrWbLIpdUDQqoe2pVzm2fol+LzkDvvuQqDwpc5rrYDPq17eru7tb2Wb9FBmzobS0VFk4n01fRUIInEVmeENVoJYeAIA71IFy22pd42Skh0Tr02VAllfcTEJvaqxP82UOs2o9UFQCuEcAnwe4dx1YQIVmzJjb9qdjY2Nwu2WRSRAElqiT4/yH28OISbJt/ooSM3bWz8Lp4cVjYLBX3jZbULZzHz4TJXz33XeKFf3Tp08xPj6O9957D3a7PXkBU4qCwb+HyXcfgaK34S/en7xzT8HO+gL87NYQJAo8HApiyBdFmV0Vt0hNA7BmI/DwNkAl0BNfgfzmP9M1pnyhX9OPrqRcgMGQG7/DjNynssagCOL9PVEmKs4CIaKKijHD1KKiJEm4ceOGMt64cSMMBpZs8CZ++XA0wdq8ucqG/7qlGkIWCYpUkoBQIKEiUBUCPVMIhhqBUBRnvkAyEQTAVgDY7PH/OQB7wczHMZIGExUZjByj2LIE3Z6rAICxYBuAfekNaIHQS6eUbbJpO4iFVagsFGKIVyv+/V8CAOivvwBtPQDCJohzghCCRUtNKCrmcfNyAH6vXInS3a7aoRY4ebQ/9yEakf/MZudQXKbfT2+vpp9itWOTbtcJBoMYGhoCIP891NTU6HYtRu6g7as4PDw8zZ4qTheP3olaiJOiYrCdiYo5ijHwXNmOWHKjnyL1e4En95RxvoiKhONBtu+RE5gASBdPgl+AqCgaikGJAEJj4EUPiBgAzaGKZW2VYn19PVuwy2EeDwdwsUtNNPu9TeWzsiylF44r22RLK4jJDCuAjz76CGfOnMHDhw8BAIODgzh06BDee+89VFRUJCVmPjIIs09+jlnd5xBw7gTlLUk591Q4LQIaK2y43e8HAJzr9OBHaxIr17n9H0F6KNv904snQD/8TRC2kLhg+pn1KSNLqawx4Ml9ucJ5aCCKWJRCYKL4tMymUvHFixcYHx8HIPd7Xr9+fUpiy0a+fjKG/3BH/TvdUGnDf9daDQOfnvuQSiIQDLxeOejzJlQJviYO+n0AlVIbrNEIWB2qMGizg9gmxwWvjDX/bzRlve17tsNERQYjx3BZVcukseDLNEaycGgsCnr1rDIm2/akMZrcgux8B/S7zwHPODA+CnrpJMiu76U7rKyksEhA6zsO3LsZQG+n/DLu80g4f8KLtRst6OsKKvvWLzHqNvGRqIh+n9q3q0pHUbGnp0fZLi8vh8nE7HMZM1Naqr6wjoyMgFI64/fB6eLBDdZCxGUAgDvYoWeIjDRBxCCEsPxcoSCIWHPD/pHevqJm7TYsBynOfevTScj2vYqoiAc3QSfcIIWz6Bs35ck4xIxlMITliiwhMoiopSFJkaYfZn2aH0iU4q9uDinjHfUOrCydWZyjwQDojQvKmOx4R9nmeR579uxBSUkJzp07B0op/H4/vvjiC+zZswerVq1acNzahA8CESb/Q4QKmhd83unYtahAFRXbXxcVsaoRqG0AutuBSAT0zHcg7/9Y15hynVBQgnsk/ntFgPJqJioysgd7AQ9HIQfvhARJBIb6o6iqY9WK08FrKxWnEBUppbh+/boybmxsZO/8b+DIM3fC7/u6civ+h9bqGa3NZwMVRSDgT+w36PO+JgRSbb9BnxcI+gFKF3z9OWEyy4KfRiAkNjtgd8gioHVSHHxFQGStmLIWJioyGDlGkbkeBBwoJHjC/dndf+r+Tdk2CwBcJcDKdemNJ4cgRhPIgY9AD/81AIAe+QVoyz4Q1nR7XggGgo1vWVFSFsH9W0FIIiCJwL0bqqDIcUBNg34vNyOBZ4iIsoe8RShCkXmRbtdi1qeM+WC322E2mxEKhRCJROD1elFQMH1lQVGxAC6o3mNjoXa9w2SkAUPwJQjkF9+YqQqUt6U5ouSQYH3anB9VipOQskpg+Rrg2UNAkkCvnAY58PG8zxczluekqOj1epXKf47j0NCQG/9djNe50OlVegUaOILf2TC7JAN6/TwQCcuDqjpg0bKEPyeEoLGxES6XC0eOHEEoFIIoijh+/DhGR0exfft2cNz8FzZNgWcJY7P3ru6i4tZaB0zXBhAWKTonwuhwh7CoyKz8OSEEZP9HoH/1vwEA6KlvQQ98DGJgIsJ8GdBYnxaXCjCZ9On/zmDoRWWNAd4J+VnZ38NExWmhEoSoatMpTmF/+vLlS4yOyr0BDQYDGhsbUxZeNnGibRz/9rpqzb+q1II/3FUDk5D4DKWxWLw6UO0zSF+tEHytD6FPFgdTjdmSIPwRq0YY1IqF1lc+Y04beQdbPWYwcgyBM6HQXIvxUCcAKlvF2dekO6x5IV06qWyTrXtAOD6N0eQeZNe7oEe+kIXb0SF5wU+T/cyYG4QQ1C02oahYwM1Lfng9ibYRlTUGXV/QtdanVY5NulpBdHV1Kdus9xNjthBCUFJSolS6Dg8Pzygqmi0crKQGYcoBRIIvMpjdyTKMKUmwPrUum2bP7IH6vcBjtXo8X6xPtZDt+0CfybaM9OJJ0P0fzfu3SdT0VeRzqK+itkqxpqaGVQHkKOGYhJ/fVqsYPlhZhHL77Ba8E6xPd7zzxu9QbW0tDh48iG+++QZjY2MAgFu3bmF0dBTf+9735ndvSREYQh0JHxmCL0FEHyifxL6Nr2AxcHirxoFznXJy6dkOT4KoCACkeQfoL38u9271ToBePg3SekC3mHIdZn3KyHYqa4x49lAWFQf7oxBjFLzArBGngotNgNAYAEDi7a9ZWr9apbhu3TpYLPrZXmcTNBpVrEPPdPrwr18SAPJ9tpzz4Y+GzsL0swmI/leqCUPB6U+sBxbbFJaib7IZ1VQTskIDxixhdwqDkYO4LIvjoiIwGmzLSlGReieA+2pTaLJtdxqjyU2IyQyy/4fyCzkA+t1h0G17QHgm3i4ERyGPHe848PB2EF0vI8rndUv0WyiklKIvRf0UJyYm4PHIizyCICStZw8jP3hVVJyN1V9RkQXjoSrQyb6KoQ7WVzHHMAZzsJ/inauvWJ+WpTegNECatoP+3f8NhENAfzfQ/gxYvGJe54ppREUhnJui4tKluXHvM17nH564MRyQF3ALTfzrdp5vgPZ2yd8bAOAFkK3Tvw85nU58+umnOHbsGNrb5cr+zs5OfP7553j//fdRVDQ3C2JjsF1ZeJ6EQILJ9xChwrfmdK65squhIEFU/O0NpeA0gioRBJB9H6iuK8e/BN3xDsgCqjLzlUhYwuiQ+u9cwaxPGVmIo5CDzcHB75UgxuTeipU1rFpxKoSImuQSm6JKsaurS3FR4HkeGzduTFlsqYJGI6ro59NUDgY0lqKTVqJ+HzBpLxqWHQculq7H/7H6N0Hjv0uLvT34l3f/EpZYCEk1HSUkURy0O0Csr/cXJFph0OYArDa2rsfQHSYqMhg5SLFlMV66TwPI3r6K9OpZdTFuyUqQiur0BpSjkN3fBz36K3niNDwAeu0cE3CTgCAQNG62oqRcQE+7hKpaC4pL9Wt47Qn3wRd/ORA4M8psC++h8ya01qfV1dXg2WSVMQde7as4G5wuHtxoLcRJUTHYzkTFHIKLjkGIylU1lBgQtdSnOaLkQG9orE/zsEoRAIjZAtLcAnpRdp6gF0+CzFtUVBNYhMiA3CdGx4r8VBAIBNDX16eMFy9enMZoGHoxHozh8MNRZfwb60tgM85u7qStUsSGLSCO6av7AcBkMuH999/H5cuXceOGnKDpdrtx6NAhvPvuu6ivn/0z1qixPpV4O7i4zb7Ze1d3UXFDpQ0FJh6esIjRQAwPhwJYV55ojU12HgD95hAQDAADvcC968AGfePKRQb7YkrrLaeLh8XKhFlG9kEIQWWNAS8eqxaoTFScGj6q9lMUp+inqK1SXLNmDWy2zGxLQCkFIhGNXahGDJysEAz4QH2eRJvRgFc+bp5cLVmD/331b0Ai8rOy3teHP777/8AWC735IMIBNptsGRq3ElWEQKumcvAVm1FYrMyxjZGxMFGRwchBXBa18iNrRcXLp5Rtsn1PGiPJbYjZKmf5fvW3AAD63eegb7WyiUuSqK4zonFTCYDZCyjzodd7U9musK8Dz+mXYcysTxkLoaSkRNmek6jYWwsRlwEA7mCHHqEx0oQx8ELZjlgaAJL9ryfU73vF+nR7GqNJL2T7PlVUvH4e9LPfBzHOvXJfEgohERM4GgYnBcGJXkjCzAJLJtPe3i4viAGoqqqC1cpsnXORv703glBMTiyrLTRi/1LnrI6jsSjoldPKmJtDiwJCCLZv346SkhIcP34coigiEong66+/RktLCzZu3DgrK2KtNbWv+F04hn4BAgpDqANczKPrd1DgCFrqHDjyfBwAcLbd87qoaLGCtB6QEyQBSMd+BZ6JinOmv0ddXK+sZVWKjOxFKyoO9kUhiRQcn90JSHogRFRRMfaKqNjb26skPHEch6amppTGpkUc6kfo4ilIA32aHoSTgmFcJIxFZz5RErlRshp/sfofQSLyelltbAJ/YniMgrf3JdiIkldsRmG2skp6Rs6R/W/tDAbjNQpM1RA4E2JSGMGYG4HoGKwGV7rDmjW0ux3oiouhBiNI8470BpTjkD3vgx77UsnypTcugmxpTXdYjDnQ572tbOtpfSpJkmJdCcj9exiMueByucBxHCRJgsfjQTgcnrHPk9PFgwuq99pYsF3vMBkpJCf7Kd65CohxK7lFy0BKyqc/IJdZthooqwSG+oGgH/T2FZC3ds39PIRANJWDC8mJLXxkMOtFRa316WysoBnZR4c7hONt48r49zaVgedmucB997rc9xwAXCXA6g1zvv7y5cvhdDrxzTffwOfzgVKKCxcuYHR0FLt374YwTd8kLuqGEK9moURAyL4OZu9NGIMvQUBh8t1H0KlvFfauhgJFVLzU7cV/srkcBj5xUZbs+QD0/2fvzaPjuLIzz+9FRq5IbIl9B0iKqyiukMRdXERKonZVpdp2V3lU7mn32N097uM5x+N2u+yqsk+fmWkvp2vaM6e7a+lyeaoqVS6JKqlkUSIpsriI+76KC4h935F7xJs/IhERSQKJBJCRkYm8v3N48C7wXsQlkBkZ8e693/3sA0Xh5ssb4Pdvz7kiOheJRjj6ujXp0yqSPiWymMJiC5x5AgITMqIRoK83iooqek0/ikUXVJSspXE/O3PmjDpevnw58vPz0+aXHh4JY/DPfh9yn0GS9xZRqRh0JegvGCcr6sbFcRH/16l+ROVYQli+Fd9+fgM8TkpmIXITCioSxAJEYAKKHU3o898CAAwG7mVXUPGkrkpx3bNgLreJ3ix8mMsNtvsVRT4IAP/IB75xK2VSZQmByDAGAsrGJIOAKvfsN52Spb+/H8GgIuvhcrlQUpJcTyCCmMRiscDj8ahViv39/aipSSxvbbUJyBfrEOICwGSMR3oQlvywWaiqJ+vhMmwBLbCyYPopntdJn27MTenTSRhjYJt3g7//YwAAP/EZMJegIhQJVGssqCiGexDJ4iB0KBSKq/ynoOLCg3OOH1zoRWzvEeuq8rC+OvlnGlknfco2756zikh5eTnefvttfPTRR+ju7gYA3Lx5E0NDQ9i/f/+0snZxCR/OJkCwIuheA1tMBccxfsXwoOLyUicq3Fb0jEcwEZZxrnMCm+riN7iZpxTs6e3gp5SqTvnge7D8q//dUL8WEr1dEcixDg0FhQLy8kmthsheJiVQ79+OSaC2RSioOAWWiKYWE7VpPb+7u7vVVieMMWzcuDHtvk3Czx4HTyagKFpVOVHkuQGXLhDo1gULXfpgoRuwO5Kq2J/kas8E/uMX7YjEPtQr3VZ8Z089PE4KqxC5C736CWKBUuJcpAYVBwL3UVvQbLJHycGjUfDTn6s220TSp+mA7XkV/NMPgFAA6GwFLn0BrM9dubZsonP8EhBrB17qWgq7aFwQXr8BWldXN6sbcYKYpKysTA0q9vX1zRhUBIBijwMDwWrwWF/F4eBDQ3uHEulBDHVAkAMAAMmSD8mW/RV93D8O3Lik2ow+S8E27QI/8A9KH8RbV8AHesFKymde+AhR3etDDHWn0sW08/DhQ8ixnfyysjIUFGR31SXxOBc6J3Cp2w8AEBjwzvrkX/N8sB+4rqlQsM275+VLXl4e3nzzTRw5cgQ3b94EoGwe//SnP8XLL7+MiorHr736foph11IAQMi9CrzvABhkWIOtECJDkK3F8/ItEYwx7GgsgO+a0pPy6IPRx4KKAMD2vq4GFXHhC/DeLrDyKsP8Wkh0tWvSgZXUf45YAOiDit0dEcgyh5BshXgOwKQALNIYAKUKXRY1SW59L8XJSnez4Ec+UseseRuwYk1c1eBkb8K5SOrPlpu9fvzF5+0IS8qeS5lLxHd216PURQFrIrehMhSCWKDE91W8l2BmhnH9AjA2ooyLPMDKNeb6kyOwvHywnS+ptvzhz9Q+P0Rm0zl2QR0bKX0KQM1cBEj6lJg7c+urKD4igZqd/YKJeOL6KbqWAAsgUSFO+rRhCVhZpbkOZQBML93IeZwixWyICyqGDZLDShN372qvfapSXHhIMscPLvaq9vOLi9BQlPzGJz95COCx8rEVa1JyHRFFEXv27MG2bdvUpLCJiQn8/Oc/x+3btx9xQIItoL8+K1XB3JKHsEt7vTrGr87br5nY0agF3M92jGM8LD02h9U2ASvXKQaXFTlUYkYkiaOnSwsqVtXSBjmR/RSXWOBwKte4SJhjoC86w4rcwhJ5RPqUKWGB/v5+PHigtZgwtUrx/m2gJVYtb7WB/cbvQti2F2z9ZrBlq8Fqm5Qq9TQEFG/3B/CtI+0IRpW9MY9TxHf21KPcTddLgqCgIkEsUEpc+qDiA8iTD6YZjqyXPn1255ylfojZw55/DZi8MWt7AFw5m3gBYTpROYSe8WuqXVNgXFAxGo2qTdsBCioSc6esrEwd9/X1JZipUeSxQAhqr7mhQEuq3SJMYEH2UzxH0qdTwbbsUcf85CFwefb3pVH7I0HFLLm3fZRoNIqHDx+qNgUVFx4H7w6jbSQMAHCIAn7zqdIZVmhwWVZkgmPo3zvzhTGGdevW4dVXX1X7GUuShE8++QQnT55UEwqtwTYIslLpI4mFkKxalWXIrSV82sevpMy36agttGOxR/E1KnOcah2bcp6w7w11zE98Bj7Zj5KYlv6eqJoDk+cWkF9I24NE9jMpgTpJV1skwezcQ9T1U4zatGcyfZXi4sWLTW1zoq9SdGzbA5ZvjprDvcEgvnW4DYGocr9Z5LDgO3vqUJVPVd0EAVBQkSAWLE7RA4dYCACIykGMhbpM9mhm+PgocFlrDM02k/RpOmEFRWA7XlBtqlbMfHrGr0HiyoNSgb0GbgOlAzs7OyFJSnZ4cXGxaU3biexHX6k4MDCgvq4SUVhkgSWor1R8kGA2kQ0wOaT2xwOAyALop/iY9OkGCipOwtY+A7hivdv6e4Avr8/6GNzihmxRJL4Zj0CIDqfSxbTR2tqKSET57C4qKoLHkz19z4mZmQhL+MkVrQr/q6tKUDSbnku3ryrvEQBw5YGtezbFHgINDQ14++23UVysSZeeO3cOv/zlLxEKhR6XPtVVkYfyVoJDSfq0hjpgCSenODAfdjQWquOjLdMEC1esAWqblHE4BP75x4b7le3ogy1VtVZqa0AsGPRSvt0dEXCZ9jQmsYQfqVQEMDQ0hC+/1BL9mpvNa53ER4fAzx5XbddLXzHFj5ahIP7sUCsmIkpAscBuwXd216O2wPjqSILIFiioSBALFMZY1kmg8jPHNMmwpqVgVVQJlW7Y3jeUZteAIjlx/ULiBYSpdMRJn64z9Fx66dP6+npDz0UsbBwOhxqUlmUZQ0NDM66xiAyFtnqAK7eu45EehCW/oX4SxmINPACDElCO2iohi9mfqMAvnSHp02lgVhvY0ztUW1+JNRviJVCzs6/ivXvaPfnixYtpI3+B8fPrAxgJKde2MpeIV5bPrucgP66rUnxmh2HybkVFRfB6vWhsbFS/19LSAp/PB8vYLfV7j1aRc4tT7bEIAPY0SKBubcjH5LvkWo8fA/7HK48YY2D7XldtfvhD8EjYcN+yFVnm6O7U91MkKT9i4VBSaoHNrlw1QkGOwYGZExhzBUtESwSZrFQ8d+6c+r2GhgaUl8++73Wq4McOqvfS1mVPwrp4edp9aB0J4ZuH2jAWVgKKbpuAb++uQ/0sZMwJIhegoCJBLGBKnIvU8UA2BBX10qdUpWgKrMgDtn2falO1YuYicxmdYxdVuzp/g6Hna23VKopI+pSYL3Ppq+gpcYAFq1R7OPgwwWwi04mXPs3+KkUA4Od10qdUpfgYbMtudczPnwQPzj4xIC6oGMq+voqyLMf1LCLp04VFz3gYH9zSEmW+vq4cdjH5LRc+MQ5+4aRqs63Pp9S/R7Hb7Xj55ZexYYN2DxkaH4A9oijccDCEp6giD+Y/pY4daZBALXFZ8VSlK+YTcGyaakW2cRtQHLu/GBsBP3XEcN+ylYG+KCJh5RnP4WQo8lDLEWLhwASGyhq9BColGEwixlUqlmN0dBS3bmmJJE8//bQZbgEAeDQKflSrMneaUKXYMRrGNz9rVZODXFYBf76rDk3FjrT7QhCZzix0OBY+Xq+3FsC3AbwAoARAF4D3AXzL5/PNmEbv9XrzALwOYD+A9QDqAMgAbgP4CYDv+ny+xz7NvF5voh370z6fL/WaJ0RO4NEFFQcD9030ZGZ4x0Pg4V3FEEWw5u3mOpTDsH1vgh/7JyAaBe7dAm5dUSSFiIxiMHAXIUnpK+MQC+OSCFJNIBBQe98xxlBTU2PYuYjcoKysTN1Y7+vrw/LlM2ehFnksEDrqITk7ACgSqOV5Kwz1kzAOW+CuOg47s7+fIvdPADe0RA/qpzgFDUuAmgag46EiT3j2ONi2vbM6RHylYvYFFTs6OhAMBgEAbrcbFRXGyZYT6edHl/oQjcnsLS1xYFvD7Cqw+ZmjQDRWPVa/CKze+KCzIAjYsmULSkpKcOjQISwpDahqp8OSB7LgwKO1tOG8FeBMBONRiOFuWMI9kAyU4AeAHY0FuNytJCIcbRnFGysf7/fFRBFszyvg7/4AAMA/fR986/NgAuXSP0p3O0mfEgub6jorWu8r269d7RGsWsfpdc4lWCIDqinZSnH+lNZPt6amBlVVVdOtNp5LXwDDg8q4oAiOTTvTevrusTD+9LNWDAWVgKJDVAKKT5Q40+oHQWQLdHcVw+v1LgZwHsA7AM4A+BsA9wH8rwBOeb3eZLrUbgPwYwD7AFwD8F0owcQaAP8JwBGv1ztdesNDAN+a4t9/n+N/iSDigorDwTZE5czN0IqrUlzzDFie20RvchvmKQXbske15Q9/ZqI3xHR06KsU3evAmHEf6Xrp08rKStjtJP1BzI+5VCoWeUQIur6KQ9RXMWsRoiMQw70AAA4Lws5Gcx1KAfzyGSUZBwDqF5P06RQwxsA266oVTx6a9TGyPaiolz5dtGgRbXAuIG71BXD84Zhqf2ND+az/vnHSpwZXKT7K8uXL8dZbb2F5lSYTeOFeCIcOHUJ08toWgwt2hFxaMpBjzPhqxU31+bBZlN/ng6EQWodDU85j2/YBTqWqEd0dwNVzU87LZTjn6GrXS5/aEswmiOykpFyE1aZcM4IBjuFBkkC1RAbV1gOSWIgxfwTXr2s9rs2sUgQA+chH6phtfwHMmj5Z5t7xCP70UCsGAsrnnd3C8M2dtVhWSgFFgpgOqlTU+DsA5QD+rc/n++7kN71e718D+HcA/hLAv5rhGN0A/jmAd/UViV6vNx/A5wA2A/h9AH81xdoWn8/35/PwnyAew2bJQ76tCmPhLnBIGA4+RKkr86oBuCSBn/5ctfXyWIQ5sBe/An78U0CSgDvXwO9cA1v6pNluETo6RrV+itUF6eunSNKnRCooKytTx319feB85uxhd4EAa6gOk9tgAxRUzFpsfq1KMeJsBITs39CMkz6lKsVpYc8+B/6L/6HcX9y9Cd7dAVaZfPW7ZNeCipZwH8AlgGWHbB/n/LF+isTCgHOO753Xgtxb6vOxosw1u2O03gdaY68P0RrXgzRdVFZUwOOXFa0lAF/22dE+cgNDQ0PYv38/XC7t/xTKfwqOiWsAlL6Ki/pbwwAAIABJREFUE549gIFBcpfVguYaN060KoHboy2j+NrassfmMacLbPs+8E/eAwDIn/wCljXmbpRnGkMDEkJBpTLJZmcoKc2OayhBzAZBYKistqKtRatWLC7J7S1wS0QvfVqKCxcuQJaVC35FRQVqa2vNcg28/QFwJxbgtFjAduxLvCCFDPiVgGLvhBJQtFkY/sNztVhVPrvPcYLINahSEYDX610EYC+AFgD/5ZEf/xmACQBfi8mbTovP57vk8/n+4VGJU5/PNwYtkPhcKnwmiGTJCgnUGxeBkZjCcGExsNLYAAkxM6ykHOxZTW6CqhUzi7FQF8bCnQAAC7OhIm+VYefinMf1U6yvrzfsXETuUFBQAGss+zQYDGJiYmLGNYLAUOyqB7hy+zoR6UFYmn1PNsJ8Flo/RR7wA9e1RA/qpzg9rKAIWL1RtfnJzxLMfhwuOCCJRcqxIMESSa7SORPo6elRr3UOh4OkxBcQv344hjsDiqytKDD89rrHg10zwY9/qo7Z+s2mqLaI4W6IsvIaDUkiOkaUz+muri789Kc/VaXwASDkWgaZKQkhYqQPYrjbcP92NBao42MtI5Cn6fvOdr0CWGKBsi9vgN+/bbhv2URclWKNFUygimliYVJVp++rGFFlPnMVMazdMwVZMa5du6baTz/9tKnqCfywrkpx/WawomTEAufPUCCK//BZG7rHleuiKDD88fYaPFWZcPufIAhQUHGSXbGvB30+n6z/QSwgeAKAC8B8ehtO3rlFp/l5kdfr/YbX6/33Xq/3971eL/VRJFJCiVPLgh4I3Esw0zzipE+feQ7MQtmSmQB76avAZA+Sm5fB791KvIBIG3rp00r3kxAF4+RIR0ZGMDamZIVbrVbq/0SkBMbYY9WKyVBc7AQLar0+hoMPU+4bYTBchk13P7Ig+inGSZ8uAis3sR9NFiDoJNb5qSPg8uwkyeIkUEPZI4H6qPSpQH3eFgShqIwfXexV7VeXF6PCPbvqax4Jg58+qtps654Es43D5r+jjnnhCmzZuk3dZB4fH8cvfvELTbJcsCGs62tsH7tsuH/rq93Itynvm96JKG71BaacxzylYM3bVZsffN9w37IFznlcP8XK2vTJCxJEuimtECHGXuL+CRmjw7ktgWoJa89bD3qCqrR1aWkpGhsbTfIK4BNj8cplu/an5bwjwSj+9FArOseUuiALA/5oWzXWV1MrJoJIhtyu/dZYFvt6Z5qffwmlknEpgNk3/1D4RuzrP03z8zUAvqf/htfrvQzgaz6f72oyJ/B6veen+r7P5wMQ37+ImB5RVN4WC+X3JdnW40L3jwAAw6GWjPt/yeOj6Lt0WrU9L70JMcN8zFlKSzGyfS+CnyuXLfHT91D8zFTqzUQijLim9LZrHwtLq7Yb+r5+8ECTmGxqaqKgIpEy6urq0NmpVNz6/f6kXsd1jWO4eb0OkrMDABASelFaus1QPzOJBXGPMtEGQRoHAHDRjaKa1YCBPWHTwfDVs5js7uXevhd52fz3SQP8uX3o//HfQR4ZAoYHUdB2H/YNm5JezyYaAb9SeVQgjoFnwe+bcx73ebpu3bqMeB8viGuKyfz92Tb0+ZWN2SKniN/dvhRu++y2WQK/PohRv3JdtFRUo2TLTjATgs6st0Ud28o3YO+TW9DY2Ih3330XoVAIoVAIBw4cwO/8zu8orxlhK3BHCSa6AtfhLPktQyVQAWDX0hEcuKZURZ7uDmP7yqkVNCJvv4PBL44AAPjFUyiKhiDOQmp5oTLQF4J/YgQAYLUJWL6yEhZL6v5mdE0hMo36Rgn3v1Sur8MDVix+Ij0VcJkI6x5Sx1e/7MNkndGuXbvikj3TzcSJgxgPK4E9sekJeJ5RElqMvJ6MBiP49ifX0DaiBRS//dJyPLeErl0EkSzZ/QSfOgpjX0em+fnk94vmcnCv1/uvAbwA4BKA708x5a8BbAFQBiAfQDOAn0MJNB72er1090vMmVJ3EwSmfBiPBrsQjIya7FE8weOfAdGY1MCS5RAbqL9MJpH31tfVzYHw+VOI3L1pskdEIDKC7pEbMYuhscTYPjHU/4kwisrKSnXc3Z2cbFpZuQNCQNtA7Bv7MsFsIiNRr18ACldkfUBR9k8gdFFLjrJv3pVgNgEATBTheO4F1Q7oJK+Sgbt0j0b+jlS5ZSi9vb0YHBwEANhsNixatGiGFUQ2MDgRxo/Otav2v3i2YdYBRQAIfvahOnbs3m9KQBFSEBjT+t2iaCUAYOnSpXjnnXdgtyuqGBMTE/jhD3+IoaEhoGgVuMUJAGChfmCixXA39y7XNr4Pf9mPiCRPOc/auAS2tbF7ZFmG/5fUygEAHt4fV8d1ja6UBhQJIhNpWKxVnT28N567EqicA4Eu1ewcVn4PpaWlWLlypVlegUsSAh//QrVdL33VcBnWsVAUf/DeddztV+S+BQZ8c98yCigSxCyhSsXkmLyizfrTx+v1vgngbwF0A3jL5/NFHp3j8/n+8JFvnQPwVa/X+3MAbwH43wD8u5nO5fP5NkzzIw5AkyohEjKZBbOQfl9Fjnq1n+KX7edQlf+UyR5pSAc/0MbN2xfU731B4HCDbdwKfvbXAIDBf/ivsPz+n5jsVHaR6mvKg+Hj4FA2UEqcS+AfleCHMe8bWZbjgooej4feo0TKcDgc6rijoyOp1xbnHLZovaop3zl0K6dekwvhHqWo7xImhQHHLHUIZvH/BQDk00eBSKydel0Thq0OIMv/T+mAr9sCHPgJACB05hj6Hj4Ay8tPaq0YzoMnNpbGWzGYBb/vc+fOqeOGhgaMjEyXy5peFsI1xUz+7nQ3/GFFTq+2wIbNleKsf5e8rxvyldjrgzEE1jxrynXRNnETRVypuIzaKjE4KgGx+0ubzYZXXnkF77//PqLRKEZHR/G9730PX/nKV1DlWgnnmCKYFGw/hvHS5N7Hc6XaxlHmEtHnj2I0GMXBqw/xTO3U5+Q79wOXzgAAAp/9EqHnXwdzF0w5N1e4d0dLMPaUySl/79M1hcg0HHkcFgsgScDIcAQt93uRX5h77XaYNI6yWC/6cJRhNKgkr6xbt05NejIDfvks5B5FuQZ5+RhfuQ4TseuHEdcTf0TCnx9uw+1+pQ8yA/Bvnq3C2hJG1y0iZ6iurk7JcbI7NTh1TD7VFU7z84JH5iWF1+t9HcBPAfQCeM7n892fpV//b+zr9oSzCGIGPLq+ioMZ1FeRd7UDD2KqwxYR7Gl6qWcibL9XMy6dBm97MP1kwnA6RzWl65r89Yaeq6+vD6GQIuqXl5cHj8czwwqCSJ6SkhI1E3V4eBjhmOxNIhhjKHHVA1y5hZ2I9iAce0AmsgA5AmuwRTUXRD/FcyfUMduwxURPsgtWUw80xv7+0WhcP7mZiFrLwGM5n5bIICDPfO0wG6r6X3g8HA7h03vDqv2N9eWwCLOvruAndd1VVq0D85gjQWfza5X/Idfj1+bq6mq88sorsFiUzfjR0VG89957GLUuVefYx68CfOrKwVQhMIbtjVpg8OiDBCo8K9YCtU3KOBwC//xjQ33LdMZGJYyPKn8fwQKUVVI/RWLhI4oM5VXaa72r/bE6j5xADGsBs74JCwCGgoICLFu2bPpFaUA+rFXqs63Pg9nshp0rGJXxnSPtakARAH7vmUrsWjRdKIAgiERQUFHhduzr0ml+PnlXPV3Pxcfwer1fBfAugB4AO3w+3+0ZlkzFZBfdvDmsJQiVEqcmsTQQmG1s2zj4Kd1D9JrmnM8czVRYTQOwXut1JH9E8kFmIclhdE9o/RRrCtYZer7W1lZ1XFdXZ7gUCZFbiKKI4uJi1R4YGEhqnafEARasUu3h4MOU+0YYgzX4EGyyEsZaCtk6p84CGQMP+oFrWqIHBRVnB9uyWx3zE7NoWy9YIVmV7HUGDjHcN8MCcxkZGVGz3wVBQGNjo7kOESnhBxd6Icd0jNZWurC+evaP7FyW4l77wtbnU+XerLH5ta2OsGvqbZG6ujq8+OKLEGLyrENDQ/AdvAZJUCRQLdERWIOtU65NJTuatA3gsx3j8EekKecxxsD2va7a/PCH4JHMT0Iwim5dMKW8ygpRpPt6IjeoqtMFFdty8xpg0d0r9Y8rooUbN25Ur+dmwLvbgRsXFYMJYM+9aNi5QlEZf/l5O270BdTv/cuNFdi7JLufRQjCTCioqHAk9nWv1+uN+514vd58KP0OAwC+SOZgXq/3NwH8BEAnlIDiXBv+PBv7mjlRICIrebRSMRN05LksgZ86otrC5t0JZhNmI+x/WzMunALvNH7DgHic3ombiMpK5aDbVol8W2pkC6ajra1NHdfV1Rl6LiI3KSvTKjL6+pILDBR5RAhB7fU4GKDq6WxBXwkTnqISJtvgl8+qfaFR2whWSW3QZwNr3g6IsY2+1nvg7cm/l6O2CnUshpPryWoW+irF+vp62Gy2BLOJbOBC5zgudmm9mN5ZXz63xKsbl4ChWPWIuwBYY2yf7OkQIoMQI0piD2dWRBwN085dtGgR9u7dq9o9vf242eNSbfv4FeMcjdFQZEdTsVLNEpY4vmgbn3Yu27gNKI71yRobAf/ic8P9y1T0FVpVNVSlSOQOFVVWTMbORkdkjI9NnYiwkBEj2nNW34SIvLw8LF++3ESPAH7kV5qxphmstGL6yfMgLMn4j8c6cKVHU7f5xvpy7F9WnGAVQRAzQUFFAD6f7x6AgwAaAfz+Iz/+FpRKwR/5fL6JyW96vd7lXq/3sSuw1+v9bQB/D6AVwPaZJE+9Xu96r9f7WFqj1+t9CsBfxswfJ/+/IYjHybdVwCooD3shaQwTkQzI6L5xGRiOabfnFwKrjJVxJOYHq1+kbXRwDv7Ru+Y6lKN0jF1QxzX56wytHIxEIujs7FRtCioSRjDZKwNIvl9GkccCIUBBxWzEFrirjsOuJSZ6khr4eZI+nQ8szw227lnVnk21oqQLKlrCPSn1K9WQ9OnCQpI5fnChV7X3LC5EY7EjwYrp4cc/U8fs2Z1gojmBHru+StG5CBAS+7F06VLs3q0lhJ65ryWspkMCFcAjEqjTd6lhogi25xXV5gffA5eN9y/T8E/IGBlSAilMACqqRZM9Ioj0IVoZyiq113wuSqAKIe1zq29cxIYNGyCK5l0HeNAfJ/8t7NxvyHkiEsf/+esONREIAL62tgyvraC2LgQxX+hOQuP3AJwE8J+9Xu9uADcBPANgJxTZ0z95ZP7N2Fd1R9fr9e4E8H0owdojAN7xer2PLMOwz+f7W539bwG86fV6DwNoAxACsBzACwAsAP4blKpHgpgzjAnwOJvQM3EdADAYuA+3rdxUn/ipw+qYPfMcmIk3NERyCPvfhnz5DACAn/01+Cv/jKoy0gjnMjrHLqp2tcH9FDs7OyHHNl08Hg/cbreh5yNyE31QMdlKRbtDgJM3YHI7YGCiJfWOESmHRcdhDSmJChwCIjpp9myEBwPANS3Rg22koOJcYFv2gJ/9NQCAf/E5+Fu/nVRgJWrXVypmblBxYmICXV1dABQpxqamJpM9IubLp/eG0TqiyOc5RAG/+dTceiDysVHwS6dVm5kqfTr7KvJVq1YhGo3i6NGjeDBgw1hIQL5dhkUahzXwABGXsQH07Y0F+NHFPnAAV3r8GAxE4XFO/TzJtu0D//BnQMAPdHcAV8+ZVhVqFt3tmuRjabkIq43qC4jcoqrWhp5ORYK/qy2CJ1bMLRkkW5H9Heru9Xg0D9tXrTLVH37qCBCMSZFW1gIr1qT8HFGZ469OdOBshxZQ/I3VpfjKqpKUn4sgchG6k4gRq1bcCOCHUIKJfwhgMYD/DGCTz+dLptFPA7Tf6TcA/NkU//7gkTXvA/gMwJMAfhtKkHEDgI8BvObz+f6lz+czX6uSyHr0Eqhm91Xk/gnwi5qaMNuyy0RviGRhTU8AT8YCWVwG/xVVK6aTwWALAtEhAIDN4kapwdKBeunT+vp6Q89F5C56+dOBgQE1kD0TJXkNAFduufxSN8KSf4YVhNnoqxQjjjpwIbs3c/iVs8Bkb66aBrDKWnMdylZWPAV4YskF46PAlbNJLYuXP83coOL9+9o9d3V1NVwuV4LZRKbjj0j4/y5rVfVfWeVB8TSBrJngp48AkrLBjaalYDUm3WvxKKx+rZp2un6KU7FmzRps2rQJHAzXurRrun3sckpdnIpSlxWrKpT3k8yBX7eMTjuXOV1g2/aptnzwPcP9yzS6OnTSp7UkfUrkHhU1IiZFfkaGJPgncqdiWZbCcECRiZY5ULe0GVaredcBzjn44Y9Um+3an3IFJknm+NuTnTilk8f+yqoSvL2aAooEkSqoNEiHz+drA/BOknMfu+L5fL4fQglKzuac70MJLBKEoZQ80lfRTPi549pGXF0TWC1lbWcLwv63IccqM/jpz5VqxbJKk73KDTpHtYqYavdaCMxi6PlaW7W+mSR9ShiFy+VCXl4eJiYmEI1GMTIyguLimftbeDwOtExUgTs7AADDwYcoz1thtLvEPLD5F7D0KVUpzhkmWMA27QL/yAcAkE8cgmX95hnXSdYScFjAIMESHQGTAuAWp9Huzhq99OmSJdn/us91fn5tACMhRUKy1CXi1eVzk0/jnMdLn5pYpWgNtkLgSr9uSSyCZC2dYUU8zc3NiEQiuHbvJDY1Kgk+wvAl8LJXwQRjt5t2NBbgWqxH1tGW0YRydmz3K+CHPgAkCbhzHfzBHbCm5AOo2UwoKGOwL9ZDjgGV1E+RyEFsNgGlFSL6umPViu1hLF6W3QluydJx9wIqY1sHI0ERq1avNdehm5eB7nZl7HCCbdqZ0sPLnOP/Pt2FXz8cU7/32vJi/PM1pYa2jyGIXIMqFQkiR/DoZMaGAi2QuXnNqfXa6Wzz7gQziUyDLVmhSVPIMvjHPzfXoRwirp9igbHSp36/X+1vJwgCampI5pYwjrlIoBZ5LBCC1Fcxa+A8vp+i09hKa6PhwQBw9bxqsw1bTfQm+4m7F7x2HnxkKIlFFkR1Uv6ZWK0YDAbR3t6u2osWZbfkb67TMx7GB7e01+bX15bBLs5xO6XlS6DjoTK22cGat6XAw7kRL326FJjDhuumTZtQVL8RIwHl9+GwRHD79Hvg3FjBpc31+RAFxd97g0G0j4amncs8pWDN21Wbf5I71YrduirFklIL7A7aBiRyE32VbldbbvRV5Jyj8562jxC2eGC32030CJCP6KoUN+8Gc6ROxUHmHP/PmW4cvq9Vr+9fWoR31pdTQJEgUgzdTRBEjuC0FsFlVUr9JR7GSLB9hhXGwLs7gHu3FMNiAXtmhyl+EHNH2P+2OuYnD4MP9CaYTaSC8XAvRkKKHKnARFTkrTb0fPpN0MrKSthsNkPPR+Q2cwkqFnpECAFdUNFPQcVMxhLpgyU6AgCQBQeijuyWCuVXz8VLn1Zl9//HbFh5FbA01ttHlsG/OJLUOkkngWrJwKBiS0uLKulcUVGB/Px8kz0i5sPfX+pDRFaCZE+UOLCtsWDOx+LHP1XHbONWMKd5srg2/x11HJqF9Kkexhi2b9+BzrB2LXSHbuLkyZOGBhbdNguaa/JU++iD6SVQAYDtfV0d8wunwPu6DfMtk+hq14InlbV0T0/kLpU1VrWv4NCAhIB/4Uug3r9/Hw6uJcQ4PeYmOPH+HuCyJnXPdr6UumNzjv92rgcH746o39u7pBD/YmMFBRQJwgAoqEgQOYS+WtEsCVR+SrdRtHojWH6hKX4Qc4ctexJ4YqViSFHwf/pHcx3KATrHLqrjiryVsFqMlWoh6VMinej7Kk5WyM6E1crgFhpUe8Dfkmq3iBSir4SJOBcBBss3Gw0/p5M+3UDSp6mAbd6jjvmJQ0kFIqL2zO6rqJc+Xbx4cYKZRKZzqy8QJ6P2O+vLIcxxg5KHguBnjqk227InwWxjYdFxWEOdAAAOARHn3F+njDGUr9A2h1dUBHHp4jmcO3du3n4mYkej9ix5rGU04bWD1TUBK9cpBpfBPz1gqG+ZQDgso78nqtrUT5HIZewOAaVlmiyzvop3IcI5x5kzZ1Dm1qmUOc1tXcM//xjgsWDuynUp60nOOccPLvTiV3eG1e/tWlSA/+Xpyjl/XhMEkRgKKhJEDqEPKg4E7qf9/FyWwb84rNoCSZ9mLcLL/0wd8+Ofgg8NmOjNwkcfVKzO32DouTjncUHF+vp6Q89HEPpKxWSDigBQ4q4HuHIr65e6EZECKfeNSA0LqZ8iDwWBa9omOfVTTA1sw2bAHkuY6WoDHtxJvABA1Ja5QcVIJIKHDx+qNgUVsxfOOb5/QXt9banPx4ryuVcW8vMngGDs86qiRkvUMwFbQJfw4agHn2fSmuSsR1RU+iI7rRxPlIZw6tQpXLp0aV7HTcSGmjzkWZV7ge7xCG73BxPOF/bpqhVPfAY+nri6Mdvp6YxiMs5a5LHA6aItQCK3iZNAbV/YQcWHDx+ir68PpXlaYoFkK0uwwlh4OBRXqS/s2p+a43KOH1/uxwGdRPm2hnz862eqKKBIEAZCdxQEkUOU6LJPB00IKuL2VWAwtmHszgdWGxscIQxkxRpg0TJlHI2Cf/ILc/1ZwISlCfRO3FLt6nxjG6sPDw9jfHwcAGC1WlFeXj7DCoKYH0VFRRBFJWt4YmICfr8/qXUejwssWKXaQ8EWI9wj5guXYNXdc2R9P8Ur54BwTPq0uh6siqq5UwFzOOMCtPzEoQSzFaI2LdteDHUDBvdvmw2tra2IRpVNPI/Hg+LiYpM9IubK8YdjaqBKFBi+vnZ+G7Jx0qdb9pgqyWbXSZ+G5yh9GgdjCLmfUs3VVUrw9NixY7h27dr8jz8FNouATfWatPDRlpEEswGsWAvUNinjcAj86D8Z4lem0K0LmlCVIkEAlbr3wUBfFKHgwpRA5Zzj7NmzAHhcUDFqNTGoeOYYMBGr+i+tSNl+4M+uDuDn17Uk9011bvzB5mpYBAooEoSRUFCRIHKIYkcTWExEfjTUjoiUOJMz1fCT2gYRe+Y5MJEebLIVxhiEl3W9FY99Aj4ylGAFMVe6xq+AQ5EsKXY0wWX1GHq+trY2dVxbWwuLJbtlConMRxAElJSUqHay1YrFHguEoK6vYoD6KmYi1mArBK4E4SSxGJK1ZIYVmQ0/f1wdk/RpaomTQD17DDwUSjhfFgshM6U/mCD7waRxQ/2bDXfvatW5VKWYvYQlGT+6pPUOf2VZMSrz596Tjnd3AF/eUAxBANu8a74uzh0uP1JFnpqEj1C+FlRcURmGVVCC/YcPH8bt27dTco5H2aHrb3n84RiicgIJVMbA9NWKhz8En+yRu8CIRjl6u/X9FOnZmyAcTgHFpbHnW75wJVA7OjrQ1dWFfLsMh1W5JsqCA9ziNsUfzjn44Q9Vmz33Epgw/32Gn18fwE+uas+OzTVu/OGWGogUUCQIw6GgIkHkEFaLAwX2GgAAB09rVQcP+MEvnFRtUx+iidTw5AagISZjFwmDH3zfXH8WKJ2jF9RxTcF6w8+nDyqS9CmRLvR9Ffv6+pJak19kgUUXVByYoKBiJvKY9GkWyxDxUBC4StKnhvHESqA8Vn0c8INfPJV4PhMgZaAEqiRJePBAux5RUDF7+eWtIfROKBUeBXYLvvLk/JIi+MnPNGP1RrBC8ypYxXA3hFggXhbyELVXp+S4UVsVolZF1txmkbFxiRaEPXjwYFyv0VTxZIULJS5F8WA0JOFS10TC+WzjNqAo9rccHQb/4vOU+5QJ9HZFIMdaqeUXCnDnU6IgQQBAdQ5IoCpVikCZWyd9ai0z7z783k2gLXZvZLOBbZ1/P+EDNwfx95e058Z1VXn4o23VsFqy91mDILIJCioSRI6h76s4GEj9Q9108PMnNLmwmgagblHiBUTGo1QrelWbf/4r8LEZJIeIWSHJUXSNX1btmnxjg4qyLMcFFevqSNaPSA9z6atosTAUiI2qPeCnoGImYvNrPbtSVQljGld10qdVdWDVlHiRShhjYLp+23qFi+mI2nUSqOFuQ/yaLe3t7QjHXif5+flxSRNE9jAcjOLda5qc2m88VQq3be5BGS5J4CePqLaw9fl5+TdfbBN66dMlAEvR1tAjEqjPPZkHj0dR2eCc4+OPP47r3Z0KBMawvUGrVjzakrhPIhNFsD2vqjY/+D64vPAkEEn6lCCmprJWS3bo74kiHF5Y7//u7m71mb7MLanfj5rZT/HwR+qYPfMcWF5+gtkz89HtIXz/gqYk8FSFC3+8vQZWC4U5CCJd0LuNIHIMj66v4kA6g4p66dPNu03tH0KkkDXPALWNyjgcAv/0gKnuLDT6/LcQkZV+NC5rKQrtxgb5ent71Y3QvLw86gFFpI25VCoCQGl+PcCV29mA3IOIFEi5b8TcYVIAYqgdAMDBEHZmd0IRP3dCHVOVojGwTbu04MatK+ADvQnnRzOwUlFfibV48WK6581SfnKlH4GostFcW2DDviVF8zvgtfPAyKAyLiwGVm+cp4fzw5bqfoo6gjoJVFfoLt587SUUFhYCUBLYPvzwQ3R2dqb0nDuatKDi6bYxBCKJgwRs+z7A6VKM7va4KvSFgCRx9HTqg4pzl+0liIWGK09AkUdJEuEc6OmIzrAiu5isUgSAJ2o0uVPJpKAiHx6IVy3buX9exzt4dxj/9Zx2z7eyzIk/ea4WdpFCHASRTugdRxA5RklcpeL9tJyT93bF9w95dkdazksYz2O9FY98BD7ZfJuYN51jOunT/PWGb0zqM8fr6+tpI5RIG/qeikNDQ4hGk3u493hcYMEqbW0aZb2JmbEF7oFB6eMStVeDW/JM9mju8FAIXC99umGrid4sXJinFFi5RjE4Bz95OOH8uKBiyPygoizLuH9fu78m6dPspHU4hIN3h1X7nfXlsMyzP5N8/FN1zDbtAjOxZzWTQ7AGH6p2qqvIJVsFojalipjxCIrRijfeeANut7K5HY1G8cGZCLeRAAAgAElEQVQHH6CnJ3Xv2cYiO+oLlcBZSOI43Z74eYQ5XWDb9qm2fPC9lPmSCfT3RDF5K+VyC8gvpK0/gtBTFSeBunD6qvb19cVJsNeWav/PqNWkoOKxTwApVjH5xEqwuqY5H+vw/RH83WlNmWJZqQN/urMWDgooEkTaoXcdQeQYhY5aWJjywOWPDCAQGZ5hxfzhpzSpHzy5AayAqp8WFOs2AVWxCrpgAPzQL831Z4HAOUfHI0FFoyHpU8IsbDYbioqUKhDOOQYHB5NaV+SxQND1VRwMkARqJmGN66eY5dKn184B4ZAyrqoDqyHpU6NgW7Q+O/zkoYSyhPqgoiXcA3BzJcy6u7vh9/sBAE6nE1VVVTOsIDKRH1zohazkQ2BNpQsbqueXEMFHhoArWuWI/jVuBlb/PTAo75WIrQqyOD8ZuqkI6iRQHeNXUFBQgDfeeAMul1IdGA6HceDAAQwMDEx3iFnBGMOOxkLVPvogsQQqALDdLwOTwd0718Ef3Em8IIvoekT6lBIFCSKeqjot2NbXHUUkwk30JnXoqxQXL14MJ7T9PjMqFXk0ogQVYwi7Xp7zsY61jOK7X3Rh8i+12OPAN3fWwWWlfrEEYQYUVCSIHENgIoqdjao9GDS2WpHLMvgpLctc0PXKIRYGTBDA9ut6K372S3D/hIkeLQyGQ63wR5SNFqvgQlneMkPPF4lE0NXVpdoUVCTSjb6vYrISqO58AdaQ9lrtH6egYiZhC+j6KTqzO6gYJ326gaRPjYStfQZwxYI4/T3Al9enncstbsiCMlfgYQhRc3s766VPFy1aBEGgx+1s40LnOC50KfexDMA31pfPOyDDTx0GJoPjT6wEq6yZp5fzw0jp00lC7tXa+SbugEkBFBcX4/XXX4fD4QAABINBvPfeexgeTk2S6/ZGTQL1UvcEhoOJVQ+Ypwysebtq808WRrWiLHN0d+iCijXUT5EgHiXPbUFBkfIZLctAr04uOFsZHBzE3btaQt/TG9fCElWurxwCJGvJdEsNg58/CYwMKUZRCbD22Tkd52TrKP7mZKea8NNUbMe3dtXNq9cxQRDzg55yCCIH8eglUP0GS6B+eR2Y7IfjcgNPNRt7PsIUWPNWoCK2QRKYAD/yUeIFxIx0jmpVilX5ayAw0dDzdXR0QI5teJWUlCAvL3tlConsZC59FZnAUGDTJHSoUjFzECKDECNKxSlnVkSc2VvZx0MhcH2VEfVTNBRmtYE9rUnl8xOfJZjMELXr+yp2Tz/XYDjnj/VTJLILSeb4wQWtj+eexYVoLHbM65icc/Dj2muYbX1+XsdLBXa/LuHDoCpyyVaKiF15NmCQYJ9QWmGUlpbitddeg9WqBLr8fj9+8YtfYHR05srCmSh3W7GyzAkAkDlw/GES1Yp7X1fH/MIp8D7zriGpYrAvikhY2Xl3OBmKSmjTnSCmQt9rVF/dm62cO6fJ9Dc2NqKqSEuIkawegKX/WqDfF2I7XgATZ7+ncaZ9DP/puBZQrC+04Vu76pBvp2sbQZgJBRUJIgfR91UcCNxLMHP+8BOH1DF7ZjuYlTIlFyJMsIC99BXV5p8eAA/6TfQo++kYu6iOa/LXGX4+kj4lzEZfqdjf35/0urKCeoArt7QBuQcRKZBy34jZY9NvWjubAIMTIwzl2nlN+rSyFqjO3gBptsC2aMoW/PzJhPcUcX0Vw+b1Vezv71cDIzabjT5Ls5DP7o2gdUTpreUQGX5rTQqk4u7eBHo6lLHDaXqlsyXcD0tUSfiQmQ0RZ4Nh5wrpJFDt41fUcUVFBV599VWIsc3l8fFxvPfee5iYmL/SyY4mrVoxKQnUuiZg5VrF4DL4Zx/M2wez0QdHKmtI+pQgpkMvgdrTFUE0mr0SqCMjI7h9+7ZqNzc3wxLWkmRMkT59eBe4d0sxRBFs+95ZH+OLliH8H7/uhBT701Tn2/Dt3fUodGTxcwVBLBAoqEgQOYjHqWVODwbugxvUf4YHA+AXTqo220TSpwsZ9vQOoKxSMSbGwD//2FyHshh/ZBBDQaXiisGCSvcaw8/Z2tqqjuvracOcSD+Pyp9yntyDvcfjBAtWqvZQsCXVrhFzwLaA+iny8zrp041baIM2HTQsAWpiwY5wCPzs8WmnxgUVQ+YFFfVVik1NTbBYKIM+m/BHJPzDFa1K/q1VJSh2zn/Tkh//VB2z5m1g9vlVPs4XvfRpxLnY0ISPoF4C1X8XTNKChjU1Ndi/f78qETwyMoL33nsPgcD8EoO21BdAjO1y3RkIonM0POMaYd8b6pgf/xR8fP5Vk2bB+SPSp7WU0EsQ05FfYIG7ICaBKgG9XdlbrXj+/Hn12am2thZVVVUQw1qSZtRqQlDxsK5KceNWsILiWa0/3zaMP/7wJqKxEsVKtxV/sacuJZ/NBEHMHwoqEkQOkmctg92SDwCIyH6MG5TVzS+cBEJBxaiqAxqXGHIeIjNgogj2oq5a8eD74KGQiR5lL51jmvRped5y2CwuQ883MTGBgQGlf6MgCKiurjb0fAQxFW63W+2zFIlEkpZCK/KIEIJaIJwkUDMALsOmU0LI5n6KPPyI9Cn1U0wLjDEwXR/uRBKoki6oaDGxUpGkT7Obf7w+iJGgBAAodYl4bbln3sfkAT/4OS0gngnSp7Y0SJ9OIluLEXEon88MMuzj8f1RGxoa8OKLL6qJGoODgzhw4ABC83h+yLdbsL7ardrHWpK4l1ixFqhtVMbhEPjRf5rz+c1meEBCMKBswFttDJ4y2nwniEToA+/dWSqBOjY2hhs3bqh2c7PScsgS0RJl0l2pyMdGwc8cU222c/+s1veMh/HHH95EWFIKIMrzRPzFnnqUuChRgiAyBQoqEkQOwhiL66s4EDCmryI/eVg755bdlNmfA7BNOwFP7IZ1bAT8WPY+lJuJXvq0On+94edrb29Xx5WVlbDZbAlmE4QxMMbi+iomK4HqdDHYIlpQsXeMgopmI4Y6IMhKtYlkKYBkKzfZo3lw7byWIFVZo1XPEYbDnn0OmKz2u3cLvLt9ynnx8qe9AJfS4F08Q0NDanKOxWJBQwO9TrKJ3vEIDtwcVO2vrS2DXZz/Vgk/d1yTTq6uB5qWzvuY83MoCqvuuS8dVeRBnQSqQyeBOsnixYuxd68midfb24sPPvgAkcjcN/d3NOokUFtGZlQ+YIyB7dVVKx7+EDwyc4VjJtLVES99Kgj0/E0QidD3VezujECSsk8C9eLFi5BlJfhWWVmJ2tpaAIAlrAUV012pyI8fBKKx61HDkll9/kkyx9+c7MJEWLmfK3GK+M7uepTlUUCRIDIJCioSRI6iDyoOGtBXkff3ALevKgYTwJ55LuXnIDIPJlrBXnxLtfkn72XtQ7lZRKQAeie0TMOaNAQVSfqUyBQelUBNBsYYiuyNqj1ElYqmE18JsxjI4qQifl4n476BpE/TCSsoAlY3qzY/eWjKedzihCQWKmsgwRIZSIt/evRVig0NDbBSD/Gs4u8v9SESk1d7osSB7bqg1HyIkz7d+rzp1w9r4CEErtyXS6IHkq10hhXzJ+ReDQ4WO/99CNGxx+YsW7YMu3btUu2uri58+OGHiEajczpnc40bzlhQuHMsgruDwRnXsOZtQFGJYowOg3/x+ZzObSac87h+iiR9ShAzU1AkwOVWrhdSFOjrntt1xyz8fj+uXbum2k8//bTyWcNliCZVKnJJimuFw3a9PKvPv3+8PoCbfUpyooUBf7S9BpX5lPRMEJkGBRUJIkcp0fVVNKJSkZ86ohmr1oEVzV9CiMgO2JY9wOTfe2QwbkOFmJnu8auQufIwU+SoR57BGz6cc7S1tal2XV2doecjiETMJagIAOWFDQBXbmuDvAcRaX49mYj5sVD6KfJwCPyyTvp0I0mfphthi04C9dQRcHnqKsT4asX0S6CS9Gn2crs/gGMPNYnMb6wvh5CC4B/vbAXu31YMiwj27M55H3O+6PsphvLSUzUpiwWIOBoBAAwc9vGrU8578sknsW3bNtVua2vDxx9/DEmafeWxXRSwqT5ftY8+mFkClYki2J5XVZsffB88VvmTLYyNyPCPKz6LIlBaQdKnBDETjLG4AHxXe3YlRF+8eFFNwCgrK1OVEoToCFhsT0G25IEb3E4ljstngMHYc5y7AKx5a9JLb/cH8JOrmlrNO8/UY1mpM9UeEgSRAiioSBA5ir5ScTj4EJKcOv14zjn4KZ30qa4nDrHwYVYb2L43VZt//I/g85AwyjU6dP0U0yF9OjQ0hPHxcQCAzWZDRUXFDCsIwjjmIn8KAB6PEyxYqdpDwZZUukXMAiaHYA1q1c8RZxb3U75+EQjFAtQVNUBNo6nu5CRPbgDylSpEDA8C1y9NOS0uqBhKb1BxbGwMPT3KOQVBQFNTU1rPT8wdzjm+d75XtTfX52NleWo2XuOS6tY+DZafmurH+ZDOfop6QvmaBOp0QUUAWLduHZ599lnVfvDgAT799FNV1m826CVQjz0chSTPLGnItu0FHLHN6+524Or5WZ/XTPTBkIpqKywWqqwniGTQBxV7OqKQs0QCNRgM4soVTVa6ublZrQgUTZQ+lY98pI7Z9n1g1uSqDP0RCX99ohOTl+unqgrwtWZKeCaITIWCigSRo9jFfORZlR5HMo9iONQ2w4pZ8OUNoK9bGbvywNY+nbpjE1kB27YPKChSjKF+8FNTS5YR8chcQtf4ZdVOh/SpvkqxtrYWgkC3BoR5FBcXq6/BsbExBIMzS5YBQKHHAiGoSfcO+kkC1SysgQdgUCpLIrZKyGL+DCsyF37uhDom6VNzYKKo9GuOwU98NuU8SRdUtKS5UvH+fU3xo6amBg6HI63nJ+bOidYx3O5XEgdEgeHra1Oz8cqjkTjVFmHr8yk57nwQoqOwhrsAABwCIs70VdQG855UJVBtwRYIkeFp5zY3N2PDhg2qfefOHRw+fHjGvoiPsrrChWKnUqk3EpRwuXtixjXMlQe2/QXVlg/+YlbnNBu99GklSZ8SRNIUeSxwuJRrVCTC0d+bHRKoly9fVvvPFhcXxyklWMySPu1oBW7FAp2CALbjhcQLdPz3c73oHlf+Py6rgG++sBQi9YUliIyFdg4JIocpcWk3HYP+1PVV1Pe8Yc3bks5MIhYOzG4H2/uGavNf/Rx8jn1Rcol+/x2EJaVq0CkWozgmF2Uk+n6KJH1KmI3FYkFJSYlqJ1utaLcLcEgNqt07SkFFs9BXwkSyWfo0Ega/cka1SfrUPNjmPeqYXz4NPvF4T7aoTatUTrf8KUmfZidhScb/uKhtur68rBhVqerZdPksMB6T3PSUAivXpua48yDu2uxoABfsaTs3F91xQcxE1YqMMWzevBlPPaVVN964cQPHjh2bVWDRIjBsa9BJoLbMLIEKAGz3y4DFohh3roM/uJN4QYYwPiZhbESp6BQsQHklBRUJIlkUCVTt+q8P0Gcq4XAYly5p6g36KkUAsJhUqcg/16oUsfZZME9y5z7xcBSH7o+o9u82V6CqgJK0CCKToaAiQeQwegnUwRT1VeShIPh5XWb/pl0pOS6RfbAdLwDumPTQQC/46c9N9Scb6Bi7qI6r89cZXhUjyzLa29tVu76+PsFsgkgPc5VA1Qfhh0IUVDSLuH6KWS19egEIxqRPy6uA2kZT3cllWE090BgLUEej4KePPjYnaitXK6EskX4ghbL+iQgEAujo6FBtCipmDx/eGkLvhPI6ybdb8NUnS2ZYkTyyTvqUbd4NJlhSduy5Eid9mqZ+inqCOglUx/iVBDOVDf4dO3ZgxYoV6vcuX76ML774YlbnfK6pUB1/0TaOUHRmGVXmKQNr1no78oPvz+qcZtGtC4KUV1ohWqm6hyBmg14CtbsjAjkJyWQzuXr1KkKhEACgoKAAS5fGX9dFEyoVuX8ivkp/1/6k1vVNRPBfznSr9vbGgrjrN0EQmQkFFQkihynRBRUHUhVUvHhK24SrrAEWLUvJcYnsgzmcYM+/ptr8V++CS5KJHmU2nHN0jmm9W2ryNySYnRp6enpUyRS3242ioiLDz0kQM1FaWqqO+/r6EsyMp7ywHuDKrW2Q9yAiBVLuG5EYIToCMaL0J+OwIOxsNNeheUDSp5kF26L15+YnppBUF6yQrB5lLnjcZpqRPHjwQK2eqqysRF5eXlrOS8yP4WAU714fUO3fWF0Kty01gT8+2K/0Y42REb3luRyf8OFKf1AxlLcKPLb9ZA21Q4gMJpzPGMPu3buxZImWnHL27FmcO3cu6XMuKrajtkCpPgpGZZxuH09qXZzayvmT4H3dCWZnBiR9ShDzw1Nqgd2h3OuFQxyDfZmrshSNRnHhwgXV3rhx42MtTPSVimkLKp48BIRirStqGoClT864RpI5/vZUFybCStJHeZ6I322umGEVQRCZgCFBRa/XW+r1et/yer1/4PV6/70R5yAIYv4UORrBYpeBsXAnwtLMvSZmgp88rI7Z5t20CZfjsJ37AZdbMXq7wM8eM9ehDGY01InxsLIZLwoOlOetmGHF/NFLn9bX19P7lcgI5hpU9JS4wIKaBOJQsCWVbhFJoN+0jjgbASE75c95JAx+maRPMwnWvB0QYxvlrffA2x6vRo6TQA2lJwiglz7VBz+IzOanV/rhjygbmLUFNux7InVJVfzkIYDHKuKWPwVWVpl4QRoQQ50QZOU5T7a4494r6YJbXAjrJLFnqlYEAEEQsG/fPjQ2NqrfO3nyJC5fvjz9Ih2MMexoLFDtYy0jCWbr1tU1aZK1XAb/7IOk1plFwC9jeFBJ3GQMqKgWTfaIILIPRQJVC8hnsgTq9evXEQgoyZNutxvLly+P+zmTgrBIilQ8hwWSWGy4T1yWwY/8SvNh5/6k9hYO3BzEtR4/AEBgwB9srk5Zkg9BEMaS0qCi1+u1e73e7wJoB+AD8FcAvvPInCKv19vn9XqDXq+3JpXnJwhidoiCDYUOrYfaYGB+cnF8oE9ryswY2DPPzet4RPbDnC6wPa+qNv/oXXCZqhWnonNMyzasdK+GRTA+y7itrU0dUz9FIlPQy58ODg5CSrLCubDYAiGoSfj2T5AEarqJk9fL4n6KuH5RU10oqwTqFiWeTxgOy3ODrd+k2vzEZ4/NkWxaZrslDX0Vw+FwXHLOokX0OskGWodD+OTusGr/T+vKIQqpSarishz32mRbn0/JceeLza/1BQy5ngCYOYJVIbcmgWofmzmoCCi9ll966SXU1taq3zt69Chu3LiR1PrtuqDihc4JjAaTqz4S9NWKxz+dspdrpqAPfpRWiLDZSJCMIObCo0HF2fRxTReSJOH8eU3daMOGDRDF+EQCS5z0aWl6rvk3LgK9ncrYmQf27HMzLrk7EMQ/XNF8/cqqEqwqdxnkIEEQqSZlVxav12sB8CGA3wMgATgGIPToPJ/PNwzgBwBsAN5K1fkJgpgbJU6t98t8+yryL44AkzdeK9aCeUoTLyByArb7ZcAZuznsbgc/f8pchzKUDl1QsSZ/veHnC4fD6O7WKjkoqEhkCna7Hfn5+QCUvp9DQ0NJrRNFBhe0oGLvKAUV0wqXYQssjH6Kcb2hN5L0aaYQJ4F6+ih4NL6KIKoLKoppCCq2tLSoSQ+lpaUkIZ4l/PBiLyZbZT1V6cLGmhRK1t65BvTHXnuuPLB1z6bu2PMgUxI+Qu6V4EzZ/LaGu+Lk+RIhiiJefvllVFZqFZaHDh3CnTt3EqxSqMy3YVmpEwAgceB4a5LBwZVrtV664RD45x8nt84EutvD6riyhqRPCWKueMpE2OzKPV8oyDE0kHnJ0Ddv3sT4uCLl7HQ6sWrVqsfmiLpra9SaHulT+fBH6pht2QNmdyScH4zK+OuTnZhsdftEiQNvr6b9Q4LIJlKZrvANALsBfAlgtc/n2wlgOn2Jn8W+vpLC8xMEMQc8cUHFewlmJoZz/oj06a55+UUsHJjLDbbzZdXmH/0MXJZN9CjzCESGMRB7/zEIqHKvMfycHR0dkGN/h9LSUrhclBVIZA76asXZSKAWO7RKoeFQSypdImZADHdDiMmoy0IeovYqkz2aGzwSiZc+3bDVRG+IOJY/BUwmrI2PAlfOxv04ak9vUPH+fS0Zb/HixQlmEpnCxa4JnO9UrlMMwDfWl6c0aYAf/1Qds2d2gNnsKTv2XGFSENagVlEbdpoXVOSCAyHXMtW2JyGBOonNZsNrr72mSqRzznHw4EE8eDBzApFeAvXog9GkzscYi++tePhD8Eg4wQpzCAVlDPRrgY8q6qdIEHNGEFhcYL6rLbMkUGVZjusru379+seqFIFHKxWNDyry3i7gWqx6kjGwnS/OuOb753vRMapcUx0iwx9uqU6ZagBBEOkhlUHFrwPgAP6Nz+ebqdzpMpRqxsdTKgiCSCslTm0DdiBwb+4SD/du6eQOXGBrMyMzl8gM2POvApPZah0PgUunzXUow+gavwTlIxQodS2FXcw3/JwkfUpkMvq+iv39/UmvqyisB7hyextCNyJSIOW+EVOj76cYdi02TV5v3ty4CASU3i4oqwTqSdIyU2CCBWyTlrQmnzgU93PJWgoOpQ+PJToMJgcN8yUajcYFMyiomPlIMscPzveq9u7FhWgqTlxJMRu4fxz8gqbGkSnSp9bAPTAoSWQRezW46DbVH70EqmPsiqZykwR2ux2vv/46iouV/mCyLONXv/pV3D3tVGxtyIcltld9qz+AnvHkgoOseStQVKIYo8PgX3yetK/porsjMvkIAU+ZBXZHln72EkSGEC+BGs4oCdQ7d+5gdFRJjLDb7Vi9evWU8/RV4NF0BBU//5V2LX9yA1h5dcL5p9vG4mTI/+eNFajKz84+7ASRy6TyjuNJKIHCIzNN9Pl8UShVjCUpPD9BEHMg314NUVAeqIPREQSiycnMPQo/qW3ssI1bwezmZ+YSmQNzF4A995Jqyx/9LKNu0M0m3dKnAOL6QNXX1yeYSRDpZ66Vip4SJ1hQk0cbCrak0i0iAZkirzdf+Dmd9OkGkj7NNNhmTQIV186Dj+juW5klLiPfEjKuWrG9vR2RiFLBUFhYiJISeqzNdA7dH8HDEaU7i0Nk+K01qd1o5aePAZOVbPWLwOozI9Bs1/VTDLuWmuiJQihvOThTNu3FSO+s+5+6XC688cYbKChQqg8lScIvf/lLdHV1Tbum0CFiXZUmc3u0JclqRdEKtkcT1+KfHsg4tRV9P8Uqkj4liHlTWi5CjL2VAn6OkaHMkEDlnMdVKa5duxY229SBOFFfqWiw/CkPBeN6CQu79iecPxiI4runtRYsm+vzsXtRoWH+EQRhHKkMKjoABGIBw2RwATAufZQgiKQQmACPo0m1B+YggcrDIfBzx1WbpE+JqWB7Xwcmb3xb7wNXziVekCNE5RB6xq+pdnUagooTExMYHBwEAAiCgOrqxNmEBJFuHq1UTDYJoaDIAktQC5L3jVFfxbQgR2DVBXCztZ+iIn2qVdKzjVtM9IaYClZeBSyNid3IstLPW0e6+irevatV5i5evDhrg8/Dg2H09Sz8R3J/RMKPL2ubrG+tLIHH+bhk3HyIkz7NkCpFcA5bhgUVIdgQyluhmo5ZSKBO4na78eabbyIvTwkURqNRHDhwAL29/z977x0dR5adeX4vItIi4RLeEIauWPS+6MmqYpmuKnYV26Ra3q92pZlZmdk5O39o3Rntmd1z1HJnx+zMttSSRurO7hZZXaTKs4psem+LFiQAwnuTiTRh3v4RiYhIGiABRDrg/s7h4XuJF/kewcww797vu33PPWZvs7lpffzRWMr3FWz3G4Bbr8mI7sfAjUszXm+6kOMaBvrM7bfqelL6EMRcEcTctEBtaWkxnt8dDgfWrXtOuRSuQowPGt1025/yc18CE7qtOCprgZUbnjtW4xx/caYb4zE9UFvmkfC7W6vz9h6KIBY6dgYVuwH4AoHAtGmagUBgC/QgZPt0YwmCSD9+iwXq0MQsgopXzppWYZU1wJIXpz6AWJCwohKwPaa/PqkVdXpDt6By/WGlyFWHQktNqHRhVSnW1NTA4aDMZiK3KCoqMrJvo9EoQqFQSscJAkOB0Gj0+yiomBEc0VYwrm9sKo4KaI6SLK9olnx11byfKa8CckRpRCTDduw32vzU50n3EpkIKmqaNi/qKba1xHDoH9tx5McdeNyae7Xi7OQnt4YwGk1sYnolvPui39b35+0PgfbEM5TkANu619b3ny2iPABR0S3mNOaC7M4NZ4qoxQLVFZqZBeokRUVF+MY3vgGPRw/4xeNxHD58GIODg88cv7XeB7ekb1x3jMXxcDiW0jzMWwC25w2jr31yaMZrTRe9XQp4QjhZXCrCW0DWpwRhBzWWAH13h5z1PQvOOS5cMOtIr127Fm73s+27RXkYDPr1ThWLwIX0OYhxzsGPHTX67OW3wITnn4eO3B3G1W6zrvHv76hBoUtM2/oIgkgvdt51HE/8/etTDQoEAgKAP4Hu/P7pVGMJgsgMfq+5GTIUma4k6tPwM8eMNtv+CmUaEc+FvXEQhp/Io3v6Bu4Cp3PczHiuK3x+Zp+dWGvPkPUpkYswxmZdV9HvaTLaozEKKmaC5HqK+alSBAB+yeK6QNanOQvbtMOs09z9WL+fSKC40h9U7OrqQjSqq/sKCgpQXV09zRG5R0dbHNcvmjVn79+KZn3TNF30hWS8f3vI6P/K+gq4JHuDL0kqxY07wAqyW7dwEqtKUfYuAVhubN7GvcuhMX2jW5IHIcW6ZvU+paWlOHjwIFyJshvRaBSHDx/GyMjIU2PdkoBt9WbN8uOPRlOeh716ABATv7t7N8Ef3Z/6gAzR3WmxPq2nBEGCsIuKagliQsweDmkYH82u7XFbW5tRDkKSJGzY8Pw9A9FqfZrueor3bgGdbXrb5Z7Ssax1OIrvXzHXdnClH2urC547niCI3MfOu+nvQg8U/nEgEHjrWQMCgb+RNl8AACAASURBVMAyAB8A2A9ABvCXNs5PEMQsKfNYgorRR9B46jdNfHgQ+Oqa3mEMbDtZnxLPh5X4wXa/bvS1Iz+Yt5tYqaBxDV3jV4x+JqxPOedJQcVFixalfU6CmA2zratYVdIEcP0WN4Y+yGpk6gOIOZNcTzE/g4pclsGvnjf6ZH2auzC3J+n/h58y63orTjPAl66gYkuL6eqxePHivAs+93TKuHpuIum1cEhDX3eqVUzyi7+71g9Z0+81l/rd2NNUZOv7czkOfu640We79k8xOrNYg4qxXLA+nURwIOZbaXRds7BAnaS8vBzvvvuu4boRDodx6NAhjI+PPzV2b7P5f3+ibRyqlqIFqr8CbMtuo89zQK2oKBx93RRUJIh0IIoMVbUWC9SO7Kn5Oec4f968P129ejW8Xu9zx0tx85lJSXNQUTt2xGizbfvAvM9OqIkpGv70VBeUxDl3id+FX1ib5oAnQRBpx7agYjAYvAHgXwMoBPBBIBC4C6AEAAKBwA8CgcB1AHcAvJk45HeDwWCrXfMTBDF7PFIp3JJuVaZoUYzPIFuUn/0Chu/KirVgZXRzQEwNe/MbMFL/HtwG7t7I7oKyyFCkBTFV3/RwiUVJAf60zTk0hHBYtx1xuVyorKxM+5wEMRtmq1QsK/eARROBBcYxFGm1eWWEFaaE4Ih3AwA4BMgWS/W84vZVIJKoCVNWCTTmZ3B0ocB2mjXr+IUT4DHdylCTSqAx3bZMUENgSmrWyanCOU8KKuab9Wl/j4xLp8OG2ySz7AY8vJeaHWQ+cXcgghOtY0b/NzZVQrA5CMwvnwEmEp+z8irghTW2vv+s0WQ4I6ZaP+5dlsXFPE3MYoHqnqUF6iTV1dU4cOAAxISacHx8HIcOHTLudydZV12AYrc+Zjii4GbfxFPv9TzYa+8ZbX7pNHh/z6zXawf9PTI03eEQviIBvqLcUKESxHzBGqjvymJdxY6ODvT06OcbQRCmVCkCTygVHenbm+ND/cDVs0afvfzOc8d+/2o/2kf1wKxTZPjDHbVwiPmVkEUQxNPY6vsRDAb/HMC3AXQBWAbABd0qOQBgdaLdBeCbwWDwe3bOTRDE7GGMocyyCTiYogUq5xz8dLL1KUFMB/NXgO181ehrR36YxdVkl87xy0a7tnADGEt/LRSrSrG+vh7CFHUPCCKbzFapWOATIMVNW9++sZnbehOp44yY1qeyuwFceHaNl1yHXzxltNlmsj7NeZa+CFTW6u3IBPiVM3qbCVCdZrKM3WrFvr4+o8ary+VCXV2dre+fTgb7FZw/GYaWyAUs8Al462A9Jj/qA70KxkfV7C3QZjjn+N6lPqO/fVEhVlU+X90x63lOfWa02c5Xp6wnlUkc0TawRM1uxVEGzWFvHcm5EvcuhSbo9RBFZQRStH2aI6amvr4eb7/9tnFfOzIygsOHDxtWxQAgCgy7G0214vFHY0+9z/NgDYuBF9fpHa6Bf/7BnNY7V7o7SKVIEOmkssYBIRGrD41pGB/LzvXRWktx5cqVKCwsnGI0IGZIqciPfwTjhuKFNWB1zy6pcrEzhKN3h43+b26qRH1x+uo8EgSROWy/4w0Ggz8B0ARdkfh/APgvAP4/AP8ngAMAFgeDwez7RRAEkYTfaoEaaZlipIVH94CeDr3t8oBt3J6GlRHzEfa1b5m1Se7eAL//VXYXlCW6LEHFugxYnwJAe7u5aUPWp0Qu4/f7jcDO6Ogo4vHUrIcYY/AJjUa/f5zqKqaT+VBPkSsy+LVzRp9t2pXF1RCpwBhLqt3DTz/PAtVeNdGT1qeTyqhcZ2RIwfmfhQxlk9vLsG2fD5XVbixqNmsaPbo/f9SKp9vHcWdAt7+WBOBXN9i/ucoHeoHbljIQO16d+oAM4rJYn8Zzyfp0EiYh5ltldN1zsECdpKmpCW+++aZx7zA4OIj3338fsZj5ud5rsb893T6OmJJ62Q/hjW8Ybf6zT8DDT1usZgJN5ejtoqAiQaQTSWKorLZaoGZerdjd3Y2ODn2/jTGGTZs2TXuM1f40XUpFLsfBT3xs9IVXnq1SHIkq+Muz3UZ/a70PbywtScuaCILIPFI63jQYDKoAPkn8IQgiD/AnKRVTCyryMxaV4uYdYK78VCcQmYeVV4Ft22fUQdKO/BDiH/zvWV5VZhmP9WAsYTUsMieqLBsr6UJVVXR2dhr9hoZnZxQSRC4gSRL8fj8GBwcB6JuDNTU1KR3r9zZjMid2TG5NzwIJgPPkeoqe/Awq4vY1YMJifdqUp/+OBQbb/gr4+/+g2/DfuQ4+2AdWVgnFVQUk9vrtVio+GVTMB8ZGVJw9HoaS2A91uRm27/PBW6DnF69aW4L2h/rn/3FrHCvWuOF05YbabrbEVQ3fv2purL7zgh81hU7b57HW88SqDWD+3CkD4cz1oCKAqG8tPGMXAQCu0A2Eyt9O9uSdBUuXLsVrr72GTz7Rt6J6e3vxwQcfGHUXl5W5UVPoQPe4jIii4WJnCDsbU6yzuXI9UNcIdLYB8Rj4lx+CvR2Y03pnw0CfYnyfvQUCikryI7mBIPKNmkUO9HTqX7buxzKWr8zsfpdVpfjCCy+guLh4yvFMDUPQdFtnzhzQJHtrCE/CL5wEQgmlt78cWLf16TGc46/OdGM0qmczlbpF/IuXqskJhCDmEfn9tEAQhG1Yg4qj0cdQtKkVIVyOg58/YfRzKTOXyA/YW982Nw6+ugL+8G52F5RhrNanVb7VkIT024D09vZClvUHo8LCwmkfTAgi21jrKs7EArW6tBHg+vklhj7IasT2tRF63RZR1TcVNMENxV2f5RXNjiTr001kfZovMH85sHLSjtC05FecVcYYO4OKQ0NDGB7W0xUkSUJjY+M0R2Sf0LiKs8dDkON6vTqHk2HbXh98hWYQoqrWjaIS/XypqUD7w9RU4bnMkbvD6A0l7ndcIr69usz2Obimgp82rU+FXa9NMTqzCMqo8dnnEBHP0Vq3smcxNFFXyorqOBzRVlved8WKFXj55ZeNfldXF44ePQpFUcAYS1IrHm+dgQUqY2CvHzT6/NgRcDkL6iWLYqq63kHXLIJIE1W1Dkw6Wo+NqAiHMmeB2tfXh9bWVqO/efPmaY+RnrQ+TVNpFf7FUaPN9r0F9gzXhg/vj+Bil1nX9l9tr0GxOy26JoIgsgQFFQmCAAA4RS8KnXptGg4NI9M81PGr582s/opqYOnKNK+QmG+wylqwl/YY/YVWWzHb1qcNDQ20CUHkPLOtq1hW5gWLJiwQGcdwpNXmlREAnlApLgFY/qkluCKDXz1r9NnmnVlcDTFT2M79Rpuf/hxc06BagopirBfg3Ja5rCrFxsZGSFJub45NhDWc/TKEWFT/90sSsG1PwVOqJsYYmpeZiU2PHsSgafb8zrLBaFTBj24OGv2fX1MOnzMN56avrgFDA3rbV/RMpUa2sJ6bZU8TINiv0rQFJiJasNrousbnboE6yZo1a7Brl2ll3d7ejo8++giqqmJvk5lUd6krhPFY6oECtnU3UJIIUo+NgJ/9wrY1pwLXuKGcAsj6lCDSicPBUF5lXuszaYF68eJFo7106VL4/dPXxRXlDFifProHtCauMZIDbNfrT41pH43hry+bNY0PrCjFxlpfWtZDEET2sO1JKBAI3Jt+1FPwYDD4gl1rIAhibpR5FmM8rtsxDkYeonwKq5wk69NtL4MJlKNAzBz2VgD83HF9w+/GRfC2FrDGJdMfmOfElHEMGLZUDLWF6zMy7+PHj4021VMk8gGrUnFgYCDl4zxeAQ65AXGPfk3rHn6ISt+Ltq9voWOtpyjnaT1F3L7+hPXpsuyuh5gRbP1L4N4C/f9woBe4fwva8tXQBA8ELQKBxyAoo9Acc6/hYw0qLl2a25/3aEQPKEYm9OCgIAJbd/tQUvbsx/+6RiduX48iHuOITuhBi9pFORqImoZ/vD6ACVmvk1dX5MQby9JTv4mf/NRos20vg0m5E9zJB+vTSWKFa+Ed02vausM3EeIHbEtQ2bhxI2RZxrlz+vs/fPgQn332GV577TUsK3Pj/mAUiqbXVkz1c8IkB9j+A+A//hsAAP/0ffCd+zP2LDw4oCIe07/XLjdDaVn+JfMQRD5Ru8iBvm4FgG6BunRF+i1Qh4aG8OCBeY+9ZcuWlI4Tn1QqpgF+7IjRZlv3gBUmW6zKqobvnupCXNXPU40lLvzK+tyxBicIwj7svPNZOss/BEHkCFYL1KHIw+eO4yNDwE1TZcW2v/zcsQQxFaymHmyTqQpZKGrFrtA1cOg32mWeJXBL6bchjcVi6OnpMfr19flpU0gsLKxBxcHBQWialvKxhZJpTTgQfmTruggAXIHDcq+Qr/UU+aWTRptt2kEK7jyDOZxgW/cafX7qM4AxKM5q4zUp3vOsQ2fE2NgY+vr0rHtBENDU1DTn90wX8ZiGs8dDCIf086UgAFt2FqCs8vn5xKLI0LjEDCI+uhdL+zrTQftoDB8/GDH6v7ahApJg/3eaj4+BXz1n9FkOWZ+Ca0kJHzFvbidKyO4mqKK+KS2o4aTrih1s3boVGzeajiB3797FF198gT2NhcZrXz4andF7st1vAG6P3ul+DNy8ZMtaU6Gnw7QnriHrU4JIO1W1Dkx+zUaGVEQmUn8WmS1WlWJTU1OSc8tUWO1P06FU5GPD4Bct982vvP3UmL+/NoBHw/o9hENg+KOdtXCKJEAgiPmInd/s16b58y0A/xeAAQBDAH4FwNM6aYIgsobfayrEBidanjtOV5YlbqaWrwarqH7uWIKYDvZ2wOxcPQveMf83/5OtTzdlZM7Ozk7whAVcRUUFvF5vRuYliLng9XpRUKDXW1IUBSMjI9McYVLubTbaY3Kr3Utb8DiijyFwfXNTlUqhOuyvWZZuuKKAX7EEBjaR9Wk+wnaadb35pdPgkQkoLnvrKlpViosWLYLLlf46yLNBljnOnQhjfFS/T2cM2Ljdi8qa6VV0TUtdxsbp0ICKkSElnUtNC39zuQ+Tzq1rq7zYUpceuzV+7gtATfx+mpeD1TWkZZ7ZIMU6IGh6HWFVLITqzPHnNCYg5jMtUN0h+yxQAd3ed+fOnVizZo3x2q1bt+DpvgkhkeD3VX8EfaHUbQ2ZtwBszxtGX/v4kH0LngLO+VP1FAmCSC9Ol5CUlJNuC9SRkRHcvXvX6KeqUgSesD9Ng1KRn/gEUBLXviUrwBqTEwqvdodx+PaQ0f+1jRVoLMnN+yWCIOaObfanwWDw8xSG/VMgEPgugE8B/G8Apq80SxBExihxLYLAJGhcQVjuQ0wZh0sqTBrDOQc/bX7d2Y5Xn3wbgpgRrL4J2LANuKLXtOJHfwT2O/8mu4tKI6oWR49lw6SuaENG5iXrUyJfqaioQDis21MODAykVFMEAKr9Tbg7KABMQ5z1QVYjcIiedC51QZFUT9G7FMhHtcSda8BESG/7K4Dm3LYJJJ5D41KgrhHobAPiMfCLJ6GutdRVtDmouGRJbtq0KwrH+Z+FMDJk1odbv9WLmvrUbEzdHgG1ixzobNc3TB/dj2HDS7ldN9LK1e4wLnXp1woG4Nc3VqZFxcU5Bz/5mdFnu/ZPMTrzJFufLsuLc3PUtxbe0dMAAFfoJsYr3gWYfZ89xhj27dsHWZZx584dAMDtm9ewrWIFTmt6QPhE2xi+tSr15Bj26gHwzz8AVBW4dxP80X2w5vSqQkeGVEQjeiDU4WQoq8if7ydB5DM19Q4M9CYsUDviWLw8fYGyS5cuGYnAixYtQk1NTWoHcgWirAf0OBgUm5P9uKKAH//I6LOXk1WKYzEVf36m2+hvrCnA28tLbV0DQRC5RcY1yMFgsB/A7wJYDOCPMz0/QRDPRxQcKHGbdnHPtEBtewB0tettlxts044MrY6Yzwjv/JzR5pdOgXc/nmJ0ftMXvg1F0y1BfM4qFDprMzJve3u70W5oyJ2MeoKYDqsFan9//xQjk/GXecCiCYUG4xicaLV5ZQsbq71ePMft9Z4Hv3jKaJP1af7CGAPbaQZ2+KnPoDjtUypOTEygq6vL6C9evHiK0dlBVTkungpjqN8MKK7Z5EF908zqIjZbNkq72mXEoum3ebMDVeP43uU+o//qkmIs9qep7lXrfT2ADQBOF9iWPemZZ5a4khI+8iNRQnE3QJX0moaCFk26vtgFYwz79+9PSgrw9N9BQ0R3SDnxaGxm7+evANu8y+jzTw/bs9Ap6LGqFGsdENJg7UsQxNPU1Dv0bBUAQ/0qopH0XBvHx8dx+/Ztoz8zleIgWEJ9rUklgGBzXeSrZ4GRQb1dVJK0D8g5x/9zrhvDET3wWuwS8a+219B9NUHMc7JibBwMBk8DCAM4mI35CYJ4PmWWuoqDkactUPnpY0abbdwO5ibVBzF3WMMSYG3ipplz8KPB7C4ojXQmWZ9uzMjNdigUwvDwMABAFEXU1mYmkEkQdmANKg4MDKR8nNMpwKWYAfSeYXvrNC1kmBqBFOsAoGdDxz25qdyaCq4oyTXRyPo0r2Hb9gGiqHda7kAeMYNrUrzPtO2fBQ8fmueO2tranLMP1zSOy2cm0N9j2pWuXOdG09KZKylKyySU+MXE+wJtLfFpjsgNPn84irYRPWHLLTH8wtryaY6YPfzkp0abbdoJ5smdzwNTI5CiemIeB9NV5PkAY4j61hpdl80WqJMIgoA333wTjY1mEu2yifuoi7ajbTSG1uHojN6PvW5uZ/GLp8D7516/9Xk8aX1as4isTwkiU7jcAsrKRaPf05keC9TLly8b9eNrampQV1eX8rHWeopKGqxPtS+OGm22500wyTwHfdoyirOPQ0b/X26rQamHlNQEMd/JSlAxEAiI0K1XU9RxEwSRKfyWjcEnlYpclsHPnzD6ZH1K2EmSWvH8z8B7u6YYnZ9wrqFr/IrRry3cmJF5rdantbW1kCS6ySfyh4oK88F4JkpFACh0NBntgdD8r9eaKZyRFiMbWnHVgYu5s6meMndvAOFxve0vBxa/kN31EHOCFRYDa8yMfu3MKahikf4zrkCUB2f93rlsfco5x9XzE0kbnMtXubBkxexVelZbt9YHMWgqn9Ma082ErOK/XTOvDd9YWYYyb3oCLjwWS34W2vVaWuaZLc7IgyfOzQVZXlHqxJKCil8BWno27UVRxFtvvZW0Wb8ifAfV0U4cb52hWrFhMfDiOr3DNd0ONU2Mj2oIh/RggygB5VV0L08QmcRqJZ6OuooTExO4efOm0d+yZcuMko9FS1BRddgbVOQdj4B7txITiWB7zZqynWNx/NeLpiPE15aVYEt9euoZEwSRW2QlqAjgDQAuALN/uiMIIi1YlYpDkYeGnzsA4MYFcwOurBJYvjrDqyPmM6x5ObAqUV+Qa+D//KPsLigNDEdbEVF0xaBT9KE8Q5aBVutTqqdI5BvFxcVGIHxiYgITExMpH1te0Gy0x5RWu5e2YHmqnmIewi9ZrE837iSLpnmAsNNMduNnvoDirDT6s7VAjcViSYk5uRRU5JzjxqUIOtvMzc3Fy11Yvmputp81ixxwe/TvQyzK0fU4PcEdu/inW0MYierK1DKPhPdeTK3u7mzgl04B0YjeqaoDlq1M21yzIbmeYn5Yn06iuGqNGmACjyX9W+zG4XDgwIEDqKoybZJXhm/h6ld3ofGZBdEFq1rx5Kfgk8/KNmMNYlTVOCCKdM0iiExSXW8mqwz2KYjF7LVAvXLlClRVv5ZVVFQkKapTQZTTp1TkxywqxY07wEr0c7WscvzpqS7EEslH9UVO/PrGyme+B0EQ84+MBRUDgYAYCAQaAoHAvwTwtwA4gCOZmp8giNTwOavgEHTFQUwdR9hyc6JZrU+3vwwmZCsvgZivJKkVz36RVhuhbNBpVSn61kNg4hSj7YFznrQhSkFFIt8QBGHWdRVrypoArl+rZKEPshqxe3kLknyvp8gVBfzKGaPPNpP16bxg9SagsFhvjwxBGTM33cVZBhVbW1sNK7KKigoUFRXNeZl2wDnH7WvRJHvSxiVOrFzvnnOAXBAYGi3WqQ/vxZKTDHOI/rCM9+8MGf1fXl8Bl5S+5xN+ymJ9unN/biUjcP5EwkeenZsZS1IrutNkgTqJ0+nEu+++i7IyfXOcAWgcvIoTV+/O7I1WbQDqEpv/sSj4lx/au9AEPR3md72mnqxPCSLTeLwCSsv0Z3fOgV4bLVCj0SiuXzfPeTNVKQLJ9qd2KhV5eBz83JdGn73yttH+wY0BtAzpttGSAPzRztq0XoMJgsgtbPNMCAQC0xVcEGCUtgUD0Argf7VrfoIg7IExAX7PYvSGdeuFoUgLfM5K8LFh4MZFc9z2V7K1RGIew5auBF5Yo9vSaRr4hz8G+5V/ke1l2Ubn2CWjXVuUGevToaEhQ9nldruTrCQJIl8oLy9HT4+eZDAwMJBy9q6/1APWXg3u7gIYx0CoFTXFL6ZzqfMeQR6CqOib+BpzQnY3THNEDnLvBhBKqElKyoDm/FL0EM+GSRLY9pfBPzkMAFDudQCr9J/NVqlotT5dujR3VLn3v4qh5W7M6Nc1OrBmk8e2IFfjYifu34pC04DRYRXDgyr85blnt/h3V/sRTygklvjd2NucvqAv7+0y7d8EAWxHbj0LiXIfRGUUAKAJbsju/Esii/rWomD4CwCAK3wb0OKA4JzmqNnjdrtx8OBB/Ne//yEQHYcAjusnP8OS8oKUk/AYY2CvHwT/6z8HAPBjR8BfPwjmsC/wFx5XMTaqJzcIAlBZQ0FFgsgGNfUODA/qasLuDhkNi2deu/hZXLt2DbKsByn9fv/MXRE4T1IqqjYqFfmpz4B4Yrt/UTOwRH+Outk7gZ/cMs0Hf3l9BRb75+aUQBBEfmFnCoE0zZ/JoGIngO8C2BQMBmf3dEcQRFops9RVHEzUVeTnTgCJTG0sXQlWSSVRifQgHPiO0eanj4EPzqyGWq4SjvdjNKYrBgUmobogM/bBVuvT+vp6CKQwJvKQ2dZVFCUGt2oGILuGH04xmkgFqxJG9jQDLPcCDdPBL1qsTzftIOeFeQTbsd9oy1duG20pNnPnA0VR0NraavRzxfq05W4Ud29GjX51nQPrt3ptVc253ALqGs1gzqN7sSlGZ4d7A5GkGni/ubESQhqVg1aVItZsBisuTdtcsyFJpehZAmTADcNuVFe1YVvMuAxX+E7a5/R6vdjzxjuICInNcK7hgw+OoLu7O+X3YFt36wkqADA2kqTqsYNuiyKqolqC5MghhSxBLCCsKuH+XgVyfO4WqLFYDFevXjX6mzdvnvH1XFDHIWj6dVoT3NBEe2oack0F/+KfjT57+W0wxhCKqfiz012Y9DBYW+3F11ekz3qcIIjcxM4n6GXT/GkGUBoMBhuCweC/DgaDwzbOTRCEjfi9T9dV5Kc+M17LtcxcYp6xfDWwNFGjRlXAP/5JdtdjE53jl412VcFKOERPRua1Wp82NOShoogggCT704GBgRkdW+Qwg4qD4Ue2rWmhku/1FLmqgl85a/TJ+nR+weoagCbd9lHpm8Cka6coDwLazKzK2traoCgKAKC0tBR+f/Y3zNpaYvjqqhlQrKiWsHG7F4Jgf5CheZmpwOjukBGZsLd+1FzgnON7l/uM/vZFPqyq8qZvPlUFP/2F0Rd2vZa2uWaLM5y/9RStRJMsUK9lZM51DeV4XL0dUaZ/5hVFxk9/+tOUk5iY5ADbf8Do808Og2v2fV96LPUUa+rTp9wkCGJqvD4RxaUJC1QN6OlS5vyeN27cQCymBwSLi4uxfPnMz9/ik9andiXY3LgMDCS0QAWFYC/tBecc/+F8DwYm9H97oVPA72+vSWtSD0EQuYltqcXBYLBl+lEEQeQDfrcZVByOtEJrvw90tukvOJ1gm3dlaWXEQoAxBuGdn4P257pDNv/Zp+BvfdsoCJ6vdFnrKRZmxvpUVVV0dnYafaqnSOQr1qDi8PAwFEWBJKV2G1tR2IzehMgmpLamYXULCK7BGTFv+eOePKvZBej22qGEuqmkDFi8IrvrIWyH7XwVvPU+uMyhhjRIhQIYNEjyABRX6k4bDx+ayuZcUCl2tMZx/aJZF9ZfIWLzzgKIYno28opLRZRViBjsV8E50PoghhfXZiYhajpOPx7H7X79dyEJwK9uqEzvhDcvAaOJ2o3FpcCazemdb6ZoMpxRM2kmn4OKMd9a+Ib0ZFbnxD0wLQoupNdSjzGG7cuqcSS8CZvGLsDJZcRiMRw+fBjf/OY3U0ooYLvfAD/yQyAaAbof65+ZtVvmvLbIhGbYLTIGVNXmnzsAQcwnauodGB2etECNY1HT7AP9sizjyhVzj2Dz5s2zchWSLNanio3Wp9qxI0ab7doP5nTh2MNRnGofN17/vW01KPOSJTNBLETI64cgiKfwOErgdegBHJXHMXLlqPEztmE7mCd9mcAEAQBYud6scaXI4B8fyu565khMCaHPYuFUW7ghI/P29PQY9RmKiopQXFyckXkJwm4cDgdKSkoA6AqVwcHBaY4wqS1rBrh+yysLfZDVyDRHEM9DinVA0HSVlCoWQXWmeSM/DfBLZH0632Fb9wAOfZNP6Q4Zr4vx1C1QVVXNqaBid0ccV89PGP3iUhFbd/sgSelVBjQvN9WKbS1xqAqfYnRmkFUN379ibqC+vbwUNYXpVW9pJ03rU7btZTAxt6xFnZFHYFxXjSiOCmiOkiyvaPaozgrITj34z7gCV+irjMy7t6kIE5IPV4o2QU7YekciERw6dAijo6PTHs+8BWC7Xzf6WqK261zpsVifllVKcLromkUQ2aRmkcUCtUeBIs/+unjr1i1EIvpzic/nw4oVs0t0e0qpaAO8pwP4KhHwZAxs31voHo/jP18wq5i9tqQY2xcV2jIfQRD5B92REATxTPweiwVq7yWjzXa8mo3lEAuMSbXiJPzER+Bj+eua3TZ0ERx6RmOpuxleR2Ys1Mj6lJhPQvRCxgAAIABJREFUzLauYnGxG0KsWu8wjt5RskCdLc6JB0Y77l1qn71ShuCqCn75jNFnm8j6dD7CvD6wDdsAAPKAWQtQivU+75Cn6OrqMuzIfD4fKiuzF0Dv65Fx+Yxp5VpYLGDb3gI4MlBXrbrWAU9BIikjztHRFk/7nNNx5O4wekN6oKXQKSCwunyaI+YGHx0Grl8w+mzX/ilGZwfnhNX6NA8V5E8QKzQtUF2h6xmZs77YhSV+F0JSEa4WbgQT9cBiOBzGoUOHMD4+Ps07AGz/14HJgPPdG+Ct96c+IAW6k6xPSQ1EENnGVyiisFi/Lmoq0Nc9M2v1SRRFwaVL5j7bpk2bIM4yYUVMg1LRWksRa7dA81fiz053Iaro1s61hQ785qYqW+YiCCI/mZV3QiAQ+H9tmp8Hg8Hfsem9CIKwkTLPEnSM6Q/QQyUyFgNAaTmwYk1W10UsINZsBhqWAO0tQDwO/slhsG/9erZXNStaB8z6XXUZsj4FgPb2dqNN1qdEvlNeXo779/UNupnUVRQEBrfWgAl0AQB6hh+h3r8yLWuc7zwVVMw37t20WJ/6gSVkfTpfYTtfBT9/AsqAWX9QiqceVHzwwPysL1myBCxLAfTBfgUXToYxWZ6twCdg215fxtRKTGBoXurEV9f03+Oj+zE0LHZm7fcxGlUQvGkq1X9uTTl8rvSqBvmZYzD+A5auBKuuT+t8syG51m3+Wp9OEvWthW/wYwD6v42pE+Bi+p1y9jYVo2WoD2OOEgzVv4TyjrNQVRVjY2OGFarX+/x1MH8F2OZd4OeOA9BrK7L/7n+a9XpiMQ2D/WbNtuo6CioSRC5QU+/E+Kh+XezqkFHbMHO1/J07dxAOhwEAXq8Xq1atmvV6JKtS0YagIo9OgJ/+3OgLr7yDH9wcwN3EPZXIgD/cWQuPg3RKBLGQme0Z4LcA/Gbi77n+IQgiB/F7TJunoWr9YZ1tfxlMyC27H2L+8pRa8csPwcfHsrii2aFqMtqGLhr9uqLMBBVjsRh6e80N1Pr63NsEI4iZMFulIgAUO5uN9mCElIqzgWkxOKJtRj/uyb+gIr9osT7dSNan85oVawF/OZR+i1IxxaAi5zwnrE9HhhScPxGCphsdwO1l2LbPB7cns5/bhsVOQ3w1PqphsE+Z+oA08oMbA5iQJ1USTnxteWla5+Ocg5/8zOizXa+ldb7ZIMgjkOQ+AABnEuKe5mmOyH00hx+yS79vZdDgCt/KyLy7GgshJOLlV0IF2L3/DaO+2fDwMA4fPoxoNDrFOwDs9YNGm188BT6QejLDk/R2ykBCoVxaLmb8u08QxLOxqob7uuUZW4NrmoaLF839gQ0bNqRcK/7pN4tDVEYAABwCVBsckfiZL/T6sABQXY875cuTEnp+YW0FlpXlRo1lgiCyx2yrPP+JrasgCCLnKHU3gYGBg2OsTIDsAFzbX8n2soiFxrqtQF0j0NkGxKLgn/0U7OAvZXtVM6Jr9CbiaiIL0VGOYldmFIMdHR3gCa+0yspKeDx040/kN+XlpsXdwMAAOOcpq2UqiprRnShHFlLbph5MPBNH5CEY9M182VkNLuVXDRWuquBXyPp0ocAEEWz7K1A+/BG4ysFEBlEZBtNi4IJrymN7enoM9YDb7UZtbW0mlpzE2IiKs8fDUBLxO5ebYfs+H7wFmQ8qOJwC6pucaGvRrU8f3ouhvCrziqnHozF8dH/E6P/axgpIQpoVky23gd5Ove32gG3OvfOGVaUou5sAIb31JTNF1LcWjlgHAMA9fh3Roi1pn7PM68CaKi+u9UyAA2hRS/HGG2/go48+AuccAwMDeP/993Hw4EE4nc/+PbOGxcCL64Db1wCu6c8u3/ntWa2HrE8JIjcpLBZQUCggPK5BVXSb8pr61M+9d+/exdiYniztdruxZs3s3cAk2XRvUR1+gM12m1+Hcw5+7KjRj+x7B9893Q0tETddXenBwZWZKeVCEERuM6uzTTAY/GO7F0IQRG7hEN0okosw6hgFGMPIhmZUV9dle1nEAoMJAoR3fg7af/6/AQD82Afgr78HVuDL8spS59Gg1fp0Q8Ysw6z1FMn6lJgPFBQUwO12IxqNQpZljI6OoqSkJKVj68qacD0sAEyDIvYirkzAKaXfSm0+kWx9moc1u+7dBMZH9XaxH1j6YnbXQ6QdtuNV8KNBKEMxOCrcAAAx3gvFPXWN4ZaWFqO9ePFiQ6mUKULjKs4eD0GO6zt4DifDtr0++Aqz5xbSvNxlBBV7uxSEQyoKfJldz99c7jM2NddUebG1Lv33gvzkp0abbdkN5nKnfc6ZYq2nGJsH1qeTxArXonBQr+nliLSAKSFwKf3/53ubinCtR89COt46hoNvLYOiKPj0U/2z0Nvbiw8++ADvvvvuc5VFwusHod2+BkD/DPED3wErmFkijhznGOg1VcE1ZH1KEDkDYww19Q48uK27IXR3pB5U5JwnqRTXr1//3CSFVBCt1qcOG+op3rkO9OgJHXB78F+cq9EX1s+JBU4Bv7+jFmK6E3oIgsgLyD+BIIjnUtpp2rsMrZt6A4Yg0sbGHUBNIigWjYB//kF21zMDOOdP1FPclLG5rUHFhgb6/hL5D2MsyQJ1JnUVCwvdEOLViTfi6BlutXl18x9rUFHOw3qK/JLV+nQ7WZ8uAFhlDbB8FZSB1C1QOedJQcVMW59OhDWc/TKEWFSPnkkSsG1vAYpKslt+oLBIREW1GUBpvR/P6PxXu8O42KWrRxmA39hYmfYkLR6dSLZMzkHrU3AVzog14WP+BBU1qRhxdxMAgIHDHb6ZkXm3NxTCKeqfrUfDMbSPxPDiiy9i3759xpjOzk4cPXoUqqo++01WbdCdVgDdaeX4RzNeR1+3bJTyLC4V4c1wEJ8giKmxqod7u2SoamoWqA8ePMDw8DAAwOFwYO3atXNahyibQUXFhnqK2rEjRvvk9u/gy/YJo/+7W6tRUUAJDgRB6NDTNEEQz4R3PIL/wbDRH66gbCQiOzBBAHvr20aff/5T8MjEFEfkDiOxdozH9Do3DsGLioIXMjLv+Pi48bAiiiJqamoyMi9BpJvZBhUZY/DwRqPfPfJwitHEkwjKaHLNLnd+1ezimgp+2WJ9moMWhkR6YDv2Q+k3k+TE2NRBxcHBQYyO6opWh8ORUaV/NKIHFCMT+sakIAJb9/hQ4p+blZldNC83bWPbH8WgyDOrITVbVI3jry/3Gf1XFhdjsT/9ikF+4SQQS3x2ahuA5twL2EnRDgiavkZVLILqrMzyiuwl5jMtAV3j1zMyp9chYotFBXu8VbcoXLt2LXbuNK8dbW1t+Oijj6BNRv4sMMaSayseOwIuy0+Nmwqr9Wk1WZ8SRM5RXCrCk7AkV2QkKYufB+ccFy5cMPrr1q2D2z2365lkVSrOMajIB3qBa/r6+lwl+E+i6erxyuIi7GosmtP7EwQxv0jrE0ogECgCUAA9ofCZBIPBrnSugSCI2cFPH4O/x8y+HJLbs7gaYqHDtuwG/+AHQF8XMBEGP3YE7O1Atpc1LV1jV4x2jW8thDnWOEgVq0qxtrZ29oXfCSLHsNZV7O/vn2Lk05Q4GxGGHlgajrTauax5T3LNrkZAyLMNznu3LNanpWR9uoBgm3ZAPv93Rl8afQhMsedmVSk2Nzdn7PoZj2k4ezyEcEgPUAgCsGVnAcoqcuf6XVktGTWkFBl43BpH87Kp61PawbGHo2gd0dWmLpHhF9eVT3OEPSRZn+56LWP29TPBZbE+jXuXAzm4xrkQ862Bb+AIGDgc0VYIyhg0Kf2b2nubi3CqfRwAcKJ1FL+4rhwCY9i0aRNkWcb58+cB6OeLzz77DK+99vTng23dDX7ob4GRIWB0GPzclymrXRWFo6+b6ikSRC7DGENtvQMtd00L1Kraqb+rra2tRlKkJElYv379nNdhtT9V5mh/yr/8EOAaVDD85abfwkQiTlrtc+C3N1fN6b0Jgph/2K5UDAQC7wYCgY8DgcAYgGEAHQAeP+cPRSkIIgfhigJ+9ksUDWoQE1nIE/IgIvJIlldGLFSYKCarFT97HzwayeKKpodzjsdj54x+XdHGjM1N1qfEfMWqVJxpULGyyLQxDPNWu5a0IMj3eopPW5+SjdxCgbk9UGtMa7Hp7E+frKeYCWSZ4+zxMMZH9YAiY8DG7V5U1uRWIIExlhREfHQvBs7Tq1ackFX8t2vmuf4bq8pQ5k3/74V3tQMP7+odUQLb9nLa55wN1nqK8YLcU1LOFU0qhOzRv4cMHK7QjYzMu7HGh0KnvlXWF1Zwp9985njppZeSAgF37tzBl19++dR3gUkOsFcPGH3+yWHwZ6gan0V/j4xJZ1VfoYDCIrpmEUQuYg3493TK0LTnXxOfVCmuXr0aXu8c67tzDZJsOreoztkn3fB4zEimOdSwD18llO8CA/5gRy28DjoPEQSRjK1BxUAg8FcA/gnAawB80BWKU/0h+1WCyEVuXQHGRyFwoGTIzLocipBdHJE92Et7gbKErVNoHPz4h9ld0DQMTNzDaEwvci4JLlT71mVkXs452tvNnJ1MWrcRRLopKSmBKOoPtaFQCNFodJojTOrKmwCesCkS+xCT88NGOetw7YmaXfkVVHzK+nTTriyuhsgG2qbXwWV9M190asDE0DPHjYyMGAoCURTR1NSU9rUpCsf5n4UwOmy6g6zf6kVNvTPtc8+GRU1OSIk91HBIQ1/39HZvc+HQV0MYjuq/mzKPhPde9Kd1vkmsKkWs3wpWmHuWb0wNQ4p1AgA4GOKe/Kt1mwpRn5kU4B6/lpE5HSLDjgbz//zLR2NGmzGG3bt3Y9WqVcZrN27cwKlTp54OLO55E3B79E73Y+DmpZTm7yHrU4LIC0rKRLg9+n6ZHOcY7Hv+NbGjowM9PT0AAEEQsHHj3BOOBWUUjOvnC00oABcLZv1e/PwJIDyO+4WL8MPm143Xf25NOVZUeOa8VoIg5h+2BfUCgcBBAL8HYALArwOYNPTvAeAG0AjgtwC0ABgA8AYAukMiiBxEO/250S5zmCqnoUjLs4YTREZgkpSsVvz4EHgslsUVTc39IXND6oWqV+EU55iJmCKDg4OIRPSMarfbnaTsIoh8RxRF+P3mpvJM1IoFBW6I8Wq9wzi6BlttXt38RIr3QFDDAABNLIDirM7yimbI/a+AsYTTQlEJsIysTxccS1dBHjEVQtLtL5857OFDM3lu0aJFcDrTG9hTVY6Lp8IY6jcDims3e1DflJsBRQCQHAwNzRa14v303Yf1h2Ucvm0GgH9pfQXcUvpzkrkig5/5wugLO1OzrMw0zokWMOhBLMVVDy7Oz03fmG8VeGLbyhF7DEEezsi8e5vNoOLp9jHIqhkwZIzh5ZdfxgsvmLXSL1++bNiiGuO8BWC7zc157ZPD086rqRy9XWZggqxPCSJ3YYwlfUettVCfxKpSXLlyJXw+33PHpookW6xP51BPkXMOfuwIIqITf/7iz0NlegLninIPvr2qbM7rJAhifmLnXflvA+AA/udgMPj9YDBoaLCDwWA8GAw+DgaD3wOwAbrt6U8ALHn2WxEEkS14aAy4bj4Q+RftMNqDFFQksgzb8QrgT9h6jI+C/+zj7C7oOUTkYXSMXTT6a2rfydjcT6oUc7EGEEHMBWugfFJVlCpeNBrt3lG6pqWCtZ5i3LMEYPllNMIvWq1Pd5D16QKEMQbFWWn0xbZnq4Ws1qdLl6ZX9aVpHJfPTKC/xwwerFzvRuOS9NconCtNy8ygZ3+PgvExdYrRs+fvr/YjngjkLPG7sK85Q2rBaxeAUEKZVloOrJp7zat04HyynuI8hYsFiHvN76M7QxaoL1Z4UOHVa5qOxzVc7g4l/VwQBOzfvz/JJvncuXO4fPly0jj26tf1IqkAcPcGeOt9TMVAvwI5UX7E42UoLqVrFkHkMlZnge4OGfwZFqjd3d3o6NAdjFiiPqsdWOspqnMIKqLlNvD4Eb639Ovo9up7LR5JwB/urIEo0F4CQRDPxs5dgcmz4t9NNUcwGAxBVzT6APxbG+cnCMIG+IWfAUpig6N5Ocpqtxg/G4o8Auep1YIgiHTAJAfYm980+vyjfwKX41lc0bNpGf4CHPomW23xapT5mjM2t7WeIlmfEvORuQQVS9xNRns42mrTiuY3+VxPUbc+PW302eadWVwNkU3U6jVGW9IGwAf7kn4eDofR3d0NIFE7sDl9123OOa6en0BPp6loWL7KjSUvuNM2p50U+ERU1UlG/9E9+9WK9wcj+LLVtJz8jY1VEDKUJKVZrE/ZjldyMxGB86SEj9g8rKdoJWaxQHWFMmOBKjCGPU1mIPu4xQJ1ElEU8eabbybVLz958iRu3rxp9FlZBdiW3UafT6NW7H5snhdq6p2UHEgQOY6/XITTpX9P4zGOoYGnE22sKsUVK1aguLjYlrmtQUXFMQel4rGjOFO+Gp/XbDVe+++3VqHKl7vOCQRBZB87g4olAMaDwaD1bisOPXiYRDAYPAcgDOBVG+cnCMIG+CnT+pTteAUFjgq4xEIAgKxNYDzem62lEQQAgO16DShO2B+ODoGf/Cy7C3oCVVPQMnzM6K+uPZCxuRVFQWdnp9G3bnIQxHyhvLzcaM/E/hQAqorMQEGYt9m2pnmLJsNhCb7mXc2u+7efsD5dmd31EFlDLTHVRI5yF/jpY0k/t6oU6+rq4PGkx0qSc44blyLobDMDB4tfcGH5qtxXKFpZvMxcb0drHPG4fUmHnHN875IZ9N22yIfVVZmxkOdDA3pt+QRs5/6MzDtTxHgvRFXfdtEEDxRXfZZXlF5iBavAoQd3HbEuiPGZJRTNln3N5sb/hc4QJuSngwWSJOHtt99GbW2t8dqxY8dw584do89ef89o84unwAee/TzNNZ6UbED1FAki92HCkxaoyQnPfX19aG1tNfqbN2+2bW6r/elslYp8ZBD9N2/iP77wLeO1PY1F2NuUe7WECYLILewMKg5Ar51oZQiAJxAIPMuEWYRZd5EgiByAd7YDbQlFgiSBbdkNxhj8HtOpmOoqEtmGOZxgbx40+vyjH4Mrz69fkGk6xy8iqowCANxSCRaX75jmCPvo6emBklAaFxcXo6iIHgaI+Yc1qDg0NARVTd16r7aiGeD67a8q9SESn7B9ffMJR7QVjOvnFMVRAc1RkuUVzQx+6aTRZhu356biiMgIiqvKaEvlbvDTn4NrZiDMGlRcsiQ9FTo45/jqWhRtLeaGY+MSJ1auc+edGqmsUkJRceJcqgKPH9rnGnHm8Ti+6tdrQ0sC8KvrM7dlwM8cAyZdWVasBavIzRqyydanS/POlnqmcNGNuEWN6cqQBWpDiQvNpXoAPa5ynH0ceuY4h8OBAwcOoLLS/Kx++umnxnmFNSwBXlyn/4Br4J/99JnvMzSoIh7TrRNdbgZ/GV2zCCIfeLKuIuemBapVpbhs2TKUlpbaNm+S/amjfIqRz0c9/jH+avm3EHLoyTsVXgm/s7Uq7+5LCILIPHbefT4G4AgEAtY77+uJv9+wDgwEArugByBHbJyfIIg5ws9YVIrrXgIr0BWKZR4zu3sw8jDj6yKIJ2G73wQKE9nDQwNPKQ6yyYMhUzm5pPRliII0xWh7sVqfkkqRmK+4XC4jYK5pGoaGhlI+1uNyQ5QTt6qMo6u/NQ0rnD8kW5/ml0pRtz49Y/TZJrI+XchoYhE0Qc9/FdwihNggcP8WACAajSap/K010uzk3q0YHt41rULrGh1Ys8mTlxt3jDE0LzfVio/ux6A9o47UTJFVDd+/Ym6SvrW8FLVFmbFf45oGfsq8h2O7XsvIvLPBtUDqKVqJWixQ3RmyQAWQZIH65aPR545zuVx49913UVam59NzzvHhhx8aCiXhdUtC5MlPwcNPByi7OywqxToHGNUyI4i8oKxSgsOpf1+jEY6RQT3hcXBwMClpacuWLc88fjYwLQpRHQcAcIhQHTMPVnJFxvt3h3GjVC9vIIDjD3bWwuekhAaCIKbHzqDi8cTfuyyv/QQAA/CngUDgYCAQaA4EAl8H8LcAOIBPbJyfIIg5wFUV/Oxxo892vGK0SalI5BrM5QJ7w/Jw/uGPwSdrgWaRkWg7+ifuAgAYRCwpfWWaI+ylvb3daFM9RWI+Y1UrzrSuYgFrNNq9Y3RNmwprza58q6eIB7eB0WG9XVgMLF+V3fUQ2YUxKE4z99VR7jYCSI8ePYKWUC1WVVWhsLDQ9ulb7kZx71bU6FfXObB+qzcvA4qT1DU4jU3UyARHb9fcXSOO3htGT0h/H59TQGD17JQXs+LeTaC/R297C8A2bMvc3DNBi8MRaTW6eXduniXxghfBma4GkuK9EGOZKcmxp6kIk9/SG70TGIo8/3nD4/HgvffeQ0mJrurXNA1Hjx7VkxZWbQDqEvcfsSj48Q+TjuWco8dim1hD1qcEkTcIAkN1XbJaEQAuXrxovNbc3Jz0/DJXklSKznKAzTwQ2HL6PP6hZq/R/+ZKP1ZVZsZunCCI/MfOoOIh6AHEX7G89j0A5wFUAfgxgAeJcU3QrVH/FxvnJwhiLnx1FRhNqD2KSoBVG40f+T1mDaqRaDtULXesJomFC9v7NcCX2Pgb6AU/f3zqAzLAfYtKsb5oMzwZtAqMRqPo6zNrENXXz+/6OsTCpqLCrBsy07qKpW7rNa3VriXNO5gyDke8GwDAIUD2pEe9lS74xVNGm6xPCQBQnBYL1AoX+KVT4JGJtFuftrXE8NVVM6BYUS1h43YvhDxXIYkSQ+MSU0X48F5sitHTMxZVELwxaPS/s6Ycha7MfW/5yU+NNntpL5gzN+tcOiMPwaCrYBRnFTSpeJoj5gdccCHmfcHou0PXpxhtH+VeB1YlanpqHPhZ69iU4wsKCnDw4EEjOUFVVfz0pz9Fb29vcm3FY0fAZfOZenRYRWRCV/s6HAxllZlzOiEIYu48aYE6MjKCe/dMVbmdKkUAkCxBRcUx83qKMUXDdx+KUBKuSkvFML6zjiqUEQSROrYFFYPB4FkApQB+0fKaCuA1AH8GoAO6OnEUwI8AbAsGg612zU8QxNzgpy3Wp9teBhPNh3iXVAifU7/B0LiCkWj7U8cTRKZhbg/Y/neNPj/6I3At9dpqdhNXw2gbMTexl/kza5vV2dlp1G+oqqqC2/1kmWOCmD/MRalYVWwGFSfQZtua5htOizOB7G4AF3Jzg/1ZcE0j61PiKVRrULHcBcTjiJ87gbY28zxgd1CxozWO6xcjRt9fIWLzzgKIYn4HFCdpWurCpNhyqF/F6PDsXSN+cGMAYVlXjNYWOvDmMvvqTk0HnwglnzNy2Po0rxXkcyRWuM5ou0LXAT53y91U2GexQD0+TVARAAoLC3Hw4EF4vXowUpZlvP/++xhcvAoo8euDRoeTEiKt1qdVdVLeJx0QxEKjvEqClIgrToQ1nD59wXg2X7RoEaqr7a3RK8pWpeLMg4rfO34fnYkEaLcawx/uaYBE5x2CIGaArelPwWDwKZP5YDA4DuCPEn8IgshBeDgEfvWc0bdan07i9yxBKK6roIYiD1HmtT+TmyBmCnvlHfBPDgETYaCvC/zCSbCX9k5/YBp4NPIzqFy3LSp2LUJ5hmvckPUpsZB4UqnIOU/ZRrC2vAkYZADjUB19CEfCKPAUpGml+Us+11PUrU8T7guFxcDy1dldD5ETKC5rUFFPvGm7cAaqS6+B5vf7UVpqXyCruyOOq+cnjH5xqYitu32QpPmzaefxCqipd6DrsR4QeXQ/jvVbZ77F0DEaw4f3R4z+r22ohCODgVd+7gQgJ6wnGxaDNeTuc47TUk8xtkDqKU4S874AjTkh8DgkeQBSvBuKqzbt825vKMR/utALReNoGYqiYzSG+uKpE21KSkpw8OBB/OQnP0E0GkUsFsPhDz7AN3a/iZIP/gEAwD8+BL79FYCxpKBiTX1m6ogSBGEfoshQVetAZ5sMRQ2jteWu8TO7VYrAE/anjpnZqp7vGMdHPWZSxm+qd1BXu26KIwiCIJ7GTvtTgiDyFH7hZ4CSeJBpXApW1/jUmDJLXcVBqqtI5AjM4wV79YDR50eD4Im6SJmEcw0PLNany/yvZbxO0uPHj402BRWJ+U5hYSGcTn3TLRaLIRQKpXysy+GGpNToHcbROdCahhXmOZzntRqGX7JYn27YnuS+QCxcrPanjnIXwICHE2YNs6VL7Que9/XIuHxmwhBSFRYL2La3AA7H/AkoTtK83AyudLbFEYvO/D7sb670QUv8rlZXebG13mfX8lIiyfp05/6Mzj0TBHkYkqyr8zlzQHY3ZXdBmUZwIF7wotF1jWfGAtXnFLGlzkw+SkWtCABlZWV47733jPuVSCSC9/vDGCtIlEfofgzcuozQmIbwuP69ESWgooqsTwkiH5m0QB0N3wLnCeV9bS3q6upsn2vyWgAAygyUisMRBX91ptvob+u/jv17KKBIEMTMsS2oGAgE/n0gEFhj1/sRBJE5+JljRvtZKkUA8FtqKQ1FHqZ9TQSRKuzVrwNuj97pfgxcPp3xNfSEbyIU7wUAOAQvGku2Z3T+sbExjIzoGf6SJKGmpiaj8xNEpmGMzamuYgEzk2f6xh7Ztq75gij3QVT1TVNNcENx2b8Zki5061PzOsA27cjiaohcgosFUEW9zhlzCECJE61F5nnELuvTwX4FF06GMZnjVOATsG2vD07X/MznLS0TUeLXA/eaBrS1xKc5Ipmr3WFc6AwDABiA39hYmdHELN7+EGhPJExKDrCX9mVs7pliVSnGPc2A4Jhi9PwkarFAdWfQAnVvk1m78kTrmGFrOB2VlZX4+te/DknSA4WhcBjvL9uCsKQHGrWPDyWpFCtrHBDnkZqZIBYSldUOcBbBeMRMzNu8ebP91zSuQoybQcVU7U81zvEXZ7oxFtdvUPyxEfwPE1fAFr8wzZEEQRBPY+eTzb8BcDWXtCYNAAAgAElEQVQQCNwMBAL/NhAINE97BEEQWYd3dwAPE9YMogS2dc8zx5W4G8GgbxiMx7sRV8OZWiJBTAkr8IG98o7R17KgVnwwaGa4N5fugSRktp6hVaVYW1trbFwQxHxmLnUV/R7zNnUkRkHFJ0myPvUsAVgeKf0e3gFGEtanviLgBcp5JEysdRXH6ssRF/XrZVFhYdI5ZbaMDCk4fyKEyRLPHi/Dtn0+uD3zM6AI6EkezctMtWLrgxg0NbWAi6px/PXlPqP/8uJiLPFn9h4qSaW4cTtYQWZVkjPBZQ0q5pmC3C7i3mXQEvfZojIMKdaRkXk31RWgwKF/j3tCMu4ORFM+tra2FgcOHICYUM2PqRzvN29CRHQAd2+g+6HptjCpdCIIIv8QJYY4vwMO/SagqLAcjY1Pu4DNeR55GCwxhyoWgae493D07jCudCeSeLiG//H2D1G0L/MOSwRBzA/sfLr5AgAHsBLAvwPwIBAInA4EAr8XCARmXjWWIIiMwM98bnbWbQHzFT1znCQ4UeI2LRVJrUjkEmz/u4ArcTPd0QpcO5+xuUPxPnSFrhn9paWvZmzuSaxBxYaGhozPTxDZYC5KxeoSU30fYW0pKw4WClbrUznP6inyi1br021kfUokYbVAjS7yG+3FJYVz3lQbG1Fx9ngYiqL3XW49oOgtmL8BxUlqFzngcuu/v1iUo8uivJqKLx6NonUkBgBwiQy/tG7ugd2ZwOU4+LnjRp/tei2j888IrsIxYZagiC+weooGTEKsYJXRdY9fm2KwfThFAdsbCo3+8dbRGR2/aNEifO1rX4Mg6OeDYXcBftq8AcMFVRib0JMbBEFXKhIEkZ9EIhH0Dd4x+qWFa9ISsBNlSz3FFFWKrcNRfP+Kedy7j09gjdIPtmWX7esjCGJhYNsTTjAYfBVAHYA/AHAeunvJNgB/CaAzEAh8GAgEfjkQCORu6h9BLDC4poKf+dLoC9ufbX06id9SV5GCikQuwQqLwPZ9zehrR36YsSBBy9Dn0HNqgGrfWhS6qjMy7yScc7S3txt9qqdILBTmolSs8TcCXH/I1xx9CIUnbF1bXsMVOCKmejOf1DBc08AvWaxPN+/M4mqIXERxPVFXMcHi7rkplkPjKs4eD0GO6/cDDifDtr0++AoXRlBbEBmalpq/z0f3YtMeE5E1/P1Vc4PzGyvLUObNbECFXzkLTCRUYuVVOa1sdkTbIXD996pKJVAdCzdvO+Zba7RdoRsAz4xDyb5mM/n2ZNs4FG1mzxqLFy/G66+/bvQHPEX454Y10DQ9CF9RLc3LuqsEsVC4du0aFEX/PjvEEjClHqFx1fZ5xLh57VQc0yfjxFUN3z3VDTlxzmoe78TPP/oYbM8bYA6n7esjCGJhYGvaZDAY7A0Gg38RDAa3A1gM4I8BfAVAAvAGgL8B0BsIBH4YCATeCwQClIZFENnk9nVgZFBvFxYDqzdNObzMUldxkIKKRI7BXn8PcCZuittbgJuX0j6nosXxcOSE0V/m35/2OZ9kYGAA0ahuweTxeGyxbyOIfMDv9xsZ/6Ojo4jFpt/EnsQhueFQE7VHGUfnAFmgTuKIPobA9ZpoqlQK1VGW5RXNgId3zfsaXyHwwtqpxxMLDsVpJv6U+XRJoUeOoerGGfDQ2KzecyKs4cyXIcSi+madJAHb9hagqGRhBBQnaVziROKUjJEhFcMDypTj/+mrQQxH9c1Wv0fCeyv9U45PB0nWpztfBRNyV1VqVZDHvcuABWxXF/cugSZ4AQCiOgZHtH2aI+xhVaUXZV5dVTgWU3G1e+blQJYvX45XXzVdTUYkoHf0C2hcRXUdbY8RRL4Si8Vw7ZqpnC4p0FWK3Y9TU+7PBGmGSsW/vdKPtlH9OcmpxvEHt/8RDsbB9r5p+9oIglg4pO2uORgMtgaDwT8JBoNrAKwF8O8BtAHwAPg2gJ8A6E3X/ARBTA8/fcxos5f2gU1Thy1ZqdhCdnFETsGKSsH2mDfG2gc/SPtntH30LOKqnuFe4KhAtW9dWud75hqeUClSTQRioSBJEkpLS43+4ODgjI73CU1Gu2+cgoqTPLVxnUfwS1br0+3/P3vvHSVJdtf5fm9E+spyWb6runz7rmrvfU+P7ZGmRytSsEdaSbwFno4WFiS9s6wAAQ/EPjhIgIDFHiGQ0KIEqcebnpn23k77nuou702WzUoX5r4/IisisnxWRbqu+zlnzsTNvDfu7e7MjIj7+32/P2Z9ypiCZClUj/MzRPAcRfVoPzhRBL1ydpaR0xMMyLh82oegX7nf4Hhg+34nclxLr7ax1cZhWbkWFGl+PHOiR/+4gNceDqrtL2wsgM2U2IAeHegFHkY2gAkB2Z14+/pYsETVU1yi1qcTEB4h53q1afUlxgKVIwT7KzS14pnmhSUirFu3DgcOHFDbwXAP+odPIT8rsOg1MhiM5HD37l01wTEjIxsZNqWWYvc87cBjgQ9rDi1zBRVvdvnw5idDavvLjW+hzN8HbNwJ4lq6incGg7F4EnLn7vF47nk8nm96PJ5qAHsB3IRij5qdiPkZDMZUqH8c9NYltU12z259CgCZ1hKYIkWgg+IIAuLgHCMYjMRCnn8VMEU2tJobgIcfx20uSimeDGoZ7rWuZ8CRxGe46+spMutTxlJjMXUVXY5K9Xgk3GLQitKf6KBi+tRTnGJ9uoVZnzKmQjkrRJOSjMBzSmCxerRPee/ihzGdKxxSAorjPsV6keOAbXszkFew9AKKE1Sv1CxQu9oFBPzT21L+6HY/wpISiK1xWaNsJRMFvaCrK79uU0pvrhLJB1OoCwBAwSFsT5/f5ngRjLJAvZcwC9QDus/qlY4xBISFzbthwwasXrlNbfvDXTj9hgeynJg/B4PBMA5BEHDr1i21vW3bFnB8xE1lSIJ/3FgLVFOU/WnhjP1GgiL+4lK32t46+AjPdV0GAHCHjxq6JgaDsfRI2O6n2+3e7Ha7/xTATwBsStS8DAZjeuj184Cg2JtheRXI8qo5x3CEg8uu9fP6G+O1PAZjQZCcPJC9z6pt+c341Vb0BhoxFGwBAPDEjKqc/XGZZzZEUURXV5faLi8vT/gaGIxkspi6isU5mvo+SFqZ+h4AkQIwhToBABQEYZ1DQcrT3AAMRT4DGZkpXRuNkVz80BTOy3KA0lDEwrCtCbR9fqplQaC4fGYcY6NKAIAQYPMuBwqLl7Z9YXauCa4CRSFMKdDaOFWt+NgbwGmdwuvLmwvBJdhlgcpSVBCZ0907piIW/xOQSP1uwbYclLcleUXJR7BXQeIzAQC85IuqBRxPKnOsKM9Wyi2EJIorHWMLPlemrQ7ZGdq16okviI8++IDdjzAYacb9+/cRCChK48zMTKxbtwYFRVqCkZFqRSKNg5OV+xZKzJBN0yflUErxl5d7MByxGc/hRHz14U9AAKC0Ali5ftpxDAaDMV/iGlR0u90r3W7377rd7kcArgH4DQClAAJQgouvxHN+BoMxM/SSzvp0HirFCSZboDIYqQZ54T8BfOQm/skDoOFeXObRqxTLs3fBasqMyzyz0d3dDVFUahbl5OQgMzPxa2AwkoleqRhrULEopxygyka2bOnD8EjstZGeNiyBRnXjWrSWgvKOJK9o/tDreuvTnXNaujOWLj2jmi3uyjIHTJt2qG16YW61oihSXD3nw8iQpjzYuMOBkjKLsQtNU6pWaGrF1sYwJEkLkFBK8f0bfWp7R5kTdUUZCV0fAODBbWAwcs1wZgEbtid+DTEQbX2aXrbUcYNwURaotgRZoBJCcKBKM9xaqAVqOCTD2yciN2Mjsuyr1dcffvIJzpw5wwKLDEaaIIoibty4obY3b94MnudRUqYlGRlZVzFapZgPzOCU9N7jYVzr9Knt/9b8JrIF5VmHHDrKSqYwGIxFY3hQ0e12l7rd7q+73e7rAB4C+BaAlQAkAO8B+AKAIo/H8wsej+cto+dnMBhzQ3u7gCcPlQbPg2w/MPsAHXm6oKI30GT00hiMRUPyCqIC5fJbPzF8jqA4gvbRq2q71pWcDHdmfcpY6kxWKsZiG2bmbTBLJUqDUHR5WwxeXfqRrvUUqSyD3tQFFZn1KWMWnnT61ePSXIDs0Wrp0StnQMWZN/8kieL6hXEM9msBxfqtdpRVsIDiBMWlZtgdymZlOETR2RpW37vc7sODfkXNwRPgS5tmtm2LJ/S8lhhGdh4EMaWwwpTKk36bl3g9RR2hKRaoxloMzoS+ruLHPeMYDooxn6O3SwClSpCyOmcF1gx2qu/duXMHFy9eZIFFBiMNePjwIcbHlWCdw+HAunXrAABFpWZMxO2GvNKMduCxwgtaUHGmeortIyF8/6aWwPNyvoDNzZHSR/YMkB3z3/9jMBiMmTAsqOh2u3/Z7XafBtAK4E8AbI68dRHAVwGUeDyeox6P5189Hg9LBWcwkgi9qKkUUbcVJCtn3mNd9mr1eCjYDDlB9SsYjFggL35WKW4EAI/ugD55YOj5m4ZOQ6bKBkKevRYue6Wh558vbW1t6jGzPmUsRex2OzIyFJWLJEkYGhqKabyTr1CP+8dYoky61lNEc4OmOsrIBFbXz96fsWQZGhpCY49myZllGlM+L65IgoJvFLhzbdqxskxx85If/T1aAGHtRhsqaqzT9l+qcBxBpU6t2NwQAqUUgiTjB7e0Tc6XVuViWVbig7F0bBT04ytqm6S49akp3ANeUtQmMueAaC1N8opSB8FWDsmkqAY5OQCL/0lC5i10mrG2wA4AkClwvjV2taLeDnHZ6jwcHGhB7XCP+tqNGzdw/fr1xS+WwWDEDUmSpqgUTRGnDKuVi6qx3NNpjFqRD2vOLOI0QUVBkvGdC11q3eKKbCs+/8nr6vtkzxEQm92QtTAYjKWNkUrFvwWwP3LOewD+J4BKj8ezz+Px/I3H4/EaOBeDwVggVJZBL2tBRW7X/K1PAcBhdsFuUmrRiHIIo6HOOUYwGImHFBSD7Dykto1UK8pUwpNB7TtU6zpi2LljIRgMoq9P2ZwjhKCsrCwp62Awks1iLFDzMrREmVGh1bA1pSO84AUvKkFZmVgg2NInUYHe0KkUN+5g1qeMGWlsbMTAuAlSJCfOJA6BQALR3Q/LFz6aMo5Sio+v+qM2BVett6FmFattNx3lVRZwEZfZ0REZ3n4R7zQMo8en/P05LRw+tz5/ljPED3rlFCBFAsNVK0FKK2YfkGSmJHvMYHW3JCHcJLXinYRNfaBKUyuejtECVRRoVHJCSVUG+H3P4Uj7fVSOaiqkS5cu4eOPP178YhkMRlxoaGjA6Kjy/bfZbFi/PrpOYclyvQVqGEagtz+VzFPV/v96ewDNQ0rylJkj+I01ZljuRZKlCAE59KIh62AwGAwj70hbAPwvAOs9Hs8Gj8fzxx6Pp32OMQwGI9F8cldXQyQTqN8a8yn0asVBZoHKSFHISz+nbbzcvwXa3DD7gHnSNXYTAXEQAGDlM7E8Kzl1eDo6OtTjwsJCWK1MKcFYmiwmqLgsV7ueBfk2yNLStRoz6xQegr0KIOkRmKOUgt64qLbJVmZ9ypiZxsZGSDKBd1z7fJvCvSC7NQtU3LsBOqKpnimluHsjgM5WLaBYs8qKFWvZdXcmLFYOyys1FeLjR0H85K72+/y5unxkWvnphsYVSinoea1uJtmbnMSwWIiup8isTycTdNapx9bx+wCN3Yp0Iewpz4Ip8pjx2BtE1+j8Awa93QIm3NqzcnhkOHmQI58GzxE833YXZT4tH//s2bO4dy8+9eEZDMbCkWU5Sk28ceNGWCzR6vviUi2o6B2QEAou3uWLFzTF/2T709s94zj+cFBtf3FTASpuvA9MWCmv3wJSuGzRa2AwGAzAwKCix+Op9ng8v+XxeIz1mGMwGIaitz4l2w8sqIaIPqjoDTQasi4Gw2hI0TKQbfvUtlFqxceD2mZUTe4h8Fxy6vAw61MGQ0FfV7G/v3+WnlMpyKoAqFLwhFp6MTjkM3Rt6US61lNUrE8j/+4OJ7B6Q3LXw0hZxsbG0NvbCwDo82nXblO4F6SwBFip1EGCLINePgVACUI9uB1Ea6MWMKiosWDNBhvIRLEkxrRU6SxQ+7tFEEH5+yrJNOPFFbnJWVTLE6Azokq3WEG27U/OOuYJkUMwBzQVfVr9NicI0VoGyeQCAHByCJZxY5II5yLTymPzMqfaPtsyf7Vij876tKRM+S0ieQUgW/fBRGW81HIbJUQLPpw8eRKffPKJAatmMBhG0djYqJZdsFgs2LBh6v2nzc7BlR9JoKEGWKBSEbygJT2J5jz1eDQk4S8udqvtzSUZOFppB72g7V1wh44ubn4Gg8HQwbwzGIwlBA34QW/qLML0WdkxkGevUY+ZUpGRypCjPwe1Qvqda6BtiwuCjwQ70Teu5M4QENS4YrMPNpL2ds0MYPny5UlbB4ORbBajVDRxVljkEqVBKLoGWwxcWRpBJVh0SULpVE8xyvp0E7M+ZcxMU5N2zxrkXOqxKawEGskeTbVGz38ISika7ofQ9IlWg7G0woy6LXYWUJwHmdk88ouU7yMBwVrOAQD40qZCmPnk/P3R8x+ox2TLHhC7IynrmC/mQBMIJACAYCmGbMqaY8QShBAEMzULVFsCLVAPVmr/HmdaRkDp3G4HkkjR2z01qAgA5PljAAAzlXH0wTkU5GrB9xMnTqCxkSXzMhipAKUU165p9Zfr6+tndA0qWa6pF/W1VBcCL3hBoCQcSKYcgLOo6/nfV3rgDShK7Swrj1/bVQJcPQP4x5XBhSXAuk2Lmp/BYDD0sKAig7GEoDcuAOFIpnVpBVBePfuAGci1VwFQNgNGgu0Q5dDsAxiMJEGWlYNs3q225bc9izrfkyEt0680cwscuuzARDIyMoKRkREAgMlkQklJSVLWwWCkAtnZ2TCblU05v9+P8fHxmMZnmrR6WgO+ZkPXli6YQp3g5CAAQOKzpq3RkopMsT7dsjeJq2GkOk+eaBa/lhztHpgPRYKKW/YAVrvyYk8HGi+2o+F+UO1XXGrGxu0OFlCMgeqV2ibrKmJHfYEdO8qcs4yIHzQUAr12Vm2Tvc8mZR2xwKxP54e+rqJl/CEgG1O7bC62ljphj3igdo0JeDIYnGME0N8rqiU9MzI5OLO0LTlSXgOsUdROVlHAp01BuFxKAgSlFO+++26UUwmDwUgOzc3NaiKjyWTCxo0bZ+yrTxwY6BURDi3cApUPa8mTos769KOmEVxqH1Pbv7qzGDk2HvTk2+pr5NBLIBwLATAYDONgvygMxhKCXtJZn+4+vOBNEQvvQJZVCWJQyBgKts4xgsFIHuRlt9a4eQm0o2VB5xGkAFqGz6vt2rzkbUbpVYqlpaXg+cTXJWIwUgVCCPLytAB/rBaoeRlacGFMbDFqWWlFtPVprabwTnVaHgPeSG0ZRwawpn72/owlSyAQQFdXl9rOLVuvHqtKRatNrcnZVnoIDzs0FVJBsQmbdznAcWny3UgRukkII5Ead1bC4dNFeUkLytIbF4CAX2kUlQIr1iZlHbHAgorzQ7QUQzQrG+wcDcPqT4xVqNXEYVd5pto+3Ty3BWp3hxbwLCkzT/k+cM8dU49tFz7AseefQ3Z2NgClhttbb70V9VvGYDASy2SVYl1dHRyOmVXvdgeHHBcfGQv0di1crWgKa884UuQ3r2s0jH+43qu+/uKKHGwvywQa7mt231bbgl3KGAwGYyZYUJHBWCLQ/h7lxgIAOA5kx8FFnU9fV3HQz6xYGKkLKasCNu5U2/Sdf1/QeVqGz0OMKHmyrKUodKwxZH0LQZ+lzKxPGYzFWaAuy9WuZyG+HaIwt33Z04bFrym40qlmF72usz7duHNBdaIZS4OmpibVmrCkpATWrDJQolhz8tIoiKQEm8ieI+gs3o17q7+ojnUV8Ni6JwN8kiw70xVJpvjBrX7cl/3qa2Od8rwsIuMBvaCzPt1zJOUVp7zghUkYBABQYoZgr5hjxBKGkCi1onUscRaoB3QWqOdaRyHJM3++ZZmit0tU23oFk8q6zYqjEACEgnBcP4tXX30VTqei8BVFEW+88YZaH5bBSDcoldExeg2Ng6cgyeLcA1KM9vZ29fvHcRw2bZrbUlT/XV+MBSov9KnHoqUQokzx3YtdCIrK705ZlgVf3qy4jcin3lL7kp0HQRzJcQlgMBhPLyyoyGAsEfQqRazbDJKdO3PneeBidRUZaQSnUyvS6+dBuztiGk8pjbI+rXUlbzOKUoqODm395eXlSVkHg5FK5Ofnq8exBhXznBUAVb7P1NoL72Bs9qnpDpFDMAe1RIWwPT3qKSrWp7qgYkRhxmBMh74WWU1NDUA4iBbN5ndCrdhtq8Wddb8EEOUxOdsyju37nDCZUjsAlYqcah5B81AIj2kAYarYvY2PyejvSfwmMu3tik6u3HUo4WuIlSiVor0aIKxe7Gzo6ypa/Y9AElSeo67IgVy78m8zEpRwu2fmewhvnwghrGz+2xwE2blTnUYIISDPampF+tFbyLTb8eqrr6pqqHA4jNdffx1er9fIPwqDEXf8wiBOt/4xLrR/D9e7v4+LHd+DTBduB5oM9CrFdevWqQH/2ShZrgUV+3tECAtMYIxWKubj3+4M4LFXSXo2ccDX9yyD1cSBDvYDty6rfcmhlxc0H4PBYMwGCyoyGEsAKsugF7WgIrdn8dYHeTqlojfAlIqM1IZU1AJ1W5UGpaDvxFZbsW/8AUZDitWQibOhMjt5m9f9/f0IBpWHB4fDEWX7yGAsVfRKxVjtT02cFRYaqUtKKLoHl1aijDnQBAJlQ0ewlICa0iSTueXJJOvTDcldDyNlCYfDUQr/mholMU60FKmvmcI96OsWcPOyH5QoG/2ZY23Y1vIDmM0soBgrAUHGj24rCR4CKODSNlCbGhJfi12vUkTdVpAcV8LXECuWcb0tNbM+nQvJUgjRUgwAIFSEZfxBQublOYL9FZoF6pmWmS1Q9QqlktKp1qcTkB37gYnP6Mgg6NUzyM3NxbFjx2Cz2QAAwWAQx48fx/DwsAF/CgYj/rSPXMX7jd9En+672TV2C7d6fpQ0BXusdHV1obOzE4CSALBly5Z5jctw8sjKUe4tZHmBFqiUghe0Z5wHI078x30tseDzGwpQ7VJ+H+iZ95WJAGBVHUgpS0JmMBjGw4KKDMZS4PF93cabE6jfvuhTZlvLwREl42pc6EdQnLuGBIORTLiXP6ce0ytnQfvmX4/k8aCmUqzM2Qczbzd0bbEw2fo01e27GIxEkJen1ekaHh6GIMT2sJ5lqlSPveMtBq4s9ZlSTzFNoDe0Grdkww5mfcqYkZaWFsiRzbX8/Hy1PpkUCUAAgDjcg2sXxjEhmHD4e7D91p/A8vAqqLdvyjkZs3P8oRdDAUWRmGs34dD2bPW9/h4RvlEpYWuhkgR68ZTa5vYeSdjcC4aKMOuSNllQcX4EdRaotrG7CZv3QJX2+b7c7kNInKq8ojJFT6cuqFhmmfF8xGQGOfwpbez7x0EpRX5+Pl555RWYzcr1zu/342c/+xlGR9lzOCN1EaQArnT+PS52/CXC0lQl75PBD9Aw+H4SVhY7epXi6tWrkZWVNUvvaBZrgcpJPnARBbZMrPjjy6OYCMXWFznwyholEYEKYdBz2t8nd5ipFBkMRnxgQUUGYwmgVymS7ftBzIvfeOM5E3JtWm0PZoHKSHVI9Spg7UalQWXQd/5jXuPGwwPoGruhtle4klvkvL29XT1m9RQZDAWz2YycnBwAii1mrJZg+c4q9XhUajFyaSmPvp6ikCZBRUppdD1FZn3KmIUp1qcR9ErF8FAX5Eicy+4g2DH2FqzhUcXdQHcfzZibAb+A4w8G1fYXNuTDlWNC0TLNvrP5cQLVivduACOR9WTlAOu3Jm7uBWIOtIGjYQCAZMqFZGauFPMhpLNAtfgbQKRAQuatzrWiLEsJEgZFGVc6fFP6DHklhIJKCMBiJXDlT7U+1UMOPA9YI0mM3e3AvZsAgKKiInz605+GyaR8n3w+H44fP47x8aVl3c5IDwb8j/F+42+jZfic+prDnI9Dld/E8iwt0f3jnh+jY/R6MpY4b/r6+tDa2qq2t26N7Vqit0Dt6xYgirGpM3md9WlHKAf9fuWmxWnh8Ou7S8BFkivp9QvA2IjS0ZUPbFi8oIDBYDCmIy5BRbfbzbnd7i1ut/uY2+3+z/GYg8FgzA8aDETXHNptXEDEpbNAZUFFRjrAvfzz6jG9fAp0oHfOMY1Dp0AjeYBFGeuQZS2N2/rmQhRFdHVpCksWVGQwNBZTV7EkV7ueCaZ2hILpVd9loXDiCEwRKyVKTAjbquYYkSK06qxP7RlawgiDMQlRFNHS0qK2a2u1wLk+qJhjGwBAYbUR7DrohGPXDvU9evEjUHlp/CYYwY8+7kdYUu6bqnOtOFStqLiqVlrVPu0tYQjhxPydyuc1twmy6zCIKfVrE+rrKYYcKwHmSjEvJHMehMh9OoEE6/j9hMxLCMGBSk2xdKZ5ZEofvTKpuNQMws3+b0ocTpB9z6lt+f2fqcelpaU4evQoOE7ZzhsZGcHx48cRCCQmiMpgzIVMJdzr+xlONv8hxgVN7V+RvRvP13wbhRlrsL30V5BnXxF5h+Jyx9/Aq0t0SzX0KsUVK1YgNzc3pvGZWTycWcp3VpaUwGIs6K1P741opQq+uqMYeQ4tYElPvqUek4MvgfCzJzAwGAzGQjE8qOh2u78OoAfAVQA/BfDDSe/nuN3uO263+5Hb7WYpdwxGnKE3LwEhpf4aSpYDlcapEKKDiqyuIiP1ISvWAqvqlIYkgb7701n7S7KApiHNMqvWlVzLrK6uLkiSkpWYm5uLzMzMOUYwGEuHxdRVdDkqABrJ8LX2YsC7NDL+9dangq0S4NLDQjRKpbhxO7M+ZcxIe3u7aoecnZ0Nl0urpTcacCIsKYEuqymILMc4dh5wIiOTB7PkY0cAACAASURBVNm4Q6nVCQADvUopAcacPPYGcKpZs2L88uZCVT2RX2hCZray/SCJQFtzOO7roaNDwF1tI5ikg/UpooOKYceKWXoyJqO3QLX67iRs3v26oOKt7nGMBkW1TSlFd4f2edfbIM4GOfIpIBI4xCd3QVu1gEtFRQVefPFF1fp9cHAQr7/+OkKhxNcsZTD0+MJ9ONn8h7jffxw0UrPbzNmxs/Qr2Fn2FVh4BwDAxFmwr/w34Iwk+Eg0jHNt34UvnHqW416vN8r1YNu2bQs6z2IsUE26v5e2oPJ7c6QmG7vLtd8e2twAtETu7U1mkL3PgcFgMOKFoUFFt9v9LwD+BEA+gDYA4uQ+Ho9nGMAFACsAvGrk/AwGYyr04kfqMdl92ND6a3l2zULKG2hKmwLbjKUNd9StHtMLH4IOzhx8aB+9ipA0BgBwmPOwLHNT3Nc3G8z6lMGYmcUoFU2cFVZaojQIRc9Qi4ErS13SsZ4ipTTagWHL3iSuhpHq6DcBa2tr1ftg/7iMS2fGMRTQfjd2bfchK0fJ6CdmC8iOA+p7VKd2Y0wPpRT/dFPb9NxR5kR9cYbaJoSgaoWmVmx+HAaV4/vsQC+dAiLJWKhdC1JcFtf5jICIYzCHuwEAFBwER80cIxh6Qk69BWojyDQ13OJBcaYFq/IVu1KJAufbxtT3RoYkBPzKZ91kVgLs84HkFYJs1a5x9MRrUe/X1NTguee0oEFfXx/eeOONmOtKMxhGQClF8/A5vN/4W/AGtAB4gWMVnq/5I1Tk7J4yxmrKxP7yb8DCK8q7kDSGs61/ipA41UI4mVy/rlmzVldXRz1zxIK+lmpvlwBJmv81kNPZn7YEslGSacZ/3VIU1SdKpbh9P0jm/Gs+MhgMRqwYFlR0u91uAJ+HolLc4/F4qgAMztD9XwEQAMeMmp/BYEyFDvQCn0SK1BMOZOdBQ8/vtBTBwiubBWHJF2VtwWCkLKvrgdo1yrEkgr73sxm7PhnUNhFrcg+DI8m1D2lra1OPy8vLk7gSBiP10CsVBwYGYk50ybZUqsde/xKw9KYyLH4t4JI2api2RkU5BgB2B7M+ZcyILMtoatK+yxP1FIMBGZdP+xD006igYrYlOsmI7NFUbfTmBdCAP84rTm8ud/hwv0+xX+QJ8MVNhVP6lFZYYLYogd3AuIyervgFPyiloOc/UNtk77Nxm8tIrFEK8gpQzpbE1aQfsjkHYVsFAIBAhtV3L2FzH6zSW6Bqit2eTu1zXrTMDI6ff5IveU7Lw6fXz4N6o5+3V61ahcOHD6vt7u5uvPXWWxDFKfn9DEbcCIk+XOr4K1zt/HuIsuKSRcCjrvDncLDym8iwzByEy7QWY2/5b4AjiopvLNyNC+1/AUlOjeD48PAwGho09fhCVYoAkJXDIcOpKfb7e+b/PQ2Na2VbOoLZ+PqeZbCbtS19OjoEev282iaHjy54nQwGgzEfjFQq/lcAFMCvezyeS3P0vQZABlA/Rz8Gg7EI6GXNthHrNoLkGOs4TAiJskD1srqKjDSAEALu6OfUNj13AnR4ag7MYKBZzbLkiAnVuQem9EkkgUBAtXQkhKC0NHm1HRmMVMThcMBuV1QCgiBgZGRqTaPZyHdq9QR9UutTr743hXvAyYqCQ+YzIFqKk7yi+RFlfbphB4iZWZ8ypqezsxPBoLK5mZGRgaKiIoRDSkBx3KdYsg0HtWQEU3hSneXyGqBUCU4gHI7arGNEI0gUP9CpFF9cmYvSLMuUfiYTQUW19nrz4zhaoDY+BHo6lWObHWTrnvjNZSDRCvI0SfZIMULOOvXYlkAL1L3lmZiIFz4aCKBnTPl8620O52t9OgGpqFESIgFAlkE/fGNKn/Xr12Pfvn1qu729He+++65aMoHBiCe9vvt4v/GbaB+9qr6WaSnGkepvYW3Bp8GRubedCxwrsaP0V9R2v/8RrnX9Y0rci1+/fl1dR3l5OYqKiuYYMTOEkEkWqPO7Bjb0jSKTKIkKIiXYs7ISK/LsUX3o2RPARDJBzWqQivRwIGEwGOmLkUHFzVCCilPvcibh8XhCAEYAFMzVl8FgLAxKKejFk2qb7H4mLvO4dBaog35WV5GRJqzbBFStVI5FAfT941O66FWKy7N2wGbKTtTqpkVvfVpUVASr1TpLbwZj6UEIibIjirWuYnGOliQjWtoR8MuGrS0Vidq4ttcC89j0STZTrU+nWmkxGBNMVimKAnD5zDjGRpXvNiFAQY1mhzk5qEgIiVYrXmAWqDPxTsMQenxK4CTDwuFzdTOrUipXWDFRjcHbJ2J0OD6BjyiV4rZ9INY0UPxReVJQcWUSF5O+hJx1oFA+ZOZAMzhxdI4RxpBlM2FTiWb5e7ZlFGOjEnyR3xyeBwqKY0+E4fRqxXMnQMenWkNu2rQJO3fuVNvNzc344IMPIMtP970MI3lIsoDbPf8Hp1v/GAFxSH29OvcQnqv5g6jk8/lQnr0D9UVa4m/ryEXc65/ZUSgRjI2N4dGjR2p7MSrFCfRBxd5OEfIcFqh+QcJ/3HwELnLdHBCycGztJNtTUQQ9857aJoeYSpHBYMQfI3cPnAB8kYDhfLACYKlTDEa8ePIQ6O9Rju0ZIBt3xGWaPKZUZKQhU9SKZ98FHR1W2yFxDG0jmuh+hesIko0+qMisTxmM6ZlsgRoLufYKgCpP7NTaC683MXWYkoXFr9W7SZd6imhv0u5tbHYlQYTBmAZKaVQ9xcrKalw958PIkPb4uXGHA1k61b8p3AvQ6A14svOgEgkAgMZHoD0dcV13OjIakvCTe9rv7efW5yPLOrNdvN3BoVi3qdrcMN/tg/lDg/5oVXOaWJ+aQt3RCnJrSZJXlJ7IpiwIdsV9gIAm1AL1QJWWhHimZRTd7ZoSqbDEDJNp/tanKus3a6rpUBD07HvTdtu2bRu2bNmithsaGnDy5MmUUHsxni5GQ534sPn38cj7DhRtCWDlM7F3+a9j27JfhGmBts2r846iJlez833Q/xqahs4aseQFcePGDTUwv2zZMkOcgrJdPOwO5XdAECgG+ma3QP2H671wUq/admQWgecm/Y58fBkYjvTJymFJdwwGIyEYGVTsB5DpdrvnrATrdrvXAnAA6DRwfgaDoYNe/Eg9Jtv2gZinWhAZgT4DbTjYApmy+g2MNKF+K1Ae+fyGw6AfvK6+1Tx8FhJVMu5zbVVRitxkoQ8qLl++PIkrYTBSF31QMValoomzwobIBi6h6BlqMXBlKYYswBxsUZvpYrEXbX26PW73Noz0p6+vDz6fouaxWm3oas7B4IAWUKzfakdZhQWUd0LmnQAAQgVw4nDUeUhmNlCnKRP099cMhZ/cHcB4WNl0Lck046WVuXOOqV6huS10tIURChmrpqLXzgMhxfoWJcs1d4oUx+LX6naF7SvSQkGeqgSdWqUdawItULeXOWGLBA47RsNobdWCisUxWp9OQAgBefaY2qYfvQUqTK03RwjB7t27UV+v/dkfPHiAs2fPssAiwxAopXjs/QAnGn8Hw8FW9fViZx2er/kjlGZtmWX03BBCsLnkv6BY9/293vV99CQwMWCC8fFx3L9/X20boVIEJixQtftXvT3yZM61jOJk0ygq7FpJB94+1X5VPvW2dv79L4CYWGkABoMRf4y8S70Y+b97Hn1/G0o6y2kD52cwGBFoKBRdpHn34Vl6Lw6bKRsOs2JxJFEBw0GWwc1ID6aoFU+9DeobhUzlKOvTFa4jIGQBWcUGMjw8jNFRxbrJbDajuDg9ap8xGIlGb38aq1IRALItlerxoL/ZiCWlJJZgM0gkCUg0F0BOsr3zfJhifZom9dEYyeHJE02Jm5WxHN4+LWi1dqMNFTVaUEu0aBt0pnDPlHNxe7QSAvTSKVCZme1M0DEawrsNmu3dFzcVwszPfc+Um88jO1dRM8oS0NZobG3FKOvTvc8m/T5uvkQFFdMk2SNVCTnXgUa2uyzBVnDC8BwjjMFm4rBzeSYAwAkewTElmEc4oKhk4Rv9ZPt+INulNEYGQa9Or94ihODAgQNYs2aN+trt27dx+fLlBc/NYABAUBzBubbv4GbPv6jJtxwxY1Px57G//Buwm3MMmYcjPHaX/Tfk2BRnHgoJF9u/h+Fg+xwjjeXWrVtqXdLCwkJDnYL0Fqg9nQJkeWrQv39cwN9cU+5JKmyahbNkia4iRjuagYZI8JPnQQ48b9g6GQwGYzaMDCr+NQAC4A/cbvfG6Tq43e5st9v9twB+HkpQ8a8MnJ/BYESgty4BwYDSKCoFqlfFdT69BepggNVVZKQRG3dE2wl9+AZ6fLcxLijBCAvvxPLsnbOcIDHoVYqlpaXg+ZltxRiMpUxubq76/fD5fAgEAjGNL8jUrmc+2go6zUP+04A5La1Pm4G+buXYZgfWbU7uehgpy2TrUyJpdRNXrbehZlW0LVtUUDEUXVcRALB+C5AZCbwPDwL3PzZ2wWnMP9/qx0Q5qHWFduwsc85rHCEEVSu1wG7Lk9C0m6oLgXa1AU2fKA3eBLLrkCHnjTdEDsIcbFPbIRZUXBSUdyKscxqx+u4mbO4DlYp5VyXRPuMFRSaYLQsPbhOzGeSZT6lteuL4jOpDQgieeeYZ1NZq1/dr167h+vXrC56fsbTpGruF9578T3T7bquvZVuX49nq38fKvOdBDFZVm3k79pV/HXaTonwX5ADOtX0HAWFojpHGEAgEcPeu9puxbds2Q5NTcvN5WG3K+cIhisH+aLcvSab484tdqgtATYYuqGieFFQ8qVMpbt4NkpNn2DoZDAZjNgz75fd4PGcBfBdAEYBLbrf7fQCZAOB2u/8/t9v9BoAOAL8UGfL7Ho8ncXd2DMYSIsr6dPfhuGfn6q0hB1ldRUYaQTgO5KgmsKcn38Ljfq1OSXXOAZi45NvrtbVpm0zM+pTBmBmO45CXpz1Mx6pWLMquUo8lazt8Y8Za8qUK0fUU02PjOkqlWM+sTxkzMzg4iOFhRZVEiAn2SF26mtVWrFhrndJftGjq/+mUisQUHZiiFz6c0mcpcqdnHFc7fGr7FzcXxfTMsWy5Wd1UDQborBZwsRD177Nhu2JhmwaY/Y0gUK45gnUZqCkzyStKf0KZmoWiLYEWqBuKM5Bt41GpqytXskDrUz3kwPOA1a40utqAezdn7MtxHJ5//nlUVlaqr128eBG3b9+ecQyDMRlRDuF61w9wru27CElj6usr817Es9W/hxxb/J5LHWYX9ld8Q63P6Be8ONf2XQhSMG5zTnD79m0IEYvhvLw8VFdXzzEiNhQLVO03YfL17/jDQdzrUxIjeUJRadeCiqJOqUjHx0CvnNbOe+iooetkMBiM2TA0ncTj8XwDwP8DQALwLJS6iSTy2ssAMgAEAHzN4/H8gZFzMxgMBTrYDzyKPDQRArIz/tm5ebqgopcpFRlpBtmyGyhWVAxj1iB6Ag8m3kGNK37WwfNFlmV0dGi2wkZarzAYTyN6C9RY6yrm2CoAqmxyU2svBgZ8c4xIP4g4BnNYUfxRcBDsxm6UxANKaXQ9RWZ9ypgFvUrRYSkFR0yoqLFgTb1t2qCXaNXbn06jVARAdh9Rj+ntK6C+0Wn7LRUkmeL7N/vU9qGqLNTm2WYZMRWeJ6io0ZIDmhtCi14XFQXQS6fUNrf32UWfM1FY/I/V47A9PZI9Up1QxjpQKO4F5lAHeMGbkHl5juBAaRaKoAQNKCiKlhkQVHQ4QfZpn2n5xPHZ18HzeOmll1BWpqm1z5w5gwcPHswyisFQGAy04ETjt9A4pCWs2025OFDxP7Cp+D+DT0DibY6tHLuX/ypIZOt6KNiCSx1/DZnGz4Y8FArh4481RwKjVYoTTA4qTiiPH3sD+PFt7fnlF+ss4KEEHWXOAcpnqO/RCx8C4Yh9+PIqoFazPWYwGIx4Y3jlb4/H8x0AywH83wD+BcAHAE4C+DGAXwVQ6fF4/tzoeRkMhgK9dAqYsEJZswHElT/7AAPItVeAQLnRGg11QZBis5tjMJIJ4XiQoz8HAGis1x6OlmVuhNNSmKxlqfT39yMUUjbaMjIy4HK5krwiBiO1KSjQMnhjVSqaOCtsRFE1gVD0jrQaubSUwBLQVIqCrRyUm6rcSjk6WoC+LuXYagfWbUrqchipzf17WnDGYS1HWYUZdVvsM24KSrprPR/uB6g4pQ8pLQeqVioNUQS9Mn09s6XC6eYRNA8p9yYWnuDzGwvmGDE9FTVWTLjmDXklDHmn/t3HxJ1rwNiIcpybD6ybtipL6kEprFH1FFcmcTFPD5S3R6nxrWOJM8qqs2Wovzm9EACTMeclRz4NcJEvzaM7oK2zJ/SaTCa8/PLLUfXYP/roIzQ0NMwyirGUkamMhwNv4aPm38NYuEt9vSxzK56v+TaKnesTup4SZz22lHxJbXf7PsbN7h/OaP+7WO7cuYNwJFCXk5MTZSNsJK4CEyxW5TciFKQYGpAQFGV890KXaiu+Kt+GV6q0AGqUSlGWQE+9o7bJoaNpUz+YwWA8HRh0axONx+MZAvD3kf8YDEaCoJSCXjyptsnuZxIyr4mzIctahpFQOwCKoWALCjNYlhQjfSDb9kN4+8doXacFxGtdR2YZkTgmW5+yhwUGY3YWE1QEgBxrFXpCyibKUKAZQP3sA9IMSxrWU4xSKW7YBmJJg0AoIyncvdWPMd+EGolDZXUlNmx3zHrtpJwNkikHvDgMAhl82AtJp16cgOx+BrRZ2YinFz8Ennk5Hn+ElCcoyvjhbe239dW1LuQ7FqbCstk5lC43o6NVUWE0Pw4hN2/hWxTyec36lOw+DMKlRw1qXhgALyq1wmRigWBnrhRGEcysh9X/CABg9d2B33UwIfNKw9pxkxTE9U4f9lRkLfq8JK8QZOte0KtKYgM9cRzkl74x6xiLxYJXXnkFP/3pTzEwMABKKU6cOAGz2YyqqqpZxzKWFn7Biysdf4c+/0P1NRNnxabiL6AqZ3/SnkNrXIcwLvTj4cCbAIDGoY/gtBRidf5Lhs4jCAJu3bqltrdu3QqOM1yLAwDgOILiUjPampQAZneHgNNNw+gaU66HNhOHr+1eBouo1UKVdEFF3L0JDETcFTIyQXYciMs6GQwGYyYM+3V0u91X3W73FbfbnfoeSgzG00rTJ1omv80OsnFnwqaOskD1MwtURnpBeB7tn94EIZIt6ByhKDKlxmZ7e3u7eszqKTIYc6OvqTg4OAhRjE35UpipbbD50QpJik8mdFKgNO3qKVJKo+spbmHWp4zpaXkSwu1bmkoxO3MZtu/JAcfNvQkqWuZhgbp9HzBRy7OtCbS9eXELTlOOP/BiKKD8rubaTXh1Td4cI2anaqWWJNDVLiAYWFgtWzrkjaoxR/akRnLYfNBbnwqOGoDEJfd7SRLOWAMa+fs0h7vBh/vmGGHAnCEZ3j7t3qOFBnGmxTjLZPLcq+oxvX4e1Dv3n8lqteLYsWPIzc0FoJRXeOedd6KeMxhLm7aRy3jvyTejAoouezWeq/42qnMPJD2xta7wsyjP0va3bvf+H7SPXDV0jnv37iEYVGo2ZmZmYtWqVYaefzJ6C9SWlhBOPBlR27+yrQjFmRbwgmaFKpq1oKJ86i31mOw9whLuGAxGwjEy5aIewFqPx9Nk4DkZDEYM0Iua3z3Ztg/EmrgbC5euJtMgq6vISDMopXiSq9UtrPk4CJx9P4krUhAEAV1dmu0MCyoyGHNjtVqRlaWoAWRZxuDgYEzjC3RBRcnWjtHh+NVtSTS80AdeUjY2Zc4G0Vqa5BXNg84WoLdTObbagfWbk7ocRmrS0RLG3RsBjIc0df+mLSvB8/PbBBUtmjWgKdwzbR/icIJs0jY06YUPp+33NOP1C/jZA+039fMb8mE3L25LIcdlQm6+oiikshIcXgj04kfKCQBgdT1IQfHsA1IIS5T1aeone6QTlLMh5NACA1bfnbjP2dslqtVI+mgYfsi40eXDWMiY+wlSUQOsjrgoyDLoh2/Ma5zD4cCrr76q3iNJkoQ333wT3d3dhqyLkZ4IUgCXO/4Wlzr+GoLsBwAQEKwtOIZnqn4HmdMo95MBIRy2l/4S8nX20Fc6/xYDuqSMxSCKIm7e1BJTtmzZAp6Pr9o9v9AEs1m5T5HDQH7ETHBvRSYOVSnfU1NYCypOKBVpTwdwP6KoJATkoLGKTQaDwZgPRgYVu+buwmAw4gUNh0CvnVPbZPfhhM6f59ApFQMst4CRXgz4GyL2vQAvUFQ8CIO+fxw0vLCNLaPo6uqCLCsbZC6XC06nM6nrYTDShcVYoObYKgCqPOBTay+83nFD15ZMolSK9hqApL41YJT1af1WlonNmEJ3RxgfX/VDkgIICYpihxCC2tr5G+iI1rmVigBA9milBeiVM6CisIAVpy8/ut2PcES9XZVrxaGqbEPOW61TK7Y2hmNWiFNZjgrykr3PGrKuhEBFWHTPTvoAGMMYQk7Nxtw2dgeIUy22Cbo7wuqxz64EEkUZuNBmnFqR06sVz50AHffNa5zT6cRnPvMZZGRkKOsSRbz++uvo64u/gpORegz4G/B+42+hdUS718ow5+NQ1W+jrvA/gUsx1TTPWbB3+a/DGUkEkqiA821/Bt8s1+358vDhQ4yPK/f8GRkZWLt27aLPORccT1BUqv0dV3E25DtM+Mq2YlUZyuuDihGlIj39rnaS+m0g+akR+GUwGEsLI4OK7wNwuN3urQaek8FgzBP68RUgoGSWobAEqElsTcMsayl4olhCBcRBBIShhM7PYCyGx4MfqMflTTwsIQCjw6DnTiRvUWDWpwzGQsnPz1ePYw0qmjgr7KREaRCKvpEWA1eWXPQWe+mghplifbqVWZ8younrFnDjkh+UAuMh7Zq5bNkyOByOeZ9H0tmf8rNtTq6uB1yR3xffKHDnWsxrTleeeIM42aQFRX5xcyH4eVjLzofiUjNsduVc4RBFV1t4jhGTaLgH9EcUpo6MKEVpqmMOtIBQJTgtmvMgm11JXtHTRyhjNShRbAZNQj/4GdTIRiAKFP09mvVpdaUWMD/TbFxQEes3A8sitTdDQdAYHFaysrLwmc98Bna7HQAQDofx2muvwev1zjGS8bQgUxF3+36Kk81/iHGdvWZl9l48X/NHKNCpAVMNqykT+8u/ASufCQAISWM42/qnCIljCz6nJEm4fl2rXbhp0yaYTIkJqLYiqB5XERt+fVcJnFYl6Y/IQdVhhIKHZM4FDfqjkmi4w0uzvjODwUg+RgYVvw1gCMDfud1udifMYCSYKOvTXYcT7nnPER4uu2YZN8jUiow0ISAMo2NUe4iozdey2+l7PwUVYtzYMpC2Ns3Grby8PGnrYDDSDb1Ssb+/f5ae05Njq1SPh4ItBqwoBaAizAGtBpzgSI26sbPS2Qr0TFif2oD1W5K7HkZK4e0Tce3CuOp4GZK0a2ZNTc0Mo6ZHNBeAIqIKEAYVH7JpIBwPsktzA5EvfDRtv6cNSin+6aYWbN1e5kR9cYZh5+c4gsoVWvClqSEMGoOajJ7XksPI9gNppWhOt2SPtISzIJShJdza4miB2tcjIGIygqxsDvtWZmEi9v6gP4A+nzHqZkJIdG3Fj96MSTmdm5uLV199FdZIuZRgMIjXXnsNw8PDhqyPkbqMhXrxUfMf4kH/a6BQfmfNnAO7yr6KHWW/AjNvT/IK5ybTWoS95b8BPpIsMBbuwfn2P4c0w7V7LhoaGjA2pgQlbTYb6urqDFvrbDQNBvHjpn6EIzcyWcSEcqtNfZ8Pa4mRkiUPIDzopdNAMKC8WFwGrNmQkLUyGAzGZIxMvSgH8JsAvgvgE7fb/QMAlwD0A5jRPN7j8Vw0cA0MxpKEDnmBB7fVNtl1KCnrcNmr0e//BIBigVqaxTb/GKlP49BJ0MhlqsCxCrkr3ZDf+BAYGQSGB0EvfJiUOgV+v19VWHEch9LSNKh9xmCkCJPtTymlMSXbFGZVozuo3KIGSCuEMIXZkthkHaMxB9vAUWWzRTK5IJnzkryiuYlSKdZvS6tAASO+DHtFXD3ngxx5yrRYBfj7NfVRrEFFcGZI5nyYhH4QUJjC/RBt0193ye5nQN/2KI17N0CHB0Fynu6c2isdPtzrUzYxeQJ8cVPBHCNip6Lagob7QcgSMDosYbBfQl7h3NsV1O8DvXlJbaeV9SkAa1Q9xdRVB6U7QWe9Gky0+u5g3PUcEIck3O4OLbBXXGZBjt2EDcUZuNWt2CqebR3FZ9cZc/0l2/eDHv+h8swyMgh65WyURfNc5Ofn45VXXsHx48chCALGx8dx/PhxfPazn0VmZqYha2SkDpRSNA+fxa2eH0KUtRIfhY412FH2K3CkwX2hnnzHCuwo+woutv8lAIoBfwOudv4DdpZ9BYTMXz8jyzKuXdNcBzZt2gSz2RyHFUcTEmV850IXQjLQzoVQQ5RgbndHGNm5yjGvU5GK5gLFwePU2+pr5PDRhIsJGAwGYwIjlYrnAfwdgAwAeQC+BuDfAZwGcG6G/84aOD+DsWShl09DTdNeXQ+SV5iUdbjs2gbOYKAxKWtgMGJBpiIah06p7VrXsyBmC8jzuszfd3+alJpJHR0d6nFxcTEsFkvC18BgpCtOp1PNvg+FQmr28XzJz9CU97K9HSND4iy904OoeoppoFKklEbXU9zCrE8ZCqPDEi6fHYcY+VpabQTFlf1qDeLCwsIFbYiLFn1dxZntEUlhCbByvdKQZdDLp2bs+zQgSBQ/uKXVW3thZS7KsowP8FusHMoqtHud5sfzq2tNr54FJlwllleBVMQYUE4inDiqftYoeAj2+dcBZcRG2LESMqd8bk3CIEyhTsPnkCSK3i7tmaGkTAlMHKzKUl87a6AFKjGbQZ7RrA/pieMxKXwB5RnjU5/6FHhesVscGxvD8ePH1dpyjKeDkDiGi+3fw7Wuf1QDihzhUV/0ORyo/M20CyhOsDxrGzYU/bzabhu9SL0f9gAAIABJREFUjLt9P43pHE+ePFEVuhaLBfX19XOMMIZ/utmHjlHl2tVBtOudPjHBpK+naCkAHt0BuiNW7zZ70sQEDAaDARgbVOzS/dc5qT3Tf90Gzs9gLEkopdHWp7vnn51oNHlRQcUm0IlAJ4ORonSM3kBQVB4ibKYclEXUtWT/C0BmttJpsB/0UuI3DPXWp6yeIoMRG4SQRdVVzLFVAFTJ/KXWXni96b+5lnYWe11tQE8kucJiZdanDACAb0zC5TM+COGIZZuFYNdBJzo6NWvfmFWKEeZdVxGIUgPRCx/FvJGfTrz7eAjdY8omZ4aFw8/X5c8xYuFU6SxQuzsF+Mfnfpag57XaUummUtT/Lgv2ClCOqbHjBmdGKGOt2rTGwQJ1oFeEFEl2yHByyMxWttt2lGXCyiv3FK0jIbQMBWc6RcyQAy8A1ohdZVcbcP9mzOcoKyvD0aNHwXHKeoeHh/Haa68hGDRunYzk0eO7h/cbfwsdY1q5j0xLCZ6p+j2syX8ZXAyqvlRkVd6LqM3VrskPB95A49DpeY2llEapFDds2KAmJcaTax0+vPtYsxp+dlMOOCWuD9+ojLFRxYaB1wcVzQWQT76ltsnuZ0Bs868dzWAwGEZjmP2px+MpM+pcDAYjBloea5tuVjvI5l1JW4rDnAcrn4WQNApBDmAs3IMs67KkrYfBmIsng1oNnprcQ+CIclkkVivIc8dAf/rPAAD67n+A7n4GJJLFG28opWhvb1fbLKjIYMROQUEBOjsVJUJ/fz+qq+evADFxVti5EgRoF0Ao+kZbsQo58Vpq3CGSX1VlUBCE7amv5IlSKdZvA0nAJg8jtfGPy7h02odQUAngmczAzgMZsDlktLa2qv0WGlQUrXql4hxBxS17QH/890AooNyHN30C1Kxe0LypzFhIwk/uakkZn1ufjyxr/O6FsnJ45BeZMNArAhRoeRLC2g0z1/ei7c1Aa0SFbTKD7DgYt7XFAwuzPk0oIWc97GO3AAA2312M570AGBhQibY+Nau2hHYzhx1lmTjbqqgUTzeP4ku5tmnPESvE4QTZ9yzoh28AAOT3j4NfQBJOZWUlXnjhBbz77ruglMLr9eL111/HsWPHEhJkYRiPJAu40/fvaPC+G/V6Te4z2Fj8CzA9JUkMhBBsKvkCxgUvun0fAwBudP0TMsx5KHbOXhuxubkZXq8XAGAymbBx48a4r3coIOIvL2v6mp3LnXhuZTauD/jRE/kN6W4XkLmOh0lnfyr4eeC2FgBNRnkWBoPB0JPeKSkMBiNapbh1N4jVmAeUhUAIQZ7OtscbaEraWhiMuRgOtqk1QAl41OQejnqfHHwRyIjYp/X3gF45k7C1jYyMqHaNZrMZRUVFc4xgMBiTWYxSEQBybZoF6nCoeZaeqY8l0AgCJRAjWktB+Zk36VOFqHqKW5n16VInGFACikG/8jnmeWDHPidyXCa0tbVBjHih5ubmwuVaWH3DKPvT0Mz2pwBArLaoz6X+fvxp4id3B+ALK2rBYqcZL62Mf3KFXq3Y1hiGKM6sAqXnteQwsnkXSIYzrmszFCqnn4I8zQk7aiFzkVpl4jBMwfY5RswfWabo6ZxqfTrBAb0FausoZAPVzeTIp4GIyhCP7oC2LqwMSW1tLZ59VlP79vb24s0334QgJL4MBGNxjAQ78EHT70YFFK18JvaVfw1bl33pqQkoTsARHrvKvqo4jQCgkHGh/XsYDrbNOGaySrGurg52e3zvjyml+N6lboyEFCWiy27CV3eUgBCCZbrfjO4OAaAy+LD2/CJevK6VPFq7EaSE6XoYDEZyYUFFBiONoUIY9Oo5tU12Jc/6dAJWV5GRLjwe1OyyyrK2wm6O3igjNofykB6BvvPvoLKUkLXprU/LysrUOicMBmP+FBQUqMf9/f2z9JyewiwtqBji2xAMpK+ld3Q9xdTfuKadbVrNGIsVWL81uQtiJJVQSMbl0z74fcp3kOOAbXsz4CpQ3AUaG7X7zYWqFAFAMueBRhwLeGkURArM2p/sOaIe02vnQEPzqwGYLnSOhvFOw5Da/tKmQpj5+G8fFC0zweFU5hEEio6W8LT9qBBW6spHSDfrU1OoE5ysfMYkPhOipSTJK1oCEBNCzvVq02agBepgv6jaMtvsBDmu6Hv3jSUZqsrX6xdxv89v2NwkrxBk6161TU+8tuBzrV69GocOaXXaurq68Pbbb6uJG4zUhlKKBu/7ONH0LYyEtKB5iXMDXqj9X1iWuSmJq4svZt6G/eVfV+tDinIQZ1u/A78wOG3/9vZ29PYqrgQ8z2Pz5s1xX+PbDUO42a2VVPjvu0rU34XCZWY1N2B0WEJoZAAEyt6DxDshnz2pjuMOa7VUGQwGI1kYZn+a7rjd7jIA/y+AFwDkQan3+BqA3/d4PEOzjZ10HheAbwE4BqAEgBfAewC+5fF4OuI5N2MJcvsq4Pcpx/lFwIq1s/dPAC6HTqnoZ0FFRmoSlsbROqypYFa4pt+IIodfVh7MA+NAbyfotfMgOw7EfX1669Py8vK4z8dgPI24XC5wHAdZljE6OopQKBSThVeeQwsqyvZ2DA9KKC5Nz3y8dFPD0Bvn1WNSt5VZny5hhDDFlTPjGBtVAoqEAFt2Z6CgWMnolyQJzc2akri2tnbhkxEeorkA5rBiS2YK90KwV87cv3YNULgM6OsCAn7QW5dAdh5c+Pwpxj/f6oMUEVOtLbBj5/LEqAAJIaiqteD+x0o9t+bHIVTUWFQryQnorcvRz0GrZre5SzWirU9rlQ83I+4EnfWwjyrqJKvvLnz5Rw2xQNVbn5borE8nMHEEeysy8U6DUkftTPMo6ooyFj3vBOS5Y6BXzwIA6PVzoJ/5Akhe4YLOVVdXB0EQcP68ci1ua2vDe++9hxdffJElOqYwAWEYV7v+AT26YDlPzNhQ9AuodR2Z8pl8GrGbc7Gv/Os42fwHEOQAAuIgzrV9F4crfwvmSS4dV69eVY/Xrl2LjAzjvo/T0Tocwg9uakmOx9a4sLFEm9NsJigoNqG3Swng+3p61B170W8CxhUXI+QVAnWszjiDwUg+hgUV3W53w9y9pkA9Hs8qo9awUNxudw2AiwAKAbwO4BGA7QD+O4AX3G73Ho/H453HefIi51kJ4CSAfwOwGsCXARx1u927PB5P06QxhszNWJrIF7VsJbLrMAiX/M1Ol00LKo6E2iDJYfCcJYkrYjCm0jx8DhJVMt+zrcuRP0MdG+LIAHnmU6Bv/RsAgL7tAd22L67fNVmWWT1FBsMAeJ6Hy+VSrU8HBgZQWlo67/E5tgqAEoBQUGsvvIM+FJfmxmu5cYMXvOBFJUdNJhYIttT/TYmqp8isT5csokhx9ZwPI0OaS8CmHQ4Ul2oWYZ2dnQhFFIKZmZlRCuWFIFmL1KAiP0dQkRACsvsw6Gs/AhCxQH1Kgop3esZxpcOntn9xS2FCN6SXV1nx6F4Qkgj4RmX094ooLI62k4yyPt3zTEo8B8VCdLIHq6eYKAR7FWTeCU7ygZfGYA60QHDMv+bydFBKp9RTnI4DldlqUPFi2xh+eVsRLAapf0lFrRJY/+QuIMugH74J8rn/a8Hn27x5MwRBwJUrVwAATU1N+PDDD/Hss8+CS7Pv2lKgc/QmrnX9I0LSmPpajq0CO0u/gmzb/O99nwZybMuxe/mv4Wzrn4JCwnCwFRc7/gr7yr8GjihB8c7OTnR1dQEAOI7Dli3xDdKFJRnfudAFQVYydapyrfj8hvwp/UrKzGpQURjpUyQnAMQ2LRhJDh0F4Vhwn8FgJB8j7wZqF/hfKvC/oQT1fs3j8RzzeDy/6fF4DgP4MwCrAHx7nuf5IygBxT/zeDzPRM5zDEqAsDAyT7zmZiwx6PAgcP+m2ia7Ds3SO3FYTU44LcUAAJlKs/rYMxjJgFIZTwa12kcr5sjcJEc+BVgjmY3d7cCtS3FdX19fH8JhJeCZkZGB3Nz0C2IwGKnCYuoqmjgrHHzEjo5Q9I+2Grm0hKHfuBbsVQBJbaMS2qW3PrUAdcz6dCkiSRTXzo9jcEALKNZvtaO0IjpRbbL16WIDX2LkHhYATOHZ6yoCSlKfqnJ6dAfU27eo+VMBmVL8003tz3GwKgsr8hJbh9VsISiv0v6tmxuirWXpQC/w8LbSIARkd/JLQMQCkQIwR+r5URBFqchIDIRHUGeBajXAAnXIKyEUVIIFFiuBK3/66+yqfBuKnUrAcVyQcaNzfNp+C4V7/jPqMT13AtTvm6X33Gzfvj3KEvKTTz7BqVOnQA2sB8lYHKIcxLWu7+N8+5/pAooEq/JewpGq311yAcUJip3rsXXZl9V2j+8ObnT/s/rZ1ddSXL16NbKysqacw0j+5eN+tA4r1zELT/C1PcumtRMvWmZWRetWWQskiq2RZxiLBWTvkSnjGAwGIxkYGVR8do7/PgvgjwEMABgE8F8APGfg/AvC7XZXR9bRAuCvJ739uwDGAXzB7XbPqoWPvP+FSP/fnfT2X0XO/3xkPkPnZixN6JUzgByp77RyPUhB8ewDEkieXWeBGmiapSeDkXh6xu/BF9koNHMOVOTsnrU/ycgEOXxUbctveeL6MD3Z+nQpWNUwGPFisXUVXXbNAnUk3JKWG2nmdKunqFMpom4riNWWvMUwkoIsU9y4NI6BXq2G17qNNlTURNvgUkoNq6c4gWgpUo9Nod45+xNXPrB2w8SCQHUuIunK6eZRNA1pm5+f37A49edCqVyh/Xv3dYvwjWkBZnpBSw7D2o0gruSscaFYAo0gUJ7jROsyUD4x1rIMhZCzXj22+e4BdHE103v0KsVSMzhu+nt3Qgj2V2rBizMtI4uadwrrNwMlETeCUAD0zPuLOh0hBHv27EFdnWYtfP/+fZw7dy4t74eeNgYDTTjR+DtoGjqlvmY35eJgxf/AxuJfAM9Nr5hdKlTnHsDa/FfUdtPQKTzyvo3e3l60tSmJ74SQuKsUb3b58OYjrarVlzcXojx7elt/i5VDfpGSlJBt02pBioPKNZnsOAiSkRnH1TIYDMb8MSxV2ePxfDR3L/zM7XZ/F8AHAH4PQCqkHh+O/P+Ex+OR9W94PJ4xt9t9AUrgbyeA2f6MuwDYI+cZ07/h8Xhkt9t9AsAvAzgEYCLKYtTcjCUGpRT0ks76dPfhWXonHpe9Gq0jFwEoN7sMRirxZPBD9bgqZx9M3Nwb1uTZV0A/ehMIh4COZqWe6cYdcVnfxEMOwKxPGYzFshilIgDkO6vQMa4EuQRzG/zjMjL+f/beOzyu677z/pw7vaB3EAQBgr2AnWITqWrZkmxZshdKYjuxFSfeOJt1YsebzXqTOG82frbYa79OdpN4N7Jib7Svx3KRLTkS1ShWsRewg0TvvQ0G0+55/7jAzIAFwAADzIA8n+fhw3sG99x7SMy999zz+/2+X/cCkhySYay+aNBlQQQVT8dIn27Zk8SRKJKB1CXnjo/Q0RINKK5cZ2fpytuf1e3t7YyMjADgcDgoKiqa9fknBBUDHSDllF53YvfjyEtnjfEfeRv5VNWCk+IcZzSk88NzEz2f8lzJWZh2p5nILzLT2WZ8F+pr/Kzb7ETqYeTR6FxO23NnX+xUZqKfopI+nW+C9iWETemYwoNouher7+aMfw/TlT4dZ19ZOp6LhrvNyRYvw4Ewbmti5hVCCMQTzyJf+q4xtnd+iXz8YwjzzK9hIQQPPfQQwWCQq1evAnDu3DmsVis7duxIyLgV8aFLnavdr3Gx86dIogHxxenb2VL0OWxmlaQwzrr8TzAc7KRxwFAautDxI2yd0Xft5cuXz6kq0MBoiO8ea4u0txa7+MjyzEn7FJVY6GoPTQgqhnsMFSPx8FN366ZQKBTzzrzrH3k8nq6qqqovAoeBPwO+Mt9juIVxT8e7eULWYAT2VjB5YG86x2HsOIk+NwBVVVWn7/S5x+MBJi6sKe6O2WxcFqn8/xW8eZXeljEZNpud3A99FM2ROgWtIetmzrYb/jIDgfqU/r9U3F8M+tppHToXaW+r+FdkOqfx/czNZegjn2Dk1ZcB0N74CdmPPjmtKsJ47imBQID29qjc2oYNG0hLU9mICsVMcTqdke3e3l6ysrIwmaa/eBe0bORch/E80x1NhANOcnOTd03GPUcZuommjwIgrZlkFa2eMkCSTEJN9fS0ji32WG3kPfwEwj6/souK5CGl5OiBLloaowv06zZlsnVnzh2ft6dPR1991qxZQ35+fgIGkYNssiF0P5o+Qm6GFawZk3d59CN0vfx3yOEh6Okko6MJ6/q5rXxIFLfeU178oJFenxHEy3Fa+J0HV+BMUMBjJmzc5mT/Lwzfq6b6ILv2ZSGvnKK/10gSEWkZ5D76JMKygPzbpUQ0RpM9HEVbcaSrd6X5Rni3Q7sRnM4IXkfmTq5ccjd6uvyMeI2KQ4tVY9WaQkymuz9nc3NhZX4n1zq9hHRJda/ko+sS9/uXTz5H96svo/d1w0Av7stncTzy5KyP+/zzz/PjH/+Yy5cvA3DixAkyMzPZs2di8s9CWEtZyAyOdvDO1W/SOnAx8pnF5GDvst9jZcHklh73K0/m/Ht+ceFrkf+z0ZwPsGSsJDiQxuOPPz5n31UpJf/ttSv0jRqB3yyHha8/tZYs5+TPK5czxPVzV3BYjKQpPagTHgxiWbOB7E3b5mSsqYq6nygUqU1SUig9Hs9RDGnPZ5Nx/lsYf0u8m/bE+OeTp5PM7DiJOrfiPsP37q8i2/adD6dUQBEg110RMcHu97UwGhyaoodCMT9cbHsdMOR6SrO2kOmcvs+E85lfN/y9gNDNqwTOfJDw8TU0NBAOGy8e+fn5KqCoUMwSp9NJRoYx3QqFQvT09MTVP9ddARgLNNLWQUdHgqXK5pqBK9HtjDUpHVAEGI2RjrRt2akCivcRUkpOHunm+uXByGer1qXfNaAopYwsbgOsXr06MQMRAmLnBr6WqbtYbdgfjLp6+N59PTFjmWe6hv388+nmSPt3dy1JakARoLjEQWbW2NwrKKm5OoTv7dciP3c89OGFFVAEGG1HBIwKFGlygHvpFB0Uc4HMiRHN6j0LeujuO09CQ23Ut3DxEuekAcVxPrQymgCx/1r80uyTISxWnE99MtIeefXlhEiVmkwmPvnJT7JsWdT/c//+/Zw4cWLWx1ZMj+udB/jRqd+fEFAsSFvF81v+llWFj6uA4l0waVY+svbPyXSUACBMkszKG6xYt4iCgoIpes+cVy+2c7g2Wm34tQ8tnzKgCOBwmikvid5XfENGH+eTn7xbF4VCoUgK816pCFBVVWUaO/fsNWrmnvEn82xnYjM5Tlx9PB7P3VJiJcxM9ut+ZDwLJlX/v2QwiB7jjxDYvCslx5phK6VvtA6AGy2nKHSvn6KHQjG3hPQAl1rfiLSXpO2L+9oRDz5hyKAC/S9/D6102ZQvcPHcUy5ejL4kFhcXp+S1rVAsNLKyshgYMIKB169fR4tTltCpFTOit4CQNHZdZXl38jz+4p2jZHafZ3z5YlBbjD/F7ynhQ29FtgPrtqp74H3EtYs+rl/yR9olZRaWrRF3TQTo6uqir8/wKLJYLKSnpyfs+5Km5eAYc6vwdl3HF5y6AlJu2Q3/8hPACI4HnvsswuGcolfyib2nfPdYG6Mhw5GjPMvGtjxTSlyDi5ea6B8rSr14ppuc4wcjL8mjW/ak/H3tVhz9xxlPGfPblzLY25/U8dy3yHRyzJmYQv2I8AgDTccIuOJPTqi9Hk2EyM7Xp3XNbM4zoQnQJZxtHuBqYxu5zsTJDMute+HHL4F/lFBjLd3v70esS0z19OOPP47P56OlxUi4eO211/D7/ZHEjlRfS1mIBMIjnGn7p4i9DIBAY03eM6zJe4ag10S3V/1/T8W6tBc4OPANNGsIzRoiUHSYlvYPYTMnPom3ecDP//t+faT91Moslrund38AKMyO7tcXyMeUmc1QxVqG77PrSt1PFIq5obi4OCHHSZbZwxOADYgvXXxuGE85v5uuTfot+yXyOIk6t+J+ovokeMcq/7LzYGVqButyHNGs254YPyeFIlk0DnxAIGxk/bksuRS6N8R9DPHEczAmw0HtNbhyPpFDpKmpKbJdWlqa0GMrFPcreXl5ke2ZvJTmOMsi24PBenR99hn/84HQ/VhGo74xAceySfZOPrKtGcal3S1WROX9JfF0P3Pz6uiEgGJRiYUN25yTJu3cvBmdW5aXl0ckshLBbb6K06G0AhYtMbYDAeSpwwkbz3xws3eU92qjr5yf25yPSUuNqpeSMisWizGWkRHozFxn/KB8BWL8/3wBYR2piWwvBJ/bexYhGHVXRpr24QtxH2J4MMzQoBGI10yQVzi9wGC2w8z6AiPpQAIH6wcn7xAnwuVGxFRP6/t/nrBjWywWPvrRj06o8Hr77bepqamZpJdipnR5r/Hmza9NCCi6LPk8Uv4fWZf/XEQdSjE1V8430Hd+OTJsPE98ejeHGr9NWA8k9DzBsORbR1oJhMfUkTKs/NbGvCl6TSQnrS+y3RVeQmDvRxEJnOcoFApFIpi3oGJVVZWpqqqqtKqq6g+AH2DMn16bott8cG3s77s5c4/P9O/mezib4yTq3Ir7CD1GGkzsegQRZ8XFfJHtrIhs9/pqkzgShcKQSbvRG62AWZb9GJqI/9oRWTmIPY9H2vrrP0rI+ABGRkYiAQ9N0xKWPaRQ3O/EBhW7uuKXGct1l0e2w7ZGhgb0hIxrrrH4ahEYYw1ai5Bmd5JHNDnydEwQZt1mJX16n1B/w8/l86ORdl6hmc07nGhTBLRig4oVFRWT7Bk/E4KK/ukFFYUQiN2PRdryyNsJHdNcIqXkxTOdEWmcbYtcbChMHWsFs1lQWhGVjKtfbARLxJ7H7tYlddGDWGPeiwLOuy0DKOYDf0xQ0Tp8GfTgJHvfTltzdP/8Qgtm8/QD8fvK0iPbiQ4qAohHPwrj6wRXziMbEpfka7VaeeaZZyJVRFJK3nzzTerr6xN2jvsdXYa40PFj3qv/a0aC0YS4sswHeaLiP5GrEhLiYnBwkKtXrxIadDNwKWpt0OOr4XjL95AycXP7ly90UdtnJEqZNcFXdhdjM8e37mDzNkS2+/25dC59JGHjUygUikSRsGhEVVVVYLI/gB+oA74DZAMNwF8k6vyz4L2xvz9UVVU14f+jqqoqDdgN+ICpzLM+GNtv91i/2ONowHiq2HsxP0rUuRX3CXKwD6pPRdpi58NJHM3kxFYq9vpqE+LloFDMlB7fTfpG6wEwCQvlmXtnfCzx4U+AaSwr9Pol5LWLk3eYJrFVioWFhVitC8wjSKFIUcYXvcCoVIz3eZTliAYVdUcT/b0z812abxZaNYw8HSPrtWV3EkeimC+a6gNUn/ZF2jl5JrbudqFN4UnW398fkUU1mUwsWZLYarXYoKIp0AHTXGwUOx6Kzg9uXkW2N0+6f6pwuLaXix0jAGgCPrtparnX+aZsmY1xR5CenLUMZZYjts18LpcsrKN1CGk8Q0KWPHRLVpJHdH8TshUTsuQAoMkAtpFrU/SYSGxQsagkPvnSnaVpWMfudXV9fhr7/VP0iA+RWzDhWSoTWK0IYLfb+fjHP05WlvEd1nWd119/ndpalUw8W4b8bbxT91dc6f4Fcuy+ZzW52FXyBzyw6HexmFTSVbycPn0aXTee5bnWdWws/I3Iz5oGj3Oh88cJOc+Fdi8/uxz1UfytTXmUZcVvm2D2Rv2c+0dzaOtOnDyyQqFQJIpEljiZp/ijYaSDtAD/Hdji8XimqSczd3g8npvAfqAM+P1bfvyXgAv4gcfj8Y5/WFVVtaqqqmrVLccZBn44tv/XbznOvxk7/psej6c2pk/c51bc38jjB2FsMsSyNYj81K1kSrMWYdaMCdRoaICRYCqoHSvuV270RisGSjN2zso7QeTkI3Y9GmknqlpRSZ8qFHNDRkYGFovxMu7z+RgZGYmrf5a9lPGMZmnroLc3vv7JwjpyI7IdcKa49Gl7CzTXGw2zBbFBSZ/e67Q1Bzh3InotZWab2P6ge1qVPrFViqWlpQlPwpEmN7pmVOppMoAWmp4ThUjLgPXR7648+k5CxzUXBMM6/+NwXaT9keWZlGTYkjiiO+N0aRTq0XlS/YbfWBCelbey0JI97nmEmFCtaItDAnXEqzPQFzYOo0FBcXzShE6LiW2LogoC789FteITz0a25alDyJ741Romw+l08vGPf5z0dKPqMhwO8/LLL9PY2DhFT8WdkFJys/c93rz5HycoPeW71vBExTdYnLE9iaNbuHi9Xi5fvhxpb9u2jRXZT7A8O6o+dLX7NW70vnun7tNmyB/mO0fbIlX/G4tcPL0y/sQROdiHyR5NYBz0Z9HdGSIYWBhKKQqF4v4hkaLMU82KQ0C/x+NJRX/ALwJHge9WVVU9ClwBHgAexpAe/dot+18Z+/vWt97/ADwEfLmqqmojcAJYDTwDdHJ74HAm51bcx8hbpE9TGSE0sh1L6fQaE7he301c1twpeikUiWc0NEDT4PFIe1n27OWyxEc+aUib6bohKXTjCmLZ6hkfT0o54QV88eLFsx6jQqEwEEKQm5tLW1sbYEigulzTl/Yza3ZcpmK84RYQku7hBiC1q0u0YD/moLF4KIWZoL0suQOaAnn6SLSxbgvCvvCCBYrp09kW5PSxkfHCM9IzNB7Y68JsmZ504FxKnwIgBCFbQUSm0hxoJzDNijJt96Po5wyRGXnsPeQzn0aYUtfz6mcX2mjqN+RnXRaNX1ufmnN16fdTdslD+/o/BqDFuoI1fh2rLTVtIO6GCiqmHqPuSlx9hoCUzXsVofuR2tSB9faWaJVibr4ZizX+7+K+8nSONA4BcLB+gE9tyEWbxEs2XsSSZbByPVyrBl1Hvv0LxPO/nbDjA6SlpfHss8/yyiuv4PV6CQQCfP/736eiooL169dTXFw8qT+uwsAfGuLUE9D0AAAgAElEQVRk6z/SMnQ68pkmTKzPr2JlzocRM7DtUBicOXOGcNhIACgoKGDx4sUIIdhY+Gm8wW5ah84a+7X9Ey5LDkVpG+I+h5SS/3G8nR6fEQxMs5n40s6iGV3P2onXEWVGP++oi5BuJE61t4ZYXKaUjBQKReqQsCeTx+O5OcWfhhQNKI5XDG4FXsII6H0FqAC+C+z0eDzTKrEa22/nWL9lY8d5APg+RmXmbUL2iTq34t5HNtZC81gmsdW6IKTBYiVQe5SvoiJJ1Pa9jz4mNZXjWEZ2jJThTBF5hYgH9kXas61W7O/vZ3h4GDB8SgoKCqbooVAo4iFWAnUmvoo5zrLI9nC4nlAotSW9rb5olWLQXgZaassmyVPRoKLYmvrzG8XM6ekMcfKIN6Io6krT2PGQe9rBoeHhYdrb2wEjYaC8fPbP9DsxE19FANZtgfRMY7u/Fy6fTfDIZo+Ukvq+UX56uYcXj0cTmqrW55BuT2TOceKQp4+Q1XGB9MF6AHQpaKgNJHdQcaIF+zEHjO+SFGYCMe9JiuQRthVGrnchg1i9V6fVr605+v2LV/p0nM1FbtLGgpGd3hBXunxT9IgfLbZa8dB+5Mhwws+RkZHBs88+i91uqBSFw2GuX7/OT37yE15++WUuXLhAILCwrtf5pG34Am/c/NMJAcV0WzGPlf8lq3KfVAHFWeDz+aiuro60t23bFglya0JjZ8kXybIb8wiJztHmv6XP13DHY03GO7UDHGsairT/4IFCsh3xP09lOIzpenROHNCj3qttTeoaUigUqUXC3hqqqqp2AQGPx3Nqyp2N/TcDdo/Hc3TKnecBj8fTBHxumvveNd3E4/H0Al8a+5PwcyvuX+SxmCrFTTsRzulXWSSLbEc0e7zXlzhzeIViuugyzI3eqPxYIqoUxxFP/ivkB+8bXksXzyDrahDlM8s6j61SLCkpQdPUy6NCkUjy8vIi293d3XH3z3GV0zhkvOSH7Y0M9ofJzk3NxXdYWNUwsqM1mjSlpE/vafp6Qpw4NIxuFAzgcAp2PuTGZp/+My/Wr6ukpASHY268pULWwsi2OdA+7X7CbEbseBi5/2cA6EfexrR+a8LHFy+D/jDn27ycafNyrs1Lr2+iN2yh28JTK1K3AlseeQsBlDXt58La3wWgvsZPxUobmrYwqqCsvuh92Uj2UBUnqcKoez3uXiPgax++gH+KSiX/qE5vVzjSLlw0s6CixSTYVZrOmzf6AXi/bpC1+Qmu1F+3BYoWQ1sT+H3Ig28a/vAJJjs7m0984hMcOnRowntNT08PBw4c4MiRI6xatYrKykpycnISfv6FSFgPcL7DQ03vmxM+X5b9OBsKfg2zukfMmnPnzhEKGc+73Nzc2xKRzJqdB0u/zNt1f8lIsJuQPsqhxm/x2NKv47RkT+scbUMB/tepaPLRE8syeWDxDK1WLpzEbI36q4rsqHpRV3uIUFBOW9VBoVAo5ppErloeBl6NY/+fAAcTeH6F4p5FhoLIDw5E2qkufTpOzoSgYh26DE+yt0KReFqHzuILGWbpNlMai9MT50UhCksQ2/ZE2rOpVoz1U1TSpwpF4omtVJxJUDErpsJZdzTR3xOaZO8kI3WsI9FEnpT3Uzx1ONpYt1lJn96jDPaHOX7Qy9jaHja7YOfDbhzO+F5HY6VPly6du0qv2EpFUyCOSkVA7I76LnP+BHI48V5pUxHWJVe7fLx8oYuvvlHPb75SwzePtPJu7cBtAUWX1cTvP1CIxZSaCU2yoxWuXwKgqOskVqtRKT7qk7Q3ByfrmlLEJnv4UzzZ434j1lfR6r2GCI9Oun+s9Gl2nimuxIhb2VcerUQ62jhIMJxYJQQhxERvxXd+iQzNzXWTk5PD5z//eb74xS+ybt26iJ81QDAYpLq6mn/+53/mlVde4fr16xFJyvuR/tEm3qr9iwkBRZspnQdLv8KWot9UAcUE4Pf7OX/+fKS9devWO0rxOiyZ7C39ChbNmH/6Qn0cbPgmwfDUlcMhXfKtI62MjimYLEq38sKW/BmPWX/3Ncw50d+9Ka2ItAzj/qLr0NG2cJ55CoXi3ifRbw7xpkyoFAuFYjpcPA3jCxJZubCqcvL9UwSHJQuH2ch6DssAg/7WJI9Icb9R0/tWZHtp1sOYEiwBKJ6sgvGXk/MnDJniONF1nebm5ki7tLQ0UcNTKBRj5OTkRBYS+vr6CAbjeynPspcyPm2Vtg56e0cSPcSEYfa3oeleAHSTa0LFVSoS66e4EKTdFfEzPBTm2IFhggFj0c1iNSoUXe74vAZHR0cnPC/nxE9xjHCs/GmgC+JIjBPFpVC+wmiEQsjj85NH2z0S5K0b/fzXQy185ic1/Mn+Bn5U3cP1nlFuDVO4rRq7S9P408eW8X9/cwuVhamrgCKPvB3ZNq3dwJJl9ki7tsZ/py6phwzfUkG+IomDUdxK2JpH0FYMgCCMzXt50v3bYoLZRSWzC/6sznOQ5zSUD4YCOmfaEi9PKrbvg4yxqqv+XuSJub0nFRYW8sgjj/DCCy+wb98+srImVkG3trbyxhtv8OKLL3Ls2DGGhobucqR7Dyl1rnX/C2/V/jkD/ujzrNi9kQ8v+wbFaRuTOLp7i1jZ3aysLJYtu3uSXYa9hN2L/y0CY14y4G/iaNPfRCxU7saPqrup6TGSEMwafGV3MXbzzJbZZWsjXL2AOSfq6Rqy5FG8OHqPaWtSQUWFQpE6JDMd0Q0oUWiFYhroR2OkT3c8hNDiW4RJJkoCVZEsBv0tdI4tCggEy7ITX+ErFpXC5p2Rtv66J+5jdHR0RF543G43mZmZCRufQqEwsFgsE66tnp74LKvNmh2XuchoCEmPN36/lfki1k8x4FgGKezFIztboSlW+jRx1eSK1GDEq3PswDABvxHWMltgxz4XaRnxz2Xr6uqQ0jhOYWEhbrc7oWONRZrshM0ZgBFkMAXju2eIXdFqRXn07Un2nDmBsM65Ni/fP9PJH7xWy2//7CZ/e7ydI41DeAP6hH01AStz7fz6+lz+6xNL+MEnlvPvHlzE02sLyXGlbkWMDIeRMe9B2p7HKFtmi9zW+rrD9PemcOX4GObRZjTdWHgOm9InBK0VqUFstaJt+MJd9wsGdLo7ot+5mfopjqMJwb7yjEj7/brEVzYLiwXx6NORttz/88i9dC6x2Wxs2LCBT3/60zz33HMsW7ZsgsWDz+fj5MmTvPTSS7z22ms0NDTMy7iShS/Yx/sN/41zHS9HglUmYWVL0WfZU/pl7OaMKY6gmC6BQICzZ6Oexlu3bp3SXqTAvZZti3470m73VnO69Z/u+p281DnCK5eic4NPVeZRkW2/477TQb73OgDm7GhQMWzNm3CP6WwLpryvu0KhuH9IihlMVVXVFiAHiL+kQ6G4z5BDg3AhalW6UKRPx8lxLKVlyBh/j+8mS7MeSu6AFPcNNb3RRbzitC04LXPj36E99Tz66TF74DNHkS0NiEVLpt0/Vvq0tLT0jrIsCoVi9uTl5dHX1wdAV1cXhYXxVfDlOsvxDhoV917ZQMC/Aast9QJ2E6thUl36NFqlyNpNCIeSPr2XGPUZAcXREWMBzGSCBx50k5k9s1fQGzeiAfO5rFIcJ2QtwBQaAMAc6CBsnb6kmdj+INLzjxAMQGMtsqkOsbh86o6TIKWkZSjA2VYvZ9u8VHeMEJhEKjHbYWZzsYtNRS42FLpIsy2cpMQIF8/AgCFjT3omrNuK3axRvNhCS4NRsVF33c+mHanrcQtgu9XnVs31Uo5RdyXunjcA4zkqwl6k6fYK3vbWEOMxhsxsU9wSzndiX1l6JDhxsmWYkWAYpyWx16vY+2Hk6x7wj0JLA1w6Y/gtzgNCCEpKSigpKcHr9XLp0iWqq6vxeg1VBSkltbW11NbWkpGRwfr161mzZg12+8wDNKlG8+ApTrb+I4FwtBI1y17GjpLfI32sSlaROC5evMjoqJHIkZ6ezooV06sOL898EG+gi0tdhi9ybf8BXNY81uR9bMJ+w4Ew3z7Sij52L1hf4OTja6bnwXgn5IgXeew9NKcJzW5c+7qwoZvScKeDK03DO6QTDkNXe3DWFdIKhUKRCGY8+66qqvoM8JlbPs6qqqraP0k3AWQC6wEJvDnJvgqFAgx5kvBYNmTFKkRhSXIHFCfZzthKRZVHoJgfgmEf9f1Rn67l2Y/N2bnE4nLY+ACcOw6AfN2D+N2vTrt/Y2NjZFv5KSoUc0dubi7Xr18HZuarmO0sp2HQCILpjib6+8LkF6ZYUFEPYhmNVlEGUty3a4L06VYlfXov4fcbAcWRYaNiTtNg2x4X2Xkze/0MBAITnpfzE1QsxDZi3DPM/nb87vXT7iucbsSmHRGZQXnkbcSv/U7cYxgJhrnQPsKZsUBip/fu0mdmTbA238GmIhebi92UZlgXfKKSfjgqYy92PoIwG9+fpcttkaBiS1OQ1Rt07I4Uux/HYB37HoGSPk1VdEsWQdtiLP4mBDq24cuMZmy7bb9YH8/CWVYpjlOaaaM8y0Zdn59AWHKscYhHKxKrXCJcbsSex5Hv/BIAff/PMc1TUDEWl8vF9u3b2bp1K3V1dVy4cGFCguXAwACHDx/m2LFjrFixgsrKSgoKFm5lbzA8yrn2f6a2/0DMp4JVuU+xLu8TmLTUTohYiIRCIc6cORNpb9myBZNp+kH6tXnPMhzopGHAmKNWd/4YlzWPJRlRdaJ/ONlB14ixRue2anxpZxHaLJ638ug74B/FvDiaXBe25oEQCKB4sYWay4bcd1uzCioqFIrUYDZPsKXArau0tjt8djeOAn82i/MrFPcF8ug7kW2xc2FVKQJk28sx8gkkA6PNhPRRzNq9k3WoSE3q+w8TGpOZSrcVk+9aM6fn055+Hn08qHjqMPJjvz6tBIBAIEB7e3ukrYKKCsXckZeXF9nu6uqKu3+WI1plpDsa6e8Nk1+YWJ/W2WIdrUOMSWqFLPnoKSylJTvbYNyH1mxGVCrp03uFYEBy/H0vw4NGQFEI2LLLRd4srpeGhgbCYcPXMCcnZ16kwmMlKk2Bjrj7i92PRoOKx99HfvKzCPPk/we6lNT1+TnTOszZNi9Xu3xMUoxIcZqVTcUuNhe5WFfgnLGXUyoiB/ug+mSkLfZElxkyc8xk5Zjo6wkjdWi46WflOkcyhjklIjyCecw7TSIIOOc+IK6YGaNplVj8RoDLPnz+tqBiKCTpbI/1U0zcHGBvWTp1fcbc5P36wYQHFQHEYx8zJBZ1Ha6cRzbeRJQm5/uoaRoVFRVUVFTQ19dHdXU1ly9fjlhChMNhrly5wpUrV8jPz6eyspLly5djsaTWvGsyekZu8kHL3zEc8/xwWnJ4YNEXyHetTuLI7m0uX77MyIjhfe5yuVi9Or7/ayEE24o/jy/US6f3CgAnWr6H05xNnmslB+oGOFgflSn+4vZC8lwz/15KXUe+9ytgovRpyBp9bykqiQYVO1qDhMMSk2lhJw0pFIqFz2yCir8Axp2FBfA9YAD440n66MAgcMnj8VydxbkVivsC2VwPjWM+hGYLYtuepI5nJlhMDtJtxQz6W5Do9PkayHOtTPawFPcwUkpu9EWlT5dlPTbnmfpiyTJDQujiaZAS+asfI174oyn7tba2ouvGomtubi5Op5L+Uyjmitzc3Mh2T08Puq5P6a8SS5a9lPEkGWnroLfHC6RWkox1JMZPMdWlT0/HSp9uRjhvl5lTLDxCIcnxQ8MM9IUjn216wEnhotktBNfWRtUu5qNKEQz503HMMwgqsqoSsnOhtxuGB+HCSdi867bd+kdDnGvzGrKm7V4GRsN3OJiB3ayxodA5Vo3oosB971YryGPvwVggmWVrbkvWKl9ho++YsXBcfyPAstX2lFxktY7cQGBEhkO2kjtKaipSA797Pe7uXyGQWHy1iNAQ0pwW+XlnWxB97CuZlqHhTkucROnesnR+cLYLCVR3jNDrC5HtSGwVm8gtQGzZjTx5CAD55s8Rv/OVhJ5jJmRlZbF371527tzJ9evXuXDhwoTkr87OTt5++20OHTrEmjVrWL9+fUp70OtS50r3L7jU+TMkUX/bxekPsLX4c1jVPWDOCIfDnD59OtLevHkzZnP815FJM7N78Zd4p+7/YdDfii5DHG76DhsL/pR/ODka2e/RpRnsXpI+u0FfPgudhr2CqSD63QhbokHF9EwTTpfGiFcnFITujhAFxQsnwK5QKO5NZjxL8Xg8Z4GI821VVdX3AJ/H4/nHRAxMoVCAPPZuZFts2oFwupM4mpmT7VjKoL8FMCRQVVBRMZd0ei8z6Dcm5mbNTlnm/ATjtaefR79ovMTI4+8jn/41RH7RpH2U9KlCMX+4XC6cTicjIyMEg0EGBgbIysqadn+zZsdtLmI41ApC0jvSgGERnjpYFqifotiipE/vBcJhycnDXvq6o0GxDdscLFoyu8BXKBSirq4u0p6/oGI+EoFAYgr2gB4EbfqLeEIzIXY9inztRwDoR97BtHkXIV1yrcvHmTYvZ9uGudnrn/Q4S7NsbC52s6nIxcpcB5YUDJwlGiklMlb6dM/jt+1TVGLB7hCM+iQBv6S1Mcji8tQLslpv9VNUpCy6OYOgfQnW0XoEErv3Ir4YycNY6dNEVikC5DotrCtwUt0xgi7hUP0gz6yeuUfb3RBPPBsNKp46hHzuNxE5eVP0mh8sFgtr165lzZo1dHR0UF1dzfXr1yNV6n6/n7Nnz3L27FlKS0tZv3495eXlcSWIzTXeQBcftPw93TGSx2bNzpai32JJxu4FL0md6ly7do2hoSEA7HY769atm/GxrCYXe0v/mLdqv44/PEggPMyhxm8S1n8LcFHotvD5rdP3Wr4b+ruvR7YtS4sAI1kmHFOpKISgqMTCzWtRCVQVVFQoFMkmkU9fC7CwzN4UihRGhkLIDw5E2mLXwpM+HSfHsTSy3eO7mcSRKO4HbvRGqxTLMvdgMc2PHJaoWAWrNxgNXUf+yytT9on1EFFBRYVi7omtVpyJr2KOKyqBOqo14hvRJ9l7fhGhISwBQ05ZohGMefamGrKrPUaJwYzYoKRPFzq6Ljl91Et3Ryjy2dpNDkqX2ibpNT2am5sjknjp6ekTruM5RbMQthiL+gKJORi/bLLY9SgAnfYs3uw28Y23a/n0j2v4D2838sqlnjsGFNNtJvaVpfOHO4v4p+eW8e0ny/nMxjzWFTjvi4AiADevQLuRkIjNgdhye4WnpgnKlkW/X3U1fqScRCs2GUg5wU/Rr/wUUx6/uzKybRu6ENkOhyUdbTF+iosSH8DeVxateHo/Rl4xkYgly2DlmD+sriPf+cWcnGc2CCEoLCzk8ccf54UXXmDPnj2kp0+sBmtsbOT111/npZde4uTJk3i93iSN1kBKSX3/Ed68+bUJAcVc5wqeqPhryjL3qIDiHKPrOqdOnYq0N23aNGu5XJc1jweXfAWTMK53m7mPfUt/jEUL8uXdxTgts6tWlp1thtIRgBCYMqN1PyHLxGB/0eLov6W9JYiup9jzTqFQ3HckTE/B4/HcXadFoVDEz6WzMNhvbGdmw5qNyR3PLMh2RDPKe1VQUTGHjAR7aBmKSp4sy5quzW9i0J5+Hv3KecCoNJZPVcFdFj+9Xi89PT1GP01j0aJF8zZOheJ+JS8vL1Ih3NXVxfLl8VWNZDvKaRgwKux0RxP9vSEcztSojLH6otKnQfsSpDb7YM5cEVulyJpNSvp0gSN1ybnjI3S0RgOKK9fZWboiMd/Bmzejc8eKiop5XZgNWQsxB41ntdnfTshWPK1+/pDOxY4RzrQJzu7+Gi2WMX/TjsBt+2oCVuU6xrwR3SzNtqHd54vPE6oUtz+IsN85Qay0wsr1y6PoYRjoC9PXHSY7L7GSkbPBFOjAFDaCQ7pmJ2RXOdipzqh7He7uXxoSqKMNaKEBdHMG3R0hQmMxRadLIz0z8dVxO0vT+PuTHYR0yc3eUZoH/JRkJP5Zrj3xLPq1agDkwf3Ip59PWUUkh8PB5s2b2bRpEw0NDVRXV0+oXB8eHubYsWMcP36ciooKKisrKS4untfnRCDs5XTrSzQOfhD5TKCxNv9ZVud+FE0kTiZXcXdu3LhBf7+xfma1WqmsrJyix/TIcSylNP3z1Pb/T4SAXFcL/2r9G6zImb10sDzwKxhPhqncjEkaVZYSQdg6UQ0lM9sUqc4PBiQ9naFZeVUrFArFbJmzGXdVVVUuUAy4MAxo7ojH4zk6V2NQKBYy+rF3ItvigYcQ2sKdjGbaF6MJC7oM4g12MxoawG7OSPawFPcgN3vfRY751uS71pBhn99AnVixDlasg+sXIRxGvvETWLX2jvvGVikWFRXNOpNSoVBMzWwrFbMc0UpFI6gYpihF1ogXqp+ikj5d2EgpuXDaR0tjtIKnYpWN5WsSsxCu6/oEP8Vly+b3ux22FoD3EmAEiO6GlJKmgQBn2oY52+rlUqeP4HgVgeX2OW++y8ymIjebil1UFjhxWRfuPD/RyNGRifLIu++eIGazaZSUWmmsM4K1tTX+lAoqTpA+dSwDFVxIeaQ5jaBjKVbfTQQS23A1vsw9t0mfzkXQym01sW2Ri2NNw4BRrfipDXMgTbp2MxQthrYm8PuQB99EfPgTiT9PAhFCUFZWRllZGYODg1y8eJFLly7h8/kA41lRU1NDTU0N2dnZVFZWsnLlSmy2uU2w6vRe4XjLPzAylnwC4LYWsGPRvyYnxedi9xJSSk6ePBlpb9y4MWG/+5FgmH88nU+6/UNsLdlvfCgucL7jR2ws/PUZH1f6R5FHogpL1of2IDDaYUs2iInPsnEJ1Loa43nX1hxUQUWFQpFUEjrjrqqqEsC/Bb4ITOcJKhM9BoXiXkB6h+D8iUh7IUufAmjCTJZ9CT1jVRS9vjqK0xZu5aUiNQnrQW72vRdpL8+e3yrFcbSnn0f/7xcBkEfeJvzpf40p93a/hdigYmlp6byNT6G4n8nLiy7OdXXFL2WYZS/FyJWTSFs7vd0jwPxILE+KlLf4dqXuQpbsaoeGsQCoyYzYqKRPFypSSi6dG6WxNlp9V7bMyupKe8IW3Nva2iKLxk6nk8LCwoQcd7qErAWRbfMtQcVhf5jz7V7DG7HVS48vdGv3CFY9yNq+m2zqvcbmTz5Dydr5rbhcSMiTh8E/ajSKFsPSyb3Yy1fYIkHF9uYgvhEdhzM1PNZsMTKIASV9umAYdVdiHVPXsQ9dwJu+m/bWufNTjGVfWUYkqHiwfpDfqMxN+L1CaJrhrfjSdwGQ7/wS+djHEOaFEaBIT09n165dbN++nZs3b1JdXU1ra2vk5729vRw4cIAjR46watUq1q9fn3DZ7LAe4lLXT7jS/ToQlaEsz9zHpsJPYzHZE3o+xeTU1tZGFIAsFgsbNmxI2LH/16lO2oeDtA9vI9MxwLKc4wBc6/kVLmvejNcc5PEDMDIm25tfhKk0FzqNZthy5+9r0WLrhKDi+s0Soam5hEKhSA4JC+iNBRR/CnwMY7VlCEgDdIxbYzYwrg81AvQl6twKxb2GPHEIQmMLE2XLEcULP+CQ7aiICSreVEFFRcJpGjyBP2xIhjjM2RSnbU7OQFZVQsUquHkVQiG8P/8/pH/+yxN2kVJGJBhB+SkqFPNFZmYmJpOJcDiM1+tlZGQEp9M57f5mzY7bUsRwsBWEpNfXgJTZSQ8OmAKdmMbuf7pmJ2RLkfLJOxBbpciajSkruaaYmmsXR6m7HvUELCmzsG6zI6HXQzKlTwFCtpigor+da90+zrZ5OdPqpabHx2SWRoszrGwucrGp2M2qN7+PtdqocBBn3Yh1q+Z66AuW2MoNsefxKX/n6ZkmcvLN9HSGkBLqa/ys3pACyR56AMtofaQZcMYnt61IHn73WmTXqwh0LP4mhjq7CPiNpSy7Q5CZM3cVp1sWuXBZNLxBnfbhINe6R1mVl/jvs9i+D/mzH8JAH/T3Ik8cjHjALhTMZjMrV65k5cqVdHd3U11dzdWrVwkGjQBwMBikurqa6upqiouLqayspKKiApNpdr+/QX8rHzT/HX0x17fV5GZb8QuUpG+b1bEV8XNrleL69etxOBJzzRxuGOTd2oFIe3fJpzCbQxG7lbNtP8BlyY17bUtKiXz39UhbPPwk5lBUQSVsvT0hGSA7x4TNLvCPSgJ+SU93mNx8VaejUCiSQyJT+D4LPIMRQHwYyBz7vNPj8RQDbuAx4BhG0PHfezwetYqqUNwBeTRG+nSBTe7vRo5jaWS7x1c7yZ4Kxcy40RtdhFqW/UjS/CuEEGhPPx9p+976BeG+ngn79PX14fUamYk2m438/Du/OCgUisSiadqsJVBznFEJ1KC5Ee+QnpCxzQar71aJvdSo0rkTE2QNtyrp04XKjauj1FyOBhSLSixs2OZMaNBPSnlbUHG+6QxmEB57ZTaFB/jLt2v4vxe6udZ9e0DRZdHYVZrG7z9QyP/+eAV/+/RSXthSwKYiF/bdUdURefIQ0u9HcTuyrclIygKjknnnw9PqF+vf2VAbIBSaJNo7T1h9dQhpJImGrPnolswpeihSBWlyTaz477oQ2SxcNDfSp+NYTcZ9ZJz36wcm2XvmCIsF8cjTkbbc/3OkTP51M1Nyc3N5+OGHeeGFF9i3bx/Z2dkTft7a2sobb7zBiy++yLFjxxgaGor7HFJKbvS+w/6bfzYhoFjgWseHK76hAopJorGxkc5Oo8TPZDKxadOmhBy3yxvkf55oj7T3laXz0NIsdpT8Htlja1sSybHmv6XXVx/fwa9fgpYGY9tmR+x6FHMgqqASstxZ9lhogsJF0Yri9ubbfZoVCoVivkjkisNnMOr+v+rxeN73eDwTZiQejyfk8XjeBfYCh4HvV1VVKb0jheIWZGsj1I8tDprNiO0PJndACSLbEV0I6vXVLuiXFkXq0euri1TCasLM0qyHkjugtZthydhiRDsgSiIAACAASURBVCDAyKsvT/hxbJViSUkJmpa6AQCF4l5jtkHF7Dv4KiabheKneLv06QPJHZBiRtTf8HPl/GiknV9kZvMOJ1qCJbi6uroiC782m41Fi+beJzkY1rnQ7uWlM5186fU6Xvh5PbXeqCfiUkd/ZFsAy3PsVK3L4T9/qJQffnI5f/LgIj60LJM81y0ygstWQ36xse0bQZ49Nuf/loWIPPxWtLFhOyJteh7sBUVmnC5jLhUMSFoakr/Qao2VPnWoKsWFht9dGdnO4WJkey6lT8fZV54e2T7cMERospLoWSD2fQRsYzKdLQ1w6eycnGc+sdlsbNiwgU996lM899xzLF++fMJ7ls/n4+TJk7z00kv88pe/pKGhYVrrEqOhQQ43fZvTbS8Rlsb9RRNmNhZ+in1LvorDkjVn/ybF5MRWKa5duxaXyzXrY4Z1yXeOtuINGImD+S4zX9hmKBeYNRsPln4Z15hEaUj3c6jxW3gD03+n0N97LbItdjyEcLoxBaNBxbD17l6qsfegtuagWldTKBRJI5GrmOOzrp/c8vmEUhGPxxMG/ghDevWPE3h+heKeQB59N9rYsB3hSrv7zgsItzUfq8mQOAuEhxkOdCZ5RIp7idgqxcXpD2A3T28Raq4QQqB99Nci7ZF/+SmyLrq4FOunqKRPFYr5JTaoOCNfxduCinf3UZsXZAhrjAJAKkvsyTNHow0lfbogaaoPUH3aF2nn5JnYusuFZkp85U5slWJ5efmsJevuRttQgNev9fGfDjTxqR/X8GfvNPGzK73U9xvVhLW+aIXZuvQBHlmazld2F/ODTyzjmx8u41Mb8lid58Q0SVBVCDHBIz1WlURhIENB5LGoN7a25/Fp9xWaoGy5NdKuu+5P+kLrRJ9b5ae40PC71iLHlrKyHR2k23qxWAXZeXMvNbg230mO0zjPoD/MuTbvnJxHuNyImOtM3/+zOTlPMhBCUFJSwkc+8hE+97nPsWPHDtzu6JxDSkldXR2vvvoqP/jBDzhz5kzEv/dW2obO8+bN/0DrUDTommEr4fGlf8nKnA8jUlgd4l6npaUl4qepaRpbtmxJyHF/fqWXi53G90ET8Ee7inFZo3MQuzmDvUv+GItmWCiMhvo51PgtAuGRKY8te7vg7AeRtnj4aZD6xErFSYKKOflmLFZjvjHqk/T1JD+5UaFQ3J8k8unnBgY8Hk/sk9iP4as4AY/HcxkYBPYk8PwKxYJHhsPIDw5E2to9In0KxsQ+O0YCtdd3c5K9FYrp4w8N0TgQzfhfNkOz9IRTuQ1Kx77zAT/6d/4C2XCTcDhMc3NzZLfS0oXvmapQLCTy8qIv6jOpVMyyl2LUKIG0tdPbN/UCwlxi8TUipOEfFDZno1uyp+iRPCZIn25R0qcLjdamAOdORL/vmdkmtj/oxmSeGynAGzeiFbiJlD4dCYY53jzE359o5wuv3uRf/6KW753q4GSLF394YiDKrIHXFJUo//w6yZd2FrO3LJ10e3zBBbHzkag08dULyO6OWf9b7ikunIShManHrFxYG59HVWm5FdPYr2RoUKe7M3kJH1qwD/NY1YkUZgIxySiKhYE02Qm4VkbaS7OuUrjIkvCK7DuhCcHeJdFqxffrBufsXOKxj8F4Jd+V88jGe+8d3eVysX37dj772c/y1FNP3ZbQOTAwwOHDh3nxxRd566236Ogw7s0hPcDpth9wsPGbjIaiMrTLs5/g8aV/SaZdvcMlm9gqxVWrVpGWNvuE/Bs9o/zz+WiA75Nrc1iTf7v/erptEXtK/zBiuTLgb+Zo03fR5eTPHvn+m6CPWSesXI9YVIoWGozM5XXNgTTdvdpSu0UCta05OO1/m0KhUCSSRAYVOwB3VVVV7CyrC7BVVVUVx+5YVVWlAQ4gdVc9FIpkcOUcDPQa2+mZhoTiPYTyVVTMBXX9BwmPTcKz7OXkOObfc+lOCCHQXvijqHTXiBf9239O+8VzBIPGeNPS0sjISG5VpUJxvxFbqdjX10coFN/Cs1mzk2YpMhpC0u9rRA8nryJmgp9iKkufdndE5d2V9OmCo6MtyJkPRgyzCyA9Q+OBfS7MlrlZYO/t7aWvrw8As9k8qwQcKSW1vaO8cqmHr73dyGdeqeEb77fwLzX9tA/fvhhXlGbhyRWZfG3fIv7PJ1fwyJpoYMEcmHkgUGTHBMqknKhOokA/HFWdELseQWjxVaZarBqLyyZWKyaLCVWKjnLQ5l4yU5F4fK71ke2l2VfmRfp0nFgJ1OPNQ/iCc+PfLHILJiT5yP0/n5PzpAKaplFRUcGzzz7LZz7zGTZu3IjNFvVjDYfDXLlyhR/96Ef8fz//B1678ifc6I1KMhvVaV9lc9GnMWnWO51CMY+0t7dHLEWEEGzdunXWxxwN6XzrSCvj0/oVOXaeX5971/3zXavZVvw7kXaH9xKnWr9/10p5GQwgD70ZaWuPPAUwQfo0ZM2/rd+tKAlUhUKRCiQyqNiIIXUaG0A8M/b3M7fs+yRgAZT+oUIRQ+zigtjxEGKOZJ6SxURfxXsvC1Ix/+hS50ZvVEJsWfZjCDH3GcTTRSxaQtbXvxOVMfYO0fhzT+TnixcvTqnxKhT3A1arNRLM13Wd3t7euI+R7YxWnYRsjQwOJE96aKKfYgpLn56OkT5dvQHhUtKnC4XuzhCnjniRY2varjSNHQ+5sVrnTvItVvp0yZIlWCzxLeYPjIZ4v26A7xxt5XM/vcEf/Us9PzzXxcWOEUK3rM3bzYJti9x8YVsBf/+xpfz9xyr4wrZCtpek4bBohKwFkX1nE1QEELuiagry6DtIfW4CBQsN2dcDF89E2mL3zFQnypdHAwQdrSG8w8m5N0/wU1TSpwuWnvAKQrpR/prl6KYwq2fezl2WaWNJhvF99oclx5uH5uxc4kMfj2zLk4eQPfFLwy80srKy2Lt3Ly+88AKPPvpojIqFxFnaDhVH8BNVs8izr+eJim9QFOO1qUgusVWKK1asIDMzc5K9p8eLpztpHTI8M+1mjS/vLsY8RXVyWeZu1uV9ItKu6z/I5e5X77ivPHUkWpGfnQsbjAS7WOnTsOXu0qfj5BaYMY9Ni3xenYE+JYGqUCjmn0QKwr8N7AIeA/5p7LOXgY8B/6WqqsoOnAPWA3+Bkef6ywSeX6FY0EjvMDJWW33nI5PsvTDJjpH+6RttQJchNDH3vhSKe5f24fN4xzL7rCY3pRk7kjyi27EsXUnWX3yb3r/4t+AbodkalTNR0qcKRXLIzc1lYMB4qe/u7iY/f+qs4FiyHeU0DBhSnoavYpjM7Pl/nonwCGZ/CwASQSBFKrXvhDwdK326K4kjUcRDX0+IE4eG0cfWqxxOwc6H3Njsc+shFRtUnI70aViXXOv2cbbNy5lWLzd7R5ksb788y8amIhebilysznNgMd3936ObM9GFFU0G0MJeRGgYaZ5ZUFxs3I50umFkGHo64fpFWKUWqeXRd4hErVeuR+QVzug47nQT+UVmOtuMCvS6637Wbb5dtm5OkWGsvoWR7KGYnNYWgRipYGn2NQCcI9V4HTP7bsaLEIK95en88JzxnvN+3SAPlc+NuokoWw4r18O1atB15Du/QFT99pycK9WwWCysXbuWNWvW0Nh6nVMd/5uQrT3ycxnWGLpeSkerjYHF71BZWUl5eTmapnwUk0l3dzd1dXWRdiKqFD9oGuLNG/2R9u9uzacobXoVqWvynmE42El9/yEALnb+BJclj7LMiVL/8t3XItti30ciRQSxlYrhSfwUxzGZBAXFFloaDLWFtuZgUt5DFArF/U0in4Q/BYaIqUr0eDwejMChG/gmRuDx20AWUIcRXFQoFIA8dRhCYxJMpRWIkrKkjmcusJszcFkM+QhdBukfbUryiBQLnZreqFTW0sy9mFNUisayfA3al75OwOGm3RmVMyqxp+Z4FYp7nVhfxa6u+DPys2KSZMaDisnA6ruJGAudhGwlSJMjKeOYCtnTCXVjlTsmE2JT6iWAKG5nsD/M8YNewmMKwTa7YOfDbhzOuV1MHRoaorPTELTRNI3y8jv70XV5g+y/0c9/PtjMZ16p4U/fasRzsYcbdwgoptlM7F2Szpd2FvH955bxnSfL+a1N+VQWuiYNKAIgNMIxcmSzkkC1WBEP7I205ZF3Jtn7/kDqOvJIjPTpnsdndbzYasWmugDB4PzKwllGm9B0Q3o1bM4gbIkvaUWROrQ1B6ntWx1p24bPwzzKDMb6Kp5r99LvmzufUO2JZyPb8uB+5MjwnJ0rFWkePMmZoW9PCCjq3nR6jq/F15oHCJqamnj99dd56aWXOHHiBF6vN3kDvs+JrVKsqKggJydnVsfrGQnyt8ejv/vdpWk8snT6QXwhBFuLXqDAtTY6xtb/Raf3SqQt665HbQDMFsSDH4r8LLZSMTSNoCIoCVSFQpF8EpbK4PF4qoE71Zt/Avg94JNACTAAvAX8F4/HE7/elEJxjyKPRhcVxK5HkziSuSXbUYE3aEiJ9PpuTqheVCjiYcjfTvvwhbGWoCI7ta8bUbGKtqrfRZ4xxpzrG8L2P/4K+dVvIHILpuitUCgSSayv4oyCivZSQAASaWunr8ULzHM1DLf4dqWyn2JMlSKrKqOS0IqUZXgwzLEDwwQDxiKV1WZUKLrccy/NH1ulWFJSEvG88od0LnWOcKbNy9lWL82DgbseQxOwMtfBpiIXm4tdLM2yY5pCwmwyQtZCLP5mAMyBdoLOmVcFi92PId/7FQDyzBHkb3wB4Zj/+0fKUHMJusYWcx0uxOadszpcXqEZd5rG8JBOKGQEFpeusE3dMUHcJn2qZO4XJMNDYYYGdEbEUoJhKxZTAHOwB3OgjZCteOoDJIB8t4U1eQ4ud/nQJRxqGOSjq7Ln5mRrN0PRYmhrAr8PeWg/4onn5uZcKUQw7ONs+/+hrv9gzKeC1bkfZe3qj9Nc0MqFCxeor6+PBG2Gh4f54IMPOHHiBBUVFVRWVlJcXKwsLeaJvr4+amqi899t27bN6ni6lHz3WBtDfiNBMMdp5ve2F8b9+zRpZnYt/gPeqfsrBv0t6DLM4cbv8NjSPyfdtmhileK2BxFp0aClaYL86d09HGPJL7RgMkM4BN4hnaEBnfTMe8s+SaFQpDZzXh/t8XhCwN+M/VEoFHdAtjdDrSGrgsmM2L538g4LmBxHBU2DxwHo8dWSukugilTnRl80EF/s3oB7GqbmyaYpHH05WTzcA71d6N/6j2hf/QYie3pZiQqFYvbEVip2d3cjpYxr8cCs2UmzFjMUaAEhGQg0EQrmYrbM44KSlAvHT/FUrPTp7kn2VKQCI14joBjwGwuoZgs8sNdFWsb8LFbFBhWzi5fw6pVezrZ5udQ5QiB890z8XKfZkDQtdrGhwIXblrjxhmwFhiYPs/dVpLQCFi2BlgYIBJCnDk+oWLjfkIffimyLB/YhrLMLAAohKF9uo/qMD4D6Gj/ly63ztuA/Mdkjde/LislpbzYUhMLSQkdgBSWOiwDYhi7MW1ARYF95Ope7jO/y+/VzF1QUmob40MeR/2Qs28m3f4l89KMIc3x+tguJ7pEbHG/5O4YDnZHPnJYcdiz6PfJcKwHD03fJkiUMDg5y8eJFLl26hM9n/D50Xaempoaamhqys7OprKxk5cqVkUQYxdxw6tSpyPaSJUvitjC4lV9e7eNc+whgpAv+4c4i0mY4f7CaXOwt/WPervs6o6EBgvoIBxu+yaN5f4j11OHIfuLRp6Pbuh9TeBAAiYmwZXrXuMksKCiy0No0LoEaID0zNRVLFArFvYkSAlcoUgB59N1oo3IrIi397jsvcLIdSyPbvb7aJI5EsZAJ6aPU9UUzSpflzE4qa75oaopK/pb4xkzauzvQv/VnyP6eJI1Kobj/cLvd2O12AAKBAENDQ3EfI9tRFtnW7Y0M9M2vBKop2IMp1GecX1gJ2hfP6/mni+zpikqfapqSPk1xRn06xw54GfUZwTuTCR7Y6543r56ugWFaWloBkMDfXNN48UwnZ9u8twUULZpgY5GLFzbn8zdPl/O/P17Bv9lRxO7S9IQGFAFC1qiiwGyDikIIxO7HIu1Y6c/7DTkyjDx9NNKerfTpOCVlVsZjId5hPeKxONeIsPcWn1uVPrlQaRsLKgKMuqK+p/bhC/Mqgbq7NB3z2KpdTc8orZNUaM8W8cBDkJFlNPp7kCcOzdm5kokuw1zs/Cnv1v3VhIBiacZOnqj460hAMZb09HR27drF5z73OZ544gmKiycGlnt7ezlw4AAvvvgi7733Ht3d3XP+77gfGRwc5OrVq5H2bKsU6/pG+cG5aJXgs2uyqSx0zeqYLmsuD5Z+BZMwbE68wW4O136TEGPPoaUrEUuiz4aJVYo5IKY/f7lVAlWhUCjmkzl5O6yqqtKATcBiwOnxeF6ei/MoFPcCUg8jj70XaWv3sPQpQJZjCQINic6gv5Vg2IclRT2gFKlLQ/8xgrqRUei2FlDoWpfkEU3N8PAwvb2G6rfJZKLkN34HvvdfDc2Szlb0b/0Z2lf/GpGeleSRKhT3PkIIcnNzaW425Ay7urpIT48voSfbUU7DgFGBZ/gqhsjJn5/AC4DVF61SDDqWgpi/c8eDPBMNGLBqA8J97yZOLXT8fp1jB4YZGdYB0DTY9qCL7Ny5+27pUnKzd5SzrV7OtHkZbK5h1Zgj4oA5k4A2seKjJN3KpmIXm4tcrM13YjPPT45sOCaoaPJ3GEGFWVS+iR0PIX/yEoTDcPMqsr0ZUViSgJEuLOSJgxAcC5IsLkcsmbmsbCxmi6B0qY3aa4a3Ye11PwXFc19xZR2pifjcBu2lKetzq5gc34ge8UoWAuyLVqK32NH0UUyhPsz+JkL20nkZS5rNxJZiN8ebDY/Dg/WD/Frl9OQR40VYLIhHnkb+7IcAyP0/Q+58+J6S9RwOdPJB89/REzOHsmgOthR9liWZu6bsbzabWblyJStXrqS7u5vq6mquXr1KMGgEdILBINXV1VRXV1NcXMz69eupqKjAbE7NOdpC4/Tp0xEZ2kWLFt0W3I0Hf0jnW0daCenG8SqybfxGZWKUg7Id5exc/PscafwOEkmvvZ8TH3ay8/URtEeenrCvKRi/n+I4+UUWNBPoYRga0BkeCuNOUxKoCoVifkj4k62qquorwJ8AsU65L8f8PBM4CFiB3R6PR5VmKO5vrl6A8QqltAxYtyW545ljzJqdDHsJ/aONgKR3tI4C15pkD0uxgJBSUtMblcpalv0YQqR+4X1slWJRURGWzTuQX/h36P/wX4xFxfZm9P/+52hf+et7ulpZoUgVYoOK3d3dVFTEt5idZS+LbBtBxfmtVLRMkD5N3WqYWD9FsVVJn6YqwYDk+PtehgeNgKIQsGWXi7yCxAdi+nwhzo75Ip5r9zLoj147G/zRqpHO/5+98w6PqzzT/v2eM1UzI41675aNi2zLRe64AiY2wQQiZxPiEEjb3SSbut9uAmmE3WS/QMqmbb7EBAhJULIUAwaMbdxtsOXerd7rSKMy/Zz3++OMzpmxZUkjTZXe33VxXec9c8qLNXPK8zz3/WjSEKfmsCAjDmWZRpRlGpBmjIwVn8ibIHJ6cKIdHHWC81ghqs0TPh4xJQClS4GzJwBIvdXJRz4VrOnGDPSIotIMlkpxmMISDWqvOwEKdHd4MGAVQm7hy6xPpwbtPoqflHQVNFoNnIa50A9UAQB0A+cxGKakIgCsLYiXk4oH663YXpocskQfWXsv6O6/AU6HZNF86Qwwb1FIzhVOKKWotx7B6bbn4REd8vrUuFlYlv0FGDSBJ2pTUlKwfv16rFy5EteuXcP58+flAlIAaG1tRWtrK/R6PebOnYt58+YFXMDGUBgcHMSlS5fkcXl5+aSO99yZTjRZpaIWDU/wtVVZUPPB+11lmxahLOOTON3+PACgdYYa5zcmoGyxf/Ja5atUDDCpqFITpGWo0d7itUBtcqNkDksqMhiM8BDUKGxFRcXzAP4LQAqARgC3+IxUVlb2ATgKoATAA8E8P4MRi9CjivUpWbYWZBpUsflZoNpqRtmSwbiVbtt1WJ1Sgo4nGhSa10R4RuOjsbFRXs7NlWwKSdlycJ/5OjCcFG1pgPjTJ0CHArdiZDAYgeHbV7Grq2uULUfGrMuH1H0FoNp29PbagjW1saGCn1IxWoPX1NIF1HhtqjgOZCGzPo1GPB6K9w8P+ln4li2PQ0Z2cBJ4boHiQscQnjvTia/srsMjL1fj58fbcKih3y+hyIseJLmVetNPbyjDCw+V4N/uzME9JeaIJRQBAITAo8mQhypX+6QPya32sUA99h6oEN7ChEhDm+qABu91TKWWrBeDSJyBR4aPOrHuhjOox78FSllScYrQ1qxYjA5fB50mxQJVO3gBoGLY5rMk2wi9V5XdOuDGjR7HGHtMHGIw+iX4xT2vhOxc4cLpGcTx5l/ig5bfyQlFAh6laR/FuoJvTSih6ItWq8X8+fPxiU98Ag8++CBKSkrAcUqo1W6349SpU3juuefw+uuvo6GhQVbbMcbP6dOnIYrS7y49PR05ORNX959qGcSb1/vk8WcWpyMnPvi9MEuS70JJrVEe35gH3LC+57eNv/1p4N9FZoHKYDAiRdCSihUVFRUAHgbQDkmBWAjAcpvNX4QUhdkWrPMzGLEItQ2Bnj0uj8kUtz4dJlmvqEF6WF9FRoD4qhTzzaug4SfX9yAcUEr9lIp5eUp1M1myGuTRryg2ak11EH/6XVDbYLinyWBMK1JSlBf3ifS+UfM6xGu8tkuEYlBogtMRniCjytEMTpQC5AIfD0EdHLumYONvfTqfqbCjEEGgOHlkCL3dPmrBpXpk52kmddz2ARd2X+/FUweb8fDfb+DxvU14+bIFdb23JnYSdDzWFcZjR6EHnNc6MjU1FYuL0qHiosd2z6MNXl9FAJI7SbxX7Wi1AJfPTP6YMQQ9ojzPkUUrQAzGUbaeGIUzlSBxU70LLmfortEqVzt4QSoKEzk9PNrpZ2c7FXA6RPT4XA+Hk4oufTFETnrn4IV+qB0NYZuTVsVhRZ5JHh+s7w/p+cimDysFj1fOgTbG7vt6x9BlvFPzLTT1fyCvM2kysKnoO5iT+mFwQXS7IYQgOzsb9957Lz796U9j+fLlMBqV6xqlFHV1dXjttdfw/PPP4/Tp07Db7UE7/1TGZrPh4sWL8ri8vHzCat0+uwe/ONEmj5flGHH3jIRJz3EkaHMd5u9qQfYNJdl3tv1PaOk/LY9Vk7A/BYD0LJX8c7X2CrANTq8CJQaDETmCqVT8DAAK4CuVlZXHx9j2JAARwPwxtmMwpjS06ijg8lZC5hSC5BZGdkJhIsknqWixM6UiY/zY3X1o7j8lj0uSNo2ydfTQ1dUFm01SMWm1Wj+FFABwy9eBfOrLyoqGaog//z6oI4zKJwZjmpGUlCRXkvf398PpDFzFkqgvkJdFfRP6esPzIn+LSjFK+x3RUz7Wp4uZ9Wm0IYoUVceG0N2hmMvMLdMjryjwan27W8TJ5kH87mQ7vrCrBp/fVYv/OdmBD5oH4fD4J3J4AsxL0+OTC1Px03sL8MePzMBXV2ZB098qbxOoHXE4CLZSkfA8yPL18lg8uneUracW1O0CPXFAHgfb+nSY5FQe8WbpOi8KQGOta4w9Jo7Gdl1elq7L0W/Nz7iV9hY3vLUNSErhodN7/46Eh9M4V95OO3g+rPNaW6AU5Rxu6Icghk7pRlLS/ezKaQyqFQXRjXPtf8GB+h/B7umV1xclrsfdxU/6OSeFAoPBgPLycjzyyCPYsmWL7FIzjNVqxZEjR7Bz5068++67aG9vZ+rFUTh79iw8HulZJSUlBQUFBRM6DqUUvzjRBqtDel5P1PH44rKMkNkJ0/1vggAof9uGpP44aR0ojjf/ChZ7LUBF8D4ODRMpElRrOKSmK25nTK3IYDDCRTCfdBdBevzaNdaGlZWVTgBWANFZVs1ghAl6bJ+8TFZtiOBMwku8NhsqTgpY2T29sLlvJ2pmMPyp6d0PCuklIDVuFsxh7GcyGaqrlQRAbm6unyXOMNyqjSCf/CdlRe01iD//AagzdBZHDMZ0hud5JCUlyeOJqBWT9EoxkKhvRF9PmJKKMdBPkVq6/a1Py1ZEdkIMP6hIcfZ9GzpalYTirFIdimaOL6FIKUV9rwMvX+7BE3sb8fDfb+CHB5vx5vU+tA3cGtBKN6pxb4kZ37ozG3/6aAmeuisfD81NRlGSDhwh8Hg8aGhQlD/RmFQUNIpSkXcGQakIgKzycSk59wHoYGgVSNECPXMCGHZkSE4DZpWG5DyEEBSWKN/pumonxBAlY5j16dRguDcZAGTk+FsuO4wL5GXd4EWAhk8RVJoeh0S9lDiwOgScax8K6fnI3YqpGD15WLIzjxH6nS3YW/d9XO3ZjeEMsYY3YnXuV7A061GoOF3Y5sJxHIqLi/HAAw9gx44dKCsrg1arXJMEQcCVK1dQWVmJl156CZcuXYLbzZJCvjidTpw/ryTxly5dOuEk4O7rfahqVX47/7IyC/G60LQfokODoO8fAADwArA6+TMwqNMAAAJ14XDjM7Dba0Go9Bwm8CZQXj+hczELVAaDEQmCmVQ0Ahj0JgzHgxYA02Uzpi20sxWoviINeB6kfG1kJxRGOMIhUVcgjy3MApUxDkTqQU2v0oNgRoyoFAGgtlb5jt9cqeoLd+dmkH/4nLKi+jLE/34SdAIKKgaDMTaT7avoey8T9U3os9zSTjz4eOxQO5QerS59lCYVfa1PZ5Uy69MoglKK81V2tDQqgacZd2hRMnv0hGK/U8Dh+n78/HgbHn2lBv+yux7PnenC+Q4bPDclarQ8wZIsAz67JA2/ua8I//PhInyhPAPLck2IU/O3HLuxsVEOpJrNZr+Ef7Tg8UkqqtxdQUkokKw8oHCm9wQe0PcPTfqYsYCf9emqTSAjFFsFA1T6YAAAIABJREFUi+x8DTRaKQDtsFG/pFGwIKITanu9PGZJxdjE7aLo8lFuZ+b420C79QUQeMmGlBMGobbXhW1uPEdwZ34YLVALSpRkvyiC7ns9pOcLBpRS3LDsxZ6aJ9DnY0+bYSzF5uL/RHb84gjOTrq3rVmzBo8++ig2bdqEtLQ0v887Ozuxb98+7Ny5E4cOHUJvb+9tjjS9OHfuHFxed6/ExMQJFx019jnxxzOd8vjDdySiLDN0bVTo0XcVV7LcQuhKluDO/G/IrVscHisONv8KTm9/VmEC1qfDZGSrZdOS3h4Bdlv4er4yGIzpSzCf3rsAmCoqKsaMGFRUVMwBEAegJYjnZzBiCnpsvzKYtxhkuKfKNIFZoDICpbm/Cg6P1FBdpzIj27QkwjMaHx6PB/X19fJ4tKQiAHAbtoJUPKasuHYB4q+fAnWHzrKLwZiuTLavolmXD6lNOEC17ejttYXevqr/GgikYIFbkwmqCn4fsmBAq3ysT5cw69NogVKKS2cdfjaQBTM0uGO+7pbKf0GkuNplx5/Pd+Gbb9djx99v4CdHW7G/1gqL/dYEer5Zi22zk/CDjbl48aMleGJ9LrbOSkJWvGZMVYFv8U1xcXHIrMgmA+X1EHjpVZdQD/ggOW349lSnx6a+BSrt7gCuelUnhIS8pzzPE+QXK8mhuhvBL9RS22tBvPXSHk0GRFVo+nMxQktHqxve+D4SEnnEGW4KlxEOTuM8eagLtwVqofK9OtF0q7V0sOF81YqH3gG1hVYdORkcHisONz6D023PQaBS4QBH1CjLeBh35n0DenX0xFrUajXmzJmDj33sY9i+fTtmz54NnleKbZxOJ86ePYsXXngBr7zyCmpqaiCK0zNJ5HK5cPbsWXm8ZMmSER1/xsItiHj6aCtcgvSMXmDW4pMLQ2ecR0UB9MBb8pis3wJCCOK1mViV+xVwxKs6dndjt7sHAqUQ1Cm3O9yYaLQcktMUxWU7UysyGIwwEEyd9zEADwGoAPD7MbZ9HJIPwYEgnp/BiBmoKIIeVxRXXIhfpqORZJ8+Bj1MqcgYB9UWpaq9OHE9eC40ViXBprm5Wa6ujI+Ph9k89kstd9f9ED1u0Jefl1ZcPgvxNz8C94//DqJWj74zg8EYN5NVKqp5HeK1Weh3tgCEwkGaYbelIM4QuoQIsV6Wl6NVDUN7exQ3BmZ9GlVcu+hA3XUlqZJToMa8RXo5iddtc+NM6xDOtA3hbPsQhly3D2QaNRwWZBiwKMuAskwDkuMmdn8SRfGWpGK04tGmg7dJCiGVq2NSyoJhSPka0Mo/AG4X0FgL2lQ3pfus02P7gOHiizkLQZJD3xGlYIYW1VecoBSwdAmw9nqQkBi850hf61NnlF6XGWPT5qNizcwZ+XrmMC5AnPU4AEA7eBEDqfcD5Fb1dSgoStQiJ16D5n4XHB4RHzQP4s6CELoAzFsMZOYCbU2Aww56+B2Qez4SuvNNkNaBs/ig5XdwCgPyugRtLpbn/CPMutGLOSNNeno67rrrLqxevRpXrlzBhQsXYLVa5c+bmprQ1NQEg8GA0tJSzJ07FwZD6NR10cbFixfhcEitQOLj4zFz5swJHeeFs12o75OefTQ8wddXZUHDh7Dv7YXTQJe397LBBLJMcSVLM9yB8qzP4kTLbwAAzdSJ/Z5eLJtEUhGQrlnDPbLbml0oHKedPYPBYEyUYF5FfwWpVPvJioqKhSNtUFFRkVBRUfFbAB+DlFT8ZRDPz2DEDtcuAMN9CYwmYH5sKK6Cib9SsRaUTs/qO8b46HM0oct2DQBAwKM4cX2EZzR+xmt9ejPcvQ+BfPjjyooLpyD+7r9APWGwV2Qwpgm+SsWenh4IQuB2hmG3QLVekRejNql4i/UpU+1EA9VXHLhxWUkoZuaoMXuRDufabXj2dCe+9EYtHnulBr98vx1HGwduSShyBJiVosM/lKbgv+7Jx/MPluBf12RjU7F5wglFAGhpaZGDhkajEenp6WPsETkETYa8zLvag3JMEmcEKVsuj+nRqatWpKIAelTpKc+tviss59XpOWTlKt/R2uvBVStqbNflZVfcxILejMji8VB0tt2+n6K8nS4XgleJyol2vx7HoYYQgrU+ScSDddZRtg7C+TjOv7fi3tdBPdGjgPKITlS1/hGHG5/2SyjOTN6Mu4q+F/UJRV/0ej0WLVqEHTt24P7770dhYaGfYn9oaAgnTpzAs88+i7feegvNzc2hd8aIMB6PB6dPn5bHS5Ys8VN0jpezbUN47apiJftIWRryzKFNuInvvSEvk9WbQDT+58s3r0Rp2kfl8VXRhjO2q5M6Z0a2cs3q6RLgdLD4GoPBCC1BSypWVlYeAvAMgHQAxysqKt4BYAKAioqKH1VUVOwC0Azgs95dvl9ZWXkhWOdnMGIJX+tTUr4WRDX9lEdx6mTovC9kHtGBAVdbhGfEiGaqLUqALSd+CfTqxAjOJjBqahR737y8vID2JVu3g3yoQllx9n2Iv/8J6AQSHwwG41Z0Oh1MJqlHkSiK6OvrC/gYSXpFUSTqG9FnCeHv09kD4pASGZSo4Nblh+5ck4Ce8rE+XcysT6OB+htOXDnvUFaYKN5yWvDJ/63Gd/c34dUrFjRab7XZTtKrsKk4Ad9cnYXnHyzBf91TgI/NT8GsFD14LjiKXN/7ZFFRUVRanw7j11fR2RG045JVPhao7x+IqsB9ULly3r+wcsGysJ3aV7XR2ugOWsCVc1ugcvcAAChRR+11mTE6Xe1uiN7btzGegyn+NskLwsFpnC8PtYPnwjA7BV9l4pm2IfQ7QlvIRJatA4bbtPT1gH5wOKTnGy+99nrsqfkOqnuVIgWdyoy1+f+KsoxPgOc0o+wdvRBCkJ+fj/vuuw+PPPIIli5dCr1eL38uiiJu3LiBl19+GS+++CLOnTsHpzP4ls7RwKVLl2Cz2QAABoMBd9xxR8DH6Hd48LPjSpxpcZYBH5oZWitc2t4MXDojDQgBWXvviNvNTrkPs3ml6O583yHU9U3896XTc0hKVa5bbcwClcFghJig6r0rKyu/AeCbAAQAd0Hqm0i867YCMACwA/haZWXlk8E8N4MRK1CHza+Cn6zcEMHZRA5CCJKYBSpjHLiEIdT3HZHHJUnhqWoPBk6nEy0tSvvgnJycgPYnhIBs+wTI3Q8oK6uOge78GajIEosMRjDwVStOxAL1VqViCH+bPtanbl0BwEVfURLt6wFqvGpKwvkpsBiRoabagQun7fK4VXTi2d4OnGobkvsLDaPiCBZkxOGRslT8Ykshdj5QjC8tz8Tq/HiYtMG3+KOU+iUVo9n6FLgpqegKXlIRd8wHkrw2oIMDwLmTwTt2FEGPKFb2ZPn6sFq6JyarYE6SvsOiCDTUBKdXtdZXpagvisrrMmNsfAPwt7M+Hcbhm1QcugyI4QveZ5g0uCNFSjIJFDjSODDGHpODqNUgG7bKY7rnlYgq5CgVcaX7Deyt+x4GXK3y+hzTEmwu/g9kGEsjNrdgYzKZsGLFCjz66KPYvHkzsrKy/D63WCw4ePAgdu7cif3790+oN3i0IggCqqqq5PHixYuhUgVmWU0pxS/fb0evtwd0go7Hl5dnhrxwybeXIuYvBUnNGHE7TrRjPW9ELlEKXk62/AEdg5cmfO7MHCWZzpKKDAYj1ATdRLqysvJpALkAvgDgeQDvAtgP4M8AvgSgoLKy8mfBPi+DESvQqmOAy1tNlp0P5EV38CSU+CYVLbaaUbZkTGfq+45AoFLgJ0Gbi5QYspVqbm6GKEqV8GlpaX6VpuOFEALy0CMgG++T19EPDoL+8b9BRWZrwmBMlsn2VTTr8iHV0AFU247e3iFQMTQBNxIL1qdVx5V+abPmgcSHtiKcMTJ1vQ787WI3fvJmCy6eUhKKndSFd8U++Ka+s0wabJmViCfW5eDFj5bgBxvz8MCcZOSbtSEPvnV0dGBoaAiApBzOzs4O6fkmi0eTBur9vfPunqAlEwjH+xUailPQApUO9oOePSGPSZisT30p8lEr1lc7IQqTv1b79lOM1usyY3REgaKjdfxJRY82G4IqCQDAiU6/70A4WFvoa4HaH/LzkXX3AlqdNGhpAC6fDfk5R8Lm7sGB+h/hfMdLEKl0F1NxWizN+gxW5n4ZWpUpIvMKNTzPY+bMmXjooYfw8Y9/HKWlpVD7FGS43W5cvHgRf/7zn/G3v/0N165dgyfG22VcvXoVg4ODACRr2Llz5wZ8jHdrrHi/eVAef3l5Jsz64PXSHQnqsPlZmHMbttx2W97VBZ4Q3KtORhInxQgoBBxt+gWsjpbb7jcavteunk4PXE4WK2AwGKEjJFfUysrKXgC/8/7HYDB88LM+Xbkhqi2eQk2yT19FplRkjASlIm74WJ+WJG2Kqd9MU1OTvBxIP8WbIYQA2z8DCB65+pEe3w+oVMDD/wTChbDRPIMxxfFVKk6kylvN6xCvyUS/qxUgFG5VCwYHUmBKCLKqi4o39VOcEdzjBwlapSjLmfVp+PGIFL/9oB3v1liRQzS4i0sE571v9lA33hZ6wasIFmUYUJZpwKIsA9KNkbOJu9n6lIv2+xmngaBOhMptAYEIlbsbHm1mUA5NVm4EfeMlaXDxNGifBcScFJRjRwP0xAFgONBdOBMkO/w2oZk5amh1BE4HhdNB0drkRk7BJL7/1AO1T2Ek66cYm3R3ejDsOKw3cIg3j3H/JgQO03wYeg8AAHSD5+AyzgntJH1YnWfC7091QKDA1W472gdcyDCF7jpODCaQ1XeB7nsdACC+8zL4uWUhO99INFpP4FTrs3CLNnldkr4Iy7P/ESbtyEqwqUhKSgrWr1+PVatW4erVqzh//jwsFov8eVtbG9ra2uRE3Lx58xAfHz/KEaMPURRx6tQpeVxWVuaXRB0Pzf1O/P6U4iawZaYZS7KNQZvj7aDHDwAObyFXRjYwe+Ftt1W5pUJGLeFwT/wyvDJ4Fg5PH9yiDYcaf4JNhd+FXh1YYZ4+joM5iUefRQClQHuLG3lFoe0fyWAwpi9R/tbGYEwtaFc7cP2iNOA4qUfBNMZXqdjnaIQgBseGiDF16Bi6hEGX1D9MzcUh37wywjMaP42Njbh48aI8nkxSEfAqFv/h836V/fTwHtC//i6iNkQMRqxzs1JxIr+nRL++ik3oswS/QlxvPQHikSquRd4Ijyb6gmi0zwJU+1ifLloR2QlNM+xuEU8daMa7NVZkEg02cYngvQnFIU6Aagbw3U25+NNDJfjW2hzcOzMxoglFSimqq6vlcbRbnw4j+Pz2eO8zSjAgqRnAzHnSgIqgJ94L2rEjDaXU3/p09aaIzIPjCQpmKAHW2uvOST1DqR2N4KjkQCOozBDUKWPswYhG/KxPs9XjKmD0tUDVDF0FwvgeG69ToSzTII8P1YdBrbjxPoB4w4dXzoE2hqcg2C3Y8X7z/+B486/khCIBwZzUbdhY+MS0Sij6otFoMH/+fHziE5/Agw8+iJkzZ/oV5djtdpw6dQrPPfccXn/9ddTX18fM++KNGzdgtVoBAFqtFqWlgVnaugWKZ462welVoucmaPCpsrSgz/NmKKWg770pj8n6LaNeS3iX4o6i1+XhzryvQ8VJ9yebuxuHG5+BR3TcbvfbkpmrJGCZBSqDwQglE04qVlRUfLmiouKxYE6GwZjq0OOKShFzF4EkJEZuMlGAhjfA5A3MUAjodTRGeEaMaOOGRQlAFZrXQMXpIjib8dPZ2Yk333xTtj5NT08PuJ/iSBCOA/nkP4EsXy+vo+/tBq38Q8y8KDIY0UZ8fLxcAe1wOGQrxkBI8ksqNga9ryLn6YfBskce2xJWKsG9KIKePqZYn86cy6xPw0if3YNv723E6bYhpEGNuzgzVN5gljaO4P4tiXh4SSrmpcdBzUeH4t9isciBQ7VaPenim3Dh11fRGcS+igDIqo3yMj26b+rc2+urJdtEANBoQJasidhU8os1GI69W3sF9PZM/Hrtb306E4ghNw2GBBUp2lt8koq541NECZoMeNRSURJHXdDaroVkfrdjbWGCvHywvj/k1wqSmgGyRHEfoO++GtLzAUC37Treqfk26q2KA4JBnYL1hY+jNO1BcCS0VpaxACEE2dnZ2Lx5Mz796U9jxYoVMBoVRR6lFHV1ddi1axeee+45nD59Gna7fZQjRhZKKU6eVHoKL1iwAFptYEq7v5zvQo1FSsapOIKvr8qCVhWGZ+ar54E2r0uRTu9naT4SKrfijuLRpCJRX4AVOV8E8Vqs9zrqcLz5NxBpYBamvhao3R0euF1T5DmCwWBEHZO5sv4MwA9G+qCiouIPFRUV/zuJYzMYUw4qiqDHlYpjboyHjOlCko8FqsXO+ioyFIZcXWgdUHp2zEiKTFV7oFitVuzatQtutxSgiI+Px8MPPxw0SzfC8SCf/jLIUiUgR/fuAn35+akTfGQwwgghxE+tOBEL1ERdgbws6psmFaQeCWP3bnCipIahunTYEiMXkB8NWnVUXvYNPjJCS0u/C/+6pwE1FgeKiQ4f4pOg8SadtTqCVeuN0MdFXxLa1/q0oKAAKlVsBIj9kopBVCoCXstgrbf/cnszUBveREWo8FMpLl4FEmcYZevQotVxyM5XFLp1150TPpbGdl1edjLr05ikp1uAyyk9P2t1BInJ47Qu91qgDqMdOBeK6d2W8hwjdCop+dDc70Jt78S/x+OF3L1NXqYnD4NaAu9DPR5E6sGFzv/F/rofYsitnCM/YRXuLn4Kqey3NiIGgwFLly7FI488gi1btiAvL8/v8/7+fhw5cgQ7d+7Enj170N7eHnXvjrW1tbKdq1qtxoIFCwLa/0LHEF6+rNjB7liYisLE8BQli/vfkJfJig0gurhRt/dVKgoaSUmZZVqIRZmfkte3DpzG2fYXA5qHwcjLFs6iCL9+sQwGgxFMJvt2ebtSvA8B2HabzxiM6cmNy0C3t5o5zggsKI/sfKIEXwtUC+uryPCh2rIPgPSik2EsjQl7G5vNhldffRU2m2TPo9VqsWPHDiQkJIyxZ2AQjgd59KuAj7Ugfft/QXf9JajnYTCmC759Fbu6Ag+SmXX5GH4sptp2WPttEITgBGrUtmroBpVgJS38BBCF1fm0zyI96wDM+jSMXOu24//saUDHoBtLOCPW84pCUaMlWLHOCIMxyP09g0QsWp8CNycVg6xU1Or81UDH9gX1+JGAOp2gJw/JY18b90hRWKIoX9qa3bDbAlOCAADxDELtbAUAUHBw62PnO8xQaG9WbEszxml9OozTxwJVa7sGMgGrwomiU3FYnmuSxwfrrCE/JykoUSyaBUHusRhMBpwd2Ff3Q1zuehXU+x6o5uKwIuefsTznC9DwoydqGADHcSguLsa2bduwY8cOlJWV+an9BEHA1atXUVlZib/+9a+4dOmSXAwbSW5WKc6fPx96vX7c+w86Bfz0WBuGn74XZsThvjvC4wxGuzuAc8rcyfotY+wggHf3yEOPj3X2jKSNuCP5Q/L4hmUPrve8E9B8mAUqg8EIB9FXsspgTFF8gwKk/E4QdeR62EQTyT5JxR6WVGR48Ygu1PYdlMexoFJ0uVzYtWuXbOXG8zy2bt2KtLTQ9HAgKhW4z37Dr0CBvvFXiG+8FJLzMRhTmckmFdW8DvHaTGlAKARNC/r7gqBWpB6Yul5ThsnlQMLsyR83BNAzx2+yPp3eFu/h4P3mATy+txF2p4hNnBkLOcXyzBjPYfUmI0wJ0ZlQtFqtsiqY4zjk5+dHeEbjR9CkgEL6d+U9fUFPJJBVyjMPPXkY1Bl6BVIooaePAXap2AppWUDJ3MhOCEBCIo/kVOlvSClQXx34v7HGrlifunV5oHxsWPQzFCil/v0Uc8ZnfTqMoEmD29vKg1APNENXgjq/sVhbEC8vH2oYgCCGXnXG3fOAvEwPvQNqC9wyfiQopajtPYg9td/2cy9KjbsDm2f8B/ISlgflPNMNs9mMNWvW4LHHHsOmTZuQnp7u93lXVxf27duHnTt34tChQ+jt7Y3QTIGGhgZ0dnYCkN6jy8rKxr0vpRS//qAdPTapp7lJy+PLKzLBhcmSmh54Cxi2KZ2zECRz9LYnvLsHBNL2gioB4Pxjg/PTtyM3XnnHP9P+Ipr7T417Pr7Xss52Nzzu6FKkMhiMqQFLKjIYYYA67P6WYMz6VMasywNHpJf6QVc7nJ7BCM+IEQ00WU/AJUjfBYM6BZnGhRGe0egIgoDdu3fLL0KEEGzevBnZ2dkhPS9RqcF9/v8A8xbJ6+hrL0J85+WQnpfBmGpM1v4UABJ1vn0Vm4LSVzGu95Dcc0XktKD5FZM+Zqigp3yecxYz69NQ8/aNXvzoUAvUAsF9fBIKfHoOp2WqsHqjKWoVioC/9WleXl7APZMiClFB0CiFCLyrM7jHnzFbSr4BgN0mJexjGD/r09WbAlKChZLCmcp3rqHGBcETWNBV62N96mJ2jDGJ1SLAYfeq4TQEyWmBuwA4jYo9o27gfNDmNh4WZBiQoJOu8712Dy502EJ/0nmLgUxv/1uHHfRwYAqqkXB6BnCs6Rc42fp7eLxW7xzhMT9tO9YV/Dvi1MmTPsd0R6VSYc6cOdi+fTu2b9+OOXPmgOeVZwSn04mzZ8/ihRdewCuvvIKamhqIYuAK7olys0px3rx5iIsbvyr1vbp+HG0ckMdfXJaB5LjAigQmCnU5/e5z3IatY+7jZ32qTr3lc0I4lGd/Hsn6kuGz4ETzb9BjG1+7IFM8D1O8FO4XBSmxyGAwGMGGJRUZjDBATx8HnN4q5sxcoKBk9B2mETyn8drGSVgcTK043aGU4oZlrzwuTtoIjkTv7YpSir1796KxsVFet27durBZuRG1Gtw//jswWwlq0L//EeLeXWE5P4MxFUhOTpYD3X19fXC5XGPscStJet+kYiP6LJ5JzYlzW2DoVXoxDyXdDWiCa6UcLKi1F7hxSRoQwqxPQwilFC+e68JvPuhAClXjfj4ZyUQJnBXN1KJ8tQFqTXQkbm6Hb1IxlqxPh/GzQHUG2QKVEJBVG+VxLFug0s5W4PpFacBxICuip7AyI0sNfZz0O3G7KJobArjuUxEam2Lf64pj73axSFuLEmjPyFKD4wK/bvr2VdTYboAI9qDMbTzwHMGafEWteLC+P+TnJBwHctf98pjufR3UM/GERfvgRbxT8200DygqLJMmExsLv4fZqVuj+h0wVklPT8emTZvw2GOPYfXq1be06WhqasKbb76JZ599Fh988AGGhoKjRh2NlpYWtLW1AZDcCxYtWjTGHgptAy78z0nlPnzPDLOfNXCooScPA0PehGZyGlC6eMx9hgsGAcCjuTWpCAAqToM1eV+F0fu8IVAXDjc+g8FxFjL5WaA2saQig8EIPuwOzWCEAXp8v7xMVmyImgrdaMGvr6KNJRWnOxZ7DXoddQAAnqhRZF4b4RmNzrFjx3Dt2jV5XF5ejtLS0rDOgWi04P75caXPCQD60u8hvrc7rPNgMGIVlUqFxETFrrOnp2eUrUcmUVcgL09aqUgpTF2vgVApMenWZsEexdZf9LSP9WnJXJAEZn0aCjwixS9OtKPyYg9mEB228EmI87o9EAIsWKrH3DI9yAQC4+FkaGhIDh4SQlBYWDjGHtGHR6P0eVa52oN+fLJiAzAcTL9yTurXFIPQI0qRGEqXgJiTIjeZmyAc8eutWHfDCUrHp1ZUOdvAeR01RM4AjzYrJHNkhA5KqV+gPSNA69NhRHUS3FrJmYRAgHboUlDmN158LVCPNw7A6Qm9uowsXw/Em6VBXw/oySMBH0MQ3TjT/mccbPgx7B7FcrM4cQPuLn4SSfqCIM2WcTt0Oh0WLVqEHTt24P7770dRUZFfnGpoaAgnTpzAs88+i927d6O5uXnc18hA8VUpzp49GybT+JKCHpHimaOtcHi/91kmDR5dHJrWIyNBKQXd/4Y8Juu3gHBju0T4KRVvk1QEAK3KhDvzvgENL9nbO4V+HGp4Gi5h7ERvZo5iqdrR5g5ar3cGg8EYhiUVGYwQQ3s6gateKxTCgSxfF9H5RCNJeqVC3beHAmN64qtSzE1YDq0qfJWGgXLmzBlUVVXJ47lz52LZsmURmQvRasF96QnJNs0L/fNvIR7eE5H5MBixxmQtUCXVvRSModp2DAw44J5gDxPt0CXZWo+CYCB1m5JgiEL8LN4Xr4zgTKYuNreAHx5oxv5aK5ZwRqzjzeC9wT+1hmD5OiPyimLDQrS2Vikgy8rKCsjiLFrwUyq6gp/wI4nJwFzF+p0e2z/K1tEJFQS/eXOro68/dm6RBsMOgANWET2d41OYa2xKP0VX3Iyovj4zRmbAKmJoUEpE8CogNSNw69NhHD4WqNowW6CWJOuQZZISonaPiFMtoW8lQtRqEB+LR/rOywElm6yOZrxb+11c73lLXqflTVid91Usyfo0VFxs3MumCoQQ5OfnY+vWrXjkkUewdOlSv/uyKIqorq7Gyy+/jD/96U84d+4cnEHs9dve3o6mpiZ5LosXj630G6byYjeu90iOYDwBvr4qCzpVGK/HNVeBRu8zjUYDMs77nMpHbegZwf7UF5M2A6vzvgrO60ox4GrF0cafQxBHVx+aEjgYjNK/heAButon56DCYDAYNzPxJyeJpIqKipHecJIA4Daf+UIrKys3jrENgxHT+KoUMXehFCRg+JHso1TssdeCUsrUnNMUh8eKpv735XFJ0l0RnM3oXL9+HYcPH5bHhYWFWL9+fUS/u0SnB/fl70L86XeAOm9C4oVfQeRV4FgvVwZjVFJSUmTVcVdX1xhb34qa1yFem4l+ZytAKERdM6yWRKSkB6Z+IKITxq7X5bE9vhweXW7A8wkXtL8XuO5rfcqSisGm1+7Bkwea0GBxYRNn9uufaIznUL7GENX9E28m1q1PAUDQKklFPgRJRQAgKzeBXjwNQLJApVt0aaqQAAAgAElEQVS3g3AxlLy6eBqwWqTleDMwb0lk5zMCGg2HnAINGmok69PaG85xXbM1rJ9izNPuY32anqkGz0/8+d1pLIWpR3IH0dhrQIRBUK+yKNQQQrC2IAF/uSAVQx2s78cqH0vUkJ133b2gb/1davHS0gBcPgvMLRt1H6nFxbs43/FXCFT59880zkd59uegU0Wnxft0wmQyYcWKFSgvL0dNTQ3Onz+P1tZW+fPe3l4cPHgQx44dw6xZs1BaWupXlDcRfFWKM2fOhNlsHtd+Vzpt+NtFxVnkEwtSMSNZN8oewcdPpbhsHYhhHMXQlIJ3j0+pOExq3Ewsy/4cjjf/CgDQabuCk61/wLLsz9829kAIQWauGtVXpARwW5MLGdnh6TPJYDCmB5NNKmoArBvl89E+AwCmv2ZMaSilfhW60dRHJJowaTKg5vRwi3Y4hX7Y3D0waFIiPS1GBKjtPQjRa/eXpC/261EWTTQ1NWHPHkUBmJmZiXvvvRdcFAT7iD4O3L98D+IzTwCNNQCloH/8BUSeB7csuq1kGYxIkpKi3HcmklQEgERdoZRUxLAF6pyAk4oGyz7wgtQXSeSNGEq+Z0JzCReS9anXbm3G7KiyN5wKNPc78f39zbANCbiPT/Lrn5iWqcKiFQao1bFTiOV0OtHc3CyPYzapqEoEJWoQ6gYvDIYkiUAWloPGGQHbINDTKfUmvGP+2DtGCeKRd+VlsmIDiGqyoYfQUDhTKycVO1o8GBoURk3SE9EJtaNBHrN+irFJW7PSQzNzgtanw4hqM1y6fGgcDSAQoR28BEdC+JxL1hbGy0nFqtZBDDgFmLShLTQhBhPI6rtA90lFUOKeV8CPklS0u/vwQev/Q/ugouTkiRoL0v8BM5I2sYLiKIPnecycORMzZ85ET08Pzp8/j6tXr8LtlpLBbrcbFy9exMWLF5GZmYn58+ejuLgYqgCv811dXairq5PHS5aMr/hkyCXgmWNtEL0R5Xnpcdg2O7zPn7TPAnr6mDwm67eMaz8iDIITJXWlSDQQ+fEVAeQlLMeQqxvnO18CADRYj8KgSUVp2oO33SczR0kqtre6IQoU3CQKKBgMBsOXyTzZPxe0WTAYU5XqK0CXt8+K3gCyMDK2iNEOIRyS9EXo8Pag6LHXsKTiNESkAmp6lSR8tKoUOzs78cYbb0AUpSB6YmIi7rvvvoBfokIJMRjBffX7EJ9+HGiuB6gIuvOnoCo1syZkMG6Db6V1T08PRFEMuFAgUV+ABqtkBSrqGwPuq8g726DvU6xEB5PvBeX1AR0j3NBTvtanqyM4k6nH1S47fniwGXonh/v5ZOiJEiQumqnFnAW6qO+feDN1dXXy/TM9PX3cfZOiDsLBo0mD2tkCAFA5O+GOC3JSUa0BWXYnqLc/Mj26DyRGkoq0vxe4oKhPyKrosz4dxhTPIzVDJVvD1d9wYW7Z7a+7alsNCKTvsFuTCTGKbfoZIzM0KKC/T/obchyQljl59Y7TOB8ab7JZN3g+rEnFTJMGJck63OhxwCMCRxv7sbkk9L2Nycb7QPe/KRUWXT4L2lgLpNz6Dt/SfxonW38PpzAgrzPr8rA8+5+QoMsO+TwZkyM5ORnr16/HqlWrcPXqVVy4cMGv93hbWxva2tqg1+sxZ84clJaWIj5+fImyU6dOycvFxcVITh6fq9fvTnagc0hKcBo0HL6yIhN8mJ+H6KG3AcH7nF8yByR3fMXQKrfSYkHQpEpNscfJHSlbMOjuRG3vewCAy12vwqBORVHinSNun5DIQx9HYLdReNxAd6cnKNc7BoPBACaRVKysrPx0MCfCYExFfK1PydLVIBrWH+B2JOmL5aSixV6DvDC+iDGig9aBM7C5pRcULW9Cbnx5hGd0K1arFbt27ZKrNA0GA7Zt2wadLrxWK+OBGOPBfe1JiP/3W0BbEyCKEP/f/wXH/xsrcGAwRiAuLg5xcXGw2WzweDywWq1ITAwsKJekUwIKor4Jva0B9C+hIkxdr8nBape+CA7T6FZikYb29/lbny5eEdkJTSHebxrAT462Ik/UYg2fIPdPJBwwf7E+Zvon3oyv9WlRUdEoW0Y/Hk2GklR0tcMdF/z/H7Jqk5JUPH0U9OOfB9FHfw9Kevw9Jdg6YzZIZk5kJzQGhTO1clKxsc6JWfN0UN1GAcysT2OftmbFejM1Q3Xbv3UgOI3zYOx+AwQUansdOE8/RFXobUiHWVsQjxve3nIH68KUVEzNAFm8EvTUEQAAffdVYJHy/uYRHTjb/he/olEAmJX8IZSmPQSeY8mNWEKj0WD+/PkoLS1Fa2srLly4gOrqarlQyG63o6qqClVVVSgoKMD8+fORn59/WxWqxWLBjRtKf9qlS5eOax4H66w4UN8vj/+5PAOphvB+l6jHDXroHXlM1m8dZWt/eFdg1qe+EEKwOPNTsLl7ZNXvqdadiFMnIcM4b8TtM3M0qL0+bIHqZklFBoMRNCLv08ZgTFGo0wl6Uum3Rlay9qGj4dtX0WKvjeBMGJGi2rJXXi5KXB91L5o2mw2vvvoqbDYbAECr1WLbtm1RrbIgpgRwX/8hkO6tAhYEiL/9MeiFU6PvyGBMU3zVihOxQDXr8gFIwROqbYfd7oTDLo5rX91AlaxyoOAxkHp/QNXLkcDP+rR4NoiZ9Y0OBm9d78WPDrdgATVgHW+WE4pqDcGKtcaYTSi63W40NCi2kTNmzIjgbCaPR6P0VVSFqK8i8oqB7Hxp2eWSg/fRDKUU9IjyTEdWR6fzhC9pGSoYTFJoxOMGmupdt91Wa1OC4Mz6NDZp90kqTtb6dBhRFQ+3t20DAYV28EJQjjte1uTHY1iodbnLjs5B9+g7BAlyzwPyMj15GEK3dC202Ouwp+YJv4SiXpWIdfn/hoUZ/xB173mM8UMIQXZ2NjZv3oxHH30UK1asgNHor9Svr6/Hrl278Nxzz6Gqqgp2u/2W4/iqFAsKCpCWljbmuTsGXfjtSeV+u6EoISw9RG+GVh0DrL3SwJwEUrZ83PuqXJ3yskcdeD9KjvBYmfNFmHV50lwg4FjTL9DnaBpx+8xc5bfW1uKGKLIuZAwGIziwpCKDESLomeOAw/vwlJ4NFM2K7ISinCS90lPHYq+DSAOzjGPENv3OFlmpSkBQnLg+wjPyx+Vy4fXXX4fVagUg9ZnYunXruC1aIglJSJQSi6kZ0grBA/HX/wl6+UxkJ8ZgRCG+fRW7u7tH2XJk1LwO8dpMaUAoRF3LuCxQiTAEY/db8tiWuAaCZuzgSqShVT7Wp0tWRXAmUwNKKV4424Xfn+zEBmLGAk4J0pniOdx5lxHJadFjtR0ojY2N8Hi8fZOTkgJWAkcbgk9SkQ9RUpEQ4mcdSo/uHWXrwHALDpxq+CuO1z4LlzAUtOOi5irQ7u2bqdWDLI7+awMhBIUlSrK+7oYTlN4aeOVd3eA9FgBSLyy3Pj9sc2QEB7tNRG+PdF8mBEjPCl5yy2FU7InDnVQ061VYmGGQx4ca+kfZOniQghJgplchJQgYfOMlVDW+hL2138eAq13eLje+HPcU/wfSjXPDMi9GeIiLi8PSpUvxyCOPYOvWrcjLy/P7vL+/H0ePHsXOnTuxZ88etLe3g1IKq9WKa9euyduNR6UoiBQ/O9YGm1sqZsswqvHZJZF5VqbvvSkvk7WbA+oZzLsnrlQcRs3rsSbv69CrpOcot2jH4canYXf33rJtYjIPnV6qOHC7KCxdAbioMBgMxiiwpCKDESL8rE9XrGfNx8dArzZDr5KaawvUhX6vnRRjenDDsk9ezjItjqqemoIgYPfu3ejokAKGhBBs3rwZ2dmx0wOEJCaD+/pTQLL3xcvjhvirp0CvhTfgwWBEO5NVKgJAop8FaiP6LGO/vBt73gYnSoVIgsqMoSgrrBgJOmAFrl2Ux2QR69c6GTwixc+Pt+HtS724j09CAafYaqdlqrBqkwlxRn6UI0Q/1dXV8nJxcfEoW8YGHu1NSsURklDBgCxfB/Dev33NVdDhhN0ksDpa8G7td/F+/XM43VSJI40/gyAGJ9BIj7wrL5PyNSC66O4LO0xugQYqb35paEBEZ/ut/x6+1qdufTFAYjfJP11pb1EUfMlpKmi0wQuJOY3zQL0hNo2jAZy7L2jHHg9rCxXF1sE664iJ8VDA3S2pFe1xBG9r38SJuj+CQkrcqjgdyrM/hxU5X4RWFdy+s4zogeM4FBUVYdu2bdixYwfKysqg1SqFGoIg4OrVq6isrMRf//pX7Nu3T/5+5uTkIDMzc8xz/O/lHlzukp6VOQJ8bVUW4tThfy6iDTVS8QwA8CqQNfcEtL/Kx/50IkrFYeLUSViT/3WovM+LNncPDjc+A7fg8NuOEIKMbB+1YnN4VMwMBmPqw5KKDEYIoJYu4Mo5aUAIyIroDw5GA74WqD22mlG2ZEwl3IId9X2KVXBJ0qZRtg4vlFLs27cPjY2N8rp169bFZDCUJKdKisVEb8LW5YL430+CVl+O7MQYjChiskpFAEjUF8jLUlJxdKWi2l4Pfb9iATWQ+mGA00zo3OGEnvGxPp0xGyQx+pXb0YrNLeDJA824VGfH/XwykokS/CmapUX5agPUQej5FUkEQUB9fb08jsX76M2IfDxEbzCPEx3gPNaQnIeYEoD5ioqDHt03ytZj09B3DO/WfgcDrlZ5XZftKk63PzfpJAR12PwsWn1VltGOSk2QV+ijVvT2oPJFw6xPY562EFifDkN5A1xxyrVN6+15Fi6W5Zig5aV7RaPVhfq+W7/DIaF0MTy5OTjygAHdWUqIMVk/A/cU/xCF5jWswHoaYTabsWbNGjz22GPYtGkT0tPT/T7v6upCc7NSHDMeleL1bjv+cl55Lv9YaQpmpUSmYIW+94a8TJasAkkIwHVBdIPzSMUGFASCenLPzom6fKzM+RKIN7Tf66jH8eZf3eL65WeB2uwOW8EBg8GY2rCkIoMRAuiJA0q18uwFIEkTr0CaTvhboLK+itOFeutReESpos6kyUKaYU6EZ6Rw7NgxXL16VR6Xl5ejtLQ0gjOaHCQ1A9w3fggkSKpgOB0Qf/590Npro+/IYEwTzGYzVF4Lo6GhIbmHaiAk+SkVm9BnEW7/8k4FmLpek4dOwxy4DLMDPmckoKd8rE9jwN4wWum1e/Dtdxsx2C5gC58EPZGq7gkBFizVY+5CPQgX+8HY5uZmOJ1SgNtkMvmpgmMWQuDRZMjDkPVVBMD5WqAefw9UCLxNgCC6UdX6R5xo+Q0EKvUMJD7hgNreA7hh2TOpedKTRwCnVyWRmRtz7R8KSpSCjq52Dwb6ff6dqQdqn/cTllSMPZxOET0+1n++6p2gncPHAlUX5qSiXs1hWY7S6/1gXXgsUEGAD+5LgDXVe/8SgbnmLdhQ+DiMmvQxdmZMVVQqFebMmYPt27dj+/btmDNnDnjeX1mYkZGBnJycUY9jd4t4+mgrhlsBzk7V46G5kSlkowP9oO8fksdk/ZaA9ufdPSCQ/kcEdSIQhN6imab5WJz5KXncNngWZ9pe8Hv3SE5RQaOVniWdDgpLN2s1xGAwJg9LKjIYQYZSCnrM1/p0QwRnE1sk+1R29tiZUnE6QClFtUWxySpJ2hQ1laxnzpxBVVWVPJ47dy6WLVsWwRkFB5KWJSkW483SCocd4s++B9pQPfqODMY0gOM4v16pE1ErmnX5AKTrGNW2w+V2wjYkjritvu8YVN6eQ5SoMZByX+CTjgB0oB/wsU9m1qcTo7nfiX99uwHJVjXW8Wbw3vufRkuwYr0ReUXaMY4QO9TUKM91xcXFUXOvnywezU0WqKFi3mLlvm21AAH2RR5ydWN//Q9R3auoHE2aDGxf/EvMTFMcVc62v4j2SfSC8+35SFbfFXN/Z4ORR3q2Ymnqq1ZU2xvAeZOxgioJQhRZ9TPGR0eLG954vrfPWPDDYU7DXFBIiRO1swW8uyfo5xgNXwvUQw39EMOgSDrf+Te0ahTl2eK9Nsz+1X6Q1slbNTOmBunp6di0aRMee+wxrFmzBikpKUhKSsLGjRvHvE/8vqoD7YOSwjhOzeGrKzPBR6jYih55F/B41c75MwIunFH59lOchPXpzRQnbcDslK3yuLp3H673vC2PCccsUBkMRvBhSUUGI9jUXgM6vP0AdXqQshWRnU8MkagrwHAgtt/ZLKvXGFOXTtsV9Dsl+y0Vp0OBeXWEZyRx/fp1HD6sWLIWFhZi/fqp0xuVZOaA+9qTgNEbeLAPQXzmO6BNdZGdGIMRBfgqqCaSVFTzOsRrvb1hCIWoaxnRApXzWGGwKAH4oaSNENXmwCccAeiZ44DoTZQW3wGSxILrgXKly4bH327EAocBCzilz5QpnsOaTUYkp06dXm2iKKK2VlF4TQXr02EEn76KvLdAIBQQngdZriT/RJ/k3Vi0DpzFntrH/VxAcuPLcVfRD5BsLMT6WV+R3UIoKI41/VJ+NgsE2tbk32cqRts/FJUoyfzmehdcLula59tP0WmYGfZ5MSZPKK1Ph6G8Hq445fuhHQivWnFhpgHxWimp2WPz4FJn4I4LgVDXdxhXuxU7yJmnnCi47Aa62iH+5zdBq46F9PyM2EKn06GsrAwf//jH8fDDD/sV8o3E0cZ+7K1RrMU/vzQd6cbItAigggB6YLc8Jhu2BBwb4F2d8rKgCa5jQ2naR5EbrxRAn+34C5r6T8pjfwtUF7NAZTAYk4YlFRmMIOOnUlyyGkQ7darMQ42a1yNemwVACmr02hsiPCNGqKnuUVSKBQmroOYj0xvBl6amJuzZo9h/ZWZmYvPmzeC4qXXLJNn5UmIxzhvMtg1CfOYJ0JbG0XdkMKY4vn0Vu7q6Rtny9iT6WaA2oq/n1qSisesNWfXi0aTBZo4dC1Fa5WN9uiR25h0tnGgawI/3tWC9aEa+tycfAKRlqrBqkwlxRn6UvWOP9vZ22UpYr9cjMzMzwjMKHuGyPwUAsmqjMjj3Aejg6NaGIhVxoeNvONz4NFzCkHQM8CjLeBgrcr4oP3OpOA1W534FepVkje4WbTjc+AycnsGA5kePKM90WFAu9YKMQZLTVDAlSM98ggA01UrXadZPMbZxuym6OxTr01AlFQHAYVJaJYS7r6KKI1idHx4L1K6hazjV+gd5nGUqw6rl3wLRed/nnA6Iv/0RxFdeABWZ3SIjMLptbvz6faVY586CeKwrjOB95fxJwOJ9LzDGgyxdE/AhVC7lvcITRKUiABDCYVn255AiFzVQvN/8G3TbJDeilDQV1BopCeqw0TF7vjMYDMZYTK0IKYMRYajLCXpSUTeRlRtH2ZoxEsl6ZoE6XbC5e9AycFoez0i6K4Kzkejs7MQbb7wB0avASUxMxH333Qe1OnSBh0hCcgvBfe0HgN4grRjsh/jM46BtzK6IMX3xVSpOOKmoL5CXRX0j+iwev881Q9egG7oojwdStwEkNpRpdKAfuKoESckillQMhN3Xe/Hs4U58CElIIsq9pXiWFuWrDVCrp4Yi3hdf69OioqIpVaTj0aTJyypXJ0BHtjoOBiQrDyj0Bgs9Hr++Tjfj8FhxsOHHuNy9S16nVyVhQ+G3MTP5nlvUFXq1GavzvgqeSAqQQVcHjjf/EiL1v3bdDupxgx5/Tx5zqzeNsnV0QwhBoY9ase6GE3BZoXa1AQAoOLj1U0dtO13obHXLAvt4Mx/S4g2XYQ6o956udrX7qZPCwdoCJfFyrHEALiH416UhVxeONv0cIpUSEwnaXCzP/kfErdqEpB/9DkhVCi7o7r9B/O8fgtoCK1RgTF9ESvGzY20Y9CrF0wwqfH5pZPtzivsVRS5ZczeIOnDFJO9WHFCCrVQEAN5bJGT0FjwJ1I0jjc9g0NUBjiNIz1LeNZgFKoPBmCxT542OwYgC6LkPALtUCYzUDGDG7MhOKAZJ0hfJyxaWVJzS1Fj2g2L4RWE2EnTZEZ2P1WrFrl274HZLD9gGgwHbtm2DTqcbY8/YhuTPAPeV7wHDVcX9fRCffhy0M3DrMwZjKuBrxdTb2wuPZ3xBdV+S/JSKTbD2ChBFr82Q6IapSwn0202L4NYX3nyIqIWePcGsTycApRQvnO3C/lNW3MslQU+kgDYhwMJyPeYs1INEqEdQKKGU3tJPcSpBeQMEXlIFEeoB77aE9Hy+BYv02MgWqF2269hT8wQ6hy7L69IN83B38ZNIGUVhl6QvwLLsz8vjjqFLONP+4vgmdv4kMOC1qDMnA3PLxrdflJKTr5EVHXYbhaPtmvyZW5cPyjEnmlgjHNanw1BOC2fcHfJYF2YL1FkpOmQYpf/HIbeIqpahoB7fLdglNbMwAADQ8vFYk/c1Rf2cXwzu28/4XwcuVkF86hugrcwRhTE2r16x4EKH5HDAEeArK7Ng1ETOxYG2NioFdYQDWXfvBA5CwfsqFUOQVAQArcqEO/O+Aa332cQpDOBQw0/g9AwiK1dJhLY1u5kFKoPBmBQsqchgBBF6bJ+8TFZumDL918KJv1KxdpQtGbGMILpR03tAHpdEWKVos9nw6quvyvZsWq0W27Ztg8lkGmPPqQEpmgXuy98FtN4EqtUiJRa7QtcfisGIVjQaDcxmqbchpRQWS+BJArMuH8M9gqm2HR7RhcF+KRFn6D0A3iMdU+T0GEyZQGAigtBTPtani5lKcTy4BanivvGKE2t5M3jv86FaA6xYb0Ru4dRNUHR3d6O/X7Lf02g0yM3NjfCMgo+g8e2rGGIL1PI10hcHABpr/XohU0pxrfstvFf3FOye3uE9MDf1AdyZ/03oVPFjHj83oRzzUj8ij6ste1FtGbt/o3hE2Yas3AjCxbaFL68iyC9Wgq+kT0kqulg/xZhD8FB0toUvqQgATtN8eVk7eB4IY/CeEII7C5Tf+8F66yhbB4ZIRZxo/jWsTsnVhCMqrM77Fxg0/gVGxGAE9+XvgNz7oLKysxXif3wT9PTxoM2HMfWosTjw4jkl+fbQ3GTMTYuL4IwA+t6byqBsGUhS4AlBTuiX2x6InB6UMwRrerdg0qZjdd5XwXkdMQZc7Tja9DMkplKovGJF26CI/j5mgcpgMCYOSyoyGEGC9vUAl87KY7JiQwRnE7sk6HLAex9+bO5uODzBewliRA9N/R/AKUhBRr0qCVmmRRGbi8vlwuuvvw6rVfqu8TyPrVu3jtk4fqpBSuaA+9ITgMYbRLN0S4nFnonZPzIYscxk+yqqeR3itd6+cYRC1LWgz+IB7+pCXO9BebvB5HtAeeOk5xsu6GA/cPWcPCaLV0ZwNrGBzS3gqf1N0DRymM8pf2tjPIc77zYhOTU2bG8niq9KsbCwEDwf28mmkfD4JBVVrtAW45A4I0jZCnlMj0rJPJdgw7GmX+Bsx59lFwgNb8Sd+d/AvLSPgCPjf+2fk7oNufHL5PHpthfQMXjpttvT3h7gomJnT2LY+tSXghlaSPl/ihSNkrx1xbGkYqzR1eGB4I2dG00cTAmhvw4542ZB9NoJq9xdIb823Mxan6TiyZYhDLqCkzw43/ESWgeVmMfSrMd8erj5Qzge3Ec+BfK5fwU03uIZpx3ib/4T4msvgoqhs4tmxCZOj4inj7bC4/1qlCTrsL00so4Y1Dbkb++9YeuEjuOrUhQ0qUCIBQgpcSVYnv0Fedxlu4aqjt8jLUu5/jELVAaDMRlYUpHBCBL0xAGlj8qsUpDktFG3Z4wMR1Qw6wrksYWpFackvlXvM5I2gCORCTIKgoDdu3ejo0NSFhBCsHnzZmRnR9aKNVKQWaXg/vnbgMpbwd3TCfHpb0sBQwZjGuHbV7G7u3uULW9Pop8FaiN6ezwwdb0GAimw59bmwhG/dHITDTP0jI/1adGsCVVqTycsdg9+8E4zCnv0yOMUK+20TBXWbDIhzjD1Emw3M5WtT4fxaJXeYaoQKxUBgKzysUB9/wB6B2vwbu130DxwSl6fpC/G3UVPItM4f6RDjH58QlCe/Vn5GkYh4ljzf2PAOXJShB7b5/8O5NNLLZbRx3HIzFEjJa4derUdACDyRng0U+P/bzrR1uySlzPCoFIEAHAauAxKKxTtYHgtUHMStChOku47HpHieOPApI9Z23sQ13p2y+PZKVtRYF495n7c0tXg/v2/gBSlAIO+8RLEXz0FaguuNSsjttl5uhMt/dLvVaci+PqqLKgibA1Pj+8HnA5pkJ0PzJw3oeOofHqretTheX7OTSjHgvSPyeNG63E4UxXVJUsqMhiMycCSigxGEKCUgh7bL499+50wAifZp68is0Cdeljs9eixVwMAOMKjKHFdROZBKcW+ffvQ2Kj09li3bt2UDXqOFzKnDNw/fQuyN0pXO8RnHge19o6+I4MxhZisUhEAEvUF8rKob4LJdQEab69gCoKBtG1AAOqhaIBWMevT8dJsdeLHbzVj0aARSUQJYhfP0qB8tQEq9dS3yO/r60NPj1SUwvM88vP/P3vnHSDFed7/7zuz9fb27nav9woSIBASCETnEEKoIBE7juOW+Gdbki3b6raTWC6y5BbbyJJlx5JbHCeOHTuxKBIWEoh6iN4FAq73vnfby8z7+2N2Z2aBW65sv/fz17zDlIfd2ynv83y/T2WCI4oN4UrF2CcVceM8IJjQb6nwYGfLc3CozjvDug5rqp65yo5wImg4PZZXPA6DRrKC9glO7GvbBJ8QngCgoiirJQGALE+snX20qZ6pR1mWolJ06+tS7ro93REFit5OpTdyPKxPQ3hUSX2DPb4WqEC4WnFPy+iUjtXnvIBj3b+Rx6XmBZhb8KFx70/KqsE9swmYPV9ZefoIxO88DdrdPqXYGOnBoQ47/nrJJo8fXFiIYrMuwh6xh4oi6C4lCUfq7510iyPerxQpCjHqp3gtbsi9B7UWZX6y3fs6hNwGAIBjVIR9hFmgMhiMycGeiBmMaNByGQg9DOuNzA5silgzlKTOkLsxwpaMVOTy0FvycnnWYptvu74AACAASURBVBg02QmJo6GhARcuXJDHixYtwty5cxMSS7JB5i4A9/BXgJBNXU+nZIVqZ3bEjOmBOqk4MDAAOomJQKtKqUiNrZhnVSbe3dlLENCXTC3IOEOdduCCorRgScWxOd/nws/f7MUSXzaMISU+AeYvMmL2/AyQBFfdxwu1SrGyshJabfwm8+OJoFPcSXjfAEADEbaeOoTjIC5bhaNrjTi6LgMCkSYENZwBS8o+j1uLPwGem7qtbobWiuXlj8ttCey+bhzs+ClEqpqAvHQOCPVfNppAbl1yjSOlLpZcHpW5SlKxY6Q6wtaMZGSgPwC/X7qHGzMIsi3xU4j7TDMhcpLtJx8YgibYhzBerKjKQuh2c7bXhQHX5FRJDl8fDrS/KP/2cwwVWFz6WZAJJtiJyQzu0W+A3PU3ysreTimxePLQpGJjpAdD7gBefldRwy+tMOOOmsTMEYTx3kmgr0taNppAFq+a9KE0KvvTQByTioQQ3Fr8CRRn3iyv8xb9EULmeQBMrchgMCYPSyoyGFGANuyUl8mCpSB6Q4StGddDrVQccjdNajKXkZx4A3a0jRyUx3XWxPTdOXHiBI4dOyaP58yZg8WLF0fYY/pB5i8G9+CXAC74qNDdDnHT16SeagxGmpOZmQmDQbqX+3w+jI5O/O8+x1AJQJrNE/U90Gok6zGBN8OZm3pqHnriXchNqapnguQy69Nr0dA2is27hrGYZoEPVrNzWmBZfSbKq/UJji6+XL58WV5OZxcAyukhaCwAAAJRSizGEIevF7tuOIeWmxQFR5amCHfWPIuK7Nujeq7cjFrcVvqgPO5xnMGpnv+Wx3S/UihGFq8C0aXX3zgnepFr6JLHpxvLIArsvSSV6FFNmBeV6SatMpoURAOvaY48NDjOxO/cAKxGDeYWZgAAKIC9k1Ar+gV3UKXsAAAYNNlYXv4EtPzk5jsIz4P72/8H8uDTSh93jxviT78NccvvWZ/FaYhIKV482I1Rr/SMmWvU4JFFRfH9rY6BuGubvEyWrQUxGCd9LN6v6qkYJ/vTEBzhsaTsC8F3EwBEhLf81xD1nWH20AwGgzERWFKRwZgi1O8HPbxXHjPr06lj0hZAx2cCkOyWHPGwkmLEhWbbXghUerm3GKqQa6yLewwXL17Evn375HF1dTXq6+uT4sUl2SALloJ86gnF6qujBeIL3wB1ORIbGIMRYwghU+6rqOUNMOuKgwcEBoLXPkfefaBc6hUfhVmfLmQqxWux7b1hnDjgwhxiktfpMwnq7zLDmj915Vgq4XA4wvoVV1ent8JL3WdP47t278Fo0DF6FDsavw5bQEl0VZz34Y6WhciKkfq5MnsJZuc9II8vDr2JxuHdoC4H6LEGeX26WZ8CgM59GQRSkmPAWYhRZwZTdaQQVKTo6VS+r3han4bwqixQ9Y7TSv/ROKG2QJ1oUlGkIg52vIxRbycAgCNaLCt/fErWyiG4RSvB/dMPgFxF6U23/gHiz74D6nZN+fiM1OH194dxsluy1iYAHl9aDLM+8T2naV83cFYpQib1d0/6WET0gg9Ijj8UHAStdcrxTRQtb8DKiqdg1ATPzXvgrfo5bI4hOO3MApXBYEwcllRkMKbK6cNAaII9twCYMTux8aQBhJAr+ioyC9R0QKQiLg8pqt4669q4J/La29uxY8cOeVxcXIz169eD49jtcCy4xatAPvkoEPqu2hoh/vib7IWfkfZEo6+iVdVXsY/6MeCrhjcz9WyWqdMOnD8lj5n1aTgipfjd4T4Mng6gQpUwzingsWZdFjJMiZ8cizdq69OysjJZ+ZuuBPSx7asoUgEne/4bB9pfhF+U7r8c5XDLTjdue9MNfv+emDp73FTwAZSaF8rj493/jr4Tfwb8QYVDeTVIZfqpUXWuS/Jyx6j0btJ00ZuocBgTZGhQgNcj/S70BgJrbvyvxb6MOoicpG7iAyPQetqus0d0WVJhho6XnuGbh71os43/7/dU73+j26HYni8q+QzyMqJXEErKg30WZym2jDh1WLJD7YmvVSwjMbQMe/DvJ5Rn7L+ZbcW8IlOEPeIH3f2G0gf1pgUgBZMv3FE7GAjaXIAk5rnQqLVgZeXT0ASfVanWBm/lK+hotyckHgaDkdqwWVQGY4qIB1TWp0vXgLDkRFSwGtV9FZsSGAkjWvQ4TsMZtP3Q8ZmoyI5v352+vj5s27YNYtBWx2KxYMOGDWnb4ymacEvXgHzi88qK5osQX/wmqMeduKAYjBhzZV/FyVCgetTuFfx4t2OdkqBPIejJQ1dYnxZE3mEa4RcoXnmnF/omDaxEuZ+U1WmxfFUmNNrU+76jgTqpmM7WpyECOlVS0RvdpKLbb8Pulu/i/cE35HUZ2jysKf9n1F7kJZPlng6g6f2onlcNIRxuL3sYOYYKAFKSs8G4C84s6e+bLEs/lSIohc51UR522SW1rW1IwPBgbPtmMqKDWlVaVKpNTD9bwsObeZM81KuSdPEgQ8vjttJMebxnnGrFxqF3cHHwr/J4dt79qMxZGvX4SGYWuMe+CbJuo7Kyp0NKLJ46HPXzMZIHb0DEpgPdCIhS4q7WqsdH5yWHtT71ekAPKL3QuTX3Tel4YdanceyneC1yDOVYVv4oCKTEJjV24Lz75+H9khkMBmMcsOwHgzEF6MgwcO64PCZL1iQwmvTCekVfRUbqc2lI6btTnbMSGk4XYevoMjIygi1btsDvlyYXTCYTNm7cmPbKiWjCrVgH8rHPKisaL0D8yXOgXlaxz0hP1Pank1EqkoAdZe5medzu16B3OAc+X+r1C6JHVdanTKUo4/IL+Le/9qC4Tw9j0CZaBMWchQbcssCUmAnsJMDtdqOzs1Me19TURNg6PQhLKkbR/rTX+R52ND2DfpeSMCzOnI91Nc8hN/vGMCtidY/3WKDhDFhe/gQMmmwAgE9PceB+E/xGLcjtq2J67kTA+wfAB2wAAJHoocmtlP+tmakVkx5KKXpUvcKKEmB9GsITZoF6Nv4WqNWKBeqe5hGI11E19znP41j3b+VxmXkhbir4YMziIzwP7kOfAvnMU0qfRbcL4svPQ9z6B9ZnMU35j5P9aB2RrqU6nuDJpSXQ8snx3EQP7QZckiUrCoqBObdM6Xgan/IeEYhzP8VrUZQ5F/ML/lEeew3ncLj9tzF1PGAwGOkHSyoyGFOAHtoNhB5yZ84ByS+KuD1j/KiTisOeVggiqwhOZezeXvTIlbkEddb49R51uVx47bXX4HJJdmE6nQ4bN26E2WyOWwzpArf6HpAPf0ZZcfEsxJ8+D+pjk2uM9MNiscjWyHa7HR6PZ0L7Zw5uRwGUl3MXPwpKfBgZSq1KYOp0XGF9Gn2lQioy4PTh11v7Ue0wgg+qTwWOYll9Jmpqp3fBSnNzszwxVVRUhMzMzOvskfoIunzQ4Ks1HxgGEad2X6RUxHv9W7Cn5XvwBPswERDMLfgQVlQ8Ab1G+kzJsrXKPkf2xbzQx6TLw7Lyx8CJ0t/8aB6Pwx8qBM1IDru6aKJWKfozalE9M0Med7X74XaxREcyMzIswO2SrkNaLUFeAvva+o3VEHnpN8sLdmhVBUfx4NbiTJh10vWp3xXA+f6xnUbs3l4caH8JFNKzSo6hEovLHgYhsZ865BavAveV74f3Wdzye4j/9j3WdiHNONbpwLb3h+XxpxcUoCxbn8CIFCiloLtel8ek/p4pu5Elk1IxxMz8emS51svjVvs7YY4IDAaDcT1YUpHBmCSUUtCGXfKYLI1fkmQ6YNBkwRSs4hKpHyPe+PafYESXy8OKfUhx5s3I1MXHOs/n82Hr1q0YGZEm5Hiex4YNG5CbmxuX86cj3Nr7Qf72k8qK86cg/tt3Qf3+MfdhMFIRnufDrhUTsUDVuppgtJ+AjnCwkOBEJqEQDZ2wpVpS8eQhQAgW9lTNAMkrjLzDNKBl0IO/vG5DpV9JHop6ijvvzkJeAbPUVluf1tVFr/9WUkM0EHSKZTLv65v0oXyCE/vbXsCZvj+BBgsT9HwWVlV+BbPz7w+f3K+bBYT6PLldoCcaJn3e8ZKrrcKCPcp1rNtqx5neP8b8vPFGnVT0ZsxEtkUDa37QLo4CrY2soCqZUVufFpZqwCVSAUV4eFQWqIY4W6BqeYKlFWq14rUtUH2CE/vaNsEnOAAABk02VlQ8KfdfiwekohbcVzcBN6j6T598F+J3vwTa0zn2joyUQBAp9rWM4sWD3fK6RWWZuKsuJ4FRXcHFc0Bnq7Ss00dlni9MqZgkSUUAmGX5IHib0i/5VO8f0D5yKIERMRiMVIIlFRmMydLWFP6wwSr3o06uqq/iILNATVkCogfNw3vl8QxrfPruCIKAN954A729Um8jQgjWr1+P0tLSuJw/neHu+gDIxo8rK84eh/jK90EDLLHISC/UFqjjTirSAMz9m+VhrlYpohCNbRgeSi3lPT2mtj5lzzqnWp3Y97YDRVSx8OZygHvvzYEpk09gZMmBz+dDW5tSCDYdrE9DhFugTq6v4pC7CTsan0GX46S8Li9jJu6qfR6FmXOu2p4QArJMmfCkB2JrgQoA9OS7qDxlxw1HFPX2hcE30GzbF/Nzxw3RD51KTebLmAEAqJ6hKGlaG30QBGYVl4xQSsOSisVl8Wu5MBbeMAvUc0Cc+5epLVAb2kbhv+JvV6QCDrb/FHZfFwCAJ1osL38CGVprXOMEAGLOAvfEt0DWPqCs7G6X+iyePhL3eBhTRxAp9jSP4NHXm/HDA10Y8Up//xYDjy8sLgJJon7j4jvb5GWypB4kY4puC1QE71feIYQksD8NUVymg67ro+Ccyrzbu52vYEBVVMNgMBhjwZKKDMYkUfctIbcuBTFkRNiaMRnC+yo2RtiSkcy02g7CL0qWNZm6QhSpKnVjBaUUO3fuDJvYXL16NWprayPsxZgI3L1/B3Lfh5UVpw5D/MUPQQOplTBhMCKRl6coj8bbVzHDth8av6RSEokO5uwl8r+JxvaUsj+lLgfwnpLcmO79FPeeHcXFg17kQLHRyywjuGddNjTa5JkQSyStra0QBOlvPC8vDzk5SaQ+iDFhSUXvxPoqUkpxeWgXdjY/B6dq8vGG3HtQX/XPMGotY+5LlqwBQurFC6dBByaX0Bx3rPulHtk3NXhR7FSKJo52/TptJiK1nlYQKiWlAtpciMHESlGpFsYM6bfu81J0tvrGPAYjcThGRTjtkj0tzwP5hYmzPg3hN1RC4KXEHic6oXPF9912Vr4RBSbpc7D7RBzvdoT9+8me36PHeUYeLyp9ELkZiXtvIjwP7sOfBvn0E4A21GfRKfVZ3PZH1mcxRRBEit3NI/ji683Y1NCNjlHlmpmh5fD08lJkGxL/+wxBh/qBE+/KY1J/75SPyQVsIFR6Pxb4TFDeOOVjRgu9gUNenhH6tgdBvNL9XKR+7Gt7AXZvbJ8lGAxG6sOSigzGJKABP+jhPfKYLF2TwGjSF6vqRWaIKRVTEkppmPVpneWOuPTkaGhowIULF+TxokWLMHfu3Ah7MCYDuf+jIOs/qKw4fhD01y+AiqmTNGEwIqFOKo5Hqcj5h2EaUqzRnbl3wmKaJY9FYzs8bpoyvbjCrE8r66Z17+htDcMYOivAELyHCaAonqNB/bLspKqwTzRq69PppFIEgIBO+X1MRKkYED041PkKjnX/BmJw4lHLGbGs/DHML/oIOBJ5wpVYcoE58+Wxuj1DtKGDfXKPVQKC26sfR7a+DAAg0gD2t70Ip2/8VtHJil6VHPVlzJSXOY6gqk5RKzZf8sr9QxnJg1qlWFCsBa9Jgms04eDNVN5F9HG2QOUIwcqqbHmstkC9PLQTl4Z2yOM5+RtRoSqISiTc7fVSn0Vr8HmMUtDN/yU5pHhYn8VkRRApdjWN4AvbmvBCQzc6VclEo4bDh+bk4pUHanFTYXIV5tM9bwKhhPUNc0FKK6d8TLX1aTKpFEMUl2lBBBP0LZ8DJ0qqTJ/gwN62H8AbsCc2OAaDkdSwpCKDMRlOHwUcwRusNT/c858RNSyGSpDgZWrU2w2fwF4cUo0B10XYPJJakCc6VFtWxvycJ0+exLFjx+TxnDlzsHjx4pifdzpCCAH5wD+E2RPRI/tAf/MSSywy0gK1/eng4KCswBoLc/9WWd3i1xXDnb0EOYZKANKEJtX3gBIfbCligUqPqq1Pp6dKURBE/M+OQdB2Aj6YPPRCxJwlBiy8aYqWWGlGIBBAc7NiGTlt+ikGEVRKRX6cScVRbzfeavomWkeU31qOoQJ31jyHsqyFEfYMhyxdKy/Thp0xU/HQA29LDQUBYPZ86PLLsbziCeh5MwDAK4xif/sL8AueCEdJfnRjJBUBoKJGBy7odDxqEzHYz553ko0w69Py5Olz6zGrLFCd5wAa32eBVVWKBeqRTgdcfgG9jnM43v0f8vryrEWYk/83cY3repDKYJ/FmSq3m+MHIX7nS6B9XYkLjHEVAZHi7UYbHtnahBcPdqPLrvwWM7Qc/u6mXPxiYy0+Pj8fWfrksoynfh/ovjflMbdm6ipFAOD9qqRiEvVTDFFcJl0jOX8etC0PgyPS2OHrxf72H0MQmSKfwWBcG5ZUZDAmgai2Pl1SD8Kxn1Is0HB6ZBvKgyOKYVVvE0ZqcHlIUSlW5iyFjjfF9HwXL17E3r1K/8bq6mrU19czFUkMIYSA/N2nQOrvkdfRd98B/d3PmDURI+XR6/Uwm6XJclEUMTw8POa2Oud70LvOy2N7/gMA4aHlDTDriqWVRIRo6IQtBSxQr7I+XTj9kopuj4g/bRuGcViZ+HJwAlbemYkZFcljX5UsdHR0wO+XJhCzs7ORm5ub4Ijii6C1ggZVhbxgBxGcEbdvGzmEt5q+jlFvp7yuOmcl7qj+Bsz6wgh7Xg2ZvwgI9X0a7AMunp1Y8OOAikJYz0ZuudQjO1NXgGXlj4Ej0u/E5mnDoc6fg9LUfAbgAiOy0pSCh88YrrjV6TmUVyk9+poveuMaHyMyLoeAUZt0j+U4SamYLAT05RA0kpUxJ3qgc12K6/krcvSotkhKW59Asb+lEQ0dPwGF9Fu1GKqxqPShuLjKTBSSlSP1Wbxjg7Kyux3it58CPXNs7B0ZcSEgUrx1WUom/uTdHvQ4lGSiScfhI3Pz8IuNtfjYzfkwJ1kyMQQ9egCwj0gDax5wc3SKktVKxUASJhUNRg6WPOk74V1VqNN8BqFiyAHXRRzqfDVl7+cMBiO2JN/TAoOR5NBRG3BWeXAlS5j1aSzJNSoWqIOsr2JK4fbb0D56RB7XWddG2HrqtLe3Y8cOxbqnuLgY69evB8eS/jGHEALy9w+BrFgnr6P73wL971eYLRgj5VGrFcfsqyj6YO7fKg/dWbchYFQsk6zGKmVTY1tqJBVPHlasTytqp5316cCwH1u2DcPkUSa/RvQB3L8hBwVWXYQ9py+XL1+Wl2tra6dfQQ/hENApPQY1vr5rbiaIARzv/h0OdryMgCgp+niixW0ln8Gi0geh4Sb+90W0OpDFihuEOvkXNc6fBoaC18BMc9iEa77pBiwo/qQ87rQfw9m+/41+DHFAnejxG6uAa3wf1TMUC9SeLj9czuS/pk8X1CrFvEINtMnU75YQeDIVtaLBHl8LVABYGVQrank3elz/Bl+w+MGosWB5xePQcPpIuycUotGA+/sHQf7f44AmmCx2OSH+5FsQ3/gTe+dIAH6B4s1LNnxuSyNePtSDXlUyMVPH4aPz8vCLB2rx9/PykKlLzmRiCLprm7xMVt0NwkcnXj7J7U8BRa0IAN7ueZhf+BF53D56CGf6/pSIsBgMRpLDZloZjAlCD+8BQvZndbNACksSG1CaY1VVB7O+iqlF0/A7oJB+K3kZM2ExTL0nwVj09fVh27ZtEIPKOIvFgg0bNkCrTZ7q5HSHcBzIxx8JK7Sgu7eD/vGX7CWfkdKMp6+iaWgX+IANACByJjhy7wr7d4uhSl4Wje2wDQWS/ndBj6msT6eZSrGpzYM9O+zIEJQJpdHsAP5+gxUmQ3JPiiUKURTR1KQ8p9XW1kbYOn0JqCxQNb6eq/7d5R/EOy3fDutflqkrxB0130CNZdWUzk2WqSxQjx8AdUe3bQDd/5ZyrtvrQa54xqqxrMbM3PXy+L2BLWi1NUQ1hngQyfo0hDmbR15hsNclBZovMXu4ZCHM+rQs+d4DvCoLVJ3zPUD0R9g6+qysygIHAcur/gK9Rnqm4YkOyyseR4bWGtdYJgu3dA24r3wPsKj6LP7ld8E+i+7EBjdN8Asitl8cxue2NOJnh3vQ51SsfM06Dh+/WVImfnhuHkxJnkwEANp8EWgJFpRotGGFslNFbX+ajEpFACguU4pnBnoDqDKvQ531Tnnd+YFtaByKXb9mBoORmrCkIoMxQegB5WZKlt6RwEimByypmJqINIDLw8pvZYbqoTTajIyMYMuWLbLlmslkwsaNG2EwGGJ2Tsa1IRwH8skvgixSJkbpzq2gf/73pE+gMBhjcT2lIu/tRYZtnzx25K0HvcLqWX0vE43tCPgBpyN5rYSoywm8d0IeT6d+iifOOXHmoBu64GtSgFL4SgV89K5caHj26jQWXV1d8Hgk1Z3JZEJR0fRStoYQdMr/m/eG91XsdpzGm43PYNCtKDpLzQtxZ823olN4VVELlAaP4/OBHt0/9WMGoY5R0JPvymN1AlPNzYUfQZFKiXW465cYdKWQ0wgVoXMp3483Y8aYm9bMVBRdbU1eBPzsOSfReNwihgelgkZCgMLS5EsqBnTFCGilZBhHfdC73o/r+fMytLhzxjsoNittRRaXPhT2nJIKkKoZ4J75ETBjtrLyWAPE730ZtK87YXGlOz5BxOvvD+PhLU34+ZFe9LuUZGKWnsc/zM/Hqxtr8aGb8pChTf5kYgi663V5mdy2AsScHZXjEsENXnBI5yAaiJqcqBw32mSYOGRbpO+LUqCvS8AtRR9HifkWeZtj3b9Ft/1UokJkMBhJCHszZjAmAG1rAjqCD+Ba3bSaZEsUWfpS2YbFHRiGyz+U4IgY46Fz9Bg8QdWOQZONUvPCmJzH5XJh8+bNcLmkanydToeNGzfKPdAY8YdwPMinHgcWLJXX0R1/AX3tvxIYFYMxea5UKoYlyCmFuX8zSLAfkc9QBY/51quOkWOoRKg/CdX3gBIfbIPJa5dHTx0GAiHr0xqQguLEBhQHqEix98AoOs76wQW/KzcVYJpF8MHludPPynOCNDYqiaOamppp+3mFKxWlpKJIRZzt+z/sbf0hfMHJRQIONxd+BMvKH4WOz4jKuQkhIMtVasUDb0fYemLQQ3uUa0LVDJCyqmtuxxEOS8o+jyy95OQiUj/2t7+QMs/vGm8HOFFSOgm8OSxJfCUFxRqYMoPFB36go4WpFRNNT6ei+svN10CvT8LpLkLgVSXe9Y74WqBeGnwLuaZD8rjDVo/y7Oj0jos3JMsC7snnQervVVZ2tkp9Fs8eT1xgaYg3IGLrhSE8vLkJrx7txaAqmZit5/GPt+Tj1Qdq8cE5uSmVTASk9kb0qFIcSO64L2rHDlMpavOAJOxXGqKkXCnC6O7wBe/nj8BiqAYAUIho6HgZw+7WRIXIYDCSjOS9ojEYSQg9qFIp3rIEJMMUYWtGNOAIJz/IAEytmCpcGlIssmota8Bzmqifw+fzYevWrbDZpOQlz/PYsGEDcnNzo34uxsQgPA/uM08D85VJCvrG/0Dc9ocERsVgTI6srCzodJItkMfjgcPhkP/NYD8BnUcqNqLgYM9/4JoTBlreALMumJgjIkRDJ2xDgau2SxbCrE+nQQGV30fx5lsjGOlQ1KND8KNqkQ7rbk7OqvJkglIallScrtanwNX2p17/KPa1/hDn+v8CQCpIMGhyUF/1L7gx756oJ1/J4tVAqA9U4wXQ7o4pH5NSGm59ujyy+4SOz8Dy8ieh4zMBAJ7ACPa3vYCA6J1yLLEm3Pp0hiR3GwNCCKpUvRWbL3mZK0OCUVufFiWh9WkIdV9FvfMCSJx+Gz2OMzjR85/yuGV4Nva2LEHHSPL/NseCaDTgPvowyCcfBTTB902XA+JL34K4/X/Zb3KKeAMitlwYwsObG/HLY30YcivPrjkGHp+6tQCvbqzFB2bnwqhNzellum+HUjRTcwNIZV3Ujq1R91NMUuvTEGq76P6eAAJ+Cg1nwIqKJ5GhleZXAqIH+9p+lDKFQgwGI7ak5lWfwUgANBCQqnSDkGVrImzNiCa5KjuWQXcKWShNU2yedvQHrXwIeNRa6qN+DkEQsH37dvT2SioAQgjWr1+P0tLSqJ+LMTmIRgPuoS8DcxWVKt38e4jb/5zAqBiMiUMIuWZfRSK4kDn4hrzelbMMgn5sVYvVWCUvi8Y22IaSU6lI3S7gnMr6NM37KTodAv76hg1+m7Kuk3ixZHUmFtUw1ft46Ovrk5Pter1+Wt+LRU02xKDDRl9gBDuavooe5xn53wtMs3FX7fPIN90Qk/MTczYw7zZ5TBt2Tv2grZeBjhZpWacDuW3FdXcx6wuxtPyLIJASnMOeFhzufBWUJq/tMwDoXZfk5bH6Kaopr9bJeQyHXUR/T/IWi6Q7Pq+IwT7l8y9KQuvTEIK+UC5AINQPnfN8zM856u1CQ/vLoEFnBW+gDIfa7gNAsKdlNObnjzXcsrXgvvw9ICdYXEpF0P/7LeirPwD1ehIbXAriCYh47fwgHtrciF8d68OwR3lmtRh4fHpBAV59oBYPzLLCoEndaWUaCIDu3i6PyZroqRQBgFcnFbXJnVQ0mXlkZUvfpSgCvd1SkYZRm4OVFU9DyxkBSO5he1t/CL/A+pcyGNOd1L36Mxjx5uwxwD4iLefkAjfOi7w9I2pYM5RqsSGWVEx6Lg8pdltlWQth1FqienxKKXbu3InWVsV6Y/Xq1dNaGZGsEK0W3Of+CZg9X15H/+8/IL61OYFRMRgTR91XMZRUzBx8sATrNgAAIABJREFUE5zgBAAImmy4rJH7LFsMVfKyaGzHyLAAUUy+CnrJ+jSo9iivBikoSWxAMaS/14+3t48CXkWNdFnjxsa7czCz0JjAyFILtUqxuroaPJ9a1mdRhRD4tYU4FbDjf/39cAWUbPXsvPuxqvIrMGii06tpLDhVv0N68B1QYWoFDGEqxQXLxu3UUmiajVuLPyGP20cP41z/a1OKJZYQwQ2Npx0AQEHgy7i+WkWrJSiv1snj5kupq/hKdXq7/AiJ0iy5PIwZyT3VpVYrGhxnImw5dbwBB/a1bYJflNpFGDUW1GR/HgKVEq97W0bTQtFHqmeCe2YTUKf0WaRH90t9Fvt7EhhZ6uD2i/i/9wbx0GuN+M3xfthUyUSrUYMHFxbglQdqcf+NVuhTOJkoc+oQYBuUlrNyQFTtO6KBRm1/muRKRQAoLlfuZ93tivI721CGZeWPyYVCI952NHT8BCJlhTQMxnQmDe4CDEZ8EFWVvmRJPQg3jSdM4oxaqTjkboaY5FXO0xmf4ESLbb88rrOujbD15GhoaMCFCxfk8aJFizB37tyon4cRHYhWB+6RrwI3KN8R/Z9fQXzn9QRGxWBMDLVSsb+/HxpPGwyjR+R19rwNoJz+WrvKWIyKlbdobIcoAqO25FMrThfr06ZLHhzc7QAnSgnFAKW4kOHCp+/NR5E58nfJCIdZnyr4BTfe8rZirzCC0NOqjjdhRcVTmFv4IXDx6Kd00wIgK2jbOzIEvHci8vYRoF4v6OG98vh61qdXUme9A3VWZZ9z/X9B+8ihCHskDp37MkjQojagLwXlx5c8rZ6pXC/6ugNwjCbfdX06kCrWpyHUfRV1zvdBYqT6EWkADR0/gSPY45UnOqyoeBKLyktg0knXox6HH+8PpIeaj2RbwD31HMjqu5WVHS0Qn38SdArXwnTH5Rfw53OSMvG3J/ox4lWuY7kZGjy0sBCvPFCD+25Ik2RiEHHXNnmZrLwLRBPda0cqKRWBcAvUvm4/AgGl2KAwcw5uK/mUPO5xnMGxrt+mRUECg8GYHOlzN2AwYgi1jwKnj8pjspRZn8YTo8YqV3UHRA/s3u4ER8QYixbbfgjUBwDI1pcjPyO69l4nT57EsWPH5PGcOXOwePHiCHswkgGi14P7wjPhlcO/fwXi3r8mMCoGY/yEKRX7+2Du3yxPPnszboDPNHusXWUshkoAUgKL6ntAiS/pLFCp2wWcPS6PycLlCYwmNogixcmjTpw77gEJfh8uKqAl141H7y5CliH6PYDTmaGhIQwPDwMANBoNKisrExxR4rB52vFW0zfQ7O2U1+VpcrCu5jmUmOdH2DO6EJ4HuV2xnhcPvB1h68jQ4w2AW1I3oaAEmDFnwse4pehjKDQp+x3qfBVD7uZJxxQrwvspXt/6NIQpk0dhiXLdYGrF+BPw0zDr2eIUSCoKujz49ZITAIEAvfO9qJ+DUorj3b9Dn+rYt5d9FhZjFXQ8h6XlisX3npaRqJ8/URCNFtzHPgfyD18I77P442chvvkXlgRR4fIL+NPZATz0WiN+d7Ifo6pkYl6GBp+9rRCv3F+De2+wQMen1/Qx7WgGLp6TBjwPsmp9lE8ggPcPykNBlxdh4+TAnM0j0yx9z4IA9Pf4w/692rISc/I3yuMm225cGNgGBoMxPUmvuwKDESPo4b2AoGreXFSW2ICmGYQQWI1K5TuzQE1OKBXDrE/rrGtBCImwx8S4ePEi9u5VquWrq6tRX18f1XMwYgcxGME99nWgRkk009/9DOKBKPR7YjBijNVqla81N+Z0Q+vtAgBQooE9/35gHNchLW+EWVcsDYgI0dCJkWRLKp4+olifllWDFKaX9anfR3FgtwPtjcokyQD1Y7TCj0fvKE6r6vt4oVYpVlZWQqOZnknZFtsBvN30Tdh9SuHbXM6EvzHOgCkBlmdkmcqO+dRhUMfkeqaFWZ8un9xzHUd4LC3/IjJ1Us9Zgfqwv+0FuNWNTBMNpdCF9VOcMaHd1WrF9hYf/D7mqhJPerv9EIMfeVYOB1NmajgKqdWKesfpqB//0tBbaBzeJY/nFvwtyrKUnqurqrPk5f2tdgSS0JJ9KnAr1oF7+jtAjlVaQUXQP/8G9Jc/AvVO7+S/0yfgj2cG8OBrjfjPUwOwq65ZBSYNHllUhJ/fX4u7Z1qgTbNkYgi6S3HNIbcsAQn144wSvH8IJOhZIGiyr+tokiwUlytFGWoL1BBz8j+AymzFyeR03/+gbeRgXGJjMBjJRXreHRiMKEMPKg/jZGnknkmM2KC2QB10NyUwEsZY9DrPwe6T+lVouQxUZkevJ0F7ezt27Nghj4uKirB+/XpwHLuNpRLEkAHusW8AlUqfIvrblyC+uztxQTEY40Cj0cBiscCsF7B2pl1e77Ssgai1jvs4VmOVvCwa2zE8lFy9SOhRlfXpwvSyPnU6BLyzYxS2fiWR2yJ6kDmb4DNLCsFzrEBlMqiTinV11+9Bl24Iog9Hu36DQ50/l50aeKLDOo0Vq7UW6P0DQAJs+0lJBVAdVNsFAqCH9kbe4RrQvi7g4llpwHEgSybv1CJZwD4JLZcBAHAHhrG//QUERN+kjxlNeH8f+ICk1BI5A/yG8gntn1eggTkrqO4IAG3NyfH/mi70qKxPi8t0EbZMLtR9FXWuyyDBPs3RoNt+Gid7/lMeV2Qvway8+8O2mVOQgdwMqRBk1CvgZHf0zp8skNobwX11E1B7o7yOHt47bfssOnwC/nB6AA9ubsTvTw/AoUomFmZq8YXFRfjZhlrcNSMHWj59n4uo0wF6aLc8Jmvui/o5Us36NIRa6d3b5YcghBcbEEJwW8lnUJAxS153qPNV9Dvfj1uMDAYjOWCzsQzGdaAdLUDrZWmg0YLcln5WYKmANayvIlMqJiOXVCrFqpwV0PKGqBy3r68P27ZtgxgsQbZYLLj//vuh1Sa/tRHjakhGJrgnngXKgv3lKAX99Y9Bj+6PvCODkWDy8/Nx96xRGLTBnlvafLgsKyZ0DIuhSl4WjW2wj4ph/UoSCfW4gLOKvXQ69VMc6PNj95t2eJ3KZ31KdGD2IgM+NC+PKd4nyejoKPr6+gAAHMehqqoqsQHFGYevDzubnw9TApl1xbiz5lnU6QoAAIT6wQeGExKfuhCSNkzcApXuV+0zdyFIzvgLKK5Flr4YS8u/ABKcghhyN+FI1y+TwopQ51RZnxprATIxpRshJEyt2HLJB5pmqq9kRRAoertV/RRLU+f9QNRa4NdLCWwCEXrHuagcd9TbiYMdL4MGbdqtxlosKvnMVfc6jhCsrFTUinuaJ6doTnZIjhXc098GWamyt+xohvjtp0DPn0pcYHHE7hXwX6f68eBrjfjvMwNwqpKJRZlafPH2IvxsQw3urEvvZGIIeuAtwBcs/iirBupmRd5hEmj8SlIxkADHgsmSlcMjwyTdpwMBYKD36gJIntNgWcVjMOskRxORBrC//cesTRGDMc1gSUUG4zqEqRRvuR0kIzOB0Uxf1ElFm6c9aSqbGRJOXz+67Cfk8QxrdBS9IyMj2LJlC/x+abLAZDJh48aNMBiik7BkJAZiMoN78jmgNNh7i4oQf/kj0BPvJjYwBiMCNxaJmFfikcf2/AcAMjGrR4uxWl4Wje0ABUaGk8MClZ5SW59WgRSVJjagKNHa6MXB3U6IwTmRAKXYjxHcu9qCO2pzEhtcitPUpDhHlJeXQ69PDWuvaNBpP44djV/DsEfpDVietRh31jyLbEMZBF2hvJ739iYiRJBFKwBtULXV1gTaNn6nDyoIoA3KOxC3bG1UYirKnIv5RR+Tx20jB3F+YGtUjj0Vwq1Px99PUU1ppQ5aXbBPq1NEb3dyKdHTlf6egNylxGTmYM5OrSkuj1lRKxqiYIHqDdixt3UT/KIbAJChzcXy8sfBc9dWcK5WWaAe6rDD7U9P616i0YL7xCMgn/g8wAef3Zx2iC98A+KO15KiuCEWjHoF/O6klEz8n7ODcKm+3xKzFo8tKcbPNtRgbW0ONNPEsYGKAuju7fKYrLk3JsVlqapUJIRc1wIVkBwIVlY+BT0vXUN8ggN7234ITyA9ixMYDMbVpNYTF4MRZ6gggKps+aZi+8OYGjreJPeiohBg87QmOCKGmsvDu4BgNWyRaS7M+uIpH9PlcmHz5s1wuVwAAJ1Oh40bN8JsNk/52IzEQ8xZ4J78FhDqUSsIEF/5V6mnG4ORbIh+zDUp1ewXBi3wZ9RG2OHaWAyVAKSJC6rvASU+2JLEApUeU1mfpoFKURQpzh534fRRd+j2BBcVsFdjw8N3FuKWYlNiA0wDLl++LC/X1k7895CKiFTA6d4/Yn/bC/CL0vMJR3jcWvQPWFL2eWh5IwAgoEoqanwJSipmZILcskQe04YJ9DA+dxwYGZKWs3KAuQujFtcM652otSjvVGf6/oSO0aNRO/6EEf3QqZLDk00qajQElTVK4qbp4vTu2RYvujuUQtPiMm3KKc+9mXNBg88FWncTSMB+nT3GRhADOND+Epx+SUGu4fRYXvEEjNqxC2iqLAZUZksFIV6B4lDH5M+fCnAr7wL39LeBbIu0goqgf/o16K82pVWfxVFPAP9xog8PvtaIP58bhDugJBNLs3R4YmkxXr6vBmtqsqef/fuZ40DI+jYjE2TRqpicJlWVikC4BWpPlx/iGMr7TF0BVlQ+BZ5I9z6Hrw/725LH2pzBYMQWllRkMCJx7jgwapOWs63A7PmJjWeaE26ByvoqJgsB0Yem4d3yuC536tXsPp8PW7duhc0m/f54nseGDRuQmxvdBuqMxEKyLOCeeg4oCCahhQDEf/su6LkTkXdkMOJMhm0vDJD6bbn9BNvOGGVL5omg5Y1ygQyICNHQCdtg4pWK1OMGzh6Xx6neT9Hvozi8z4nmS8qkxgD145DRjn9aX4oaK1O7TxWXy4Wuri55XFNTE2Hr9MDtt2FPy/dxfmCbvC5Dm4s1Vc9gRu6dYcmMgK5IXtb4Ete3iyxTWaAe2g0auLbi4ErE/W8px1hSD6KZmCo7YkyE4NbiT1zRj+nnGE5QwaDO3QxCpeKOgDYfYoQEzPWomqFH6M9gsC+AUVvir+/pjChS9HYphTnFKWR9GkLUZMMftEYnoDA4zk7qOJRSHO/+LfpdF4JrCBaXfjZYzBSZlSq14u40tUBVQ+pmgXtmE1Bzg7yOHtoD8V+/AjrYl8DIpo7NE8C/H+/Dg5sb8b/vDcGjSiaWZenw1LIS/OTeaqyunobJxCDiO8o9nKy4EyQWLguUhisVUyypmGPlYciQ/j78PoqBvrELIHONNVhS9ghCRZOD7ss41Plz0AT0k2YwGPGFJRUZjAiobX/I7atB+In112BEl1yjUgU/yPoqJg3tI+/CJzgAABnaPBRnTi35LggCtm/fjt5eqbKfEIK77roLpaXpYcXHCIfk5IJ76nkgL6jqCAQg/vTb06bHCSP54X0DMKkKJ96+aIbNReWih4liNVbJy6KxHbahxE8609NHAH8wAVdaCRJSEKcgTruAfW/b0d+jTIA0ix68n+PCN9eXozDz2hZwjImhtj4tKSlBRkZGAqOJPX3OC9jR9DX0uc7L64oy52JdzXPIzai7avuAPvFKRQDAjfMAa3Ay02EHTl3fDYCODgMq1wCy7M6oh8URDZaWfxEmrdR7MiB6sb/tBXgCI1E/1/XQuVT9FDNmTOlYxgwORSqFRzNTK8aUwb4A/D5JQWMwEmRbU/Nd3WueKy/rJ2mBenHoTTTZdsvjeQUfQlnW+BTG6r6Kp3qcsLmTw0EhlpCcXHBPfwdkxTplZVsTxOefBL0wdRvaeGNzB/Cb43146LVG/OX8EDyqft0V2To8vawEL91bjZVVWdM2mQgAtKcDCBWvEgKy6u6YnIcITnBBC2KR6CDyWdfZI7kghIQVaYxlgRqiNGsBblFZm3eMHsHp3j/GLD4Gg5EcsKQigzEG1GkHPXVIHpOlzPo00TClYvJBKcWlobflcZ31DnBk8rcWSil27tyJ1lalWn316tWoq7t6wo6RPhBrvpRYDE18+n0QX34e9OK5xAbGYFCKzIEtsoql323C4VYpeTIwMDCpQ1qCigRASiq6nCK83sRW84ZZn6awSnGg14+9b9nhtCuf5wnRAUdxAM+uLUeWPjUnnJORxkaluCudrU8ppbgw8Dp2t3wXnkCokIDgpvwPYmXF09Brrm3JLugK5GXe1w/QxEzSE44Le4cRD7wdYWsJenA3IASLHepmgRTHpshArzFjRcWT0HCSctjlH8T+thchiONTU0aLaPRTVFMzQ1G9dLT5En59T2e6O5S/lVS0Pg3hMSkWqDpPC7gJJte77Cdxquf38rgyexluzLtv3PsXZGoxO1+ybhYpsK81/dWKAEC0WnD/8AWQjz+i9Fl0jEJ84esQ396cEn0Wh9wB/OpYLx7c3IjXzg/BKygxV+bo8eUVJXjx3mqsmObJxBDqXoqYdxtIftHYG08BtfWpoMsHUvDaVFyuFOH1dPpBx7BADTEz9y7MsN4ljy8MvoHLQ9d/5mAwGKkLSyoyGGNAD+8DAsEJgKoZICUViQ2IgRxDBTgiPfA7fL3wTqHnBCM6DLkbMRzsQ8MRLWpyptaToKGhARcuXJDHixYtwty5cyPswUgXSF6hlFjMsUorfF6IL30LtPFC5B0ZjBiid56FPjjhTEFwzn2rPPHX398fadcxsRir5WXR2AYAGEmgWpF63MCZY/KYLFiesFimQstlL97d40TI3TFAKd4RbCio1eArK0uh17DXnmjh9XrR3t4uj9M1qegTnDjQ/iJO9f4BFFJiSM+bsaryS5hTsBEkQhEV5QwQNJKNJoEI3jcYl5ivBVmqWKDi7HFQ29CY21JKQdXWp8ujr1JUk20oxZKyz4PItmmXcLTr13GbzOf8NmiC/eco0cCnuj5PFksej2yLVMAgCkBbI+stFQsopejpVCcVU1eFTjWZ8KscefSOM+Ped8TTgYMdPwUNNg/ONc7AbSWfnnCCdZXKAnVPy/RIKobgVq0H9/TzUv9YABBF0D/+CvTXPwb1JafaeNDlxy+O9uLhzY3YcmEYPlUysdqixz+tKMWP76nCsooscCmY0IoF1OMCVRXWcGvujdm5wqxPtallfRrCmstDb5D+dnxeisGB67+rzC/6KErNt8rj493/gS77yZjFyGAwEgt7u2YwxoAeVFmfMpViUsBzWuQYlOTukLs5gdEwAISpFCuybx+zYn88nDx5EseOKRPbc+bMweLFi6cUHyO1IAXFUmIx2yKt8LohvvhN0JZLkXdkMGIAEb3I7Ff6rrizF0OTo6imJ69UrESo7wjV94ASX0ItUOmZo+HWpzFSJcUKUaQ4e9yFM8fcCOUhXFTA68IQlt5sxsO3FbLq/CjT0tIi9xTNz89HVlZq2XqNh2F3C3Y0fh2dduW5JNdYh3W1z6Eoc3zFTgFdcligkvwiYOZN0oCKoO++M/bGjReAng5pWW8EWRB75XKJeT5uLvyIPG4Z2Y/3B9+I+XmBcJWi31AFcFNPTBFCUK1SK7Zc9kK8jsKDMXGGBwR4PdLnqtMTWPNSW4nuyZwnLxvs42sB4AmMYl/bJgREDwCpx+vyisfAcxPvLbmsIguh2ptLgx50jU6vZDipmw3umReAakWtTN99B+L3/wl0cHJFZLFgwOXHq0d68PDmJmx7PzyZWGPR419WluKFu6uwpMLMkolXQA/uBjySJSmKSoFZU2vZEgm1UjGQYv0UQxCOoCjMAvX61wSOcLi97HOywxgFxcGOlzHkbolVmAwGI4GwpCKDcQ0C7S1Ac7C/hkYDctuKhMbDULCqqjiHWF/FhOIJjKB9VLEInmFdO+ljXbx4EXv37pXH1dXVqK+vT1kbI8bkIUVl4J58DjBnSyvcLogvfB20jf3eGfHFNPgWeEGq1hf4TDit65Cfr0wMTFapqOWNMOuCdktEhGjohG0ocf2L6FGV9WkcEgjRxO8TcXifE82XlImOAerHVnEQH1uSh7+dk8vuIzFAbX2ajvbkTcO78Xbzt+AMKtgAYKb1LtRXfRUZ2txxHyegU2zVNL6eqMY4UcgyRa1ID+wcUwkYplJctALEYIx5bAAwM3c9qnNWyuNTvX9El/1EzM+r7qfojYL1aYiSCq2s8PC4aZhNJyM6qD/TolItSIoXj3gz54AGp+e03g5w/rEVxQAgiH4caH8RzmDyQsMZsKLiSRg02ZM6v1nPY0FJpjzeO83UigBALLngvvRdkGWqd9q2RojffhL0/bOJCwxAv9OPnx+WkomvX7TBrypUqLMa8NVVpdh0dxUWl5vZc881oJSCvvO6PCb198b0cwpTKqZoUhEAisuVpGJPp39cLgKha5FJmwdA6pm8r+1HcPomV4zJYDCSF5ZUZDCugfsdVXXszYtAMtOvAjtVyVX1VRxkfRUTStPwHojBHkFWY21Yz8uJ0N7ejh07dsjjoqIirF+/HhzHblHTFVJSAe7JbwGmoPLV5ZQSix0tCY2LMX3QeLthHDkojx1594DyRmRnZ0OjkWy4XS4XXC7XpI5vDbNAbcfwoJCQ3j3U6wHOHpXHqdRP0WEXsO9tB/p7lIRss+jBW2QYT9eXor5mchOrjMgEAoGwvsc1NZO79ycjAdGLw52/wJGuX0GkUsJCwxmwtOwLuKX44+A5zcSOp08OpSIQLBjQBxOEPR1A0/tXbUM9LtCj+5V9lk2+WGyiEEKwoPiTyJMTexQHO34Gm6c94n5TggrQuS/Lw2j0UwzB8wSVtYrqsflicloopiqUUnR3hvdTTHUonwFfxgx5bIhggUopxbHuf8eAnBQnuL3sc2GOPpNhVZUy57G7ZSQlegpGG6LVgvzjF0E++lmAD6pf7SMQNz0Dcee2uH8mfQ4/fnaoB5/d0ojtl2wIqJKJM3IN+NrqMvxwfSUWlbFkYkQunAa6g/cTgzHmTmQaVVIxkKL2pwCQm6+BVqcUyAwPjs9ZxaDJxsrKp6HlpD70noAN+9p+BJ8wufcmBoORnLAZWwbjCqggwLPnr/KYW3JHhK0Z8eZKpeJ0fNlJBkQqoHFYsQierEqxv78f27Ztk23ULBYL7r//fmi1qT85wJgapKwa3BPfAjJM0gqHHeKmr4F2x3CCkcEAACrC3P8aSLCHms9YA2+mZJHEcRzy8vLkTSfdV9FQJS+Lxnb4vBRuVwKSiqePAr6gyq+4HKS4PO4xTIaBXj/2v+2A0y7K646LDhzX2vH8nRWYX2xKYHTpTVtbG/x+aTLfYrHAarUmOKLoYPf24O2mZ9FsU1wTsvVluLPmWyjPnpwVu6CyP+UTrVTUG0BuU/ql0oadV21Dj+wHvJKNIorLgZob4hUeAKnNwbLyR5Ehqxs82N/2Qsx6qGs8HeCCtpECnwVBVxDV41fW6hFquzk8KMA2mDhFeroxahPgdkrXf40WyCuYWMI/WfGqLFD1ESxQ3x/cHnaturnww2F9zCbLwtJMGIMeqN12Py4NeqZ8zFSEEAKu/h5wTz6vOKeIIugfXgX9zYug/thbw/Y6fHj53W58dksj3rxsQ0B53MENeQZ8o74MP7irEgtLM1kycRyIu1QqxSVrQAwZMTyZH1xgGIDUj12YgMNBssFxBMVhFqjjV91n6UuxrOIxcERKzo94O9DQ/pJclM5gMFIfllRkMK7Ad+oIxKGgND8rB5hzS2IDYoRh1hXKFU9ewS5bvjDiS5f9BFz+QQCAnjejPGvRhI8xMjKCzZs3y5OTJpMJGzduhMFgiGqsjNSFVNaCe/xZIGS/Zh+B+KNnQHs6ExsYI60xjB6D1tMGAKDgYc9/AFBN2KiTipPuq6hWKhqkcyXCApUeU6mSUkSl2HLZi3f3OOH3SUnYAKXYJdjQl+nD99dXosbK7iGxRG19WltbmxaTmR2jR7Cj6WsY8SpFK1XZy7G25pvI0hdP+rgBbb5sZ8j7hwExsT3KwixQD+8F9Yar5+gBpU82Wb42Id+tQZONFRVPQsNJv2Onvx8H2l+EIEb/+qhXWZ/6MmaGXeejgcHIoVRlHdd0iakVo4Xa+rSwRAuOT/3rEAB4TbNBiZQg1fq6wywUQ3TZT+BU7x/kcXXOStyQe09Uzq/XcFhSYZbHe6ahBaoaMnMOuGc2AVWKgpQe3CX1WRyKzRxEt92Hlw5247NbmvBW4whULRMxK9+IZ9eU4/vrKnFrCUsmjhc62AecOiyPSf29MT0f7x8EgfTFiRoLMIkep8lEkeo+1t3hm1BRf6FpNm4r+Yw87nWew9Gu3zBhAIORJrCkIoNxBWrrU7J4FYgmPSof0wVCuDCbzSFmgZoQLg8pE081ltXgOV2Era/G5XJh8+bNsnWgTqfDAw88ALPZfJ09GdMNUj0T3GPfBPTBRMHIsJRY7E+s6oORnhDBiczB7fLYZVlxlXpF3Vdx0klFQyUAaTKIGnpAiQ+2ofFZCkUL6vUAZ1TWpwuWR9g68YgixZljLpw55kZoLsJJBbwuDEGfR/C9dZUozJzYvYgxMQRBQHNzszyura2NsHXyI9IATvT8HgfaX0IgqFjjiBYLiz+FRaUPQcPpp3YCTisrFAgoNL6+6+wQY2pnAYWl0rLHDXqiQf4n2t0ONF6QBjwPcnt9AgKUyDGU4/bSzyF0jex3vY/j3b+N+iSkup+izxQ961M11TOVv6Gudj88bjHC1ozxok4qpoP1aQjKG8JsePWO02H/bvO042DHz4BgwiIvYyYWFH8yqskltQXqvtZRCOL0nvwn1nxwX/4uyFKVe1XrZYjPPwl6MXp9FrtGfXjxYBce2dqEnU0jUH/scwqMeO6Ocnw36MTAkokTg+7eDtDgtXf2fJDispieT6Mqeg+kcD/FEPkFGmiCl1m3i2JkeGLvK1U5y3FT/gfkcbNtL84PbIlmiAwGI0GwpCKDoYK6HPAeUqxEYu21zpgcrK/ybW2hAAAgAElEQVRiYhn1dqLXeQ4AQEBQa5nY78Tn82Hr1q2w2WwAAJ7nsWHDhjD1D4OhhtTNAvfo1wFdMGFgG5QSi4MJnqBlpB2ZA38FJ7oBAILGAqfl6on1aNifankjzLoiaUBEiIbOuCcVceYK69PSqfViiiU+n4hDe51ouawovQaoH5uFQdSW6/HsmnKY9XwCI5wedHV1weORkm+ZmZkoKIiuXWQ8cfmH8E7Ld3FRVURg0ubjjuqvodZaH7VJ24AuifoqEhL2bkMPKBaodL9SLIabF4Fk5cQztKsozboV8wr+Th432Xbj0tCOCHtMDCI4ofFKrgcUBD5jXdSOrSbHqoElV7o2UVFSWjOmhn1UgGNUShBwPJBflD5JRQDwqCxQDaqkoicwgn1tm+QCCJM2D8vKHwMfZRXU3MIMWIxSUfWIR8CpHmdUj5+KEK0O5JOPgnzkIYALTqHaRyBu+hrEd16fUsFDx6gXLxzowue3NWFX02hYMvGmwgw8v7Yc37mzEvOKWDJxMlCfF3Sfcu/gYqxSBBCmMBa0qT+/wfEERSVqteL4LVBDzM7fiKocpXjxTN+f0WI7EJX4GAxG4mBJRQZDBT2yHwh55FfUgpRVR96BkRCu7KvIiC+XhpRJqBLzrTDpxv+wLAgCtm/fjt5eZWLtrrvuQmlpaVRjZKQfZOZN4L7wNUAbTCwO9kmJxaHJKcUYjCvRultgtCvKPXv+BuAaKmx1UnF4eBiBwORs+SzGKnlZNLZjZCgAGkdFAD2qvMyTBclrfeqwC9j/tgMDvcrn3CR6sFUYxOqZWfjy8lLoNeyVJh5cvnxZXk5l69NexznsaHwGAyqlWon5FqyrfQ5WY3Sf/QP65EkqAlIvKbnR34XTEPq6QQMB0INKn2xu+Z0Jii6cG/PuRWW2cm062fNf6LafjrDH+NG5GmV7uoC+DJQ3RuW416JGpVZsbfRBEKa38muq9KgmtAuKtdBoUvM6NBZe0yxQIk3ga3x94L09EEQ/9re9CJdfeubVcAYsr3gSBk1WpENNCp4jWFmpskBtnt4WqCEIIeDW3BfeZ1EQQH//CuhvX5pwn8X2ES9+dKALX9zWjN0t4cnEeUUZ+M7aCnx7bQXmFrIe0VOBHtkHOIN9eXMLgHkLY35OjU+tVEzd4is1xeXK+1B3u3/CiXRCCBYWfxoFptnyuiNdv0Sf83zUYmQwGPGHvYEzGCrUL9RMpZi8qO1Ph90tEGmc1R3TGL/gRottnzyeYR3/xBOlFDt37kRra6u8bvXq1airi011OCP9ILNuBvfIPwMhW+r+HimxaBtKbGCM1IcKMPe/Jg+9ptnwmWZdc1OtVoucHEnFQynF4ODgpE5pNaj6KhrbEQgADnt8rPGo1wuqtj5N0n6KA71+7H/bAafqczkuOrBLtOFj8/Px0MJC8Fx6TSgnK5RSNDUp7hCpaH1KqYj3+jdjT+v34RWkSUYCgnkFH8by8seh46M/eSuEFMkAeF/ibbuJJReYM18eu995A96jBwD7iLQiJzdp+skTQnBbyaeQG1QRUlAc7HgZo96uKR9bd2U/xRhSVKaFwShdp3xeiq62ias8GArpan0qw+ngNd0oD/X2Uzja9WsMui8BkK5ZS8o+jxxDecxCWFWdLS+/22GHJ8Bse0OQG24C99VNQKXy/koP7IT4g38ZV6Fjm82LH+zvxBe3NWPvFcnE+UUZ+N6dFXjujgrMKcyIRfjTCkop6K5t8pjU3wPCxd7VglfZnwppYH8KAPmFGvDB12+nQ4R9ZOLXBJ7TYFn5o8jSS8XkIg3gQPuLUbmnMxiMxMCSigyGCu7BL8H00YfAl1eDLFqZ6HAYY2DU5iAj2KNGoD6MeDsSHNH0oWXkgGy7Y9aVhFWbXY+GhgZcuHBBHi9atAjz5s2LsAeDcTXkpgXgPvvPkN9s+rogbvoa6KgtsYExUhqj7YCsIqJEC3vehojbq/sqTtYC1aJSRImGNgCInwXq2aOAL2jDV1QGlCSf9WnLZS/e3eOE3xdUE1GKXYINp6gDTywtxgfn5KasUi4V6enpgdMp2eAZDAaUlJQkOKKJ4Q3Ysa/tRzjT92fQoELNoMnG6qp/xqz8+0BIbF6Lw+xPvYlXKgIAWbpWXnbvegPut7eo/u2OuEy6jhee02FZ+WMwaqwAAL/oxr62TfAGHJM/KKXQuS7JQ2+M+imG4DiCqhmKWrHpojfq/SGnCy6nIPfzIhxQWJyGSUUAXpUF6vnhnWgZ2S+Pby78CErM86+1W9SosehRliUpkzwBisMdU/i9pSEkN9hncYnKIr/5IsRvPwl66b1r7tMy7MG/7uvEo683Y3+rHeorwK3FJnx/XSWevaMCswpYMjFqNF4A2oLFUFodSDxU+JSG2Z8GtOmRVOQ1JOx6290xMWVuCB1vwsqKp2HQSIULPsGJva0/hCcwEpU4GQxGfGFJRQZDBcnNR+aHPom8l/4LxJx9/R0YCUOtVhxyMQvUeEApxeUhpefODOvacU/onjx5EseOHZPHc+bMweLFi6MeI2N6QG6+DdxDX1L6mnS3S4lFO7NoYkwczm+DSWXr7LSuhaiN3E9MbYE6MDA5C16LoRKAdA2lhh5Q4oNtaHJWqhMlzPp04bKkSs6JIsWZYy6cOeZGaN7dSQVs+//snXd4XOWZt+9zpqsXS5asYklu4IApxmBsjAtgeskmmU2+ZFM2IdklIQRIIZQQAkkIoaQRWLLZtE02UUKIg6kGA7bBFNvYGGNc1CVLVq/Tz3m/P85ozoyxZVkazUij974uLs57dMojeeaU9/c8v0frotUS4Dury1hVKZ/REk1NjfmsVVVVhapOndfILm8tz9feQWtUf7KCtAWsrbqHwmNUJMcLzZaHUIwkGIvWj6J5J/R8o0E5/WxIywBAb28lsH2r+bPzLjzWbknDZcthRfmNWBRD5BgMHOa15p+ji7FdLy2Bw1g043lBV12EHKVxi/VYzK6yM6zV9vdqdHdKl5WxEF2lWDDTis0+ee5d8cSftgBdcVCreXk90BpZX5mzkvn5l0z4+RVFYWWFaa36Sp2c8D8Sxe5A+dzXUP71C+b7SH8v+gO3ob/8TCRxoK7Hx72bmrnh6XpebYwVExfPSue+i2dz55oyTiqYOAvm6UpMleI5K1HSM0fYOj6oWj+qMAQ3XXUhJsABIVkUl0WJik1jr7hPt89gRflNkXv6ULCDzY0PEdJlz2GJZKoxdd4GJRKJJIr8qL6KXd7aEbaUxIt2z176/S2A0csjutn2SOzfv59NmzZFxpWVlaxevXpSTWJLph7KmeeifOFmszdUSwP6Q3cghmQ2teTEyOhcH5kACNln4sk5vhVodKXiWEVFm8VF5rA1oqKjO1sSUqko/H7EO29FxpOpn2IgoPPGpiHqD5oZ0B0iyDqtC80FP7ionNOLU2eCZqoghIgRFaeK9akQggPdL7Cx7m48QdOm+KQZV7Cq4tu4jpM8EBcUS0ylwqToq2izo5xzFEeWBaeiFBR9cP0kINdVwTml/xEZtw+9x9ut/zumY8Van841nyMmELtDpXS22ZOqbr+cPB0L0f0Ui0pSs0oRANVGq7OE50OmvX9B2gIWF382Ye9P50eJim+3DtHvS0zS01RCURTUC69CvfF7kBH+e2ka4o+PUPOH3/ODl5v42tP1bG2KfTdZUpLB/ZfM5jury1gwQ4qJE4Ho7UbseC0yVlZfnpDzRlcparYZkELzHYVFtkhyzEC/zmD/2N9Z8lxVnFv2ZZRwcmW3t4bXmx9FF9JqWSKZSkhRUSKRTEliKhWlqJgQoqsUK7KXY7Mc/yWoqamJ559/PjIuKirikksumVIVDpLJi7pkBcq/32C+sDXVof/kToRnKLmBSaYM9qH3cQ7tiYwHCq4B5fjWf9GVih0dHWO2sst1VUSWdVcTfb0amjbBtnjvbo+yPi2BktkTe75RMjigseWFQToPmxOXtbqX9VoXeVlW7ls7m6o8ZxIjnL50dXXR12dUqthsNsrKJq6XV7wIaj5eb3mEHa2/i1S02dQ0ziu7kdNm/ivqKL7n8UJzmBaolkkgKgIoyz9oA5cQa7hxUJa1hFMKPhIZH+x5kQNRz6ajxZHAforRVEZZoLa2BPEMycnTE8Hn1c0KTyW1RUVvsJdnB3YSDNe1ZSk2lpd+FYtqTVgMRZl2TgoLXpqALY0DCTv3VEM5aRHq7Q9CeRUHM0v5wSmf5WbLObzREvs+ck5pBg9eWsHtq0qZly/FxIlEbHoWtPD1Yu5ClPKqkXeIE9Zo61N7YULOmSisNoXComgL1PH1By7JPJMziv4tMm4Z2Mauw38e1zElEklikbO6EolkSpLrrIxkNvX7mwlqviRHlNp4gt209Jv2pXPzjm+P1dHRwfr169F1Y9IkNzeXK6+8EpstdScBJIlHXboa5dNfMVfUH0D/2V0Inyd5QUmmBnqAzA6zl5g3czHBKJFvJNLT03E6DYErGAxGBJcTJc8Z1VfR1YTQYaB3YqsVxfYo69PFk8P6tKMtyJYNgwwNmJPsO/RBNup9zC9wce/a2RRmyHtHsoiuUqyoqMBqTdzE9ljo97fwQt2dNPaZtp45ztmsnXM3JVlnJjyekN2s/rMG2hJ+/qNSXgWlFebYlY5y5rlJC2e0LCy4mvKspZHx261/4PDgnhH2OAI9gM1bHxkG0ubFMbqRycqxMGNm+LsjjL6xktHT1mJOYOcXWHE4U3MqS9MDvNr0Uzxhi147Clda80jXEt87fGWlWa34cp1sMTASB0Qm3192I99c/FW2zVgY87OluYKHLq3g1pWlzJHJUROOCAURm56LjJU1VyTs3JZgVKWiPTX6KUZTXBo/URFgXv5FzM+/NDLe3/UMB7o2jPu4EokkMaTmk5hEIkl5bBYnWY4SAASCHl99cgNKcWq6NyIwJnsL008m2zly/5m+vj7WrVtHMGg8bKanp3PNNdfgcsmsTEn8Uc+7COVT15krat5H/9n3EH6ZbCA5Nuk9L2MJ9QBG35PBGaPvU6QoSlwsUHNdUaKisxGAngm0QBWBI6xPz0q+9Wn9AT9vbBoiGDQqMkJC8KLWyw59kHPLMrhrTRmZjsRVlUk+yFSyPm3o28qG2jvp9x+KrKvKXcWFld8hI0lVAyG7Walo9U+SSkVFQTlvrTleuhLF7hhhj8mBoigsKbmW3HBChkDnteafM+AfnVhr99aiYFxjQ/aZ6NbE9meNrlZsrAkQCk1wZXoKET2BXZyiVYpCCN469Gu6vAcBo+vyJbZ88lQbzoF3Rt55AjivPBNLOO9oX6eXtoHAyDtMQ/Z1erlrYxPfeK6B7W1mz1xF6Cxr38WDbz3IN/95GxXvvpy8IKcZYvtr0Gc835OTh3LG0pF3iCMxlYq21BMVZ86yRRzD+3o0hgbH/85y+syPU5p5VmT8dtsfaBnYMe7jSiSSiUeKihKJZMoSa4FaM8KWkvGg6UFqel6KjOfmjWyP5fF4WLduHR6PUSlmt9u5+uqrycyc+ObokumLuvISlI9/0Vxx4D30X9yDCMhKAMkHsQQ6SOsxe70O5l+CsGSc0DHiIio6Z0O46l442xBKgN7uCexb9O4OGBbbZ5ZAScXEnes46Lpg93YPu3d4GXaPHRIa67Uu6oSPyxfk8o3zSnBY5etKMunr64t8vi0WCxUVFckN6BhoepDtrb/j9eZfEtKN675FsXN2yRdZMuvzWFT7cY4wccSIioE2GKNdcrxRVl5C2tWfwLnmcpRrPpXscEaNVbWzovxGXNZcAALaEJsbHySgHd/6PLafYuKqFIeZWWwlLd24pgWDguZ6KdKMhoBfp6vdvDcWlaamqLi380ka+sw+cIvzLma2alS2OQZ3Q4L7jWU5rZwR1cd4U72sVhxmb7uHO19s5JvPNbCj1bz2KMB5szP56cIQX2/8JxVDbaCFEH/4JfofHkYEx1/dJRkZ8dJTkWVl5SUoCXRXSPVKRZtdoWCm+fdsi0O1oqKonFP6H+S5jKQ1gWBr08OyxZFEMgWQb+kSiWTKMvzgAdAlRcUJo7n/LfxhCx6XNY+SzGNbhwUCAZ588kl6ew2LHovFwpVXXhnTf0wimSjUC65A+djnzBXvv4P+8A8QQTlpJ4lCCDI71kWqVYKOMnxZZx1npw9yZF/FsWCzuMgctkZUdHTnIXonslJxklifBgI6b2waov6g+d3sEEHWaV10EuIzZxRw7eJCLGryrVmnO9FVimVlZdjtyRPnjsVQoJON9ffE9H7OsBdxYdWdVOasSGJkBro1B10x/m6q7kXVJkdvMsVqJfOz15N9/W0oaSeWVJFsXLZclpd/DYtiiEsDgVa2Nj2MLka+fto9ByLL/gT2UxxGURUq55nfoboD/jH35J1OHD4UimjxOXkWXGmpN43V3P8Wu9v/GhlX5a6maubH0S2GqGfR+rH5GhIe18pKs5r3lfr+af953dPu4Y4XG7llQyM728xWC6oC51dk8bMrKvnGeSXMPnMR6m0PQpnpSCE2PYf+wG2I3u5khD4tEA01UPO+MbBYUVZcnLBzK7ofS8hohyBQ0Wx5CTt3Iom3BSqAVXWwovxG0sPVnZoIsLnxQfp9k8PdQSKRHJ3UexqTSCTThvwoUVFmMk0cB7pNX/s5eatRlaPb0GmaxjPPPMPhw+bD38UXX0xJScmExyiRDKOu/TDKh82m77z3Nvoj9yJCMjNYYuAY3IU9nIgiUBgovIaIl88JEI9KRYDcqD6OuquRwX6dUDD+k3Yi4EfsSr716WC/xpYNg3QeNqtOanUv67UuAqrOTcuK+ZeF+ZOi16MkVlScO3duEiM5Oq0Du3i+9o6Y58DSrCWsrfoeOc7yJEYWhaKgRVUrWgJykiwe5LuqOLvk2si4bWg3O9v+75jbq8EerEHjWi0UG0FnxUSHeFTKKh1YwoUeg/16zLVQcnRaW8wElOIUrFLs8dbzevOjkXFh2sksLv40imrFl35KZL1jMPEWqOeUZuAMOwY09weo7ZmeDiC7Dw9x2wuN3LqhkXeOEBNXVWTx8ysquXn5LMqzTYtjZcZM1G/dh3L2+eaBat5Hv+cmxLDwJYkr4qX1kWXlrOUo2bkJO7clYL4LaLZ8OMacyVSnqMTG8CN6T5eG1xOfCmqnNZvzZ38deziRwhfqY/3u7+APDcbl+BKJJP5IUVEikUxZsp0lWMKZ355gF95g4hvYpzrd3vpIXw9VsTAnd/VRtxNC8OKLL9LQYGbQrlq1alJOQEpSH/Wyj6Fc+Qlzxe5t6I/9GBGSE3fTHUXzktFp2iJ5s5cRcswa07FycnKwWIwJg4GBAXy+sfXwzHNG9VV0NQHQ2zMBn9U9b4M/3O+ncBaUVsT/HMehoy3IlhcGGRo0JyC2awNs1PuwW1W+s7ospipCklyGhoZobW0FjF52lZWVx9kjcehCZ3f742xqfICAZkw4KVg4veiTLCu9HptlcvVwDjmKIstWKSrGjfLsc1lYcE1kfKD7OWq6XzrqtjHWp65KUJMjTtnsCuWVZrVi7f7pKdKMllBQ0NGWutan3mAvmxsfQhOGcJphn8mysutRFUN59mcuimzrHNwNx6nGjTcOq8rSMrOS+ZW6voSeP5kIIXinbYhbNzRw+wtNvHs4VkxcU5XFL66o4sblsyjNOnpPWsXhQPnCzYaTSqQZXTf6/beib34+Eb/GtEEM9CPeMFsbKKsvT+j5U936dBi7QyW/0LRAjVe1IkCWYxbLy74Wuf71eBp5Zs89aLp8h5dIJiNSVJRIJFMWVbHGVHh0+2S1Yrw5GFWlWJp1Nk7r0Sd7X3vtNd5/38y4XLJkCYsWLTrqthJJIlCu/DjKpR81V7z9OuLXDyK0xE7GSCYX6d0bsIQFCM2SxVD+yD1iR8JisZCXZ1objdUCNaZS0dkIQG9X/D+nYluU9elZibc+rTvg541NQwTDVZghIXhR6+FtMUSuy8oP15ZzWlH6cY4iSSS1teZzVUlJCS7X5BDqfKE+NjXcx3sd/wCMz5PLmsuayltZkH/JpKxyjemr6JeiYjw5peDDlGYtiYy3t/6O9qG9H9jOkeR+itFUzDMFiPbWEIMD8tnkWLS3BdHDf57MbJWMzNSp/gnpAbY0PYQ3ZNhh2tQ0VpTfhMNq9qEPOivQLMZY1YaweesSHufKiqzI8qaGATQ9tS1QhRDsbB3i1g2N3PFiE3vavZGfqQpcUJXNL6+s4oZzZ1GSdXxLcEVRUNd+GPVrd0J6+N82FEL8/hfo//tL6aYSJ8SWDTD8t5w9F6oWJPT81oD5HhCypa6oCEdaoMa3zUhh+kmcPct0IWjp3cWmxvvoks5kEsmkQ4qKEolkSpPnqoosd3vkg0Y88YcGaezbGhnPyzv65PvOnTvZvn17ZLxw4UKWLl064fFJJCOhKArKh/8NZa1ZwSC2bUH85icIXU7eTUesvhZcfa9HxoMFVyDUo2eWj5Z4WKDmOisAQwQRzjaEEoh7X0URDCDeeTMyVhYnzvpU1wXvbPPw7g5vpCfWkNB4UuuiTvgpzbLz44tnU5nrTFhMktFx8ODByPKcOXNG2DJxdHr283zNHRwe2hNZNzP9Q6ydczczktAjb7SE7NGVim1JjCT1UBSVc0q+SI5zNgACjVebfsZgoN3cSGjYPKaVbyDJn5WMTAuFxWalR/0BWa14LKKrYFLJ+lQIwVstv4pYNyuoLCv7CllHuicoKv6MUyND5+CuRIYJwGlF6WQ7DTG3xxtid1TFXiohhGDHoUG+9Xwjd25s4r0OU0y0KHDRnGweubKKr55bTHHmifcXVhaegXrbAzFOEeKVZ9EfuB3R1xOPX2HaInQN8fLTkbGy5vKEJxhNl0pFiL0Wd3do+H3xsUAdZnbOMk4tNJOD24f28kLtnWxueIBub31czyWRSMaOFBUlEsmUJj9aVJTZS3GlrvcVNGG8yOc4Z5Pv+qCV6f79+9m0ybQZqaysZM2aNZOySkAy/VAUBeWjn0NZc0VknXjjFcTvf4HQ4/vyI5nkCJ3MjidQwlVNftc8/FF9isZKPERFm8VF5rDgoOjozkP0dsfZ5mfPDvANW58WQ1libCwDfp03Ng3RUGNmMbeLAOu0LroIsbDAxb1rZ1OQnjoTxamCz+ejpaUlMq6qqhph64lHCMG+zmfYWPcDvCFz8nVhwTWcP/ubx3RSmCyEYnoqtoOQ96B4YlWdrCi/MfI5CGiDbG58kKBmXPdsvkZUYQh3mjUHbRJUkVTON5NaGusCBAOpXf01FjRNcPhQtKh44kLOZOW9jnU09puJTmcUfYqiKPEwGl+G6f7iGNwDIrFWgBZVYcVss1rxlfr+hJ5/ohFCsK1lkG8+18BdLzWzr9MUE60qXDw3h0euquIrS4spGoOYGI1SUIR6y30oS1aYKw/uNfos1u0/9o6Skdn1FnSHRb2MrNi/b4KwxFQqzkj4+ROJw6mSV2BWjcfTAnWYk2dcxRmlH2U48RLg0OBONtTewZbGh+jxNhx7Z4lEkhCkqCiRSKY0eS4zc77LW4OQkzRxQRc6B7s3Rsbz8i76gFDY1NTE88+bvSCKioq45JJLUFV5a5FMHhRFQfn4tSjnXxJZJ159EfHHRxBCTuBNF1z9b2DzGwKJUKwMFlwFcUh+mDHDnDQYq/0pHGGB6mrE6xFxzfqNsT5dnBjr08F+jS0vDNJ52Jz8rNG9PKV140FnWXkmd11QRqYjdazsUom6ujr0cPLFzJkzyczMPM4eE0dQ8/Ja88/ZefhPCIwqXrslg/PLv86phR9BVSb/c4ewZqBbDHtfVQRQQ7IPeLxJs+WHezEZSQr9/ha2Nv8SXeix/RTT5sXl+j9eCmZaycgyPrtaCJrq42shlwp0Hg6hhW8h6RkqmdmT/7s+Gpr63uTdjscj47m5FzBvBDv2kLMczZoDgKp7sXsOHnPbiWJVpSkqbm0cwB+a+u/cQgjeah7kG881cPfLzezvMntjW1WFS+fl8OhVc7junCJmZsRP0FYcTpRrv47ykc+YfRZ7u9DvuwV9y4aRd5YcFf0ls1+6smItii3BCQhCxxo0kwtTvVIRYpM8JkJUVBSFZXM+zyfOepTyrKVEi4stAzt4vvZ2Xm38Kb2+prifWyKRjI7UeCqTSCTTlnRbAY5wn4mg7mEwIPvUxIO2wXcYChq2UXZLOuXZsXamHR0drF+/PjLhmJuby5VXXonNJqtNJJMPRVFQPvkfKMsviKwTm55D/N9jUlicBiihAdK7zASIodyVaPb4ZBBHi4rd3d1oY+zZmec0Kwd1l/FyHC8LVBEMIHZFWZ+eNfHWpx1tQTa/MMDQoDnpuE0b4CW9Dw24YkEuX18+C7tFvopMVmpqTKvIZFqf9vqaeL72OzT3vxVZl+eqYm3V3RRnnpa0uMZCTF9F+bw6IcxIm8uSWZ+PjFsHd/LO4b9g9xyIrEu29ekwiqJQGdVbse6AH5HivepOlOiJ6qJSW0o4oXR763ij5b8i45npH+KM4k+NvJOi4IuqYnQMvjNR4R2TuXlOZmUa73nekM62lsGExxAvhBC80TTAzc/Wc88rzRw4Qky8bH4Oj15VxX+cXTRhTgqKoqBe8hHUG+6EtAxjZSiE+N3P0f/0KCKU2GrUqYw41Ah7w7bAioqy8tKEx6CGelHCFcS6JQNhSUt4DIkm2gK1qz1EwD8xiQZ56eWcW/ZlLpnzA8qyzo75WfPANp6ruZXXmn5On695Qs4vkUiOjXyTl0gkUxpFUWL6KsoGzvHhYLeZJVmZsxJrVN+xvr4+1q1bRzBovOinp6dzzTXX4HK5Eh6nRDJaFFVF+fRXUJauiqwTLz2F+Ov/SGExxcnsehpVNyaMQrZ8PDkr43Zsh8NBVpaRva/rOt3d3WM6TkylorMRIH4WqHveNq1PC4qgbOJsLIUQ1B3w88amIULhueAQghe0HnaKIQA+e0YBX1hciKE7/IwAACAASURBVEWd+pPDqUowGKShwbSVSpaoWNe7mRdqv8tgVA/CuXkXsqbidtLjlBiQSGJERb8UFSeKipzlnDzDtD3f1/U0B8KiokAlcBQ7/2RRWmHHZjOuhZ5BncOtUkgYRtcFbS2p1U/RG+xhS+NDaMKoSs20F7Gs7HpUxXqcPcGfYSZROAbfAz3+lUEjoSgKKytMm+mXp6AFqi4EWxsHuPGZen6wqYWabrOXqU1VuGJBLo9dXcWXlkycmHgkyofCfRZLZkfWiZeeRn/wdkS/7LM4GsRLZi9FzjgHJT/xVYLWGOvT1K9SBHClqeTmG24jQhBzvZ4Isp2lLCu7novnfJ/SzLNiftbU/ybP1tzK1qaH6fe3HOMIEokk3khRUSKRTHnyYvoq1oywpWQ0DPgP0xrJgFWYm2dWd3k8HtatW4fH4wHAbrdz9dVXJ9UWTSIZLYpqQfnsDShnnRdZJzasQzzxeykspig2Tw3OgZ2R8WDBVaDGd6IoulpxrH0Vc50VDNv6CGcbQgnQ0xWnSsXtUdanZ02c9amuC3Zv9/LuDi/DXycPGk+GuqgXfqwq3LSsmA8vzE+JapNUpqGhIVJ1m5eXR25ubkLPr+kB3mr5NW+2PBaZfLeqDpaWXsfi4s9gifN3OFGEhnunAtYooVQSf04t/BizMs+IjF8KdXNI9xN0liEsziRGFovVqlA+x7SQqzvgH2Hr6UV3RyjSZ9LpUsjJm9pW2SHdz+bGhyI9YW1qGivKb8IetkU+7v6OWYRseQCowh9j6ZsoVkZZoO44NMiAPz7PKRONLgSvNvZz49P13Lu5hboe83tmtyhceVIuj10zh2vPmkl+WuLvL0phMeot98HiZebKA++h33Mzou7AsXeUIDxDiK1myxZ19eVJicMSNEXF6WB9Okx0ssdEWKAejRxnOcvLb2Bt1T2UZJ4Z9RNBY//rPHPw27ze/AgD/taExCORTGeOnxI1TXC73cuA24GlgBM4CPwP8PPq6upRPS253e4S4F+Ay4CTgWJgENgBPFJdXf33o+yzCnhphMP+qLq6+pbR/yYSyfQjP6avoqxUHC8He16MLBdnnEaGvRAwKheefPJJenuNPkAWi4UrrrgiZkJdIpnsKBYLfP4mhBaCt18HQDzzOFhtKFf9vyRHJ4krIkRmx7rI0Jdx6oTY3hUUFFBba9x7Ojo6OPnkk0/4GDaLi0x7EQOBVlB0dOchersrEUKMS4ATwWCs9eni80bYeuwE/DrbX/PQ2W5W2XSIABu0XjzopNlUvn1+CYuKRjd5Kkku0danc+cmtqprMNDOq00/o9dnVkpmOWaxvOyrZDlKEhpLvImuVLRI+9MJRVFUlpb8Jy/W3U2fvwkdeDrYxRX24kmXVV0x10HNPj8Io4dgf69GVs7UFtDiQYz1acnUtj4VQufNlsfo8dUBoKCyvOyrZDqKR38QRcGfsQhrz8sAOAffIZDxoQmI9tgUZ9qZl+/kQJePkA6vNvZzybzEJp2cCJoueK1xgOp3O2nsi+1ZarcoXDY/l2tOziPXlfxpUcXpQv3StxDPPo544g9G6VdPJ/p9t6B86jrUqBYOEhOxdSP4w/a1s8phwakj7zBBxFYqTp+5keJSG+/tMv7+HYeNRBCbPTHX6lzXbM4rv5Fubx172v/OocHhJFJBQ99rNPZtZXb2chYWXEOmY+aIx5JIJGNjsj1TJwW32301sAk4H3gCeBiwAw8Bfz6BQ10P/AxYgCEUPgg8B6wAHne73Q+OsO8rwF1H+e+FE/ldJJLpSHSlYq+vAS3BdjCpREj3U9fzSmQ8L+9CADRN4+mnn+bwYXMS7OKLL6a0tDThMUok40WxWlG/+A1YtCSyTjz5Z/SnqpMYlSTepPVsxhrOHNYVB4NRdnjxJB6VinCEBaqrkWBA4BkaZ3+S994Gr1FZTkERlMff+nSgX2PLC4MxgmKN7mW91o0HnTyXlR9eVC4FxSmCpmnU1dVFxlVVE2eXeyQt/Tt4vuaOGEGxPPtcLqy8a8oLigBaTE/FDhBTo8pnqmKzuFhRdgNODIHOi86Gvi0ENd9x9kwsaekqxSVmtYesVjSstGOsT8umZnXyMHs6/kFTv5ngc2bxp5k5BkHQF22BOrQX9MAIW08MKyvMasVX6ianBaqmCzbV9/PVp+q4/9VDMYKiw6Lw4ZPz+NU1c/jcmYWTQlAcRlEU1Es/inr9dyAt/MwUCiJ++1P0/3tM9lk8AqHriI1PRcbK6suTlnxgCUzPSsW0DAvZuWELVB0OH0r8PFyeq5IVs2/mwsrvUpyxKLJeIKjv28IzB7/Jmy2/YjDQnvDYJJJUZ/LcQZOE2+3OAn4FaMCq6urqbeH1dwAbgY+63e6PV1dXj0ZcfDN8jFeiV7rd7pOB14Eb3W73H6urq7cfZd+Xq6urvzuOX0UimbY4rJlk2AsZDLSjixC9/ibyXYmbBEslGvq2EtSNCegMeyFFGacihGDjxo0x/ZVWrVqV8OoFiSSeKFYb6n/cgv7wPUbPOUD843/RbTbUtR9OcnSS8aIGu0nvMe2QhvIvQrdmjbDH2CkoMCcPOjo6xlxdmOespLFvKwC6qwmA3m6N9IyxV6yIbVHWp4vjb33a3hZk+2tm/0SAbdpApH9iWbadO1eXJaw3kWT8NDc3EwgYE7BZWVkxn++JQhcauw//lfe7zMlBVbFyRtEnmZN7wZSuUIpGWJxo1mwsoT4UNCzBLrSwG4RkYshG43JbHk8EO9CB3kAbb7Q8wvKyG1CUyZNfXTnPEanMa24IcPIiJ3bH5Ikv0fR0afi8hvWp3aGQN2PqTls19r3Ono4nIuN5eRfFtJY4ETT7TEK2QqzBdhQRxDH0Pv7MRcffMY6smJ3F/+xoRxfwXoeX9sEghRmT4x6v6YLNDf389d0umvtjBVenVeXy+TlcfXIe2c7J/XlSTl2MetsD6A//AA4ZfbbFxvWI5nrUL30TJSsnyRFOEt7bCe2HjGVXOsrSVUkLJdr+NDTN7uvFpTb6eowkqdbmIKUV9uPsMTHkp83h/NnfoNNzkD3tf6dtaDcAAp263k3U975KZc4KFhZcRfo0En4lkolk+j6pmnwUKAD+PCwoAlRXV/sw7FAB/nM0B6qurv77kYJieP1e4C/h4apxRSuRSI5KXpQFardH9lUcC0IIDnZviIzn5l6Ioqi89tpr7N27N7J+yZIlLFqU2BdYiWQiUGw21OtuhZOishr/+hv0F9cnMSrJuBGCzI4nUYSR0R20F+PNXjphp8vMzMRuN16g/X4/g4ODYzpOTKWi05hE6h1HX0XD+vSNyFg5a/mYj/WBYwtB3X4/b2wyBUUdwQtaT0RQXFjg4t6LZktBcYoRbX06Z86cCRf0vMFeXq7/YYygmGbLZ03lHczNuzBlBMVhoi1QrX7ZV3GisXsOMEt1sNpqWjS2DOxgd/vjSYzqg+QVWCKWp7oGjbWJr0CbTLRFW5/OsqGqU/M60OWt5c2WxyLjovRTOb3ok2M/oKLgyzTtHR2D74wnvDGR47JyepTzwKaG5FcrarpgY20fX1lfy0OvtcYIii6rykc/lM+vrpnDp88onPSC4jBK4SzUb98HZ55rrtz/Lvr3b0I0HExeYJMIfaP5vqYsvwDF6UpKHIrmxaIZz/5CsaJbp5foG91Xsb0tSCgokhgNzEiby8qKb7Km8g5mppsV4QKN2t6XefrgN9h26DcMBcbuLiORSAykqAhrwv9/9ig/2wR4gGVut9sxzvMMPxkfy7Ngrtvt/orb7b7V7Xb/u9vtnjfO80kk04poC9Ru2VdxTHR6D9DrMyayLYqdytzz2blzJ9u3m8XVCxcuZOnSiZucl0gSjWJ3oH7ldpgf9dLx58fQX34miVFJxoN96D0cnvcBECgMFF4DysT1p1IU5QPVimMh11kRWRbONoQSoLdnHFZX7+00rU/zC6F8zsjbjxJdF+ze7uXdt70QnjfwKzrrQl3UC8O2b3l5JnddUEaGQ/YFm0rouh7pDwqGqDiRtA/t5fna2+nw7IusK85YxNqqu1PWcSJkL4osW2VfxQnH7tkPwEJLOgszzoys39v5T+p7Xz3WbglHURSq5pvVHXUH/eh6cidmk4UQIrafYunUTEzxBLvZ0vgQmjB+l0x7MeeWfRl1nM8j/ih7P4dnH4qeeDvflZXRFqh9CJGcz2pIF7xY08uX19fy062tHBowPzdpNhX3KYaY+G+nF5A1BZ9HFGca6n/cgnLNp2A4waa7E/3eb6G/tnHknVMc0d4K75pzFMrqy5IWS3SVomabAZOoCj4RZGRZyMw2fmddM4TFyUBB2nxWVdzC6orbKEwz+93rQqOmZyNPH/wG2w/9Fk+wO4lRSiRTm6mRpjOxLAj/f/+RP6iurg653e464ENAFbD3yG1GQ9hi9SMYUy/PH2OzT4b/i97vceDa6urqnlGe52i2qlRXGz2ionv+SI6N1Wp8LeTfa2oRtJ3JzrY/AtAXbJD/fmNgx3v/HVleMHMN3R0DbN68ObJu/vz5fOxjH8NimXovZclEXlOmBvp3f0LvXTcS3PcuAOKPj5Cek4vrwonpwyeZIDQfSuPT5rhwBTmlZx57+zhRVlZGS0sLAB6PZ8zf95yGUnq9zaDo6M5D9PdUkpeXH6nSOJHrSd+72xieakxbcRGZcbCx9Pk0Xnq2jbYWswqgTw2xPtCNF6P/o/v0WVx/fiVqilWYTQcaGhrweMIW6BkZnHLKKahq/CfHhNB5u+lvvF7/O0T4c6OgcnbFp1hc/q+TypYy7og50LsJgDR6cCX52SCln1E0H0qNad2/8pSbGdz/EI3dhjnRtkO/prRwAUVZJyUrwhhycnTe392Az6vh8wiG+l1Uzs1IdlgJp7vTj2eoDwCbXeWkDxVhsUyt+0lQ87Fx5134Qr0AOKwZXHX6PeS4ZsXh6DMQnaUonmYUESJfaYYZiU34vCwrl0fePIwvpNPYF6AXF/NmGJ/VRFxTQprOM3vb+f22Zg71xYqqGXYL7jNm8bHTS8iaIlWJx+Uz1+H/0Gn0PXQXwjNo9Fn8zU9wdBwi4zNfQbGmyO95Agw8+Sc8YTHbfua55C5MootShzmVbMkoSc376XGYM19h51vGtHVXu8qiM+LzN4jH9WTGjPNYOPs8mnt28WbD/9LaZ7zr6yLEwZ4XqevdxMJZl7K4zE26Iz8ucUsk04UUfmMbNdnh//cd4+fD68dUw+52uxXgv4GZwCNhK9RoOoBbgFOBTAwr1kuBtzGEyCfdbrf8d5JIjkNBxhyU8CWtx9OEPzSU5IimFkP+bmo6t0TGueJ0Hn/88UjmaVlZGW63WwqKkpRFdaWTc8eDWOeamYz9v/wh3pePZmQgmawozetRAkbGqbBmIsr/JSHnLSoyq4/a2sZuaViQafaq1V2NhEKC3p4Tt8ETwQD+N82kEOey1WOOaZje7gDr/9pMW4s3sq5J9fP3QGdEULx+RSU3rKySguIU5b333ossn3TSSRMiKPqCAzy953tsrftNRFB02bK5ctE9nDX7E6ktKAKklZjL3pbkxTEd6N+HIgwLaZFWiurIY+3Jt5CbVgaAJoI8s+d7DPjGVl0eb6xWlQUfMivA3nunN4nRJI+GGtNCvGx22pQTFIXQefH9++kYNCwqVcXCJQtvj5OgGD5H/tmRZaXrzbgdd7Sk2S2sqDIn35/fl5jvUFDTWbe7jX/93XbuffFgjKCY6bDyhaXlPP7vS/j80tmpIyiGcZy1nLwf/xpLaUVknWd9NT13fQ29b1Q1CCmD8HnxvhhlmX7ZR5MYDSjeqOd+V9GxN0xhZs8xE2Ca64cIhfQkRnN0SnNP48On3cdVi35AUdbCyHpNBNnd8k/+8Oa/s+XgfzEUkJWLEsloSYk7rdvtrgdmn8Auf6yurv7UKLcdfoodq6fDA8DHgM3ATUf+sLq6eg+wJ2rVIPCs2+1+DdgJLAeuBNYd70TV1dWLj/EjAdDZKT2jR8NwFoz8e009sp1l9PqMjOQDzW9RlHFKkiOaOuxpfwI9PPGSbavkyb9uQtOMcW5uLpdccgn9/cnvmTEVkdeUqYX4yh3w4O3QWAtC0P+zexjwelGXrEh2aJLjYPG3kddq9oUdyLsYX68X8B57pzjhdDojyy0tLWP+vqcr5qSj7moCoL6mE10YLvyjvZ6Id94ystkB8gvpzSlAGcc1qL01yPatZv9EgJ0Msi1gnMOqwg3nzuL8coe81k1RhBDs2WO+kpSUlMT937LbW89rTT9jKMoqbEbafM4t/TIuLW96fHZ0OwUoKAjwddDZ3gpq8uwdU/kZJaNjG2nhZY+9iqHw77is5AY21H6XgDaIJ9DDP3fdwQWVt2NVncc+WIIonKWjqCB0aG/1cXB/Gzl5KTFlM2pq9pvvG7kF+pT7bO4+/DdqOk1r3TOLPoNTi+/1VFXnEKnb6X2PrsNNCEti+8ktneVgQ7hA67m9h/nYggxURZmQa0pQ03mhpo/H93TR4Ym1hc+0q1x1ch5XLMglzWbBN9CLbyBup55c2F2Ib90Lv/4J7HwdgOC7O+i46bOo192KMntiLcsnC/qmZxFD4X/kwmL6y+aM6xl3vGT3NTDcK6s/lI5/il2z4oEQgvQMlaFBnVBI8P6ewxSVjP/ZZiKuJy7KOL/0FtqGdvNu+9/p9hq9xDU9wK6Wf/DuoaeZm3cBJ824HKc1+zhHk0imJrNmxSfRKVVSQWuAfSfw36GofYcrEY91tcg6YrtR43a7fwzciNGb8bLq6mr/aPetrq7uB/4UHp5/oueWSKYj+S7zQVr2VRw9ughR0/NSZNy2x0kwaMwcp6enc/XVV+NyJafxuUSSaJT0DNQbvwcl4VwloSP++wHEjteSG5hkZIQgs2MdSrjyKeCswJc58banw+Tl5UWquvr6+ggETry6ECDXVRFZ1p2GqNjbrZ3wccQ2c0JTWbwcZYyVg0IIavf7eWNzlKCowkt6D9tChqCYZlO5c3UZ51dkHftAkklPR0dHJHnIbrdTWloat2MLIajp3siLdd+LERTn51/K6opvk2bLi9u5Jj2qDc1mVPgoCKyB9iQHlLoM91MECKTNjyxn2GeyvOyrKBjuG72+Bt5oeQwhkl9Z4XSpzCozJ2Lr9o96+iAlGOzXGOg3/h1UCxQWT61+ig29r/Fep5kLPj/vYubkjd8p4Eh0Wx5Bh3GNVtBwDO05zh7x5/Ti9Eifwi5PiD3tnrifI6DpPLWvhy/9s5ZH3zocIyhmOiz82+kFPHbNHNynzCDNNj3cdBRnGup/3oJy9f+L6rPYgf6jb6G//nJSY0sEQgjERrNKUVl9GcoEuCqcCJaAKXhptsIkRpI8FEWhOOre1do0tvegRKEoCsUZi7iw8k5WlN9MrrMy8jNNBNjX9Qzr99/ErrY/4w+lapaCRDJ+UiLtrbq6+oJx7L4POAuYD8T0JHS73VagEggBJ6RQuN3uh4CvAS8BV1RXV4/lKWv4rTt9DPtKJNOOPNccanqMpuXDGUeS49PSvx1vyLBNEUE7/c1GXrfdbufqq68mK0tOFEumF0pGFupNd6Pffxu0NoGuoz92v/ESf9rZxz+AJOE4B3Zg99UDIFAZKLjGnGxJAFarldzcXLq6ugAjo3YsGYC5zorIsnC2IpQAPV0nNlEmQkHErjciY+Ws5SccB4CuC3Zv99JYa04MCKvgH74uujAm9vJdVr6zupSK3ORX+EjGR02N+dxUWVkZN7vzkO5j26Hf0tBnCt021cXZJddSmrUkLueYaoTsM7EGjUlIa+AwIWfJcfaQnCiWYBfWYNgKW7ERdMWaGhWmn8zi4k+zrfU3ADT3v8Wejn9wSmFiLLNHonKeg5YGI4ujpSnIyafpOF2pkgs+Mq0tZjl8YZENq3XqWJ92eQ7y5iGzP31RxiJOK/rEhJ3Pl7EIm78ZAOfALnxZZ03YuY6GVVU4b3YmT+83bHpfruvn1Jnxmbbyh3Q21PTy+J5uur2xlYnZDgvXLMzj0nm5uGzT43txJIqqolzxcUTZHPRfPwBeDwQDiF8/iN5Yg/KRz6KkasuS/XugJdwr1+5AWTaeqeA4IDQswa7IULNPv36KwxSX2ji410iEaTsURNcE6iS3r1YUhVmZp1OccRqtgzvZ3f54xPlMEwHe73qKgz0vMC9vLQvyL8VhzUxyxBLJ5GJ63oVj2Rj+/yVH+dn5QBrw2mirDN1ut+J2ux/GEBQ3AJePUVAEGO64LUuuJJJRkO+qiix3eWsi/QAlI3Og+4XI8lDTDBAqFouFK664Ylo2GpdIAJSsHNSb7oaZ4cleLYT+6L2Id7ePvKMk4Siah4zOZyJjT855aI6ZCY8j+nrZ0TG2/kI2i4tMe7gfi6KjOw8x0KehhU7gfrZ3F3jCfYXzC6Fi3gnHEfDrvP7KUIygGHDo/MnXEREUy7Pt/Oji2VJQTBGiRcU5c+Jjodbvb+WF2rtiBMVsRxkXVX1v2gqKAJrdvD5ZAoeTGEnqElOl6KoC5YO51HPy1jAv76LIeE/HEzT2vfGB7RJNbr6V3HxDEBA6NNRMn2rFtmZTVCwunTpVip5gF1uafoIujPizHLM4t/TLqMrECTv+jFMjyzZvLUpocIStJ4aVFabZ19bGAQLa+Kp9/SGdf77fzZf+WcuvtrXHCIrZTgufO9OoTPyXhfnTVlCMRjltCeqt90OR6SwgNqxD/+l3EQOp2bZEf2l9ZFk5dzVKWsYIW088lmA3CoajiGbJQqiO4+yRumTnWnClG9/LUBA62kPH2WPyYIiLZ7C26m7OK/saOc7yyM9Cup+9nU+y/sBN7D78NwLaUBIjlUgmF/JODH8DOoGPu93uSHqX2+12AveEh49E7+B2u9PcbvdJbre7/Ij1CvAYcB3wDHBVdXX1iI183G73crfb/YF/B7fb/SngX4EAUH3Cv5VEMg3JdMyK9EPxhfoi1XeSY9Pra6LD8z5gTFx4DxUAcPHFF8fV+kwimYooOXmoN98DBWGRJxRCf/gHiL27khuYJIaMrudQdeMFT7NmM5SXnKzlgoKCyPJ4en/kukwLHt3ViBDQ1zt6C9RY69NlJ2x9OtCvsfmFQbqiJgN6nUH+ONSON2wve0qhix+unU1B+tSZ9JUcm56eHrq7jaouq9XK7Nkn0qr+6DT1vcGG2u/QF66kAajIWcGFVXeS6Sga9/GnMqGo398aaEtiJKmLfehAZDna+vRITi/6JDPTzR7sb7b816RooVA535yYbqgJoGmpnyjpGdIjdt+KAjNnTQ1TraDmY3Pjg/hCRrccuyWDFeU3YbekHWfP8aHbcgg4jWu1go5z6N0JPd/RWDDDSVGG8RwwFNTZ3jK2yXZfSGfd3m6+uK6GX29vpydKTMx1Wvj84kJ+dfUcrjk5H6dVTmFGoxSVGsJitJPK3l3o378J0Zj8a1k8Ed2d8PbrkbGy+vIkRmNgibJ01+wFI2yZ+iiKEpMM0tYUHGHryYmiKJRkLWZt1d0sL/sq2Q5zPiyk+3ivcx3r99/Iu+1/l+KiREKK2J+Oh+rq6n63230thrj4stvt/jPQDVwFLAiv/8sRu52NYWv6CrAqav13gC8AXmAncIvb7T7ylDurq6v/ETX+I6C63e7XgGbACSwJnyMEfKm6urp+fL+lRDI9UBWVPGcl7Z69gGGBOq369IyBg1FViv6OXHS/nVWrVjF37twkRiWRTB6U3HzUm+9B//Gt0NUOoSD6L+5G/ep3URaccvwDSCYUq68RV/+bkfHAjCtBtScllniJinnOShr7tgKgu8y+inkzjv/YLkJBxM6oCZfFJ2Z92t4aZPvWqP6JQIPTx4bB3sh4eXkmNy4rxmaRE3upQnSVYnl5OTbb2MViTQ+x6/CfOdD9XGSdRbFxZvFnqMpdOa44U4VQVKWiVVYqxh8RwhbVBmEkUVFVLCwr+wov1H6XgUAbmgiypfEnXFR1Fy5bbiKiPSrFpTacLgWfV+D3CQ41BSmrSM69LVG0RVmfzphpxWaf/PcYIXTeaHmUXl8jYHyelpfdQIY9MW4J/oxF2MNWfY6Bd/BmLz3OHvFFURTOr8ii+l3D/vGV+j6uPIF21r6QztP7e/jH3m76fLHJU3kuK/+yMI+1c3NwSCFxRBRXGup1tyLW/wXx5P8ZK7va0X/0TZRPX496Tmrce8Urz4IeroZdcCpKyfgToMaLNWCKiqFpLiqCce+q3WdU17e2BDlVF6jq5LZAPRqKolKatYSSzMU097/Fux1P0O9vASCoe9nT8QT7u55jQf6lzM+/GJvFleSIJZLkIO/OQFjkWwlsAj4CXA8EgZuAj1dXV482NXA4tdwFfBu48yj/XXPEPo9g9HVcDnwZQ5ScAfwWOKu6uvq3Y/mdJJLpSl60BapH9lUciYDmobZ7U2TsaZ7JkiVLWLRoURKjkkgmH0p+oVGxmBu2twwE0H/+PcTB95Ib2HRHaGS2m3la/rSTCKQvTFo40fannZ2d6PrYbMByXRWRZd05LCqO0kJo7zum9WleAVQeezI9GiEEtfv9vLHZFBRVC+ywD8QIiledlMvXz5slBcUUI17Wp55gNy/Vfz9GUEy3FXJB5Z1SUIxCs+UjMGwRLaE+FM2X5IhSC5u3EVUY1s2aNRfNlj/i9nZLOivKb8KmGpVl3lAPW5p+QkgPjLjfRKKqChVzzWrFuv3+lG/r0Nps/r2nivXp7va/0TJg2uIvLv4sheknJez8/oxTERgT9jZfPWoo8ZaXKyuyIstvtQwx4D/+84o3qPP4ni6u/UcNv3u7I0ZQzHdZ+eJZM/mvq6u48qQ8KSiOEkVVUa/6BOqXbwNnWOAIBBD//QD6X3+D0EbveDEZEcEgYrP5bKGuSX6VIoAlYCYRajYpKubmW3C6jGtSMCDo6pg6FqhHQ1FUyrLP4eI5P+Dc0uvItBdHfhbUPbzb8TjrD9zIex3/JKiNiJAMYgAAIABJREFUaFIokaQk075ScZjq6upXgctGue3LwAfSLaqrqz8LfPYEz/sj4Ecnso9EIjk2+WlzINwrezLYF01mXt3zZ4TFeNALDrqYO+tsli5NbIarRDJVUAqKzIrFvm7w+9B/ehfqTXejjFK4kcQXV9/r2AKtAAjFxkDBVYZnWrLicblIT09naGgITdPo7e0lL+/Eq+VznRWRZeFsRSgBertHN6kmtm+JLI/W+lTXBLt3eGP6J1od8KzWQ73H7OX172cWcvXJsvo/1RgYGODwYaNaTlVVKisrj7PH0Wkb3M3rzY/g1wYi60oyz+Tski9it6THJdaUQbEQshdgC1ufWgKHCbmSX3GRKkT3U/SnzR/VfSHTUcyysq+wqeF+BDrd3lreOvTfLC35zxO2kI4X5XPs7H/Ph65BX49GT6dGXkFqTt/4fTrdHaboUVQy+UXF+t4t7O18MjJekH8pVbmrEhqDbs0k6KrE7q1FQeAY3I0358QcCsZLabaDOXlOarp9hHTBywc6ufKUo1tce4IaT+3rYd37PQz4Y0WuGWlWPvqhfC6cky0Tl8aBcvo5qLc+gP7w9+GwUVklnn8C0VSL+sVvoGRkHecIkxOxbQsMGBbD5M2A085JbkBhou1PQ/bCJEYyOVAUhaISG/UHjXeK1qYgBTMn//X8eKiKSnn2uZRmnUNj31b2dPyDwfAzXEAbYnf7X9nX9Qwn5V/O3LwLsVlkv3nJ9EDerSUSSUqR5zIz7Lt9dehifA3jU5V9+/ZxyLc1Mk7znswFay5I2sSJRDIVUGbOQr35bsjMNlb4vOg/uRPRIKuiE40a6ie9a0NkPJS7Bj2JVnXDRFugdnR0jLDlsbFZXGTawxNyio7uPMTQgE4wMPL9TIRCiLffiIxHY30a8Ou8/spgjKBoz1T4i7+Tep8hKFpVha8vnyUFxRSlttZMwCopKcHpPLGJECF09rQ/wSsNP44Iigoqp838OMvLviYFxWOgSQvUCSNaVAykzRv1fkUZp3JG0aci48a+rezt/GdcYzsRHA6V0nLT8rT2gH+Erac20daneQUWHM7JPU3V6TnAW4d+HRkXZ5zOopkfT0osvozTIsvOwXeSEkN0teJz+z747DMU0PjL7k6u/UcN/7urM0ZQLEy3ct3ZRTx6VRWXzs+VgmIcUIrDfRYXLTFX7t2F/v2bEU11yQtsHIiXnoosKysvRbFYkhhNGCGwBtojQ802Y4SNpw/FZeZ9q60liNBTp8peVVQqcpZz6dx7ObvkS2RECckBbZB32v/CUwdu4v3OpwjpqXvPlkiGkXdsiUSSUrisuTitOYDRTHnAfyjJEU0+mpqaeHnb37Cmh+22NCuXnvsFVFXeEiSS46EUlxlWqBmZxgrPEPpD30E0T82X9KlKRud6VGG8rIVsBXhyz0tyRAZHWqCOlVyXWS2mu4xeTb3dx7Guen8XeAaN5bwZULVgxM0H+jQ2bxikK6o6xJoP/93bSk/IqGJPt6l8d00pKyqmZma75PhEW5+eaD9lf2iATY33827H3wFj0shpzWZVxbc5acblMlFpBEJ2s5LHGs52l4wfJTRgVrCjEkw7MTvfuXkXMid3TWS8u/1vNPdvi2uMJ0LlfNMCta05iNeTmsmSrc2mqFhcOrl7Rw4FOtnS+BN0YdwnsxwlnFt6HaqSnPcof8aHEOFpPZuvETXYk/AYVlRkMdw2bWdzH+0DxvPZYEDjz+90cu26Gv70TieDUclRhek2vnxOEb+8cg4Xz8uRYmKcUdLSUb98G8oV/2qu7DyMfu830d/acuwdJyGibj/UhZNFrDaUFWuTG1AYRR9C1Q3LS12xo1vlszJA/gwLdodxQfD7BN1dU9t692ioioXKnPO4dO6PWDLrWtKjBGW/NsCuw39m/f6b2Nf5TFKt1CWSiUbeuSUSSUqhKAr50X0VpQVqDB0dHaxfvx5niTmBVZW7EpcjM4lRSSRTC6VkNuqNd0NahrFiaAD9gTsQhxqTG9g0we7Zj3Nwd2Q8UHA1KJPDEi4elYoAec5oUXG4r+LIL+Vi26uRZeXM5SMKOodbg2x5cQDPkDnBF5qp8+jhNgLhhOJ8l5Ufrp3NqTNlpVmq4vV6aWlpiYyrqqpG2DqWLs9Bnq+9g7ao72Jh2smsrbonoT3Fpiohh6xUnAgcngOR5aBzNkI9scpbRVE4s/jfKEw/ObLu9eZH6PE2xC3GEyErx0J+oXF/EwLqU7BaMRjQ6Txs9t2azNanQc3L5sYH8WtG70KHJdPox2lxJS0mYUknECWeRz8fJYo8l5VTZxo9SQXwxO5W/rirg2v/UcP/7e5kKEpMLMqwcf3SIh65qoq1c3OwWWTyyUShqCrq1Z9Eve5WcAz3WfQjHrsP/fHfIfSpIfaIjVFViktWoAw7xiQZa8B8ztfsMyBJiQWTDUVVYq7jrU2pK6qpipWq3PO5bN6POWvW50mL6uHs1/rZefhPPHXgJvZ3PYcmxUVJCiKvehKJJOWIsUD1SlvCYfr6+li3bh2aZRDHjN7I+pMKL05iVBLJ1EQpr0K98S5wGZMoDPajP3A7oq05uYGlOnqQjA7Tjs6XefoJV6JMJNGi4vgqFSsiy7rz+KKiCIUQO6OsT886uvWpEIKafT7e3DxEKFwYYrFA98wAv20xLZxmZzu475LZzM5xHPU4ktSgrq4OIQwVubi4mPT04wvIQgj2dz3Pxvp78AS7IutPnnElKyu+hcuWM2HxphKhaPtTf5uhGEnGzVitT6NRFSvLSq+P2JppIsCWpofwhfriEuOJUjnPrNxrqA0QCqXWZ+XwoVDk45+dayEtfXJOUelC5/WWR+nzG/dkVbGwvOyGGPu7ZOGPskB1JMkCdVWlKfT8/q1mqt/twhM0xcTiTBs3nFvML6+s4sI5OVhVKSYmCuWMpai3/hgKZ0XWiWcfR//Z9xBDAyPsmXxEfy9i2+bIWFlzeRKjicUSMJ/zNVvBCFtOP2aVRYmKzcHIs2aqoipW5uSu4rK597O4+HO4rGbLCF+oj7fb/penDnydA10b0PTgCEeSSKYWk/OJTSKRSMZBfpSo2CVFRQA8Hg/r1q3D4/GQVtLOcAFLUfqpZDqKkxucRDJFUSrmod7wXTP7t7/XEBbbpe3yRJHW+wrWsJChq04G8i9LckSxZGdnY7MZL9Iej4ehoaExHSfXWRFZFs5WhBKktzt07B327YbhiaHcGVA5/wOb6JrgnW1e3tvpG3aqxOlS2Jfr4e8t3ZHtTil08YO15cxIm7zVIpL4cPDgwcjynDnHF+eDmpetzQ/zdtsf0IUhctvUNFaU38SimW5UZRL0OJoi6NYcdMUQi1Tdg6INJjmiFEDo2D3mZzqQ9sHr4GhxWMMVaKpxf/cEu9jS+JOkVBoUzbJFhLZgQNDSkFrVDrHWp5P3vrP7cDWHBnZExmcV/zsF6SPbjCcKf/pCBMb11+ZviRE7EsXSsgzsR6k6nJVp58ZlxTx8RRVrqrKxSDExKSizylFvux9OPctcuedto89ic33S4joeYvPzELbkp2oBSsXYkkUmAmvQrFQM2aWoGE1+oRWb3fiu+7zi+C0cUgSLamVu3houn3c/ZxZ/Bpc1N/Izb6iHHW2/56kDX+dg94to+gjvdRLJFEGKihKJJOWI7kXV52ua9j7mwWCQJ598kt7eXlB1XCXmi+bcvAuTGJlEMvVR5pyEesOdYA9XdPV2G8Jip7SzizeWQCfpPa9ExkP5axHWyWXdrCgK+fmm9c1YqxVtFheZwz3XFB3d2YLPK/AMHf0FVGyPsj5dvAzliB65fr/O1lcGaaw174eZuSqv2Pp4ua0/su682Zl8d00ZGXYpDqU6gUCAxkbTsvl4omKfr5kNtd+lqd+siM11VrB2zt3MyjxjwuJMWRQVLarCSVqgjh+rvxVVNxI5dEs6oXEmzRm98r6MgjEx2uU9yLZDv0l4xYWiKlREVSvW7fenTNVHKCRob4sSFcsmp6hY17OJ97tMC8aT8i+nMvf8JEYUi7C4YkR0RxIsUNNsFs6bbfaUK82yc9OyYn5xRSWrKqWYOBlQ0jJQv3IbymVuc2VHG/q934x5jpwsiFAI8fIzkbGyevJUKQJYAqbDh6xUjEVVFYpmxVYrTicsqo15eRdy+bz7OaPo33BazUpub6ib7a2/5emDX6em+6VIf16JZCoiRUWJRJJy2C1pZNoNew+BTq+vPrkBJRFN03j66ac5fNiYrHIWdqPajAeXNNsMijNPT2Z4EklKoMxbiHr9HWALT/p1dxrCYvfYe+pJjkAIMjr+iRJ+8Qo6SvBmnZPkoI5OvPoqRifI6C5D/Ok47PvAdiIUQry9NTJWFsdanw70aWzZMEh3h5klnF9i4W++TnZ3eyLrrjk5j5uXz8Jmka8H04H6+np03bCmmzFjBtnZx+5RVN/7Khtq72QgYFZhz8ldwwWVd0wK67+pSshRFFmWouL4ibE+dc2LS3+r4szTOG3mJyLj+r4tMeJSoiivtGMJtw4e6NfpbE+NScj21iDDbd0ys1QyMidfQkvH0D62tf5PZDwr80xOnekeYY/k4MtcFFl2JskC9QuLC7nh/Ep+eMXJ/OzySlZKMXHSoagW1A9/CvU/bwFHuOes34f+6I/Q//77ydVncdcb0Bu2Wc/KOaa1f7KwyErFEYlOEmltSn0L1KNhUe3Mz1/L5fMe5PSiT8aIi55gF9ta/4enD3yD2p5XpLgomZLIWQOJRJKS5LuqIstd3tokRpI8hBBs3LiRhoaGyLqZC72R5bm5F6DKhuISSVxQTlqE+uXbwBp+geo8bAiLvV0j7ygZFY7B3Ti8BwAQKAwUfDguE8YTwYwZMyLL4+qrGGWBqruMHk6d7f4Pbrh/NwyGrU9z8qHKtGM7fCjIlhcG8AyZfY0K51p5rK2NpgGjalEBPr+4kM+dWYiqyMm/6UJNjWkPf6wqRU0Psu3Qb3ij5VE0YXxeLIqdc0q+xFmzPodF/f/svXd4HNd97v+emdnZXrHoHSQosUqUSJGiSBWaMi2LEiXLsa+ddh3ZilOubdlOfs61E8uOS+LEdFyT+CZO4jhxmmVJlkRLImlRlEiJIiV2ig0A0YFF2b47O+X8/pjF7C7RwQV2Fzif58GDOVMPCWBn5rznfb/ihMcxZkZOXUUmKl43+ainOBEryt6DZk/GlXZq4L/QkxWDuRCYRA71TbluxcVAf5Z7paoIo09jqQBe6/q2EffsNtdjc+3Hi/L9KWVfCUp05VlI9YMvwGeKXeTxgfW1uHNZGRMTixxyyxZwf/JXQHlmcgvd+z/QvvsV0FhxxHFrB541lsmdO0GEIvqMoAp4eVRfBIFq8k9zwNLDXylASE+Gicc0hINFJFgvMAIn4oay9+D+1m/ipsoPwcxnknZi8hDe7P0HPH/p/0N78JBxv2EwSoHiexpiMBiMPODLEhVHlqioeOTIEZw/f95or9vUgCTpBwBwxIQW712F6hqDsSghq9eD+/0/gWEnGOyD9s0/BQ2PFrZjJQ7RknAMZQYWEu7NUCy1BezR1OTLqejLdipaxkTFCZyKx8ZHn1JKceVCEkdfjRmlaHgB8K/isedyL0Yl/YVV4Ag+u7UGD97om3M/GaWHoijo6Ogw2hOJirFUAPvb/xxXRg8Y65xiFXa0PIEmz9aF6OaiRxGznIpSfwF7UvoQLQlTMhPnK+VRVCSE4Nbqj6DcNjZhg+L17r9FMNmVt2vMhOZWs7E80KsgFi3tgUdVpRjoK956irKawKHOPZBUfdKOmXfpdTZ5a4F7NjGUM0Oy3Wi0LZHCuBUZpQOpbQT3+T3AmlsyK88ch/bVT4P2dE5+4AJAu9uBi2f1Bs+D3PWegvbnWvjUMEi6QLkmeACuuD6/igGeJ6hcwhGoEyFwZtzofy92rdiDdZUfhMg7jG0xeRBHe36IvZc/h47ga9CoNsWZGIzigImKDAZjUeKzZQbIhuNXpthzcXLy5EkcO3bMaK9atQqW2syAVYN7E8xFVouMwVgMkLUbwH38jwE+HeHV360Li5FQYTtWwtiH94FPD+qpvAMx37sL3KOpKSsrA0k7/oLBIGR5bi/R2U5FaukDJTKGBnNraVFVBX37daNNNtwBTaU49WYC504kkR7vgNVGIN4A/NXpHiQV/SXVbuLwpe31OTWQGEuDrq4u4/fS7Xbn1AEFgN7ICbzY9qcYTbYb6+pdm3Bvy5fhsdQvaF8XM2qWU5FPDQBLMBosX5jiV0Cgf7bJ5pq819vlOQFb6j8Be9qNomhJvNq5B0klPM2R+cPh4lFeJRjtUncrDg0qUNK3R5udg8tTPNGnGtVwpPsHCEndAACOCNja8EnYxeJ2I0lZEajm6Gn2mcKYFmJ3gPs/fwpy3/szKwP90L7+WdC3DhesX/RAJmaarL8dxFM2xd4Lj8CiT2fEtRGoDB2Bs2Clfxd2te7B2opfg8jbjW3RVD/e6Pk7/PLy53A1dISJi4yihomKDAZjUeIxN4BLR8DE5EFISqTAPVo4Ll68iIMHDxrtpqYm3HHnBnSF3zDWtfruLUTXGIwlAbl5M7iPfRbg0o9ZvZ3Q9vwZaGzpfA7lC0HqhTWUGdSI+u8H5S0F7NH0mEwmeDweAHoM9fDw3CJwTbwVzjEnE9GgWXqQkjSEQ1kv5RdOA9H0oLanDKnaFThyMIrO9pSxi7eMR7BewXdP9kNNjy+W2QT8xbsbsabSNqe+MUqb7OjT5cuXGyK4RlWcGvhvHOr8JlJqDABAwGN91W/g9ro/KFqHTqmi8Q5onP43yNEUOCVY4B6VLmL8krGcsubPpZiNRXBha8OnIXD6PSgmD+Fw13egagtXB6llRcat2NWegiKXrmjU35XrUiRFFL99auA/0Bc9YbQ31jwKv21FAXs0MyTbDdCIHpMryAEIKeaAZkwP4Xhw7/stcL/7x4CY/oyRktD+9i+g/fwnC15nkcaioG+8nOnf9l0Lev2ZwKcyoqJqYqLiZJRXmYx5ttGIhkiotB32+cbEW7Gq/EHsav0W1lQ8AhOXeS+LpPrwevcP8MKVP0Fn6A1QJi4yihAmKjIYjEUJzwnwWBqN9lKJQO3q6sKLL75otKuqqnDfffehPfSKUfzZZ23JiYdlMBj5h9x6B8jvPA6MDZJ1t0P71hdB48VRp6QkoBqcg08Z8UIp6zJIjpsK3KmZkbe6itkRqGN1FQcy7hR6PBN9Gr31PXh1fxwjgcwLe22jCWccMfzr2czgR6PHjG/sbESDJzM4zVg6aJqGtrbMM1FLi/48kFRCOHj1L3F+6Bljm1XwYXvz57GibGdRDfgvGghhdRXzAaUw59RTnD/xx2Opx+a634NejRYIxC/geN8/5zjI55PyKgF2pz6Eoyi6sFiKaBpFf29x1lNsG30ZF4b3Gu2V/gdKJ/KZE5GyrzSa5sjJAnaGUWqQDVvH11l8/r+gfe+rC/r+Ql97CUilP9vqmoHlK6c+oAAI8qCxzJyKkyMIBBXVLAJ1Oky8FavLH8KuFXuwuvxhmLjMJL6w1Isj3d/DC1c+j67wm0xcZBQVTFRkMBiLlrIs4Ww4sfgjUAOBAJ599llomv6g4fV68cADD4AXuJyaSMylyGAsDNymu0D+9ycywuLVy9C+/SXQRLywHSsRLOFjMEm6kEbBI1K+O/N/WeTkq65idgSqZtXr24zVVaSqCvrWEQDAYNlNOMzfi3gs86LZusaMXyZHsfdKxv20ttKGr9/bAL+teAZwGQtLb28vkkn9d8hut6OqqgqB2AW8cOULGIxl6jBX2ddi57KvwJ/H2nSM8ShmJipeL7w8BF7RaxdrRIRsbZjX69U6b8G6yg8Y7fbgQVwceWFerzkGIQQtWbUV2y9JCyZo5pORIQUpSe+32ULgLSuO6NPB2Ds43vfPRrvWeSvWVrx/8gOKkGRWBKoleopFoDJmBalrAvf5bwKr1mdWnj4G7aufBe2d/zqLVFNBX86I+mT7/UU5qSnHqchExSnJjUAtzYkwC4XI27Gm4n3YteJbWFX+kJGMAAAhqRuHu76DF658Ad3hYyV572csPpioyGAwFi0+a6au4mJ3KobDYTz99NNGjSS73Y7du3fDarWiN/I24rIev2fmnah33VbIrjIYSwpuy7tAfuP3MyvaLkD7zpdBk4nCdaoEIGoUjuFfGu24986SemnPl1PRl+1UtOgCa2Aw7VS8eAY0GkZbw3tw7ObHoWj6Yz0vAKs3WfCj7kG80ZOZWb6t0Ykv3lMHu1gcg7eMwpAdfdqyrAUXhp/Hrzq+hqQRvUmwuvxhbGv8LKu9vAAoYsYRwqIK50Z29KlsWwYQYYq988ONZfejyZ1xr53s/3f0LZArrK5JhJAeo41FNQz2LVz8ar7o7y6+6NNoahCvdX0bGtXd/h5LAzbVfhyElNaQWcq2Alp6IJpXRiGk60IyGDOF2J3gPvlnIO95JLNysBfa1/4op473vHDmLSCQvhfaHCC33TW/15sLlIJPZZ7tFRZ/OiWV1SajIkg4pCEWYRGo0yHydqyteAS7Wvdgpf9BCFxmMlFI6sJrXd/Gi21/ip7wW0xcZBSU0npCYjAYjFmQ7VQcSbQt2htuPB7HU089hXhcdz+Joojdu3fD5XIBAC6P7DP2bfHeDZ4TC9JPBmOpwt25E+TDv5tZcfkctO99BVSSJj9oieMY+iU4TRdeVcGLmPeeAvdodmQ7FYeGhuZ8/8l2KlJLHyiRMRKQoGkU6rEjOL3qo3hnxYeB9KCn1Uaw8nYL/vp0Ly4MZYTrh1b68Ok7amDi2aP/UoZSaoiKhFegVL+OkwP/AQrd4SryDtzZ+FmsqXgfuBIbSC9V1Kz4U15iTsW5IOZEny6Ms5YQgg01H0GZdTkAgILiSPf3EZZ65v3agomgoSUzwNh2sbSeJSilORF41UUQfZpS4zjUuQcpVZ+IYxHc2Fr/OExFXsN5QogAyb7aaFqipwrYGUapQjge3CO/DfLYH2XVWUxA+8HXoD39b6Da/EQwageezfRh270g5uKL6ufUCDiqf+5qnAWUdxS4R8WNYCIor8pM9mERqDPHLDixrvLXsKv1W7jRvws8yYzjBZNX8WrXt/BS2xfRGzmxaMc6GcUNe1tkMBiLFodYaRQ7ltQIYvLcI+iKFVmW8Ytf/ALBoO4w4Hkeu3btMlwyYakXA7GzAAACgmXe7QXrK4OxlOHuuR/kA49mVlw4De0HXwWVWQzMtZgS7bBGjhvtSPmDAFf4QcfZYLPZYLXq9TBkWUYoFJrTeUy8Fc4xJxPRoFl6oKoUQ30pvJ7cgO6aO419vWU86jeIeOJIF3rC+u8VAfDRWyvwkVsqwBWBE4RRWAYHBxGNRiE44ijbdB4jyjljW5l1OXYu+wqqHeumOAMj3+TUVJQDAGUz+GcFVSBmpZFIthsW7NI8J+KO+k/CZioDAMhaAoc690BSIvN+7eZWcaysI4YGFERCpfN7ExxRkUzog58mkcBXPv/O0qnQqJojCHPEhDvqPwW76J/myOJFcqw1ls3R0wCrwcWYI9zGbeA+9w2grMJYR5/9T2jf/ypoPJbXa9H+HuDs23qDEJC77svr+fNFTvSpqbxkSjMUkuq6jBjW28VExdliFpy4qfKD2LViD24oe2+OuDiabMehzm9iX/sT6IucYuIiY0FhoiKDwVi0EMKhLCcCdXHVVVRVFXv37sXAQGZm+86dO1FXV2e0s12KNc5bSvoFmcEodbh7d4M88tuZFedOQPvbvwCV2cuVAVXhDDxtNJP21UjZbyxgh+YGISQnAvW66ipmR6Ba9QjUo6/FMepabqyvaxRgW0nwZ690IZjUB5dNHMEfbavBAzf65nxtxuLi8uXLsFQH4NtwDrw1aaxv9b0b9zR93hBHGAsH5a1QeT1ZglAFfDqunjEzTIkOEKrfQxVTGTTTwn7eWU0ebK1/3Bjgi6YGcbj7u9Do/EaS2uw8qmoyk23aL5WOWzHbpVJVawLHFXZA/mT/T9Gf5ea7reaj8NuWT3FE8ZOyLYeWnljLKyGYkvNfC4+xeCH1zeC+sAdYeVNm5ak3oX39s6B9+YvXpS8/n2ms2whSXjX5zgVEkAeNZaWESjMUkspawdBeQ6NqTg14xsyxCG7cXPUh3N/6Tawoew94knkOGEm04ZXOv8L+9i+jP3qaiYuMBYGJigwGY1Hjy4pAHV5EdRUppThw4AA6OjqMdXfffTeWL8+8BMtqAu3BQ0Z7uW/HQnaRwWBMAPeeR0B2fziz4vQxaD/8BqhSejWR5gNb8DUIKX2ihEZERP27CtyjuXNtBOpcyY5AHaurSGn6zZxquFE7gZFyBV852I2kor+k20UOX9pejzsaXHO+LmNxIasSrirPwL2qA4TXBxoEzoLb6/4Qt1T/JniusG6hpYxiznIrplgE6mzIrqe4UNGn1+K1NmJz3ceN9mDsPN7q+9d5H9BrXpFxKnR1pJCSin+QllI6rp5iIbkycgAXR14w2qv8u9Ho2VLAHuUJwkNyrDGaZhaByrhOiMMF7pNPgLz74czK/h5oX/sM6Ik3rvv8NBkHPbzfaHPb77/uc84XOU5FJirOCFHk4K/MjkBlST3Xg9XkwfqqX8f9rXvQ6ns3uCxxcThxGQevfgMHOr6Cgdi5Kc7CYFw/TFRkMBiLGp8tt67iYuHIkSM4f/680d64cSPWrcuNLLsaeg2KpjsRnGI1KrPqazAYjMLB7fpfIPd/ILPixBvQ/uGvQdXSiS+bDzg5CHuWuzrmexc0k6eAPbo+skXF63Eq+nKcihm3Aa8kcMvJb+Pt6nJ85/V+qOnxa79NwF/c24jVlbY5X5OxuIhIA3jx8p+B9/ca61xiLe5t+RIa3JsK2DMGAKhixo0hsLqKs8KcU09xRcH6UefaiDUVjxjtK6MHctJC5oOycgEutz6co6lAZ3vxD9JGQhpiUV385AXkDDIvNAOvePKsAAAgAElEQVSxczje92Ojrf8M31ew/uSbZFaUNYtAZeQDwvPgfu0jIB/9DCCmJzUkE9C+/1Voz/z0uuos0iMvA4m43qiqBW68acr9CwmfykwUVExMVJwp2ZNI+lgEal6wmjy4pfo3cX/rX2O5bwc4krmnDsUv4uWOr+NA+1cxGDs/xVkYjLnDpqQyGIxFjc+SERVHEx3QqJJzsy1FTp48iWPHjhntVatWYfPmzTn7UEpxKWswY7lvBwjL+2cwigay+9cBRQF94Ul9xfHD0OSvgdywBjCJgGACTCKISdRf3NNt/cuU+13QlwlX2nPFnEO/yMTYiZVIeO4ocI+uj+z40+txKnosjcYytfSBEhm2eBDrT34b/9m4BS/08Mb2Ro8ZX7ynDmW20qpByZg/usPHcLTnh5C1hLFOiDbh3o2fh8BZCtgzxhjZdRV55lScMZwShpDqBwBQ8JCz0kkKwSr/boSTPegMvw4AeLv/J3Caq1GV5RjLJ4QQNK8w4+Sb+t92xyUJLSvMBY8TnYpsd0pljQk8X5i+RqQBHO76Lij0yVxeSxM21T4GQkr7OSob2doMlXeAV6Pg1ShMiXbItmXTH8hgTAO36S7Q6npoP/gaMKxHgdJf/BS08wq4Rz8NYp3dpDZKKeivnjPa5J77i/qdRpCZU3EuVNWacOp4AqDA6LCKZEKDxVq8P+dSwmby4dbq38ZK/y6cCzyD9uBBaOka3YH4O/hVx9dQYV+FNeXvQ7l94WpPMxY/pT2yzmAwGNNgNXlgM5UhLg9DpSmEkj3wWhunP7BIuXjxIg4ePGi0m5qasH379nGCYSD+DsJSDwA93qzZs21B+8lgMKaGEAI88tuAIoPu/4W+8tSboKfezNlvVuFpvJAlOE4gQI6JjznrJ9tvlvsKwnVNXBBj52HOimiJlD8EEH6KI4ofr9cLnuehqiqi0SgSiQSsVuuszyPyNjjFKkRS/QDRsNK6D5UvP4fv3vAQjvozg9XrKm343J21sIul/f/GyA8aVXBq4L9wYXivsY5qBJGLDdi2+teZoFhEKNlORSYqzpjs6FPZ2gjKmQvYG/2+vrH2Y4jKgxhJtIFCw+Gu7+LelifgNFfPyzVrG0WcP5VESqJIxCn6e2TU1IvTH1gg+oog+jSlxnCocw9SahQAYBE82Nrw+OL7TCQcJMda2EJHAACW6CkmKjLyBmloAff5PdB++A3gnXS87smj0L72WXB/8H9BqupmfrJ3TgF9erw/zFaQ27fnv8P5QkuBV4IAAAoO6gLX8S1lzBYO/nIBQ4N6yY++bhnNrYW9by82bKYybKj5CFb6H8C5oafRPnrImDwzGDuHA7FzqLSvwZqK98FfoMh4xuKCiYoMBmPRU2Zdhrg8DAAYTlwpWVGxq6sLL774otGuqqrCfffdB26CmXyXRl4ylhvdd8DEz34gm8FgzC+EEOCDHwVUBfTlvdMfMB2qon8lE1PuNhuhclaiZo570gSI5tz2REKlIAIiD8cN7UB6HDQeq4J0oh3E1D2h0DmRwEn44hPSOI5DWVkZBgf1WdxDQ0Oor6+f07m81mZdVASQDOzHn6/5TVx0Z+5ldza58InN1TAVyPXBmF8opdCoAkWToFIJipaEoknGl6pJkNPfFU2CQiUMRM9gOHHZOIeaEBE8vRxazInmXc1TXI2x0ChiOSgICCh4eQjQZIBjbuPpEIsk+jQbgROxtf5TeKnti0goo5C1OA517sGOlicg8va8X4/nCRqXibh0TgIAtF+SilZUjEZUREJ6PCLHARVVC/87rlEVR7q+j0hKj4LmiQlb6z8F2yIVBiTHOkNUNEfPIFL+YMlP2GIUD8TpAvepL4H+7J9BX3paX9nfrQuLj34G5KaNMzqPdiDLpbhl+6ydjguJIGeSR1STDyjxBKyFprrOxETFBcAu+rGx5lFdXAw8jY7gq6DQ778DsTMYaD+DKsc6rCl/H8rYZBPGdcA+ARkMxqLHZ21BV/goAGAkcQVAEc9+m4RAIIDnnnsOWrpWgdfrxQMPPACTafwLeVweQU/4uNFu9e1YsH4yGIzZQQgBPvS7IGs3gF55B5BTgCwb36mS3U6N2w45BYztQ2clAeafsf4hNuVu1/bSua0CQjo+SEsoCP/jy6CJ/bMTNDlunCNzMnclGVsnmMZtyz6GjBNEJ9lXmDx61u/3G6JiIBCYu6hoaUJnemBwf1MTLvZlBMWHV/rwW+vLwbGI64Kjakpa9Mv+SuaIfePWXSMOKnTiY8cGA+aCXWtB+1E3qCKgsbEeZjMbxCkqOBGqyQdBHgYBhSAHoJhrCt2r4oZqOU7FVBHNuLeavNja8CkcaP8qVJpCJNWPI13fx7bGz4CbB0GnabkZl89LoBQYCagIjSpwe4tvmKc/y6VYXiVAMC38PetE/7+hP3baaN9W+9iiHlCVLQ1QeRd4NQxOi0OMX0aKRd8x8gjheZAPPAqtYRnoj7+nvwck4tC+/xWQBz8E8t4PTBllSocHgZNHM+e75/6F6Pac4VODxjKLPp09VXUmnH5Ln/w6HFAgJTWYLSwCdb5wiBW4rfZjWOl/EOeGnsLV4Gug6Tfs/ugp9EdPodpxM9ZUvA8+K5twyJg9xfe0yWAwGHnGZ828LI4k2grYk7kRDofx9NNPI5XS65DY7Xbs3r170hi9KyMHjMHHCttKuC2ziB9hMBgLDuE4YN1GkHUzm9E7EZRS3aU4AwGSXrtu0n1l0HHbrllWxvZV5tRvoUyEfVOZ0Q6/PACaUGd/Ik0DpKT+NQ0zFStnJWoKwoQCZJnNB5h1B0TgtV9BO7Z/CjFTF0Ql3oxuakG3ZkaXLKIrxSPC8VjfoF/K7AwCfQABxaO3VuKBGxenw2K+0Kg6sbBHs8W95JSCn+4MzD1epZJRv6RYICBYU/F+nD0ogSp9AIBlyxbvAHopo4qVENKpGnxqgImK0yBIPeDSdUJV3glFnJ940bnis7bgttrHcKT7ewCA/thpnOj/d9xS/Zt5v5bFyqGm3oSeTl20a7soYf2m4hvmyY0+XXg35eWRfTlJLqvLH0aDe/MURywCCAfJuQ624KsAAHP0NBMVGfMCt/nuTJ3FkQBAKejT/w56tQ3co58CsUzsPqQv7wVoetLUqptBqot73EJIZZyKiomJirPFYuXg9fMYHVIBCvT3yGhcxia6zTdOcyU21f4uVvkfxNnA0+gMHTbExb7oCfRFT6DGeQvWlD8Mr7WpsJ1llBTF97TJYDAYecZraUqHSlGEpB7IaqJk4kATiQSeeuopxONxAIAoiti9ezdcLteE+6uajCujvzLay8vuXZB+MhiMwkII0cUqwQRMExs0H94AqmlpgVEGZGm8QJklQNKsdS7/SRA+AgBIRS1Ilm0B2aak95tCzJTljEMzlcoMSBQKRZlQWPXbRoFluug3FE+CnnrD2Jbgzei2VaDLXoFuWyW67JXotrkwaPGCktxZuyau0hAVPdYAzDSBTy4TcMciFRQ1ql0j+CUzwt6sXICpzLr0do3OTQAvNAQ8BM5sfPHGskX/TrLX6eurHGshamXY1/sP+jkIQUtLS4H/JYyJUMRKo66sIA1Acha4Q0VObvTpcqAIndoN7k0IS904G3gKAHBp5EW4zbVY5st/Ykpzq9kQFXs7Zay6qbjcH4m4huCIPumCEKCyZmGHoQaiZ/FW378a7XrXJqwuf2hB+1Aoko4sUTF2FhH6EItsZMwLpHEZuC/sgfb33wAupB3BJ16H9rU/AvcHnwepzJ0sQ1MS6KFMaReuyF2KAMDLAWOZORXnRk2dSRcVoU82YaLiwuE0V2Nz3cexqvxBnA08hc7Q6xibRtsbeQu9kbdQ69yANRUPw2NpKGxnGSUBe5pgMBiLHhNvgctch5DUBYBiNNmBCvvKQndrWmRZxjPPPINgUC8GznEcdu3aBb/fP+kx3eE3IalhAIBV8KLWecuC9JXBYCxtCMfpNRRFMwDH1Pumv5sjb8M8oA90UXCIrHwM3M1zc5tQVc0SHicQNbNiZOlUDk0ls268qJnr4sxpT4I/GTWWhy0O/GjZ/ehJC4hDFu+M/32yZkE46YXLMgqOaPhc4MdY/+G/ntP/Vb6gVEuLdskJIz9zREB6jePv2v2uOV6j8vQdKEIIuCzBz5IR+MYJfubx+5FJxELODJ6YwXNze207c+aMsVxdXQ2brXhrFS1lFLHKWBbS9VMZk5MbfVoc9RQnYnX5wwhJPegOvwkAON73YzjN1Xl/D/H6BXh8PIIjKjQNuHolhRWrLXm9xvWQHX1aViFANC+c4BmR+nC4+7tGiovX0ozbaj8GQopHdJ1PFHMdVMELXhkFpyUhxi8iZV9V6G4xFinE6Qb3+JdB/+efQPc9o6/s64L21c+A+9hnQNZuMPalbx4CYvrEQpRVAOs2THDG4oJPZURF5lScG1V1Is6e0JNlhgYUpFIaRHFpfB4XCy5zDW6v+32s8u/G2cDP0RXOTHrtiRxDT+QY6lwbsbr8YXgscyvdwVgaMFGRwWAsCXzWlrSoqEegFruoqKoq9u7di4GBAWPdzp07UVc3dSTIpZF9xvIy3/Z5qd3CYDAY1wtRE3AOPW+0E54tUM1zj68jPA/wVsAyvQs9334WSimgKIjEEugaTaArKKErLKMrqqArRnHD4CHYtARACF6uXo+oMLHTfAyOaqimMdQpYdTLo6iThlGfHEK/L4ae9KRR5441INz0n++U0gkEv2vEPjUJhU7hAqQTH6vSycXU4obkCntkAhEvW9gbJ/aZJzheP5Yjgu4aLiKuXLliLC9fvryAPWFMhSJWGstCamCKPRlETcCU1J/pKYjuVCxSCOGwqfYxRFODCCavgkLFa13fwb0tT8CR9TPPB80rzHj7dT3ZpOOyhOU3msHxxfF51NeTHX06vh78fJFSYzjUuQcpVa/1bBW82NbwOARuCTljCEHSsQ724EEAgCVyiomKjHmF8DzIBz+aqbOoyEAiBu27fw6y+9dB3vtrAAB64NnMMfe8d0bPtQWFahBynIqTT/RmTI7NzhmTYCgFBnoU1DcvfCQ2A3BbarGl/g8RTOri4tgEKEA3K3SHj6HedRvWVDwMl7m2gD1lFCtMVGQwGEuCMusytKdfpoYTV6bZu7BQSnHgwAF0dHQY6+6++260trZOedxoogPDCX3mNkd4LPPeM5/dZDAYjDljH3kRnKq7+FTehZhvR4F7NHNCSQVdoRQ6QxK6QhK6Qil0hSQEkxPX04sKTthSeu0vpxIxREWeADUuEfVuM+rdIupd+vdalwgTP37GrjL0PHoGfgoAaLO1I9jzjzmRnxO5AEtb+BNzBLvxgt807j5je+46npiKTvibLyRJQldXl9Fm9RSLF1UsAwUPAhW8EgTRkqBc8TjNigkxcQUk7TpTzDWg/NTu+EIjcBZsa3gcL7V9EUklhJQaxaHOPdjR/EReyzHU1JlwzkIgJSmkJEVvl4y6psIP1EpJDcOBTOx0Ve3CiIoaVXC467uIpJ2/PBGxteFTsJpmnhKwWJCcGVFRjJ0HtBTAFf53g7G44W6/B7S6DtoPvg6MDul1Fp/6CWhnG7g7dwKdbfqOJhFka/GXbOGUEEg6Ql/j7aC8vcA9Kl2q60xGJHZfd4qJigXGY6nHHfWfwGjyKs4O/hw9kePpLRRd4TfQFT6KBvdmrC5/GK7rmATMWHwwUZHBYCwJfLZMDaGRRFsBezI9R44cwfnz5432xo0bsW7dummPy3Yp1rlug0Vwz0v/GAwG43oQkl2whjIxK9HyXaBF5hqglCKYVMcJh12hFMLSxOLhZMQFJ5AaBADc6lWwekMN6t1mVDtFCNzMxS2ftdlYDiavIpi8Oqt+zAc8EWdY428iF+DkoiBPxCUj/M0nHR0d0DRdfKmoqIDTyQr1FS1EgCr6DZcinxqEwurZTEhuPcXijT7NxmYqw9b6T+FAx9egURlhqRdHur+PrQ2fBpenGE6OJ2habsaFM3qsXPslCbWNhZ9EMdArj5Vsgs/Pw2JdmJi7t/t+goHYWaO9qfYx+KxLs6asIlZDMZVDkAPgaArm+AVIjrWF7hZjCUCaWtN1Fv8SuJj+e3zrMLS3X8/ss+kuEHvxP58ILPo0b1TXm3D+lH6vCvQrkGUKk4k99xcar6URWxs+hZFEB84GnkRv5O30ForO0BF0hV5Hg3sLVpc/BKe5aspzMZYGTFRkMBhLAre5DjwRodIU4vIwEnIQVpOn0N0ax8mTJ3Hs2DGjvWrVKmzevHna4yQlis7QYaPdWkKuHwaDsYSgGpyBp0HSI4ySbQUk+5rCdYdSDCeULNEwIyBGU9qsziXyBLUuEQ1jzkO3GfVuMxIBE55/TnfI+2gUWxqmjj+dDJ+1GTbRi3hqdFbH8cQ0jeBnntbdN1GNP4ETl0xNqlLl8uXLxjJzKRY/ilhpiIqCNMBExYmg9BpRceoUj2KizLYcG2sexRs9fwcA6IuexKmB/8DNVR/O2zUal4m4dC4JTQOCIypGh1X4/IUd8unLqqdYtUDRp5eGX8Ll0f1Ge035I6h3b1qQaxclhEByrIUwegAAYI6cYqIiY8EgLg+4x/8c9L9/lIk8pZlnbHLP/QXq2ezgc6JPmah4PdgdPFweDuGgBk0DBntl1DYyt2Kx4LM2YVvDpzGcaMPZwSfRFz0JAKCguBp6DZ2hI2j03IHV5Q/BIVYUuLeMQsJERQaDsSTgCA+vtQlD6YGIkUQbak23FLhXuVy8eBEHDx402k1NTdi+ffuMZhi3B1+BSvWXdo+lEWXW0hlkYTAYSwdr6A2YpB4AACUCouUPAgvgotAoxVBM0UXDcK7zMC7PTjw08yQTWZr1vcJuAj+B8zBCMi9bQ0NDoJTOyTkicBY8dNM30DH8OuKxxBSiYK4gmC8XDKO0UBQFV69m3KxMVCx+FLEKwCkAgJCObGTkwssB8EoIAKBxZsglJrw2ee5AWOrB+aFfAAAuDO+Fy1yHFu+deTm/2cKhtlFEV7sefd1+USqoqCinKAIDmejThain2B89jbf7f2K0G1ybsap897xft9hJOtfBPiYqxi+AaFLRpUQwFi9EEEA+9JheZ/EnP9DrLALA8lUgDaXhIOaZUzGvVNeJCAd1t2JfNxMVi5EyawvubPwshuOXcSbwJPqjpwEAFBo6godwNfgamjzbsLp8N+xMaF+SMFGRwWAsGXzWZVmi4hXUuopHVOzq6sKLL75otKuqqnDfffeB46YfDKZUw+WRzGzcVt+OgkcdMRgMxrVwSgT2kReMdsx7N1RTWV6voVGKwag8ruZhd1hCUqGzOpdV4MYJhw1uM/x2AdwsPmMdDgfMZjMkSYIkSYhGo3OOofTa6uC1vR9DQ0NzOp6xdLh69SoURR/M93q98Pl8Be4RYzoUsdJYHnMsMnLJcSlalwOEL2Bv5sbaivcjLPWgJ/IWAOB434/gFCtRbr8hL+dvbs2Iin3dMhJxDVZbYSaXDPTJhiHJ7eVhs8/vzyss9eJw1/dA0zU3fdYWbKz9GHsvAqCKlVDEKgipfhAqQ4ydh+S8udDdYiwxuDveBVrTAO2f/gaIhsF94HcK3aUZIzCnYl6prjcZcd2DfTIUhUIQ2Gd1MVJmW467Gv8YQ/GLODP4pBEtTqGhPXgQHcFX0ey9E6v8D8Iu+gvcW8ZCwkRFBoOxZCjLqqMxnLhSwJ7kEggE8Nxzzxl1j7xeLx544AGYTDObzdsXPYWYrNfrEnk7Gty3z1tfGbNDVilO9ISgqBRcSoLHKsAhcrMSJBiMxYJj6DlwmgQAUExliHvvmvO5VI2iPyqPiyztDqeQUmcnHtpFDvUuXThs8JgNEbHMKuRlIJIQAr/fj54e3aEZCARYbTvGvHPlSuY5h7kUSwPVzETF6RDjl4zlUoo+zYYQDptqfw/727+MkNQFjap4revbuLflS3mZ6e/2CvCV8xgJqKAU6LgsYeU6ax56Pnv6FzD6VFKiONS5B7IWBwBYBR+21j8OgWPulzGSjnVwjOguaEv0FBMVGQWBNLeC+9L39OUSeifOdioyUfH6cbp4OFwcomENqqoLizX17PO6mPHbVuDups8hELuAM4GfYTB2HgBAoaJt9FfoCL6CZs/dWFX+IGwmNplxKcBERQaDsWQos2YG1UYS7aBUK3g9qHA4jKeffhqplD6j2G63Y/fu3bBaZ/7yf3nkJWO52XMnBBZlUxSc7I/h798cQE84lbOeJ4DHIsBjFeCx8PBaBb2dXvZaBLitPLwWATYTV1IvWwzGZJjiV2BJ12MAgEj5QwCZ/jFU0Sj6Iqkc4bArlEJPOAVZm5146DTzaLjGeVjvNsNr4ef976y8vDxHVGxpKY2oJ0Zpoqoq2tvbjTYTFUsDVfCCEhMIlcGpURAlCio4Ct2t4kGTISbajGbKtqKAnbk+TLwF2xo+jZfa/gySGoGkRnCo81t4V/OfwsRfvwDYssKMkYAurl29ksKKVRbwC+wAURSKwb6MqDif0acaVXC4+zuIpsV4nojY1vA4rCbPvF2zFJEca+EY0ZNxxNhFEDUBmoffNwZjtpTa+y1Rk+DVCACAgocqeAvco8VBdZ0Jl87pE077u5moWCqU22/APfb/i8HYeZwZ/BkC8QsAAI2quDK6H+3Bg2jx3oNV/gdgNbG/lcUMExUZjCwuXLiAf/mXf4HP54Pdbofb7YbH44HH44HL5Zqxc4xRnNhMfph5JyQ1AlmLI5IagMtcXbD+JBIJPPXUU4jH9Zd+URSxe/duuFyuGZ8jIg2gL51tDhAs971rHnrKmA3DcRn/9NYgDl2NTLhdpcBwQsFwQplwezYmjsBr5Q0R0msR4Em3c5atAiwCq5vGKFKoAmfgaaOZdKyDbFues4usauiNZJyHnWkBsTecwiyNh/BY+AlrHnoshXvs9fszUTAsupQx3/T09ECS9EEah8OBioqKaY5gFAWEgyJWGHVnhdQAZCYqGojJdhCqPzsppnJoJT5QZRf9uKP+k3j56tehURUhqQuv9/wdttZ/8ronPVbVmGC1ESTiFHKKoqczhYaWhZ10GOiXoar6ssPFweman+hTSimO9/3YcEwAwOa6j8NrbZqX65UyquiHbK6FSeoBgQpz7BySrlsL3S0Go+jhc6JP/QCrV54XqutEQ1Qc6JWhqhQ8X1qC81Kmwr4S9zR9HoOxczgTeNIoNaVRBZdHXkLb6MtY5t2Olf5dbJLPIoWJigxGFsFgEKFQCKFQaMLtdrvdEBmzBUe3280ExxKAEAKfdRn6oicA6HUVCyUqyrKMZ555BsFgEADAcRx27dqVM/A8Ey6P7gegj7hXO9bBkVWPh7GwqBrFcxdH8e8nh5BQNGO9TeSxotyOQCSJYEJBTNamOEsuskYxGFMwGJtegLQI3MTOR6sAt0V3PnrT7kgTz16EGAuHbfSQUYdEI2acM+3AlfaQ7jwM687DvkgKszQewmcVxgmH9W4zXObiq7FVXp6JSQoEAlPsyWBcH/F4HG+++abRXr58eck5ApYyiliVKyramMt0jMUQfXot5fYbsKH6d3C09/8BAHojb+H04H9jXeUHr+u8hCNobjXj3Em9XlXbRQn1zeKCfhb0dS+MS/HSyItoG/2V0V5b8Wuoc22ct+uVOpJjnfEZY46eYqIigzEDhKzoU8XEok/zhcvDwebgEI9qUBRgaEBBZQ0bVy0lCCGodKxGhX0VBmJncGbwSQwnLgMANCrj0sgLaBs9gGW+HVjpvx8WwV3gHjPyCRMVGYwsxgSeyYjFYojFYkaEWTbXOhvHlt1uN0SR2fiLhTJriyEqDifa0OTZOvuTpF03YvwKJMdqxDx3ggozr4+lqir27t2LgYFMvZydO3eirq5uVt1QNAntoweNdqvv3lkdz8gf5wNx/N3RAXQEpZz1dza58JkdN8JvFw13UkrVEEyoGE0qCCYUBJPZywpGE2r6uwJpFhatpKKhP6qhPypPu69d5HSno4XPOCDTzkdvVjSr2yJA4NhgNGP2JBUN3aEURoID2KntB9K/Rt/uuAn/1T88q3P5bYIhHDakhcM6twiHWHzi4WR4vV5wHAdN0xAOhyFJEsxmFlXNyB+UUly4cAGvvPIKksmksX758uVTHMUoNhSR1VWcDDE9Ax5YPKIiADR770RI6saF4b0AgPNDz8JlrkOT547rOm99i4gLZ5JQVSAS0jA8qMBfuTCDtZpKMdCbVU+xdn6u2xc5hRP9/2a0G91bsNL/wLxca7GQdKyFI/27JsYvg6gxUN5e4F4xGMVNrlORiYr5ghCC6joTrryjj6H0dqWYqFiiEEJQ5ViLSvsa9EdP40zgZxhJR9arVMbF4b24MrIfrb4duMF/PyzCzNPZGMULExUZjCx27NiBnTt3Ynh4GF1dXQgGg4Z7MRwOg9LJB/jHBMfe3t5x22w224Rio8fjYYLjAuPLqat4ZfYnoCrc/T+FOXYOAGALvgpr6A3E3ZsR99w5be0bSikOHDiAjo4OY91dd92F1tbZD45cDR2BrOnRqQ6xAlWOtbM+B+P6CCcV/MuJAPZdyXU317lE/O7GSqyrssNvz/0bF3kOFQ4OFY7pH5gTsoZgWnAcTaYFyLT4aCynhcnZ1JeLpTTEUil0h6ff12Xmc+o8TuR89FgFOEUePBMglxxxWUV3KLfmYWcohcGYDIDir1fsh8mr559diPnws/4bJj1XpcOEeleu87DOLcJmKh3xcDIEQYDP5zMmFwwPD6OmpqbAvWIsFqLR6LhnCwBYv349+z0rMVRzRlTkmahowMlBCKlBAAAlAlLWxVWXdl3l/0JY6kVfuvbwm73/CIdYCb9t7pMCRJFDXZOIq1f02t5tl6QFExWHBhUoaU3Raufg9ub/Ph6WenCk+3ug6cSWMutybKx5lDmzp0EzeSFbGmBKdoJAgzl6Fkn3bYXuFoNR1PDZTkUmKuaVbFFxoHWLh50AACAASURBVFeBplFwbEyhZCGEoNq5DlWOteiLnsSZwZ9hNNkBAFBpCu8MP4/Lo/vR6rsXN5S9F+ZZmDMYxQcTFRmMLHieh9/vh9/vR1lZWc42VVURiURyhMax5ekEx3g8jng8PqngOJnDkbkY8o/P2mwsB5OdUDUZPDfDF2yqwjXwn4agOAahMuzBQ7CFXkfcfTvi3m2g/MTi4pEjR3D+fKbmx8aNG3HTTTfN+t9BKcXlkX1Ge7l3x3XXX2HMHI1SvHQ5hH89MYhIKhNnauYJPrjWjwdv9MGUh3oAVhMHq0lEtXPqyQeUUsRkLeN8vFZ4TOa6IGcTMxmWVIQlFZg4FdqAI4DbzI+v/XhNHKvHIsAhcmzQp8SIpjLiYWeWgDgUnzya9y5vJ+7w6s5+jQLfaN8MDRyqnSZdOHRlIkvr3OKirwvq9/sNUTEQCDCxh3HdUEpx7tw5HDp0CKlUyljvdDqxfft2NDY2FrB3jLmgiFXGspDqBygF2P0SYiITfSpbmgBucU3K5AiH2+v+APvav4Sw1AONynit629wb8uXYDOVTX+CSWheYTZExYEeBbGoCrtj/ifq5ESf1pry/swnKRG8cnUPZC0BALCZyrC14VPgF9nvxXyRdKyDKdkJALBETzFRkcGYhuz4U5XFn+YVj4+HxUaQTNcAHhpUUFHF3IqlDiEENc6bUe24Cb2Rt3Em8CSCyasA9MS180PP4tLIPqzwvRsryu6DmdUQL0mYqMhgzBCe5w3h71qyBcexmozZgqOmTV5DbUxw7OvrG7fNarVOWL/R4/EwwXGOmAUnHGIloqkBaFRBMNmJspnUq6EanIM/gyV62liVcK6HIPXDlNJ/drq4+AqsodeRMMTFTJzMyZMncezYMaO9atUqbN68eU7/jqHEJeOmzBMRzd4753Qexuy5MpLE3x7tx6XhZM76TXUOfPTWyhk5EPMNIQQOkYdD5FE3TUy9RimikorRawTHiSJZw0kVM9UfNQr9nEkV7ZCm3FfgkBYaBXiteszqtc7HMWHSKjABciEJS2radZgRDrtCKYwkpq/rmY2dl/HZ5kxdt3buZjx210bUOEWYF7l4OBnZNXNZXUXG9RIOh7F//350dXXlrF+3bh22bNnCkjBKFI13QuOs4LQEOE0Cp4Sgmca/eyw1suspSoso+jQbE2/FtoZP46W2LyKlRpFUQjjU+S28q/kLEDjLnM7pdPEorxIQ6Nfv4R2XUli93prPbo+DahT9PfNXT1HVFLzW9R3EZN25KnBmbG14nNVpmgWSYy0cQ8+BgMKUaAOnRKAxtwiDMTFUBS9nSjew+NP8okegimi/qI8f9HXJTFRcRBBCUOu6BTXOm9ETeQtnBp9ESNLfXRQtiXNDz+DSyEtYUbYTK8reA5HFcZcUTFRkMPLAVIKjpmk5gmO20zEUCk0pOCYSCSQSiQkFR4vFMqngaLHM7cVzqeCztiCajpQaSbRNLypSCmfgaVgjbxur4u7bEU3X7BBj52Af2W+IixxNwR48CGvoCBKeLYh7tuJiWy8OHszUP2xqasL27dvnLJZkuxQb3VvYzXcBiKZU/NvJAH55KZjj9Kt0mPDYhkpsqC2N2VUcIXBZBLgsAho9U09OUDWKsDTe+TiaVBBKi5CjCQWhpJLj2JwORQOG4sqULrcxRJ5kxMZs4THLBelNuyKXqlg1WyilCBniYW50aTCpzupcPAFq0o7DBnfGeXijvA/OUAwAoPF2uBoehJNf2vem8vLMIMSYY5HBmC2UUpw6dQqHDx+GLGcG7t1uN3bs2IHa2toC9o5x3RACRayEmI6KElIDSC11UZGqOaJiyraigJ2ZXxxiBe6o/wRe7vhLUKgIJq/ijZ4fYkvdH845kaS51WyIip3tEm5YY4Fgmr/JWiNDKlKS/qBsthB4/flzRlJKcbzvnxGIv5NeQ7Cp9uPwWpgrezZogguypQlish0EFOboaSQ8WwrdLQajKOHlURDo70cq7wLl2OT+fFNdZzJExf4eGetupSAsAnVRQQiHOtcG1DpvQXf4GM4EnkRY0hONZC2Bs4GncHH4RdxQ9h60lu2EyNsK3GPGTGCiIoMxz3AcB7fbDbd7/OxJTdMQjUYnjFSdTnBMJpPo7+9Hf3//uG0Wi2Vc7caxZat1fmenlgJl1mXoDB0BAAwnrqAV906+M6VwDD0La/iosSrh2oiof5cRR5VyrEbKvhLmtLgopPSfCUdTsI++DMvoa1DazLCa7EjIHKqqqnDfffeB4+Y2OJCQg+jO6s9y3445nYcxMyilONgRxo/eGkQoS3AROIJHVvvwyKqyRStm8Zwu6Hmt0z8uyKqGYFLNdT0a9SDVtANSj2BNKDMXIFMqxUBUxkBUnnZfq8AZAqPudtRdjx5LbiSrxyLkJZ622KGUYjSZ6zzsDEroCqcQkWYnHgocQZ1LNGodjn2vdooQrnnp46V+OIYOG+1o2XtBeXbvyXYqDg8PQ9O0Od8HGEuT0dFR7N+/PydOnxCCm2++GZs3b4bJxGZ2LwbGiYr2yWvRLgWEZDc4TU+HUHkXVLFymiNKmwr7Stxa/ds41vcjAEB3+E2cDfwcayoemdv5qgXYnRxiEQ2KDHR1pNDcOn+D4n3dmSjmqjxHn14c/iXag5lJmusqPoA614a8nX8pITnXQUy2AwATFRmMKeDlrOhT5lKcF3x+HmYLgZSkSEkUw0MK/BXsmXYxQgiHevdtqHNtQFf4KM4M/hyRlP5eI2txnAk8iYsjL+CGsvvQ6ns3TGwMoahhoiKDUUA4joPL5YLL5UJDQ0PONk3TEIvFDJExW3QMhUJQ1ckHhJPJJJLJJAYGBsZtM5vN42o3jomOFotlScQM+qwtxvJIom3yHSmFffgF2EKZwfGk82ZEyh8Crp0tTDhIjjWQ7KvS4uI+CGk3JA8Zdy2TsakhhrcHylC3ccd1Dfy1jb4Mjeo/f79tBbxWNjt3vugMSvj7N/txZjCRs359tR2PbahEjYvFy41h4jmU2zmU26f/3ZYULdf5mFAQSmacj2Pi5GhCQUqdeQHIhKIhEdHQG5legHSIXK7zcSxyNav2o8cqwG3mwRf5TElKKYYTSkY0HHMehiXEZuEgBXRnaJ0rVzisd5tR5TDN7P+BanAGngKBft2UpRlJ5/q5/LMWHVarFQ6HA9FoFKqqYnR0dFz9ZgZjIjRNw4kTJ3DkyJGc5z+fz4cdO3agqqpqiqMZpYZqzohmfGr85MGlhjnHpdi6JGpMLvPdg5DUjUsjLwIAzgaegstciwb37MsmEELQ3GrGmbf0Z9n2SxKalovz8s5HKUXfPEWf9kZO4OTAT412k3srbvTfn7fzLzWS9jVwBJ4BAYWY7AAnB1nUMoMxAdn1FBUmKs4LegSqCR2X9UkpfV0yExUXOYRwaHBvRp3rNnSFXsfZwM8RST/zptQYTg/+Dy4M/zJLXFzaiUfFChMVGYwiheM4OJ1OOJ1O1NfX52yjlBoOx2yhcUx8nEpwlCQJAwMDEwqOoiiOi1LNdjguFsHRY2kEAQ8KFZFUH1JqbML4UNvoftizZsMmHWsRrnj/eEExmyxxUQ28CaHveZTb9Ycji4ni9rohaAPfQcJ9B+KerbN272hUwZXRA0abuRTnh4Ss4T9PD+GZd0aQrWmVWQU8uqECW+qdi+bvoRCYBQ6VDhGV0yTGUkqRULRrnI+5tSBHE6qxPAsDJKIpDdFUCt3h1JT7EQCusbjVbOdjluvRm3ZFOsw8uHn8vdAoRSAmj4ss7QqlZuX+BACLQFDnygiHDWkRsdw+Q/FwsvNG3oKYrvdKwSFSsXtJDADPFL/fj2g0CkCPQGWiImM6hoeHsW/fvpznNkIINmzYgI0bN0IQ2OvcYkMRMyLx2AS1pYwYv2gsL+bo02u5uerDiEh96I/p9dyP9vwQDrEiZ3LkTKlvEvHO6QQUGYhFNAz2K6iszv+AbWhERTKuPzibRIKyivx8PoWS3TjS/X3QdKVvv20FNtT8DnsWvw6o4IBsXQYxcRlA2q3o3VbgXjEYxQefJSqqJiYqzhc5omK3jDW3zHxiMaN04QiHRs8W1Ls3oTN0BGcDP0c0pddMTqlRnB78b1wc/iVu8L8Xrb4dc64xzZgf2Fsog1GCEEKmFByzHY7Xio6KMnkNs1QqhcHBQQwODo7bJoripJGqNputpF7qBE6Ex9KA0XTky0iiDVWOtTn72EYPwjGy32hLtpUIV34QIDOrC5JISvjvX15AKOjD6uok3tUaQ7lDn7nLaRLsowdgDR1Oi4t3zFhc7Am/hYQyCgCwCG7UOTfO6DjGzKCU4khXBP9wfBDDWfX+OAI8eKMPH1xbBpspf7VhGFNDCIHNxMNm4qd1hVJKEU1phsMx2+2YG8mqIpRUcupiTnleAKGkilBSxdVp9uUIxgmOuc5HPh3DKsBu4ib93FQ1isGYPE447A5LSCqze8GyChwaPFnOQ5fuPPTbhbwLoESNwTG012jHPdsWfUzdbCkvL0dHRwcAIBAI4IYblnasIWNyVFXF8ePHcfTo0Zw4fL/fjx07dqCioqKAvWPMJ4qY+dkKqUGAalNPaFvEEDUOQeoGAFAQpKarg76I4AiP2+v/APvankAk1Q+Vyni182+wo+UJ2Ey+WZ1LMBE0NJvRlq5Z1X5RmhdRMdulWFkjgMtD0kNSCeNQ5x4o6Qhcm8mPO+o/AZ5jLpbrJelcZ4iKlugpJioyGBOQHX/KnIrzh69cgEkkkFMUUpJidFhFOfvvXjJwhEeTZysa3LfjavA1nA08hVj6b09SIzg18J+4MLQXN/rvx3LfuyCw2qZFARMVGYxFBiEEDocDDocDdXV1OdvGBMdrazeOfZflySMDU6kUAoEAAoHAuG0mk2mc0Di2XKyCo8/aMqmoaA0ehmP4l0ZbsrYiVPWhGQuKsizjmWeeQTAYBEBwbsCOFZs/BNEzqtdcTN8cOS0J++h+WEOvIe7ZioT7DtBpbP2XRl4yllu894Dn2Md4vuiLpPDDNwfwVl8sZ/2qcis+flsVGj3swaWYIYTAaebhNPOod0/9s1I1ikhqrM5jtvNRHSdChmdRe1CjwEhCwUhCASBNua/AkXHOR0mh6AxJ6AmnZhX7CgB2kTPchmORpfVuEWVWYcE+gx3DL4DT4gAAVfAg5tu+INctJbLrKk50P2UwAGBwcBD79u3D0NCQsY7jOGzatAm33HILeJ5NblnMUN4OlXeCVyMgVAEvDy/ZOk5i/DJI2p2mmOtAJ0gWWcyIvB3bGj6Nl9qegKzFkVBG8Wrn32B78xcgcLOL4G9qFQ1RMdCvIBJW4XTl77OEUoq+ruzo0+svEaBqMl7r+rYxsChwFmxr+DQsgvu6z80AJPtqUOiR9SapG5w8Am2WgjWDsdgRmFNxQeA4PQK1sy0TgbrixgJ3irHgcIRHs/dONHq2oCP4Ks4FnkZM1t+HJDWMkwM/xYXh53GjfxeWebfP+lmIkV/YaDSDsYTIFhxra2tztlFKEY/HJxQcg8HglIKjLMsYGhrKGfwaY0xwnEh0tNvtBRMcy6wtuDKqOxGHs+oqWkJH4Rz6hdFOWVsQqv4NYIazYVVVxd69e3Niynbu3Im6+gZIaIDkWAtz9BTsIwdyxEXHyD7Ygq8i7tmGhGcL6AS2/mCyC4H4OwAAAg7LvPfM/h/OGIekaHjy3DB+dnYEcpZ9zW3h8ZH1Fbi72VWUwjhj7vAcMZyE06FoFKG04BhMKLrbMR25qi+nxcikMqv6hYpGEYgrCMQnd49PhNPMo8GdW/OwwW2Gx8IX9PdUSFyFNfym0Y6UPwCwh/xxlGdNuR0aGgKllH2+MAwURcHRo0dx/PhxUJq5H1VWVmLHjh0sLncJoYqV4BMRAHoE6tIVFa+pp7gEcZqrsaX+/+CVq38FCg2jyXa82fP/sLnu92d1/7A7eFTWCBjo1Z872i9KWLfBlrd+RsMaYlH9OYgXgPLK6xtqopTieN8/Y8iIvyXYXPd78FjqpzyOMXMob0PK1gpz/AIA3a0Y995d2E4xGEUEUWPGhElKTNAEV4F7tLjJERW7U+w9aQnDEQEt3rvR6N6KjuArODf0DOLyMAAgqYRwov/f8M7Qc1jpfwDLvHeDZ+MOBYGJigwGA4AuONrtdtjtdtTU1ORso5QikUiMExrHllOpyWuSTSU4CoIwTmwcazscjnl9gPBZM/FJI4kroJTCEj0BZ+CpTN8tDQhV/9aMB8YppfjVr35lRNsBwF133YXW1qxBEMJBct4MybEO5ujJtHNRvznq4uJL14iLGcfV5ZF9xnKt69ZZRx8xxnO8J4ofHhtAfzQjmhMA963w4NdvKodDZG6QpY7AEZTZTCizTT+xIKVqCKXdjqNJJbOcFcc6VgcyOU0NRI+FTwuGuc5D9wyE0AWHqnAGnjaakn0lUvZVBexQ8eJ2u2EymSDLMhKJBOLxOOz2peW8YUxMX18f9u3bh9HRUWMdz/O4/fbbcfPNN4Pjlmb85VJFESuNWEI+NQBgTWE7VAgozamnKC2heorXUuVYg/VVv4G3+n8MAOgMvw7XUC1Wlz80q/O0rDAbomJ3Rwor11lgEvPz2dLXnRV9Wm0CL1zfe9yF4efRHnzFaN9U+UHUOm+5rnMyxiM51hmiojnCREUGI5tsl6Iili/ZKPKFwl8hQDABigwk4hTDAQn+ClZDbynDcwKW+bajybMN7cGDOBd4xigHlVSCeLv/X/HO0LNYVf4gmj13sWj0BaYIR6YYDEaxQQiBzWaDzWabVHC8tnbj2NdUgqOiKBgeHsbw8PC4bTzP5wiO2Q7HfAiOTnM1BM4CRUsiqYSghg7DNfScEbEkm2sQrP7fOaLedBw5cgTnzp0z2hs3bsRNN9008c6Eg+RcD8mxDpbISdhGD2SJiwk4Rl6ELXgIcc+dSHhuh0RVXA29Zhze6rt3Dv9qxhiBmIx/PD6AI13RnPWtZRZ8fGMVlpexh1fG7Pn/2bvz8Dju+87z76rq+wC6GzdJkMQpkZR4iRKpgxIPyLIo2YrjJHYi33YyziTOTJyd2WeefTbXM8/s7rMzTjxJNk5sx3YsJ7Fjjy3bkqyYh0RRoihSokiKFy4eAHE1gO5G31fV/tFgoVu8SQCN4/t6Hj/uqr5+ICl0V33q+/3aNJUat0qN+8ZfZlM5vaTyMZTKoSkKjZU2llXaqbDPn0DbGTmINTMIFK7ijVZ/qMwrmrsURaG6uprBwcKfVzAYlFBxkctmsxw8eJB33323ZP+SJUvo6OjA5/OVaWWinHL2evO2JTN8nUcuXFpmGC0/AYCuOsg5lt3gGQtbW9XjRNKXzE4r7438iEr7UpZV3Px89apaC95KlWhEJ5+Hi70ZWu6enu+8g/1Tx3z1y+7spN6l6DscG/6+ud3ke5S7qnbd0WuKq0t7VmMELShGDmtmEC0TXLSV0UK8nyatT2eVqinUL7XSf75wkcr5npiEigIATbXSGuigyfcovaFXOTX6U1K5MADJXIi3B7/D6dGfs7b2N1jhe6jMq108JFQUQtyR4sCxoaGh5D7DMEilUlfMbrz8/6lU6pqvm8/nGR8fZ3x8/Ir7LgeOV2up6vF4bupqflVRCTibGImfBiA+/EOUyXmGOVs94SWfw9CcN/3ncOzYMY4cOWJur169mi1bttz4iYpGqmIjKe86HNF3J8PFws9cCBdfxhV+jSPWADm9MAelwr6UGpc0mL8d2bzBT8+M8/0To6SLZtZ5bCqfXF/D4y0+NFVabIiZ57Co1Htt1Hvnd6sONRfBPTY16zUe2IFu9ZdxRXNfcag4OjrKypUry7sgUTb9/f3s2bOHSCRi7rNarTz88MPce++90vJpEcvZ6szblvTiDBVLWp86W296tvlCtrHhE0Qzg4zECxcxvtn/NXY21eB3rryp5yuKQlObneNHkgCc687Q3G5HucPvvvFYnolwoQODqhYqFW9XONXHm/1/C5MXeta47uK+hs/I78MZYqgO0q67cMRPAmCPHScR2FnmVQkxN2jZ91UqihnXsMxWFCrGuW+LtP4XUzTVRlvV4zT5H6M3tI/Toz8jlSscRyWyYyQng0YxOyRUFELMGEVRcDqdOJ3OKwJH4IrAsfj27QaOqqqaAeP7Q0ev11sSOFY5W8xQccRI0YaDnLWG0JLPYWg3XznS1dXFq6++am6vXLmSHTt23NrBr6KRqriPlHc9jui7uMf3ouUKP5+Sj3M2NTX3sc1/i68tADgxHOdrbw3TP1FaPbuzuZJPb6iZm20lhZjjPKMvoBqF/6ZytloSvkfKvKK5r3iuYjAYvM4jxUKVyWR4/fXXOXHiRMn+xsZGdu7cSUWFzOxZ7IpDRS07CkYOlMX1PcVe1Po0s4hbnxZTFQsPLfsSu8/9CbHMCHkjw4G+v6Sj6U9xWm+uqnnZChunj6fIZgyScZ2hgSwNy+7sAqehotanNfUWLNbbO05J5SK8dvEr5PTCcaDbWsNDjX8g7cxmWNqz1gwVHdHjJPw7QI41hShpfyqVirOjpt6CZoF8DqKRLKGxa3c+E4uXRbXRXvUEzf5t9Izv5fToz1AUlVa5KGZWLa4jEyHEnOJwOKivr6e+vv6K+1Kp1FVbqkYiEZLJ5DVfU9d1QqFQyUyiyy4HjpfDRq8/CpMZ47CeIW8JEF76eQyL96Z/hv7+fl5++WVzu76+nieffPL2Zx+VhItHcY/v5VJmkLBRmH9iQ2Fj5E2yqoNk5Zabnve4mIWSOb71zgivnp8o2b/CZ+d3769jVa2rTCsTYn6zxTtxxKZCkWjNM4vupPftqK6uNm9fbd6wWNguXLjA3r17iUaj5j6bzcajjz7KqlWr5KIhUaDayFsCaLlxFPRCS0L7lRfoLVh6BmvqvLmZcbVd+7GLjN3iYevyL7O798/I6kkS2TFe7/sq21f+F7SbOC7QLAorWmx0ny50QDnXmb7jULF4nmLDbbY+zetZDlz8Kols4XPRojrYuvzLOCxykcVMS7vvxlCsKEYWS3YELTNM3n7l8bkQi01xpaK0BZ4dmqZQ12BloK/wuXKhJ0ZjS5kXJeYsi2rnruonaQlsZyI9gOUWxleJOydnfoQQc5LD4cDhcFBXV3fFfel0+qrVjeFw+KYDx0Zfhh01I3QWOvUwrGf5xiE/2vFXr6h09Hq9aNqVLZeCwSA///nP0fXCi/j9fj70oQ9htU7D1bSKRqpiEynvBt7p/XOYPMBepblx6EkcYy/hDr9G3PcoycrNEi5eRV43eKkrxPeOjZLI6uZ+h0Xlt9ZW8/Rdfml1KsTt0rN4Rp83N5PeDWSdzWVc0PxRVVWFoigYhkEoFCKbzU7P54aY01KpFAcOHCiZvQzQ1NTE9u3b8Xg8ZVqZmKty9jqza4UlM7yoQkVb8hzK5AV1OVst+k1W4S0WFfalPLjs93nt4n/HwGAs2c3hgX9g89J/d1MXJqxstdNzJo1hwFgwTySUo9J/e6eGkgmd0FgeKBS31S259c8zwzA4MvAPjCULLW8VFB5c9ntULvI5mrNGtZF2r8IROw6AI3acuISKYrEzcmiTY2kMFHJWacM5Wxoap0LF871xGlvkInBxfRbVQUDORcw6CRWFEPOO3W6ntraW2traK+4rDhwjkUhJ4JhIJABYUpnh0/eP47BquNMqcXRyisFobJT8cOKK11RVFa/XWxI0ut1u9u/fTyZTaMfgdrt55plncDpvfg7jzYhnQ/Snzpnbq20NoBeCUzUfwzv2Iq7wfhL+x0hWbAZpDwTA2dEkX3triN5QumT/Iyu8fG5jLVUu+XMS4k64Q6+Y81911UGsaleZVzR/WK1WfD6fWVE/NjZ21Yp9sXD09PSwb98+83sIFC6eeuyxx2hvb5fqRHFVOVsd9sk2/ZbMMOkbPH4hsRW3PnVKleLVNHjXsq7+t3h36HsAXIi8TqV9Gatqnr7hc50ulYZlUydtz3VlWP/A7Z0aGro0VaVYVWvBZr/1bi1nRl/gfOSAub2u7jdZ4l1/W+sRtyflWWuGivbYMeKBx6UFqljUtMwYyuRsV93ik4u4Z1FtgxVVAz0P4fEM0Qk73gqZqyzEXCOhohBiQble4JjJZEiNd7Mi+n2sSuELYjUO4hRO8lkr4uTjV14Fpeu6GVBejc1m45lnnpmRGUg9oT0Yk19m69z3oK/4IyYm3sYd2oc2OZBYy8fwjr6AK3Q5XHxg0YaLE+k83313hH/rLv27WuK18e/ur2N9w83PyhRCXJ2WCeIKTc2RjVV9EMMiVVa3oqamxgwVg8GghIoLVCKRYP/+/XR2dpbsb2tr47HHHsPlkiuvxbUVz1W0pIfLuJLZZ0t0mbdlnuK1tQeeIJLq51y48Jl8fOQHVNiXsLRi4w2f29RuN0PFSxcyrFrrwO649UCweJ5iw9JbP/7onzjC8ZEfmNvNvm20V33wll9H3JmMqx1dsaMaaSzZcSzpAXKOpeVelhBlYylqfZqT1qezymJRqK23mhetDPZn8a6WUFGIuUZCRSHEouEkzJLk/0JVCtWFuurEF3iUC+O/AGDVfQ006B+4oqVqPB6/5muqqsrTTz9dMiNruuT1DD2hV8zttkAHKBZSlZtJVdyHc+IIrtArReFiFO/oz3GFXl104aJuGOzpifCdd4NE03lzv01T+I17qviVVQGs2m3OuRRCTDEMvMGfolD47yxrX0aq4v4yL2r+qa6uNoMmmau48BiGQVdXF6+88gqpVMrc73K52L59Oy0tMhxG3FjONnWxgSUzVMaVzC41GzJP5hqKhYyzqcwrmrsUReG+hs8QywwRTJwFDN689LfstP0xPkfjdZ/rr9Ko9GtEQnl0HS70Zmhf7bil90+ndcaCOXO7/hbnKYaSFzh06WsweQFljetuNjZ8Wqq3y0G1kvasxhk9CoA9dlxCRbGoaZmieYrW6T/XI66voXEqVOw9m8aiwYoWynoa0wAAIABJREFUO5pFPh+EmCskVBRCLApaZhTfpW+g5gsBoa7aCS/5PP5cGCZDxYQxQGtr6xXPzWazJa1UL/9/Nptl8+bNLFs2M/M+Lk68RSYfA8BlraLBu2HqTsVCsnILyYpNOCOHC+FifqLws5rh4uXKxfsXdLjYO57ia4eHOTtaOk/z/qUefntTLXUeaVUixHSxx05gS3YDhfki0ZpfAUUC+1tVUzN1xXMwGLzOI8V8E4/H2bdvH729vSX7V61axdatW3E4bu2kvVi88rZqDFQUdLRcCEVPY6j2ci9rxpVUKTqbFvR32OmgqRYeavwDdvf+CfHsKDk9xWsXv8LjzX+Gw3LtLiqKotDcbufooULHlgvdaVrvtqPewrzx4UtZjEIeiL9Kw+G8+e8DyWyYA31/QU4vNPb12Gp5uPEP0FQ5RVUuac9aM1R0xI4Tr/qgtEAVi5ZWUql4ZRcsMbPqlljRLAr5nEE2Y3Dy3RTdZwqfUxIuCjE3yDc2IcSCp2ZD+Aa+iZaPAqArNsINnyXnWIo/7wcUwCCS6iOnp7G874SN1Wqlurp6RqoRr6d7/Jfm7Vb/TtSrnbhXLCR9DxbCxYnDuEKvFoWLE3hHf1aoXAxsK4SLysL5tR/P5Pmn46O82BlCN6b217otfGFTHZuXecu3OCEWIEVP4Rn9ubmdrNwiV7HfpuLPk7GxMQzDkMqMec4wDE6fPs1rr71GOj01/c7j8bBjxw5WrlxZvsWJ+UmxkLdVY8mMAKBlRsjdoPpsISiZpyitT2+Kw1LBI8u/zJ5zf05OT5HIjvJ631fZtuK/XDekW9Jo5dQxhXTKIJU0GOzLsnTFzV+MN1jc+vQWqhTzeobX+75KIjsGgFV1snX5l7Fb5Lt7OWVcreiqE1VPouXCWFIXyTlXlHtZQpSFpaRSUdqfzjarVeHRjjoOvRYkES90yEmnisLFVQ5WNNskXBSijOTSciGK5HWD77zVx+BE6sYPFvOCmovgv/QNtFwYKLRRijR82jxAsmkuKuwNhfvQCaUulG2txcYSPYwnC1UOqmKlyf/Y9Z+gWkn6HmJsxf9GtPpp8trUQbmWn8Ab/ClVF/47jsghMHLXeaG5zzAM9p+f4Pd+1svPz04FihYVfn1NFX/9dLMEikLMAPfYL82LM/Kal3jgA2Ve0fzldrvNeXqXq+HF/BWNRnn++efZvXt3SaB4zz338Oyzz0qgKG5byVzFxdAC1cib1fAAGVdbGRczv/gcjTy47N9TuFgSRhOdvD34LQzDuOZzVE1hZevUxZS9nelrPvb9slmD0eFbb31qGAaHB77J2OTfs4LCg8t+nwq7XKRUdoqFtGeNuemIHS/jYoQoI8MobX8qMxXLYmWLh49+YgX3bHTicE6Fh+mUwcmjSfa8MEFvZ5p87tqfc0KImSOhohBF3h6I8fcHL/Dr3zrCf32ln3cGYujXORATc5uSi+K79E203DgABhqRhk+SdTWXPC7gnNoeT/TM6hqvpXt8t3l7eeXm67YvKqFaSfoeZmzFfyJa/RR5zWPepeUiVAR/Mq/Dxb5Imv9zTx//4/UBQqmp2Ynr6l189akmPrG+BrtFPtqEmG6W9ADOyEFzO1b9FIYmbRzvRHG1orRAnZ8Mw+DEiRM899xzXLx40dxfUVHBRz7yEXbs2IHdvvDbVYqZUxIqpofLuJLZYU31oU62w8xbKslbpeXcrVji3cC6uo+Z2+fC++kc+8V1n7OixYY6+dU5PJ4nNHZzxwcjg1l0vXC7wqfh9mg39bzToz/jQuQNc3t9/bM0eNfe1HPFzEt5pv4u7LETYOhlXI0Q5aHmo6hG4bNIVx3oRedUxOyyWFSa2uzseKpCwkUh5piF0wdPiGnwQudkNRtw+FKMw5diLPFaebLdz47mSjy2mztYEuWn5OP4B/4By2QvfAOVSMOzV22jFHC2cD58AMCsDiynVG6CixNvmtutgcdv/UVUK0nfIyQrHsA58dZkW9TCfMbL4aI79Apx/3ZSFRvnfFvUVE7nBydGef7MOLmiY1u/08LnN9byyAqvtA4UYqYYOt6Rn6BQOFDLOFtJe+QE4J2qqakxg6hgMEhbm1TkzCfhcJg9e/Zw6dKlkv3r16/nwQcfxGqVOXDizuVs9eZtS2bhh4pXtD6V73a37K6qXURS/ZyPFI5tjg3/MxX2JTR411318XaHypLlVvrPF1qZnutM43/wxscFt9P6tH/iMCdG/tXcbvHvoE26HswpWWczuuZGzcfR8lGsqfNknc03fqIQC0hJlaK1Wj6L5gBNU2hqs7O82cbF3gzdp1OkkoVj08vhYvfplLRFFWIWze2zyELMsl3tPqxWK4cvhs19A9Es33x7hOfeDfJYUwW72v00+aU6Yy5T8kl8A98y20QZKEzUf5yMe9VVH1/lbDFvjyXLX6l4LvQq+mQVYcDZTNWdHMiptqlwMXIId3g/qhkuhqkI/vh94eLcCs4Nw+BQf4xvHBkmmJi6clpV4Om7/Pzm2mpc1rm1ZiEWGsfEYazpPqBQ8R2t+bAcXE+D4krF0dHRMq5E3Apd1zl27BgHDx4kl5v6XPL7/XR0dNDQ0FDG1YmFJl9UqagtilCxy7wtrU9vj6IobFryOaKZIcaS3RgYHOz/G3Y2/QmV15iD3NRmN0PFgb4sq9frOJzX7vyRzxmMDN5aqDiePM+b/V8zt2vdq9nY8Em5KHCuUTRS7ntwTRwCwB49LqGiWHQuX5gOkJPWp3PKzYaLbascLG+xoWnyGSPETJFQUYgim5d5eWp9ExdCCf750Dn29kaIZwtlUem8wb91R/i37gira5w82e7nwUYvVvmQmlMUPY1v8NtY04XKAQOFibpfJ+2595rPqbQ3oipWdCNLPBsklZu4+Xaj00w3dLpDe8zt26pSvBrVRtK/lWTlZpyRNyfDxTgAWi5ERfB/4Q7tIx7YQcq7YU6Ei0PRDF8/MsyRgXjJ/lU1Tr54fx0rJdwXYsYpuRieotZpCf9jMldkmtTUTP05SvvT+WF8fJzdu3czNDQ1205RFDZu3MjmzZuxWOTQSkyvvDWAoVhRjCxaPoqSj2No7nIva0Yo+TiWou/vGWdrmVc0f2mqlUeW/0d+2fsnJLJjZPUkB/q+QkfTn2K3XDl33BewEKjWGB/NYxhwvjvN3fc6r/n6weEc+clrKtxeFU/F9UcPJLNhDlz8CnkjA4DHVsdDy76EOsc7pSxWae9aM1R0xN8jZnxoThwbCjFbSisVpQ33XFQSLvZk6DqdIp2aChffO5qkS8JFIWaUfIsT4ipW+F18YVMdz66r4dXzEV7sDHMhPDW4/lQwyalgEp9D4wOtPj7Y5qPKJW2uyk7PUDnwHaypqblG0ZqPkPZuuO7TNNWC37GCsWQ3UGiBusS7fkaXei2D0aMksmMA2DUvyysemN43UG0k/Y+SmgwXXaHXUPWicHHkR7jHL4eL68tyAJnJ6/z41Dg/PDlGJj/VF7/CrvGZDTVsb65ElauahZgVnrGXUPUUAHlLgLh/W3kXtID4fD40TSOfzxOPx0kmkzid1z6JK8onn8/zzjvvcOjQIXR9qgd3dXU1HR0d1NbKCScxQxSVnK3WvFjOkhlesFVDtkSX2WY761iOocnvwzvhsFTySOMfsufcn5M3MsQyI7zR91c8tvI/XzXMa2q3Mz6aAOBCT4a21Y5rnoQd7M+YtxuWWa9bbZjTMxzo+wuSuRAAVtXF1uV/hN0iM8rmqqxjJXmtAi0/gZqPY032kpXKYbGIFIeKUqk4t2maQlO7neUt1w4Xu8+kaL1bwkUhptv1LykTYpFzWlU+2Obnq7tW8t8eX84jK7wUfwaFU3l+8N4YX/hJD//3/kscH4pjGDIcuCz0LJWDz2FLnTN3Ras/RKry/pt6eqDoBE055yp2jf/SvN3sfwxNtc3I+xiqnYT/McZW/idiVU+gqy7zPi03TsXIDwlc/AqOibfByM/IGq7m6GCcP3jhHP90fNQMFBXgiVYf/9+HmtnZ4pNAUYhZYk2ewxl9x9yO1nwYVLmAZrqoqiotUOeBYDDID37wAw4ePGgGiqqqsnnzZj72sY9JoChmXK6oBaolvXBboErr0+nnd65gy7LfNbdHEqd5Z/C7Vz1erV9qxekqfMfOpA0uXchc8RgAXTcYvjTV+vl6rU8Nw+Dwpa+bx1YKKg81/j4VdmkTPacpKmnPPeamI3a8jIsRYvYVtz+VDi3zw+VwcedTFazZ4MTumDpnlEoWwsW9L0xwritNPi/nbIWYDlKpKMRNUBSFNbUu1tS6GE/m+LfuML/oChNKFg6odAMO9kU52BelsdLGrnY/25oqZNbbbDFyVA79M/bk1MmIWNWTJH0P3fRLlIaK5ZmrOJEeYDh+EgAFhRb/zhl/z0K4uI1k5YM4wwdxhfej6kkALNlCuOgK7SPh30HKu27GKhdHE4XZpW9cjJbsbwk4+N0H6mirkqvVhZhVRg5v8CfmZsp9Dxn3XWVc0MJUXV3N8HAhJAgGgzQ2NpZ5ReKyXC7HkSNHOHLkSEl1Ym1tLR0dHSWBsBAzKbcY5ioahoSKM2RZxSburf01Toz8EICe0F4q7ctoqyodsaCqCitb7Zw+XuhOcK4rTWOT7YoqxLGRHNls4YSs06VQ6b/2scGp4PNcnHjT3N5Q/wnqrzOSQswdKe86XJE3ALDH3iNa8wxIu1qxGOgZtFwYAAOVvDVQ5gWJW6FZFJrb7axotnFhcubi5crFVNLgvXcKMxdbVzlY3iyVi0LcCflWIMQtCjgtfPzean5tTRWH+qK82BnivZGkeX9fJMPfHR7mH48G2d5cwa52P42V9jKueIEz8lQMfR974rS5KxboIOF/9JZepsrZYt4eS/ZiGMZ1W/nMhO7x3ebtJd4NuG2zd8LSUO0kAttI+rZMhouvFYWLY1SM/CuuyZmLac86UKan0D2nG/zszDj/cmKUVG7qijG3VeUT62t4otWHpsoXPSFmmyv8OpbMCAC6YiNW83SZV7QwSaXi3DQ0NMTu3bsZHx8392maxpYtW9iwYQOqKs1exOzJF1cqLtBQ0ZIZQssXLizTVSc5+7Iyr2hhWVX9YSLpS1yMHATg6NBzeO31VwR8y5ttnD2ZQs/DRFhnLJinurb0lNFgf9a8Xb/sytDxsr7IId4L/sjcbvXvvCLIFHNXzt5I3uJDy4VR9RS2RDcZ993lXpYQM86Snfo+nrf6JUyfpyRcFGLmyW9HIW6TRVV4eEUFD6+o4EI4zYudIV45FzGDkWRO58XOMC92hllb52JXu58HlnkkIJlOhk7FyA9xxN8zd8V9j5Hw77jll/LY6rBpbjL5OJl8jHh2BE/RSZyZls0nOR8+YG63Bspz0G2oDhKB7YXKxcjruMIHzHlqluwolcM/IDd+OVxce0fh4smRBF97a4iLkdL2StubKvjMhlp8TvmIEqIc1GwI9/geczse6EC3VJZxRQtXTc1US6VgMHidR4rZkMvlePPNNzl69GhJe8CGhgY6Ojrw+/1lXJ1YrHL2evO2JTMEhgELrBW8LdFp3s642qbt4jVRoCgK9y/5ArHMMOPJXgx03uj7azqa/7SkFanNrrJshY2LvYXv5uc60yWhoqEbDF2aChWv1fp0PNnLoUt/b27XudewoeET0/1jiZmkKKQ8a3GH9wNgjx2XUFEsCsXzFPNWaXE/30m4KMTMkTO2QkyDFT47v/tAPZ9aX8O+cxFe7AxzaWIqKDk+nOD4cIIql4UPtvr4QKtPApM7Zeh4gz/BEX3X3JWofIh41RO3daJFURQCzmaGYieAQrXibIaKFyKvk52sDPTaGqhzr5m1974aQ3OQCOwkWfnwVcLFIJXD3y8KF++9pZM/4WSObx8dYd+5iZL9yyttfPH+etbUua7xTCHEbPCO/hzFKJw0zNrqb6mVtLg1xZWKoVCIXC6HxSLfD8phYGCA3bt3Ew6HzX0Wi4WHHnqItWvXSnWiKBtdq0BXHah6qvC//MSCu9BDWp/OPItq45HGP+SXvX9MMhciqyc4cPErdDT/KTbNbT6uud1uhopDA1kS8Twud6HF6fhY3jwZa7MrBKqubH2ayI5z4OJfkjcKr+G11fNQ45dQpdpn3kmXhIqniNZkZba2WPAsRaFiTuYpLhg3Gy62rXLQKOGiEDdFjo6FmEZum8bTdwX4m6eb+POdjWxp9FBcmDiWyPG946N8/ifd/I8DA5wOJkquhBc3yTDwjP4c58Rhc1ey4gFi1U/f0ZXbgaIWqOOJ2ZuraBgGXUWtT1sDHbPeevVaLoeLYyv+M3H/TnR1qpWvJTtC5fC/EOj7KvbocTD067wS5HWDFztD/Puf9ZYEig6Lwmc21PAXu5okUBSizGzx09jjp8ztWM0zMzZLVYDNZqOyshAO6Lpe0m5TzI5MJsMrr7zCD3/4w5JAcdmyZTz77LOsX79eAkVRXopSMlfRkl5YLVAVPY01ed7cllBx5jitPh5Z/odoig2AaGaIN/r+Ct3Im4/xVmpU100GgAac75q6UHaouPXpUivK+zrw5PQ0By7+JclcCACb5mbr8j8qCS3F/JGzLyFnrQJANdIlFcVCLFRatqhSUULFBedyuLjzqQrWrHdgd0x9jqWSBifeSbL3hQnOd6XJ5+VcrRDXI5eLCTEDFEVhXb2bdfVugvEsv+gK88vuMJF04YAtp8P+CxPsvzBBk9/OrnY/j62swG6Rk1Y3ZBi4x36Ba3ImCEDSu2FyePydBXFVzmbz9liy945e61YEE2eYSF8CwKLaWel7ZNbe+2YZmpN4VQcJ38O4wgdwhl9HNdIAWDIjVA7/M7lQHfHATtLuNVdULnaNJfnbt4bpGU+V7H9ouZfP31dLtUuuehWi7PQM3uBPzc1kxSayzpXlW88iUV1dTSQSAQpzFWtrpdXSbLl48SJ79+5lYmLqQher1crWrVtZs2bNnLnAR4i8rQ5SFwDQMsPgbi/ziqaPNdmLwuQxkq1+wVVhzjUBZxObl/4Ob/T/NQDD8ZO8O/Q9NjZ8ynxMc7ud0eEcABd7M7Tf40DTYLB/KmBsaCz97m4YOm9d+ntCqXMAKKg8tOxLeIva94p5RlFIe9ZiCe0DwBE7RsZT3m46Qsy00van1dd5pJjPNItC810OlrfYudiTpvtMuqRy8cQ7SbqkclGI65JQUYgZVuO28sn1NXz83ipevxjlxc4wZ0eT5v3nQmn+5tAQ3z46ws7mSna1+2nw2sq44rnNPb7bbMMCkPLcS7T2o9MyeyVQFCqGU+fRjdystOrpGv+leXtF5SPYtLlbrVcIFx8vChffKAoXh6kc+idytvrJcHE10YzBc8eCvNwVpvg6rwavld/ZVMfGJZ7y/CBCiCu4Q/vQcoVKLV11Eav6YJlXtDjU1NTQ01Oojpe5irMjnU5z4MABTp48WbJ/5cqVbN++Ha/XW6aVCXF1JZWKmYVVqVjc+jQtVYqzorFyM2vSlzgZ/DFQOBapsC+jNVCYS1/bYMHtUYnHdLJZg/7zGXwBjWSi8G3ealWorik9RjoZ/Al9E2+Z2xsbPkWdBFDzXsqzFvdkqGiPnwE9A6qcqxALlKFjyY6am9L+dOGzFIWLF3rS9FwrXFztoLFJwkUhikmoKMQssWoq25oq2dZUSc94ihc7Q+w/P0FmsqQ+ntH56ZkQPz0TYmODm13tfjYucaOp8qF1mSv0Cu7QXnM77V7NRN3Hpq01n8NSictaTSI7St7IEkn145/hKp1EdpxLE2+b222Bjhl9v+liaC7iVR94X7hYuHrZkhmicuh7hKjhe+fu5eWRZRgU/h1bVYVfu6eKX10dwKZJZa4Qc4WWGcEVes3cjlU/iSHtymZF8VzF0dHR6zxSTIdz586xd+9e4vG4uc9ut/Poo49y9913S3WimJNytqlqL0tmqIwrmX7FLRUzroVTgTnXran5FSbSl8wg8J3Bf8Rrr6fOvRpFUVjZZufk0cKFsOc609Qvm6pMrFtiQS06sXoxctAMKAHaAo/TGtg5Sz+JmEl5ez05Wy2WzAiKkcUeP0Pau7bcyxJiRqi5iDlXXlfdciy0iFgsCi13OVhxrXDx7SRdpyRcFKKYhIpClEFLwMGXtjTwmQ217OkN81JnmKHY1IyKdwbjvDMYp85j5YOtPjpafVTYF/dMK2f4AJ6xl83ttKudSP1vTvusrypnC4nJq9PGkj0zHir2hPZhUJhFWOtaRaVj2Yy+33QzNDfxqidI+B7BFXoNZ+SgGS76CfLHTXv5eG2Ab15aR9x5N7+9qV4qcYWYawwDb/B5s/1cxrGClHdjmRe1eNTUTF0FHQwGMQxDgq0ZkEwm2b9/P2fPni3Z39LSwrZt23C75cSRmLty9qm2yJbMSGGO9TR06Sg3NTuOJTsGgKFYyTpWlHlFi4eiqDyw9HeIZUYIpc5jkOeNvr+io+lP8drraGyycfZEklwOYlGdc51p87nFAeNYooe3Ln196j73vayvf3ZWfxYxs1KetXjGdwOFFqgSKoqFylLU+lSqFBen94eL3afTZNLvCxcvt0WVcFEscvP/SESIecxr1/iVVVX87Yeb+eNty9i0xE3xR9JwLMt33g3yuf/VzVcPDtI1lrzmay1kjsghvKMvmNsZZzOR+k/ADLQmLW6BOj7DcxXzeo7eyXYyAK3zpErxagzNTbDycf5n5LN8d+AeEvmpv5t29zj/T/s+/qLleVao3WDIwGsh5hJH9Ci2yd93BurkjFr5ijhbPB4PDocDgEwmQzQaLfOKFp6uri6ee+65kkDR6XTy5JNP8tRTT0mgKOY8Q/OQ1wot4xUji5YdL/OKpoe9uErR2QyqzNieTRbVziPL/xDH5BzLTD7Ggb6vkMknsFoVGpumLgTMF647QtOgtr7w95TIjnOg7y/IT1b2eG1LeLDx91Cn+aJPUV5pz1SIaEt0ouipMq5GiJmjZYvmKUqouKhdDhd3Pl3B6vUObPapM7WpRCFc3PviBOe70+Tzcn5LLE5SqSjEHKAqCvct9XDfUg9D0QwvdYXZ0xMmmilUsGV1g729Efb2RmircrCr3c8jK7yLon2kY+JtKoI/MbczjhVEGj41Yycdqpwt5u2xZM+MvMdl/dHDpHIRAJwWP0sr5mdlkGEYvH4xyjffHmE8mQPu458G1/CJJe/xG/VnsSo5AKyZAXyD3yVrX0I80EHGdTdINY4QZaXkk3jGXjS3k76HydsbyriixUdRFKqrq+nv7wcK1YoVFRVlXtXCkEgk2Ldvnzmz8rK77rqLRx99FKfTWaaVCXHr8rY6tGQMAC0zTN5WfYNnzH3F8xQzMk+xLFzWAI80/kf2nv9v6EaWifQAb/b/DY8s/yOa2uyc68qUPL62wYpmUcjpKV67+BXzWMamedi6/MvYpF3ggpO31ZC1NWDNDKIYOeyxU6Tm6XGrENejFVcqWuf/Z6y4c9etXEyUVi4ub7KVtAYXYqFb+ImEEPNMvdfGZzfW8s2PtPKlLfW0BOwl93eNpfjqwUE+/+Me/vHoCCNFbVMXGnv0ON6RH5nbWftSIg2fwVDt13nWnfE7V6BM1otOpAfI5meuOrRr7Jfm7Rb/DtQZqLycaf0Taf5kbx//74GByUCxoLEqwN1rf51w0/9O3LcVQ5kKga3pAXyD/4i//2+wxc9I5aIQZeQeexk1X5gtl9cqiMsMpLKQuYrTyzAMzpw5w3PPPVcSKLrdbp5++mmeeOIJCRTFvJOz1Zm3LZnhMq5kmhg5rImp/z5lnmL5VLlaeWDJF8ztwdhxjg3/C26vRt2S0uOThmVWDEPn0KW/J5y6AICCxsONf4DXXodYmIpbntpjx8u4EiFmjkUqFcU1lFQurrt65eKeycpFXSoXxSIx/85gC7FI2C0qHS0+djZX0jmW4sWzIQ5cjJLTCx9QE+k8Pzo1zo9Pj7NpqYdd7X7W1btQF0jlly12iorh76NQ+HmztgbCSz6HoTlm9H0tqoMK+zIi6T7AIJQ6T6171bS/Tyh5nrFk4epsVdFo9m+b9veYSemczr++N8aPT4+R06f2+x0an91Yy6MrK1AUBQM78epdJHxbcYf344y8iWJMVi6mL+Eb/A5Z+7LJysV2qVwUYhZZUn04J94yt2M1H5rRizbEtb1/rqK4fdFolH379nH+/PmS/atXr2br1q3Y7fJvXMxPOVu9eXshhIrW1EVUozCnL2/xkZeqkLJa4XuISPoSp0d/CkDn2EtU2pfS1PYQwwOF7+6qCrVLrLw38iP6Jw6bz72v4dMzcrwk5o6UZy2esZeBQoWxkk9gaK4yr0qI6VVcqZi3SqgormSxKLTc7WBFq50L3Wm6z1xZudh9OkWrVC6KRUBCRSHmOEVRuKvayV3VTj57X47d3RF+0RUimCgc3OkGvNUf463+GEu8Nna1+9jeXInHNn9nWdjiZ6kc+icUCmlVzlpLeOnnZu3ApcrVMhkqwliiZ0YOkrsmh90DLKt4AKfVN+3vMVPe6o/y9SMjjMSnqmRVBXa1+/mttdW4r/Jvz7B4iVU/RcL3KK7QqzgnDhWFi/34Br9N1t5IPLBTwkUhZoOh4w3+xLxwI+1qJ+1eU+ZFLV5SqXjnDMPg5MmTHDhwgExmql2f1+tl586dLF++vIyrE+LO5ewLq1KxtPWpfPebC+6t/SgT6Utcir4NwNuD3+Kx5XU0LGtksD9Ly912BuIHOTX6vPmc9sATtAS2l2vJYpbo1gBZ+zKs6X4UdOzxk6Qq7i/3soSYNoqeQssX5pobaOSt/jKvSMxl1wsXk0XhYttqB40rJVwUC5OEikLMIz6HhV+7p4qPrA5w5FKMFzpDHBtKmPcPRDN84+0RvvtukG1Nlexq97HSP7OVfdPNmuihcug5FPIA5KxVhJd+HkPzzNoaAs4WekOvADA+A3MV07kYFyMHze22QMe0v8dMGI4V/n291R8r2X9XtYMn7HqAAAAgAElEQVQv3l9Pc+DG/9Z0i5dYzdMk/JfDxbeKwsW+qXCxqoOMs01OMAkxQ5yRN7GmBwAwFAvRmmfkv7cyCgQCqKqKrutMTEyQTqelou4WRCIR9u7dS19fX8n+tWvX8tBDD2Gz2cq0MiGmT76o/amWCYKRg3nYOv8yW6LTvJ2W1qdzgqKobF76Rfac+3Mi6T50I88b/f+Tx+//M9Zvriac6WHf+W+Yj2/wrGVd/W+WccViNqU8a7GmC/OfHdHjEiqKBaWkStFWDcr8vUhfzJ4bhYvHjyTpOiXholiY5u9RiBCLmKYqbG70srnRS/9Empc6w+ztjZDIFir70nmDl7vDvNwdZnWNkyfb/TzY6MU6xz/ArMnz+Aa/Y4ZMeYuP8JIvoFsqZnUdVc5m8/ZYsnfaX/9ceD95o1BF4XOsoMrZNu3vMZ2yeZ2fnB7nB++NkSnqD++1qXx6Qy07Wypvue2ubqkgVvMhEv7HcIVewTlxuDRcHPgWGccK4oEOss4WCTuEmEZqbgL3+L+Z23H/dnRroIwrEpqmEQgEzCrF0dFRli5dWuZVzX2GYXD8+HFef/11crmpub6VlZV0dHTIn6FYUAzVTt7iR8uFUNDRMqPk7fU3fuIcpOSiUxe2oBa+64k5wao52Lr8y/yy909I5ydI56O8dvErPLjs93m97y/RjUKnkgr7UrYs+z1UOfG+aKS9a/GOvQiANdmDkothWGbvwl8hZpKlKFTMSTtucYskXBSLkYSKQsxzyyrs/PamOj6xroZXz0d48WyYC5G0ef+pYJJTwSR+h8YH2nw80eqjymUt44qvzpLqo3Lg2yiTB6p5rYLQ0t9GL0Nb0Ar7UjTFRt7IkMyNk8yGcE5T+wvD0Oke32NutwU6UOZwYPbuYJy/OzzMQDRTsv/xlko+tb6GCsedfYwUwsUPT4WLkcNmlaotdQHbwDfJOFYSD+yUcFGIaeIZfRFVL3xO5KzVJPyPlnlFAgpzFSVUvHmhUIjdu3czODho7lMUhQ0bNrBlyxYsFjnMEQtPzlaHlgsBhRao8zVUtCW7zdtZx/IZn5kubo3bVs0jy/8D+87/X+hGjki6n5d7/g+My9/RNQ9bl38Zm8zUW1R0SyUZx0psqfMoGDji75Gs3FLuZQkxLbRscaWizFMUt6c4XDzfnaZHwkWxgMnRthALhNOq8sE2P0+0+jg1kuSFzhBv9kW5XFgWSuX5/okx/vW9MbY0etnV7uOeWtecCLQs6UF8A99CNQonufOah/DSL5StckZVNALOJoKJswCMJ3tZar1vWl57MHaceHYEAJvmZnnlg9PyutNtLJHlH94Z4cCFaMn+Jr+dL95fz901zml9P91SSazmGRL+bVcJF88XhYsdZF1yNbsQt8ua6MYRO2ZuF9qeytfBuaB4rmIwGLzOIxc3Xdc5evQob775Jvl83twfCATo6Oigvn5+hixC3IycrQ574gxQCBXTN3j8XGUvan2akdanc1K1q51NDZ/lrYGvA5iBoqpoPNz4H/DYasu5PFEmac9abKnzANijxyVUFAtGSftTq4SK4s5YLAqtdztY2WLnfM81wsXTadpW2SVcFPOWnEUSYoFRFIU1dS7W1LkYS2T5ZXeEX3SHCSULbcF0A964GOWNi1GWV9rY1e7nsaYKXNbytK7RMsP4Ln0TVU8W1qe6CC/5fNmvDgs4m81QcSzZy9KK6QkVu8d3m7ebfI9iUefWzKy8bvDzsyH++fgoyZxu7ndZVZ5dV82TbX40dea+8Jjhou9yW9Qj7wsXv0HG0US8qoNsUZtaIcRNMHJ4g8+bmynPOrKu1jIuSBSTUPHGRkdH2b17NyMjI+Y+VVXZtGkTmzZtkupEseDl7FNzFS2Z4TKu5A4YOrbEVKVixjW3xwAsZk3+R4mkL3F2suUlwH0Nn6XWfXcZVyXKKeW5B8/oz1AwsKbOo+YmZn1UiRAzwVJUqZiTSkUxTSzWonCxO03P2aJwMa6XhotNNtQZPNcmxHSTI28hFrAql5WPr63m1+6p4s2+KC92hjg5kjTvvxjJ8LXDw3znaJAdzRU82e6nsXL2Qi4tMzoZKMYB0FUH4SWfmxOtnKqKZruMJ3um5TVjmWEGY8cntxRaAzun5XWny+mRBF87PMz5cOl174+trOAzG2sJOGfvI0O3+ojV/goJ/2O4Q6/gmDiCQiHktKXOYbv0dTLO5smZi02zti4h5jNXaD+WbKG9pq7aiVU/VeYViWI1NVMnMMbHx8nn82iazKoCyOfzHDlyhMOHD6PrUxe81NTU0NHRUfJnJ8RClrdNfUfWMkNlXMnts6QHUfMxAHTVTc6+pMwrEteztu5jZPJx+iYOsar6QzT7Hyv3kkQZGRYvWWcztmQPCgb22AmSvofLvSwh7oyRR8uMmZvlvsBdLDwWq0LrKgcrWyVcFAuHhIpCLAIWVeGRFRU8sqKC86EUL3WFeeVchFRu8kMsp/NCZ5gXOsOsrXOx6y4/Dyz1zGhFmpoN4Rv4Blq+0F5TV2yEl3yWnGNuzJAKlISKvRiGjqKod/SahVmKhT/zBs9aPLa66z9hlkRSOb5zNMie3kjJ/mUVNv7d/XWsrXeXaWWgW/1Eaz9C3L8Nd2gfjom3p8LFZC+2S39PxtkyGS6uLNs6hZjr1Ow47tA+czse+AC6xVvGFYn3czgceL1eotEo+XyecDhMVVVVuZdVdiMjI+zevducNwmF6sTNmzezceNGCV7FopKzVmOgoqCjZUOgZ0C1lXtZt8SW6DJvZ1ytcIffr8XMUhWVB5Z+gQeWfqHcSxFzRMqzFtvkRbeO6DEJFcW8p2VDZnekvFaBocqcXzEz3h8udp9Jk81cGS62r7azbKWEi2Juk1BRiEVmpd/B7z5Qz6fW17C3N8JLXWEuTWTM+48PJzg+nKDaZeGJNh8faPXhc0zvrwo1F8F/6etouUKIZShWIks+Q86xfFrf5064rFXYtQrS+QmyepJoZoiKO7iSOqen6Q29am63BjqmY5l3RDcM/q07zHffDRLLTFV+2DWFj91bzYfvDmCdI73dC+HirxaFi+8UhYs92C71kHG2Eg/slHBRiPczDLzB51GMQhvsrH2JzMCZo6qrq4lGCxfbBIPBRR0q5nI5Dh06xDvvvINhGOb++vp6Ojo6CATKM3dZiLJSreStVViyQRQMLJkRco5l5V7VLbHJPEUh5rW0Zw1G8HkUdKzpPtRsCN3qL/eyhLhtWlHr07yt+jqPFGJ63ChcPHY4SecpCRfF3CahohCLlNum8aG7Azx9l59jQwle7Axx+FIMffK83Wgix/eOjfL9E6M8tLyCp9r93FXtQFHu7MNMzUXxXfoGWi4EgKFYCDd8cs61sFQUhSpnMwOxd4HCXMU7CRUvRg6S1RMAuK21NHjWTss6b1f3WIqvHR6iayxVsn9Lo4cv3FdHjdtappVdn24NEK39KHH/dtzj+3BEi8PFbmyXusk4W4kFOsg5V5R5tULMDfb4SeyTJ3ENFKI1vyKVIXNUTU0N586dAyipzFtsBgcH2b17N6FQyNxnsVh48MEHWbduHaoq/37F4pWz1ZmznyyZoXkVKip6Gmvqgrkt8xSFmH8MzU3G1Wp+t3TEjpOQtrhiHtMyRfMUrdL6VMyemwkXu06laZNwUcxBEioKscgpisL6BjfrG9wE41l+0RXml91hIulC+4ecDvvPT7D//ATNfju72v08urICu+XWT+gp+Ti+gW+aM70MVCL1v0V2jp5QCDhbzFBxPNlDk++R23odwzDoGt9tbrcGdt5xK9XbFcvk+d6xIC91hjGK9td7rPz2pjo2LfWUZV23SrcGiNZ9lERgG67xfTiiR0vCxcClbtKuNuKBjjlVASvEbFP0NJ7gz8ztZMUD5ByNZVyRuJ7q6qmro4PB4HUeuTBls1kOHjzIu+++W7J/6dKl7Ny5E5/PV6aVCTF35Ox1EH8PAEtmuMyruTXWRI/5fS1ra5A23ELMU2nPWjNUtEuoKOY5S0mlooSKYvYVh4vnutP0FIWLCQkXxRwloaIQwlTjtvLJ9TV8/N4qXr8Y5cXOEGdHpyrZekNp/vrQEN8+OsLO5kqebPfT4L25OS5KPolv4B/Mkx8GKhP1v0nGvWpGfpbpEHA1m7fHk723/TpjyS7Ck1dla4qNJt+jd7y2W2UYBvvOTfDtoyNEUnlzv0VV+OiaAB9dXXVbQXG55a1VROt+jYR/G67QXhzRd1Em41J7ogt7oou0q30yXJQgRSw+7vE9aPkJAHTNQ7zqiTKvSFzP+0NFwzDuuEPAfNHX18eePXuYmJgw91mtVh5++GHuvffeRfPnIMSN5G315m0tPb9CRWl9KsTCkHavweDHKOSxpgfQMqPSNlLMW1pmqjuIhIqinCxWhbZVDpokXBTzgISKQogrWDWVbU2VbGuqpGc8xYudIfafnyCTL3yYxTI6z58J8fyZEPctcbOr3c+GBjfaNT7QFD2Nb+BbWNMDQKH93kTdr5P23DNrP9PtCDimQsVw6gJ5PYOm3lyIWqy4SnF55YPYLbNbDXghnObvDg9xciRZsn9Dg5vf2VTHkopb/5nmmrytmmjdb5Dwb8cV2ve+cLETe6KTtOsu4oGdEi6KRUNLD+IMv25ux6qexNCcZVyRuJHKykqsVivZbJZUKkU8HsfjmR8V5LcrnU7zxhtvcOLEiZL9y5cvZ8eOHVRUVJRpZULMTTlbnXl7XlUqGoZZ2QTS+lSI+czQHGTc7djjp4HJasXAjjKvSojbYylpf1pbxpUIUVASLnal6Tkr4aKYeyRUFEJcV0vAwZe2NPCZDbXs7gnzi64wQ7Gsef/bA3HeHohT57HywTYfHS0+Kuza1AvoGSoHvoM13Wfuitb+Kmnv+tn8MW6L3eLBY6snlhlCN/KEUxepcrXe0msks2H6J94yt9sCHdO9zOu8t86/nBjlZ2fGyRf1Oq1yWvjCploebPQuuMqPvK3GDBfd43uxx44VhYtnsSfOknbdPVm5uLTMqxViBhk63uDzZpu5jLOZlHdDmRclbkRRFGpqahgYKFyEMzo6uqBDxfPnz7N3715isZi5z263s3XrVlatWrXgPqOEmA55awBDsaAYObT8BEo+gaG5yr2sG9KyY+ZMdV2xkZXZ10LMaynPWjNUdEioKOYpJR9H1eMAGIoV3SIXs4m5w2JVaFvtoKlNwkUx90ioKIS4KV67xkdWV/HMqgDvDMR5sTPEOwNxcy7fcCzLd44G+efjo2xdUcGudj+tfg3f4Hexpc6ZrxOt/jCpik3l+SFuQ5WzmVhmCICxZO8th4q9oVfQjfzka7Xhd66c7iVewTAM3uiL8s23RxhL5Mz9mgIfvjvAx+6txmmdf61Ob0XeVsNE/cfQMpfDxeNF4eIZ7IkzpN2riPt3SrgoFiRH9G1sk22XDTSiNc+ABDTzQnV1tRkqBoNBVq5cWd4FzYBUKsVrr73G6dOnS/Y3Nzezbdu2BR2kCnHHFI2crdbsAGLJDJN1NpV5UTdW3Po062wBRU5FCDGfZdyrMBQripHFkhmebMcsLVDF/FJapVgNysI+TyLmp8vh4so2O+evFS6eTtO+2s7SFRIuitkh3+SFELdEVRQ2LfWwaamHwWiGX3SF2d0TJpaZrIbJG+zpjfDquXH+as1+at0XzedGq3aR9D1YrqXfloCzmQuRN4Bbn6uoGzl6QnvN7baqx6d1bVczMJHh748Mc3QwXrJ/Ta2TL95fz3KffcbXMJfkbbVM1H+8KFw8MRUuxk9jj58m7V5daItqX1Lm1QoxPZR8HM/oS+Z2wr+VvE1a+cwXxXMVR0dHr/PI+amnp4d9+/aRSCTMfQ6Hg23bttHW1ibViULchJytbh6Gil3mbWl9KsT8Z6h20q67cMTfAwrVirCmvIsS4hZp2alQUeYpirnOer1wMabz7ltJOk9JuChmh4SKQojb1uC18dmNtfzW2mpeuzDBi50hesbTaOj8WetrrC8KFA+kH8Jv28J8+5oWcLaYt8eTPbf03EsT75CcbPPksFSyzHv/tK6tWDqn86NTY/zo5Dg5farXaaVD47MbatnWVLGoT9TmbXVM1P8mWnoH7tAe7LH3isLFU9jjp0i51xAP7CRvbyjzaoW4M56xX6DqhRmqeYuPuH97mVckbkVNzdQnZTAYvM4j55dEIsGrr75KV1dXyf729nYeffRRXK65375RiLkiXzRXUZsPcxWNHNaii/MkVBRiYUh715mhoj12HIyPS2cMMa9omakL+HISKop54ubDRQdLV1glXBQzQkJFIcQds1tUOlp87GyupHM0gXfoB6x3XjDv//ale/m7/jbUYz3cv9TDrnY/6+pd8yLk8juWoyoaupEnmhkik49j09w39dzu8d3m7Wb/djR1Zn7lHrkU4+tHhktmXSrAk+0+nl1Xg8emXfvJi0zeXsdE/W+hpYdwj+8xD4IBHPGTOOInSbnvmQwX68u4UiFujzV5HufEEXM7WvNhUG1lXJG4VVVVVSiKgmEYhMNhstksVqu13Mu6bYZh0NnZyauvvkoqlTL3u1wutm/fTktLy3WeLYS4mlxRqGhJz/1Q0Zq8gGpkAMhbAuRt0iJRiIUg7boLXbGhGhks2VH0RB+4l5d7WULctOL2p3mrdHYR80txuHiuK03vFeFigs5TqoSLYkZIqCiEmDYKBpv0X+B0Ts1M+cnoGv6ufwMAugGH+mMc6o+xxGtjV7uPHc2VuOdw6KWpNirtywlNzoUcT/ZS77n3hs8Lp/oYSRRmRSmotMxApVAwnuXrR4Y51B8r2d9W5eCL99fTWuWY9vdcKPL2eiYaniWeHsQ9vvd94eJ7OOLvSbgo5h8jjzf4vLmZdq8m415VxgWJ22GxWPD7/YyPjwOFFqgNDfOzgjoWi7Fv3z7OnTtXsn/VqlVs3boVh0M+p4S4HTnb1HcTS2YIDGNOVwcVz1NMu9vLuBIhxLRSrWTcq3DEjgGgjB3GkFBRzCNadsS8LRe8iPnKalVoX+2g6TrhYtcplTYJF8U0klBRCDE9DAPP6M9wRqcqZBIVm9nc9GH+y9I4L3aGODY0NT9pIJrhG2+P8NyxII+trGRXu4+V/rl5crHK2WyGimPJnpsKFbvH95i3l1bch8samLb1ZPMGPz0zzvdPjJLOT7U69dhUPrW+lsdbK1Hn8ImluSRvb2Ci4VkS6UFc43twxE+a9zni72GPnyTtuYe4fyd5e911XkmI8nOG3yicXAYMxUq0+kNlXpG4XTU1NfM6VDQMg1OnTvHaa6+RyWTM/R6Ph507d7JixYoyrk6I+U+3VKIrdlQjjaonUfNRdEtFuZd1TTJPUYiFK+VdZ4aKjB2Gxl8t74KEuFlGDi0bMjdzVgkVxfxmhoutReFitnDOMC7hophmEioKIe6cYeAZewlX5E1zV9J7H7GaD6MpKlsavWxp9NIfSfNiV5h9vRESWR2AVM7g5e4wL3eHWV3jZFe7nweXe7HMoQ+3gKsFQoWQcLxoHsy1ZPIJLkQOmNttgcenbS3Hh+L83eFh+icyJft3Nlfy6Q01VDrk1/rtyNkbmGj4BIn0AO7xPdjjp4BC9a0jdgJ77D3SnnsLlYs2aYsi5h41F8Fd1HI5HtiJbvWVcUXiTlRXV3P27Flg/s1VnJiYYM+ePfT19ZXsv/fee3nooYew2+1lWpkQC4iikLfXoaYK88u1zPCcDRXV3ATWzCAABipZp7Q8FmIhybja0FUHqp5CSY9hxM8D3nIvS4gb0rJjKBTOS+UtPhkZIRYMq02hfc37KhclXBTTTM4+CyHumHv8l7jCr5nbKc86orW/Copa8rhllXZ+Z1Mdn1xXwyvnIrzUGeZCJG3efyqY5FQwif9tjSfafHyg1UeVq/xzpKqczebt8WQvhmFcdx7k+fABcnrh56qwL6XGdfcdr2E8meNb74yw//xEyf6VPjtfvL+OVbWuO34PATn7EiL/P3t3HiVHfd/9/l1Vvc/07KNlBgFaERarEIjdLMLsAWxoAzYEA/ZNnMdJjH2Pz3OTOM95fOPje2LDuSFO7GuwHUhiMzgJOAZMEJglbGbfQRuLpNFIs0/P9FrL/aNHNd1aR1LP1Cyf1zkcVVV3V317kGam+9Pf72/+DYTyndT0rSU6snOErUds+E2iw2+Rrz2OkabzFC7KlFLb/Rt/vSo7ModMwxkBVySHoqVl7JPSPT09AVYyfp7n8dZbb/Hss89SLI6t8VtXV8eaNWs47LDDAqxOZOaxI3MJj4aKocJ2ilO0A7C8S7EYOwLP1AcLRGYUI0S+ZgXx9Cul3Z7fQ+35ARclsn9WYex3bDvSGmAlIhNj3OHiihjthytclAOjUFFEDkmi73fU9P/O38/VrGBo7jW7BYrl4mGTi5c1ctHSBt7dkeWhdf28sDnNzkme/TmHX77Vy/1v93LqgiSXLGtkxZz4PoO8iZSMzCdsxim6WXL2IJliLzV7mbfveR4byrqFljatOaS6Hdfj4XX9/OubPX53J0AsZPKF41u4dFkjln7wV10pXLyRUG5rKVzMvA/sDBffIDr8Jvna40fDRb0AkWBFRj6oWBc03XolGPoVbzprbR37vtLT04Prupjm3n+uBm1gYIC1a9fS2dlZcfyEE07gtNNOIxwO/gNCIjONHRkbyx7Kbw+wkn2rGH2q9RRFZqR87XF+qEjfy1Bz7j7fDxCZCkKFsWkgTliv6WXm2m+4+GKG9e8oXJQDo3ecROSgxQf+m9q+//L384mjGJp3LRjWuB5vGAYr5iZYMTdBb6bIf20Y4NENg/RnbQAcD579JM2zn6Q5oj7KxcsaOGdhPfHw5L5AMQyTpvgito+ut9eX3bjXUHH7yDukR0c8hc04R9SfedDX/aAnyz/+vosP+/MVx886IsmXVs6ZEl2cM50da2ew7Q8J5TaXxqJmSuMIS+Hi60SH3yCfPJ6RRoWLEhC3SLL71/5uNrmSYnxhgAVJNSQSCRKJBJlMBtu2GRwcpLGxMeiyduO6Lq+//jovvPACtm37xxsbG1mzZs20WwtSZDqxI/P87Z3r6U45nrvLeooKFUVmokJiMa6ZwHQzGIWB0XXpjw26LJF9soo7/G29lpfZYFzh4rsmyz4Vo03houyHQkUROSjxwRdI9jzk7xfiixmc94WD7o5pToS57rhWrjmmhRc2p3l4XT/v7Mj6t388mOdHL23nnte7OXdRPZcsbeCw+skbn1QeKvZmN7GgfvUe77eh7zF/+8iGMwlbsQO+1lDe4Z7XdvDYxsGK4+11Ef6Pk+dy/LyaAz6nHBo7toDBtptGw8W1RDPrgNFwMf060fQb5JInkGk8D2cvgbPIRKjpfxLL7gPANeMMt1wccEVSLa2trXz88cdAaV3FqRYq9vb2snbtWrZvH+uQMgyDk046iVNOOYVQSC8zRCZSRadiYTt47pTrDArlt2K6GQBcq7YiCBWRGcSwyCVPJDH4LFAay19ILNO4Y5nSyjsVbXUqyiwyFi5G+HB9gY0f5LBHV68YSbu89mKGdaPhYvvhYQyFi7IHerUvIgcsNvQyye4H/f1C7EgG5t8I5qF3zoVMgzOPqOPMI+r4qD/Hw+sGeOqjQXJ26dMzmaLLQx/089AH/Rw3L8Glyxo5ub12wkeANlWsq7hxj/cZKfTQmX7N31/StOaAruF6Hms3DnLPaztIF8ZGnUYsg9QxzVx5dBNha2q9WTTblMLFLxHKfTIaLpY+fW/gEU+/Riz9BrnkiWSazsUJNwdcrcx0VqGbRP9T/v5w84V4Vm2AFUk1tbS0+KFiT08Py5ZNjQ4fx3F49dVXefHFF3HdsZ9VLS0trFmzhjlztN6syGTwQrW4Vg2mM4LhFTHtAdxwU9BlVSjvUswnlk650FNEqmek6XzimTcximksZ4ia3scYbr0s6LJE9szzsIpl40/VqSizUDhiKlyUg6ZQUUQOSDT9Oskd/+7vF6OHMdj2h2BGqn6tIxtjfHX1PP7wxFae2DTIw+sG6EwX/Nvf7MrwZleGlkSIi5Y2cMGSBhpiE/NtrTm+2N/uy36I6zmYu4x53dj/OB6l8HNuzQrqom3jPv+mvhw/eqmLD3pyFcdPOayWW0+aw9za6n995eDZscMZbLuZUPbj0ljU7M5w0SWefoVY+jVyyRMZaToPUOeiTADPI9n9IAYOAMXoAnJ1JwdclFTTrusqTgXd3d089thjFfWYpskpp5zCSSedhGWNb/y5iFSHHZlLJLsJKI1ALUzhULGQWBpgJSIy0TwrjnfE5zE23AVAfPA5cskTsWPtAVcmsjvTSWO6pWVmXDOKayUDrkgkOOXh4qZ1BTatU7go+6dQUUTGLTL8DnXb78cYDc6KkfkMtN2MZx74iM8DUROxuHx5E5ce1cibXRkeXtfPS1uHcUtl0JOx+ec3evjlW72ccXiSS5Y1clRLDMOo3g+6eLiReKiRrN2P4xUYynfSEFvg3+64BTaVdQwtbbpgXOcdKTj865s9PLyu338+AHNqwnx51RxOOUy/3E5ldvwIBttvJpz9iJq+x4lkNwCV4SKZ0/FaT8Oww6Uusir+vZTZKzr8JpHRrmkPg/ScK9UBMsO0tIx9IKG7u3sf95x4tm3z0ksv8corr1R0J86dO5c1a9bQ3KzObJEgVISK+e0Uaj4VcEVjDCdHOPeJv1+IK1QUmfGaT8HrfhZj8D0MPJLdD9B/2B/rd1SZcqzC2AfknHCrXqOLUAoXjzomxqJlChdl/xQqisi4REbep77rFxiU3ky0I3MYaL8Zz4pPWg2mYXDC/BpOmF9D90iR364f4L82DDCUL3Xq2K7HUx8N8dRHQyxuinLJskbOOqKOaKg6L2Ka4ovZmn4ZKI1ALQ8VPxn6PXknDUAi3Mz85In7PJfnlWr9+as76M85/vGQCVcd3cw1xzRXrW6ZeMX4kQy03zIaLq71wx4DFyVDvMEAACAASURBVLr/G6P7v2kFXCOKE2nBCTfjhFuwy7Y9KxHsk5Bpw3By1JataZutPw37ADqjZXpoaGggFAph2zYjIyNkMplA6ujq6mLt2rX09fX5xyzL4rTTTuOEE07ANPWzSiQo5WsUhgrb93HPyRfJbvBfNxSjbXghjecWmfEMA+/IL8Cb/wvDswnntxAffJFsw2lBVyZSoXz0qa3RpyIVxh0urojRvkDh4mylUFFE9iuc2UB917/4Y/bscDMDbbcGunZXa02YG05o5dpjm3n2kzQPr+uvGB26sS/PnS908bNXd7BmcQMXLW1gfvLQRog2l4WKvdmNLGo8x79tQ99j/vaSxvMx9/FpzM2DeX700nbe3l75BvHx8xJ85eS5HFanBe2nq1K4eCvh7Iej4eKmittNL4+Z30o4v3W3x7pmAifcPBo0jv43Gjp6pv5OyJiavv/CGv0Qg2MlGWkeX2e0TC+madLc3Mz27aWgoKenh8MPP3zSrl8sFnnhhRd4/fXX8byxVvq2tjbOP/98GhsbJ60WEdkzOzLX355yoWLF6NOpsSasiEyC+FxGGs+htm8tADV9j5KvXYEbqgu4MJExocIOf9sJK1QU2ZPKcDHPpnX5ynDxhQzr3lG4OFspVBSRfQpnP6Rh2z0Yng2AE2pkoO1W3NDUGMsZtkzOWVjPOQvr2dCb4+F1/Tzz8RAFp/QG6HDB5YH3+njwvT5WttVwybJGVrbVYB7EeIumxCJ/u68sLOrNbPT3TSPEwsZP7/HxOdvlvrd6ePC9PpyyUadN8RC3nDSHMw5PVnVkqwSnGF/IQPuXCWc20VB4C7Lb8DJdmF5+r48x3QxmPkM4v3m32xwrORoyjnY4hnd2ODaDGZ7IpyJTTCi3lfjgC/7+cMtlEz6CWoLT2tpaESpOlq1bt7J27VoGBwf9Y+FwmNNPP53jjjtOP6tEpggnOhYqWoVu8BwwpsDapp5HJLPO31WoKDK7ZBo/TSz9OqFiD6abp7bnIYbmXRd0WSK+8k5FR52KIvtUChfjLFwW5cO9hIvrR8PFNoWLs4ZCRRHZq1BuM/Wd/4ThlX5aOKF6+ttvxQ03BFzZni1pjvGnp83nppVzeHzjAL9dP0DXcKl2D3ilc4RXOkeYVxvmoqUNrFncQDI6/jdemmILAQPwGMxtwXZzhMwYG0Y/hQlweN2pxHb5FKbnebywZZi7X95Od8b2j5sGXH5UI9ce10IiPAXeAJKqKyYW4R1+CgA93d0YzjChYg9WsRer0INV7CFU7MUq9vr/zvbEctKlzrTchxXHPQzcUP1o0Ng82tm4M3BsmhpvLEr1eC7J7gf8dW0L8SXka48NuCiZSJO9rmKhUOC5557jzTffrDi+YMECzjvvPOrr6ye8BhEZP8+M4YQasOwBDBysYg9OWfdiUKxiD5Y9AJRGvxdjk9dlLSJTgBEi3XoljZ13ARAbfpPcyEkUavQBA5kaQgWNPxU5UJF9hIvDaZdXyzoXFS7OfAoVRWSPQvlOGjp/6ndWOVaSgbZbcMNNAVe2f3VRi6s+1cwVRzfxaucID6/r59XOEXY2B3YNF/n5a93865s9nH1kHZcsa2Rx0/47fcJWnLpoG0P5rXi49Gc/JhmdzydDL/r3WdK0puIxXekC/9/L23mlc6Ti+NGtcf7o5Lkc2agOo1nDMPBCSYqhJMX4wsrbPBfTHiqFjcWeUvBYKG1bxT5/9PBup8TDsgew7AEi2Q2Vp8TECTf6azbu7HS0w624oXrYx4hemZpiQy8Rzm8BwMMi3XoFqGNsRmttHXuTY6I7FT/55BMef/xx0um0fywSiXDmmWeyYsUKdSeKTFF2ZK4f4IXy26dEqFjepVhMLNaHnERmoWJiMbnkCcTSrwOQ7H6Q3vifa8qKBM8tYNqlaRyl18zNARckMr2MK1wcXXOx7TCFizOVQkUR2Y2V307D1rsx3dIaha5Zw0DbLdNuLIRpGKxqr2VVey3b0gV+u36AtRsHGC64ABQcj7UbB1m7cZCjWmJcsqyRMw5PErb2HrY0xRcxNLoeXl92Ez2ZdbijHWZN8UU0JxaPntvl39/t41dv91J0x2ad1kUtbjqxlXMX1R/UCFaZoQwTN9yAG26gyOLK2zwH0x4kVOj2Q0er2EOo0Itp9/tda7udEpdQsZdQsRdYV3lKrFLYGBntcCwLHV2rTkHVFGTYaWp7f+vvZxo/jRNp2ccjZCZobh57k6Ovr49isUg4XN034/L5PM888wzvvvtuxfEjjzySc889l2Ryaow7F5E9syNziWY+AErrKu590PrkKQ8V8xp9KjJrpZsvJTLyAaabxbL7qOn/HSPNnwm6LJnlQsVe/zW0E24EQ2+NixwMP1xcGmXTujwfri8LF4dcXn0+w7o6hYszlb5zikgFq9BNQ+ddmG4GANeMMdB+c8WaLdPR/GSEL62cw/XHtfDMx0M89EE/m/rH3nb5oCfHBz3b+OkrO7hgSQMXLW2gtWb3N26b44v4aOAZAHqy6yvWVtzZpfhq5zA/fmm7P3oVSkNTL1zawBePbz2gkasiGBZuuInCnrqEPRur2OePU/VHqxZ7sOzB3e+/85Q4hIo7CBV3EN31lEZ4bM3GsnGqdqQFz6xR4BiQ2t5H/A962OEmRhrPCbYgmRSRSISGhgYGBgbwPI/u7m7a2tqqdv5Nmzbxu9/9jpGRsW76WCzG2WefzVFHHaXuRJFpoLwz0SpsD7CSUW6RSHZsXHshsTTAYkQkSF6oluHmi6jr/g8AEv1Pk0uegBOZE3BlMptZZaNPnfD0+uC8yFQUiZosPzbOomWj4eK6PPboyk8KF2cuhYoi4jOLfTR03o3lDAOlNVAG2m7GjlbvDcygRUMmaxY3cP6iej7oyfHwun6e/SSNPdpNOJh3+NU7vfz7u72c3F7LJcsaOX5ewn9jtSm+xD/X1qFX8Ch1PUasWuLWSXzv6a08vzldcc3FTTH++JS5LG2OT9KzlFnDCOFE5pRemNfscptbwCr2jQaN5eNUe/x/43s8pVckXNhGuLANKqf24pqxinGqdmRs27P093uihDObiKdf8/eHW67Q6KhZpKWlhYGB0mjDrq6uqoSK2WyWp59+mg8++KDi+JIlSzjnnHNIJBKHfA0RmRx2dJ6/HSp0BVhJSTj3kb9OtB1unhZLJ4jIxMnVrSKWfpVI7mMMHJI7HmCg/cv6oKIExiru8Le1nqJI9ShcnF0UKooIAGZxgMatd/ndTZ4RZrDtJuzYgoArmxiGYbC8Nc7y1jg3n2Tz2IYBfrt+gJ5M6See68GLW4Z5ccsw7XURLl7awHmL6mmIHYZphHG9oh8oAtjOav7s4c3k7LFRlDVhkxtOaOUzSxqw9MNSJpsZwYnOwyl7s3Enw81VhIzlaziabnbvp3RzmPmthEdHAJdzrZqxDsdwy2iXYzN2uAXMSFWf2qzi2SS7H/R3c7XHUqjRKLnZpLW1lQ0bSmumbtu27ZDO5XkeGzZs4MknnySbHfu3Ho/HOffcc1myZMk+Hi0iU5EdbsXDKK2zXOwDtxjoB0+imfX+dkGjT0XEMEm3XknT5jsxcInkPiSWfpVc3UlBVyazVKi8U1GhokjVHVC4uCCs6TjTlEJFEcG0h2jovAvL7gfAM0IMzL+RYvzIYAubJA2xENcc08JnP9XM77cO8/C6ft7syvi3bx0qcNcrO/jnN7o5Z2E9hzceznBho3+75xn8x3vLKwLFcxfWcdOJc2iI69usTD2eGcOOtWPH2ne7zXBGsIq9hAqjXY07x6kWejC9wl7PaTojRJwRyH28222OVVcxTtUeXb/RCTdrDYv9SAz8N6HRT9O6RoThlksDrkgmW0vL2NqZXV0H34U0MjLCk08+ycaNGyuOL1++nLPOOot4XN3GItOSGcYJNxMq9mDgESrs2OPP98lSvp6iQkURAXCi88g0nEnNwNMA1PY8TL5mOZ6166gVkYlnFXv8bY0/FZk44woX3zE5akWM+QoXpx29kycyyxnOMA2ddxMq9gLgYTE474sUE7OvW8EyDU5bkOS0BUm2DOZ5eP0AT2wcJGuXOhJztsdv1w+wsr2J5a1jb8puHVrCSKEBgMPrI/zRyfNYMVej42R68qwabKsGO3b4Ljd4mM7w2AjVQilw3LmOo+HZez2n5QxhOUOQ+7DiuIeBG2rw12x0yjsdw41gzO71R81iPzV9T/j7I80X4IbqA6xIgrBrqOh53j7uvTvP83j//fd5+umnyefH1hKuqanhvPPOY+HChVWrVUSCYUfmEhp9kzRU6AosVDTtQUKj6zp6WBTiiwKpQ0SmnpGm84kNv4llD2C6GWp7fkt67ueCLktmG8+t6FTU+FORibdruLhpXR6nLFx85fkMyXdKnYsKF6cPhYois5jhZGnY+lNChVIXjIfJ4LzrKNQcFXBlwTusPspXVs3li8e38NSHQzy8rp9PBktdWr0jbVD2u+e67lXEQgbXHdfCZUc1EdKoU5mJDAM3lMQNJSnGdwkhPBfTHiobpVrW4VjswygbFVxxSjwsux/L7ieS3VB5SkyccKO/ZqMTacYOt+KEm0vBmmFO1DOdMpLd/+mvS1WMzCdbf1rAFUkQamtricVi5HI58vm8v77ieKTTaZ544gk+/riyg3jFihWceeaZRKPRapcrIgFwInNh5B0ArNFQLwiRstGnxfiRGn8uImPMCOnWP6Bh2z0AxNMvk6tbufvrCpEJZNpD/usr10yoW1ZkEu0rXEyXh4vHxJh/mMLFqU6hosgsZbg5Gjp/SrhQWp/Jw2BobopC7YqAK5taEmGLi5c1ctHSBt7ZkeXhdf280bUA1zMwDY/BXDOLm47l5pPm0ZIIbv0akUAZJm64ATfcQJFdupw9B6vYXxYyltZvDBV7MO0BDPbcdWXgEir2jnZRf1B5SiM02tHYPLqO485xqi24VhJmwC+fkZF3iWbe8/fTrVfM+s7N2cowDFpbW9m8eTNQWldxzpw5+3yM53m88847PPPMMxSLRf94XV0d559/PgsWzMz1kkVmK7ts/eRQoKGiRp+KyN4Vao4mV7OC2OiHIJLdD9C34GtaDkEmzc5lJUBdiiJB2W+4+FyGZJ3CxalOP7lFZiO3QH3nPxHOb/EPped8jnzy+ACLmtoMw+CYuQmOmZugNzOHxzZez0jhXY6bcxmn6s1Zkb0zrNJaipEWYJcuaM/GKvb541RDZes3Ws7Q3k/p2YQK2wkVtrNrn5VrRCrWb/SDx0gLnpmYHoGjWyDZ/Z/+brbuZOz4EQEWJEFraWnxQ8Wurq59hoqDg4M8/vjjbNmypeL48ccfz2mnnUYkos4hkZnGjsz1twMLFT2XSGZs6kA+sTSYOkRkShtuvZxIZj2mVyBU2EFi4L/JNJ4TdFkyS1hlo08dhYoigSoPFzd+kOfD9QoXpxOFiiKzjVukYds9RHIf+YeGWq8kV3dScDVNM82JMNceexFwUdCliExvRggnMgcnMgd2nTzjFspCxrEux1CxF9MZ3uspTa+AWdjmd2FXnNKM+2s2ltZwbPbHq3pWrMpP7uDV9D2BZZdGXLpmDcPNFwZckQRt13UVjzvuuN3u47oub775Js899xy2PbbGaUNDA2vWrKGtrW1SahWRyeeEm/GwMHCw7EEMJ4tnxSe1hlB+C6abLdVjJXEi8/bzCBGZjdxQPSPNF5DseQgo/d6bqz0ON9wUcGUyG1ij6w8D2GGFiiJTQSRqcvRxcRYftY9wsX50zUWFi1OGQkWR2cSzqe/6ZyLZjf6hdMul5OpXB1iUiMgemBHs6Hzs6PzdbjKc3Ngo1WIPobLQ0XRzez+lm8XMb6no0t7JtWqxy0JGJ9Iyut88qWtCWfntJAae8feHWy7SWh9Ca+vYmx5dXV273d7X18fjjz/Otm1jYbphGKxcuZLVq1cTCulXfpEZzbCwI3P8D9SECttLaxpOosrRp0unx2QAEQlEtv40YkOvEi5sw/CKJLsfZHD+Tfq+IRMupE5FkSlrZ7i46Kgom3YNFwcVLk41eodhVCqVOh34S+BUIAZsAH4K3NnR0eEcwHn2vDhUyYsdHR2n7uVxlwHfBE4ELOAd4B86Ojr+abzXFtknz6Gu65dEy17wDzddSLbhzACLEhE5cJ4Vw7YOw44dtssNHoabGR2l2jO2jmOhtG16hb2e03SGiTjDkPt4t9ucUP1Yh2PZ+o1OuKm6a8B4HsnuBzFwASjEjiSXXFm988u01djYiGmauK7LwMAA+XyeaDSK67q8+uqrvPjiizjO2K+rTU1NXHDBBcydO3cfZxWRmcSJzPVDRSuAUDGaWe9vaz1FEdknwyI95yoat/wjBh7RzDqiI2+Trz026MpkhqsYf6pORZEpKapwcVpQqAikUqkrgH8DcsB9QB9wOXAHcAZwzQGe8mPg53s4vntrROn6/wO4E+gF/hkoAFcDP0+lUsd2dHR88wCvL1LJc6nb3uEviA4w0ngemaZzgqtJRKTaDAPPqsGO1+y+BqHnYTrpipAx5Hc79mF49p7PCVj2IJY9CNlNlafEwA01jI5SLRunGmnBCTWAYR1Q+bH0a0RyH46e2yTdegUY5gGdQ2Ymy7Jobm6mu7v0Rkh3dzexWIy1a9eyY8cO/36mabJq1SpWrVql7kSRWcaOzoXR6eCTva6i4WQJ5UrrvnoYFBJLJvX6IjL92LEFZOtXkxh8AYDa7t9QSCzFM6fOkgQysxhuDssZAsDDwgk3BlyRiOyLwsWpbda/25BKpeqAnwAOcE5HR8fLo8f/CngCuDqVSl3b0dHxywM47UcdHR3/a5zXPxL4PqUgc1VHR8dHo8f/N/AS8I1UKvVvHR0dzx/A9UXGeC7JHf9ObPhN/1Cm4SxGmtYEWJSIyCQzDNxQHW6ojmJ8UeVtnotpD46u2TgWOpYCx36/c3C3U+Jh2f1Ydj+wvvKUWDjhplLQGBntcBwNHd1Q3W5hoeFkqO192N/PNJyBE9V6VDKmpaXFDxWfe+45duzYgeuO/d1sbW1lzZo1FaNSRWT2sCNjncmTHSpGshswKA3ssaPtGtstIuMy0vQZosPvYDlpLGeImt7HGG69POiyZIaq6FKMNB/wB0BFJBjjCRfr6k2WHxdnbls42GJnkVkfKlLqCGwF7tkZKAJ0dHTkUqnUXwKPA38MHEioeCBuBqLA/7MzUBy9fn8qlfoucDfwR4BCRTlwnkdt96+Jp1/xD2XqT2W4+WKtVyAispNh4oYbccONFFlaeZvnYBX7y9Zw7CVUGF2/0R7030Td7ZQ4hIrdhIrdkNnllEYIJ9w8GjSWxqlGMhsxnRGgNG4103T+RDxTmcZaW1t57733gMp1FS3LYvXq1axcuRLTVGeryGxlR8Y+iBLKd4HnTdrv+5XrKWr0qYiMj2fFGW65lPrtpbfb4oPPk0uuxI61B1yZzERWscfftjX6VGTa2Ve4ODToMtjvKFScRAoV4bzRP3+7h9uepvRW4OmpVCra0dGRH+c5G1Kp1M3APGAQeKWjo+OFg7j+I7vcR2T8PI/anodIDL3oH8rWrWK45XIFiiIi42VYpXGmkZbdb3OLWMW+0Q7HyvUbd47W2eMpPZtQYfteO0nSLZfjmdFqPQOZIVpadv87OG/ePNasWUNTU1MAFYnIVOKG6nGNCKZXwHQzGM4wXig58Rf2PCIV6yku3cedRUQq5WuPIz/0CtHsegw8kt3/Qf9hX9USAFJ1oYpORYWKItOVHy4uGw0XN+QxDYOFS/UeymRSqAhHjf65btcbOjo67FQq9SGwAlgEvDfOcx5PqcPQl0ql3gBu6OjoeOsArr8tlUqNAIelUqlER0dHZtf77HKNV/Z0vKOjA9jzm1Gyu51rEE33r5fxyX9gDD7r73vNpxBdcgtR/XIuMqlmyvcU2Zv5ezzqOjnI7Rj9bztGdvvYtj2817N5DcdSd8TZ+vCH7CaZTBKPx8lms4TDYc4//3xOPfVUdSeKiM/Y3g7DpbV5m+M5qF+4z/tX5XeUTCemPQiUuo7qDztRI+VEZqmD/p6SvAnvjb/G8GzC+a20OG/BPE3tkOoy+gb97XjTQuJ6fT6l6X0UGY/2w+Dk0x36evLMb0sEXc6solAR6kf/HNzL7TuPN4zzfLcD/0YpJMwBy4FvURqz+kQqlTqho6Nj6wFev2b0fvsMFUV8W36D0Tm2NpfXtBJvyc36tJ+IyGSxYlBzeOk/qBiS6tkjZWFj6U9yOyBch7foRgWKskfRaJRbb72VDRs2sHz5chobG4MuSUSmmvhYqEhmK9QfPfHXHHx7bLv+aAWKInLgYnPw2i/F2PIgAMbmB/CaVkJEv+tIFWXHlg8gvucPhorI9BOLW7QtUKA42WZEqJhKpT4CjjiAh/xLR0fHF8d5353v7O150aRddHR0fGOXQy8D16RSqV8BnwO+CXx9nNc+oOt3dHSctJebPICenp693Czldn4KZrp+veL9z5DsHQsU84nlDDZeBb39AVYlMntN9+8pMlGSpf/iSyBednioCOjviuxZa2srra2t9PT06HuKiOwm7tWzc+Bpvn8j6fAJ+7x/NX5Hqd/xOjuHTaWtI8jpe5PIrHVI31Oiq2gKP0eo2I3h5Mivu5eheddXuUKZtTyX1uzY0hO9I2G8nH5eTWV6H0VkYrS1tVXlPDMiVAQ2UuoKHK/Osu2dHYL1e7ojULfL/Q7WjyiFimfvcnwQaBm9fu8+rr/3xZlERsUHnq8IFAvxJQzOux6MmfJPXURERERE9sSOzPO3Q/k9r9tbVW6RSO5Df7eQWDbx1xSRmckIkW69ksbOnwAQG36L3MgHFGqO2s8DRfbPsvsxcABwrCSeFQu4IhGR6W1GJA0dHR2HMmz9A2AVsAyoWJMwlUqFgIWADWw6hGsA7FwRuGYP128Zvf7zu1x//uj9t+xvPUWR2NBLJHt+7e8XYgsZmH8DmOEAqxIRERERkcngROb621ZhO3juhC5/EMluwvBsAOxwK254vCuGiIjsrphYRDZ5IvH0awAkux+kN/7nYEYCrkymO6vQ7W87kdYAKxERmRm0wBo8MfrnRXu47WwgATzX0dGRP8TrnDr6567h5L6uf/Eu9xHZo2j6NZI7/sPfL0YXMNj2h/rlW0RERERklnCtWlyztKaM6RUw7UMdtrNvkcx6f7uQWDqh1xKR2WG45RJcs7Q2gGX3U9P/u4ArkpmgPFS0wwoVRUQOlUJF+BWlxYuuTaVSq3YeTKVSMeD/Ht39x/IHpFKpRCqVWp5KpQ7f5fjKVCq1ayciqVTqOOBvRnf/eZebfwbkgf+RSqWOLHtMI/B/je7+6ECflMwe0eG3qdv+K4zRZTeL0TYG2r6EZ0b380gREREREZkxDAO7rFsxVOia0MtVhooafSoih86zahluudjfT/Q/jTUZ45xlRgsV1akoIlJNM2L86aHo6OgYSqVSX6YULj6ZSqV+CfQBfwAcNXr8vl0edgrwO+Ap4Jyy438KfDaVSj0BbKYUFi6n1IVoAT8BfrHL9T9MpVL/J/B3wMupVOo+oABcDRwG/KCjo6NiLKrITpGR96jr+gUGLgB2ZC4DbTfjWfGAKxMRERERkclmR+f66xyGCtsp1Bw9IdcxiwOEijsA8IwQhfjCCbmOiMw+ueRJxIZeIZL7GAOXZPcDDLR/eULHOcvMVjH+VJ2KIiKHTD+RgY6OjgeATwNPA58DvgYUgduAazs6OrxxnuoBYC1wDPCHlELGk4BHgCs6Ojq+sqdzdXR03EkpxHwHuBH4CtAF3NTR0fHNQ3hqMoOFM+up3/YvY4FiuJX+tlvwrN2aZUVEREREZBawI/P87dAEdvdEMuv87WLsSC27ICLVY5ikW6/EG33LMpL7iFj61YCLkumsvFPRVqeiiMghm/Wdijt1dHQ8C1wyzvs+CRh7OP4ApWDxYK7/n8B/HsxjZfYJZz+kYdu9GDgAOKEmBtpvwQslA65MRERERESC4pSNP7UKExkqjo0+zWv0qYhUmROdR6bhLGoGngKgtudh8jVH60PUcsAMZwTTGQHAM8K4ofqAKxIRmf7UqSgyzYRyn1Df+XMMrwiAE6qnv/1W/WIkIiIiIjLLVa6puAM8p/oX8Rwi2Q3+rtZTFJGJMNJ0Hk6oEQDTzVLb80jAFcl0ZBV6/G073KIxuiIiVaDvpCLTSCi3lYbOn2F6BQAcK8lA26244caAKxMRERERkaB5Vhxn9MOGBg5Wsbfq1wjltmC6OQAcqw4nMqfq1xARwYyQbv0DfzeefoVwdlOABcl0VD761NHoUxGRqlCoKDJNWPkuGjp/6r+Ad60aBtpvxYm0BFyZiIiIiIhMFZXditUfgRotW0+xkFgGxm4rg4iIVEWhZjm5mmP8/eSOB8GzA6xIphurUBYqhhUqiohUg0JFkWnAKnTT2Hk3ppsBwDXjDLTdok8Fi4iIiIhIhYpQMV/9UDFSHirWaPSpiEys4dbLcI0IAKHiDhL9zwRckUwn5Z2KtjoVRUSqQqGiyBRnFvto2HoXpjMMgGtGGWi7GTs6P+DKRERERERkqnHKQkWryp2KhjNCKL8VAA+DQnxJVc8vIrIrN1TPSPNn/P2a/icmZLSzzEwVnYoKFUVEqkKhosgUZhYHaNz6EyxnCADXiDA4/ybs2GEBVyYiIiIiIlORHZnnb1d7/GkkswEDr3Sd6GF4Vryq5xcR2ZNs/akUo20AGJ5NbfeD4HkBVyVTnmdjFfv8XTus5YNERKpBoaLIFGXaQzR03oVlDwDgGSEG599IMX5ksIWJiIiIiMiUZUda8Sitc2gVe8AtVu3ckcx6f7uQ0OhTEZkkhkW69Ur/e1s0s57o8FsBFyVTnVXsw8AFwAk1gBkJuCIRkZlBoaLIFGTYwzRsvZvQ6EgPD4vBeV+kmFgccGUiIiIiIjKlmRGccBMABl7FelKHxPMqQsW81lMUkUlkkYV5/AAAIABJREFUxxaQrT/V36/t+Q2GkwuwIpnqykef2mGNPhURqRaFiiJTjOFkaOi8m1BxBwAeJoPzrqdQc1TAlYmIiIiIyHRQvq5iKN9VlXNahe1jyzKYceyolmQQkck10vQZHCsJgOWkqen7r4Arkqms/EM1Wk9RRKR6FCqKTCGGk6Oh86eEC6UX/h4GQ3M/T6H2UwFXJiIiIiIi04VdFipaVVpXMZpZ528XEkvA0NsJIjK5PCvGcMtl/n588AVCuc0BViRTWXmnohPReooiItWiVwEiU4Th5qnf9nPC+a1AKVBMz7mafPK4gCsTEREREZHpxI7M87dDVQoVIxWhokafikgw8rXHkh/9HmTgkex+ADwn4KpkKgpVjD+dE2AlIiIzi0JFkanALVK/7R4iuY/9Q+nWK8nVrQywKBERERERmY7KOxWrEiq6BcLZj/zdQmLpoZ9TRORgGAbp1ivwjBAA4Xwn8cEXAi5KphzPw9L4UxGRCaFQUSRonk19171Espv8Q+mWy8jVnxJgUSIiIiIiMl05kRY8LAAsewDDzR3S+SLZTRiUOoHsyFzcUP0h1ygicrDccBMjjef5+zW9/4VpDwZYkUw1pjOMOfqzzzWiuKNrcYqIyKFTqCgSJM+hvusXRDPr/UPDzReRbTgjwKJERERERGRaM6yKrgwrf2jdipWjT9WlKCLByzSe5Y+0NL0Ctd2/CbgimUp261I0jACrERGZWRQqigTFc6nbfh/RkXf9QyON55Np/HSARYmIiIiIyExQzRGokbIPQea1nqKITAVGiPScK/3d2MjbREbeD7AgmUqsQnmo2BJgJSIiM49CRZEgeC7JHb8iNvyWf2ik4WxGms4PsCgREREREZkpqhUqmsU+QsUeADwjTDF25KGWJiJSFcX4QrLJk/z9ZPeD4BYCrEimilBZqLizo1VERKpDoaLIZPM8kt0PEk+/5h/K1J/OSPNFGscgIiIiIiJVYUerEyqWdykW4gvBDB9SXSIi1TTccjGumQBKa8jW9D0RcEUyFew2/lRERKpGoaLIZPI8ant+Q3zo9/6hbN3JDLdcpkBRRERERESqxo7M87cPJVSMaj1FEZnCPKuG4ZaL/f3EwDNY+a4AK5KpoLJTUaGiiEg1KVQUmSyeR03voyQGn/MPZZMnkm69UoGiiIiIiIhUlRtqwDNKXYWmM4xhDx/4STyHcGajv1vQeooiMgXlkidRGB3NbOCS7H4APDfYoiQ4bhHTHgDAw8CJNAdckIjIzKJQUWSSJPqfoGbgKX8/V3ss6TmfA0P/DEVEREREpMoM85DXVQznPsH08gA4oQYcdXuIyFRkGKTnXIk3+jZnJPcxsaFXAi5KgmIVezDwAHDCjWCEAq5IRGRmUZohMgkS/U9T27fW38/XHM3Q3M+DYQVYlYiIiIiIzGSVoeKBjwOM7Dr6VBNWRGSKciJzyTSe7e/X9j6C4RxEh7ZMe+WjT/VhGBGR6lOoKDLB4gPPUdv7iL+fTyxlcN71ChRFRERERGRCHWqnYiSz3t/W6FMRmepGGs/FCTUCYLpZanseDrgiCYJVLAsVI3MCrEREZGZSqCgygWKDvyfZ85/+fiG+iMF5X9ToBRERERERmXBO9OBDRcMZJpTvBMDDpBBfUtXaRESqzoyQbr3C342nX6tYF1Zmh/JORVudiiIiVadQUWSCRNOvlRYHH1WMHc7g/BvBjARYlYiIiIiIzBZ2ZJ6/beW3g+eN+7GRzAZ/TapibAGeFat6fSIi1VaoOYpc7bH+frL7QfDsACuSyVbZqahQUUSk2hQqikyA6PBb1G2/f+xFeLSdgflfwjOjAVcmIiIiIiKzhWslcc04AKaXx7QHx/3Y3dZTFBGZJoZbLsM1Su+/hIrdJPqfCrgimTSeW9mpGGkJsBgRkZlJoaJIlUVG3qWu65d+oGhH5jHQ9iV9sldERERERCaXYeyyrmLX+B7nuVpPUUSmLTdUx0jzZ/z9mv4nsQo9AVYkk8W0hzC8IgCuGcczawKuSERk5lGoKFJFkZF11G/7VwxcoDS7vb/tFjxLv8SIiIiIiMjkqwwVx7euYqjQheUMA+CaCexo+4TUJiIyUbL1p1Ic/d5lePboGNTxj4CW6al89KkdmQOGEWA1IiIzk0JFkSoJZzZR33UvBg4AdriJgfZb8UK1AVcmIiIiIiKzlRMtW1dxnKFi5ejTJWDorQMRmWYMk3TrVXiUQqVIdgPR4TcDLkomWvnoUyes9RRFRCaCXhmIVEEo+zH12/4JY3TxbyfUwEDbrbihuoArExERERGR2exgOhU1+lREZgI71k62/jR/v7bnNxhONsCKZKKVdyo6EYWKIiITQaGiyCEK5bbSsO1nmF4BAMeqY6D9VtxwY8CViYiIiIjIbFcZKu4Az93n/Q03Tzj7sb9fSCydsNpERCbaSPMFOFbpA9+WM0xN76MBVyQTqbxT0Y60BFiJiMjMpVBR5BBY+W00dN6N6eYBcK1aBtpvwQk3B1yZiIiIiIgIeFbCf0Pd8GysYu8+7x/ObvKXdChG5mn6iohMa54ZY7j1Mn8/PvR7QrlPAqxIJpKl8aciIhNOoaLIQbIKO2jsvBvTLY3OcM04/W234ETmBFyZiIiIiIjImAMZgVq5nqJGn4rI9JevOYZ84igADDySOx4Azwm4Kqk2w81jOUMAeFg44aaAKxIRmZkUKoocBKvYS8PWuzGdEQBcM8ZA2y040XkBVyYiIiIiIlLJiY6FipZCRRGZbQyDdOsf4BlhAMKFbcQHnw+4KKm2yi7FZjCsAKsREZm5FCqKHCCz2E/D1rv8Tz+5RoSB+Tdhx9oDrkxERERERGR34+1UtIq9hIp9AHhGmGL8iAmvTURkMrjhJkaazvP3a3ofwywOBFiRVJtVLF9PUaNPRUQmikJFkQNg2oM0dN6FZZd+8fSMMINtf4itF9siIiIiIjJFVYSK+a693q+iSzG+CIzQhNYlIjKZMg1n+d8PTa9Abc9vAq5IqilU0anYEmAlIiIzm0JFkXEy7GEatt499sldLAbnf5FifFHAlYmIiIiIiOxdeahoFXvBLe7xfpGR9f62Rp+KyIxjWKRbr/R3YyPvEBl5L8CCpJoqxp+qU1FEZMIoVBQZB8MZobHzbkKjoxQ8TAbnf0EvtEVEREREZOozIzihJgAMXELFnt3v49mEsxv9Xb3WEZGZqBg/kmzdKn8/2f1rcAsBViTVEtL4UxGRSaFQUWQ/DCdLQ+fPCBVKY4I8DIbmXUuh5uiAKxMRERERERkfO1rWrVjYfQRqOPsJpld6Y90JNeKEmyetNhGRyTTcfBGuWQOAZQ9Q0/d4wBXJIfPcUif+KCesUFFEZKIoVBTZB8PN07Dt54TzW4HRQHHuNeRrjw24MhERERERkfGrXFdx+263l6+nmE8sA8OYlLpERCabZ9Uw3HKxv58Y+G+s/LYAK5JDZdoDGJ4NgGMl8ax4wBWJiMxcChVF9sYtUN/5T4Rzn/iH0nOuIp88McCiREREREREDlxFqFjYd6hYSCydlJpERIKSS66kEFsIlMZC13U/AJ4bcFVysEKFHf62E24JsBIRkZlPoaLInrhF6rf9M5Hch/6hdMsfkKs7OcCiREREREREDo4dmedv7xoqGnaacKHUpeNhUkwsntTaREQmnWGQnnMlHhYA4dwnxIZeDrgoOVhWYWw9RUfrKYqITCiFiiK7cm2M9T8mml3vH0o3X0y24bQAixIRERERETl4TqQFb/QtAMvuByfn3xbNjL32KcaOwDNjk16fiMhkcyJzyDSe7e/X9j6CYQ8HWJEcrFBxLFS0FSqKiEwohYoi5TwHY8NdGP1v+IeGm9aQLfslU0REREREZNoxQpXdG5lOf1OjT0VkthppPBc73ASA6eZI9j4UcEVyMCo6FcMKFUVEJpJCRZGdPJe6Hb/C6HvFPzTS8GkyjecFWJSIiIiIiEh1lK+rSHZr6U/PJZLZ4B8uJJZNclUiIgEywwy3XOHvxtKvEy77nijTQ2Wn4pwAKxERmfkUKoqU8YyQv52pP52R5gvBMAKsSEREREREpDrKQ0VjtFMxlN+G6Y4A4Fo12NH5gdQmIhKUQs0ycrXH+fvJ7gfALQZYkRwIw8lgOqWfY54Rwg3VB1yRiMjMFtr/XURmCcMk3XoVsXgteC7DyYsUKIqIiIiIyIyxp07FitGn8aVg6LPHIjL7DLdcSiTzAaabJ1TsJTHwFJmmNUGXJeNQPvrUDrfo55iIyATTd1mRcoaJd+T1eAu/oEBRRERERERmFKc8VBztVNR6iiIi4IbqGGm60N+v6XsSq9ATYEUyXuWjTyvWDhYRkQmhUFFkV4ahTzWJiIiIiMiM44Sb8IwwAEZxEHLdhHOf+LfnFSqKyCyWrV9NMXoYAAZOaQyq5wVclexPeaeiE1aoKCIy0TT+VERERERERGQ2MEzsyBzC+dLoU6PrCQxcAIrRNrxQMsjqRESCZZik51xF4+a/x8Ajkt1IdPgN8skTgq6sqmzbJpvNUigU8GZAaNprH41RswQA16mBHnWYTnd9fX0AuK4bcCUiU5thGEQiEeLxOKHQ5EV9ChVFREREREREZgk7MtcPFdnxjH+8EFeXooiIHW0jW386icFnAUj2PEQhcRSeFQ+4suqwbZvBwUHi8TgNDQ2YpokxzZf/sfI2hld6i9uOtIAZCbgiOVQ7wxHbtgOuRGTq8jwP13XJ5/MMDg5SX18/acGiZjyKiIiIiIiIzBJ22bqKhpv3twuJZUGUIyIy5Yw0X4Bj1QFgOsPU9v424IqqJ5vNEo/HSSQSWJY17QNFPA/Dc8b2DfXPiMjsYBgGlmWRSCSIx+Nks9lJu7ZCRREREREREZFZwikLFXdyjQjF+OEBVCMiMvV4ZpTh1sv9/fjQ7wllPw6wouopFApEo9Ggy6gezwZKI1w9wwJDb3WLyOwTjUYpFAqTdj19pxURERERERGZJezovN2OFROL1d0hIlImX7OCfGK5v5/sfgDKO+KmKc/zMM2Z83aw4ZWNx9TPMRGZpUzTnNQ1cmfOTxERERERERER2SfXqsM1YxXHCgmtpygiUsEwSLf+AZ4RBiBc6CI+8FzARVXHtB95WqY8VNz5/0pEZLaZ7O/rChVFREREREREZgvDqFhXESCfOCqgYkREpi433MhI0/n+fm3fY5jFgQArkt14xbFNdSqKiEwKhYoiIiIiIiIis0j5uop2uBk33BRgNSIiU1em4Uz/gxiGVyTZ858BVyTlNP5URGTyKVQUERERERERmUWKsQX+dkFdiiIie2dYDLVe5e9GR94lMvxugAWJz/Mqx5+aExsqbt68mfb2dv78z/98Qq8js8Mbb7zBtddeyzHHHEN7ezsXXHBB0CWJjJs+wiEiIiIiIiIyi+SSJ5BkB9hZRurPC7ocEZEpzY4fQbbuZOJDLwGQ7Pk1fYnFeGY04MpmOxc8d3TbAKwDPsOGDRv4+c9/znPPPUdnZye5XI6mpiZWrFjBJZdcwlVXXUUsFtv/iSbID37wA26//Xbuv/9+Tj/99MDqKPfYY4/x4x//mLfffhvHcTjqqKO48cYbSaVSQZc2baTTaW688Uby+Tyf+9znaGpqorW1ddKuv3r1agBefPHFSbvmTDVbv5YKFUVERERERERmEyOEt+hGALyenoCLERGZ+oabLyI68i6mM4JlD1LT9zjDLZcEXdasVtmlGAbDOKDH33HHHdx+++24rsvKlSu55pprSCQS9PT08Pzzz/PNb36Te+65h0ceeaTapU9bP/vZz/jLv/xLGhsb+exnP0s4HOahhx7i61//Ou+//z7f/va3gy5xWnjttdfo6enhW9/6Fn/6p38adDkiB0yhooiIiIiIiIiIiMheeFaC4eZLqNtxPwDxgWfJJU/Ejs4PuLJZzC0LFQ9wPcW/+7u/4/vf/z5tbW38+Mc/ZuXKlbvdZ2dHnpRs3ryZ73znOzQ0NPDII4+wYEFplPrXv/51Lr30Un784x9zySWXsGrVqoArnfq2b98OwNy5c/dzT5GpSWsqioiIiIiIiIiIiOxDLnkihfgiAAxckjv+o2z8pkw2wyuW7Yw/VNy8eTO333474XCYe++9d4+BIsAFF1zAv/zLv+z3fFdffTXt7e17vO2+++6jvb2d++67r+L4u+++y1e/+lVWr17NwoULOfbYY7nwwgv59re/TbFYel6rV6/m9ttvB+Caa66hvb3d/69cNpvlzjvv5IILLmDJkiUsXbqUyy+/nAceeGC3ep577jna29v5wQ9+wGuvvcYNN9zAihUraG9vZ/Pmzft8nr/85S/J5/N86Utf8gNFgIaGBr72ta8BcO+99+7nq7V7HW+88QZf+MIXWL58OZ/61Kf48pe/zNatWwH4+OOP+eM//mOOPfZYFi9ezNVXX80777yzx3MeyNehUCjws5/9jBtuuIFTTjmFhQsXsmLFCj7/+c/zxBNP7PH8q1evZvXq1WSzWb7zne9w8skns3DhQs444wx++MMf4nnefp/3ruty3nbbbf7/0/K/IxP1XHZ+3bds2cKWLVsq/k7trGl/a4fu6e/7eP9edXZ28hd/8Recdtppfp033XQTr7/++n6/dgAvv/wy7e3t3HrrrXu9z6c//WkWLlxIf39/xfEnn3ySG264gWOOOYaFCxdy+umn853vfIfBwcE9nqezs5O/+qu/4owzzmDRokWsWLGCSy+9lDvuuKPiOe/ra7nTM888wxe+8AVWrFjBokWLOPPMM/nud7/L0NDQbtfd+fUtFArccccdnHXWWSxcuHDKreWqTkURERERERERERGRfTEM0q1X0vTJ/4uBQzi/mdjQS+TqVwdd2axUMf70AELF++67j2KxyBVXXMHy5cv3ed9otPrrZr777rtcfvnlAHzmM5/h8MMPJ51O89FHH3HPPffwrW99i3A4zK233sqjjz7K888/zzXXXFMR5O00ODhIKpXi7bff5thjj+Xaa6/FdV2eeuop/uRP/oQPPviAb33rW7s97pVXXuHv//7vOfnkk/n85z9PX18f4XB4n3U/++yzAJxzzjm73XbuuedW3Ge8Xn/9df7hH/6BU089leuvv57333+fhx9+mPfff5977rmHyy+/nCVLlnD11VezZcsWHnnkEa677jqef/55ampqDvrrMDAwwLe//W1WrVrF2WefTXNzM9u3b+exxx7jhhtu4G//9m+5/vrrd6vXtm2uu+46tm/fzrnnnksoFOLRRx/lu9/9Lvl8nttuu22fz7euro7bbruNd955h0cffZQLL7yQFStWAPh/TuRzWbBgAbfddht33XUXQEU4t/P6h2Jff6/eeustrrvuOgYGBjjnnHO4+OKL6evr49FHH+Wqq67irrvu4vzzz9/n+VetWsXixYtZu3YtfX19NDU1Vdz+2muvsWHDBi655BIaGxv943fccQff//73aWhoYM2aNbS0tPDee+/xox/9iCeeeIJf//rXJJNJ//5vvPEG119/PQMDA5x66qlccsklZLNZ1q1bx+23387Xv/71cX8t7733Xv7n//yfJBIJLrvsMlpaWnjuuef44Q9/yGOPPcYDDzxAfX39bs/1y1/+Mm+88QbnnnsuF110Ec3NzQfwf2LiKVQUERERERERERER2Q8n0kqm8dPU9Jc6gGp7f0uh5lO4oeR+HilVVxEq7jsQK/f73/8egDPPPLPqJY3H/fffTy6X46c//SkXXnhhxW0DAwPE43GgFCoMDQ3x/PPPk0qlOP3003c711//9V/z9ttv8xd/8Rd89atf9Y/ncjluueUW7rzzTi699FKOOeaYisc99dRTfO973+OGG24Yd90bN24EYNGiRbvdNnfuXBKJBNu2bSObzfrPYX+eeOIJ7rzzTj772c/6x77xjW/wy1/+kssuu4yvfOUr/Nmf/Zl/285w6Be/+EVFiHOgX4f6+npefPFF2traKuoZGhriyiuv5G/+5m+46qqrdnseXV1dfOpTn+IXv/iFf9ttt93GWWedxU9+8hO+9rWv7TOcra+v5xvf+Ab33XefHyp+/vOfr7jPRD6XBQsW8I1vfIOOjg7/a11Ne/t7Zds2f/RHf0Qmk+H+++/ntNNO82/r6uri0ksv5Zvf/CYvvPDCfoP8a665hu9973s8+OCDfOlLX6q47f777/fv8/+zd+fhMZ/7/8efM9lFSEgsCUqJOpYGFWktLW3tYikZWrUcS53S0+OELqftVx2n/bYO0p7yLfqlVI9DRm39NXyLiqBiqfWoojmoWFprIpZEkpnfHzHDmJFNZILX47p6mZnP53N/3vedyfS65pX7vm2+//57pkyZwmOPPcaXX37pEODFx8cTGxvLlClT+Otf/wrkzfwcOXIkaWlpTJ8+nd69ezvcwzaLtjBjefz4ccaPH4+/vz8JCQnUq1fPfuwvf/kL8+fP5/333+fvf/+707UnTpxg3bp1TsFpWaFQUURERERERERERKQQLge1w+fSHjyzz2G0ZFL+bAIXq/V3d1l3LHdED3eXUGgeny13mKmIwaPQ154+fRqA6tXdux+mr6+v02uBgYGFvv78+fMsXbqUiIgIh/DJ1vZbb73F+vXrWb58uVOo2KhRoyIFigAZGRlA3mw7VypUqMCVK1e4ePFioUPFli1bOgSKkBcILVq0iICAAF555RWnY1OmTHFYArU44+Dj4+MUwtn60K9fPyZOnMiePXt4/PHHnc6ZOHGiQ/+Cg4Pp2LEjX331Ff/5z38KnP2an9LuS0m73fvqu+++4+jRo/zhD39wCBQBqlWrxssvv8y7777Lpk2bCpyt2KdPH/7+97+zePFih1Dx2rVrrFixguDgYJ5++mn7659//jkAkydPdpoR2K9fP+bMmcOyZcvsoeKaNWtITU2lY8eOToEicNuljl1ZsmQJ165d46WXXnIIFAHeeOMNli5dypIlS/jb3/7mFKa+9tprZTZQBIWKIiIiIiIiIiIiIoVj9CIjpCdBJ/O+rPa9tIerVx4ju1y4mwt7gFhzbzw0eILBWPhLr+99ZzAYSryswujRowdz5sxh6NChdOvWjbZt2xIZGUnt2rWL1M6ePXvIzc3FYDAwdepUp+O2vRl//vlnp2NNmzYtVu35Kc64Pvroo06vVa1aFYDGjRvj4eEYFlerVg2AU6dO2V8r7jgcPHiQGTNmsHXrVk6fPk1mZqbD8V9//dWprQoVKlCnTh2n122h3u325yus0uzL3XC799WOHTuAvJl7rvp15MgRIK9fBYWKoaGhtGnThg0bNnDo0CHq168P5IWBaWlpjBgxAk/PG5HXjh078PLy4ptvvuGbb75xai87O5tz587Zl1PduXMncGNJ3zuxb98+AFq3bu10LDAwkMaNG7NlyxZSUlKclp+9G7+jJUmhooiIiIiIiIiIiEghZZcLJ7N8BL6X9gAQcGYF52v+CYyFX4ZTis9gzb7pSdG+3q5atSopKSkOwVRpatasGUuXLuWTTz4hISGBJUuWAFC3bl1iY2Pp1atXodq5cOECkLcv4e7du2973uXLl51eq1KlSpHrDggI4Pz581y8eNHlDCrbTMab96YriKtZj7ZAKL9jOTk3ZqkWZxx27NiByWQiNzeXNm3a0KFDBwICAjAajfb9DrOysgpV78115ebmujxeWKXZl7vhdu8rW79chXo3u3LlSqHuYzKZ2LBhA4sXL+btt98GXC99art3Tk4OcXFxBd67UqVKXLx4EbgRYN8JW1u2oPxWtvGynefqWFmlUFFERERERERERESkCC4Fd8P7ykGMlkw8s8/hf2E9lyt3cHdZxebxv1+7u4RCM+Tc+BLeWsRQsWXLlnz//fds2rSJ559//s5ruT4zLycnx2GGFLgOCwBatGjB/PnzycrKYu/evaxfv565c+cyevRoKlWqxJNPPlngfW3h3YgRI5gwYUKxai6KunXrcv78eQ4fPuwUKv72229cuXKF6tWrF3rp05JSnHH4xz/+QWZmJosXL3baq3LatGl8++23JV1moZSFvhiNebN+bxeQ5jcb83bvK1u/5s6dS8eOHYtUjyudO3cmICCApUuX8uabb5KWlkZiYiINGzZ0mvEXEBCA1Wp1WDI3P7bguCRmd9raOn36NI888ojTcdtSzK6CeHfNpC6sws8NFxEREREREREREREsngFcqtzZ/rzchSQ8rp1xY0UPkJv2U7QaijY7tF+/fnh5ebFy5UoOHTqU77mFmeFl2wfx5MmTTsf27t2b77U+Pj5ERkby2muvMXHiRABWr15tP55fwNOsWTOMRiPbtm0rsMaSYFvCcf369U7HEhMTHc4pTcUZh6NHjxIYGOgUwgFs2bKlJMsrktLqi4eHx21DQ9u+g67ezxkZGRw+fLjQtdk0b94cgK1btxb5Wlf8/PyIjo7m119/ZePGjSxdupScnBynWYq2e6elpXHw4MEi1Wp7Txckv7G0BZzJyclOx9LT0/nxxx/x9fUlPPzeWzpboaKIiIiIiIiIiIhIEWVWiCTbpyYABnIJOLMCru8tJ3ePw/KnxqLNVKxZsyaxsbFcu3aNQYMGsWfPHpfnJSYm8uKLLxbYnm3vswULFji8vnHjRpYvX+50/tatW13OYDx79iyAw0y/oKAgwHXAExwcTO/evdmzZw8fffSRw5KgNkePHuXYsWMF9qEw+vXrh4+PD3PnziU1NdX+elpaGtOmTQNg4MCBJXKvoijOONSsWZO0tDT279/vcN7ChQtdhqalpbT6EhQUxPnz57l69arTsfLly1OvXj22b9/uELrn5uby17/+1Wm/xsLo1KkTtWvXZt68eXz33Xcuz/nhhx9c1nM7JpMJgK+++oqvvvoKT09PnnvuOafzRowYAcBrr73mcvbhlStX7Hs+AnTo0IGaNWuyevVql7+/ty6bnN9Y9unTBy8vL+bOnWvfN9Jm8uTJZGRgFUwvAAAgAElEQVRk8Nxzz+Hj41OIHpctWv5UREREREREREREpKgMRjKq9CYodToGLHhf/Q++GbvIrNDc3ZXdv6xWDJabZyoW/evtV199ldzcXOLi4ujatSstWrQgIiKCcuXKcfbsWbZs2cKRI0eIiIgosK1+/foxY8YMpk+fzv79+6lfvz6HDx8mMTGRzp07s3LlSofzZ82aRVJSEq1ataJWrVr4+/tz8OBBEhMTCQwMZMCAAfZzW7dujdFo5IMPPuDAgQP2WWRjxowB4P333+fIkSNMmTKFJUuW0LJlS0JCQvj1119JSUlh9+7dfPrpp9SqVavIY3SrWrVq8c477/Bf//VfdOnShR49euDl5UVCQgKnTp1i5MiRtGjR4o7vUxxFHYfhw4ezfv16evfuTXR0NAEBAezdu5dt27bRrVs3EhIS3NKP0upLmzZt2L17Ny+++CJRUVF4e3vTsGFD+9KkL7/8MmPHjqVXr150794dHx8fNm/eTHZ2Ng0bNnQKMAvi5eXF//7v/zJgwAAGDRpEixYtaNSoEX5+fpw8eZI9e/bwyy+/sGvXrkIvnxsZGUnt2rX55ptvyM7OpkOHDgQHBzud17ZtW9566y0++OAD2rRpw9NPP02tWrW4fPkyx48fZ8uWLbRs2dL+RwHe3t7MmjWLF154gdGjR/PPf/6T5s2bk5mZSUpKCps2bXIIdfMby5o1azJhwgTefvttOnfuTHR0NJUrVyY5OZkdO3ZQr1493nrrrSKNZVmhUFFERERERERERESkGHJ8qnM1sBXl0jYBUP7cSrL8G2D1KOfmyu5XucD12aAGI8VdiO/Pf/4z3bt354svvmDz5s3Ex8eTlZVFUFAQjRo1YvTo0S5nPt0qODiYJUuW8N5777F161a2bNlCREQECxcu5NixY06h4uDBg6lYsSK7du1i+/bt5OTkUL16dQYPHszIkSOpUaOG/dzw8HA+/vhjZs6cyfz58+2zxGyhYkBAAEuWLGHBggUsW7aMlStXkpWVRXBwMHXq1GHChAm0bdu2WOPjytChQ6lRowazZs3iq6++wmKxUL9+fV5//XX7zDF3KOo4tG/fnnnz5vGPf/yDr7/+Gg8PD5o2bcrixYv55Zdf3BoqlkZf/vSnP5Gens6aNWvYvn07ubm5xMTE2EPF/v37Y7Va+eyzz1i8eDEVK1akY8eOvPnmm7z00kvF6lfDhg1Zs2YNn332GWvXriU+Ph6j0UiVKlVo1KgRY8eOddqrsyAxMTFMnjzZ/vh2Ro8eTWRkJHPmzGH79u2sXr2agIAAqlWrxoABA+jdu7fD+REREaxevZrp06eTmJjIDz/8gL+/P3Xq1GHs2LEO5xY0lkOGDKFOnTrMnDmTlStXcvXqVUJDQ3n55Zf54x//aP9DgXuNwaop+Q8CK7ieKi/ObH/VYFt2QETkTugzRURKij5PRKQk6TNFRErSg/6ZYrBkUenYR3jkpANwtUIkGVUKDqRK29mzZ13O5rmXGHIz8cjOe59Zjd7keldxc0VS0jw98+ZBuVr+U0RcK8zne2hoqO2h4U7upT0VRURERERERERERIrJavQhIzja/tzv4nY8r/7ixoruY9Y7W/pURETujEJFERERERERERERkTtwrXwjsvx/Z39e4cwysOa6saL7k+GmUBGDl/sKERF5QClUFBEREREREREREblDGcE9sF4Pujyv/Ua5tO/dXNH9x2DNtj/WTEURkdKnUFFERERERERERETkDlm8ArlU6Vn7c//zazFmX3BjRfchLX8qIuJWChVFRERERERERERESsDVwNZke1cD8mbVBZz5GqxWN1d1n7BaMNiXlDWAQkURkVKnUFFERERERERERESkJBg8yAjphRUDAD5XDuB9eb+bi7pPOMxS9ACDwY3FiIg8mBQqioiIiIiIiIiIiJSQHL+HyKwQaX8ecOZrDJYsN1Z0fzDcFCpyfe9KEREpXQoVRURERERERERERErQpcqdsXiUB8Aj9yL+59a4uaJ7n0H7KYqIuJ1CRREREREREREREZESZPXwIyO4q/25X/pmPLNOurGi+4A1+8ZDo0JFERF3UKgoIiIiIiIiIiIiUsKyyjflml9dAAxYCTi9DKwWN1d17zJYNFNRRMTdFCqKiIiIiIiIiIiIlDSDgYyQnljxAMAr6zh+F7e6uah7lNWqPRVFRMoAhYoiIiIiIiIiIiIid0GudwiXK7WzP/c/9y3GnIvuK+heZc0FrHkPDR5g0NfaIiLuoE9fERERERERERERkbvkSuBT5HhVBsBoyaL82QQ3V3TvcZylqKVPRUTcRaGiiIiIiIiIiIiIyN1i9CIjpJf9qe+lvXhfOeTGgu5B1uwbD90QKqamphIWFsaYMWNK/d5y/0lKSqJHjx40bNiQsLAwhg4d6u6SRApNoaKIiIiIiIiIiIjIXZRdrh6Z5Zvan5c/swIs2flcITe7eaZiSYWKKSkpvPPOOzz99NM0aNCA2rVr07x5cwYOHMjChQvJzMwskfsU19SpUwkLC2Pz5s1urQMgPT2dGTNm8Morr9CuXTtq1apFWFgYGzZscHdp95zU1FSGDh1KamoqJpOJ2NhYevbsWWr3DwsLo2/fvqV2v/vZgzqWmisuIiIiIiIiIiIicpdlBHfF+8oBjJZMPLPP438hkcuVO7q7rHuC4/KnXnfc3kcffURcXBwWi4XmzZsTExNDuXLlOHv2LMnJyYwbN4758+ezatWqO77X/SA1NZX33nsPgOrVq1OpUiXOnDnj5qruTRs3biQzM5MpU6bQu3dvd5cjUmQKFUVERERERERERETuMqtnAJcqd6HCmWUAlLuwgcyApuR6V3FzZWVfSc5U/OSTT5gyZQqhoaHMmjWL5s2bO52zZs0aZs2adUf3uZ/UqFGDRYsW0bhxY4KCghgzZgyLFy92d1n3pN9++w2AqlWrurkSkeLR8qciIiIiIiIiIiIipSCzQguyfWsBYCCXgNPLwWp1c1VlnNUC1tzrTwxg8Ch2U6mpqcTFxeHl5cWXX37pMlAE6NChAwsWLCiwvb59+xIWFubyWHx8PGFhYcTHxzu8vn//fkaNGkVUVBR16tShSZMmdOrUifHjx5OdnbckblRUFHFxcQDExMQQFhZm/+9mV69eZdq0aXTo0IF69eoRHh5OdHQ0y5cvd6pn8+bNhIWFMXXqVHbt2sXAgQNp1KgRYWFhpKam5tvPwMBA2rZtS1BQUIFjUpCbx2XDhg307t2b8PBwmjRpwp///GfS09MB2LdvH4MGDaJhw4aEh4czZMiQ29Z54cIFPvjgA5566inq1q1LgwYNMJlMJCUlOZ178eJFZsyYQUxMDI899hi1a9emSZMmDBkyhB07drhs37bM5fnz53n99ddp1qwZderUoX379k4/39uxjf+UKVMAx5/rzUvc3q2+2MYdIDk52eE9NXXqVIcabc9vFRUVRVRUlMt24+PjSUxMpG/fvjRo0MDpvZqSksKYMWNo0aIFderUISIigtGjR5OSklKo8Vu+fDlhYWFMmDDB5fGsrCwaNmxI06ZNycnJcbq2b9++NGzYkIcffpinnnqKjz/+mKysLJdtpaSkEBsba/8dffTRR+nduzdffPGFQ5/h9mNp8/XXX/Pcc8/RoEED6tatyzPPPMO0adNc3ts2vhkZGUyYMIGoqCgeeuih2/483EUzFUVERERERERERERKg8HIxZBeVEqdjgEL3plH8M3YSWaFx9xdWdllvbH3pNXgCQZDsZuKj48nOzubnj170qBBg3zP9fHxKfZ9bmf//v1ER0cD0LFjR2rVqkVGRgZHjx5l/vz5vPHGG3h5eTF8+HC+/fZbkpOTiYmJoWbNmk5tpaenYzKZ2LdvH02aNKF///5YLBaSkpIYPXo0Bw8e5I033nC6bseOHUyfPp3IyEj69evH+fPn8fK68yVli2rNmjWsXbuWZ599loEDB/LDDz9gNps5fvw4b7/9Nn379iUqKor+/ftz4MAB1qxZwy+//MJ3332H0XhjrtTx48fp27cvqampREVF0a5dO65evcratWsZMGAAkyZNYsCAAfbzf/75ZyZNmkRUVBTPPPMMgYGBnDhxgtWrV5OYmMi8efNo3769U73p6en07NkTb29vunXrRlZWFgkJCcTGxmIwGDCZTPn2t2bNmsTGxpKcnOz0c7X9ezf70qhRI2JjY4mLi6NGjRoO9T7xxBPF+Ak6SkhIYP369bRv356BAwc6BMCJiYkMHz6cnJwcOnToQO3atTl16hSrVq3iu+++Y/HixTRp0iTf9jt37kyFChVYtmwZ77zzDp6ejtHWt99+S3p6OiNHjnQ4NnbsWBYtWkT16tXp0qULFSpUYOfOnUyePJlNmzaxaNEih/PXrl3LyJEjuXbtGu3ataNXr16kp6ezf/9+ZsyYweDBgws9lh988AHTp0+nUqVK9OrVC39/fxITE/nwww9JSkpi4cKFTr972dnZmEwm0tLSeOqppyhfvrzL3393UqgoIiIiIiIiIiIiUkpyfapzJbA1/mkbASh/dhVZ/g2wevi7ubKyyWHpU+OdfZ29bds2ANq0aXNH7RTX4sWLyczM5PPPP6dTp04Ox9LS0vDz8wNgxIgRXLx4keTkZEwmE61atXJq691332Xfvn28/fbbjBo1yv56ZmYmw4YNY9q0aXTr1o3GjRs7XJeUlMSHH37IwIED70IPC2/16tXEx8fbQxiLxcILL7zAxo0bGTBgAH//+9957rnn7OfbwqE1a9Y4jN2YMWM4fvw4n376KT179rS/np6eTt++fRk/fjwdO3YkJCQEgPDwcHbu3EmlSpUc6jl58iTdu3dnwoQJLkPF/fv38/zzzzNp0iQ8PPJmy44YMYJnn32WTz/9tFCh4tixY5k6deptf653sy+NGzemcePGxMXF2WspSevWrePLL790Gru0tDRGjx6Nn58fS5cupX79+vZjBw8epHv37owbN45vv/023/Z9fX2Jjo5mwYIFJCYm0qFDB4fjtuV4Y2Ji7K/Fx8ezaNEiunTpwrRp0+y/XwBTp04lLi6OefPmMXz4cADOnz/PK6+8Qm5uLmaz2SlsPXnyJFC4sfzhhx+YPn06oaGhJCQkUKVK3jLXf/nLXxg2bBhr165lxowZvPrqqw7X/fbbb4SHh7NkyRLKlSuX75i4i0JFERERERERERERkVJ0udKz+F76Nx45aRgtlyl/7v/IqNLHbfX0XHDAbfcumkusGFC52FefPn0agOrVq5dUQcXi6+vr9FpgYGChrz9//jxLly4lIiLCIVC0tf3WW2+xfv16li9f7hQqNmrUyO2BIkDPnj0dQhuj0UifPn3YuHEjDRo0cAgUIW+p2UWLFvHjjz/aQ8Uff/yR5ORkunXr5hDCAVSsWJFx48YxdOhQEhISGDJkCAAVKlRwWU9oaCjdunXj888/58SJE07Ld/r5+fHuu+/aA0WA+vXrExkZyZYtW7h06RLly5cv9niUZl/uhk6dOrkMY7/66ivS09N5//33HQJFgEceeYQXXniB2bNnc+jQIafjt4qJiWHBggUsXrzYIVQ8ffo0SUlJNG7cmN/97nf21+fMmYOnpydTp051CBQhL8CdO3cuy5Yts4eKZrOZjIwMhg0b5nL2ZmhoaMEDcZ1tWdw//elP9kARwNPTk/Hjx7Nu3ToWLlzoFCoCjB8/vswGiqBQUURERERERERERKR0Gb3JCOlB4Kn5APhd/IHMgMfI9qvt3rruc9br+1ca7mAJ1TvRo0cP5syZw9ChQ+nWrRtt27YlMjKS2rVrF6mdPXv2kJubi8FgcLnfmm1vxp9//tnpWNOmTYtVe0mLiIhweq1q1aoAPProo07HqlWrBsCpU6fsr9n2DczIyHA5DufOnQNw2rdv+/btzJ49mx07dnDu3DmuXbvmcPzUqVNOQVydOnUICAhwuoctaEpPT7+jULE0+3I33O59ZevX/v37Xfbr8OHDQN57taBQMTIykocffpi1a9eSlpZmD+KXLl1Kbm6uw2zRq1evsn//fipVqsTs2bNdtufj4+PwO7Jz504Al+FoUf373/8GoHXr1k7H6tatS/Xq1Tl27Bjp6elUrFjRfszX15eGDRve8f3vJoWKIiIiIiIiIiIiIqXsmv/vyPJviM/l/QAEnFnO+ZqvgEFf2d4tVatWJSUlxSGYKk3NmjVj6dKlfPLJJyQkJLBkyRIgL2SIjY2lV69ehWrnwoULAOzevZvdu3ff9rzLly87vXbzrCl3chXQ2fa2czUDz3bMFpjCjXHYsGEDGzZsuO29bh6HVatW8dJLL+Hj48OTTz7JQw89RLly5TAajfb9Dm8N5gCH4OdmtpmLFovltvcvjNLsy91wu/eVrV8LFizI93pX71VXYmJimDRpEitWrGDw4MFA3mxILy8vh9+ftLQ0rFYr586dIy4urlBtX7x4EbgRYN+JjIwM4EZQfqsqVapw4sQJMjIyHN5blStXdtsfPRSW/g8lIiIiIiIiIiIi4gYZwdF4XUnBaL2G57XfKJe2iStB7Uq9jhUDGpT6PQvFasUz6ySQN8Mwx6fwyw+60rJlS77//ns2bdrE888/f8fl2b78z8nJsYdeNraA4lYtWrRg/vz5ZGVlsXfvXtavX8/cuXMZPXo0lSpV4sknnyzwvrZAbsSIEUyYMKFYNd8PbOHjxIkTGTZsWKGumTx5Mt7e3qxatYrw8HCHY6+//jrJycklXmdhlIW+GI1GIO/97EpGRobLMDg/tvPXrFlTIjPw+vTpw+TJk1m8eDGDBw9m3759/PTTT3Tq1InKlW8sjWwbz8aNGxe4X+Ot1/z6668Oy6gWh63fp0+fdjkT2bYU863jeS/8fhrdXYCIiIiIiIiIiIjIg8jiFcjlSs/an/ufX4cx+7wbKypjrDnYAkWrwQMMd/Z1dr9+/fDy8mLlypUcOnQo33OzsrIKbM+2/OLJkyedju3duzffa318fIiMjOS1115j4sSJAKxevdp+3Bbw5ObmOl3brFkzjEYj27ZtK7DG+1nz5s0B2Lp1a6GvOXr0KOHh4U4hnMViYfv27SVaX1GUVl+MRqPL9xTcmI3p6v185MgR0tPTC12bzWOPPQZQYu/VsLAwWrduza5du0hJScFsNgN5Mxhv5u/vzyOPPMKhQ4fssyULYvsZJCYmFur8/MbStpepq2D3yJEjnDp1ilq1at12BmxZplBRRERERERERERExE2uBrYi27s6AAZrNgFnvobre/896AzWm2ZMlcCysDVr1iQ2NpZr164xaNAg9uzZ4/K8xMREXnzxxQLbs+0jd+vSjhs3bmT58uVO52/dutXlDMazZ88C4OfnZ38tKCgIcB3wBAcH07t3b/bs2cNHH33kcmbZ0aNHOXbsWIF9uJdFREQQFRXFqlWrWLRokctzfvrpJ/v4AtSoUYMjR47w66+/2l+zWq3ExcUVGDTfTaXVl6CgIJfvKYB69eoREBDA6tWrHe5z9epVxo8fX5xuYTKZqFixInFxcezatcvpuMViYfPmzUVuE2DRokWsWLGCoKAgnn32WafzXnrpJa5du8bYsWNdBqJpaWn2vQ9t7QYEBDB//ny2bNnidP6t45bfWPbr1w+Af/zjH/b9MCHvjwT+9re/YbFY6N+/fyF6W/Zo+VMRERERERERERERdzF4kFGlF0HHZ2LAis+Vg/hc/pGs8o3dXZnb3RwqWg1eJdLmq6++Sm5uLnFxcXTt2pUWLVoQERFBuXLlOHv2LFu2bOHIkSNEREQU2Fa/fv2YMWMG06dPZ//+/dSvX5/Dhw+TmJhI586dWblypcP5s2bNIikpiVatWlGrVi38/f05ePAgiYmJBAYGMmDAAPu5rVu3xmg08sEHH3DgwAH7jKYxY8YA8P7773PkyBGmTJnCkiVLaNmyJSEhIfz666+kpKSwe/duPv30U2rVqlUi4zZx4kTOn8+bRWubBTdz5kyWLl0KQOfOnencuXOJ3Ksopk+fjslkYuzYscyZM4dmzZpRsWJFTp06xU8//cSBAwf4+uuvCQ4OBvKWjH3zzTfp1KkTXbt2xcvLi+3bt3Po0CE6dOjAmjVrSr0PpdmXNm3a2PcjfPTRR/Hw8ODxxx/n8ccfx8vLi2HDhvHxxx/TqVMnOnfuTE5ODhs3bqRq1arF2muwUqVKzJo1i+HDhxMdHU2bNm2oX78+RqOREydOsHPnTi5cuMDhw4cL3WaXLl0ICAhg9uzZZGdnM3ToULy8nD8f+vfvz969e/niiy9o1aoV7dq1IywsjLS0NI4dO8bWrVsxmUxMmjTJXuv06dMZOXIkMTExtG/fnt/97ndcunSJn376iZMnTzqEjfmNZWRkJKNGjeLTTz/l6aefplu3bpQrV47ExEQOHDhAy5Ytefnll4s8nmWBQkURERERERERERERN8rxrcXVCi0pdzFv6cPyZ/4f18rVw2r0dXNlbmbNvvGwBGYq2vz5z3+me/fufPHFF2zevJn4+HiysrIICgqiUaNGjB49mueee67AdoKDg1myZAnvvfceW7duZcuWLURERLBw4UKOHTvmFCoOHjyYihUrsmvXLrZv305OTg7Vq1dn8ODBjBw5kho1atjPDQ8P5+OPP2bmzJnMnz+fzMxM4EaoGBAQwJIlS1iwYAHLli1j5cqVZGVlERwcTJ06dZgwYQJt27YtsTFLSEjg+PHjDq8lJSXZH9esWdMtoWJoaCj/93//x+eff87KlStZtmwZFouFkJAQwsPD+f3vf++wP97AgQPx9vZm9uzZLF68GF9fX6KiooiLi2PlypVuDRVLoy8TJ07EYDCwadMm1q1bh8ViITY2lscffxyAcePG4efnx7/+9S8WLFhASEgIPXv2ZOzYsbRr165Y/Wrbti1r165l5syZrF+/nm3btuHl5UXVqlVp1aoV3bp1K1J7fn5+dO/enYULFwLOS5/e7L//+79p3749X375JRs3buTixYsEBgYSFhbGH/7wB/r06eNw/rPPPsvKlSv5n//5H77//ns2bNhAxYoVqVevHq+88orDuQWN5dtvv03jxo2ZO3cuX331FTk5OTz00EO8/vrrjBw5Em9v7yL1u6wwWDWV/kFgBddT5cWZ7S89bp7iLSJSXPpMEZGSos8TESlJ+kwRkZKkz5SSYci9SqVjcXjkXgLgSsVWXAqJLrH2z549a/9Z3Ss8rp3GYLkGQK5XMFaPBzxkfQB4euaFx66WdBUR1wrz+R4aGmp7aLiTe2lPRRERERERERERERE3s3r4cSn4xowdv/RkPDNPuLEiN7NaHZc/NWrRPRERd1OoKCIiIiIiIiIiIlIGZJWP4JpfPQAMWAk4swysFjdX5S6Wm/puADzcWYyIiKBQUURERERERERERKRsMBjICOlp3z/QK+sEfulb3FyUezjOUvQCwx2t2CciIiVAoaKIiIiIiIiIiIhIGZHrHczloHb25/7nVmPMuei+gtzFclOoaNDSpyIiZYFCRREREREREREREZEy5ErQU+R4hQBgtGZR/uw3bq6o9Bms2Tc9UagoIlIWKFQUERERERERERERKUsMnmSE9LQ/9b30b7wvH3RjQaXPYflThYoiImWCQkURERERERERERGRMia7XF2uBjSzPw84swIs2flccZ9xCBW93FiIiIjYKFQUERERERERERERKYMuVe6KxegHgEfOBfwvrHNzRaXEanGYqYjBw321iIiInUJFERERERERERERkTLI6lmeS5W72J+Xu7ARj2u/ubGiUmLNvfHQ4AkGfY0tIlIW6NNYREREREREREREpIzKrPAY13wfAsBALgGnl4PV6uaq7i6D9aZlXrWfoohImaFQUURERERERERERKSsMhjJCOmF9fpXud6ZR/HN2OHmou4ug8N+igoVRUTKCoWKIiIiIiIiIiIiImVYrk81rgS2sT8vf3YVhtzLbqzoLnMIFb3cWIiIiNxMoaKIiIiIiIiIiIhIGXe50jPkegYCYLRcofzZVW6u6O65eaYiRs1UFBEpKxQqioiIiIiIiIiIiJR1Rm8yQnran/pl7MDr6hE3FnSXWK0YLDf2VCwLy5+mpqYSFhbGmDFj3F2K3AeSkpLo0aMHDRs2JCwsjKFDh7q7JJFCU6goIiIiIiIiIiIicg+45t+ATP9G9ucBp5c7LBV6f8gFrHkPDUbu1lfYKSkpvPPOOzz99NM0aNCA2rVr07x5cwYOHMjChQvJzMy8K/ctrKlTpxIWFsbmzZvdWgfAvn37mDp1Kj179qRZs2bUrl2bxx57jFGjRvHvf//b3eXdU1JTUxk6dCipqamYTCZiY2Pp2bNnwReWkLCwMPr27Vtq97ufPahj6f4/8xARERERERERERGRQrkUEo33lZ8xWq/hmX2achc2cqVSe3eXVWIMlpv3U/QEg6HE7/HRRx8RFxeHxWKhefPmxMTEUK5cOc6ePUtycjLjxo1j/vz5rFp1/y4xWxRvvvkmu3bt4tFHH6VLly74+/vz448/smLFChISEpg5cyZdunRxd5n3hI0bN5KZmcmUKVPo3bu3u8sRKTKFiiIiIiIiIiIiIiL3CItnRS5X7kDA2QQA/C+sIzMgAotXJTdXVkKst4SKJeyTTz5hypQphIaGMmvWLJo3b+50zpo1a5g1a1aJ3/te9dxzzzFt2jTq1Knj8PrSpUv54x//yGuvvcYzzzyDt7e3myq8d/z2228AVK1a1c2ViBSPlj8VERERERERERERuYdcrfgE2T6hABisOQScWQFWq5urKhmGm5dzNXiVaNupqanExcXh5eXFl19+6TJQBOjQoQMLFiwosL2+ffsSFhbm8lh8fDxhYWHEx8c7vL5//35GjRpFVFQUderUoUmTJnTq1Inx48eTnZ23l2RUVBRxcXEAxMTEEBYWZv/vZlevXmXatGl06NCBevXqER4eTnR0NO4jXq0AACAASURBVMuXL3eqZ/PmzYSFhTF16lR27drFwIEDadSoEWFhYaSmpubbz6FDhzoFipAXNtapU4cLFy5w4MCBfNtwNS4bNmygd+/ehIeH06RJE/785z+Tnp4O5C25OmjQIBo2bEh4eDhDhgy5bZ0XLlzggw8+4KmnnqJu3bo0aNAAk8lEUlKS07kXL15kxowZxMTE8Nhjj1G7dm2aNGnCkCFD2LFjh8v2bctcnj9/ntdff51mzZpRp04d2rdv7/TzvR3b+E+ZMgVw/LnevMTt3eqLbdwBkpOTHd5TU6dOdajR9vxWUVFRREVFuWw3Pj6exMRE+vbtS4MGDZzeqykpKYwZM4YWLVpQp04dIiIiGD16NCkpKYUav+XLlxMWFsaECRNcHs/KyqJhw4Y0bdqUnJwcp2v79u1Lw4YNefjhh3nqqaf4+OOPycrKctlWSkoKsbGx9t/RRx99lN69e/PFF1849BluP5Y2X3/9Nc899xwNGjSgbt26PPPMM0ybNs3lvW3jm5GRwYQJE4iKiuKhhx667c/DXTRTUUREREREREREROReYvAgI6QXQcdnYMCKz5VD+FzeR1b5Ju6u7I4ZrNn2xyU9UzE+Pp7s7Gx69uxJgwYN8j3Xx8enRO8NeYFidHQ0AB07dqRWrVpkZGRw9OhR5s+fzxtvvIGXlxfDhw/n22+/JTk5mZiYGGrWrOnUVnp6OiaTiX379tGkSRP69++PxWIhKSmJ0aNHc/DgQd544w2n63bs2MH06dOJjIykX79+nD9/Hi+v4oe3tms9PDyKdN2aNWtYu3Ytzz77LAMHDuSHH37AbDZz/Phx3n77bfr27UtUVBT9+/fnwIEDrFmzhl9++YXvvvsOo/HGXKnjx4/Tt29fUlNTiYqKol27dly9epW1a9cyYMAAJk2axIABA+zn//zzz0yaNImoqCieeeYZAgMDOXHiBKtXryYxMZF58+bRvr3zcsLp6en07NkTb29vunXrRlZWFgkJCcTGxmIwGDCZTPn2t2bNmsTGxpKcnOz0c7X9ezf70qhRI2JjY4mLi6NGjRoO9T7xxBNF+tm5kpCQwPr162nfvj0DBw50CIATExMZPnw4OTk5dOjQgdq1a3Pq1ClWrVrFd999x+LFi2nSJP/Prs6dO1OhQgWWLVvGO++8g6en42fDt99+S3p6OiNHjnQ4NnbsWBYtWkT16tXp0qULFSpUYOfOnUyePJlNmzaxaNEih/PXrl3LyJEjuXbtGu3ataNXr16kp6ezf/9+ZsyYweDBgws9lh988AHTp0+nUqVK9OrVC39/fxITE/nwww9JSkpi4cKFTr972dnZmEwm0tLSeOqppyhfvrzL3393UqgoIiIiIiIiIiIico/J8a3J1YpRlEvfAkD5M/+Pa37hWD183VzZHbqLy59u27YNgDZt2pRou4W1ePFiMjMz+fzzz+nUqZPDsbS0NPz8/AAYMWIEFy9eJDk5GZPJRKtWrZzaevfdd9m3bx9vv/02o0aNsr+emZnJsGHDmDZtGt26daNx48YO1yUlJfHhhx8ycODAO+7Pzp07OXToENWqVSswpL3V6tWriY+Pt4cwFouFF154gY0bNzJgwAD+/ve/89xzz9nPt4VDa9ascRi7MWPGcPz4cT799FN69uxpfz09PZ2+ffsyfvx4OnbsSEhICADh4eHs3LmTSpUclws+efIk3bt3Z8KECS5Dxf379/P8888zadIke4A6YsQInn32WT799NNChYpjx45l6tSpt/253s2+NG7cmMaNGxMXF2evpSStW7eOL7/80mns0tLSGD16NH5+fixdupT69evbjx08eJDu3bszbtw4vv3223zb9/X1JTo6mgULFpCYmEiHDh0cji9evBjImwFqEx8fz6JFi+jSpQvTpk2z/34BTJ06lbi4OObNm8fw4cMBOH/+PK+88gq5ubmYzWansPXkyZNA4cbyhx9+YPr06YSGhpKQkECVKlUA+Mtf/sKwYcNYu3YtM2bM4NVXX3W47rfffiM8PJwlS5ZQrly5fMfEXRQqioiIiIiIiIiIiNyDLlfqhM+lH/HIzcAjNwP/86u5FNKjyO38v/i0u1Bdcfnd9Piy09HofoHFbvn06dMAVK9evdhtlARfX+fgNzCw8P06f/48S5cuJSIiwiFQtLX91ltvsX79epYvX+4UKjZq1KhEAsW0tDR7IPLuu+8WeaZiz549HUIbo9FInz592LhxIw0aNHAIFCFvqdlFixbx448/2kPFH3/8keTkZLp16+YQwgFUrFiRcePGMXToUBISEhgyZAgAFSpUcFlPaGgo3bp14/PPP+fEiRNOy3f6+fk59bN+/fpERkayZcsWLl26RPny5Ys0Bjcrzb7cDZ06dXIZxn711Vekp6fz/vvvOwSKAI888ggvvPACs2fP5tChQ07HbxUTE8OCBQtYvHixQ6h4+vRpkpKSaNy4Mb/73e/sr8+ZMwdPT0+mTp3qEChCXoA7d+5cli1bZg8VzWYzGRkZDBs2zOXszdDQ0IIH4jrbsrh/+tOf7IEigKenJ+PHj2fdunUsXLjQKVQEGD9+fJkNFEGhop3JZGoFvAM8DvgCKcDnwDSz2ZxbyDYmAO8WcNphs9lc96Zr2gGJ+Zw/yWw2v1mY+4uIiIiIiIiIiMiDw+rhy6Xg7lT8bSEAfulbyAxoTo5vDTdXVjZZr+87aTAY3HL/Hj16MGfOHIYOHUq3bt1o27YtkZGR1K5du0jt7Nmzh9zcXAwGg8v91mx7M/78889Ox5o2bVqs2m925coVfv/733PkyBFGjRpFjx5FD7IjIiKcXqtatSoAjz76qNOxatWqAXDq1Cn7a7Z9AzMyMlyOw7lz5wCc9u3bvn07s2fPZseOHZw7d45r1645HD916pRTEFenTh0CAgKc7mELmtLT0+8oVCzNvtwNt3tf2fq1f/9+l/06fPgwkPdeLShUjIyM5OGHH2bt2rWkpaXZg/ilS5eSm5vrMFv06tWr7N+/n0qVKjF79myX7fn4+Dj8juzcuRPAZThaVP/+978BaN26tdOxunXrUr16dY4dO0Z6ejoVK1a0H/P19aVhw4Z3fP+7SaEiYDKZegJLgEwgHjgPRAMfAa2BmNtf7WB9PseigebAqtscT7rN9ZsKeW8RERERERERERF5wGSVb0JWxg/4XPkZA1YCzizjQo1RYCjazLEHQdWqVUlJSXEIpkpTs2bNWLp0KZ988gkJCQksWbIEyAsZYmNj6dWrV6HauXDhAgC7d+9m9+7dtz3v8mXnmZ43z5oqjitXrjBo0CC2bdvGSy+9xNtvv12sdlwFdLa97VzNwLMdswWmcGMcNmzYwIYNG257r5vHYdWqVbz00kv4+Pjw5JNP8tBDD1GuXDmMRqN9v8NbgznAIfi5mW3mosViue39C6M0+3I33O59ZevXggUL8r3e1XvVlZiYGCZNmsSKFSsYPHgwkDcb0svLy+H3Jy0tDavVyrlz54iLiytU2xcvXgRuBNh3IiMjA7gRlN+qSpUqnDhxgoyMDIf3VuXKld32Rw+F9cCHiiaTqQLwv0Au0M5sNv9w/fX/AtYBfU0mU3+z2byooLbMZvN6XASDJpPJAxh2/elnt7l8vdlsnlDU+kVEREREREREROQBZjBwKaQn3sc+xmDNwSvrJH7pW7ga6DxD5nbuZEnRkmTMuYgxJ++LfYtHABYv10FOcbVs2ZLvv/+eTZs28fzzz99xe7Yv/3Nycuyhl40toLhVixYtmD9/PllZWezdu5f169czd+5cRo8eTaVKlXjyyScLvK8tkBsxYgQTJkwoVs3FcenSJQYNGsTWrVsZNWpUsQPFkmILHydOnMiwYcMKODvP5MmT8fb2ZtWqVYSHhzsce/3110lOTi7xOgujLPTFaDQCee9nVzIyMlyGwfmxnb9mzZoSmYHXp08fJk+ezOLFixk8eDD79u3jp59+olOnTlSuXNl+nm08GzduXOB+jbde8+uvvzoso1octn6fPn3a5Uxk21LMt45nWQ8UAYzuLqAM6AuEAItsgSKA2WzOJG85VICX7/AeXYEawBaz2bz3DtsSERERERERERERscv1qszloKftz/3PrcGYk+7GiorJemMWmtVY8vNh+vXrh5eXFytXruTQoUP5npuVlVVge7blF0+ePOl0bO/e/L8G9vHxITIyktdee42JEycCsHr1avtxW8CTm+u8M1ezZs0wGo1s27atwBpLysWLF3n++efZunUrr776qtsDRYDmzZsDsHXr1kJfc/ToUcLDw51COIvFwvbt20u0vqIorb4YjUaX7ym4MRvT1fv5yJEjpKcX/TPlscceAyix92pYWBitW7dm165dpKSkYDabgbwZjDfz9/fnkUce4dChQ/bZkgWx/QwSE/Pbre6G/MbStpepq2D3yJEjnDp1ilq1at12BmxZplARbP+3/T8XxzYAV4BWJpPJ5w7u8dL1f283SxGgnslkesVkMr1lMpmGmkym8HzOFREREREREREREbG7EtSWHK+8JQiN1izKn/nGzRUVncFyY4aU1VDyoWLNmjWJjY3l2rVrDBo0iD179rg8LzExkRdffLHA9mz7yN26tOPGjRtZvny50/lbt251OYPx7NmzAPj5+dlfCwoKAlwHPMHBwfTu3Zs9e/bw0UcfuZxZdvToUY4dO1ZgHwojLS2N/v37s3PnTsaNG8cbb7xRIu3eqYiICKKioli1ahWLFrleaPCnn36yjy9AjRo1OHLkCL/++qv9NavVSlxcXIFB891UWn0JCgpy+Z4CqFevHgEBAaxevdrhPlevXmX8+PHF6RYmk4mKFSsSFxfHrl27nI5bLBY2b95c5DYBFi1axIoVKwgKCuLZZ591Ou+ll17i2rVrjB071mUgmpaWZt/70NZuQEAA8+fPZ8uWLU7n3zpu+Y1lv379APjHP/5h3w8T8v5I4G9/+xsWi4X+/fsXordlzwO//CnwyPV/nX7LzGZzjslkOgI0Ah4Gfipq4yaTKQzoAqSTt1/j7Qy4/t/N1y4BRpjN5kJF6SaTaYer121pfXBwcGGaeeDZlirQeIlISdBnioiUFH2eiEhJ0meKiJQkfaaUIT6DYP8UAHwv78Pb4xQENQHg/PnzTkt0lilWK1hvhGOeXr53ZV/I2NhYrFYrU6ZMoWvXrkRGRhIREYG/vz9nzpxhy5YtHD58mKZNm9rHy7ZvntFodBjDF154gZkzZzJ9+nQOHDhA/fr1+c9//sO6devo2rUr33zzDR4eHvZrPvvsM5KSkmjVqpV9/7uDBw+ybt06AgMDGTx4sP3cJ598EqPRyAcffMChQ4fsM5piY2MBmDRpEkePHmXKlCksXbqUli1bEhISwm+//cahQ4fYvXs3M2fO5OGHH863D4UxYsQI9uzZY1/G8aOPPnI6p0uXLvbZWfmx1XHzuNx6DLjtsVvrnzlzJn369GHs2LF8/vnnNG/enIoVK3Ly5En279/PgQMHSEhIsO+T94c//IHXXnuNTp060b17dzw9Pdm+fTuHDh2iY8eOrF692mVtBoPB5bjZZpS6usaV/M4vjb60bduW5cuXM2TIECIiIvDw8OCJJ57giSeewNPTkxEjRhAXF0enTp3o2rUrOTk5JCUlUa1aNapVq+Y0Dvn9PCFv78DZs2fz+9//nujoaNq2bcsjjzyC0WjkxIkT/PDDD1y4cKFIAXh0dDRvvfUWs2fPJjs7m2HDhjkE8jYvvvgi+/btY+7cubRu3Zp27doRFhZGWloax44dY8uWLfTv35/Jkyfba50xYwbDhw8nJiaGp59+moYNG3Lp0iX2799vr7cwY/nEE0/wyiuvMH36dJ5++mmio6MpV64c3333HQcOHCAqKoo//vGPDmNmW/q0OJ/TRqOx1P4fXIb/L1JqbPNLbzd31/Z6cRcWHw54AP80m81XXBw/A7wJJABHAV+gBfDfQB+gmslketJsNt/ZTq8iIiIiIiIiIiJyf6vwCNaQVhjO5M38MRxdgLXCX8HjThZhKyXWHMCa99jgcVcCRZuxY8cSHR3N3Llz+f7771m0aBFZWVkEBQXRuHFjXnnlFfr27VtgOyEhISxbtoyJEyeSnJzM5s2badq0KWazmWPHjvHNN46zRX//+98TGBjIzp072bZtGzk5OYSGhjJkyBBefvllatasaT+3fv36TJs2jU8//ZR58+aRmZkJ3AgVAwICWL58OV9++SVLly4lISGBrKwsQkJCqFOnDhMnTuSpp54qkfFKTU0FsIeYrtSsWbNQoWJJCw0NZc2aNcyePZuEhASWLFmCxWIhJCSERx55hGHDhjnsjzdo0CC8vb357LPPiI+Px8/Pj6ioKD7++GMSEhIclqC9H/vy3nvvYTAY2LhxI9999x0Wi4Vx48bxxBNPAHl7Mfr5+fHPf/6TL7/8kipVqtCrVy/GjRtXqP0+XXnyySdJTExkxowZJCYmsnXrVry8vKhWrRpt2rShW7duRWrPz8+P6Oho/vWvfwE3ZgW68uGHH/L000/zxRdfsGHDBi5evEhgYCBhYWGMGjXK6fe8Q4cOfPvtt0yfPp2NGzeSlJRExYoVCQ8P59VXX3U4t6Cx/K//+i8aN27M559/jtlsJicnh9q1a/Pmm2/y8ssv4+3tXaR+lxUGq9Xq7hrumMlkOgo8VIRLFpjN5hevX3sICAfCzWZziou2NwNPAE+YzWbnOa/512UEjgC1gIii7KdoMpkqALuBOkAvs9m8oij3voUVXE+VF2e2RP/mKd4iIsWlzxQRKSn6PBGRkqTPFBEpSfpMKVsMuZep/MtUjJarAFwOfIrLwZ05e/ZsmZ5NasjNxCM77z1kNfqQ6x3i5orEHWyztFwt6SoirhXm8z00NNT20HAn97pf9lT8D3CwCP/dnK7ZZiLebkfMCrecVxRdyAsUtxQlUAQwm80XgX9df1q8PwEQERERERERERGRB4rVw59LwV3tz8ulbcQj69d8rigjrNk3Ht6F/RRFROTO3Refzmaz+Zk7uPwgecuN1gcc9iQ0mUye5M0UzAEOF6Ptl67/O6uYtZ25/q9/Ma8XERERERERERGRB0xmQHN8L+7AO/MoBiwEnFnBbz7PubusfBlu2k9RoaKISNl0v8xUvBPrrv/b2cWxJ4FywGaz2ZxVlEZNJlMo0I28GY7mYtb2+PV/ixNoioiIiIiIiIiIyIPIYCQjpBfW61//emceBes199ZUgJtDRRQqioiUSQoV4SvgLNDfZDK1sL1oMpl8gfeuP51x8wUmk6mcyWRqYDKZauXT7jDAA/jSbDZfud1JJpOp9fW9F299/UWgH3CN4oeSIiIiIiIiIiIi8gDK9anKlaAbuyoZc6+CNdeNFRXAYaailxsLERGR23ng/+TDbDZfNJlMI8gLF9ebTKZFwHmgB/DI9dfjb7msJZAIJAHtbm3zekg47PrTzwooYQFgNJlMm4HjgC8Qef0eOcBIs9l8tMgdExERERERERERkQfa5aD2+GbswSPnAmDFmJOOxauSu8tyZrVgsAeeBjB4uLUcERFxTTMVAbPZvBx4CtgA9AH+CGQDsUB/s9lsLWKTnYCHgC1ms/nfBZw7g7x9HVsDo4HhQDAwD2hhNpvnFfHeIiIiIiIiIiIiImD0JiOkx42nuVcw5BZpl6fSYc2+8dDgCQaDG4sREZHbMVitRc3L5B5kBTh58qS767gnBAcHA3D27Fk3VyIi9wN9pohISdHniYiUJH2miEhJ0mdK2Vfh1AKO0pIqQX5YDZ7kelctU8GdIfcyHtkXALAY/bB4V3ZzReIunp55iyvm5OQUcKaI2Jw9e9b+/+LbCQ0NtT28ow9/zVQUERERERERERERuY9dCumO7XtkgzUHY26Gewu6hcFyU4BkfOB37BIRKbMUKoqIiIiIiIiIiIjcxyyeFbF6+NqfG3MywJKdzxWly2C9ESpaDV5urERERPKjUFFERERERERERETkPmc1+GA1etue4ZGTDmVla6xb91QUEZEySaGiiIiIiIiIiIiIyP3OYCDXM/DGU0smBstVNxZ0ndWKwZp747lCRRGRMkuhooiIiIiIiIiIiMiDwOiNxaP8jac56WC1uLEgwJoD5M2YtBo8wKCvrEVEyip9QouIiIiIiIiIiIg8ICyeFfLCO8BgzcWYc9Gt9dy8n6JmKYqIlG0KFUVEREREREREREQeFAYjFs+K9qfG3Etguea+cm4KFa0GL7fVkZ/U1FTCwsIYM2aMu0uR+0BSUhI9evSgYcOGhIWFMXToUHeXJFJo+tMPERERERERERERkQeI1eiH1eiLwZIJgEf2BXK9q4DB4IZism88LMWZiikpKcybN4/Nmzdz8uRJMjMzqVSpEo0aNaJr16707t0bX1/fUqvnVlOnTiUuLo7FixfTqlUrt9UB8NNPPzFnzhz27t3LqVOnuHTpEpUrV6Zu3boMHjyYLl26YHDHe+celJqaytChQ6lQoQImk4mAgADq1atXavf//+zde3zMV+L/8ddMLoRGSF0qg0oJKtGUirhUS92FuiVBLVqX1VZ/XQ2tXbrq2+9abCVVfKnvulR8s0SaSLuLEkTQxKV1q4ZqVix1qVUSaRuRZOb3R3aGMSMXIqF9Px8PD5nP53zO55wzn5k/8s45x2Qy0aFDBz7++OMKu+cv1a91LBUqioiIiIiIiIiIiPyaGAwUutbE9fr3gAWDJR9D4Y9YXD0rvimVsPzp+++/T1RUFGazmTZt2hAWFka1atW4dOkSaWlpTJkyhejoaDZt2lQh7bnfHTlyhM8++4w2bdrQtm1bPD09+fe//01SUhLjx49n8ODBLFy4sLKb+UDYtWsX165dY968eQwaNKiymyNSZgoVRURERERERERERH5tjK6YXWtgLMgGwKXgKgUuHhW7r6HFcsvyp/f+3gsWLGDevHn4+PiwdOlS2rRp41AmKSmJpUuX3vO2PCgGDBjA0KFDHY7n5OTQv39/EhISGDNmDK1bt66E1j1Yvv/+ewDq1atXyS0RuTPaU1FERERERERERETkV8js8tBN+xhaMOZnV3QLwGL+z88GMLjc07udOXOGqKgo3NzcWL16tdNAEaBHjx7ExMSUWF9oaCgmk8npudjYWEwmE7GxsXbH09PTefXVVwkODsbX15dWrVrRq1cvZsyYQX5+0VKwwcHBREVFARAWFobJZLL9u1lubi4LFy6kR48eNG3aFD8/P/r3709iYqJDe1JTUzGZTERGRnLw4EFGjhyJv78/JpOJM2fOFNvP2y0D6+npybPPPgtAZmZmsXU4G5edO3cyaNAg/Pz8aNWqFW+88QbZ2UXP4NGjRxk1ahQtW7bEz8+PF1988bbtvHLlCrNnz+bZZ5+lSZMmtGjRgvDwcFJSUhzKXr16lSVLlhAWFsZTTz1F48aNadWqFS+++CJffvml0/pNJhOhoaFcvnyZt956i9atW+Pr60vXrl0d3t/bsY7/vHnzAPv3NTU19Z73xTruAGlpaXbPVGRkpF0bra9vFRwcTHBwsNN6Y2NjSU5OJjQ0lBYtWjg8qxkZGUyaNIm2bdvi6+tLYGAgEydOJCMjo1Tjl5iYiMlkYubMmU7P5+Xl0bJlS5588kkKCgocrg0NDaVly5Y89thjPPvss8yfP5+8vDyndWVkZBAREWH7jD7xxBMMGjSIVatW2fUZbj+WVp9++imDBw+mRYsWNGnShG7durFw4UKn97aOb05ODjNnziQ4OJhHH330tu9HZdFMRREREREREREREZFfI4MBs1tNXK7/GwCjORdLYS4WF4+Kuf3NsxSNrvd8T8fY2Fjy8/MZMGAALVq0KLZslSpVyv3+6enp9O/fH4CePXvSqFEjcnJyOHXqFNHR0UydOhU3NzfGjRvH5s2bSUtLIywsjIYNGzrUlZ2dTXh4OEePHqVVq1YMGzYMs9lMSkoKEydO5JtvvmHq1KkO13355ZcsWrSIoKAghg4dyuXLl3Fzc3MoVxq5ubl8/vnnACWO562SkpLYunUr3bt3Z+TIkXzxxResW7eO7777junTpxMaGkpwcDDDhg3j+PHjJCUl8a9//Ytt27ZhNN6YK/Xdd98RGhrKmTNnCA4OpkuXLuTm5rJ161ZGjBjB3LlzGTFihK38t99+y9y5cwkODqZbt27UrFmTs2fPsmXLFpKTk/noo4/o2rWrQ3uzs7MZMGAA7u7uhISEkJeXx4YNG4iIiMBgMBAeHl5sfxs2bEhERARpaWkO76v1/3vZF39/fyIiIoiKiqJBgwZ27e3QoUOZ3jtnNmzYwI4dO+jatSsjR460C4CTk5MZN24cBQUF9OjRg8aNG3P+/Hk2bdrEtm3biIuLo1WrVsXW37t3b2rUqMH69et5++23cXW1j7Y2b95MdnY2EyZMsDs3efJk1q5dS/369enTpw81atTgwIEDvPfee+zevZu1a9fald+6dSsTJkzg+vXrdOnShYEDB5KdnU16ejpLlixh9OjRpR7L2bNns2jRIry9vRk4cCDVq1cnOTmZOXPmkJKSwpo1axw+e/n5+YSHh5OVlcWzzz7LQw895PTzX5kUKoqIiIiIiIiIiIj8SlmMVTC7VMdY+BMAxoIsCo1VwFABi9yZb1769M6CrbLYt28fAE8//fQ9v5czcXFxXLt2jRUrVtCrVy+7c1lZWXh4FIW548eP5+rVq6SlpREeHk7Hjh0d6nrnnXc4evQo06dP59VXX7Udv3btGmPHjmXhwoWEhIQQEBBgd11KSgpz5sxh5MiRZW5/ZmYmCQkJFBYWcunSJbZt28aFCxd47bXXaNmyZZnq2rJlC7GxsbYQxmw288ILL7Br1y5GjBjBX/7yFwYPHmwrbw2HkpKS7MZu0qRJfPfddyxevJgBAwbYjmdnZxMaGsqMGTPo2bMnderUAcDPz48DBw7g7e1t155z587Rr18/Zs6c6TRUR5rtlgAAIABJREFUTE9PZ/jw4cydOxcXl6IZtePHj6d79+4sXry4VKHi5MmTiYyMvO37ei/7EhAQQEBAAFFRUba2lKft27ezevVqh7HLyspi4sSJeHh4kJCQQLNmzWznvvnmG/r168eUKVPYvHlzsfVXrVqV/v37ExMTQ3JyMj169LA7HxcXBxTNALWKjY1l7dq19OnTh4ULF9o+XwCRkZFERUXx0UcfMW7cOAAuX77Ma6+9RmFhIevWrXMIW8+dOweUbiy/+OILFi1ahI+PDxs2bKBu3boA/OEPf2Ds2LFs3bqVJUuW8Prrr9td9/333+Pn50d8fDzVqlUrdkwqi0JFERERERERERERkV+x+UtWV3YTSu3WX8KXxcWLFwGoX79+eTXnjjhbTrRmzZqlvv7y5cskJCQQGBhoFyha6542bRo7duwgMTHRIVT09/e/o0AR4NSpU7ZlWQHc3d354x//yIQJE8pc14ABA+xCG6PRyJAhQ9i1axctWrSwCxShaKnZtWvX8vXXX9tCxa+//pq0tDRCQkLsQjgALy8vpkyZwpgxY9iwYQMvvvgiADVq1HDaHh8fH0JCQlixYgVnz551WL7Tw8ODd955xxYoAjRr1oygoCD27NnDjz/+yEMPPVTmcbCqyL7cC7169XIaxn788cdkZ2cza9Ysu0ARoHnz5rzwwgssW7aMEydOOJy/VVhYGDExMcTFxdmFihcvXiQlJYWAgAAef/xx2/Hly5fj6upKZGSkXaAIRQHuypUrWb9+vS1UXLduHTk5OYwdO9bp7E0fH5+SB+I/rMvi/u53v7MFigCurq7MmDGD7du3s2bNGqffZzNmzLhvA0VQqCgiIiIiIiIiIiIivwIWiwUAwz1eZvV2nn/+eZYvX86YMWMICQmhc+fOBAUF0bhx4zLVc/jwYQoLCzEYDE73W7Puzfjtt986nHvyySfvqO0AXbt25ezZs+Tn53P27FnWr1/PnDlzSEtL469//Svu7u6lriswMNDhWL169QB44oknHM498sgjAJw/f952zLpvYE5OjtNx+OGHHwAc9u3bv38/y5Yt48svv+SHH37g+vXrdufPnz/vEMT5+vri6enpcA9r0JSdnX1XoWJF9uVeuN1zZe1Xenq6036dPHkSKHpWSwoVg4KCeOyxx9i6dStZWVm2IN46e/bm2aK5ubmkp6fj7e3NsmXLnNZXpUoVu8/IgQMHAJyGo2X11VdfAdCpUyeHc02aNKF+/fqcPn2a7OxsvLy8bOeqVq1a5lm/FU2hooiIiIiIiIiIiIj84tWrV4+MjAy7YKoitW7dmoSEBBYsWMCGDRuIj48HikKGiIgIBg4cWKp6rly5AsChQ4c4dOjQbcv99NNPDsdunjV1p9zc3GjcuDFvvPEGbm5uzJ49mxUrVvDyyy+Xug5nAZ11bztnM/Cs56yBKdwYh507d7Jz587b3uvmcdi0aRO//e1vqVKlCs888wyPPvoo1apVw2g02vY7vDWYA+yCn5tZZy6azebb3r80KrIv98Ltnitrv2JiYoq93tmz6kxYWBhz587lk08+YfTo0UDRbEg3Nze7z09WVhYWi4UffvjBbnZtca5evQrcCLDvRk5ODnAjKL9V3bp1OXv2LDk5OXbP1sMPP1xpf/RQWgoVRURERERERERERH7FbEvwmfNxvX4RKJrRV+haC4tr9XtzU4sZ17xztpcFVXzu+T6O7dq14/PPP2f37t0MHz78ruuz/vK/oKDAFnpZWQOKW7Vt25bo6Gjy8vI4cuQIO3bsYOXKlUycOBFvb2+eeeaZEu9rDeTGjx/PzJkz76jN5aVr167Mnj2b1NTUMoWK5cEaPr777ruMHTu2VNe89957uLu7s2nTJvz8/OzOvfXWW6SlpZV7O0vjfuiL0Vj0+SsoKHB6Picnx2kYXBxr+aSkpHKZgTdkyBDee+894uLiGD16NEePHuXYsWP06tWLhx9+2FbOOp4BAQEl7td46zUXLlywW0b1Tlj7ffHiRaczka1LMd86nvd7oAhQAbvtioiIiIiIiIiIiMh9z+iG2fXGEo4uhdlgKbw397qpXovB9Z4HigBDhw7Fzc2NjRs3cuLEiWLL5uXllVifdfnFc+fOOZw7cuRIsddWqVKFoKAg3nzzTd59910AtmzZYjtvDXgKCx3Hv3Xr1hiNRvbt21diG++1CxcuADiEqhWhTZs2AOzdu7fU15w6dQo/Pz+HEM5sNrN///5ybV9ZVFRfjEaj02cKbszGdPY8Z2Zmkp2dXeq2WT311FMA5fasmkwmOnXqxMGDB8nIyGDdunVA0QzGm1WvXp3mzZtz4sQJ22zJkljfg+Tk5FKVL24srXuZOgt2MzMzOX/+PI0aNbrtDNj7mUJFEREREREREREREQHA7OJZFPIBWMwYC8oeJJSGwXLTbChDxQRSDRs2JCIiguvXrzNq1CgOHz7stFxycjK/+c1vSqzPuo/crUs77tq1i8TERIfye/fudTqD8dKlSwB4eHjYjtWqVQtwHvDUrl2bQYMGcfjwYd5//32nM8tOnTrF6dOnS+xDaezbt89u2VGrH374gdmzZwPQrVu3crlXWQQGBhIcHMymTZtYu3at0zLHjh2zjS9AgwYNyMzMtIWhULTXZlRUVIlB871UUX2pVauW02cKoGnTpnh6erJlyxa7++Tm5jJjxow76Rbh4eF4eXkRFRXFwYMHHc6bzWZSU1PLXCfA2rVr+eSTT6hVqxbdu3d3KPfb3/6W69evM3nyZKeBaFZWlm3vQ2u9np6eREdHs2fPHofyt45bcWM5dOhQAD744APbfphQ9EcC//3f/43ZbGbYsGGl6O39R8ufioiIiIiIiIiIiEgRgxGza01c8otCBWPhz1iM1bC4VC3f21huhFSWCgoVoWip18LCQqKioujbty9t27YlMDCQatWqcenSJfbs2UNmZiaBgYEl1jV06FCWLFnCokWLSE9Pp1mzZpw8eZLk5GR69+7Nxo0b7covXbqUlJQUOnbsSKNGjahevTrffPMNycnJ1KxZkxEjRtjKdurUCaPRyOzZszl+/LhtRtOkSZMAmDVrFpmZmcybN4/4+HjatWtHnTp1uHDhAhkZGRw6dIjFixfTqFGjux6z6dOn8+9//5ugoCB8fHxwcXHhzJkzbN++nWvXrtG7d+9KC0gWLVpEeHg4kydPZvny5bRu3RovLy/Onz/PsWPHOH78OJ9++im1a9cGipaM/f3vf0+vXr3o27cvbm5u7N+/nxMnTtCjRw+SkpIqpR8V1Zenn37ath/hE088gYuLC+3bt6d9+/a4ubkxduxY5s+fT69evejduzcFBQXs2rWLevXq3dFeg97e3ixdupRx48bRv39/nn76aZo1a4bRaOTs2bMcOHCAK1eucPLkyVLX2adPHzw9PVm2bBn5+fmMGTMGNzc3h3LDhg3jyJEjrFq1io4dO9KlSxdMJhNZWVmcPn2avXv3Eh4ezty5c21tXbRoERMmTCAsLIyuXbvy+OOP8+OPP3Ls2DHOnTtnFzYWN5ZBQUG8+uqrLF68mOeee46QkBCqVatGcnIyx48fp127drzyyitlHs/7gUJFEREREREREREREbGxuFTFbPbAWJgLgLEgi0JjPSjP/b5umqlYkaEiwBtvvEG/fv1YtWoVqampxMbGkpeXR61atfD392fixIkMHjy4xHpq165NfHw8f/rTn9i7dy979uwhMDCQNWvWcPr0aYdQcfTo0Xh5eXHw4EH2799PQUEB9evXZ/To0UyYMIEGDRrYyvr5+TF//nw+/PBDoqOjuXbtGnAjVPT09CQ+Pp6YmBjWr1/Pxo0bycvLo3bt2vj6+jJz5kw6d+5cLuM1YcIENm/ezNGjR9mxYwf5+fl4e3vTqVMnhgwZwvPPP19pe8H5+Pjw2WefsWLFCjZu3Mj69esxm83UqVMHPz8/XnrpJbv98UaOHIm7uzvLli0jLi6OqlWrEhwcTFRUFBs3bqzUULEi+vLuu+9iMBjYvXs327dvx2w2ExERQfv27QGYMmUKHh4e/O1vfyMmJoY6deowYMAAJk+eTJcuXe6oX507d2br1q18+OGH7Nixg3379uHm5ka9evXo2LEjISEhZarPw8ODfv36sWbNGsBx6dOb/fnPf6Zr166sXr2aXbt2cfXqVWrWrInJZOLll19myJAhduW7d+/Oxo0b+Z//+R8+//xzdu7ciZeXF02bNuW1116zK1vSWE6fPp2AgABWrlzJxx9/TEFBAY8++ihvvfUWEyZMwN3dvUz9vl8YLBZLZbdB7j0LOJ8qL46sf+lx8xRvEZE7pe8UESkv+j4RkfKk7xQRKU/6TnkwXLp0yfZelYqlENfr34PFDIDZtQZm1xrl1h6X6xcxmK8DUOheB4uxSrnVLQ8u696MzpZ0FRHnSvP97uPjY/3xrv4CQHsqioiIiIiIiIiIiIg9gwuFLjdCRGNBDpgd99W7IxYLBnPlLH8qIiJ3TqGiiIiIiIiIiIiIiDiwuFTHYrQu0WfBpSALymXlOzP/WVwNDEb0a2oRkQeDvq1FRERERERERERExJHBQKFrzRsvzXkYzLl3X+2tsxQraT8+EREpG4WKIiIiIiIiIiIiIuKc0R2zy0O2ly4F2bZ9Fu+Y5cZ+eVr6VETkwaFQUURERERERERERERuy+xaA4vBpeiFpRBjQfZd1We4KVTE4HZXdYmISMVRqCgiIiIiIiIiIiIit2cwYr5pGVRj4U9gzrvz6iy3LH8qIiIPBIWKIiIiIiIiIiIiIlIsi7EqFmNV22uX/CywWO6wMi1/KiLyIFKoKCIiIiIiIiIiIiLFMxgodK0JGIpeWvIxFP5Y9nosZgyWQmuloFBRROSBoVBRREREREREREREREpmdMXsWsP20qXgKpgLirnACbtZii5gMJRX60RE5B5TqCgiIiIiIiIiIiIipWJ2eQiLwe0/ryy4FGSX6XrDTaGiZimKiDxYFCqKiIiIiIiIiIiISOkYDJjdat54ac7FUJhb+svtZiq6FVNSRETuNwoVRURERERERERERKTULMYqmF2q214bC7LAYi7lxfk31aOZiiIiDxKFiiIiIiIiIiIiIiJSJmbXGmAo+vWywVKIsSCnVNcZzDfPVFSoKCLyIFGoKCIiIiIiIiIiIiJlY3Ch0NXL9tJY+COYrxd/jcXyQO6peObMGUwmE5MmTarspsgvQGJiIj179qRZs2aYTCZmzJhR2U0SKTWFiiIiIiIiIiIiIiJSZhZjNSzGKtZXuBRkgcVSzAWFwH/OG4xgcLnXTbytjIwM3n77bZ577jlatGhB48aNadOmDSNHjmTNmjVcu3at0toGEBkZiclkIjU1tVLb4YzFYmHYsGGYTCZMJhMFBQUlXyQAfPHFF7z22mv89NNPjBo1ioiICLp27Voh91Y4Xn5+zWP5YPwpiIiIiIiIiIiIiIjcXwwGCl1r4nr9ImDBYL6OofAnLK4POS9uuXnpU7cKaqSj999/n6ioKMxmM23atCEsLIxq1apx6dIl0tLSmDJlCtHR0WzatKnS2ng/W7lyJampqVStWrXSw9cHzbZt27BYLMyfP5+goKDKbo5ImSlUFBEREREREREREZE7Y3TD7OqJseAqAC6FVylw8XA+C9FS+fspLliwgHnz5uHj48PSpUtp06aNQ5mkpCSWLl1aCa27/2VkZDBr1ixefvllPvnkE7777rvKbtID5fvvvwfgkUceqeSWiNwZLX8qIiIiIiIiIiIiInfM7PLQjZDQYsZYkO20nMGSb/u5MkLFM2fOEBUVhZubG6tXr3YaKAL06NGDmJiYEusLDQ3FZDI5PRcbG4vJZCI2NtbueHp6Oq+++irBwcH4+vrSqlUrevXqxYwZM8jPLxqf4OBgoqKiAAgLC7MtM3rrvXJzc1m4cCE9evSgadOm+Pn50b9/fxITEx3ak5qaislkIjIykoMHDzJy5Ej8/f0xmUycOXOmxL4CFBQU8Lvf/Y5GjRoxefLkUl1zq5uXdU1MTKR37940adKENm3aMHPmTPLy8gDYvXs3oaGhNG/enJYtW/L//t//4/Lly07rPHfuHNOnT6dDhw74+vri7+/Piy++yKFDhxzKXrhwgffff58BAwbw5JNP2pa9nThxIt9++61D+ZuXuTxz5gyvvPIKAQEBPPbYY/Tp04ekpKRS9fvW56F9+/a29/Tm8b9XfYmMjKR9+/YAxMXF2T1T1jbd7pm1MplMhIaGOtRrfT/Xr19Pv3798PPzIzg42K7cgQMHGD9+vK2dbdu25a233uLChQulGr+FCxdiMplYvny50/MXLlygYcOG9O3b1+54QUEBH330Ef369aN58+Y0adKEnj17snLlSsxms9O6Dh48yMsvv8xTTz2Fr68vrVu3Zvjw4Xz66ae2Ppc0lgBms5no6Gj69u2Ln58fTZs2pW/fvqxatcrpva3je/HiRaZMmcJTTz1Fw4YNb/t+VBbNVBQRERERERERERGRO2cwYnatiUv+JQCMhT8X7bfoUtW+2E0zFamEUDE2Npb8/HwGDBhAixYtii1bpUqVYs/fifT0dPr37w9Az549adSoETk5OZw6dYro6GimTp2Km5sb48aNY/PmzaSlpREWFkbDhg0d6srOziY8PJyjR4/SqlUrhg0bhtlsJiUlhYkTJ/LNN98wdepUh+u+/PJLFi1aRFBQEEOHDuXy5cu4uZVuKdoPPviAo0eP8umnn971+KxcuZLt27fTu3dvOnTowM6dO/nrX//K1atX6d27NxMmTKBbt26MGDGCL774goSEBK5cucL//d//2dXz1VdfMXz4cLKysujSpQt9+vTh8uXLbN68mUGDBrFs2TK6detmK793714WLVpEx44d6du3L9WrVyczM5MNGzawZcsWEhMT8ff3d2jvd999R0hICI0aNWLIkCFkZWXx97//nTFjxrB27Vo6depUbH/9/f2JiIjgs88+Iz09nbFjx+Ll5QVAjRo17nlfOnTowNixY1m+fDktW7akd+/edm27W0uXLmXXrl10796djh07cvXqVdu52NhY3nzzTdzd3enZsyc+Pj5kZmayZs0atm7dyt///vfbhvNWoaGh/OUvfyEuLo6xY8c6nE9ISMBsNhMWFmY7lp+fz4svvsiOHTto0qQJAwcOpEqVKqSmpvL2229z4MABFi5caFdPTEwMf/jDH3BxcaFHjx74+vryww8/cPjwYaKjo3n++edLPZavv/4669evx8fHh+HDh2MwGPjss8+YNm0a+/fvZ9GiRQ79yMrKon///lSvXp0+ffpgNBqpU6dOyW9ABVKoKCIiIiIiIiIiIiJ3xeJSFbPZA2NhLgDGgiwKjXXBcNNieZW8p+K+ffsAePrppyv83lA0q+natWusWLGCXr162Z3LysrCw8MDgPHjx3P16lXS0tIIDw+nY8eODnW98847HD16lOnTp/Pqq6/ajl+7do2xY8eycOFCQkJCCAgIsLsuJSWFOXPmMHLkyDK1/dChQyxYsICJEycSGBhYpmud2bVrF5999hl+fn4A5OXl0bt3b+Li4tiyZQt/+9vf6NChA1A04+uFF14gOTmZo0eP2vpUUFDAyy+/zM8//0xcXJytPBTNXAsJCWHKlCns2bPHFoJ26tSJw4cP89BD9vt+fv311wwcOJDZs2c7BJcAaWlpTJ48mYiICNuxQYMGMWLECD788MMSQ8WAgAACAgI4c+YM6enpjB8/3i4svtd96dixIw0bNmT58uX4+/vf8UzT2/n888/59NNPHZ63f/7zn0ydOpWGDRvy8ccfU79+fdu53bt3M3z4cGbMmHHbGYhW9evXp3PnzqSkpHD8+HGHPwqIi4vDzc2NAQMG2I4tWLCAHTt28NJLL/Ff//VfuLgULclcWFjIW2+9xdq1a+nXr5/ts3jixAmmTZuGp6cnCQkJNG/e3O4e586dA0o3lomJiaxfv56AgAASEhKoXr06AFOnTmXIkCGsX7+ebt26MWjQILvrjh07xpAhQ4iKisLV9f6M7+7PVomIiIiIiIiIiIhIhaib8YfKbkKpXWw6+86vvXgRwC7YqAxVq1Z1OFazZs1SX3/58mUSEhIIDAy0CxStdU+bNo0dO3aQmJjoEPL4+/uXOVDMzc3l9ddfx8/PjzfeeKNM197OmDFjbIEiFM0Mff7555k3bx7du3e3C9WMRiODBw9m165dpKen2/q0bds2Tp06xcsvv2xXHor2LHzllVd455132L17t22GX+3atZ22x9/fn06dOrFz507y8/MdZm82aNCA3/3ud3bHunTpgslk4uDBg3c+EP9RkX25F0aMGOHwrAFER0eTn5/Pf/3Xfzl87p5++ml69uxJUlISP/74o0M4equwsDBSUlKIi4vjj3/8o+344cOHOXHiBH369MHb2xsoCqJXrlxJ3bp1mTlzpi1QBHBxcWHGjBnExsaSkJBgCxWjo6NtS/zeGigC+Pj4lHo81q5dC8C0adNsgSJAtWrVmDZtGsOGDeNvf/ubQ6jo7u7OjBkz7ttAERQqioiIiIiIiIiIiMivgMViAcBgMFTK/Z9//nmWL1/OmDFjCAkJoXPnzgQFBdG4ceMy1XP48GEKCwsxGAxERkY6nLfuzehsj8Ann3yyzO2eNWsWp0+f5h//+Ee5BVTOZjvWq1cPgCeeeMLh3COPPALA+fPnbce+/PJLoGhpUmfjkJmZCRSNw83Lhm7dupXVq1dz5MgRLl++TEFBgd11ly9ftrXFyt/f3y6YsvLx8bG1425UZF/uhdatWzs9bu3Xnj17OHz4sMP5S5cuUVhYyMmTJ52+7zfr3bs3NWrUICEhgWnTptnej7i4OADCw8NtZU+ePMmVK1fw9fXlgw8+cFpf1apVycjIsL0+cOAAAM8991yx7SiNr776CqPR6BAQQ9FStC4uLnz99dcO5xo0aHDbsPh+oVBRRERERERERERERH7x6tWrR0ZGhl0wVZFat25NQkICCxYsYMOGDcTHxwPQpEkTIiIiGDhwYKnquXLlClC0JOmhQ4duW+6nn35yOFa3bt0ytTktLY2PPvqIyZMnO52Jdqc8PT0djllDIusegzezzty6OTSzjsM//vGPYu/1888/235evnw5M2bMoGbNmnTu3BmTyYSHh4dtv7v09HSuX7/uUIezNlnbZTabi71/aVRkX+6F2+37Z+3XkiVLir3e2bN6Kw8PD/r3709MTAwpKSk899xz5Ofnk5iYyMMPP0zXrl0d7puZmUlUVFSp7pudnQ3cCLDvRk5ODjVr1sTd3d3hnKurK97e3ly6dMnhXFk/n5VBoaKIiIiIiIiIiIjIr9jdLCnqlPk6rtcv2l4WunljsORjLMgpOu3qidnVq3zvWQrt2rXj888/t+3ldresMx4LCgocliu8evWq02vatm1LdHQ0eXl5HDlyhB07drBy5UomTpyIt7c3zzzzTIn3tQZy48ePZ+bMmXfU5tI6evQoFouFefPmMW/ePKdlHn30UQA2b95crsFjSazjsHLlSnr27Fli+YKCAiIjI6lbty6fffaZwwy+8phxeKfuh74YjUX7nxYWFjqcswZut3O758oaxh4/ftxpkFxWYWFhxMTEEBcXx3PPPcfWrVu5cuUKY8eOtZtFa71Xnz59WLZsWanq9vIq+k66cOECTZs2vat2enp6kpWV5XT52YKCAi5fvux0PCprFnVZGEsuIiIiIiIiIiIiIiJSSkZ3zC439kdzKcjCYL4xY8piuPd7vDkzdOhQ3Nzc2LhxIydOnCi2bF5eXon1WfdBPHfunMO5I0eOFHttlSpVCAoK4s033+Tdd98FYMuWLbbzxQU8rVu3xmg0sm/fvhLbeLeaN2/O8OHDnf6z7hU3bNgwhg8fTq1ate55e27Wpk0bAPbu3Vuq8pcvXyY7O5u2bds6hHA//fQTX331Vbm3sbQqoi/FPVNwI1Rz9jw7W7q0NMrar5IEBQXh6+vLli1buHr1qtOlTwGaNm2Kl5cXBw4csC0HXNq2bt++vcSyJY1lQEAAZrOZPXv2OJzbs2cPhYWFFRrAlyeFiiIiIiIiIiIiIiJSrsyuNbAY/rMHncWMwXwjpLMYKmcBvYYNGxIREcH169cZNWrUbYOS5ORkfvOb35RYn3V/wpiYGLvju3btIjEx0aH83r17nc5gtC6D6OHhYTtmDeicBTy1a9dm0KBBHD58mPfff99hHz2AU6dOcfr06RL7UJJnnnnGNkvx1n/WNs6dO5d58+ZhMpnu+n5l0atXLxo3bsxHH33Etm3bnJb54osvyM3NBYrGzcPDgyNHjtgte5mfn8+MGTO4fPlyhbTbmYroS82aNTEYDE6fKSja59JoNLJ+/XrbfaBoKdFZs2bdUb9eeukl3NzcmDlzJv/85z8dzl+/fr3MgWNYWBjXrl1j1apVbN++nccff9whoHN1deWll17i+++/549//KNdf6y+//57uz8uGDVqFK6urnzwwQdO/+jg5nEraSyHDRsGwJw5c+zunZuby+zZRTPDy2O2dGXQ8qciIiIiIiIiIiIiUr4MRsyuNXHJ/8HJucr7tfTrr79OYWEhUVFR9O3bl7Zt2xIYGEi1atW4dOkSe/bsITMzk8DAwBLrGjp0KEuWLGHRokWkp6fTrFkzTp48SXJyMr1792bjxo125ZcuXUpKSgodO3akUaNGVK9enW+++Ybk5GRq1qzJiBEjbGU7deqE0Whk9uzZHD9+3DaLbNKkSQDMmjWLzMxM5s2bR3x8PO3ataNOnTpcuHCBjIwMDh06xOLFi2nUqFE5jt79xc3Njb/+9a+MGDGCUaNG0bZtW/z9/fHw8ODcuXMcPnyYf/3rXxw8eBAPDw+MRiNjx45l0aJFdOvWjZ49e5Kfn09qaipZWVl07NiR1NTUX2xfqlevTuvWrdm7dy+vvfYajz32GEajkZ67YE+UAAAgAElEQVQ9e9KyZUvq1avHoEGDiI+Pp0ePHnTr1o0ff/yR7du3ExwczNGjR8vcr6ZNmxIZGcnkyZN57rnn6NKlC4899hgFBQWcPXuWvXv38vDDD7Nz585S1xkaGsq8efOIjIwkPz+fsLAwp+UmTZpEeno6q1evJikpiU6dOlG/fn0uXbpEZmYm+/fvZ+rUqTRr1gyAZs2a8ec//5nf//739OrVi549e+Lr68uVK1c4cuQI1atX5+OPPy7VWA4aNIjNmzfz97//na5du9KrVy8MBgObN2/m9OnT9O/fn8GDB5d5PO8HChVFREREREREREREpNxZjFWxGKtiMF+7cczgAobKXUDvjTfeoF+/fqxatYrU1FRiY2PJy8ujVq1a+Pv7M3HixFL9wr927drEx8fzpz/9ib1797Jnzx4CAwNZs2YNp0+fdggVR48ejZeXFwcPHmT//v0UFBRQv359Ro8ezYQJE2jQoIGtrJ+fH/Pnz+fDDz8kOjqaa9eKxtAaKnp6ehIfH09MTAzr169n48aN5OXlUbt2bXx9fZk5cyadO3cux1G7P7Vs2ZKkpCT+93//l61btxIbG4vRaKRu3br4+/szefJkvL29beXffPNNvL29WbNmDTExMXh6etK5c2emTp162z0jK0pF9GXBggXMnDmT5ORkEhMTsVgs1K9fn5YtWwLw3nvvUadOHRITE1m1ahUmk4kxY8bwyiuv8Pe///2O+jVkyBBatmzJ0qVLSU1NZefOnVSrVo169eoREhLC888/X6b6TCYTHTt2ZPfu3bi6ut72s+rm5saKFSuIj49n3bp1bNu2jZ9++omHH36Yhg0b8uabbzJo0CC7a0aMGEHz5s1ZunQpaWlpbN68GW9vbx5//HGHmYUljeXixYtp3749sbGx/N///R9Q9LmeNWsWo0aNKlOf7ycGi8VS2W2Qe88CzqfKi6PatWsDN5YdEBG5G/pOEZHyou8TESlP+k4RkfKk75QHw6VLl2zvVYUyF+B6/Xv+8ytKLMYqFLrXqfh2yAPB1bVoHpSzJV1FxLnSfL/7+PhYfzTczb20p6KIiIiIiIiIiIiI3BtGV8yuNWwvLQb3SmyMiIjcDS1/KiIiIiIiIiIiIiL3jNnloaIfLIWYXT0rtzEiInLHFCqKiIiIiIiIiIiIyL1jMChMFBH5BdDypyIiIiIiIiIiIiIiIiJSLIWKIiIiIiIiIiIiIiIiIlIshYoiIiIiIiIiIiIiIiIiUiyFiiIiIiIiIiIiIiIiIiJSLIWKIiIiIiIiIiIiIiIiIlIshYoiIiIiIiIiIiIiIiIiUiyFiiIiIiIiIiIiIiIiIiJSLIWKIiIiIiIiIiIiIiIiIlIshYoiIiIiIiIiIiIiIiIiUiyFiiIiIiIiIiIiIiIiIiJSLIWKIiIiIiIiIiIiIiK3cebMGUwmE5MmTarspsgvQEpKCs8//zwtW7bEZDIxZsyYym6SSKkpVBQRERERERERERGRX5WMjAzefvttnnvuOVq0aEHjxo1p06YNI0eOZM2aNVy7dq1S2xcZGYnJZCI1NbVS2wGQmpqKyWS67b8///nPld3EB8aZM2cYM2YMZ86cITw8nIiICAYMGFBh9zeZTISGhlbY/X7Jfq1j6VrZDRARERERERERERERqSjvv/8+UVFRmM1m2rRpQ1hYGNWqVePSpUukpaUxZcoUoqOj2bRpU2U39b7SoUMHOnTo4HA8KCioElrzYNq1axfXrl1j3rx5DBo0qLKbI1JmChVFRERERERERERE5FdhwYIFzJs3Dx8fH5YuXUqbNm0cyiQlJbF06dJKaN39rUOHDkyePLmym/FA+/777wGoV69eJbdE5M5o+VMRERERERERERER+cU7c+YMUVFRuLm5sXr1aqeBIkCPHj2IiYkpsb7Q0FBMJpPTc7GxsZhMJmJjY+2Op6en8+qrrxIcHIyvry+tWrWiV69ezJgxg/z8fACCg4OJiooCICwszG6p0Zvl5uaycOFCevToQdOmTfHz86N///4kJiY6tMe6hGlkZCQHDx5k5MiR+Pv7YzKZOHPmTIl9LS83j8vOnTsZNGgQfn5+tGrVijfeeIPs7GwAjh49yqhRo2jZsiV+fn68+OKLt23nlStXmD17Ns8++yxNmjShRYsWhIeHk5KS4lD26tWrLFmyhLCwMJ566ikaN25Mq1atePHFF/nyyy+d1m9d5vLy5cu89dZbtG7dGl9fX7p27erw/t6OdfznzZsH2L+vNy9xe6/6Yh13gLS0NLtnKjIy0q6N1te3Cg4OJjg42Gm9sbGxJCcnExoaSosWLRye1YyMDCZNmkTbtm3x9fUlMDCQiRMnkpGRUarxS0xMxGQyMXPmTKfn8/LyaNmyJU8++SQFBQUO14aGhtKyZUsee+wxnn32WebPn09eXp7TujIyMoiIiLB9Rp944gkGDRrEqlWr7PoMtx9Lq08//ZTBgwfTokULmjRpQrdu3Vi4cKHTe1vHNycnh5kzZxIcHMyjjz562/ejsmimooiIiIiIiIiIiIj84sXGxpKfn8+AAQNo0aJFsWWrVKlS7vdPT0+nf//+APTs2ZNGjRqRk5PDqVOniI6OZurUqbi5uTFu3Dg2b95MWloaYWFhNGzY0KGu7OxswsPDOXr0KK1atWLYsGGYzWZSUlKYOHEi33zzDVOnTnW47ssvv2TRokUEBQUxdOhQLl++jJubW6naf+rUKVauXElOTg5169alXbt2PPbYY3c0FklJSWzdupXu3bszcuRIvvjiC9atW8d3333H9OnTCQ0NJTg4mGHDhnH8+HGSkpL417/+xbZt2zAab8yV+u677wgNDeXMmTMEBwfTpUsXcnNz2bp1KyNGjGDu3LmMGDHCVv7bb79l7ty5BAcH061bN2rWrMnZs2fZsmULycnJfPTRR3Tt2tWhvdnZ2QwYMAB3d3dCQkLIy8tjw4YNREREYDAYCA8PL7a/DRs2JCIigrS0NIf31fr/veyLv78/ERERREVF0aBBA7v2OlvStqw2bNjAjh076Nq1KyNHjrQLgJOTkxk3bhwFBQX06NGDxo0bc/78eTZt2sS2bduIi4ujVatWxdbfu3dvatSowfr163n77bdxdbWPtjZv3kx2djYTJkywOzd58mTWrl1L/fr16dOnDzVq1ODAgQO899577N69m7Vr19qV37p1KxMmTOD69et06dKFgQMHkp2dTXp6OkuWLGH06NGlHsvZs2ezaNEivL29GThwINWrVyc5OZk5c+aQkpLCmjVrHD57+fn5hIeHk5WVxbPPPstDDz3k9PNfmRQqioiIiIiIiIiIiMgv3r59+wB4+umnK+X+cXFxXLt2jRUrVtCrVy+7c1lZWXh4eAAwfvx4rl69SlpaGuHh4XTs2NGhrnfeeYejR48yffp0Xn31Vdvxa9euMXbsWBYuXEhISAgBAQF216WkpDBnzhxGjhxZ5vYnJCSQkJBgd6xv376899571KxZs0x1bdmyhdjYWFsIYzabeeGFF9i1axcjRozgL3/5C4MHD7aVt4ZDSUlJdmM3adIkvvvuOxYvXsyAAQNsx7OzswkNDWXGjBn07NmTOnXqAODn58eBAwfw9va2a8+5c+fo168fM2fOdBoqpqenM3z4cObOnYuLiwtQ9D51796dxYsXlypUnDx5MpGRkbd9X+9lXwICAggICCAqKsrWlvK0fft2Vq9e7TB2WVlZTJw4EQ8PDxISEmjWrJnt3DfffEO/fv2YMmUKmzdvLrb+qlWr0r9/f2JiYkhOTqZHjx525+Pi4oCiGaBWsbGxrF27lj59+rBw4ULb5wsgMjKSqKgoPvroI8aNGwfA5cuXee211ygsLGTdunUOYeu5c+eA0o3lF198waJFi/Dx8WHDhg3UrVsXgD/84Q+MHTuWrVu3smTJEl5//XW7677//nv8/PyIj4+nWrVqxY5JZVGoKCIiIiIiIiIiIvIrFvt12QOmyjLUf/UdX3vx4kUA6tevX17NuSNVq1Z1OFaWUO7y5cskJCQQGBhoFyha6542bRo7duwgMTHRIVT09/cvc6D48MMPM23aNLp160bDhg3Jy8vj8OHDzJkzh40bN/Lvf/+bhIQEuxmEJRkwYIBdaGM0GhkyZAi7du2iRYsWdoEiFC01u3btWr7++mtbqPj111+TlpZGSEiIXQgH4OXlxZQpUxgzZgwbNmzgxRdfBKBGjRpO2+Pj40NISAgrVqzg7NmzDst3enh48M4779gCRYBmzZoRFBTEnj17+PHHH3nooYdK3f9bVWRf7oVevXo5DWM//vhjsrOzmTVrll2gCNC8eXNeeOEFli1bxokTJxzO3yosLIyYmBji4uLsQsWLFy+SkpJCQEAAjz/+uO348uXLcXV1JTIy0i5QhKIAd+XKlaxfv94WKq5bt46cnBzGjh3rdPamj49PyQPxH9ZlcX/3u9/ZAkUAV1dXZsyYwfbt21mzZo1DqAgwY8aM+zZQBIWKIiIiIiIiIiIiIvIrYLFYADAYDJVy/+eff57ly5czZswYQkJC6Ny5M0FBQTRu3LhM9Rw+fJjCwkIMBoPT/dasezN+++23DueefPLJMre7efPmNG/e3Pa6evXqdO3albZt29KzZ0/279/vMIOwJIGBgQ7H6tWrB8ATTzzhcO6RRx4B4Pz587Zj1n0Dc3JynI7DDz/8AOCwb9/+/ftZtmwZX375JT/88APXr1+3O3/+/HmHIM7X1xdPT0+He1iDpuzs7LsKFSuyL/fC7Z4ra7/S09Od9uvkyZNA0bNaUqgYFBTEY489xtatW8nKyrIF8QkJCRQWFtrNFs3NzSU9PR1vb2+WLVvmtL4qVarYfUYOHDgA4DQcLauvvvoKgE6dOjmca9KkCfXr1+f06dNkZ2fj5eVlO1e1alVatmx51/e/lxQqioiIiIiIiIiIiMgvXr169cjIyLALpipS69atSUhIYMGCBWzYsIH4+HigKGSIiIhg4MCBparnypUrABw6dIhDhw7dttxPP/3kcOzmWVN3y9PTk4EDB7JgwQL27NlTplDRWUBn3dvO2Qw86zlrYAo3xmHnzp3s3Lnztve6eRw2bdrEb3/7W6pUqcIzzzzDo48+SrVq1TAajbb9Dm8N5gC74Odm1pmLZrP5tvcvjYrsy71wu+fK2q+YmJhir3f2rDoTFhbG3Llz+eSTTxg9ejRQNBvSzc3N7vOTlZWFxWLhhx9+ICoqqlR1X716FbgRYN+NnJwc4EZQfqu6dety9uxZcnJy7J6thx9+uNL+6KG0FCqKiIiIiIiIiIiI/IrdzZKiD5J27drx+eefs3v3boYPH37X9Vl/+V9QUGALvaysAcWt2rZtS3R0NHl5eRw5coQdO3awcuVKJk6ciLe3N88880yJ97UGcuPHj2fmzJl31Oby8vDDDwPw888/l2u9pWENH999913Gjh1bqmvee+893N3d2bRpE35+fnbn3nrrLdLS0sq9naVxP/TFunxtQUGB0/M5OTlOw+DiWMsnJSWVywy8IUOG8N577xEXF8fo0aM5evQox44do1evXrZnEW6MZ0BAQIn7Nd56zYULF+yWUb0T1n5fvHjR6Uxk61LMt47n/R4oApR+kWMRERERERERERERkQfU0KFDcXNzY+PGjZw4caLYsnl5eSXWZ11+8dy5cw7njhw5Uuy1VapUISgoiDfffJN3330XgC1bttjOWwOewsJCh2tbt26N0Whk3759JbbxXrMuGfnoo49W+L3btGkDwN69e0t9zalTp/Dz83MI4cxmM/v37y/X9pVFRfXFaDQ6fabgxmxMZ89zZmYm2dnZpW6b1VNPPQVQbs+qyWSiU6dOHDx4kIyMDNatWwcUzWC8WfXq1WnevDknTpywzZYsifU9SE5OLlX54sbSupeps2A3MzOT8+fP06hRo9vOgL2fKVQUERERERERERERkV+8hg0bEhERwfXr1xk1ahSHDx92Wi45OZnf/OY3JdZn3Ufu1qUdd+3aRWJiokP5vXv3Op3BeOnSJQA8PDxsx2rVqgU4D3hq167NoEGDOHz4MO+//77TmWWnTp3i9OnTJfahNPbv3+90ec/4+Hg+/fRT3N3d6d+/f7ncqywCAwMJDg5m06ZNrF271mmZY8eO2cYXoEGDBmRmZnLhwgXbMYvFQlRUVIlB871UUX2pVauW02cKoGnTpnh6erJlyxa7++Tm5jJjxow76Rbh4eF4eXkRFRXFwYMHHc6bzWZSU1PLXCfA2rVr+eSTT6hVqxbdu3d3KPfb3/6W69evM3nyZKeBaFZWlm3vQ2u9np6eREdHs2fPHofyt45bcWM5dOhQAD744APbfphQ9EcC//3f/43ZbGbYsGGl6O39R8ufioiIiIiIiIiIiMivwuuvv05hYSFRUVH07duXtm3bEhgYSLVq1bh06RJ79uwhMzOTwMDAEusaOnQoS5YsYdGiRaSnp9OsWTNOnjxJcnIyvXv3ZuPGjXblly5dSkpKCh07dqRRo0ZUr16db775huTkZGrWrMmIESNsZTt16oTRaGT27NkcP37cNqNp0qRJAMyaNYvMzEzmzZtHfHw87dq1o06dOly4cIGMjAwOHTrE4sWLadSo0V2P2WuvvYbZbKZt27bUr1+fvLw8Dh8+zMGDB3F1dWXOnDk0bNjwru9zJxYtWkR4eDiTJ09m+fLltG7dGi8vL86fP8+xY8c4fvw4n376KbVr1waKloz9/e9/T69evejbty9ubm7s37+fEydO0KNHD5KSkiqlHxXVl6efftq2H+ETTzyBi4sL7du3p3379ri5uTF27Fjmz59Pr1696N27NwUFBezatYt69erd0V6D3t7eLF26lHHjxtG/f3+efvppmjVrhtFo5OzZsxw4cIArV65w8uTJUtfZp08fPD09WbZsGfn5+YwZMwY3NzeHcsOGDePIkSOsWrWKjh070qVLF0wmE1lZWZw+fZq9e/cSHh7O3LlzbW1dtGgREyZMICwsjK5du/L444/z448/cuzYMc6dO2cXNhY3lkFBQbz66qssXryY5557jpCQEKpVq0ZycjLHjx+nXbt2vPLKK2Uez/uBQkURERERERERERER+dV444036NevH6tWrSI1NZXY2Fjy8vKoVasW/v7+TJw4kcGDB5dYT+3atYmPj+dPf/oTe/fuZc+ePQQGBrJmzRpOnz7tECqOHj0aLy8vDh48yP79+ykoKKB+/fqMHj2aCRMm0KBBA1tZPz8/5s+fz4cffkh0dDTXrl0DboSKnp6exMfHExMTw/r169m4cSN5eXnUrl0bX19fZs6cSefOnctlvEaNGsWuXbvYv38/V65cwWKx8MgjjxAeHs64cePw9/cvl/vcCR8fHz777DNWrFjBxo0bWb9+PWazmTp16uDn58dLL71ktz/eyJEjcXd3Z9myZcTFxVG1alWCg4OJiopi48aNlRoqVkRf3n33XQwGA7t372b79u2YzWYiIiJo3749AFOmTMHDw4O//e1vxMTEUKdOHQYMGMDkyZPp0qXLHfWrc+fObN26lQ8//JAdO3awb98+3NzcqFevHh07diQkJKRM9Xl4eNCvXz/WrFkDOC59erM///nPdO3aldWrV7Nr1y6uXr1KzZo1MZlMvPzyywwZMsSufPfu3dm4cSP/8z//w+eff87OnTvx8vKiadOmvPbaa3ZlSxrL6dOnExAQwMqVK/n4448pKCjg0Ucf5a233mLChAm4u7uXqd/3C4PFYqnsNsi9ZwHnU+XFkfUvPW6e4i0icqf0nSIi5UXfJyJSnvSdIiLlSd8pD4ZLly7Z3iuR+5Wra9E8KGdLuoqIc6X5fvfx8bH+aLibe2lPRREREREREREREREREREplkJFERERERERERERERERESmWQkURERERERERERERERERKZZCRREREREREREREREREREplkJFERERERERERERERERESmWQkURERERERERERERERERKZZCRREREREREREREREREREplkJFERERERERERERkV8Bi8VS2U0QEZFyVNHf6woVRURERERERERERH7hDAYDZrO5spshIiLlyGw2YzAYKux+ChVFREREREREREREfuHc3d3Jy8ur7GaIiEg5ysvLw93dvcLup1BRRERERERERERE5BfOw8OD3Nxcfv75ZwoLC7UUqojIA8pisVBYWMjPP/9Mbm4uHh4eFXZv1wq7k4iIiIiIiIiIiIhUCldXV7y8vMjNzSUrK0uhotyXjMaieVBaqlekeAaDAXd3d7y8vHB1rbioT6GiiIiIiIiIiIiIyK+Aq6srnp6eld0MkduqXbs2AJcuXarkloiIM1r+VERERERERERERERERESKpVBRRERERERERERE/n979x0mWVUtbPwdAclJHK4ErwooFwVFBMXxI4kiYkZcFwNgAOUakHSNKCoqopJEvSrBuSJ+sBDESFCCI6BkVMRAEBUUlKTkMMz9Y++ii6bqdHVXd1fXzPt7nnpOV+0T1jmn6nT3WbX2liRJamRSUZIkSZIkSZIkSVIjk4qSJEmSJEmSJEmSGplUlCRJkiRJkiRJktTIpKIkSZIkSZIkSZKkRiYVJUmSJEmSJEmSJDWatWDBgkHHoKnnSZYkSZIkSZIkSVq0zepnYSsVJUmSJEmSJEmSJDVafNABaFr0lXle1ETEJQCZ+ZxBxyJp+HlNkTRZvJ5ImkxeUyRNJq8pkiaL1xNpZrNSUZIkSZIkSZIkSVIjk4qSJEmSJEmSJEmSGplUlCRJkiRJkiRJktTIpKIkSZIkSZIkSZKkRiYVJUmSJEmSJEmSJDWatWDBgkHHIEmSJEmSJEmSJGkGs1JRkiRJkiRJkiRJUiOTipIkSZIkSZIkSZIamVSUJEmSJEmSJEmS1MikoiRJkiRJkiRJkqRGJhUlSZIkSZIkSZIkNTKpKEmSJEmSJEmSJKmRSUVJkiRJkiRJkiRJjRYfdADSTBERawKfALYFVgH+BpwCfDwzbxtkbJKGR0SsArwGeBmwAbAGcD/wa+DrwNcz86HBRShp2EXETsA36tPdMvOoQcYjafhExGbAnsAc4HHArZS/VQ7LzB8NMjZJwyUiXga8F3g6I/dSLgEOycyfDzI2STNPROwAbAFsCDwLWB44LjPf1LDMHGA/YFNgKeBq4BjgiMycP+VBS3oEKxUlICLWpvzR+xbgQuBQ4FrKH8Y/r0kCSerF64AjgecBFwCHAScB6wNHARkRswYXnqRhFhFPBI4A7hx0LJKGU0TsB8wDNgdOAw4Gvg+sDGw5uMgkDZuIOAj4AbAR5XpyOHAp8CrgvIjomiSQtMjaD3g3Jal4w1gzR8SrGPm75TvAl4DHUu7dHj91YUrqxkpFqfgysCqwR2Ye0XoxIg4B9gI+Bew+oNgkDZc/AK8EfthekRgRH6J8aeG1wPaURKMk9ax+IeHrwC3AycC+g41I0rCJiNcBBwA/AbbPzDtGtS8xkMAkDZ2IeALlb5GbgGdm5t/b2rYCzqL0BvXNwUQoaYbaC7ieUm24BXB2txkjYgXKl7bnA1tm5sX19Y9QrjE7RMSOmWlyUZpGVipqkRcRawHbANdRvu3Sbn/gLmCniFh2mkOTNIQy86zM/P7oLk4z80bgK/XpltMemKSFwR7ACyk9K9w14FgkDZmIeAxwEHA38IbRCUWAzHxg2gOTNKyeRLmveEF7QhEgM88G7gBmDyIwSTNXZp6dmVdl5oIeZt+Bch05vpVQrOu4l1LxCPBfUxCmpAYmFaVycw7gjA5JgDuA84BlKP12S1I/WjfqHhxoFJKGTkSsB3wGODwz5w06HklDaQ7wFOBHwG0R8bKIeH9EvDcinj/g2CQNn6soY8c/NyIe394QEZtTxkn7ySACk7TQaN2zPa1D2zzKF6XmRMSS0xeSJLs/lWDdOv1Dl/arKJWMTwPOnJaIJC10ImJxYOf6tNMfxJLUUb1+HAv8GfjQgMORNLw2qdObKGOebdDeGBHzgB0y8x/THZik4ZOZt0bE+4FDgCsj4hRKF+1rU4aD+DHwjgGGKGn4db1nm5kPRsQfgWcAawG/nc7ApEWZlYoSrFin/+zS3np9pWmIRdLC6zPA+sCPMvP0QQcjaah8FHg28ObMvGfQwUgaWqvW6e7A0sCLKJVE6wOnA5sDJw4mNEnDKDMPo4wXvziwG/AB4HXAX4C5o7tFlaRx8p6tNAOZVJTGNqtOe+nrW5IeJSL2APYBfgfsNOBwJA2RiHgupTrx4Mz8+aDjkTTUFqvTWZSKxDMz887M/A3wGuB6YAu7QpXUq4h4H/BtYC6lQnFZ4DnAtcBxEfHZwUUnaRHgPVtpAEwqSiPfalmxS/sKo+aTpJ5FxLuAw4Erga0y89YBhyRpSLR1e/oH4CMDDkfS8LutTq/NzF+2N9Qq6FZPCs+d1qgkDaWI2BI4CPheZu6dmddm5t2ZeSnliwo3APtExFqDjFPSUPOerTQDmVSU4Pd1+rQu7U+t025jLkpSRxGxJ/BF4ApKQvHGAYckabgsR/n7ZD3g3ohY0HoA+9d5jqyvHTawKCUNi9b/Pbd3aW8lHZeehlgkDb+X1+nZoxsy827gQsp9x2dPZ1CSFipd79nWL2A+BXiQUh0taZqYVJRG/gDeJiIe8ZmIiOWBFwD3AL+Y7sAkDa+IeD9wKHA5JaHoeCKSxus+4Oguj8vqPOfW53aNKmks8yg33p4aEY/t0L5+nV43bRFJGmZL1unsLu2t1++fhlgkLZzOqtNtO7RtDiwDnJ+Z901fSJIWH3QA0qBl5jURcQawDfAu4Ii25o9TxgT4ambeNYj4JA2fiPgI8AngEmAbuzyVNBG1O8JdO7VFxMco3/z/38w8ajrjkjScMvPmiDgBeCPwUWC/VltEvBh4CaX7sNMGE6GkIfMz4N3A2yPiq5l5Q6shIl5K+YL2vcD5A4pP0s9NdGUAABeuSURBVPD7NqWb5R0j4ojMvBggIpYCPlnn+Z9BBSctqmYtWOA4plJErE35Q3dV4LvAb4HnAVtRuj2dk5m3DC5CScMiInYB5gLzKV9S6NS3/3WZOXcaw5K0kKlJxf2B3UwqSupVRKwKnAesQ0kIXAg8iTL+2QLgDZl54uAilDQsak9PpwMvAu4AvgPcSOm2/eXALGDPzDx8YEFKmnEi4tXAq+vTJ1C+1HQt5e8SgJszc99R83+b8iWF44FbgVcC69bXIzNNcEjTyO5PJUq1IrAxJRHwPGAfYG3gC8DzTShKGoen1OliwJ6Um/6jH28eSGSSJGmRVrtjfx6li/YnAnsALwR+CGxmQlFSrzLzIWA7YC/gSsqXE/YBNgV+BLzEhKKkDjYEdqmPl9TX1mp7bYf2mTPzFGALSjfurwXeAzwA7A3saEJRmn5WKkqSJEmSJEmSJElqZKWiJEmSJEmSJEmSpEYmFSVJkiRJkiRJkiQ1MqkoSZIkSZIkSZIkqZFJRUmSJEmSJEmSJEmNTCpKkiRJkiRJkiRJamRSUZIkSZIkSZIkSVIjk4qSJEmSJEmSJEmSGplUlCRJkiRJkiRJktTIpKIkSZIkSZIkSZKkRiYVJUmSJEmSJEmSJDUyqShJkiRJkiRJkiSp0eKDDkCSJEmShk1ErANcBczPzKH+vyoiDgLeB+ycmcfOgHh2BY4EzszMF03TNq8H1gA2y8xzp2ObwxSPtDCIiK8Dbwa2zczTBxyOJEnSUBrqf34lSZKkTiJiLrBLD7PulZmHTXE4jSJiI+CVwLWZ+Y1BxqJFT0SsAbwHuAb41oDD0QwVEdsDzwTOysx5fa5rSWAvYEdgHeBB4ErgaOCYzFzQZ7idtjkb2BLYpD6eAyxfm5fIzAcne5t1u0sALwa2A54PPBVYCrgZuAg4OjO/NxXbnski4lnAHEbOx3rAYsBxmfmmMZbt51x+GtgJODAizpiK95okSdLCzqSiJEmSFmYPALc2tN81XYE02AjYHzgTMKmo6fYxYGngM5k5f8CxaObaHngjJQE44aRiRKwInANsWF+6m/L+e359vDwidpiC9+IuwOcmeZ29+BqlMq7lAeBeYDXKl0leGRHHAztNVWJzhjoOeMYEl53wuczMqyLiREpCO4ATJhiDJEnSIsukoiRJkhZm52fmloMOQpqJImIVYGdKct0qRU2HYygJxZsp3e2eGhGLU96HXwZeDXyU8kWLybQA+AtwMaVC8DHAJyd5G50sAVxPqcL8DvCrzFwQEasDHwF2pyS4/gh8aBrimSnuBy5j5HwE0GtXx/2ey6Mox3xvTCpKkiSNm0lFSZIkSVo07Qw8FjgpM+8edDBauEXEJpSKR4BdMvNUgFqhd0xErAx8Htg3Io7IzJsncfOHZebBbbFMy1idwBHA2zLzvvYXM/OvwH9FxHLAm4D3RMTHR8+3ENukvRo1IrYYx7L9nsuzgRuB50bE+pl5xTiXlyRJWqSZVJQkSZJGiYjNgXcBLwBmA3cClwJHZWbHyoaIeCbwGsr4Wf8O/Ftd7lfAscDczHyobf7FKV3htWwdEaPHd9osM8+NiHWAq4D5mdnxb/h6Y/XHwDWZuc6otuuBNYDNgD9RKmK2BVYHfp2ZG/e7/00i4puUrhM/AhwIvJfSJeA6lK4AzwU+lpmXNi2bmR2rUSLi3BrrTpn5zbbXdwWOBM7MzBdFxBuBd1O63buP0o3jhzLz93X+NeqxeRnwBEo1zJHA59vPXZcYNgM+CDwXWAb4fV32K03L1vfNXpQxwlarx+MKSle4x4zuEnH0eyEi5gD7UrqOXBU4NDP3bYq1zVvqNMfYt9WA91HGhft3SpXR74DjgS93SoT0c867xLA2Zb9nAetl5u+6zLcCJWGwNLB1Zp7Vy/p72P64j0Hbss8B9gE2p3ye/gVcAnwtM0+eQCyPA06lvNcuA16Smf/oYbnFKO+zV1M+L2sAKwG3AL8AvpCZ54xapnVdaTkgIg5oe971mtTBG+r0ysz8UYf2r1C6412uxnhUj+sd06C69s3MC8aYZS4lqbgcsC7l98VCr5/z0e+5zMyHIuIkyu+4t1A+m5IkSerRYwYdgCRJkjRTRMSsiPg88FNKd2xrUJJPK1O6Zjs+Ir4ZEZ3+jp5HuSH+Akqy7h7gcZSb+EcD36k39VsWADdREgxQkhQ3jXrcP4m7B7AecDmly71VKeOjPazP/e/FEsBpwMGUG+jz67pfAZwbEc+d4HrHFBEHA98ENqYkph5PqZo6NyLWiYh1gQuAd9aYFqckwA4CDh1j3UGpfnkpsBil+m9D4EtAjjrv7cvtSUkKvRl4MiXJvBzlPfRV4LSIWLphu2+gvO9eQ0mi9XyzPSKeAGxQn57XMN+mwG+APYGn1RiXpCS0DgHOj4jZDZualHOemddQxuKDkWRoJ6+nHIs/Us5J3/o5BhHxTuDCGtcalDEEVwZeApwUEXPH83mqyc15ddvnAVv1klCsNgB+QkmsPxtYse7LapT30NkR8b5Ry9xHuRbdW5/fySOvUTf2GjuwVZ2e3qkxM++iJJsBXjiO9Q6zW9p+7nid0JRoXfO2GWgUkiRJQ8ikoiRJkjRib0rVwt8pibeVM3MFYFnKGEw3UqqvOlU2nAO8jVLFtGRmrkRJEO1S1/dKYI/WzJk5PzOf0Laun2XmE0Y9Lpzk/TuEUn23aWYum5mt/WrpZ/97sQcl2fY6yrFZoT6/kpIIOmyC6x3LxsB76mPFzFy+bvcqSnLxQOA44DrgmZm5Yo2tNa7beyLiP7qs+zGUiqrTgCdn5sqUZM0HKInj19LheEXEaynJyrvrvKvWuJahVJFeBWxN6Q6y23a/BpxUt7tSXfaLYx8OoCQuAf7SLSlVx1w8hZIE+yWwcdv74T+BfwIbUaoqu5nMc96qXNupW6KWkYTj3MwcXfk7bv0cg1rxewTlXJ0ArFnfHytTxg1cQLk+jE7kdYvlKZSk2zOAM4BtMvOf49id+2ocL6dUUi+dmctRqnL3pyR8D6yVlQBk5s/qdeqk+tJBo65Ra/YY+2MoSWUoCdpurqzTp/e6U0Ou1e3n/ZTPvKbHxXX6jFr5K0mSpB7Z/akkSZIWZnMiolslzamZ+XDFU72x+AnKzd3tMvOSVltm3gOcULsRPRd4f0Qc2t41ZWa+evQGauXNNyLiL8BZlCq4xqq3KXY/8OL2JFJmXg3973+PVgTmZOYv2l77ZUS8ldL94vMjYo3MvGEiOzfGdvfLzIcTbpn5y4h4B+W87ECpGForM/9V2+8GPhERW1O6rdwe+HSHdc+iVMVtn5n312XvAg6KiOWBDwMfrGPE3QMPd33bSqa9ITO/3xbX/cDpEbEdpSvE3epYa3/vsN2LgR1bybN6Pq7r8Zi0KgSbulvcg5J8upWSwPp73c58SgXmncAPgW0jYvPMnNdhHZN5zk+iJOlWoyRef9jeGBHrAc8DHqJ0KzkZ+jkGB1ASivMo5/mhuuwdlG5Elwf+m/L++GJm3tktiIh4OqUb0tWBk4HXt95vvcrM3/LILxG0Xr+J8l5fjJLs3B3YbTzr7sHKwFL15782zNdqW22Stz/j1PPfSiif2HT+NemupnyhYxlgE7pUz0qSJOnRrFSUJEnSwmwJSkKg02PlUfO+jnKDcV57Qq1dZp5HGZNwFUr3gb06B7gDWCciVh3HcpNtbkNXiVO5/y3njEoutdZ7ASPdKD5jAusdy710roibx0gXs19qJRRHObNO129Y/+e7JHg+X9e/EqXqsGVrYE3g6vaEYrua7L2Q8h7eotM8wMF9VOO1kjY3N8yzQ51+rUNSkzou3kX1aXRZx6Sd8zpuYWvMzLd2mKX12pmZ+ede1tmDCR2D+jnfvD79dJdxNQ+kvD9WoCRJO4qITSjv1dWB/wVivAnFHrXeiy9onGtilm37+Z6G+e6u0+WmIIaZ5kjKOb2dMparpkm9bra6nl3oE9iSJEmTyUpFSZIkLcx+mplb9jjvnNa0oboRyjiJAE9kJJlARMyiJObeSOkOcTZl3LXRVqd0LzoIP29o62v/e9Q0/w2UbhhHJ3snw7W1evARMnN+RNxat3tFl2VvqtOmuM7p9GJm3h4Rv6RUwmwE/KA2tY71E8c41iu25uvS3nQ+x/L4Or2tU2Mdy3G9+rRpbMKzGNm/Tib7nB9JqR58RUQ8PjNvrvEuDuxU5zl6HOvrqs9j0Eq6z6ckBB8lM2+LiMso1ZUbAd/uMNuWlGq25SlVmu/tp1vXiFiGUon4Ksq+tcYPbbf6RNffYFbbz313SzvsImI/Sve5C4C3TWISXL27jXJtffxYM0qSJGmESUVJkiSpaFUrLFMfY3l4nohYgpIQeGVb+32UKrD59flsSk8h7RU7061blSL0sf/jcEdD2711usQE1juWvzW0zR9jnlZ7U1xN3TneQEk4zW57rXWsl6RUzY6l07Fur7SZiFbCu1vF2yqMJIKauia9vk5nd2mf1HOemVdExIWU7lvfCBxem17GSDelp/S6vjH0cwxaP9/W6va2Ydnn0f34HVCnZ2TmHl3m6UlErEFJgK/T9vJdlOTKQ8BilATLVFyj2rv2bLp2tNoW2q5AI+KdjJzX92bmyYOMZxHWuv4sPdAoJEmShoxJRUmSJKloDQ3wucx8X+Ocj7Y7JaF4F/AB4JTMvL59hoj4G6Uqa9ajF5828xva+tl/ddfpfLeO9YmZ2a3b0LE81E/FGiX5BqVr1rF0qrgdpCMpScW3MJJUbI2P+q3aTepkm+gx6PfYHU8ZB/HFEbFbZh7Zx7q+QEkoXgPsS+ma9vZWY0SsC/yOqblG3UZJ4ixFcyVkq63piwBDKyLeDLTGdt0vM48YYDiLulaFdD9fzpAkSVrkOKaiJEmSVLS6uXz6BJZ9XZ1+LDO/2CGhuAQj3YZOxIN1+pi6rk5W7PJ6r/rZ/6nU2velGubpd9/71TQmV6utvUp0Jhzr1liK3boevYWRbiqf1LCeNeu0qQp2sh1PqWR7VkQ8u45fuF1tO2YSt9PPMWj9vHxENHXvOtbx+xKl+9NZwFcjYpeGdXUVEUsBL69Pd8zMU9oTilUvVbMTUseU/F192jSGZuszceVUxTIoEbEjpWveWcBBmfmpAYe0qGt9LpvGlZUkSdIoJhUlSZKkojU+3VZjJAE6aSUGLuvSvhnw2C5tD9VpU3XQ7W3zrNFlnk0alu9FP/s/lVr7vmanxohYHlh3+sLpaItOL0bEisCz6tNL25pax/oZtTpsEH5fp0/p1Fi77PxtfbpVw3peWKeXNswzqTLzTuCE+vStlLEUlwAuz8xun8GJbKefY9AeR8dl6+esNfZi1+OXmZ8D9qN8/o+JiNc3xNLNqoxcgy7vMs+LGpbv5To1lta4lC/u1FjHe3xBfXpmH9uZcSLi1cCxlHswX8zMDww4pEVa/b2xSn36u6Z5JUmS9EgmFSVJkqTiBOBuypheBzXN2CHp9s863aDDvIszMn5WJ/+q067dUNaKolb146s6bGM28LaGbfSin/2fSr+u020jolNXkvswNeMwjse+XSpI96Z0f3k78JO2189gZIy+wyJisW4rnsJjfV6dPjMiuiW8v12nb42IR1WxRcR2jCSzc5LjG0urG9A3ALvWn4+egu1M6Bhk5t+BefXp+yOi0//eH6Qk+v4FnNYURK1qO4DyP/w3IuK149kJRq4zAOuPboyINYF39bB8L93ldvOt1vYjYtsO7e8AlqdchyZrXMyBq/t6AmX4maOBvsbG1KR4DiVBfjtwxYBjkSRJGiqOqShJkiQBmfmPiNgPOATYrVYyfDIzfwMPdx+4CSWJ8f94ZALxx8CGwP4RcQ3wo8ycHxFPBw4FNmIkYTfab+p0g4jYODMv7hYiJUm1f0RcDZyemQ9GxBzgf4Cuiale9Ln/U+l7wH2UrhnnRsQeNdaVKDfn96MkdQfVBeoCYG3gpIh4d2b+OSKWBd5ZYwM4MDPvbS2QmfdHxB7AScC2wGkR8WHgosxcUBOUzwKCUon3+CmI+zLKGKDLAs8EOr3vvkBJ9PxbjfFtmXlpTYJuz0hi77TMnNdh+SmTmRdExK8p78PHUd4j32peakL6OQb7AedQxn88LiL2ycy/1s/WnpRxDQE+XasvG2XmR2sC+P3A/4+IHTLze73sRGbeHhEXUT7DcyNil8z8ZU12bk25hjSN0dm6Tm0XEZ/LzBt72e6oGC6OiJMpx+0bEbFzZp5Wj+VOwKfrrJ/PzEeNcxcR3wTeCFyTmeuMZ9t1P9u7oF6h7edVIqI13uyC0duuXwx5oD79SGZ+chzb3Rw4mZI8Pg54+3jGQo2ITwIfBuZn5rju30TEroy8P5/YoVvuxuMZEddTKuOPzsxdR7VN+JjU5Zfhkb8PW18YWTIi2q93947+bPRzLtu0vghwXu2aV5IkST2yUlGSJEmqMvNQ4GOUm+s7AldExF0RcSslATMP2J1Hj+93EPBHShXP94B7IuKflBvxWwNvB27rss3fAudTqu0uioibI+K6+ti4bdZPAddRxoH6AXBnRNxJqThbgZKk6Esf+z9lMvMfwIfq0x2Bv0fEbZTx7j4OfJTBVpo8BOxGGdPvT/VY3Q58lvL/1knAwaMXysyT63IPULqdvAC4OyJuAe4BLgL+mylKlmbmg5RkB8DLusxzC/Aayv5sCFwSEf+ivBeyxnYZsPNUxNiD9srEUzLz1sneQD/HIDN/BryHkc/T9fX9cRvwCUql1DeAz40jng9QvqiwBHBil4q/bvYE7qUkrC+v14+7KJWzKzFS8dnJSZRj8B/ADRHxt3qNunoc24dSUX05MBs4NSLuqjF8nXJd+S7l2Ey2tSjjVrYeJ7W13dj2+k2PXrQvnwSWrj9vA/w1Im7s8hhv9ekw+xCPPB871Nd3GPX6YR2WnYxz2brmndAwjyRJkjowqShJkiS1ycyPU8Y5Owq4mnLjf1ngb8CplKTanFHL3AJsCnyFkW4t76EkbTbLzGPH2Oyr6rJ/pHT/96T6eDh5VxMmcyiVJ3+rcd0MHE7pyu2vE9nf0Say/1MtMw8BXk9NvFH+jzkXeFVmfrpp2emQmSdQxtU7lZJAepCSOHkXEJk5v8tyR1GSNIcDV9blVqCc17MolalrTWHoraTcf3abITN/Djy9xngVpeLqAUpl4z7A82vidxBObvv5mKnaSD/HIDO/TKmKOp7yGVqOkpw7A3htZu4y3kqpzNwb+FKN4zsRsXWPy51P+ex+l5LYXJyShPkKJWHaNTlfu3PdCvgO5f05m3KNevI4Y7+dcq38IPAryuflPso4o7sBr+n2eQFWq9OLxrPNSbBa28/j3Xb7PZfZlIrXbo+lH7X04PZ5LP0ck4GKiNUo4xz/k5HujSVJktSjWQsW9NzzhiRJkiRpIRIRv6UkNp+dmZcPOp7xiIhdgLnAn4Gn2I3hwqt2+3o75YsWG7S6ZZ6mbb8JOBa4IDM3na7t1m1fTele+aWZ2Tju5nQa5DHpV0TsRenm+8uZ2TSOqCRJkjqwUlGSJEmSFl0fq9N9m2aaoXav06NNKC70NqFU8p04nQnFaos6/fh0bjQiVqckFC+cSQnFaiDHpF91LMg9KN0AHzjgcCRJkoaSSUVJkiRJWnQlcAmwY0SsPehgehUR76B0o3kP8NUBh6Optzmlq9QDBrTtizPz1GnebitxNxVjTPZrUMekXztRuuz9UmZeP+BYJEmShpLdn0qSJEnSIiwingO8AjgrM+cNOp5uIuJJwE8p444+rr68f2bOxKSLpBkmInamjFN7RB0LWZIkSeNkUlGSJEmSNONFxDrAVcB84E/A14DPZqb/1EqSJEnSNDCpKEmSJEmSJEmSJKmRYypKkiRJkiRJkiRJamRSUZIkSZIkSZIkSVIjk4qSJEmSJEmSJEmSGplUlCRJkiRJkiRJktTIpKIkSZIkSZIkSZKkRiYVJUmSJEmSJEmSJDUyqShJkiRJkiRJkiSpkUlFSZIkSZIkSZIkSY1MKkqSJEmSJEmSJElqZFJRkiRJkiRJkiRJUiOTipIkSZIkSZIkSZIamVSUJEmSJEmSJEmS1MikoiRJkiRJkiRJkqRG/wcX2IckdgI3TgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 592,
       "width": 906
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))\n",
    "for cluster in range(gmm_cluster_assignments.max() + 1):\n",
    "    plt.plot(drug_data[gmm_cluster_assignments == cluster].mean(axis=0),\n",
    "             label=('Cluster ' + str(cluster) +' mean feature vector'))\n",
    "plt.legend(loc='lower right')\n",
    "plt.xlabel('Feature number (only look at 0, 1, 2, ..., 11)')\n",
    "plt.ylabel('Feature value')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot above shows in which features the cluster centers differ in.\n",
    "\n",
    "Note that the above plot is unsatisfying in several ways:\n",
    "\n",
    "* A line doesn't actually make sense (e.g., what does it mean to be at feature 0.5?--this doesn't make any sense since the features are only at 0, 1, 2, ..., 11). However, if you don't draw the lines and only draw dots, the plot becomes really hard to read (you can try it by adding a parameter 'o' before the 'label' parameter to the `plt.plot` line).\n",
    "* What do the feature values mean? Here, we have to go back to the [documentation](https://archive.ics.uci.edu/ml/datasets/Drug+consumption+%28quantified%29)! Feature 0 corresponds to age, feature 1 to gender, feature 3 to education, and so forth -- all features have been turned into numerical values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's focus on age (feature 0) for a specific cluster, say cluster 2. So, we pull the 0th column using numpy fancy indexing:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.49788, -0.95197,  0.49788, ..., -0.95197, -0.07854,  1.82213])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drug_data[gmm_cluster_assignments == 2][:, 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above values clearly aren't real ages (we have negative values!). Instead, if you look at the [documentation](https://archive.ics.uci.edu/ml/datasets/Drug+consumption+%28quantified%29), you'll see that they've actually discretized ages into 6 possible real values:\n",
    "\n",
    "* -0.95197 corresponds to ages 18-24\n",
    "* -0.07854 corresponds to ages 25-34\n",
    "* 0.49788 corresponds to ages 35-44\n",
    "* 1.09449 corresponds to ages 45-54\n",
    "* 1.82213 corresponds to ages 55-64\n",
    "* 2.59171 corresponds to ages 65+\n",
    "\n",
    "So to plot out the distribution of ages, we would plot a histogram of the above values! At this point, you should hopefully be skilled at computing histograms (which we did at the start of class with basic text analysis)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "def plot_histogram(feature_values, labels):\n",
    "    histogram = Counter()\n",
    "    for val in feature_values:\n",
    "        histogram[val] += 1\n",
    "    sorted_key_val_pairs = sorted(list(histogram.items()))\n",
    "    sorted_keys, sorted_vals = zip(*sorted_key_val_pairs)\n",
    "    plt.bar(range(len(sorted_keys)), sorted_vals)\n",
    "    plt.xticks(range(len(sorted_keys)), [labels[key] for key in sorted_keys])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 377
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_histogram(drug_data[gmm_cluster_assignments == 2][:, 0],\n",
    "               {-0.95197: '18-24',\n",
    "                -0.07854: '25-34',\n",
    "                0.49788: '35-44',\n",
    "                1.09449: '45-54',\n",
    "                1.82213: '55-64',\n",
    "                2.59171: '65+'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At this point you can examine the age distribution for the different clusters. This same idea can be used to examine distributions for other features and clusters."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Automatically choosing k (using a score function for each k)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The simplest way is to try a bunch of different values of k, and for each value of k, fit a model and compute a score for the model (so the score depends on k). Then we pick whichever k corresponds to the best score.\n",
    "\n",
    "There are many score functions you can use. For example, scikit-learn provides [these](http://scikit-learn.org/stable/modules/classes.html#clustering-metrics), one of which is the CH index we discussed in the lecture slides (documentation for computing the CH index in scikit-learn is [here](http://scikit-learn.org/stable/modules/generated/sklearn.metrics.calinski_harabaz_score.html))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k = 2 has CH index 2585.210655847512\n",
      "k = 3 has CH index 3610.987634686169\n",
      "k = 4 has CH index 4078.445545436266\n",
      "k = 5 has CH index 3357.86074519721\n",
      "k = 6 has CH index 3209.801901952434\n",
      "k = 7 has CH index 3333.0791143994693\n",
      "k = 8 has CH index 3306.416133029893\n",
      "k = 9 has CH index 3496.5123901097772\n",
      "k = 10 has CH index 3682.3854436185534\n",
      "Best k within 2, 3, ..., 10 according to CH index: 4\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(-123.73337881710366,\n",
       " 106.50072806026773,\n",
       " -105.25204831980184,\n",
       " 124.65981656931356)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 385
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import calinski_harabaz_score\n",
    "\n",
    "best_score = -np.inf\n",
    "best_k = None\n",
    "best_model = None\n",
    "best_cluster_assignments = None\n",
    "\n",
    "for k in range(2, 11):\n",
    "    candidate_gmm = GaussianMixture(n_components=k, n_init=100, random_state=0)\n",
    "    candidate_gmm.fit(drug_data_normalized_tsne2d)\n",
    "    cluster_assignments = candidate_gmm.predict(drug_data_normalized_tsne2d)\n",
    "    score = calinski_harabaz_score(drug_data_normalized_tsne2d, cluster_assignments)\n",
    "    \n",
    "    print('k =', k, 'has CH index', score)\n",
    "    \n",
    "    if score > best_score:\n",
    "        best_score = score\n",
    "        best_k = k\n",
    "        best_model = candidate_gmm\n",
    "        best_cluster_assignments = cluster_assignments\n",
    "    \n",
    "print('Best k within 2, 3, ..., 10 according to CH index:', best_k)\n",
    "\n",
    "gmm_cluster_assignments = gmm.predict(drug_data_normalized_tsne2d)\n",
    "plt.scatter(drug_data_normalized_tsne2d[:, 0], drug_data_normalized_tsne2d[:, 1],\n",
    "            c=best_cluster_assignments)\n",
    "plt.axis('equal')"
   ]
  }
 ],
 "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": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}

## drug_consumption.data
1,0.49788,0.48246,-0.05921,0.96082,0.12600,0.31287,-0.57545,-0.58331,-0.91699,-0.00665,-0.21712,-1.18084,CL5,CL2,CL0,CL2,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
2,-0.07854,-0.48246,1.98437,0.96082,-0.31685,-0.67825,1.93886,1.43533,0.76096,-0.14277,-0.71126,-0.21575,CL5,CL2,CL2,CL0,CL6,CL4,CL6,CL3,CL0,CL4,CL0,CL2,CL0,CL2,CL3,CL0,CL4,CL0,CL0
3,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.46725,0.80523,-0.84732,-1.62090,-1.01450,-1.37983,0.40148,CL6,CL0,CL0,CL0,CL6,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0
4,-0.95197,0.48246,1.16365,0.96082,-0.31685,-0.14882,-0.80615,-0.01928,0.59042,0.58489,-1.37983,-1.18084,CL4,CL0,CL0,CL3,CL5,CL2,CL4,CL2,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL2,CL0,CL0
5,0.49788,0.48246,1.98437,0.96082,-0.31685,0.73545,-1.63340,-0.45174,-0.30172,1.30612,-0.21712,-0.21575,CL4,CL1,CL1,CL0,CL6,CL3,CL6,CL0,CL0,CL1,CL0,CL0,CL1,CL0,CL0,CL2,CL2,CL0,CL0
6,2.59171,0.48246,-1.22751,0.24923,-0.31685,-0.67825,-0.30033,-1.55521,2.03972,1.63088,-1.37983,-1.54858,CL2,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
7,1.09449,-0.48246,1.16365,-0.57009,-0.31685,-0.46725,-1.09207,-0.45174,-0.30172,0.93949,-0.21712,0.07987,CL6,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
8,0.49788,-0.48246,-1.73790,0.96082,-0.31685,-1.32828,1.93886,-0.84732,-0.30172,1.63088,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
9,0.49788,0.48246,-0.05921,0.24923,-0.31685,0.62967,2.57309,-0.97631,0.76096,1.13407,-1.37983,-1.54858,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
10,1.82213,-0.48246,1.16365,0.96082,-0.31685,-0.24649,0.00332,-1.42424,0.59042,0.12331,-1.37983,-0.84637,CL6,CL1,CL0,CL1,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
11,-0.07854,0.48246,0.45468,0.96082,-0.31685,-1.05308,0.80523,-1.11902,-0.76096,1.81175,0.19268,0.07987,CL5,CL0,CL1,CL0,CL6,CL2,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL1
12,1.09449,-0.48246,-0.61113,-0.28519,-0.31685,-1.32828,0.00332,0.14143,-1.92595,-0.52745,0.52975,1.22470,CL5,CL1,CL0,CL0,CL6,CL4,CL5,CL2,CL0,CL3,CL0,CL0,CL0,CL1,CL0,CL2,CL6,CL0,CL0
13,1.82213,0.48246,0.45468,0.96082,-0.31685,2.28554,0.16767,0.44585,-1.62090,-0.78155,1.29221,0.07987,CL5,CL1,CL0,CL4,CL6,CL3,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL1,CL6,CL0,CL0
14,1.82213,0.48246,-0.05921,0.24923,-0.31685,-0.79151,0.80523,-0.01928,0.94156,3.46436,-0.71126,-0.84637,CL1,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
15,1.82213,0.48246,-0.05921,0.96082,-0.31685,-0.92104,1.45421,0.44585,-0.60633,1.63088,1.29221,0.76540,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
16,1.82213,-0.48246,0.45468,0.96082,-0.31685,-2.05048,-1.50796,-1.55521,-1.07533,1.13407,-0.71126,-0.52593,CL5,CL2,CL2,CL0,CL6,CL1,CL5,CL2,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
17,0.49788,0.48246,-0.61113,0.96082,-0.31685,-1.55078,-0.80615,-1.68062,0.28783,0.75830,-0.21712,-2.07848,CL6,CL0,CL0,CL1,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
18,1.09449,-0.48246,-1.73790,0.96082,-0.31685,0.52135,-1.23177,-0.31776,-0.45321,-1.38502,-1.37983,-0.84637,CL6,CL1,CL1,CL0,CL6,CL6,CL4,CL1,CL0,CL1,CL0,CL2,CL0,CL1,CL0,CL1,CL6,CL0,CL0
19,1.82213,-0.48246,0.45468,-0.09765,-0.31685,1.37297,-0.15487,-0.17779,-1.92595,-1.51840,-0.71126,-0.21575,CL6,CL2,CL0,CL2,CL6,CL3,CL6,CL2,CL0,CL2,CL0,CL0,CL2,CL1,CL0,CL1,CL0,CL0,CL0
20,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.34799,-1.76250,-2.39883,-1.92595,0.75830,-1.37983,-2.07848,CL4,CL1,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL6,CL0,CL1,CL0,CL0
21,1.09449,-0.48246,-0.05921,0.96082,-0.31685,-0.79151,0.80523,0.72330,1.61108,-1.13788,0.19268,-0.21575,CL6,CL1,CL1,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL3,CL0,CL0
22,2.59171,-0.48246,-2.43591,0.96082,-0.31685,-1.19430,0.47617,-1.11902,-0.60633,1.81175,-0.21712,-1.18084,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
23,1.09449,-0.48246,0.45468,0.96082,-0.31685,0.41667,-0.94779,-0.84732,1.11406,-0.89891,-0.71126,0.07987,CL4,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
24,1.09449,-0.48246,-1.73790,0.96082,-0.31685,1.60383,-3.27393,-1.27553,0.28783,-1.01450,-1.37983,-1.54858,CL6,CL2,CL1,CL5,CL6,CL2,CL6,CL2,CL0,CL0,CL1,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL1
25,1.82213,-0.48246,0.45468,0.96082,-0.31685,-0.14882,0.63779,1.24033,0.76096,1.46191,-0.21712,-0.52593,CL5,CL1,CL1,CL1,CL5,CL1,CL5,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
26,1.09449,-0.48246,-0.61113,0.96082,-0.31685,-0.79151,-0.43999,-1.27553,0.94156,-0.00665,-0.21712,0.40148,CL5,CL1,CL2,CL0,CL6,CL1,CL5,CL2,CL0,CL2,CL0,CL0,CL3,CL2,CL0,CL2,CL1,CL0,CL0
27,1.82213,0.48246,-1.22751,0.24923,-0.31685,-0.05188,-1.63340,-3.27393,-0.76096,0.58489,0.19268,-1.54858,CL6,CL0,CL0,CL2,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
28,0.49788,-0.48246,0.45468,0.96082,-0.31685,0.52135,-1.23177,-0.01928,-0.01729,-2.18109,1.86203,0.40148,CL6,CL1,CL1,CL2,CL6,CL6,CL5,CL1,CL0,CL0,CL0,CL0,CL2,CL1,CL0,CL3,CL2,CL0,CL0
29,0.49788,0.48246,1.16365,0.96082,-0.31685,0.04257,-1.50796,-0.71727,0.28783,1.30612,0.19268,-0.52593,CL6,CL0,CL0,CL0,CL4,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
30,1.09449,-0.48246,1.98437,0.96082,-0.31685,-1.32828,1.74091,0.88309,0.94156,1.81175,-0.21712,-0.52593,CL0,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
31,1.09449,-0.48246,-1.73790,0.96082,-0.31685,0.31287,-0.80615,-1.27553,-1.47955,-0.65253,-1.37983,0.07987,CL6,CL1,CL1,CL1,CL6,CL2,CL6,CL1,CL0,CL0,CL1,CL0,CL1,CL1,CL1,CL1,CL2,CL0,CL0
32,0.49788,0.48246,-1.73790,-0.28519,-0.31685,-1.19430,-0.80615,0.14143,-0.60633,-0.00665,-1.37983,-0.84637,CL3,CL0,CL0,CL2,CL3,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
33,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.79151,-1.23177,-0.01928,0.43852,-0.00665,0.19268,-0.84637,CL6,CL1,CL1,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL0
34,-0.95197,-0.48246,0.45468,0.96082,-0.31685,0.41667,-0.30033,0.29338,1.28610,-0.14277,-0.71126,-1.54858,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
35,0.49788,-0.48246,0.45468,-0.57009,0.11440,1.02119,0.63779,0.88309,-2.90161,-0.78155,0.52975,1.92173,CL4,CL2,CL1,CL1,CL5,CL2,CL5,CL2,CL1,CL1,CL1,CL2,CL1,CL1,CL1,CL1,CL5,CL0,CL1
36,2.59171,-0.48246,-2.43591,0.96082,-0.31685,-0.24649,-0.80615,-2.63199,-0.30172,-0.78155,0.52975,-1.54858,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
37,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.24649,-0.57545,-0.17779,-0.01729,-1.51840,-0.21712,-0.21575,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
38,1.82213,-0.48246,-2.43591,-0.57009,-0.31685,0.31287,0.32197,1.06238,0.13136,-0.65253,0.52975,-0.52593,CL6,CL1,CL2,CL1,CL6,CL3,CL4,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
39,1.09449,-0.48246,0.45468,0.96082,-0.31685,-1.55078,1.28610,0.29338,-0.01729,0.75830,-0.21712,-0.84637,CL6,CL1,CL0,CL0,CL4,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
40,2.59171,0.48246,-0.05921,0.96082,-0.31685,-0.24649,-0.94779,-1.11902,-0.76096,0.41594,-1.37983,-0.21575,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL4,CL0,CL1,CL0,CL0
41,0.49788,-0.48246,1.16365,0.96082,-0.31685,0.04257,-0.43999,-0.01928,-2.07848,0.75830,-0.71126,0.07987,CL5,CL1,CL0,CL2,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
42,0.49788,0.48246,0.45468,0.96082,-0.31685,0.82562,0.00332,1.06238,1.81866,-0.40581,-0.21712,-0.21575,CL4,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
43,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.14882,-0.94779,-1.27553,-0.01729,-0.65253,-0.21712,-0.52593,CL6,CL0,CL3,CL5,CL6,CL2,CL4,CL6,CL0,CL4,CL0,CL2,CL2,CL0,CL0,CL0,CL1,CL0,CL0
44,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.92104,-0.57545,-0.31776,-0.15487,-1.01450,-0.21712,-0.21575,CL6,CL2,CL2,CL0,CL6,CL3,CL6,CL3,CL0,CL2,CL0,CL0,CL0,CL2,CL0,CL0,CL6,CL0,CL0
45,-0.07854,-0.48246,0.45468,0.96082,0.11440,-1.05308,1.45421,0.44585,1.28610,0.93949,-0.21712,0.07987,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
46,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.46725,0.47617,1.24033,0.94156,1.63088,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
47,1.09449,0.48246,-0.61113,0.24923,-0.31685,0.31287,0.63779,-1.11902,0.28783,1.46191,-0.71126,-0.84637,CL3,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL2,CL0,CL1
48,1.09449,-0.48246,1.16365,0.96082,-0.31685,-2.05048,0.80523,0.29338,0.94156,1.13407,-2.55524,-1.18084,CL5,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
49,1.09449,-0.48246,-1.73790,0.96082,-0.31685,0.13606,-0.80615,-0.31776,-0.15487,-0.65253,0.19268,-0.84637,CL6,CL1,CL1,CL0,CL6,CL5,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL0
50,-0.07854,0.48246,1.16365,0.96082,-0.22166,0.82562,-0.57545,-1.97495,-0.91699,0.25953,0.52975,1.22470,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
51,0.49788,-0.48246,1.16365,0.96082,-0.31685,1.02119,-0.15487,-0.17779,-1.21213,-0.00665,-0.71126,-0.84637,CL6,CL1,CL2,CL1,CL6,CL3,CL6,CL2,CL0,CL3,CL0,CL0,CL2,CL1,CL0,CL3,CL6,CL0,CL0
52,1.09449,-0.48246,-0.05921,0.24923,-0.31685,1.13281,0.96248,-0.58331,-0.91699,-1.92173,1.86203,1.92173,CL2,CL1,CL1,CL1,CL6,CL2,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
53,1.82213,0.48246,0.45468,0.96082,-0.31685,-0.14882,0.00332,-1.42424,0.28783,-0.78155,0.52975,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
54,1.09449,-0.48246,1.16365,0.96082,-0.31685,-1.43907,-0.15487,1.06238,0.28783,0.25953,-0.21712,-0.21575,CL5,CL1,CL1,CL0,CL6,CL1,CL5,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
55,1.82213,-0.48246,-1.73790,0.96082,-0.31685,0.04257,1.11406,-0.58331,-1.07533,-1.13788,1.29221,1.22470,CL6,CL0,CL0,CL0,CL6,CL2,CL6,CL6,CL0,CL3,CL0,CL0,CL3,CL1,CL0,CL1,CL1,CL0,CL0
56,1.82213,0.48246,-0.05921,0.96082,-0.31685,0.04257,-0.69509,-1.11902,-0.45321,-0.40581,-1.37983,-2.07848,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
57,0.49788,0.48246,-0.61113,0.96082,-0.31685,0.04257,0.00332,-1.68062,-0.01729,0.25953,-1.37983,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
58,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.58016,0.63779,-1.97495,0.28783,0.75830,-0.71126,-0.52593,CL1,CL0,CL0,CL0,CL6,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
59,1.09449,-0.48246,-1.22751,0.96082,-0.31685,0.22393,0.63779,-0.01928,-0.45321,-0.40581,1.86203,1.22470,CL5,CL1,CL1,CL0,CL6,CL5,CL5,CL5,CL2,CL3,CL1,CL3,CL3,CL1,CL0,CL2,CL6,CL0,CL1
60,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.46725,-1.23177,-1.27553,-1.62090,-0.14277,-1.37983,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
61,-0.07854,0.48246,1.98437,0.96082,-0.31685,1.37297,0.32197,0.29338,-0.30172,-0.27607,-1.37983,0.07987,CL5,CL0,CL0,CL3,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
62,1.09449,-0.48246,1.16365,0.96082,-0.50212,-2.21844,1.58487,1.24033,0.13136,1.30612,-1.37983,-1.18084,CL5,CL1,CL0,CL0,CL4,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL1
63,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.58016,-1.37639,-1.82919,-1.34289,0.41594,-1.37983,-1.18084,CL5,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
64,1.09449,-0.48246,0.45468,0.96082,-0.31685,1.02119,-0.30033,-0.71727,-0.60633,-0.00665,-1.37983,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
65,1.09449,-0.48246,1.98437,0.96082,-0.31685,-1.55078,0.47617,1.06238,-0.45321,0.93949,-1.37983,-0.52593,CL6,CL1,CL0,CL1,CL6,CL6,CL5,CL4,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
66,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.73545,0.47617,-0.84732,1.11406,0.58489,0.52975,-0.21575,CL5,CL0,CL0,CL3,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
67,1.09449,-0.48246,-1.73790,0.96082,-0.31685,-1.05308,-0.69509,-1.11902,1.28610,0.41594,-0.71126,-1.18084,CL4,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
68,-0.07854,-0.48246,1.16365,0.96082,-0.31685,-0.34799,-0.30033,1.06238,-0.91699,-0.14277,0.88113,-0.21575,CL5,CL1,CL1,CL0,CL6,CL2,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL5,CL0,CL0
69,0.49788,-0.48246,-0.05921,-0.28519,-0.31685,-0.92104,0.00332,0.29338,-0.15487,-0.27607,-0.21712,0.07987,CL5,CL1,CL1,CL0,CL5,CL2,CL6,CL3,CL0,CL2,CL0,CL1,CL1,CL1,CL0,CL1,CL1,CL0,CL0
70,1.09449,0.48246,-1.73790,0.96082,-0.31685,-0.05188,-0.69509,-1.68062,0.28783,-0.00665,-1.37983,-0.84637,CL6,CL0,CL0,CL6,CL1,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
71,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,-0.34799,-0.30033,0.14143,-1.92595,-0.27607,0.52975,0.76540,CL6,CL2,CL1,CL0,CL4,CL2,CL6,CL3,CL0,CL3,CL0,CL2,CL2,CL2,CL0,CL0,CL2,CL0,CL1
72,1.09449,0.48246,-1.22751,0.24923,-0.31685,-0.46725,1.11406,-0.31776,1.11406,0.12331,-2.55524,-0.84637,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
73,1.09449,-0.48246,-1.22751,0.96082,-0.31685,-1.55078,0.96248,-0.01928,0.43852,0.93949,0.19268,0.40148,CL6,CL1,CL1,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
74,1.09449,-0.48246,-0.05921,0.96082,-0.31685,-0.67825,-0.57545,-0.31776,0.28783,1.13407,-0.71126,-0.21575,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
75,2.59171,0.48246,-1.73790,0.96082,-0.31685,-1.19430,-1.76250,-2.85950,-1.47955,0.25953,0.52975,-2.07848,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
76,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.14882,0.16767,-1.55521,-0.76096,-0.40581,0.52975,-0.21575,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
77,1.09449,0.48246,-1.43719,0.24923,-0.31685,-0.34799,-0.69509,-1.55521,0.43852,0.58489,-2.55524,-2.07848,CL4,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
78,0.49788,-0.48246,0.45468,0.96082,-0.31685,0.13606,-1.63340,-0.58331,-1.21213,-0.40581,-0.21712,-2.07848,CL3,CL1,CL0,CL0,CL6,CL2,CL5,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL0
79,0.49788,-0.48246,-0.61113,0.96082,-0.31685,-0.79151,-0.80615,-2.09015,-1.62090,-2.18109,-2.55524,-1.18084,CL6,CL0,CL1,CL0,CL6,CL1,CL5,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL1
80,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.34799,-0.80615,-1.97495,1.11406,-0.65253,-0.21712,-0.21575,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
81,2.59171,0.48246,1.98437,0.24923,-0.31685,0.04257,0.32197,0.44585,-0.15487,1.46191,-0.21712,-0.21575,CL6,CL0,CL0,CL3,CL6,CL1,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
82,1.82213,0.48246,0.45468,0.96082,-0.31685,-0.79151,-1.23177,-0.01928,-0.91699,-0.14277,0.88113,0.40148,CL5,CL1,CL1,CL1,CL6,CL2,CL6,CL1,CL0,CL0,CL1,CL0,CL0,CL1,CL1,CL1,CL1,CL0,CL0
83,1.82213,-0.48246,1.16365,0.24923,-0.31685,-2.05048,1.45421,-0.97631,0.59042,1.46191,-0.21712,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
84,1.82213,0.48246,-1.43719,0.96082,-0.22166,1.02119,-0.94779,-1.11902,1.45039,-1.64101,0.19268,-0.21575,CL3,CL0,CL0,CL5,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
85,1.09449,-0.48246,-1.73790,0.96082,-0.31685,-0.34799,0.16767,-0.31776,-0.30172,-0.14277,-1.37983,0.07987,CL5,CL0,CL0,CL0,CL6,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
86,-0.07854,0.48246,-1.22751,0.96082,-0.31685,-0.46725,0.00332,-1.55521,0.13136,0.41594,0.52975,1.22470,CL3,CL0,CL1,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
87,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.73545,-0.15487,-1.11902,0.13136,-0.14277,-0.21712,0.40148,CL5,CL0,CL1,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
88,1.82213,-0.48246,-1.73790,0.96082,-0.31685,-0.92104,0.16767,-0.45174,-0.30172,0.25953,-0.71126,0.40148,CL5,CL0,CL0,CL0,CL5,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
89,0.49788,0.48246,-0.61113,0.96082,-0.31685,0.31287,-1.92173,-1.42424,-0.76096,-0.52745,-1.37983,-2.07848,CL3,CL0,CL1,CL1,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
90,0.49788,0.48246,1.16365,0.96082,-0.31685,0.91093,-0.57545,0.29338,-0.60633,-0.27607,0.52975,-0.21575,CL5,CL1,CL1,CL2,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL0,CL0,CL1
91,0.49788,0.48246,1.16365,0.96082,-0.31685,1.37297,0.32197,0.72330,0.28783,-0.78155,-1.37983,0.07987,CL6,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
92,0.49788,-0.48246,-0.05921,0.24923,-0.31685,0.41667,-0.43999,0.72330,0.28783,0.75830,0.88113,0.76540,CL2,CL0,CL0,CL3,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
93,-0.07854,-0.48246,-1.22751,0.96082,-0.31685,-1.55078,-0.30033,-0.45174,0.28783,-0.00665,-0.71126,-0.84637,CL4,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
94,2.59171,0.48246,-1.73790,0.96082,-0.31685,-0.14882,-0.80615,-0.97631,0.76096,0.41594,-1.37983,-1.54858,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
95,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.67825,-0.57545,-0.97631,0.59042,-0.14277,-1.37983,-2.07848,CL5,CL0,CL0,CL3,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
96,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.46725,0.32197,1.06238,-1.62090,1.13407,0.52975,-0.21575,CL6,CL1,CL1,CL1,CL6,CL1,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
97,0.49788,0.48246,0.45468,0.24923,-0.31685,0.13606,-1.09207,0.29338,-0.15487,0.75830,-1.37983,-1.54858,CL4,CL1,CL0,CL0,CL6,CL2,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL3,CL0,CL0
98,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.46725,0.63779,-0.31776,-0.60633,-1.13788,0.19268,-0.84637,CL5,CL1,CL0,CL1,CL6,CL1,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
99,0.49788,-0.48246,1.98437,0.24923,-0.31685,-1.19430,-0.43999,-0.01928,-0.60633,0.93949,-0.21712,1.22470,CL4,CL1,CL0,CL0,CL6,CL1,CL4,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
100,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.67825,3.00537,0.72330,0.94156,1.63088,0.52975,0.40148,CL6,CL2,CL0,CL3,CL6,CL3,CL5,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
101,-0.07854,-0.48246,1.16365,-0.28519,-0.31685,-1.05308,2.57309,0.58331,-1.47955,-0.40581,-0.21712,1.22470,CL6,CL3,CL3,CL4,CL6,CL6,CL5,CL3,CL0,CL3,CL0,CL3,CL2,CL2,CL0,CL3,CL0,CL0,CL0
102,1.09449,0.48246,-1.73790,-0.09765,-0.31685,-0.58016,0.47617,-1.68062,-0.15487,0.93949,-1.37983,-0.84637,CL4,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
103,1.09449,-0.48246,-1.22751,0.96082,-0.31685,-0.58016,1.28610,1.43533,-1.34289,-0.00665,-0.71126,1.22470,CL6,CL1,CL3,CL4,CL6,CL1,CL4,CL4,CL1,CL2,CL2,CL1,CL1,CL2,CL0,CL2,CL1,CL0,CL0
104,1.09449,0.48246,-0.05921,0.24923,-0.31685,0.04257,0.63779,-0.31776,-0.30172,0.12331,0.19268,0.76540,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
105,-0.07854,0.48246,-0.61113,0.24923,-0.31685,-0.92104,0.16767,-0.17779,1.11406,0.58489,-0.71126,0.07987,CL5,CL0,CL0,CL0,CL6,CL6,CL6,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL2,CL6,CL0,CL0
106,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-2.21844,0.47617,-1.82919,-0.76096,2.04506,-1.37983,-1.54858,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
107,-0.07854,0.48246,-0.61113,0.96082,-0.31685,1.02119,-0.30033,-1.82919,0.28783,-0.40581,-1.37983,-0.84637,CL4,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
108,0.49788,0.48246,-1.73790,0.96082,-0.31685,0.13606,0.00332,-1.27553,-0.76096,0.58489,0.52975,-0.21575,CL5,CL3,CL0,CL0,CL6,CL0,CL6,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
109,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.46725,2.12700,0.14143,0.13136,0.75830,1.86203,1.22470,CL5,CL0,CL0,CL3,CL6,CL3,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
110,1.09449,0.48246,-0.61113,0.96082,-0.31685,-0.79151,0.47617,-1.42424,-0.91699,-0.52745,-0.71126,0.07987,CL5,CL1,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
111,1.09449,-0.48246,1.16365,0.96082,-0.50212,-0.14882,0.32197,0.14143,-0.30172,-0.14277,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
112,-0.07854,-0.48246,1.16365,0.96082,-0.31685,0.31287,-1.09207,-0.84732,-0.60633,-0.65253,0.19268,0.40148,CL6,CL1,CL0,CL0,CL6,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL0,CL0,CL0
113,-0.07854,0.48246,0.45468,0.96082,-0.31685,-1.19430,0.32197,0.88309,-1.21213,-0.78155,-0.21712,-0.21575,CL3,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
114,1.09449,0.48246,-0.05921,0.96082,-0.31685,0.04257,0.63779,0.29338,0.13136,0.75830,0.19268,-0.21575,CL4,CL0,CL0,CL1,CL6,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
115,0.49788,-0.48246,-0.61113,0.96082,-0.31685,-2.34360,1.93886,1.43533,-0.76096,-1.38502,1.86203,1.22470,CL4,CL1,CL1,CL2,CL6,CL6,CL4,CL1,CL0,CL2,CL2,CL2,CL0,CL2,CL0,CL2,CL6,CL0,CL0
116,-0.07854,0.48246,-0.05921,0.24923,-0.31685,0.22393,-0.57545,-0.84732,0.28783,1.13407,-1.37983,-2.07848,CL5,CL1,CL2,CL0,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL0,CL0,CL1,CL0,CL2,CL6,CL0,CL0
117,0.49788,-0.48246,-0.05921,0.24923,-0.31685,0.62967,-0.57545,0.14143,-1.77200,-0.40581,0.52975,-0.21575,CL4,CL0,CL0,CL0,CL4,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
118,-0.07854,0.48246,0.45468,0.96082,-0.31685,1.60383,0.80523,1.43533,0.13136,-1.13788,0.52975,0.40148,CL5,CL1,CL1,CL3,CL6,CL1,CL5,CL3,CL0,CL3,CL2,CL2,CL2,CL2,CL0,CL3,CL4,CL0,CL0
119,0.49788,0.48246,-0.61113,-0.57009,-0.31685,1.83990,-1.92173,-2.39883,1.11406,0.25953,-0.21712,-1.54858,CL5,CL0,CL0,CL6,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL6,CL0,CL0
120,0.49788,0.48246,0.45468,0.96082,-0.31685,-0.34799,0.63779,-0.97631,0.28783,1.46191,-0.21712,-0.84637,CL5,CL0,CL0,CL0,CL4,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
121,-0.07854,0.48246,1.16365,0.96082,-0.31685,-1.05308,0.63779,-0.97631,-1.07533,0.75830,0.19268,1.92173,CL6,CL1,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
122,0.49788,0.48246,-0.05921,0.96082,-0.31685,1.49158,-1.23177,-1.55521,-2.07848,-0.78155,0.52975,0.07987,CL2,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
123,1.82213,-0.48246,1.16365,0.96082,-0.31685,0.22393,0.16767,-0.17779,-0.30172,-0.89891,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL6,CL1,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
124,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.22393,-0.69509,-0.45174,-0.01729,0.12331,1.29221,0.07987,CL5,CL1,CL0,CL0,CL6,CL3,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL1
125,1.09449,-0.48246,-1.73790,0.96082,-0.31685,-0.34799,1.93886,0.29338,0.43852,0.58489,-0.21712,-0.21575,CL3,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
126,1.82213,-0.48246,0.45468,0.96082,-0.31685,-0.46725,1.28610,0.44585,0.13136,1.13407,0.52975,0.40148,CL6,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
127,1.09449,-0.48246,0.45468,0.96082,-0.31685,-1.19430,0.63779,-1.11902,-0.45321,-0.00665,-0.21712,-0.84637,CL5,CL1,CL1,CL0,CL5,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0
128,1.09449,0.48246,-1.43719,0.96082,-0.31685,-0.34799,-0.80615,-0.84732,0.28783,0.93949,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
129,0.49788,-0.48246,1.98437,0.96082,-0.50212,0.04257,0.63779,0.14143,0.13136,0.25953,-0.21712,-1.18084,CL0,CL0,CL0,CL2,CL1,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
130,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.79151,0.96248,-1.11902,0.94156,0.41594,0.19268,0.40148,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
131,1.09449,0.48246,-1.73790,0.96082,-0.31685,0.91093,0.32197,-1.42424,0.43852,2.33337,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
132,1.09449,0.48246,-1.73790,0.96082,0.11440,-1.55078,-0.15487,-1.27553,2.46262,0.58489,-1.37983,-2.07848,CL4,CL0,CL0,CL2,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
133,0.49788,0.48246,-1.22751,0.21128,-0.31685,-0.24649,-0.57545,-0.58331,-0.15487,0.25953,-1.37983,-1.54858,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
134,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.05188,0.16767,0.29338,-0.15487,0.12331,0.52975,0.40148,CL5,CL0,CL0,CL1,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
135,-0.07854,0.48246,1.16365,0.96082,0.12600,3.27393,-1.50796,-0.31776,0.59042,-0.65253,-1.37983,0.40148,CL6,CL1,CL0,CL0,CL6,CL1,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL1
136,0.49788,0.48246,-1.73790,0.96082,-0.31685,-1.69163,1.58487,-0.58331,1.81866,1.63088,0.52975,-0.52593,CL1,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
137,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.30033,-1.68062,1.81866,1.63088,1.29221,0.07987,CL5,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
138,1.09449,0.48246,0.45468,0.96082,-0.31685,-1.19430,1.58487,0.29338,0.76096,0.41594,-2.55524,-1.18084,CL4,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
139,1.82213,-0.48246,0.45468,0.96082,-0.31685,-0.46725,-0.80615,0.14143,0.28783,0.93949,-1.37983,-1.18084,CL6,CL0,CL0,CL4,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL6,CL0,CL0
140,1.09449,-0.48246,-1.73790,0.96082,-0.31685,-0.05188,0.32197,-0.58331,0.94156,-0.27607,-0.21712,-0.21575,CL6,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
141,-0.07854,0.48246,0.45468,0.96082,-0.50212,1.98437,0.32197,1.43533,0.94156,-0.27607,-0.71126,-0.21575,CL5,CL0,CL0,CL2,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
142,0.49788,0.48246,-1.73790,0.96082,-0.31685,-0.79151,0.63779,-1.11902,1.28610,0.58489,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
143,0.49788,-0.48246,-1.43719,0.96082,-0.31685,-0.46725,-0.30033,-1.27553,0.28783,-0.14277,0.52975,0.40148,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
144,0.49788,-0.48246,-0.05921,0.96082,-1.10702,-1.69163,1.28610,-0.58331,1.28610,2.04506,-0.71126,-0.52593,CL1,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
145,1.09449,-0.48246,-0.05921,0.24923,-0.31685,0.13606,-1.09207,-0.45174,-1.21213,-0.00665,-0.21712,0.76540,CL6,CL0,CL0,CL0,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL1
146,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.46725,0.16767,-1.11902,2.23427,0.75830,1.29221,0.40148,CL4,CL0,CL0,CL1,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
147,1.82213,-0.48246,-0.05921,0.96082,-0.31685,0.22393,-1.23177,-0.17779,-0.45321,-0.27607,0.19268,-1.18084,CL6,CL0,CL0,CL1,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
148,0.49788,-0.48246,1.16365,0.96082,-1.10702,-0.58016,0.47617,-0.71727,0.13136,0.93949,-0.21712,-0.52593,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
149,0.49788,0.48246,-0.05921,0.96082,-0.31685,-0.05188,-1.09207,-2.63199,-0.91699,0.25953,-1.37983,-1.54858,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
150,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.79151,1.93886,-0.71727,2.03972,1.63088,-0.21712,-1.18084,CL4,CL0,CL0,CL0,CL3,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
151,0.49788,0.48246,-0.61113,0.96082,-0.31685,-0.24649,1.28610,0.14143,0.59042,1.13407,0.19268,0.07987,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
152,0.49788,0.48246,0.45468,0.96082,-0.31685,0.52135,-1.63340,-1.82919,0.43852,-0.89891,-0.71126,-0.84637,CL5,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
153,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.46725,-1.50796,-0.71727,-0.60633,-0.65253,-2.55524,-1.54858,CL5,CL0,CL1,CL2,CL6,CL2,CL4,CL1,CL0,CL1,CL0,CL0,CL2,CL0,CL0,CL1,CL5,CL0,CL0
154,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.67825,0.96248,-1.68062,0.76096,0.75830,-0.21712,-0.52593,CL6,CL0,CL1,CL0,CL4,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
155,-0.95197,0.48246,-0.61113,0.96082,-0.31685,2.82196,-1.37639,0.72330,-0.45321,0.58489,-0.21712,0.76540,CL5,CL0,CL0,CL5,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
156,0.49788,0.48246,0.45468,0.96082,-1.10702,0.62967,-1.37639,-1.27553,0.28783,-0.27607,-0.71126,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
157,0.49788,0.48246,-0.61113,0.96082,-0.31685,1.23461,0.00332,-0.31776,1.11406,0.12331,0.19268,-0.52593,CL5,CL2,CL1,CL1,CL6,CL2,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
158,-0.07854,-0.48246,-1.73790,0.96082,-0.31685,-1.05308,1.11406,-1.82919,-0.45321,0.75830,-0.21712,0.76540,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
159,0.49788,0.48246,0.45468,-0.09765,-0.31685,-0.24649,0.16767,-0.31776,-0.30172,0.41594,0.88113,1.22470,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
160,1.09449,0.48246,-0.61113,0.96082,-1.10702,-0.46725,-0.57545,-0.58331,0.13136,0.25953,-0.21712,-1.18084,CL4,CL0,CL0,CL0,CL6,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
161,1.09449,-0.48246,1.16365,-0.28519,-0.31685,1.02119,0.80523,0.44585,-0.15487,0.25953,-0.21712,0.40148,CL5,CL1,CL1,CL1,CL6,CL6,CL6,CL1,CL0,CL2,CL0,CL0,CL0,CL1,CL0,CL1,CL3,CL0,CL0
162,0.49788,-0.48246,0.45468,0.96082,-1.10702,-0.67825,0.32197,-0.84732,1.81866,-0.40581,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
163,-0.07854,0.48246,0.45468,-0.46841,-0.31685,0.22393,0.00332,-0.17779,1.61108,0.93949,-1.37983,-0.21575,CL3,CL0,CL0,CL0,CL5,CL2,CL6,CL0,CL0,CL2,CL0,CL0,CL2,CL0,CL0,CL0,CL1,CL0,CL0
164,-0.07854,0.48246,-0.61113,0.96082,-0.31685,1.83990,0.00332,-0.31776,0.94156,0.12331,-0.21712,-0.84637,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
165,-0.07854,0.48246,1.98437,0.96082,-0.31685,0.13606,0.32197,-1.55521,1.45039,1.13407,-1.37983,-0.52593,CL3,CL1,CL0,CL0,CL3,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
166,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.24649,-0.30033,-0.31776,-0.45321,1.63088,-1.37983,-0.84637,CL6,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0
167,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,1.49158,-1.23177,0.72330,-2.35413,-1.92173,0.88113,0.07987,CL5,CL0,CL0,CL0,CL5,CL4,CL5,CL3,CL3,CL0,CL0,CL0,CL2,CL0,CL0,CL3,CL6,CL0,CL3
168,-0.07854,0.48246,-0.05921,0.96082,-1.10702,0.04257,0.00332,-0.97631,-0.45321,0.93949,0.52975,-0.52593,CL2,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
169,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.22393,1.28610,-1.27553,-0.30172,-1.13788,0.52975,0.40148,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
170,-0.95197,0.48246,-1.22751,0.96082,-0.31685,-0.34799,0.00332,-1.42424,0.59042,-0.14277,-0.71126,0.40148,CL5,CL0,CL3,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
171,1.09449,-0.48246,-1.73790,0.96082,-0.31685,1.37297,-0.30033,-0.31776,0.13136,-0.14277,0.88113,0.40148,CL2,CL1,CL1,CL3,CL6,CL2,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL1,CL0,CL0
172,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.34799,0.96248,2.15324,0.76096,-0.78155,1.29221,1.92173,CL6,CL0,CL1,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
173,1.09449,0.48246,-0.05921,0.96082,-0.31685,0.52135,-0.57545,-0.45174,-0.45321,0.75830,0.19268,-1.18084,CL5,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL5,CL0,CL0
174,0.49788,0.48246,0.45468,0.96082,-0.31685,1.02119,0.63779,1.24033,0.13136,0.25953,0.52975,0.40148,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
175,0.49788,0.48246,-0.05921,0.96082,-0.31685,1.02119,-0.57545,-2.21069,0.76096,-1.51840,0.88113,0.07987,CL6,CL0,CL0,CL2,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
176,1.82213,0.48246,0.45468,0.96082,-0.31685,0.62967,0.00332,0.44585,1.28610,0.12331,0.19268,0.07987,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
177,0.49788,0.48246,0.45468,0.96082,0.11440,-0.14882,-0.57545,-0.84732,-1.21213,-0.52745,-1.37983,-1.18084,CL3,CL0,CL0,CL0,CL5,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
178,0.49788,0.48246,0.45468,0.96082,-0.31685,1.49158,0.00332,-1.27553,-0.91699,1.13407,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
179,1.09449,0.48246,0.45468,0.96082,-0.31685,0.82562,-0.94779,-0.45174,0.76096,-0.14277,0.19268,-0.21575,CL5,CL1,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL0
180,0.49788,0.48246,-0.05921,0.96082,-0.31685,0.41667,-0.15487,-0.97631,1.11406,-0.65253,-1.37983,-1.18084,CL5,CL1,CL0,CL0,CL6,CL2,CL4,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
181,1.09449,0.48246,-0.05921,0.96082,-0.31685,0.31287,0.63779,-1.55521,0.28783,0.93949,0.19268,0.07987,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
182,-0.07854,-0.48246,1.98437,0.96082,-0.31685,-1.32828,-0.43999,-0.31776,0.59042,0.93949,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
183,0.49788,0.48246,-0.61113,0.96082,-0.31685,0.31287,0.80523,-0.31776,1.28610,0.75830,-1.37983,-1.18084,CL5,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
184,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.98437,-0.43999,0.29338,-0.76096,0.93949,-0.71126,0.40148,CL6,CL3,CL0,CL0,CL6,CL0,CL5,CL6,CL0,CL3,CL0,CL3,CL3,CL0,CL0,CL0,CL6,CL0,CL6
185,1.82213,-0.48246,-1.22751,0.96082,-0.31685,0.04257,-0.80615,-0.97631,0.59042,0.25953,-1.37983,-1.18084,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
186,0.49788,0.48246,0.45468,0.24923,-0.31685,0.31287,0.63779,-0.01928,0.76096,-0.14277,-0.21712,-0.52593,CL5,CL0,CL0,CL0,CL6,CL3,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL0,CL0,CL0
187,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.67825,1.45421,0.14143,0.28783,1.81175,-1.37983,-1.54858,CL6,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
188,1.82213,0.48246,-1.73790,0.96082,-0.31685,-0.79151,-0.80615,-1.97495,1.11406,0.58489,-1.37983,-1.54858,CL4,CL0,CL0,CL0,CL3,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
189,1.09449,0.48246,-1.73790,0.96082,-0.31685,0.41667,-1.37639,-2.09015,0.59042,-0.27607,-1.37983,-2.07848,CL4,CL0,CL0,CL2,CL3,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
190,-0.95197,0.48246,1.16365,0.96082,-0.31685,-0.34799,0.00332,-0.45174,0.13136,0.75830,-0.71126,-0.84637,CL5,CL0,CL0,CL0,CL5,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
191,1.82213,0.48246,-0.05921,0.96082,-0.31685,-1.43907,0.00332,-0.84732,0.59042,-0.27607,-0.71126,-1.54858,CL5,CL0,CL0,CL1,CL3,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
192,-0.95197,-0.48246,0.45468,0.96082,0.12600,-0.34799,1.28610,-1.11902,0.59042,-0.52745,0.52975,0.07987,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
193,-0.07854,0.48246,-0.05921,0.24923,-0.31685,-0.79151,-0.30033,-0.17779,0.28783,-0.52745,0.88113,0.07987,CL5,CL1,CL0,CL1,CL6,CL5,CL4,CL1,CL1,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
194,1.09449,0.48246,0.45468,0.96082,-0.31685,0.31287,-1.09207,-0.45174,0.13136,0.12331,-1.37983,0.07987,CL5,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0
195,-0.07854,0.48246,0.45468,0.24923,0.12600,-0.92104,1.28610,-0.01928,-0.01729,0.41594,-0.71126,-1.18084,CL3,CL0,CL0,CL0,CL4,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
196,1.82213,0.48246,0.45468,0.96082,-0.31685,0.62967,0.32197,0.72330,-0.30172,0.93949,0.52975,0.07987,CL5,CL1,CL0,CL1,CL6,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
197,-0.95197,-0.48246,0.45468,0.96082,-1.10702,-0.58016,0.32197,-0.58331,1.28610,-0.89891,0.19268,-1.18084,CL4,CL0,CL0,CL0,CL5,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
198,1.82213,0.48246,0.45468,0.96082,-0.31685,-0.34799,0.47617,-0.71727,-0.91699,-0.52745,-0.71126,-0.84637,CL5,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
199,-0.07854,0.48246,-0.05921,0.96082,-0.31685,-0.05188,0.47617,0.58331,0.76096,-0.00665,1.86203,1.22470,CL6,CL5,CL5,CL2,CL5,CL6,CL6,CL5,CL0,CL3,CL2,CL3,CL3,CL3,CL0,CL3,CL6,CL0,CL1
200,1.09449,0.48246,-0.05921,0.96082,-0.31685,-0.46725,2.32338,0.72330,1.81866,1.30612,0.52975,0.07987,CL4,CL4,CL1,CL1,CL6,CL4,CL5,CL3,CL0,CL6,CL0,CL2,CL2,CL4,CL0,CL3,CL6,CL0,CL0
201,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.58016,0.16767,-0.84732,1.11406,1.46191,0.52975,1.22470,CL6,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
202,0.49788,-0.48246,1.16365,0.96082,0.11440,-0.14882,-0.94779,-0.58331,-1.34289,1.30612,-0.71126,-0.84637,CL5,CL3,CL3,CL2,CL6,CL2,CL6,CL4,CL2,CL4,CL0,CL2,CL2,CL2,CL0,CL2,CL4,CL0,CL0
203,0.49788,0.48246,0.45468,0.96082,-0.31685,-0.67825,1.28610,-0.45174,0.94156,1.13407,0.19268,-0.84637,CL6,CL0,CL0,CL3,CL6,CL1,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
204,2.59171,-0.48246,-2.43591,0.96082,-0.31685,-1.55078,-1.09207,-2.39883,-0.91699,-0.65253,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
205,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.14882,0.96248,1.24033,-0.01729,0.25953,-0.21712,0.40148,CL5,CL2,CL2,CL2,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL4,CL0,CL2
206,0.49788,0.48246,-1.73790,0.96082,-0.31685,-0.14882,1.11406,0.29338,-0.91699,-1.01450,1.86203,0.40148,CL5,CL0,CL0,CL3,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
207,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.05188,1.28610,0.58331,0.13136,0.41594,0.88113,0.07987,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
208,0.49788,0.48246,-0.05921,0.96082,-0.31685,-0.67825,0.47617,-0.58331,0.59042,-0.14277,-0.21712,0.40148,CL5,CL1,CL4,CL1,CL6,CL6,CL3,CL2,CL0,CL1,CL0,CL1,CL3,CL1,CL0,CL1,CL6,CL0,CL1
209,0.49788,0.48246,0.45468,0.96082,-0.31685,0.13606,0.00332,-0.17779,-0.30172,-0.00665,0.52975,1.22470,CL4,CL1,CL1,CL0,CL6,CL6,CL5,CL4,CL0,CL3,CL0,CL3,CL3,CL2,CL0,CL3,CL6,CL0,CL0
210,-0.07854,-0.48246,1.16365,0.96082,-0.50212,-1.43907,0.47617,1.06238,-0.45321,1.13407,-1.37983,-0.84637,CL0,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
211,-0.07854,0.48246,-0.61113,0.96082,-0.31685,0.73545,0.16767,-1.42424,-0.01729,-1.25773,1.86203,0.76540,CL3,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
212,1.09449,0.48246,-1.73790,0.96082,-0.31685,-0.67825,-0.57545,-1.11902,1.11406,0.93949,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
213,-0.07854,0.48246,-0.05921,0.96082,-0.31685,0.13606,0.63779,-0.84732,1.81866,0.58489,-0.21712,-1.18084,CL6,CL1,CL1,CL0,CL6,CL1,CL5,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
214,1.09449,0.48246,-0.05921,0.21128,-0.31685,0.52135,-0.15487,-1.27553,0.94156,0.12331,-1.37983,-1.54858,CL5,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
215,-0.07854,0.48246,-0.05921,0.96082,-0.31685,-0.14882,1.11406,0.44585,1.28610,1.30612,0.19268,1.22470,CL5,CL0,CL0,CL0,CL5,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
216,-0.07854,0.48246,0.45468,0.24923,-0.31685,1.60383,-0.30033,-0.71727,1.11406,-0.40581,0.19268,0.07987,CL5,CL2,CL0,CL0,CL6,CL4,CL4,CL3,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL2,CL3,CL0,CL0
217,-0.07854,0.48246,-0.05921,0.96082,-0.31685,0.22393,1.11406,0.29338,1.45039,-0.00665,0.88113,0.76540,CL5,CL1,CL1,CL0,CL6,CL1,CL5,CL2,CL0,CL1,CL0,CL3,CL0,CL0,CL0,CL0,CL3,CL0,CL0
218,0.49788,-0.48246,-0.05921,0.96082,-0.31685,1.23461,0.80523,0.44585,1.45039,-1.64101,1.86203,0.76540,CL2,CL1,CL1,CL1,CL6,CL1,CL6,CL1,CL1,CL1,CL1,CL1,CL0,CL1,CL1,CL0,CL6,CL0,CL1
219,-0.07854,0.48246,1.16365,-0.28519,-0.31685,0.31287,1.11406,-0.84732,-1.07533,0.75830,-0.21712,-0.52593,CL4,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL3,CL0,CL0
220,0.49788,0.48246,-0.61113,0.96082,-0.31685,-0.34799,-0.57545,0.14143,1.11406,0.25953,-1.37983,-0.84637,CL6,CL1,CL1,CL1,CL4,CL1,CL5,CL2,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
221,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.82562,-0.30033,0.29338,-0.01729,0.12331,0.19268,0.07987,CL5,CL0,CL2,CL0,CL6,CL3,CL5,CL0,CL0,CL2,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL0
222,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.14882,0.47617,-0.45174,-0.76096,0.93949,0.52975,-0.52593,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
223,0.49788,0.48246,0.45468,0.96082,-0.31685,-0.24649,0.63779,0.72330,1.11406,0.25953,1.29221,1.22470,CL6,CL2,CL0,CL0,CL5,CL2,CL5,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL1,CL2,CL0,CL0
224,1.82213,-0.48246,0.45468,0.96082,-0.31685,-1.19430,1.11406,-0.31776,1.11406,0.93949,-0.21712,0.07987,CL1,CL0,CL0,CL0,CL1,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
225,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.46725,1.45421,0.29338,0.43852,0.75830,-0.21712,-0.21575,CL5,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
226,0.49788,0.48246,0.45468,0.96082,-0.31685,-1.32828,0.63779,0.88309,-0.45321,0.25953,-1.37983,-1.54858,CL6,CL1,CL0,CL0,CL6,CL0,CL5,CL3,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
227,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.46725,0.47617,-0.71727,1.45039,1.46191,-0.21712,-0.84637,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
228,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.22393,0.96248,-0.97631,-0.60633,0.58489,1.29221,0.40148,CL5,CL0,CL0,CL0,CL5,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
229,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.67825,0.32197,-0.01928,-0.76096,-0.14277,0.19268,0.07987,CL6,CL1,CL1,CL1,CL6,CL2,CL6,CL1,CL0,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL2,CL0,CL0
230,1.09449,0.48246,0.45468,0.96082,-0.31685,-1.05308,1.45421,0.14143,0.94156,1.63088,-1.37983,-2.07848,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
231,0.49788,0.48246,-0.05921,0.96082,-0.31685,1.02119,-2.21069,-1.82919,0.59042,0.41594,-1.37983,-1.54858,CL5,CL0,CL0,CL2,CL5,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
232,2.59171,0.48246,1.16365,0.96082,-0.31685,0.13606,-1.09207,-0.45174,-0.45321,0.25953,-0.21712,-1.54858,CL6,CL0,CL0,CL1,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
233,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.04257,1.28610,-0.01928,0.13136,0.75830,0.52975,0.76540,CL5,CL1,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0
234,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.67825,0.80523,-1.42424,0.94156,0.25953,0.52975,0.40148,CL6,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
235,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.41667,0.96248,-0.01928,-0.91699,1.63088,0.19268,0.40148,CL4,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
236,-0.07854,0.48246,-0.05921,0.96082,-0.31685,0.04257,0.96248,-1.27553,2.23427,2.04506,-1.37983,-2.07848,CL5,CL0,CL0,CL3,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
237,-0.07854,0.48246,1.16365,0.96082,-0.31685,1.49158,0.32197,-0.17779,0.43852,0.41594,0.19268,-0.21575,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
238,-0.07854,0.48246,-1.73790,0.96082,-0.31685,0.91093,-0.15487,-2.21069,0.28783,1.30612,-1.37983,-2.07848,CL5,CL1,CL1,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
239,-0.95197,0.48246,-1.22751,0.96082,-0.31685,0.52135,-0.15487,-0.71727,-0.60633,0.25953,-0.21712,-0.21575,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
240,1.09449,0.48246,-0.05921,0.96082,-0.31685,-1.86962,0.63779,0.72330,1.61108,0.25953,-1.37983,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
241,0.49788,0.48246,1.16365,0.96082,-0.31685,0.62967,-1.23177,-0.01928,1.61108,2.63199,-1.37983,-0.84637,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
242,-0.07854,0.48246,-1.22751,-0.28519,-0.31685,2.12700,-1.23177,-0.84732,0.76096,-1.01450,0.19268,-1.18084,CL5,CL0,CL0,CL0,CL4,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL1
243,-0.95197,0.48246,-0.61113,0.96082,-0.31685,1.49158,-1.50796,-3.27393,0.76096,-0.89891,-1.37983,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL3
244,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.58016,1.11406,0.72330,0.94156,0.93949,-1.37983,-0.21575,CL5,CL3,CL1,CL2,CL6,CL3,CL4,CL3,CL2,CL2,CL0,CL0,CL3,CL0,CL0,CL0,CL5,CL0,CL1
245,0.49788,-0.48246,0.45468,0.96082,-0.31685,1.98437,-1.50796,-0.17779,1.11406,-2.90161,-0.71126,-0.52593,CL5,CL0,CL0,CL3,CL6,CL1,CL6,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
246,-0.07854,0.48246,-0.61113,0.96082,-0.31685,-0.24649,-0.94779,-1.68062,-1.47955,-1.38502,-2.55524,-1.54858,CL5,CL1,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
247,-0.07854,0.48246,-0.05921,0.96082,-0.31685,1.37297,-0.69509,-1.27553,0.43852,-0.65253,-0.21712,-0.84637,CL5,CL0,CL0,CL2,CL0,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
248,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.92104,-0.30033,-1.11902,0.59042,1.63088,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
249,1.09449,0.48246,1.98437,0.96082,-0.31685,-2.42317,0.16767,-0.31776,2.03972,1.81175,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
250,1.09449,0.48246,-0.05921,0.96082,-0.31685,1.13281,0.32197,-0.17779,0.94156,1.13407,-0.71126,-0.21575,CL5,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
251,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.46725,0.16767,-0.31776,-0.45321,1.46191,0.19268,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
252,0.49788,0.48246,0.45468,0.96082,-0.31685,0.62967,-0.94779,-0.71727,-0.15487,0.75830,-1.37983,-1.54858,CL4,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
253,-0.95197,0.48246,1.16365,0.96082,-0.31685,-1.43907,0.96248,-0.58331,2.23427,2.04506,-0.71126,-0.21575,CL5,CL0,CL0,CL0,CL6,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
254,1.09449,0.48246,1.98437,0.96082,-0.31685,-0.79151,0.16767,0.29338,-0.01729,0.93949,-1.37983,-2.07848,CL6,CL0,CL0,CL0,CL6,CL2,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
255,-0.07854,-0.48246,-0.05921,0.96082,-0.31685,1.37297,-0.69509,-0.71727,-0.91699,-0.27607,-1.37983,-0.84637,CL4,CL0,CL0,CL0,CL6,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
256,0.49788,0.48246,1.16365,0.96082,-0.31685,-1.19430,1.74091,1.06238,1.28610,0.75830,0.19268,0.40148,CL5,CL1,CL0,CL0,CL5,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
257,-0.95197,0.48246,-0.61113,0.96082,-0.31685,-0.46725,0.63779,-0.31776,0.76096,0.93949,-0.71126,-0.21575,CL4,CL2,CL0,CL0,CL2,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
258,0.49788,-0.48246,1.98437,0.96082,-0.31685,0.04257,0.00332,0.88309,-2.70172,-0.27607,-0.71126,0.07987,CL4,CL1,CL1,CL1,CL6,CL1,CL6,CL2,CL0,CL2,CL0,CL0,CL2,CL1,CL0,CL1,CL4,CL0,CL1
259,2.59171,-0.48246,1.98437,0.96082,-0.31685,0.52135,-0.15487,-0.45174,-1.47955,1.81175,-0.71126,-1.54858,CL5,CL0,CL0,CL5,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
260,2.59171,-0.48246,-0.05921,0.96082,-0.31685,-1.05308,-0.30033,0.29338,0.43852,0.75830,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
261,1.09449,0.48246,-0.05921,0.96082,-0.31685,-0.46725,0.96248,2.15324,-0.91699,-0.00665,1.86203,1.22470,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0
262,1.82213,-0.48246,0.45468,0.96082,-0.31685,-0.67825,-0.43999,0.72330,-0.01729,-0.14277,1.86203,0.07987,CL2,CL0,CL1,CL2,CL0,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
263,1.09449,-0.48246,1.16365,0.96082,-0.50212,-0.92104,0.80523,-0.31776,0.94156,0.25953,-1.37983,-1.54858,CL3,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
264,1.82213,0.48246,-2.43591,0.96082,-0.31685,-1.05308,0.00332,-0.01928,1.61108,1.13407,-0.71126,-1.54858,CL5,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
265,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.46725,0.16767,-0.01928,0.59042,0.58489,-1.37983,-1.18084,CL5,CL0,CL0,CL0,CL5,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
266,0.49788,0.48246,0.45468,0.96082,-1.10702,-0.24649,0.00332,-0.45174,-0.01729,-0.00665,-0.71126,-2.07848,CL2,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
267,1.82213,-0.48246,0.45468,0.96082,-0.31685,-1.19430,-0.15487,-0.17779,0.28783,0.75830,-0.21712,0.07987,CL6,CL1,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL1,CL0,CL0
268,0.49788,-0.48246,-0.05921,0.96082,-1.10702,-0.92104,1.45421,-1.27553,-0.45321,-0.00665,-0.21712,0.07987,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
269,1.09449,0.48246,1.16365,0.96082,-0.31685,-1.05308,1.74091,0.58331,0.43852,2.04506,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
270,0.49788,0.48246,1.16365,0.96082,-1.10702,-0.92104,0.16767,-0.84732,-0.76096,0.12331,-1.37983,-2.07848,CL4,CL0,CL0,CL2,CL2,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
271,1.09449,0.48246,1.16365,0.96082,-0.31685,-2.34360,2.12700,1.65653,0.76096,0.75830,0.88113,0.40148,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0
272,1.09449,0.48246,1.16365,0.96082,-0.31685,0.73545,-0.69509,0.44585,0.28783,-1.38502,-0.71126,0.76540,CL6,CL1,CL1,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL2,CL1,CL2,CL0,CL0
273,1.82213,-0.48246,1.98437,0.96082,-0.31685,-1.05308,0.00332,-0.01928,0.28783,-0.00665,0.52975,-0.84637,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
274,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.22393,0.16767,-1.11902,0.28783,0.25953,-0.71126,-0.21575,CL6,CL3,CL3,CL4,CL6,CL3,CL6,CL3,CL0,CL2,CL0,CL2,CL3,CL2,CL0,CL1,CL4,CL0,CL0
275,0.49788,-0.48246,1.16365,0.96082,-0.31685,0.22393,0.96248,0.14143,-0.91699,0.58489,-0.21712,0.76540,CL6,CL1,CL6,CL5,CL6,CL3,CL4,CL1,CL1,CL1,CL0,CL1,CL0,CL1,CL0,CL0,CL6,CL0,CL0
276,0.49788,0.48246,1.16365,0.96082,-0.31685,0.41667,-0.43999,0.14143,0.43852,1.63088,-1.37983,-0.21575,CL4,CL0,CL0,CL0,CL6,CL1,CL4,CL1,CL0,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL2,CL0,CL0
277,1.82213,-0.48246,1.98437,0.96082,-0.31685,-0.92104,0.47617,-0.58331,-0.30172,-0.52745,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL3,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
278,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,-1.05308,1.45421,1.06238,0.76096,-0.14277,0.52975,0.07987,CL5,CL2,CL2,CL2,CL5,CL4,CL5,CL3,CL0,CL3,CL0,CL2,CL0,CL2,CL0,CL3,CL3,CL0,CL0
279,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.24649,-0.43999,-0.31776,0.76096,-0.00665,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
280,1.09449,-0.48246,1.16365,0.96082,-0.31685,-1.32828,0.80523,0.29338,0.43852,0.41594,0.19268,-0.52593,CL5,CL1,CL0,CL2,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
281,1.82213,-0.48246,1.16365,0.96082,-0.31685,-0.05188,0.16767,0.72330,-0.01729,-0.89891,-0.71126,-0.84637,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
282,1.09449,0.48246,-0.61113,0.96082,-0.31685,0.04257,-0.30033,-2.21069,-0.15487,-0.14277,-0.71126,-0.84637,CL5,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
283,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.05188,0.00332,0.14143,0.94156,0.93949,0.19268,0.40148,CL5,CL0,CL0,CL0,CL5,CL1,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
284,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.92104,1.58487,0.14143,-0.30172,0.75830,0.19268,0.40148,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
285,0.49788,-0.48246,-0.05921,-0.28519,-0.31685,-1.19430,-0.80615,0.72330,-0.45321,0.25953,1.29221,-0.21575,CL3,CL2,CL2,CL3,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL2,CL6,CL0,CL0
286,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.92104,1.28610,-0.71727,-0.30172,0.25953,-1.37983,-0.21575,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
287,1.09449,0.48246,0.45468,0.96082,-0.31685,0.22393,-1.37639,-0.17779,-1.34289,-0.14277,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
288,1.09449,-0.48246,1.16365,0.96082,-0.31685,0.31287,0.32197,-0.45174,0.43852,-0.89891,-0.21712,-0.21575,CL3,CL0,CL0,CL2,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
289,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,0.62967,0.32197,-0.71727,-0.30172,-0.00665,-0.21712,-1.54858,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
290,-0.07854,0.48246,1.16365,0.96082,-0.31685,-2.05048,0.63779,-0.71727,1.61108,1.13407,-1.37983,-1.18084,CL4,CL0,CL1,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
291,0.49788,0.48246,-0.05921,0.96082,-1.10702,-0.92104,0.96248,-0.84732,1.45039,0.93949,-1.37983,-1.54858,CL0,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
292,0.49788,0.48246,-0.61113,0.96082,-0.31685,0.62967,-1.09207,0.44585,-0.76096,-0.40581,-1.37983,-0.52593,CL5,CL1,CL0,CL0,CL4,CL5,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
293,1.09449,0.48246,-0.05921,0.96082,-0.31685,-0.05188,-0.15487,-0.58331,-0.60633,0.41594,-0.71126,-0.52593,CL3,CL0,CL0,CL0,CL6,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
295,-0.07854,0.48246,-0.05921,0.96082,-0.31685,1.13281,0.00332,-0.17779,-0.76096,-0.40581,0.19268,-0.21575,CL3,CL1,CL1,CL0,CL3,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL1
296,-0.95197,0.48246,-1.43719,0.96082,-0.31685,-0.34799,0.47617,-0.17779,-0.60633,-0.14277,-0.71126,-0.84637,CL5,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
297,0.49788,-0.48246,-0.05921,0.96082,-0.31685,1.37297,-0.43999,0.14143,-0.01729,-0.00665,-0.71126,-0.52593,CL5,CL0,CL1,CL4,CL5,CL2,CL6,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
298,2.59171,0.48246,-1.73790,0.96082,-0.31685,0.82562,-0.80615,0.14143,-0.15487,1.13407,-0.21712,-0.52593,CL0,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
300,0.49788,0.48246,0.45468,0.96082,-0.31685,0.13606,-0.30033,-1.42424,1.61108,0.41594,-0.21712,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
301,0.49788,0.48246,-0.05921,-0.57009,-0.31685,0.82562,-0.94779,-0.17779,0.43852,0.58489,-0.71126,-0.84637,CL5,CL0,CL0,CL0,CL4,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
302,-0.07854,0.48246,-0.61113,-0.57009,-0.31685,-0.24649,-0.43999,-1.55521,0.13136,0.58489,-1.37983,-1.54858,CL3,CL0,CL0,CL0,CL2,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
303,0.49788,0.48246,1.98437,0.96082,-0.31685,0.52135,-0.43999,-0.71727,0.59042,0.93949,-0.71126,-0.84637,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
304,1.82213,0.48246,-0.05921,0.96082,-0.31685,-0.14882,0.63779,-0.01928,-0.76096,-0.40581,-0.21712,0.07987,CL6,CL0,CL0,CL1,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL1,CL0,CL0
305,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.34799,0.00332,-1.27553,-0.15487,0.93949,-0.21712,-1.18084,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
306,1.09449,0.48246,0.45468,0.96082,-0.31685,-1.05308,-2.32338,-1.27553,1.61108,0.12331,-0.71126,-1.54858,CL4,CL1,CL2,CL0,CL6,CL0,CL4,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0
307,0.49788,-0.48246,1.16365,0.96082,-0.31685,0.22393,-1.23177,-0.84732,-1.07533,0.75830,-1.37983,-0.84637,CL5,CL0,CL1,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
308,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.46725,-0.57545,-0.71727,1.11406,0.75830,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
309,0.49788,0.48246,-1.22751,0.96082,-0.31685,-1.69163,0.80523,-0.17779,-0.01729,1.63088,0.19268,0.07987,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
310,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.79151,0.16767,-0.17779,0.59042,0.41594,-1.37983,-2.07848,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
311,1.09449,0.48246,0.45468,0.96082,-0.31685,-1.32828,-0.15487,-0.84732,0.13136,0.58489,-1.37983,-1.54858,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL4,CL0,CL1
312,-0.95197,0.48246,-1.73790,0.96082,-0.31685,1.13281,-0.57545,-1.97495,-0.30172,-0.14277,1.86203,0.76540,CL3,CL0,CL0,CL0,CL6,CL1,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
313,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.34799,0.00332,-0.45174,0.28783,0.12331,-1.37983,-0.52593,CL6,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
314,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.04257,1.74091,0.29338,0.59042,1.30612,0.19268,-0.52593,CL5,CL1,CL1,CL0,CL6,CL0,CL5,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL5,CL0,CL0
315,-0.95197,0.48246,-1.22751,0.21128,-0.31685,-0.58016,0.16767,-0.71727,0.13136,-0.14277,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
316,1.09449,0.48246,1.98437,0.96082,-0.31685,-0.79151,0.80523,0.58331,-0.01729,0.41594,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
317,1.82213,0.48246,0.45468,0.96082,-0.31685,-0.46725,0.80523,1.06238,-0.45321,-0.78155,1.86203,0.40148,CL5,CL1,CL0,CL0,CL6,CL3,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL0
318,0.49788,-0.48246,0.45468,0.96082,-1.10702,-0.79151,1.93886,-0.97631,-0.01729,1.13407,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
319,-0.07854,0.48246,-0.05921,0.96082,-0.31685,0.04257,0.00332,-0.71727,0.28783,0.93949,-1.37983,-1.18084,CL2,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
320,1.09449,0.48246,-1.73790,0.96082,0.11440,0.31287,-0.30033,-1.27553,-0.15487,0.58489,0.88113,0.40148,CL4,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
321,1.09449,0.48246,0.45468,0.96082,-0.31685,0.73545,-0.30033,-0.58331,-1.07533,-0.14277,-1.37983,-1.18084,CL5,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
322,0.49788,0.48246,-0.61113,0.96082,-0.31685,0.52135,-0.30033,-0.97631,1.81866,1.63088,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
323,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.79151,0.47617,0.44585,0.94156,0.12331,-0.21712,0.40148,CL5,CL0,CL2,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL2,CL0,CL0
324,1.09449,-0.48246,-1.43719,0.96082,-0.31685,0.91093,-1.09207,-1.68062,0.28783,-0.78155,-0.71126,0.07987,CL6,CL1,CL1,CL0,CL6,CL2,CL5,CL1,CL0,CL1,CL1,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
325,-0.07854,0.48246,1.98437,0.96082,-0.31685,0.22393,0.00332,1.43533,-0.91699,0.93949,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
326,0.49788,0.48246,-0.05921,0.96082,-0.31685,-0.79151,1.28610,-0.17779,0.94156,2.33337,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
327,0.49788,-0.48246,-1.22751,0.96082,-0.31685,-0.58016,-1.63340,-1.97495,0.94156,0.41594,0.52975,0.07987,CL6,CL3,CL2,CL0,CL4,CL4,CL5,CL0,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
328,1.09449,-0.48246,1.16365,0.96082,-0.31685,-1.86962,1.58487,-0.01928,1.61108,1.30612,-1.37983,-0.84637,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
329,-0.07854,0.48246,-0.05921,0.96082,-0.31685,0.22393,-0.30033,-1.27553,1.11406,-0.52745,-1.37983,-2.07848,CL5,CL0,CL0,CL2,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
330,1.09449,-0.48246,-0.05921,0.96082,-0.31685,-0.34799,0.47617,-0.97631,0.43852,-0.14277,0.52975,-0.21575,CL4,CL0,CL0,CL1,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
331,1.09449,0.48246,-0.05921,0.96082,-0.31685,-1.05308,0.47617,-0.71727,0.76096,0.75830,-0.21712,-0.21575,CL1,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
332,0.49788,-0.48246,-2.43591,0.96082,-0.31685,-0.24649,-0.43999,-0.97631,-0.45321,0.58489,-1.37983,-0.84637,CL6,CL2,CL2,CL2,CL6,CL2,CL6,CL6,CL2,CL3,CL0,CL2,CL0,CL2,CL0,CL2,CL6,CL0,CL0
333,1.82213,0.48246,-1.22751,0.24923,-0.31685,-0.46725,-0.43999,-1.55521,0.94156,0.75830,-1.37983,-1.54858,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
334,-0.95197,0.48246,-0.61113,0.96082,-0.31685,2.82196,-1.92173,-0.84732,0.43852,-1.78169,0.19268,-0.52593,CL6,CL0,CL3,CL0,CL6,CL5,CL6,CL3,CL0,CL3,CL0,CL0,CL5,CL0,CL0,CL0,CL6,CL0,CL3
335,2.59171,-0.48246,-0.61113,0.24923,-0.31685,-1.32828,-0.43999,-0.97631,0.13136,0.12331,1.29221,-0.21575,CL4,CL0,CL0,CL5,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
336,2.59171,0.48246,-1.73790,0.24923,-0.31685,-0.14882,-0.15487,-1.42424,-1.34289,-0.00665,-0.21712,0.76540,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
337,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.41667,-0.57545,0.58331,0.43852,-1.01450,1.86203,0.76540,CL6,CL0,CL0,CL0,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
338,1.09449,0.48246,1.16365,0.96082,-1.10702,0.62967,0.16767,-0.17779,-0.01729,1.30612,-0.21712,-0.84637,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
339,1.09449,0.48246,-0.05921,0.24923,-0.31685,-0.58016,0.32197,1.06238,-1.77200,0.41594,1.86203,0.40148,CL5,CL1,CL1,CL2,CL6,CL2,CL6,CL3,CL1,CL1,CL0,CL0,CL0,CL1,CL0,CL2,CL6,CL0,CL0
340,0.49788,-0.48246,1.98437,0.96082,-0.31685,-1.86962,1.28610,0.29338,0.76096,1.46191,-0.21712,0.40148,CL6,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
341,1.09449,0.48246,-0.05921,0.96082,-0.31685,-0.14882,-0.30033,-0.58331,0.94156,0.75830,-1.37983,-0.21575,CL5,CL0,CL0,CL0,CL3,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
342,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.46725,1.11406,0.88309,0.28783,0.41594,-2.55524,-0.21575,CL5,CL0,CL0,CL0,CL6,CL6,CL5,CL1,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL2,CL6,CL0,CL0
343,1.82213,0.48246,-0.05921,0.96082,-0.31685,-1.69163,0.96248,-0.31776,0.94156,1.81175,-2.55524,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
344,1.82213,0.48246,-0.05921,0.96082,-0.31685,0.62967,0.00332,-0.01928,-0.15487,0.58489,0.19268,-0.52593,CL1,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
345,-0.95197,0.48246,-2.43591,0.96082,-0.31685,0.22393,-0.15487,-0.01928,-0.15487,-0.40581,0.88113,-0.84637,CL5,CL2,CL3,CL6,CL6,CL6,CL5,CL4,CL2,CL3,CL3,CL0,CL3,CL2,CL2,CL2,CL6,CL0,CL0
346,0.49788,0.48246,1.16365,0.96082,-0.31685,-1.86962,0.16767,1.43533,1.81866,1.13407,-0.71126,-0.84637,CL1,CL1,CL1,CL1,CL6,CL1,CL5,CL1,CL1,CL1,CL1,CL0,CL0,CL1,CL1,CL1,CL6,CL0,CL1
347,0.49788,0.48246,0.45468,0.96082,-0.31685,0.04257,0.47617,-0.17779,0.94156,0.25953,0.19268,-0.21575,CL2,CL2,CL2,CL2,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL2,CL2,CL0,CL2,CL6,CL0,CL1
348,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.14882,1.74091,1.65653,2.46262,0.25953,1.86203,1.22470,CL6,CL1,CL0,CL0,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL4,CL1,CL0,CL0,CL6,CL0,CL0
349,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.92104,0.80523,-0.01928,-0.01729,0.41594,-1.37983,-1.54858,CL2,CL2,CL1,CL2,CL6,CL1,CL6,CL1,CL0,CL1,CL2,CL0,CL0,CL1,CL2,CL1,CL0,CL0,CL0
350,1.09449,-0.48246,-0.05921,0.96082,-1.10702,-0.58016,0.32197,-0.45174,-0.15487,0.25953,-0.21712,-1.18084,CL6,CL0,CL0,CL4,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
351,1.09449,-0.48246,0.45468,0.96082,-0.31685,0.52135,-0.69509,-0.58331,0.13136,-0.14277,-0.21712,0.40148,CL5,CL1,CL1,CL1,CL6,CL3,CL5,CL2,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
352,0.49788,0.48246,-0.61113,0.96082,-0.31685,1.02119,-0.57545,0.88309,1.28610,-0.65253,0.88113,-0.21575,CL4,CL2,CL1,CL4,CL6,CL2,CL5,CL2,CL2,CL2,CL2,CL2,CL0,CL1,CL2,CL1,CL6,CL0,CL1
353,0.49788,-0.48246,-0.05921,0.96082,-0.31685,0.41667,0.16767,-0.01928,-0.45321,-0.52745,-0.21712,0.40148,CL5,CL2,CL1,CL4,CL5,CL4,CL4,CL2,CL2,CL1,CL2,CL0,CL1,CL2,CL3,CL2,CL2,CL0,CL5
354,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.69509,0.44585,0.76096,-1.38502,0.19268,-0.21575,CL1,CL1,CL1,CL1,CL6,CL1,CL5,CL1,CL1,CL1,CL1,CL0,CL0,CL1,CL1,CL1,CL1,CL0,CL1
355,-0.07854,-0.48246,-1.73790,0.96082,-0.31685,-0.46725,0.00332,-0.17779,-0.60633,0.41594,0.52975,-0.84637,CL2,CL2,CL2,CL0,CL5,CL2,CL5,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL2,CL0,CL0
356,0.49788,-0.48246,-0.05921,0.96082,-0.31685,0.22393,-0.15487,-0.01928,0.28783,-0.27607,-0.71126,0.40148,CL2,CL1,CL1,CL2,CL6,CL1,CL5,CL2,CL2,CL1,CL2,CL1,CL0,CL1,CL2,CL1,CL3,CL0,CL0
357,-0.07854,-0.48246,-2.43591,0.96082,-0.31685,0.62967,0.00332,1.24033,1.81866,0.93949,1.86203,1.92173,CL6,CL1,CL2,CL3,CL6,CL3,CL6,CL2,CL3,CL3,CL2,CL3,CL0,CL1,CL3,CL1,CL6,CL0,CL1
358,1.09449,-0.48246,0.45468,0.96082,-0.31685,-1.19430,-0.15487,-1.27553,1.45039,0.41594,-0.71126,0.07987,CL6,CL0,CL0,CL1,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
359,0.49788,-0.48246,-1.73790,0.96082,-0.31685,2.46262,-1.23177,-0.97631,-1.77200,-1.64101,1.86203,1.92173,CL3,CL3,CL1,CL1,CL5,CL3,CL5,CL3,CL0,CL3,CL1,CL1,CL3,CL1,CL0,CL1,CL6,CL0,CL1
360,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.41667,-0.80615,0.88309,0.13136,-0.40581,0.52975,-0.21575,CL2,CL2,CL2,CL2,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL2,CL0,CL1
361,-0.07854,0.48246,-0.61113,0.96082,-0.31685,-0.58016,1.58487,0.58331,0.13136,0.41594,1.29221,1.92173,CL5,CL2,CL2,CL2,CL6,CL2,CL5,CL2,CL2,CL2,CL2,CL2,CL0,CL2,CL2,CL0,CL3,CL0,CL2
362,1.09449,0.48246,0.45468,0.96082,-0.31685,0.52135,0.80523,-0.01928,0.13136,-0.14277,-0.21712,0.07987,CL2,CL1,CL1,CL1,CL6,CL2,CL5,CL1,CL0,CL2,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
363,0.49788,0.48246,-0.05921,0.96082,-0.31685,0.62967,0.63779,1.06238,0.94156,1.30612,0.88113,0.40148,CL5,CL5,CL2,CL4,CL6,CL3,CL4,CL3,CL2,CL3,CL2,CL2,CL0,CL1,CL2,CL1,CL6,CL0,CL2
364,1.09449,-0.48246,0.45468,0.96082,-0.31685,0.41667,0.32197,-0.17779,0.59042,0.41594,-0.71126,-0.52593,CL2,CL1,CL1,CL2,CL6,CL2,CL5,CL1,CL2,CL1,CL2,CL0,CL0,CL1,CL2,CL1,CL6,CL0,CL1
365,1.09449,0.48246,-0.05921,0.96082,-0.31685,1.23461,-0.15487,-1.27553,0.76096,0.41594,-1.37983,-2.07848,CL5,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
366,0.49788,0.48246,1.98437,0.96082,-0.31685,0.41667,-0.15487,0.14143,-0.01729,-0.52745,-0.21712,-0.21575,CL5,CL0,CL0,CL0,CL5,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
367,1.09449,-0.48246,-0.05921,0.96082,-0.50212,-0.14882,0.00332,-0.58331,-0.45321,-1.25773,-1.37983,-1.54858,CL5,CL0,CL0,CL1,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
368,0.49788,0.48246,0.45468,0.96082,-0.50212,-1.05308,0.47617,-0.17779,-0.15487,0.58489,-1.37983,-1.18084,CL0,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
369,1.09449,0.48246,0.45468,0.96082,-0.31685,-1.19430,0.47617,0.29338,0.43852,0.25953,0.19268,-0.21575,CL5,CL0,CL0,CL5,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL2,CL1,CL2,CL0,CL0
370,-0.07854,-0.48246,-0.05921,0.96082,-0.31685,-0.05188,-0.94779,-1.68062,0.13136,0.75830,-0.21712,-0.84637,CL6,CL1,CL0,CL0,CL6,CL6,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
371,-0.07854,0.48246,0.45468,0.96082,-0.31685,1.23461,0.32197,0.29338,0.76096,-0.65253,0.19268,-0.21575,CL3,CL2,CL2,CL5,CL6,CL2,CL5,CL2,CL2,CL1,CL2,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL2
372,-0.95197,-0.48246,-1.22751,0.24923,-0.31685,0.22393,0.32197,0.14143,-0.91699,-0.27607,-0.71126,0.07987,CL5,CL2,CL0,CL0,CL6,CL6,CL0,CL0,CL0,CL2,CL0,CL0,CL2,CL2,CL0,CL3,CL6,CL0,CL0
373,0.49788,0.48246,0.45468,0.96082,-0.31685,1.02119,2.32338,1.65653,-1.34289,0.41594,1.29221,1.92173,CL5,CL0,CL0,CL3,CL6,CL2,CL6,CL1,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL0
374,-0.95197,0.48246,-0.61113,0.96082,-0.31685,0.91093,0.96248,-1.11902,0.59042,0.25953,-0.21712,0.40148,CL5,CL2,CL2,CL0,CL4,CL3,CL5,CL3,CL0,CL2,CL0,CL3,CL3,CL2,CL0,CL2,CL5,CL0,CL0
375,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.34799,-1.76250,0.72330,-0.91699,0.12331,-0.21712,-0.52593,CL6,CL1,CL1,CL0,CL6,CL4,CL5,CL1,CL0,CL3,CL0,CL0,CL1,CL1,CL0,CL2,CL0,CL0,CL0
376,1.82213,0.48246,1.16365,0.96082,-0.31685,-0.24649,1.28610,0.88309,1.61108,1.13407,-0.71126,-1.18084,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
377,2.59171,-0.48246,-0.05921,0.96082,-0.31685,0.13606,0.16767,0.29338,-1.34289,1.46191,-1.37983,-0.84637,CL6,CL0,CL0,CL1,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
378,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.92104,0.00332,-0.71727,0.13136,0.93949,-0.71126,0.40148,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
379,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.46725,-0.57545,-1.68062,0.43852,-0.52745,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
380,-0.07854,-0.48246,1.16365,-0.28519,-0.31685,0.82562,-0.94779,0.58331,0.59042,0.75830,0.52975,-0.21575,CL0,CL0,CL0,CL0,CL4,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
381,1.09449,0.48246,-0.05921,0.96082,-0.31685,0.82562,-0.43999,0.72330,-0.01729,0.25953,-0.21712,-0.21575,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
382,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.46725,1.11406,-0.31776,-0.60633,0.12331,0.19268,0.76540,CL2,CL2,CL2,CL2,CL6,CL2,CL5,CL2,CL2,CL2,CL0,CL2,CL0,CL1,CL2,CL2,CL2,CL0,CL0
383,0.49788,-0.48246,-1.73790,-0.28519,-0.31685,-0.34799,-0.57545,-1.11902,-0.91699,-0.78155,1.29221,-0.52593,CL4,CL1,CL1,CL0,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
384,0.49788,0.48246,1.16365,-0.28519,-0.31685,-0.79151,0.16767,-0.17779,-0.30172,0.75830,0.19268,0.40148,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
385,1.09449,0.48246,0.45468,0.96082,-0.31685,0.13606,-0.30033,-0.45174,1.11406,0.75830,-2.55524,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
386,1.09449,0.48246,0.45468,0.96082,-1.10702,-0.24649,0.16767,-0.97631,0.76096,0.58489,0.19268,-1.54858,CL1,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
387,-0.07854,-0.48246,-0.05921,0.96082,-0.31685,-0.58016,-0.43999,-2.39883,0.13136,-0.40581,-0.71126,-0.21575,CL5,CL0,CL2,CL0,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL0,CL2,CL0,CL0,CL6,CL0,CL0
388,1.09449,-0.48246,-1.22751,0.96082,-0.31685,-2.05048,0.47617,-1.11902,1.61108,0.58489,-0.71126,-0.52593,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
389,-0.07854,-0.48246,0.45468,0.96082,-1.10702,-1.32828,0.32197,-0.58331,-1.34289,2.04506,-0.71126,0.07987,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
390,0.49788,-0.48246,-0.05921,0.96082,-0.31685,0.13606,-0.30033,0.14143,-0.15487,-0.27607,-0.21712,-0.84637,CL3,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL6,CL0,CL0
391,-0.07854,-0.48246,1.98437,0.96082,-0.31685,-0.58016,0.32197,-0.17779,0.13136,0.58489,-1.37983,-1.54858,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
392,0.49788,0.48246,-0.61113,0.96082,-0.31685,-0.67825,-0.43999,0.29338,0.13136,-0.00665,0.19268,-0.84637,CL2,CL0,CL1,CL3,CL6,CL1,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL6,CL0,CL0
393,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.62967,0.00332,0.14143,0.28783,0.12331,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
394,0.49788,0.48246,-1.43719,0.96082,-0.31685,-0.46725,0.32197,-0.58331,-0.01729,1.13407,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
395,-0.07854,0.48246,-0.05921,0.96082,-0.31685,-0.79151,-0.15487,-2.21069,-0.60633,1.46191,-1.37983,-2.07848,CL6,CL0,CL0,CL0,CL0,CL0,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
396,-0.07854,-0.48246,-0.05921,0.96082,-0.31685,-1.43907,0.63779,-0.17779,-0.76096,1.81175,0.52975,0.40148,CL6,CL2,CL1,CL0,CL6,CL1,CL6,CL2,CL1,CL3,CL0,CL2,CL0,CL2,CL1,CL2,CL5,CL0,CL1
397,0.49788,-0.48246,0.45468,0.96082,-0.31685,0.22393,1.28610,-0.45174,-1.47955,-0.78155,1.86203,1.22470,CL6,CL1,CL1,CL1,CL4,CL2,CL5,CL3,CL0,CL3,CL0,CL0,CL3,CL1,CL0,CL1,CL5,CL0,CL0
398,0.49788,0.48246,0.45468,0.96082,-0.31685,-1.86962,0.63779,-0.97631,-0.30172,0.58489,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
399,1.09449,-0.48246,-0.05921,0.96082,-0.31685,0.13606,0.47617,-0.84732,-1.47955,0.41594,1.29221,1.22470,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
400,-0.07854,0.48246,1.16365,0.96082,-0.31685,-0.79151,0.32197,0.29338,-1.34289,0.93949,0.88113,-0.52593,CL6,CL0,CL0,CL0,CL6,CL5,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL1
401,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.92104,1.28610,1.43533,0.94156,0.58489,-0.71126,-1.18084,CL1,CL1,CL1,CL0,CL5,CL1,CL6,CL1,CL0,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL4,CL0,CL1
402,-0.07854,0.48246,-1.22751,0.96082,-0.31685,-0.14882,-0.15487,-1.97495,0.59042,0.75830,-0.71126,-0.84637,CL4,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
403,1.09449,-0.48246,-1.73790,0.96082,-0.31685,0.13606,-1.09207,-0.45174,-1.62090,-0.65253,1.86203,1.22470,CL5,CL2,CL2,CL0,CL6,CL6,CL6,CL2,CL0,CL2,CL0,CL2,CL2,CL2,CL0,CL2,CL6,CL0,CL0
404,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.92104,-0.69509,-0.31776,-0.60633,-1.25773,0.52975,0.40148,CL5,CL0,CL0,CL0,CL5,CL5,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
405,-0.95197,-0.48246,0.45468,0.96082,-0.31685,-1.43907,0.63779,-0.31776,-0.76096,-0.40581,-1.37983,-0.52593,CL5,CL0,CL0,CL2,CL5,CL5,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
406,1.09449,-0.48246,-1.43719,0.96082,-0.31685,0.91093,-0.15487,-0.17779,-0.15487,0.25953,0.88113,0.07987,CL3,CL1,CL1,CL1,CL6,CL6,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
407,-0.95197,0.48246,-2.43591,0.96082,-0.31685,0.13606,1.58487,1.88511,1.28610,-0.00665,1.29221,0.76540,CL5,CL3,CL2,CL3,CL6,CL5,CL6,CL0,CL0,CL3,CL0,CL0,CL4,CL0,CL0,CL3,CL6,CL0,CL0
408,1.09449,0.48246,0.45468,0.96082,-0.31685,1.83990,-0.94779,1.65653,-0.01729,-0.40581,0.19268,0.40148,CL3,CL1,CL0,CL0,CL6,CL6,CL6,CL1,CL0,CL2,CL0,CL0,CL3,CL0,CL0,CL1,CL6,CL0,CL0
409,0.49788,-0.48246,-1.43719,0.96082,0.11440,1.37297,-0.15487,-0.31776,-0.30172,-0.65253,-0.21712,0.07987,CL6,CL1,CL1,CL2,CL6,CL6,CL2,CL1,CL1,CL2,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
410,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.67825,0.16767,0.58331,0.13136,-0.27607,0.19268,-1.54858,CL3,CL1,CL1,CL1,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL2,CL2,CL1,CL6,CL1,CL6,CL0,CL1
411,0.49788,0.48246,-0.05921,-0.57009,-0.31685,-1.55078,0.80523,0.72330,0.28783,0.58489,-0.21712,0.40148,CL1,CL1,CL0,CL2,CL6,CL6,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL6,CL0,CL0
412,1.09449,-0.48246,-1.22751,0.96082,-0.31685,1.02119,-1.37639,0.44585,0.94156,-1.38502,0.88113,0.40148,CL5,CL2,CL0,CL3,CL6,CL6,CL6,CL1,CL0,CL2,CL1,CL2,CL2,CL1,CL6,CL2,CL2,CL0,CL1
413,0.49788,0.48246,-0.61113,-0.28519,-0.31685,-0.46725,-1.50796,0.29338,0.13136,-1.64101,-0.21712,-0.84637,CL3,CL0,CL0,CL1,CL3,CL1,CL6,CL1,CL1,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
414,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.13606,1.11406,-0.97631,0.43852,-0.27607,-0.71126,-0.52593,CL6,CL0,CL0,CL0,CL3,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
415,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.04257,-0.15487,0.72330,0.13136,-0.40581,-0.21712,-0.21575,CL5,CL2,CL2,CL2,CL6,CL6,CL5,CL3,CL0,CL2,CL0,CL2,CL2,CL2,CL0,CL2,CL6,CL0,CL0
416,0.49788,0.48246,-0.61113,0.96082,-0.31685,-1.86962,0.32197,-1.11902,-0.15487,-0.65253,0.19268,-0.21575,CL6,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
417,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,-0.58016,-1.09207,-0.58331,-2.07848,2.63199,-0.21712,0.76540,CL6,CL3,CL3,CL0,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL5,CL4,CL3,CL0,CL3,CL5,CL0,CL0
418,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.05188,-0.69509,0.29338,-2.21844,-1.25773,0.19268,0.76540,CL5,CL0,CL3,CL3,CL6,CL6,CL5,CL5,CL0,CL3,CL0,CL4,CL3,CL0,CL0,CL2,CL6,CL0,CL0
419,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,-0.79151,0.96248,0.14143,-1.07533,-0.65253,1.29221,1.92173,CL5,CL2,CL2,CL0,CL5,CL2,CL4,CL2,CL2,CL2,CL0,CL0,CL0,CL2,CL0,CL2,CL2,CL0,CL2
420,-0.07854,0.48246,1.98437,0.96082,-0.31685,0.31287,0.00332,1.06238,-0.45321,0.41594,-0.21712,-0.21575,CL6,CL0,CL3,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0
421,-0.07854,-0.48246,0.45468,0.96082,-0.31685,0.62967,0.16767,-0.17779,-0.30172,0.12331,0.19268,-0.52593,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
422,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,0.31287,0.80523,-0.01928,-0.91699,1.13407,0.52975,0.76540,CL4,CL3,CL0,CL0,CL6,CL6,CL4,CL0,CL0,CL3,CL0,CL3,CL0,CL0,CL0,CL0,CL5,CL0,CL0
423,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,0.31287,-1.76250,-1.42424,-0.30172,-0.40581,0.52975,-0.84637,CL5,CL2,CL2,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
424,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.79151,-0.15487,-0.01928,1.81866,-0.65253,-0.21712,-1.18084,CL4,CL1,CL1,CL3,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL2,CL1,CL1,CL1,CL6,CL0,CL1
425,0.49788,0.48246,0.45468,0.96082,0.12600,-1.05308,0.80523,-0.71727,1.28610,0.93949,-0.21712,-0.84637,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
426,1.09449,0.48246,1.98437,-0.57009,-0.31685,0.52135,0.00332,1.65653,0.94156,-0.00665,1.29221,0.40148,CL3,CL1,CL1,CL1,CL6,CL6,CL6,CL1,CL1,CL2,CL1,CL0,CL2,CL2,CL1,CL2,CL1,CL0,CL1
427,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.34799,-0.30033,0.14143,-0.30172,-1.64101,-0.21712,-0.84637,CL6,CL2,CL3,CL0,CL6,CL5,CL5,CL1,CL0,CL3,CL0,CL0,CL3,CL1,CL0,CL2,CL5,CL0,CL0
428,1.09449,-0.48246,-1.73790,0.96082,-0.31685,0.22393,0.00332,-0.31776,-0.15487,-0.00665,0.52975,-0.21575,CL5,CL1,CL0,CL3,CL5,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
429,0.49788,-0.48246,0.45468,-0.28519,-0.31685,0.62967,-0.80615,-0.17779,-1.34289,-0.14277,0.88113,0.07987,CL6,CL1,CL1,CL1,CL6,CL6,CL5,CL3,CL0,CL3,CL0,CL1,CL3,CL3,CL0,CL4,CL0,CL0,CL2
430,-0.07854,0.48246,-1.22751,0.96082,-0.31685,-0.92104,-0.15487,-2.09015,0.28783,0.75830,-1.37983,-1.54858,CL5,CL0,CL0,CL3,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
431,-0.07854,-0.48246,-2.43591,0.96082,-0.31685,0.22393,-0.94779,-1.42424,-0.76096,-0.27607,-0.21712,-0.21575,CL5,CL1,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
432,-0.07854,0.48246,-1.22751,0.96082,-0.31685,0.04257,0.32197,-0.97631,0.94156,-1.01450,0.19268,-0.21575,CL5,CL2,CL1,CL0,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL2,CL0,CL0,CL0,CL2,CL5,CL0,CL0
433,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.24649,-0.30033,-1.68062,0.28783,0.12331,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
434,1.09449,0.48246,-1.73790,0.96082,-0.31685,0.22393,1.93886,-1.11902,1.28610,-0.14277,1.86203,0.76540,CL6,CL1,CL1,CL0,CL2,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
435,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.14882,0.96248,-1.55521,2.23427,1.63088,-0.21712,-0.52593,CL5,CL0,CL2,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
436,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.04257,0.47617,-1.11902,0.59042,1.81175,-0.71126,-0.52593,CL4,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
437,1.82213,-0.48246,-0.61113,-0.57009,-0.31685,-0.67825,-0.30033,1.06238,1.81866,0.75830,-1.37983,-1.18084,CL1,CL0,CL0,CL0,CL2,CL6,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0
438,1.09449,-0.48246,-1.73790,0.96082,-0.31685,-1.43907,0.47617,0.29338,-0.91699,0.41594,0.52975,0.40148,CL6,CL2,CL2,CL2,CL6,CL6,CL4,CL3,CL5,CL2,CL2,CL0,CL0,CL1,CL1,CL0,CL2,CL0,CL0
439,-0.07854,0.48246,0.45468,-0.57009,-0.31685,2.82196,-0.43999,-0.84732,-1.77200,-2.04506,0.88113,0.07987,CL5,CL2,CL0,CL6,CL6,CL2,CL6,CL2,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL2,CL6,CL0,CL0
440,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,1.37297,-0.30033,0.29338,-0.15487,-1.78169,0.19268,-0.21575,CL4,CL0,CL0,CL0,CL5,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL3
441,0.49788,0.48246,0.45468,0.96082,-0.31685,-0.46725,0.47617,-0.58331,0.76096,1.81175,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL6,CL2,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL2,CL0,CL0
442,-0.95197,0.48246,-0.61113,0.96082,-0.31685,-0.67825,1.45421,-2.09015,-0.01729,0.58489,0.52975,0.07987,CL3,CL0,CL0,CL0,CL5,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
443,-0.07854,0.48246,1.16365,0.96082,-0.31685,-0.92104,0.00332,0.29338,-0.15487,-0.00665,0.19268,0.07987,CL5,CL2,CL0,CL0,CL6,CL6,CL6,CL3,CL0,CL4,CL0,CL2,CL3,CL2,CL0,CL2,CL6,CL0,CL0
444,0.49788,-0.48246,-1.73790,0.96082,-0.31685,0.41667,0.63779,-0.71727,-0.76096,-0.27607,-0.21712,-0.21575,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
445,1.09449,0.48246,-0.05921,0.96082,-0.31685,-0.46725,0.80523,0.58331,0.13136,0.75830,-2.55524,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
446,1.09449,0.48246,0.45468,0.96082,-0.31685,1.02119,-0.94779,-0.58331,-0.91699,0.41594,-0.21712,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
447,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.22393,-1.09207,0.44585,2.75696,-0.65253,-0.71126,0.40148,CL6,CL2,CL2,CL2,CL5,CL3,CL5,CL2,CL0,CL2,CL0,CL2,CL3,CL3,CL3,CL2,CL6,CL0,CL0
448,-0.07854,-0.48246,1.16365,0.96082,-0.31685,0.04257,-0.15487,-0.84732,-0.76096,-1.13788,1.29221,0.07987,CL6,CL2,CL1,CL0,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL2,CL0,CL0,CL2,CL6,CL0,CL0
449,-0.95197,0.48246,-0.61113,0.96082,-0.31685,1.13281,1.45421,1.06238,-1.77200,-0.89891,1.29221,1.22470,CL5,CL0,CL2,CL3,CL6,CL3,CL5,CL0,CL0,CL2,CL0,CL0,CL3,CL4,CL0,CL3,CL5,CL0,CL0
450,-0.95197,-0.48246,0.45468,0.96082,-0.31685,-0.34799,0.63779,0.44585,-0.30172,0.75830,-0.21712,0.07987,CL5,CL3,CL3,CL0,CL3,CL3,CL6,CL3,CL0,CL4,CL0,CL4,CL3,CL3,CL3,CL3,CL0,CL0,CL0
451,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.73545,-0.15487,-0.84732,0.59042,-1.01450,0.52975,0.07987,CL5,CL2,CL2,CL2,CL6,CL5,CL4,CL2,CL2,CL2,CL0,CL2,CL2,CL0,CL0,CL2,CL6,CL0,CL0
452,-0.95197,0.48246,1.16365,0.96082,-0.31685,-1.19430,0.80523,-0.84732,-0.15487,0.75830,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL4,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
453,0.49788,0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.15487,0.14143,0.13136,0.93949,-1.37983,0.07987,CL5,CL0,CL0,CL0,CL3,CL2,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
454,-0.07854,-0.48246,0.45468,0.96082,-0.31685,1.23461,-1.76250,-0.31776,0.13136,0.41594,-1.37983,-0.21575,CL5,CL2,CL3,CL0,CL4,CL3,CL5,CL0,CL0,CL2,CL0,CL2,CL2,CL0,CL0,CL2,CL2,CL0,CL0
455,1.09449,-0.48246,1.98437,0.96082,-0.31685,-0.14882,-0.57545,0.88309,-0.76096,-0.27607,1.86203,0.76540,CL6,CL6,CL2,CL5,CL6,CL6,CL6,CL3,CL2,CL3,CL5,CL2,CL4,CL4,CL5,CL3,CL4,CL0,CL1
456,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.82562,-0.80615,0.72330,-0.76096,-2.57309,0.88113,-0.21575,CL6,CL3,CL3,CL0,CL6,CL3,CL5,CL0,CL0,CL2,CL0,CL0,CL4,CL0,CL0,CL0,CL5,CL0,CL0
457,0.49788,-0.48246,0.45468,0.96082,-0.31685,1.60383,-0.43999,0.29338,-2.21844,-0.65253,0.88113,0.40148,CL6,CL3,CL1,CL4,CL6,CL4,CL6,CL3,CL1,CL3,CL3,CL2,CL2,CL2,CL1,CL2,CL6,CL0,CL1
458,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.46725,-0.57545,0.14143,0.59042,0.75830,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
459,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.62967,0.00332,0.14143,0.59042,0.12331,-0.21712,0.07987,CL6,CL4,CL2,CL0,CL6,CL6,CL6,CL2,CL0,CL4,CL0,CL4,CL4,CL3,CL0,CL3,CL6,CL0,CL0
460,-0.07854,-0.48246,1.16365,0.96082,-0.31685,0.91093,1.28610,1.88511,-2.53830,-0.40581,0.52975,0.07987,CL4,CL3,CL0,CL0,CL6,CL4,CL6,CL2,CL0,CL3,CL0,CL4,CL3,CL3,CL3,CL3,CL5,CL0,CL0
461,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.23461,-1.37639,1.24033,-1.77200,0.25953,0.88113,0.07987,CL6,CL3,CL3,CL4,CL6,CL5,CL6,CL3,CL0,CL2,CL3,CL5,CL3,CL2,CL3,CL2,CL6,CL0,CL0
462,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,1.49158,-1.37639,-2.63199,1.81866,-1.25773,0.52975,-1.18084,CL5,CL0,CL2,CL0,CL6,CL2,CL4,CL0,CL0,CL3,CL0,CL0,CL2,CL0,CL0,CL2,CL0,CL0,CL0
463,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.82562,0.47617,1.43533,0.13136,-2.30408,1.29221,1.22470,CL3,CL2,CL2,CL1,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL2,CL1,CL0,CL1,CL6,CL0,CL1
464,1.09449,-0.48246,-1.22751,0.96082,-0.31685,1.02119,-0.94779,-0.58331,1.45039,-1.25773,-0.21712,0.40148,CL6,CL1,CL2,CL0,CL6,CL1,CL3,CL1,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL1,CL3,CL0,CL1
465,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.31287,-0.80615,1.06238,0.76096,0.93949,0.19268,-0.21575,CL5,CL2,CL2,CL3,CL5,CL3,CL5,CL0,CL0,CL2,CL0,CL0,CL2,CL3,CL3,CL3,CL6,CL0,CL0
466,-0.95197,0.48246,1.16365,0.96082,-0.31685,1.37297,-1.09207,-0.01928,-0.45321,-0.40581,1.29221,0.76540,CL5,CL0,CL2,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
467,-0.95197,0.48246,0.45468,0.96082,-0.50212,0.31287,0.63779,1.06238,1.11406,-0.27607,-0.71126,0.76540,CL0,CL2,CL0,CL2,CL6,CL6,CL5,CL0,CL0,CL3,CL0,CL0,CL2,CL0,CL0,CL2,CL6,CL0,CL2
468,1.09449,-0.48246,0.45468,0.96082,-0.31685,0.22393,0.00332,1.24033,-0.01729,1.46191,-0.21712,-0.21575,CL6,CL1,CL1,CL0,CL2,CL1,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
469,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.05188,0.16767,-0.71727,-0.30172,0.12331,-1.37983,-1.18084,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
470,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-1.19430,1.74091,1.43533,0.76096,-0.00665,0.88113,1.22470,CL5,CL3,CL2,CL0,CL6,CL3,CL5,CL3,CL0,CL3,CL0,CL0,CL2,CL3,CL0,CL2,CL6,CL0,CL0
471,1.09449,0.48246,-1.73790,-0.57009,-0.31685,2.82196,-1.63340,-1.42424,1.61108,-2.04506,-0.21712,0.07987,CL3,CL1,CL1,CL6,CL6,CL1,CL6,CL1,CL1,CL1,CL2,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0
472,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.13606,0.80523,0.29338,-0.15487,0.75830,-0.71126,-0.84637,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
473,-0.95197,-0.48246,1.16365,0.96082,-0.22166,-0.92104,2.57309,1.06238,1.11406,2.33337,-0.21712,0.40148,CL5,CL2,CL2,CL2,CL6,CL6,CL5,CL2,CL0,CL3,CL0,CL0,CL2,CL3,CL0,CL3,CL6,CL0,CL0
474,-0.95197,0.48246,-2.43591,0.96082,-0.31685,0.31287,0.00332,-0.17779,1.28610,-0.00665,0.19268,-0.21575,CL5,CL2,CL2,CL2,CL6,CL3,CL5,CL2,CL2,CL2,CL2,CL0,CL2,CL2,CL2,CL0,CL6,CL0,CL2
475,0.49788,0.48246,-0.61113,-0.57009,-0.31685,1.37297,0.00332,-0.45174,-0.76096,-0.52745,0.88113,-0.21575,CL2,CL0,CL0,CL3,CL6,CL6,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL6,CL0,CL0
476,1.82213,0.48246,0.45468,0.96082,0.12600,-0.24649,0.96248,0.14143,-0.15487,0.41594,-1.37983,-2.07848,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
477,1.09449,0.48246,0.45468,-0.57009,-0.31685,-1.19430,0.96248,-0.45174,0.76096,0.93949,-0.71126,-0.84637,CL3,CL1,CL0,CL0,CL6,CL6,CL4,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL1,CL0,CL0
478,0.49788,-0.48246,0.45468,0.96082,-0.31685,1.72012,-0.94779,0.58331,-1.77200,-0.40581,0.19268,-0.84637,CL6,CL0,CL0,CL0,CL6,CL2,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL3
479,0.49788,0.48246,-0.05921,0.96082,-0.31685,1.49158,-0.69509,-0.71727,-1.21213,-1.25773,1.29221,0.76540,CL6,CL0,CL1,CL6,CL6,CL2,CL5,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
480,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.41667,0.80523,-0.31776,0.94156,0.58489,-0.21712,0.07987,CL6,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
481,-0.07854,0.48246,1.16365,-0.09765,-0.31685,0.41667,-0.43999,1.43533,1.45039,0.25953,0.19268,0.40148,CL6,CL0,CL0,CL2,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
482,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.13281,-0.80615,-0.17779,-1.34289,-0.65253,-1.37983,-0.84637,CL3,CL3,CL0,CL3,CL6,CL3,CL4,CL3,CL0,CL3,CL3,CL3,CL3,CL3,CL3,CL3,CL6,CL0,CL0
483,0.49788,0.48246,0.45468,-0.09765,-0.31685,1.02119,0.16767,0.29338,-0.15487,0.58489,0.19268,0.40148,CL6,CL2,CL1,CL6,CL6,CL3,CL5,CL2,CL0,CL2,CL1,CL1,CL0,CL1,CL2,CL1,CL6,CL0,CL0
484,0.49788,-0.48246,-0.61113,0.96082,-0.31685,-0.67825,-0.15487,0.29338,0.13136,1.63088,-0.71126,-0.21575,CL0,CL1,CL0,CL0,CL6,CL6,CL2,CL1,CL0,CL1,CL1,CL0,CL0,CL1,CL0,CL1,CL3,CL0,CL1
485,-0.07854,0.48246,0.45468,0.96082,-0.31685,1.23461,0.47617,1.43533,0.28783,0.93949,0.19268,-0.84637,CL2,CL0,CL2,CL2,CL5,CL6,CL5,CL0,CL0,CL4,CL0,CL3,CL2,CL0,CL0,CL3,CL3,CL0,CL0
486,0.49788,0.48246,-1.73790,0.96082,-0.31685,-0.58016,0.96248,-0.58331,0.76096,-0.27607,-1.37983,-1.18084,CL4,CL1,CL1,CL0,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
487,1.09449,0.48246,-1.73790,0.96082,-0.31685,-0.46725,0.32197,-1.55521,1.11406,-0.78155,-1.37983,-0.84637,CL6,CL0,CL1,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
488,-0.07854,-0.48246,-1.22751,-0.28519,-0.31685,1.49158,-1.63340,1.06238,-0.76096,-1.38502,-0.71126,-1.18084,CL5,CL5,CL0,CL2,CL6,CL5,CL4,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL5,CL0,CL1
489,0.49788,0.48246,-1.22751,-0.57009,-0.31685,1.83990,-1.76250,1.24033,-1.07533,0.25953,0.19268,-0.52593,CL4,CL0,CL0,CL6,CL6,CL6,CL6,CL1,CL1,CL0,CL1,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
490,-0.07854,-0.48246,-1.73790,0.96082,-0.31685,0.41667,-1.37639,0.14143,0.76096,-0.40581,-0.21712,1.22470,CL6,CL3,CL2,CL2,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL0,CL3,CL0,CL0,CL2,CL3,CL0,CL2
491,-0.95197,-0.48246,-2.43591,0.96082,-0.31685,1.98437,-1.37639,0.29338,-1.92595,-1.64101,-0.21712,0.07987,CL3,CL0,CL0,CL0,CL0,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0
492,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-1.05308,1.11406,0.88309,-1.34289,-1.38502,-0.71126,1.22470,CL5,CL0,CL0,CL0,CL6,CL6,CL5,CL3,CL0,CL4,CL0,CL3,CL4,CL4,CL0,CL4,CL5,CL0,CL0
493,1.09449,0.48246,-0.05921,0.96082,-0.31685,0.62967,0.80523,0.44585,-0.30172,-0.78155,1.29221,1.92173,CL5,CL1,CL1,CL1,CL6,CL6,CL5,CL1,CL1,CL1,CL1,CL0,CL0,CL1,CL1,CL1,CL6,CL0,CL0
494,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,-0.92104,0.47617,0.44585,0.59042,-0.00665,0.19268,0.40148,CL6,CL2,CL2,CL0,CL5,CL6,CL4,CL3,CL0,CL4,CL0,CL2,CL3,CL0,CL0,CL3,CL4,CL0,CL2
495,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.52135,-0.57545,0.88309,-0.01729,0.25953,0.88113,0.76540,CL5,CL0,CL4,CL4,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL0
496,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.73545,-1.63340,0.88309,-1.21213,-1.64101,-1.37983,-0.52593,CL6,CL0,CL0,CL0,CL6,CL3,CL5,CL0,CL0,CL5,CL0,CL3,CL3,CL4,CL0,CL4,CL6,CL0,CL0
497,-0.95197,-0.48246,-0.05921,-0.28519,0.11440,-1.19430,-0.43999,0.44585,0.59042,0.12331,-1.37983,-0.21575,CL4,CL0,CL2,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
498,1.82213,-0.48246,-0.61113,-0.57009,-0.31685,-0.79151,0.16767,0.58331,0.59042,0.93949,-1.37983,-0.52593,CL3,CL1,CL0,CL1,CL6,CL2,CL6,CL1,CL0,CL0,CL0,CL0,CL3,CL1,CL4,CL0,CL6,CL0,CL0
499,-0.07854,-0.48246,1.16365,0.96082,-0.31685,0.04257,1.28610,2.90161,-0.60633,-0.00665,-0.71126,0.07987,CL6,CL2,CL2,CL2,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL0,CL2,CL0,CL2,CL6,CL0,CL0
500,-0.07854,-0.48246,-1.73790,-0.28519,-0.31685,-0.05188,-0.57545,0.88309,0.43852,-0.78155,-0.21712,0.07987,CL4,CL1,CL1,CL0,CL6,CL6,CL5,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
501,1.82213,0.48246,-0.61113,0.96082,-0.31685,1.37297,-0.69509,1.43533,-0.15487,-1.92173,0.88113,1.22470,CL5,CL1,CL1,CL3,CL6,CL6,CL6,CL2,CL2,CL2,CL1,CL0,CL2,CL1,CL1,CL1,CL2,CL0,CL0
502,0.49788,0.48246,-0.05921,0.21128,-0.31685,0.04257,0.47617,-0.84732,-0.76096,1.13407,0.52975,0.76540,CL3,CL0,CL1,CL2,CL6,CL6,CL6,CL4,CL0,CL4,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL1
503,-0.07854,0.48246,-0.05921,0.96082,-0.31685,-0.58016,-0.15487,-1.42424,-0.01729,-0.40581,0.88113,-2.07848,CL3,CL1,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL2,CL0,CL6,CL0,CL1
504,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-1.55078,0.63779,-0.31776,-0.60633,-0.27607,0.52975,0.76540,CL5,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL3,CL5,CL0,CL0
505,1.82213,0.48246,-0.05921,0.24923,-0.31685,0.04257,-0.30033,-0.31776,-0.76096,0.58489,1.29221,0.76540,CL1,CL0,CL1,CL4,CL5,CL5,CL4,CL1,CL1,CL0,CL0,CL0,CL6,CL1,CL4,CL1,CL1,CL0,CL1
506,0.49788,-0.48246,-1.73790,0.96082,-0.31685,-0.05188,0.00332,-0.31776,-0.01729,0.41594,-1.37983,-1.18084,CL1,CL0,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL0
507,1.09449,-0.48246,-0.05921,-0.28519,-0.31685,0.41667,0.47617,0.29338,-1.07533,-1.13788,0.88113,0.07987,CL3,CL1,CL0,CL3,CL6,CL2,CL6,CL2,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
508,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.46725,0.63779,0.88309,-0.76096,0.58489,0.19268,0.07987,CL4,CL2,CL3,CL1,CL6,CL2,CL5,CL1,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL3,CL2,CL0,CL1
509,-0.07854,-0.48246,0.45468,0.96082,-0.31685,0.13606,-0.30033,-0.97631,-1.34289,-0.00665,0.19268,-0.52593,CL3,CL2,CL3,CL0,CL5,CL6,CL6,CL3,CL0,CL2,CL0,CL2,CL0,CL0,CL0,CL2,CL6,CL0,CL0
510,0.49788,-0.48246,-1.73790,0.96082,-0.31685,1.49158,-1.09207,-1.11902,-1.77200,-0.78155,-0.71126,0.07987,CL5,CL2,CL2,CL3,CL5,CL2,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL2,CL0,CL0
511,0.49788,0.48246,1.16365,-0.28519,-0.31685,-1.05308,1.11406,-0.31776,0.28783,0.12331,-1.37983,-0.52593,CL5,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1
512,0.49788,-0.48246,0.45468,0.96082,-0.31685,0.04257,0.96248,-0.58331,-0.30172,-0.40581,0.52975,-0.21575,CL5,CL2,CL2,CL0,CL6,CL5,CL5,CL2,CL1,CL2,CL0,CL1,CL0,CL1,CL0,CL1,CL5,CL0,CL0
513,1.09449,0.48246,1.16365,0.96082,-0.31685,0.41667,0.47617,-0.17779,-0.15487,0.25953,-0.21712,-1.18084,CL5,CL1,CL1,CL1,CL6,CL5,CL6,CL1,CL1,CL0,CL1,CL0,CL0,CL1,CL1,CL0,CL5,CL0,CL0
514,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.41667,0.47617,0.58331,0.13136,-1.01450,1.86203,0.40148,CL6,CL3,CL0,CL0,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL0,CL3,CL0,CL5,CL0,CL6,CL0,CL0
515,1.82213,-0.48246,-1.73790,-0.57009,-0.31685,-0.14882,-0.30033,-0.17779,0.76096,0.41594,-0.21712,-0.21575,CL3,CL2,CL1,CL1,CL6,CL5,CL6,CL4,CL3,CL3,CL1,CL0,CL0,CL1,CL2,CL1,CL6,CL0,CL1
516,0.49788,-0.48246,-1.73790,0.96082,-0.31685,0.91093,-0.30033,-1.55521,-0.45321,-0.27607,-0.21712,-0.21575,CL6,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
517,-0.95197,0.48246,-1.43719,-0.57009,-0.31685,-1.43907,1.93886,0.44585,0.13136,0.25953,0.88113,1.92173,CL5,CL3,CL0,CL5,CL6,CL6,CL5,CL0,CL0,CL3,CL0,CL0,CL4,CL0,CL4,CL3,CL6,CL0,CL2
518,0.49788,0.48246,-1.73790,0.96082,-0.31685,-0.14882,0.16767,-0.71727,-1.62090,0.25953,-0.21712,-0.52593,CL6,CL2,CL2,CL2,CL6,CL2,CL6,CL2,CL2,CL1,CL2,CL1,CL0,CL0,CL2,CL2,CL6,CL0,CL1
519,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.31287,-0.15487,0.29338,-0.45321,0.93949,-0.71126,-0.21575,CL2,CL0,CL2,CL3,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
520,-0.07854,-0.48246,-0.05921,-0.28519,-0.31685,0.52135,-0.57545,0.14143,-0.15487,-0.78155,0.52975,1.22470,CL2,CL3,CL2,CL6,CL6,CL6,CL6,CL3,CL0,CL3,CL3,CL0,CL0,CL2,CL2,CL0,CL6,CL0,CL1
521,-0.07854,-0.48246,1.16365,0.96082,-0.31685,-0.14882,0.32197,-1.27553,1.11406,1.81175,0.52975,1.22470,CL5,CL2,CL2,CL4,CL5,CL3,CL5,CL2,CL2,CL3,CL2,CL2,CL0,CL0,CL0,CL0,CL5,CL0,CL2
522,0.49788,0.48246,0.45468,0.96082,-0.31685,0.22393,-0.30033,-0.97631,-0.76096,0.93949,-1.37983,-2.07848,CL5,CL0,CL2,CL0,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
523,1.09449,0.48246,-1.73790,-0.09765,-0.31685,0.62967,-0.30033,-0.84732,-0.45321,0.12331,-0.71126,-1.18084,CL3,CL0,CL0,CL6,CL5,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
524,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.04257,0.32197,-0.01928,-1.34289,-0.14277,0.52975,0.07987,CL5,CL0,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL3,CL6,CL0,CL0
525,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.24649,0.47617,-0.17779,-0.76096,-1.25773,0.19268,0.07987,CL5,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL6,CL0,CL0
526,0.49788,0.48246,-2.43591,0.96082,-0.31685,0.13606,-0.80615,-1.82919,0.13136,0.41594,-1.37983,-2.07848,CL2,CL2,CL2,CL2,CL6,CL2,CL5,CL2,CL2,CL2,CL2,CL0,CL0,CL1,CL2,CL0,CL3,CL0,CL1
527,1.09449,0.48246,0.45468,-0.09765,-0.31685,-0.67825,0.63779,1.06238,2.03972,2.63199,0.19268,0.07987,CL5,CL1,CL1,CL6,CL0,CL6,CL3,CL1,CL1,CL1,CL0,CL0,CL0,CL3,CL6,CL1,CL0,CL0,CL1
528,1.82213,-0.48246,-1.22751,0.96082,-0.31685,-1.86962,0.47617,-1.11902,-0.01729,0.41594,-0.71126,-0.52593,CL6,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
529,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.91093,-1.37639,-0.31776,-1.92595,-1.38502,0.88113,0.07987,CL4,CL0,CL2,CL0,CL4,CL5,CL5,CL4,CL0,CL3,CL0,CL0,CL2,CL0,CL3,CL0,CL4,CL0,CL0
530,0.49788,-0.48246,1.98437,0.96082,-0.31685,0.62967,-0.15487,-0.17779,0.59042,-1.64101,0.52975,-0.21575,CL6,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
531,-0.07854,0.48246,-0.05921,0.96082,-0.31685,0.73545,1.11406,-0.01928,-0.01729,-0.00665,-0.21712,1.22470,CL5,CL2,CL2,CL1,CL6,CL3,CL6,CL5,CL0,CL2,CL0,CL1,CL0,CL1,CL0,CL2,CL5,CL0,CL1
532,1.82213,-0.48246,0.45468,0.96082,-0.31685,0.91093,0.00332,0.58331,-1.92595,0.58489,-0.21712,-1.18084,CL5,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
533,1.09449,-0.48246,0.45468,0.96082,-0.31685,1.02119,-1.50796,-0.71727,0.28783,-0.89891,-0.21712,0.76540,CL5,CL2,CL1,CL2,CL6,CL6,CL5,CL3,CL3,CL2,CL1,CL0,CL0,CL2,CL2,CL2,CL6,CL0,CL1
534,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.24649,0.16767,-0.71727,1.61108,1.13407,0.19268,-1.18084,CL4,CL0,CL0,CL2,CL5,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
535,-0.07854,-0.48246,1.16365,0.96082,-0.31685,-0.34799,-0.15487,-0.71727,-1.62090,-0.65253,0.52975,0.07987,CL4,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
536,0.49788,0.48246,1.16365,0.96082,-0.31685,-1.86962,2.32338,-0.45174,1.45039,1.46191,0.19268,-1.18084,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
537,-0.07854,0.48246,0.45468,-0.57009,-0.31685,0.91093,0.00332,0.88309,-2.07848,-0.52745,0.19268,-0.21575,CL5,CL4,CL0,CL6,CL6,CL2,CL4,CL6,CL0,CL2,CL3,CL2,CL0,CL2,CL3,CL2,CL6,CL0,CL1
538,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.37297,0.80523,-0.97631,0.94156,-0.65253,0.52975,0.07987,CL6,CL0,CL3,CL0,CL5,CL4,CL5,CL3,CL0,CL3,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL0
539,1.09449,0.48246,-0.61113,0.96082,-0.50212,0.73545,-0.30033,-1.27553,0.76096,-0.89891,-1.37983,-1.54858,CL0,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
540,0.49788,0.48246,0.45468,0.96082,-0.31685,1.13281,-0.30033,-0.01928,0.59042,0.58489,0.19268,0.40148,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
541,1.09449,-0.48246,1.16365,0.96082,-0.31685,-1.32828,1.28610,-0.17779,0.59042,1.81175,-2.55524,-1.18084,CL6,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
542,1.09449,0.48246,0.45468,0.96082,-0.31685,-1.05308,0.32197,-0.17779,-0.91699,0.12331,-1.37983,-1.54858,CL5,CL0,CL0,CL2,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
543,1.09449,0.48246,0.45468,-0.28519,-1.10702,0.22393,0.80523,-0.01928,0.76096,0.41594,0.19268,0.07987,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
544,0.49788,-0.48246,-1.43719,0.96082,-0.31685,0.73545,0.80523,0.88309,-1.21213,-1.01450,0.19268,1.22470,CL6,CL1,CL1,CL5,CL6,CL5,CL5,CL2,CL0,CL2,CL1,CL2,CL4,CL1,CL0,CL1,CL6,CL0,CL1
545,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.82562,0.63779,-0.97631,-0.76096,0.25953,-0.21712,-0.21575,CL6,CL0,CL0,CL0,CL5,CL0,CL5,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
546,-0.95197,0.48246,-1.73790,0.96082,-0.31685,1.23461,-0.57545,-0.71727,-0.76096,-1.01450,1.29221,-0.21575,CL5,CL0,CL2,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL1
547,0.49788,0.48246,-0.05921,0.96082,-0.31685,1.60383,0.16767,-0.45174,0.59042,-0.78155,-0.71126,-0.21575,CL5,CL0,CL0,CL2,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
548,1.09449,0.48246,-0.61113,-0.57009,-0.31685,-0.92104,-0.43999,0.88309,3.15735,-0.00665,-1.37983,-1.18084,CL2,CL2,CL0,CL2,CL6,CL2,CL6,CL2,CL2,CL0,CL0,CL0,CL0,CL1,CL2,CL0,CL6,CL0,CL0
549,-0.07854,0.48246,1.16365,0.96082,-0.31685,-1.86962,-0.69509,-0.97631,-0.45321,2.04506,-1.37983,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
550,-0.95197,-0.48246,0.45468,0.96082,-0.31685,1.23461,-0.43999,0.14143,0.13136,-1.78169,0.52975,-1.18084,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
551,-0.07854,0.48246,1.16365,-0.28519,-0.31685,-1.19430,1.11406,0.14143,-0.60633,-0.14277,-0.21712,-0.84637,CL4,CL0,CL0,CL0,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
552,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.43999,-1.42424,0.76096,1.30612,-1.37983,-0.52593,CL6,CL0,CL0,CL0,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
553,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.79151,1.28610,0.14143,-1.07533,1.13407,-0.21712,1.22470,CL4,CL2,CL1,CL0,CL6,CL4,CL5,CL3,CL0,CL3,CL0,CL3,CL3,CL3,CL0,CL3,CL3,CL0,CL0
554,-0.95197,0.48246,1.16365,0.96082,-0.31685,1.72012,-1.50796,-0.17779,0.76096,0.25953,-0.21712,-1.18084,CL2,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
555,-0.07854,0.48246,1.16365,-0.28519,-0.22166,1.02119,-1.92173,-0.45174,-0.01729,0.41594,-0.71126,-2.07848,CL6,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
556,-0.07854,0.48246,1.98437,0.96082,-0.31685,0.62967,0.47617,-0.45174,-0.01729,1.30612,0.52975,0.07987,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
557,1.09449,0.48246,1.16365,0.96082,-0.31685,0.22393,-0.94779,-1.11902,-0.01729,0.93949,-0.71126,-1.18084,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
558,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.30033,0.29338,-0.15487,0.25953,-1.37983,-0.52593,CL6,CL2,CL2,CL0,CL6,CL2,CL4,CL0,CL0,CL3,CL0,CL2,CL3,CL0,CL0,CL2,CL2,CL0,CL0
559,-0.07854,0.48246,0.45468,0.96082,-0.31685,-1.69163,0.96248,-0.17779,1.45039,1.30612,-0.71126,-0.21575,CL4,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
560,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.46725,-0.15487,-0.58331,0.94156,-0.14277,1.29221,1.22470,CL5,CL2,CL2,CL0,CL6,CL2,CL3,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
561,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.79151,0.00332,0.44585,0.28783,1.13407,0.19268,-0.52593,CL6,CL1,CL1,CL0,CL6,CL1,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL0
562,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.02119,0.16767,-0.71727,0.28783,0.41594,-0.71126,-0.52593,CL6,CL0,CL0,CL0,CL6,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
563,0.49788,0.48246,0.45468,0.96082,-0.31685,0.62967,0.63779,0.44585,-1.07533,0.75830,-0.21712,-0.21575,CL5,CL1,CL0,CL3,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL3,CL0,CL0
564,0.49788,0.48246,1.16365,0.96082,0.11440,2.61139,0.47617,-1.55521,-0.30172,1.46191,-0.21712,-0.84637,CL6,CL0,CL1,CL1,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
565,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.82562,0.32197,-0.58331,-1.77200,-0.27607,0.19268,0.07987,CL5,CL0,CL3,CL2,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
566,1.09449,0.48246,-0.61113,0.96082,-0.31685,-0.46725,-0.43999,-0.01928,0.13136,-0.40581,1.86203,-0.84637,CL2,CL6,CL0,CL0,CL6,CL3,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL1
567,1.09449,0.48246,1.16365,0.96082,-0.31685,0.31287,-0.80615,0.14143,0.59042,-0.78155,-0.71126,-0.84637,CL5,CL0,CL0,CL1,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
568,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.91093,1.11406,-0.97631,0.94156,0.58489,-1.37983,-1.18084,CL5,CL2,CL2,CL2,CL5,CL4,CL6,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL1
569,-0.95197,-0.48246,0.45468,0.96082,-0.31685,1.83990,0.63779,1.24033,-0.91699,-0.52745,-0.21712,0.07987,CL6,CL0,CL2,CL0,CL6,CL3,CL6,CL2,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL6,CL0,CL0
570,0.49788,-0.48246,1.16365,0.96082,-0.31685,1.02119,-0.80615,-0.17779,-0.30172,-0.00665,-0.21712,-0.21575,CL1,CL0,CL0,CL0,CL1,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
571,0.49788,0.48246,1.98437,0.96082,-0.31685,-0.34799,0.80523,-0.17779,-0.91699,2.63199,-0.71126,-0.52593,CL6,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL1
572,0.49788,0.48246,-0.05921,-0.09765,-0.31685,0.22393,1.11406,-1.11902,-1.77200,-0.40581,0.52975,0.76540,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
573,-0.95197,0.48246,1.16365,0.96082,-0.31685,-1.69163,1.93886,-0.17779,1.11406,1.81175,0.19268,0.76540,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
574,0.49788,-0.48246,-0.05921,0.96082,-0.31685,1.23461,-1.23177,-1.68062,-1.07533,-0.65253,1.86203,0.07987,CL6,CL1,CL1,CL1,CL6,CL3,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL1
575,1.82213,0.48246,-0.61113,-0.57009,-0.31685,-0.92104,0.96248,0.44585,-0.60633,-0.40581,0.52975,-0.21575,CL5,CL0,CL0,CL2,CL6,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
576,0.49788,0.48246,0.45468,0.96082,-0.31685,2.12700,-1.50796,-1.82919,0.59042,-1.78169,-0.71126,-1.54858,CL6,CL1,CL0,CL0,CL5,CL2,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL2,CL0,CL0
577,0.49788,-0.48246,-1.73790,0.96082,-0.31685,-1.86962,0.80523,-1.55521,-0.45321,1.13407,-0.21712,0.07987,CL5,CL0,CL0,CL0,CL3,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL6,CL0,CL0
578,-0.07854,0.48246,1.16365,0.96082,0.11440,0.82562,0.32197,0.14143,0.59042,0.93949,-0.71126,-0.52593,CL4,CL0,CL0,CL0,CL3,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
579,-0.07854,0.48246,0.45468,0.96082,-0.31685,1.02119,0.80523,-0.71727,1.28610,-0.14277,-0.71126,-0.21575,CL4,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
580,1.09449,0.48246,1.16365,0.96082,-0.31685,1.02119,-0.15487,0.29338,1.11406,1.46191,-1.37983,-1.54858,CL6,CL1,CL0,CL2,CL4,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
581,-0.95197,0.48246,1.16365,0.96082,-0.31685,-0.14882,0.80523,0.58331,0.13136,0.75830,-0.21712,-0.21575,CL5,CL0,CL2,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
582,0.49788,0.48246,-0.61113,0.96082,-0.31685,-1.19430,0.00332,-1.11902,-0.01729,-1.92173,1.86203,-0.21575,CL6,CL1,CL1,CL1,CL6,CL2,CL6,CL2,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
583,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.92104,1.58487,0.44585,-0.30172,-0.65253,0.88113,0.76540,CL6,CL0,CL4,CL0,CL6,CL5,CL6,CL0,CL0,CL5,CL0,CL4,CL2,CL0,CL0,CL2,CL6,CL0,CL0
584,0.49788,0.48246,-0.05921,0.96082,-0.31685,0.31287,1.28610,1.65653,-0.30172,0.93949,0.52975,0.07987,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
585,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.62967,0.00332,-0.58331,0.43852,-0.40581,-0.21712,1.22470,CL5,CL0,CL0,CL3,CL6,CL4,CL6,CL0,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
586,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.24649,0.16767,-0.31776,-1.21213,0.75830,1.29221,0.40148,CL2,CL0,CL2,CL0,CL3,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
587,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.73545,-0.57545,1.24033,-1.07533,-0.27607,0.52975,0.40148,CL2,CL0,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
588,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.31287,0.32197,-0.31776,0.76096,-1.78169,0.19268,0.76540,CL5,CL5,CL2,CL4,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL3,CL0,CL3,CL6,CL0,CL0
589,-0.07854,0.48246,-1.73790,0.96082,-0.31685,-0.46725,1.58487,0.44585,0.94156,0.12331,-0.21712,0.07987,CL5,CL3,CL1,CL3,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL0
590,1.82213,0.48246,-0.61113,-0.57009,-0.31685,-1.32828,-0.15487,0.29338,-0.91699,0.41594,0.52975,0.07987,CL2,CL1,CL0,CL1,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0
591,0.49788,-0.48246,-2.43591,0.96082,-0.31685,-0.58016,0.00332,-0.58331,-0.60633,0.58489,-0.21712,0.40148,CL3,CL3,CL2,CL1,CL6,CL6,CL5,CL2,CL0,CL2,CL1,CL0,CL0,CL1,CL1,CL0,CL6,CL0,CL1
592,0.49788,0.48246,0.45468,0.96082,-0.31685,0.41667,-0.43999,-0.31776,-1.62090,1.63088,-0.21712,-0.84637,CL6,CL0,CL0,CL1,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
593,0.49788,0.48246,-0.05921,-0.57009,-0.31685,-2.75696,0.96248,0.14143,0.43852,2.04506,-0.71126,-0.21575,CL5,CL0,CL0,CL0,CL6,CL6,CL6,CL2,CL3,CL2,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL0
594,-0.07854,-0.48246,-0.05921,-0.28519,-0.22166,-0.05188,0.96248,-0.01928,0.59042,0.58489,0.19268,0.76540,CL5,CL0,CL3,CL0,CL6,CL5,CL5,CL3,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL2,CL6,CL0,CL0
595,0.49788,-0.48246,-1.73790,0.96082,-0.31685,-0.34799,-0.57545,-0.58331,-1.21213,-0.65253,1.29221,0.76540,CL5,CL2,CL3,CL4,CL6,CL5,CL5,CL2,CL0,CL3,CL0,CL2,CL3,CL2,CL0,CL3,CL0,CL0,CL0
596,1.09449,-0.48246,-0.05921,-0.28519,-0.31685,0.31287,0.16767,-0.45174,-1.34289,0.41594,-0.21712,0.76540,CL6,CL1,CL1,CL2,CL6,CL1,CL4,CL1,CL1,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
597,-0.95197,-0.48246,-1.73790,0.96082,-0.31685,-1.43907,0.80523,0.72330,0.94156,0.93949,0.52975,1.22470,CL5,CL2,CL0,CL0,CL5,CL5,CL5,CL3,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
598,1.82213,0.48246,-0.05921,0.24923,-0.31685,-0.34799,-0.43999,-0.31776,-0.76096,0.58489,0.88113,1.22470,CL1,CL1,CL1,CL2,CL6,CL4,CL5,CL1,CL1,CL0,CL0,CL0,CL6,CL1,CL3,CL1,CL1,CL0,CL1
599,1.09449,0.48246,-0.05921,-0.57009,-0.31685,0.04257,0.16767,-0.58331,0.43852,0.25953,-0.21712,-0.52593,CL5,CL1,CL0,CL2,CL6,CL6,CL6,CL1,CL0,CL0,CL0,CL0,CL2,CL1,CL0,CL2,CL3,CL0,CL0
600,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.52135,-0.15487,0.29338,-0.01729,-0.89891,0.52975,0.40148,CL4,CL0,CL2,CL0,CL5,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL3,CL6,CL0,CL0
601,1.09449,0.48246,1.16365,0.96082,-0.31685,0.73545,-0.57545,-0.58331,1.81866,0.12331,-0.71126,-1.18084,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
602,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.02119,1.11406,0.72330,0.13136,-1.01450,1.86203,1.22470,CL4,CL5,CL0,CL0,CL6,CL6,CL5,CL4,CL0,CL4,CL0,CL3,CL4,CL0,CL0,CL4,CL6,CL0,CL0
603,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.52135,-1.63340,-1.11902,-2.07848,0.58489,0.52975,1.22470,CL6,CL3,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL2
604,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.98437,-0.94779,0.72330,-0.60633,-1.01450,0.52975,0.76540,CL6,CL3,CL0,CL2,CL6,CL6,CL3,CL0,CL0,CL2,CL0,CL0,CL6,CL3,CL3,CL4,CL6,CL0,CL0
605,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,-0.67825,-0.80615,-0.45174,-1.47955,0.12331,-0.71126,-0.21575,CL5,CL0,CL0,CL2,CL6,CL5,CL5,CL2,CL0,CL2,CL0,CL2,CL2,CL3,CL0,CL3,CL5,CL0,CL2
606,0.49788,0.48246,-0.61113,-0.57009,-0.31685,0.41667,0.32197,0.29338,0.94156,0.41594,-0.71126,-0.52593,CL5,CL0,CL0,CL5,CL6,CL5,CL4,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL1,CL5,CL0,CL0
607,1.82213,0.48246,1.16365,-0.57009,-0.31685,-2.52197,1.11406,1.88511,1.28610,-1.01450,-0.71126,-0.52593,CL5,CL3,CL1,CL2,CL6,CL6,CL6,CL1,CL2,CL0,CL1,CL0,CL0,CL1,CL0,CL1,CL0,CL0,CL0
608,-0.95197,-0.48246,0.45468,0.96082,-0.31685,-0.46725,0.00332,-1.11902,1.45039,-0.78155,-0.21712,1.22470,CL5,CL0,CL0,CL0,CL6,CL4,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
609,1.09449,-0.48246,-0.61113,-0.57009,-0.31685,-0.05188,0.00332,0.88309,2.03972,-0.14277,-0.71126,0.07987,CL2,CL1,CL0,CL0,CL6,CL3,CL3,CL1,CL1,CL0,CL1,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
610,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-1.69163,1.28610,1.24033,0.13136,1.13407,0.52975,1.92173,CL6,CL6,CL4,CL4,CL6,CL6,CL6,CL6,CL2,CL4,CL2,CL3,CL4,CL2,CL0,CL3,CL1,CL0,CL5
611,1.82213,0.48246,-0.05921,0.24923,-0.31685,1.23461,-0.80615,-1.42424,1.11406,-1.51840,1.86203,-0.21575,CL4,CL1,CL0,CL1,CL5,CL5,CL4,CL3,CL3,CL0,CL0,CL0,CL0,CL1,CL0,CL4,CL1,CL0,CL1
612,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,-0.92104,0.96248,0.88309,0.13136,-0.65253,0.19268,1.92173,CL6,CL1,CL2,CL0,CL6,CL6,CL6,CL2,CL0,CL3,CL0,CL0,CL3,CL1,CL0,CL0,CL6,CL0,CL0
613,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.67825,0.32197,-0.58331,1.28610,0.58489,0.52975,1.22470,CL5,CL0,CL0,CL0,CL6,CL5,CL5,CL0,CL2,CL0,CL0,CL0,CL3,CL0,CL0,CL2,CL6,CL0,CL2
614,0.49788,-0.48246,0.45468,0.96082,-0.31685,-1.19430,0.16767,-0.17779,-0.30172,-0.40581,-0.21712,-0.52593,CL1,CL1,CL1,CL1,CL6,CL6,CL6,CL1,CL0,CL4,CL0,CL1,CL5,CL1,CL0,CL2,CL1,CL0,CL0
615,-0.07854,0.48246,1.16365,0.96082,-0.31685,1.98437,-0.30033,-0.31776,-1.62090,-0.65253,0.19268,0.07987,CL6,CL3,CL2,CL5,CL5,CL6,CL6,CL3,CL0,CL2,CL0,CL0,CL6,CL0,CL0,CL2,CL6,CL0,CL1
616,-0.07854,0.48246,-2.43591,-0.57009,-0.31685,-0.24649,0.63779,-0.71727,-0.91699,0.25953,1.29221,-0.21575,CL3,CL2,CL0,CL3,CL6,CL3,CL4,CL3,CL3,CL3,CL3,CL0,CL0,CL3,CL3,CL2,CL6,CL0,CL2
617,0.49788,0.48246,1.16365,0.96082,-0.31685,0.13606,-0.15487,-0.45174,0.76096,-0.27607,0.88113,1.22470,CL6,CL0,CL0,CL1,CL6,CL2,CL2,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL1
618,1.09449,0.48246,-0.61113,-0.57009,-0.31685,1.02119,0.16767,-0.17779,-0.60633,-1.01450,1.29221,1.22470,CL2,CL6,CL1,CL6,CL6,CL6,CL6,CL2,CL1,CL0,CL0,CL0,CL2,CL1,CL2,CL4,CL4,CL0,CL0
619,1.09449,-0.48246,-0.05921,0.21128,-0.31685,-0.92104,1.28610,-0.31776,-0.60633,0.75830,-0.71126,0.07987,CL3,CL2,CL2,CL3,CL6,CL6,CL5,CL0,CL0,CL0,CL1,CL0,CL5,CL2,CL0,CL2,CL6,CL0,CL1
620,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.05188,1.11406,0.88309,0.13136,-0.00665,0.52975,0.07987,CL5,CL0,CL2,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
621,1.82213,-0.48246,1.16365,0.96082,-0.31685,-0.67825,-0.94779,0.72330,-0.91699,0.58489,-1.37983,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
622,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,0.52135,-1.37639,-0.45174,1.45039,-1.78169,1.29221,0.40148,CL5,CL0,CL0,CL0,CL6,CL5,CL6,CL0,CL0,CL4,CL0,CL4,CL2,CL0,CL0,CL0,CL6,CL0,CL2
623,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.92104,0.63779,-0.17779,-1.34289,0.25953,0.88113,0.40148,CL5,CL0,CL1,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
624,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.14882,0.47617,-0.31776,0.28783,1.63088,-0.71126,-1.54858,CL5,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
625,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.34799,0.00332,-0.45174,-0.30172,-1.38502,1.86203,-0.52593,CL6,CL0,CL1,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL1,CL2,CL0,CL1
626,0.49788,0.48246,1.98437,0.96082,-0.31685,0.04257,0.00332,-1.27553,-0.01729,0.25953,-1.37983,-0.21575,CL6,CL0,CL0,CL1,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
627,0.49788,0.48246,-0.05921,0.96082,-0.31685,-0.34799,-0.57545,-0.58331,-0.91699,0.25953,-0.71126,-1.54858,CL6,CL1,CL0,CL0,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL0,CL2,CL0,CL2,CL2,CL0,CL0
628,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.05188,-0.43999,-0.84732,-0.45321,0.41594,-0.21712,-0.21575,CL6,CL1,CL2,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
629,0.49788,-0.48246,1.98437,0.96082,-0.31685,-1.69163,-0.94779,-1.55521,1.81866,0.58489,-2.55524,-0.84637,CL5,CL1,CL1,CL2,CL5,CL5,CL6,CL3,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL2,CL5,CL0,CL0
630,-0.07854,0.48246,1.98437,0.96082,-0.31685,1.23461,-1.09207,-1.27553,1.61108,0.25953,-1.37983,-1.54858,CL5,CL0,CL0,CL0,CL6,CL3,CL5,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
631,1.09449,0.48246,1.98437,0.96082,-0.22166,-0.46725,0.47617,0.58331,0.28783,-0.14277,-0.21712,-2.07848,CL5,CL0,CL0,CL1,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
632,0.49788,0.48246,1.98437,0.96082,-0.31685,0.52135,-0.30033,1.65653,0.28783,1.13407,-1.37983,-2.07848,CL6,CL1,CL0,CL0,CL6,CL2,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL5,CL0,CL0
633,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.41667,-0.15487,-0.31776,2.23427,1.13407,-1.37983,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
634,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.23461,-0.43999,-1.27553,-0.91699,0.75830,-1.37983,-2.07848,CL5,CL0,CL2,CL0,CL4,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
635,-0.07854,0.48246,1.16365,0.96082,-0.31685,-0.67825,1.74091,0.44585,0.13136,0.25953,-0.71126,0.07987,CL5,CL0,CL2,CL2,CL6,CL3,CL5,CL3,CL0,CL2,CL0,CL2,CL3,CL0,CL0,CL2,CL5,CL0,CL0
636,0.49788,0.48246,1.98437,0.96082,-0.31685,1.23461,0.16767,-0.01928,-1.07533,-0.65253,-0.21712,1.22470,CL6,CL3,CL3,CL6,CL6,CL5,CL5,CL5,CL0,CL5,CL1,CL3,CL3,CL2,CL1,CL2,CL6,CL0,CL1
637,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.79151,-0.30033,-0.17779,1.11406,-0.52745,-0.71126,0.07987,CL5,CL2,CL2,CL2,CL6,CL3,CL6,CL2,CL0,CL2,CL0,CL2,CL0,CL1,CL0,CL2,CL1,CL0,CL0
638,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.67825,0.32197,-0.45174,0.43852,-0.00665,0.19268,-0.21575,CL4,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
639,0.49788,0.48246,-0.05921,0.24923,-0.31685,-0.34799,0.16767,-0.97631,0.76096,0.41594,-1.37983,-1.18084,CL4,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
640,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.24649,-0.57545,-1.42424,-0.15487,1.63088,-0.71126,0.07987,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
641,-0.07854,-0.48246,-1.73790,0.96082,-0.31685,-0.24649,1.74091,0.88309,1.28610,0.41594,0.52975,1.92173,CL5,CL1,CL2,CL3,CL6,CL6,CL6,CL4,CL0,CL3,CL0,CL2,CL2,CL2,CL0,CL2,CL6,CL0,CL0
642,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.69509,0.44585,0.13136,-0.14277,-0.21712,-0.52593,CL5,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
643,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.67825,0.96248,0.88309,2.23427,1.81175,-0.21712,0.40148,CL5,CL1,CL1,CL0,CL4,CL1,CL6,CL0,CL0,CL1,CL0,CL0,CL4,CL0,CL0,CL1,CL1,CL0,CL1
644,-0.07854,0.48246,1.16365,0.96082,-1.10702,-1.05308,0.63779,-0.31776,1.28610,1.30612,-0.71126,0.40148,CL5,CL0,CL0,CL0,CL4,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
645,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,0.22393,-0.30033,-1.68062,0.59042,-0.65253,-0.21712,0.07987,CL5,CL3,CL3,CL0,CL5,CL4,CL6,CL5,CL0,CL3,CL0,CL3,CL0,CL0,CL0,CL0,CL3,CL0,CL0
646,1.09449,-0.48246,0.45468,0.96082,-0.31685,0.04257,-0.30033,-0.31776,-0.76096,-0.40581,1.29221,-0.52593,CL5,CL0,CL0,CL0,CL4,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
647,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.46725,-0.15487,-0.31776,-0.15487,0.75830,-0.21712,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
648,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-1.43907,1.45421,1.06238,-1.62090,0.93949,-0.71126,0.40148,CL6,CL0,CL0,CL3,CL6,CL5,CL6,CL4,CL0,CL4,CL0,CL0,CL4,CL0,CL3,CL3,CL6,CL0,CL2
649,0.49788,0.48246,1.16365,-0.57009,-0.31685,1.13281,0.16767,1.06238,2.03972,-1.01450,1.29221,1.92173,CL6,CL2,CL1,CL3,CL4,CL6,CL5,CL3,CL4,CL1,CL3,CL0,CL2,CL1,CL0,CL1,CL6,CL0,CL0
650,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.14882,0.80523,-1.27553,-0.01729,2.04506,0.19268,-1.18084,CL5,CL2,CL1,CL0,CL2,CL2,CL5,CL2,CL0,CL2,CL0,CL1,CL0,CL1,CL0,CL0,CL2,CL0,CL0
651,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.46725,2.12700,2.44904,1.61108,0.12331,1.29221,0.40148,CL5,CL2,CL2,CL4,CL6,CL5,CL6,CL4,CL1,CL5,CL0,CL3,CL4,CL2,CL1,CL2,CL6,CL0,CL0
652,-0.07854,-0.48246,1.16365,0.96082,-0.31685,0.62967,0.47617,0.44585,0.59042,-1.01450,0.19268,-1.18084,CL5,CL0,CL2,CL0,CL6,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
653,-0.95197,-0.48246,-0.61113,-0.09765,-0.31685,1.02119,1.28610,1.24033,-0.60633,-1.01450,0.19268,0.40148,CL5,CL5,CL3,CL4,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL4,CL5,CL5,CL3,CL4,CL6,CL0,CL3
654,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.67825,0.63779,-0.01928,0.13136,-0.00665,1.29221,0.40148,CL6,CL0,CL0,CL0,CL4,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL3,CL2,CL0,CL0
655,0.49788,0.48246,-1.73790,0.96082,-0.31685,-0.34799,0.96248,-0.71727,0.43852,1.13407,-0.71126,-0.84637,CL5,CL0,CL1,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL3,CL0,CL2,CL0,CL0
656,-0.07854,-0.48246,1.16365,-0.28519,0.11440,-0.46725,1.74091,-0.45174,-0.15487,-1.01450,0.52975,0.76540,CL5,CL0,CL0,CL2,CL6,CL4,CL5,CL0,CL3,CL3,CL0,CL3,CL3,CL3,CL0,CL3,CL6,CL0,CL0
657,1.09449,-0.48246,-0.61113,0.24923,-0.31685,1.23461,-0.57545,0.29338,-1.21213,-1.13788,1.29221,0.40148,CL4,CL0,CL0,CL0,CL6,CL6,CL5,CL2,CL3,CL0,CL0,CL0,CL3,CL2,CL0,CL5,CL6,CL0,CL0
658,1.09449,-0.48246,-0.05921,0.96082,-0.31685,1.13281,-1.37639,1.43533,-0.45321,-1.38502,1.86203,1.92173,CL5,CL1,CL1,CL1,CL6,CL4,CL6,CL1,CL0,CL2,CL1,CL1,CL1,CL1,CL1,CL1,CL6,CL0,CL0
659,-0.95197,-0.48246,1.16365,0.96082,-0.31685,0.62967,0.16767,0.44585,-0.30172,-0.52745,0.88113,0.07987,CL5,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
660,-0.07854,-0.48246,1.98437,0.21128,-0.31685,-0.79151,1.45421,1.88511,-0.91699,-0.40581,1.29221,0.40148,CL5,CL3,CL2,CL0,CL6,CL6,CL5,CL5,CL2,CL4,CL0,CL2,CL0,CL2,CL2,CL2,CL6,CL0,CL1
661,-0.07854,0.48246,1.16365,0.96082,-1.10702,-1.32828,0.47617,-0.01928,1.11406,0.12331,-1.37983,-1.54858,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
662,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.24649,-1.09207,-0.71727,-0.15487,1.46191,-1.37983,-0.84637,CL6,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL5,CL0,CL0
663,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.04257,0.16767,0.29338,2.03972,1.81175,0.52975,-1.18084,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
664,-0.07854,0.48246,1.98437,0.96082,-0.31685,1.23461,-1.23177,-0.31776,-1.34289,-1.38502,-0.21712,-0.52593,CL6,CL1,CL0,CL3,CL6,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL1
665,-0.95197,-0.48246,0.45468,0.96082,-0.31685,-0.34799,-0.43999,0.58331,0.28783,-0.52745,0.52975,0.76540,CL5,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL2,CL4,CL0,CL0
666,-0.07854,0.48246,1.98437,0.96082,-0.31685,1.13281,-0.43999,0.14143,0.28783,-0.27607,-0.71126,-0.21575,CL6,CL2,CL2,CL0,CL5,CL2,CL6,CL2,CL1,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL2,CL0,CL1
667,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,-2.05048,-0.30033,0.14143,-0.15487,-0.89891,0.88113,0.40148,CL3,CL0,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
668,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.91093,-0.69509,1.24033,-0.30172,0.25953,-0.21712,0.07987,CL4,CL2,CL1,CL6,CL4,CL5,CL6,CL4,CL4,CL3,CL5,CL3,CL2,CL2,CL6,CL3,CL6,CL0,CL0
669,1.09449,-0.48246,0.45468,0.96082,-0.31685,-1.69163,2.12700,0.14143,0.28783,-0.40581,0.19268,-0.21575,CL5,CL0,CL1,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL2,CL0,CL0,CL1
670,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,-0.58016,0.96248,0.44585,-0.30172,-0.14277,0.19268,0.76540,CL6,CL0,CL3,CL5,CL6,CL6,CL6,CL4,CL0,CL3,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL0
671,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,-0.34799,0.16767,-0.45174,-0.76096,-0.40581,-2.55524,-0.52593,CL5,CL0,CL3,CL0,CL6,CL5,CL5,CL2,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL0
672,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.46725,0.80523,-0.01928,-0.60633,0.12331,0.88113,1.22470,CL2,CL1,CL1,CL0,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
673,-0.95197,-0.48246,0.45468,0.96082,-0.31685,-0.24649,0.00332,1.43533,0.76096,0.93949,0.52975,-0.21575,CL2,CL0,CL0,CL0,CL6,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL6,CL0,CL0
674,-0.95197,0.48246,-0.61113,0.96082,-0.31685,1.23461,1.11406,0.44585,0.59042,0.93949,-0.71126,0.07987,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
675,-0.95197,0.48246,1.16365,0.96082,-0.50212,0.82562,-0.69509,-0.58331,-0.60633,-1.01450,-0.71126,0.76540,CL3,CL0,CL0,CL3,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
676,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.05188,-0.30033,-0.71727,-0.76096,-0.78155,0.19268,1.22470,CL3,CL2,CL1,CL0,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL3,CL3,CL1,CL0,CL3,CL6,CL0,CL1
677,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.22393,0.00332,-1.68062,-0.15487,0.25953,0.88113,0.76540,CL3,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL6,CL0,CL0
678,-0.07854,-0.48246,0.45468,0.96082,-0.31685,0.52135,-0.30033,0.44585,-0.60633,-0.65253,-0.21712,-0.21575,CL6,CL2,CL2,CL0,CL4,CL3,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
679,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,2.28554,-2.11437,-0.31776,-0.01729,-2.04506,-1.37983,-1.54858,CL0,CL0,CL0,CL0,CL3,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2
680,-0.95197,0.48246,-0.61113,0.96082,-0.31685,0.62967,-0.30033,-0.58331,-1.21213,1.46191,-0.71126,1.22470,CL5,CL4,CL3,CL3,CL6,CL3,CL4,CL3,CL0,CL0,CL0,CL0,CL4,CL0,CL3,CL0,CL3,CL0,CL3
681,1.09449,-0.48246,1.98437,0.96082,-0.31685,0.22393,-0.80615,-0.17779,-0.01729,-2.04506,-0.71126,-2.07848,CL6,CL6,CL1,CL3,CL6,CL1,CL4,CL3,CL3,CL6,CL3,CL3,CL3,CL2,CL2,CL2,CL0,CL0,CL0
682,0.49788,-0.48246,-0.61113,0.96082,-0.31685,-1.32828,0.00332,-1.27553,-0.60633,0.12331,0.88113,0.76540,CL6,CL0,CL2,CL3,CL6,CL3,CL5,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
683,-0.07854,-0.48246,1.16365,0.96082,-0.31685,1.37297,-1.76250,0.44585,0.28783,0.58489,-1.37983,-0.84637,CL6,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
684,0.49788,0.48246,0.45468,0.96082,-0.31685,0.52135,-0.15487,-0.45174,-0.15487,-0.65253,-1.37983,-0.52593,CL3,CL2,CL2,CL2,CL3,CL3,CL4,CL3,CL1,CL2,CL0,CL2,CL2,CL2,CL0,CL3,CL1,CL0,CL0
685,0.49788,0.48246,-0.05921,0.96082,-0.31685,0.91093,-0.69509,1.24033,-1.21213,-1.51840,1.29221,1.92173,CL4,CL0,CL0,CL6,CL6,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL6,CL1,CL4,CL0,CL0
686,-0.07854,-0.48246,0.45468,-0.09765,-0.31685,-0.34799,0.16767,0.72330,-0.45321,-0.78155,0.88113,0.40148,CL6,CL5,CL3,CL5,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL2,CL3,CL4,CL0,CL4,CL5,CL0,CL0
687,-0.95197,0.48246,-0.61113,0.24923,-0.31685,1.60383,0.96248,1.43533,-0.30172,-0.89891,0.88113,1.22470,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
688,1.09449,0.48246,-2.43591,-0.09765,-0.31685,-0.92104,0.63779,-0.97631,0.94156,0.25953,-1.37983,-2.07848,CL4,CL1,CL0,CL2,CL5,CL5,CL4,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL3,CL0,CL0
689,0.49788,-0.48246,-0.61113,-0.57009,-0.31685,1.02119,1.11406,-0.31776,-1.21213,0.58489,0.88113,1.22470,CL2,CL2,CL1,CL3,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
690,1.82213,0.48246,1.16365,0.96082,-0.31685,0.82562,-0.69509,-0.45174,-0.01729,-0.14277,1.86203,0.40148,CL6,CL1,CL0,CL1,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
691,1.82213,-0.48246,-0.61113,0.96082,-0.31685,0.41667,-0.69509,-1.42424,-1.47955,-0.14277,0.52975,-0.52593,CL6,CL0,CL0,CL2,CL6,CL0,CL4,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL6,CL0,CL0
692,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.15487,-0.97631,0.13136,0.41594,-0.71126,-0.52593,CL4,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
693,1.09449,0.48246,1.16365,0.96082,-0.31685,0.22393,-0.69509,-0.31776,-0.30172,-0.52745,-0.71126,-0.84637,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
694,0.49788,-0.48246,1.16365,0.96082,-0.31685,-1.19430,-0.30033,0.14143,0.43852,0.58489,-1.37983,-0.84637,CL6,CL1,CL0,CL0,CL6,CL2,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
695,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.92104,-0.57545,-0.45174,-0.60633,-0.27607,0.19268,-0.21575,CL5,CL1,CL1,CL0,CL6,CL6,CL5,CL2,CL0,CL2,CL0,CL2,CL2,CL1,CL0,CL1,CL2,CL0,CL1
696,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.14882,-0.43999,-0.01928,1.28610,1.81175,-0.71126,-1.18084,CL6,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
697,1.82213,-0.48246,0.45468,0.96082,-0.31685,-0.79151,0.32197,0.44585,-1.47955,1.46191,-0.21712,0.07987,CL5,CL1,CL1,CL0,CL6,CL6,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
698,1.09449,0.48246,0.45468,0.24923,0.11440,-1.69163,-0.30033,1.06238,1.61108,-0.00665,-0.71126,0.07987,CL4,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
699,0.49788,-0.48246,0.45468,-0.57009,-0.31685,-0.05188,-0.94779,0.88309,-0.01729,-0.65253,-0.21712,-0.52593,CL6,CL5,CL0,CL3,CL6,CL5,CL6,CL2,CL0,CL2,CL1,CL0,CL0,CL3,CL0,CL2,CL5,CL0,CL0
700,1.82213,-0.48246,-0.61113,0.96082,-0.31685,-0.14882,-1.09207,-0.71727,0.28783,-1.01450,-0.21712,0.40148,CL6,CL2,CL2,CL0,CL6,CL6,CL4,CL2,CL0,CL2,CL0,CL0,CL2,CL2,CL0,CL2,CL6,CL0,CL2
701,0.49788,0.48246,-0.61113,-0.28519,-0.31685,0.91093,0.16767,0.44585,-0.91699,0.12331,1.29221,1.22470,CL5,CL2,CL0,CL2,CL6,CL6,CL6,CL2,CL1,CL3,CL1,CL0,CL3,CL2,CL0,CL2,CL6,CL0,CL1
702,1.09449,-0.48246,-2.43591,0.96082,-0.31685,-1.05308,1.11406,0.44585,0.76096,1.13407,-0.71126,0.40148,CL1,CL1,CL1,CL2,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL2,CL6,CL0,CL0
703,0.49788,0.48246,0.45468,0.96082,-0.31685,-0.34799,0.63779,0.58331,-0.30172,-0.00665,0.88113,0.76540,CL3,CL1,CL2,CL2,CL4,CL3,CL6,CL0,CL0,CL3,CL0,CL2,CL3,CL2,CL0,CL3,CL2,CL0,CL0
704,1.82213,-0.48246,0.45468,0.96082,-0.31685,-1.43907,0.80523,-0.17779,-0.91699,-0.14277,-0.71126,0.07987,CL6,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
705,0.49788,-0.48246,-0.61113,-0.57009,-0.31685,-0.79151,-0.30033,-0.58331,-0.60633,0.25953,-0.71126,-0.52593,CL6,CL1,CL1,CL1,CL1,CL6,CL1,CL1,CL1,CL1,CL1,CL1,CL3,CL1,CL1,CL1,CL1,CL0,CL1
706,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-1.43907,0.32197,1.06238,2.03972,0.12331,-0.71126,-0.21575,CL3,CL2,CL2,CL2,CL4,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL6,CL0,CL0
707,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.94779,-1.42424,-0.45321,0.25953,0.52975,-0.84637,CL4,CL0,CL0,CL0,CL4,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
708,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.05188,1.93886,0.29338,-0.15487,-0.52745,0.52975,0.40148,CL5,CL2,CL2,CL0,CL6,CL5,CL5,CL3,CL0,CL5,CL0,CL3,CL3,CL0,CL0,CL0,CL5,CL0,CL0
709,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.41667,-0.57545,-0.45174,0.76096,1.13407,-1.37983,-0.52593,CL5,CL0,CL3,CL0,CL6,CL3,CL6,CL0,CL0,CL4,CL0,CL3,CL3,CL0,CL0,CL0,CL2,CL0,CL0
710,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,-0.92104,-0.30033,-0.71727,0.59042,0.41594,-0.71126,-1.54858,CL3,CL0,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
711,-0.95197,-0.48246,0.45468,0.96082,-0.31685,0.91093,0.16767,0.58331,-0.60633,-1.25773,0.19268,1.22470,CL5,CL2,CL3,CL2,CL3,CL6,CL6,CL2,CL0,CL2,CL0,CL3,CL3,CL3,CL0,CL2,CL5,CL0,CL0
712,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.58016,-0.15487,-0.84732,1.11406,0.41594,-1.37983,-0.84637,CL3,CL0,CL0,CL6,CL3,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL0
713,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.52135,0.32197,0.72330,0.13136,1.13407,-0.21712,-0.52593,CL4,CL3,CL0,CL2,CL5,CL3,CL5,CL2,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL0,CL0,CL0,CL0
714,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,0.52135,0.80523,0.88309,1.81866,-0.00665,0.88113,0.76540,CL6,CL5,CL2,CL0,CL6,CL6,CL4,CL0,CL0,CL3,CL0,CL0,CL3,CL4,CL0,CL3,CL5,CL0,CL0
715,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.73545,1.11406,0.44585,-1.07533,-0.27607,0.88113,1.92173,CL5,CL0,CL0,CL0,CL6,CL5,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
716,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.62967,0.47617,1.06238,1.81866,0.25953,-0.21712,0.40148,CL5,CL3,CL0,CL6,CL6,CL6,CL4,CL3,CL3,CL2,CL2,CL0,CL2,CL3,CL3,CL3,CL6,CL0,CL2
717,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.05188,-1.50796,-1.27553,-0.60633,-1.78169,1.29221,-0.84637,CL3,CL0,CL0,CL3,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
718,0.49788,-0.48246,0.45468,-0.57009,-0.31685,-0.79151,-0.80615,-0.31776,0.13136,0.25953,-0.71126,-0.84637,CL5,CL1,CL0,CL4,CL4,CL6,CL5,CL2,CL0,CL0,CL0,CL2,CL2,CL2,CL0,CL3,CL6,CL0,CL1
719,-0.95197,-0.48246,-1.73790,-0.28519,-0.31685,-0.05188,-1.23177,-0.71727,-0.60633,-0.27607,1.86203,1.22470,CL5,CL2,CL0,CL0,CL5,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
720,1.82213,-0.48246,0.45468,0.96082,-0.31685,-0.34799,-0.94779,-0.71727,-0.45321,-0.40581,0.52975,0.40148,CL5,CL1,CL2,CL0,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL1,CL0,CL1,CL0,CL1,CL1,CL0,CL0
721,0.49788,-0.48246,-0.61113,0.96082,-0.31685,1.23461,0.80523,0.88309,-0.15487,1.13407,0.88113,0.76540,CL6,CL4,CL3,CL5,CL6,CL6,CL6,CL2,CL0,CL3,CL2,CL2,CL3,CL2,CL0,CL3,CL6,CL0,CL1
722,0.49788,0.48246,-0.05921,0.96082,-0.31685,1.60383,-0.69509,0.29338,0.76096,0.12331,-0.71126,-0.84637,CL4,CL2,CL1,CL0,CL6,CL6,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL1
723,1.82213,-0.48246,-0.05921,0.96082,-0.31685,-0.05188,-0.30033,-0.01928,-0.60633,-0.40581,-1.37983,-1.18084,CL1,CL1,CL0,CL1,CL6,CL6,CL5,CL1,CL0,CL0,CL1,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL1
724,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.92104,1.45421,0.29338,0.94156,0.58489,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL5,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
725,0.49788,0.48246,-0.61113,0.96082,-0.31685,1.13281,-0.57545,0.72330,0.76096,-0.40581,0.19268,-0.21575,CL4,CL3,CL0,CL1,CL6,CL6,CL6,CL4,CL0,CL4,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
726,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.31287,0.63779,0.72330,1.61108,0.25953,-0.21712,1.92173,CL5,CL2,CL3,CL3,CL6,CL5,CL6,CL4,CL0,CL5,CL0,CL4,CL3,CL4,CL0,CL3,CL3,CL0,CL0
727,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,2.28554,-0.94779,0.72330,-1.21213,-0.52745,-0.71126,-0.52593,CL6,CL0,CL3,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
728,-0.07854,0.48246,1.16365,0.96082,-0.22166,0.31287,0.63779,-0.58331,0.13136,-0.14277,0.19268,-0.21575,CL5,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
729,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,-1.43907,0.16767,0.72330,-0.30172,-1.51840,0.19268,0.07987,CL4,CL0,CL0,CL0,CL3,CL3,CL5,CL0,CL0,CL3,CL0,CL0,CL0,CL4,CL0,CL4,CL0,CL0,CL0
730,-0.07854,0.48246,-1.73790,-0.09765,-0.31685,-0.58016,0.32197,0.14143,-0.60633,0.12331,1.29221,0.76540,CL6,CL2,CL2,CL2,CL6,CL6,CL5,CL2,CL2,CL2,CL2,CL2,CL0,CL4,CL2,CL6,CL6,CL2,CL2
731,0.49788,0.48246,0.45468,0.96082,-0.31685,0.73545,0.00332,-0.97631,-0.01729,-0.00665,-0.21712,-1.18084,CL5,CL1,CL1,CL0,CL6,CL1,CL6,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL1
732,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.79151,1.28610,-0.31776,-0.15487,-0.52745,0.19268,0.40148,CL4,CL4,CL2,CL0,CL4,CL5,CL4,CL0,CL0,CL3,CL0,CL0,CL5,CL0,CL0,CL3,CL0,CL0,CL0
733,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.23461,0.63779,0.72330,-0.15487,-0.00665,-0.71126,-0.21575,CL6,CL0,CL2,CL0,CL6,CL5,CL5,CL3,CL0,CL3,CL0,CL0,CL3,CL0,CL0,CL0,CL5,CL0,CL0
734,0.49788,-0.48246,-1.73790,0.96082,0.12600,0.62967,0.16767,0.29338,-0.30172,-0.27607,-0.21712,-0.52593,CL5,CL2,CL2,CL3,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL2,CL1,CL0,CL1,CL6,CL0,CL0
735,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.73545,1.11406,1.43533,-1.47955,-1.78169,0.88113,0.76540,CL6,CL3,CL3,CL3,CL5,CL6,CL5,CL3,CL0,CL3,CL0,CL3,CL3,CL0,CL0,CL3,CL6,CL0,CL0
736,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.22393,2.12700,2.44904,1.61108,-0.65253,1.29221,1.22470,CL4,CL3,CL2,CL3,CL6,CL5,CL5,CL4,CL0,CL5,CL2,CL3,CL3,CL4,CL3,CL3,CL6,CL0,CL2
737,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.46725,-1.76250,-2.85950,-1.47955,-1.13788,-1.37983,0.07987,CL6,CL2,CL5,CL0,CL6,CL3,CL6,CL4,CL0,CL4,CL0,CL5,CL0,CL1,CL0,CL0,CL5,CL0,CL0
738,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-1.05308,1.74091,-0.01928,0.13136,2.33337,0.52975,1.22470,CL5,CL2,CL0,CL0,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL2,CL2,CL2,CL0,CL0,CL2,CL0,CL0
739,-0.95197,0.48246,-1.22751,-0.28519,-0.31685,1.23461,0.16767,1.43533,1.28610,0.58489,-0.71126,0.40148,CL4,CL0,CL0,CL3,CL6,CL6,CL6,CL0,CL0,CL6,CL0,CL3,CL4,CL5,CL3,CL5,CL3,CL0,CL0
740,-0.07854,-0.48246,1.16365,-0.28519,-0.31685,-0.05188,-1.37639,0.44585,-0.45321,-0.52745,0.19268,0.76540,CL6,CL2,CL0,CL0,CL6,CL6,CL4,CL3,CL0,CL4,CL0,CL0,CL3,CL4,CL0,CL4,CL6,CL0,CL2
741,0.49788,-0.48246,-0.61113,0.96082,-0.31685,-1.32828,0.16767,0.58331,1.28610,-0.65253,0.88113,0.07987,CL5,CL3,CL2,CL3,CL6,CL6,CL5,CL3,CL0,CL4,CL0,CL4,CL4,CL5,CL0,CL4,CL6,CL0,CL0
743,1.09449,0.48246,1.16365,0.96082,-0.31685,0.82562,-0.30033,0.29338,0.76096,1.63088,0.52975,0.40148,CL6,CL1,CL0,CL1,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL1
744,0.49788,0.48246,0.45468,0.96082,-0.31685,0.62967,0.16767,-0.71727,-0.91699,-0.89891,-1.37983,-1.18084,CL5,CL0,CL1,CL2,CL5,CL1,CL4,CL0,CL0,CL2,CL0,CL0,CL2,CL1,CL0,CL0,CL3,CL0,CL1
745,-0.07854,-0.48246,-1.73790,0.96082,-0.31685,-0.34799,0.00332,-0.58331,-0.91699,0.75830,0.52975,0.40148,CL1,CL0,CL0,CL0,CL0,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL6,CL0,CL0,CL0,CL0
746,1.09449,-0.48246,-0.61113,0.96082,-0.31685,-0.92104,0.16767,-0.01928,0.59042,-1.51840,1.29221,-0.21575,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
747,-0.07854,0.48246,-1.73790,0.96082,-0.31685,0.73545,0.32197,-1.11902,0.43852,-0.40581,-0.71126,-0.21575,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
748,-0.07854,0.48246,1.16365,0.96082,-0.31685,-0.05188,0.47617,0.44585,0.28783,0.41594,-0.71126,-0.21575,CL4,CL0,CL2,CL2,CL6,CL6,CL6,CL2,CL0,CL3,CL0,CL2,CL3,CL0,CL0,CL0,CL5,CL0,CL0
749,0.49788,0.48246,-1.73790,0.96082,-0.31685,0.41667,-0.57545,-1.42424,-0.01729,-1.78169,0.19268,-0.21575,CL2,CL6,CL2,CL3,CL6,CL6,CL6,CL2,CL2,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL0,CL0,CL0
750,0.49788,0.48246,1.98437,0.96082,-0.31685,-1.69163,0.96248,-0.97631,1.61108,2.04506,-0.21712,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
751,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.14882,0.00332,-0.01928,1.11406,-0.14277,-0.21712,0.40148,CL5,CL0,CL1,CL1,CL6,CL2,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL1
752,-0.07854,0.48246,-0.05921,0.96082,-0.31685,-2.34360,1.45421,-1.82919,1.11406,1.30612,-0.21712,-0.84637,CL6,CL2,CL0,CL0,CL6,CL3,CL6,CL3,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL1
753,-0.07854,-0.48246,-0.61113,-0.28519,-0.31685,1.60383,-0.30033,1.06238,1.45039,-1.78169,1.86203,0.07987,CL6,CL3,CL0,CL5,CL3,CL5,CL4,CL3,CL0,CL4,CL0,CL0,CL4,CL0,CL0,CL3,CL6,CL0,CL0
754,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.41667,1.11406,-0.58331,1.28610,0.41594,0.19268,0.40148,CL5,CL2,CL2,CL0,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL0,CL2,CL0,CL0,CL2,CL2,CL0,CL0
755,-0.07854,-0.48246,1.98437,0.96082,-0.31685,-0.92104,0.47617,1.43533,1.11406,-0.52745,0.19268,0.07987,CL4,CL1,CL1,CL2,CL6,CL5,CL5,CL2,CL0,CL1,CL0,CL0,CL3,CL3,CL0,CL2,CL4,CL0,CL0
756,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-1.43907,1.58487,1.65653,0.76096,2.63199,-0.71126,-1.18084,CL5,CL4,CL3,CL3,CL6,CL2,CL5,CL3,CL0,CL3,CL3,CL4,CL4,CL4,CL3,CL4,CL6,CL0,CL0
757,-0.95197,0.48246,1.16365,0.96082,0.12600,0.62967,0.32197,-0.58331,0.13136,0.75830,-0.21712,-0.21575,CL5,CL0,CL2,CL0,CL5,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0
758,-0.95197,0.48246,-0.61113,0.21128,-0.31685,2.28554,-0.43999,-0.17779,0.76096,-2.18109,1.29221,0.40148,CL6,CL6,CL0,CL0,CL5,CL6,CL5,CL0,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
759,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.41667,0.63779,-0.01928,-0.15487,-0.27607,0.52975,1.22470,CL3,CL3,CL0,CL5,CL6,CL6,CL5,CL3,CL3,CL3,CL0,CL0,CL4,CL0,CL3,CL3,CL6,CL0,CL0
760,-0.95197,-0.48246,1.98437,0.96082,-0.31685,-2.75696,1.74091,0.58331,1.11406,0.25953,-0.71126,0.40148,CL6,CL0,CL2,CL2,CL6,CL3,CL3,CL2,CL2,CL3,CL0,CL3,CL4,CL3,CL6,CL0,CL6,CL0,CL0
761,-0.07854,-0.48246,0.45468,0.24923,-0.31685,0.04257,-0.94779,-0.84732,-0.45321,-0.65253,0.19268,1.22470,CL6,CL2,CL2,CL2,CL6,CL3,CL6,CL3,CL0,CL3,CL3,CL2,CL5,CL0,CL3,CL3,CL5,CL0,CL3
762,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.72012,0.32197,-1.11902,-0.45321,-2.42317,2.90161,-0.21575,CL6,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
763,-0.07854,0.48246,0.45468,-0.09765,-0.31685,-1.32828,0.80523,1.43533,1.11406,0.12331,-0.21712,0.40148,CL6,CL6,CL2,CL4,CL5,CL6,CL5,CL2,CL0,CL6,CL0,CL2,CL6,CL3,CL0,CL2,CL3,CL0,CL0
764,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.13281,0.80523,0.58331,0.94156,-1.51840,0.88113,-0.84637,CL5,CL0,CL0,CL2,CL5,CL3,CL0,CL3,CL3,CL2,CL0,CL0,CL0,CL0,CL0,CL3,CL5,CL0,CL2
765,-0.95197,-0.48246,-1.73790,0.96082,-0.31685,0.41667,-0.94779,1.06238,0.59042,-1.01450,0.52975,0.76540,CL5,CL0,CL2,CL0,CL4,CL5,CL3,CL2,CL0,CL3,CL0,CL2,CL2,CL3,CL0,CL3,CL4,CL0,CL0
766,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.62967,0.16767,2.15324,0.76096,-0.00665,0.19268,1.22470,CL4,CL2,CL3,CL2,CL6,CL6,CL5,CL2,CL0,CL3,CL0,CL0,CL3,CL5,CL2,CL4,CL6,CL0,CL0
767,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.02119,-0.80615,0.29338,2.23427,-0.65253,0.52975,0.07987,CL6,CL3,CL0,CL6,CL6,CL1,CL5,CL3,CL3,CL3,CL2,CL0,CL2,CL4,CL6,CL2,CL6,CL0,CL3
768,-0.07854,-0.48246,1.16365,-0.46841,-0.31685,0.82562,-0.69509,0.14143,-0.76096,-0.27607,-0.71126,0.07987,CL6,CL2,CL3,CL6,CL6,CL6,CL6,CL3,CL0,CL2,CL2,CL3,CL4,CL2,CL3,CL3,CL6,CL0,CL3
769,-0.95197,0.48246,-0.05921,-0.57009,0.11440,-0.34799,0.63779,0.14143,-0.30172,0.75830,1.29221,-0.52593,CL4,CL6,CL0,CL6,CL6,CL6,CL6,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL6,CL0,CL0
770,-0.07854,-0.48246,0.45468,-0.09765,-0.31685,1.02119,0.16767,0.58331,0.43852,0.75830,-1.37983,0.76540,CL6,CL2,CL2,CL3,CL6,CL2,CL6,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL1
771,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.62967,-1.63340,-1.27553,-0.01729,-0.89891,1.86203,1.22470,CL3,CL3,CL0,CL0,CL3,CL3,CL6,CL0,CL0,CL3,CL0,CL5,CL5,CL3,CL0,CL0,CL5,CL0,CL0
772,-0.95197,0.48246,1.16365,0.96082,-0.50212,0.52135,-1.37639,-1.82919,0.94156,0.25953,0.52975,-0.84637,CL0,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
773,1.09449,-0.48246,0.45468,0.96082,-0.31685,1.23461,-1.37639,-0.45174,-0.60633,-1.78169,0.19268,0.40148,CL6,CL5,CL3,CL3,CL6,CL6,CL5,CL3,CL0,CL3,CL1,CL6,CL6,CL2,CL1,CL5,CL1,CL0,CL2
774,1.09449,0.48246,-0.05921,0.24923,-0.31685,1.02119,-1.23177,-0.31776,-0.30172,-0.52745,-0.21712,-0.21575,CL1,CL1,CL0,CL6,CL4,CL6,CL3,CL1,CL1,CL0,CL1,CL0,CL0,CL1,CL6,CL1,CL6,CL0,CL1
775,-0.95197,-0.48246,-1.22751,-0.28519,-0.31685,-1.19430,-0.43999,0.58331,0.28783,-0.00665,-0.71126,-0.21575,CL4,CL2,CL0,CL2,CL6,CL4,CL5,CL0,CL0,CL4,CL2,CL2,CL2,CL5,CL2,CL2,CL6,CL0,CL0
776,-0.95197,0.48246,-0.61113,-0.28519,-0.31685,-1.69163,0.47617,0.88309,-0.30172,-1.78169,0.19268,0.40148,CL4,CL0,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL5,CL0,CL4,CL0,CL2,CL6,CL0,CL0
777,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,0.13606,-0.43999,-0.84732,-0.30172,-0.00665,-0.71126,-1.54858,CL3,CL6,CL0,CL6,CL6,CL5,CL5,CL2,CL2,CL2,CL3,CL0,CL0,CL2,CL6,CL2,CL6,CL0,CL0
778,-0.95197,-0.48246,-0.61113,-0.57009,0.12600,0.52135,0.63779,0.72330,-0.60633,-0.52745,0.19268,0.07987,CL6,CL4,CL0,CL6,CL6,CL6,CL0,CL3,CL3,CL2,CL0,CL0,CL2,CL0,CL0,CL2,CL2,CL0,CL0
779,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,1.98437,0.00332,2.15324,-0.45321,-0.65253,0.88113,0.76540,CL4,CL6,CL0,CL5,CL5,CL6,CL6,CL3,CL0,CL3,CL0,CL5,CL3,CL5,CL0,CL5,CL4,CL0,CL0
780,1.09449,-0.48246,-1.22751,0.96082,-0.31685,-2.21844,1.11406,-0.31776,0.59042,-0.40581,0.19268,-0.52593,CL5,CL3,CL1,CL0,CL6,CL6,CL5,CL2,CL0,CL4,CL1,CL2,CL6,CL3,CL0,CL5,CL1,CL0,CL1
781,-0.95197,0.48246,-0.05921,-0.57009,-0.31685,1.02119,-2.11437,-0.17779,0.43852,-0.00665,-1.37983,-0.84637,CL4,CL3,CL0,CL0,CL3,CL3,CL3,CL3,CL0,CL2,CL2,CL0,CL3,CL2,CL3,CL2,CL3,CL0,CL0
782,0.49788,-0.48246,-0.05921,-0.57009,-0.31685,1.02119,-0.94779,-0.84732,-1.34289,-0.78155,0.19268,0.76540,CL6,CL0,CL0,CL5,CL6,CL5,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
783,-0.95197,-0.48246,-0.61113,-0.57009,0.11440,1.13281,-1.23177,0.29338,-0.01729,-1.13788,1.86203,1.92173,CL3,CL3,CL0,CL2,CL6,CL4,CL3,CL4,CL2,CL3,CL2,CL2,CL3,CL3,CL3,CL0,CL4,CL0,CL3
784,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.82562,-0.43999,0.88309,0.43852,-0.52745,0.52975,1.22470,CL6,CL3,CL0,CL3,CL3,CL6,CL5,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL2,CL3,CL0,CL0
785,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.24649,0.47617,0.88309,-0.01729,1.13407,-0.21712,1.22470,CL6,CL5,CL0,CL4,CL5,CL3,CL5,CL3,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL0,CL2,CL0,CL0
786,-0.95197,-0.48246,1.16365,-0.57009,-0.31685,1.37297,-0.80615,0.88309,-0.01729,0.25953,-0.21712,0.76540,CL4,CL2,CL0,CL3,CL5,CL5,CL5,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL2,CL3,CL0,CL0
787,-0.95197,-0.48246,-0.05921,-0.28519,-0.31685,-0.58016,0.00332,0.14143,-0.30172,-1.64101,0.88113,0.76540,CL3,CL3,CL2,CL3,CL4,CL6,CL5,CL3,CL0,CL3,CL0,CL3,CL4,CL3,CL0,CL3,CL6,CL0,CL2
788,0.49788,-0.48246,-0.05921,-0.28519,-0.31685,0.82562,-0.57545,0.14143,-0.76096,0.12331,1.29221,0.07987,CL6,CL1,CL2,CL1,CL6,CL2,CL3,CL2,CL2,CL2,CL1,CL0,CL2,CL1,CL0,CL2,CL6,CL0,CL1
789,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,-1.69163,1.28610,-0.58331,-0.60633,-1.13788,1.86203,0.76540,CL5,CL0,CL2,CL0,CL5,CL0,CL6,CL5,CL0,CL5,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0
790,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-2.05048,0.16767,0.72330,0.13136,0.75830,0.19268,1.22470,CL3,CL0,CL0,CL0,CL6,CL5,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0
791,-0.95197,-0.48246,0.45468,-0.09765,-0.31685,-0.14882,-0.43999,0.88309,-0.60633,-0.78155,1.29221,0.76540,CL5,CL3,CL5,CL3,CL6,CL5,CL6,CL0,CL0,CL3,CL0,CL2,CL3,CL3,CL0,CL3,CL5,CL0,CL5
792,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.62967,-0.15487,0.58331,-1.62090,-0.14277,1.29221,1.92173,CL5,CL3,CL4,CL3,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL5,CL5,CL0,CL4,CL0,CL4,CL0,CL2
793,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,0.82562,0.63779,0.29338,-1.07533,-1.38502,-0.71126,-0.21575,CL5,CL5,CL3,CL3,CL6,CL5,CL6,CL3,CL2,CL3,CL3,CL4,CL5,CL5,CL3,CL3,CL3,CL0,CL3
794,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,0.04257,2.12700,-0.31776,-0.60633,-0.00665,1.29221,0.07987,CL5,CL2,CL3,CL0,CL6,CL0,CL6,CL4,CL0,CL5,CL0,CL3,CL5,CL2,CL0,CL0,CL0,CL0,CL1
795,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.05188,-0.57545,1.24033,1.28610,-0.52745,0.19268,0.76540,CL6,CL1,CL2,CL0,CL6,CL6,CL5,CL0,CL0,CL2,CL0,CL2,CL2,CL3,CL0,CL3,CL6,CL0,CL0
796,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.13281,-0.57545,-0.31776,-0.60633,1.13407,-0.71126,-0.21575,CL3,CL3,CL0,CL0,CL6,CL6,CL4,CL5,CL0,CL5,CL0,CL0,CL3,CL5,CL0,CL4,CL2,CL0,CL0
797,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.41667,-0.94779,-0.31776,0.43852,-0.14277,-0.21712,0.76540,CL3,CL6,CL0,CL5,CL5,CL6,CL4,CL4,CL3,CL4,CL5,CL3,CL5,CL4,CL3,CL5,CL6,CL0,CL0
798,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.58016,0.80523,0.44585,0.59042,1.30612,-0.71126,0.76540,CL5,CL3,CL2,CL0,CL4,CL5,CL6,CL2,CL0,CL3,CL0,CL0,CL2,CL0,CL0,CL0,CL5,CL0,CL2
799,-0.07854,0.48246,-0.61113,-0.57009,-0.31685,0.13606,1.11406,0.72330,-0.30172,0.75830,-0.21712,1.22470,CL6,CL3,CL0,CL3,CL6,CL4,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0
800,0.49788,0.48246,-0.61113,0.96082,-0.31685,1.23461,0.63779,1.43533,0.43852,-0.65253,1.86203,-0.52593,CL5,CL2,CL1,CL1,CL6,CL6,CL5,CL3,CL1,CL5,CL1,CL1,CL3,CL1,CL1,CL1,CL5,CL0,CL0
801,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,-1.19430,0.16767,-0.01928,0.43852,2.04506,-0.21712,-0.21575,CL4,CL3,CL0,CL3,CL6,CL4,CL6,CL3,CL0,CL4,CL0,CL0,CL6,CL3,CL3,CL3,CL3,CL0,CL0
802,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,0.52135,-0.43999,-0.17779,0.59042,-1.01450,0.52975,0.40148,CL3,CL5,CL2,CL2,CL6,CL6,CL5,CL2,CL0,CL2,CL0,CL2,CL3,CL2,CL2,CL2,CL2,CL0,CL1
803,-0.95197,-0.48246,-1.22751,0.21128,-0.31685,-0.46725,0.32197,0.14143,-0.76096,-0.65253,0.88113,1.22470,CL5,CL4,CL0,CL3,CL6,CL5,CL6,CL0,CL0,CL3,CL0,CL0,CL4,CL0,CL0,CL0,CL5,CL0,CL5
804,1.09449,0.48246,0.45468,-0.57009,-0.31685,0.13606,-0.94779,-0.97631,0.76096,-0.27607,-1.37983,1.22470,CL6,CL6,CL1,CL0,CL6,CL4,CL5,CL3,CL0,CL0,CL3,CL0,CL6,CL2,CL0,CL0,CL6,CL0,CL0
805,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,0.52135,-1.09207,-0.45174,0.94156,-0.00665,-0.21712,0.07987,CL5,CL2,CL0,CL3,CL6,CL2,CL4,CL1,CL1,CL1,CL0,CL0,CL2,CL2,CL2,CL2,CL6,CL0,CL1
806,-0.95197,0.48246,0.45468,0.24923,-0.31685,1.98437,-1.50796,1.43533,-1.77200,0.41594,0.52975,0.07987,CL6,CL4,CL3,CL6,CL6,CL2,CL4,CL6,CL4,CL4,CL6,CL5,CL4,CL5,CL0,CL5,CL6,CL0,CL0
807,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,-0.24649,0.16767,-0.31776,-0.45321,-0.89891,1.29221,0.76540,CL2,CL6,CL0,CL6,CL6,CL3,CL4,CL3,CL2,CL2,CL3,CL3,CL0,CL2,CL3,CL3,CL6,CL0,CL1
808,-0.95197,-0.48246,-1.43719,-0.09765,-0.31685,-0.34799,0.80523,0.72330,0.59042,-0.89891,1.86203,1.22470,CL5,CL0,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL2,CL3,CL0,CL4,CL3,CL0,CL0
809,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,1.02119,0.80523,1.06238,-1.07533,-0.52745,0.88113,1.22470,CL6,CL0,CL0,CL5,CL6,CL3,CL5,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0
810,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,0.41667,-1.92173,-0.97631,0.76096,-1.51840,-1.37983,-0.84637,CL3,CL3,CL0,CL3,CL6,CL3,CL6,CL3,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL6,CL0,CL2
811,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,-1.69163,-0.80615,-1.27553,1.81866,-0.14277,-0.21712,-0.84637,CL5,CL0,CL0,CL0,CL4,CL4,CL4,CL3,CL0,CL3,CL0,CL3,CL3,CL0,CL0,CL0,CL6,CL0,CL0
812,-0.95197,-0.48246,-1.22751,-0.57009,-0.31685,-1.69163,0.80523,1.06238,-0.91699,-0.40581,-0.71126,0.07987,CL3,CL0,CL0,CL0,CL3,CL4,CL4,CL0,CL0,CL5,CL0,CL3,CL3,CL3,CL0,CL4,CL0,CL0,CL3
813,1.09449,0.48246,0.45468,-0.57009,-0.31685,1.23461,1.74091,0.88309,-1.92595,-1.64101,0.88113,1.22470,CL6,CL4,CL1,CL2,CL6,CL3,CL6,CL3,CL2,CL3,CL1,CL0,CL4,CL1,CL3,CL1,CL4,CL0,CL0
814,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.13281,-0.69509,-0.01928,-1.34289,-0.89891,1.29221,1.22470,CL4,CL0,CL0,CL4,CL6,CL5,CL4,CL3,CL0,CL0,CL3,CL5,CL6,CL0,CL0,CL3,CL6,CL0,CL3
815,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,0.52135,-0.57545,0.72330,-1.62090,0.41594,-0.21712,0.40148,CL3,CL2,CL0,CL2,CL6,CL2,CL5,CL2,CL2,CL2,CL5,CL0,CL3,CL2,CL3,CL0,CL6,CL0,CL2
816,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.67825,0.00332,-0.45174,-0.91699,0.25953,0.52975,1.92173,CL5,CL3,CL4,CL0,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL0,CL4,CL3,CL0,CL3,CL6,CL0,CL2
817,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,2.46262,0.32197,0.29338,-0.91699,-1.01450,1.86203,1.22470,CL5,CL2,CL0,CL6,CL5,CL5,CL4,CL3,CL5,CL3,CL3,CL3,CL2,CL2,CL3,CL2,CL6,CL0,CL2
818,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.13606,-0.94779,-0.01928,0.43852,0.75830,-0.21712,-0.52593,CL3,CL0,CL0,CL0,CL1,CL5,CL5,CL0,CL0,CL3,CL3,CL3,CL4,CL3,CL0,CL4,CL0,CL0,CL0
819,1.09449,-0.48246,1.98437,-0.09765,-0.31685,0.62967,0.16767,0.88309,2.46262,0.25953,-0.71126,0.40148,CL4,CL3,CL2,CL4,CL4,CL5,CL4,CL2,CL1,CL2,CL3,CL1,CL2,CL2,CL1,CL2,CL3,CL0,CL1
820,-0.07854,0.48246,1.16365,0.96082,-0.31685,1.60383,-0.80615,-0.01928,-0.30172,-1.13788,0.19268,0.40148,CL5,CL2,CL3,CL5,CL6,CL6,CL5,CL2,CL0,CL4,CL0,CL4,CL6,CL0,CL0,CL2,CL5,CL0,CL1
821,-0.95197,-0.48246,-0.61113,-0.09765,-0.50212,-0.67825,1.74091,0.72330,0.13136,0.41594,0.88113,1.92173,CL3,CL0,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL3,CL0,CL0,CL0,CL5,CL0,CL5,CL4,CL3,CL0
822,-0.95197,0.48246,0.45468,-0.57009,-0.31685,-0.34799,0.32197,-0.17779,-0.15487,0.12331,0.88113,1.22470,CL5,CL4,CL0,CL0,CL6,CL2,CL4,CL4,CL0,CL3,CL0,CL3,CL2,CL3,CL0,CL3,CL3,CL0,CL3
823,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.05188,1.11406,0.72330,-0.45321,0.41594,-0.21712,1.22470,CL6,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL0
824,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.05188,0.16767,0.72330,0.28783,-0.40581,0.88113,1.22470,CL4,CL0,CL0,CL0,CL6,CL6,CL4,CL0,CL0,CL4,CL0,CL0,CL3,CL5,CL5,CL3,CL6,CL0,CL0
825,-0.95197,-0.48246,-0.61113,-0.28519,1.90725,0.04257,-0.30033,-0.17779,-2.07848,-2.04506,1.29221,1.22470,CL5,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL5,CL5,CL0,CL4,CL6,CL0,CL4
826,-0.95197,-0.48246,0.45468,-0.09765,-0.31685,0.62967,-2.11437,-2.85950,0.94156,-1.38502,-0.71126,-1.18084,CL5,CL6,CL0,CL5,CL6,CL5,CL6,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0
827,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,0.52135,0.63779,0.14143,-1.07533,1.30612,-0.21712,0.40148,CL6,CL2,CL0,CL4,CL6,CL6,CL6,CL6,CL5,CL5,CL6,CL0,CL3,CL5,CL6,CL2,CL2,CL0,CL0
828,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.13606,1.45421,1.24033,-1.21213,-0.78155,0.52975,0.76540,CL3,CL6,CL0,CL4,CL6,CL6,CL5,CL4,CL3,CL6,CL4,CL3,CL6,CL4,CL5,CL4,CL0,CL0,CL0
829,-0.95197,-0.48246,0.45468,-0.28519,-0.31685,-0.92104,0.47617,-0.01928,-0.76096,-0.40581,0.19268,0.40148,CL6,CL2,CL0,CL4,CL6,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
830,-0.07854,0.48246,1.98437,-0.09765,-0.31685,1.72012,0.47617,1.06238,0.59042,0.12331,-1.37983,0.76540,CL5,CL3,CL0,CL0,CL3,CL3,CL6,CL0,CL0,CL5,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL0,CL0
831,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.13606,0.63779,1.88511,1.28610,-0.27607,-1.37983,0.40148,CL4,CL3,CL0,CL0,CL6,CL4,CL6,CL0,CL0,CL3,CL0,CL0,CL0,CL5,CL0,CL0,CL4,CL0,CL0
832,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.31287,-0.43999,-0.71727,0.94156,-0.14277,0.19268,-0.21575,CL6,CL6,CL2,CL0,CL6,CL5,CL5,CL3,CL0,CL3,CL0,CL0,CL2,CL0,CL0,CL0,CL5,CL0,CL0
833,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.91093,-0.80615,0.14143,0.59042,-0.14277,-0.21712,0.76540,CL4,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL5,CL0,CL0
834,-0.07854,0.48246,1.16365,-0.57009,-0.31685,0.13606,-0.94779,1.43533,0.13136,0.58489,0.52975,1.92173,CL6,CL3,CL1,CL5,CL6,CL6,CL5,CL1,CL0,CL5,CL0,CL1,CL5,CL5,CL0,CL3,CL3,CL0,CL0
835,1.09449,0.48246,1.98437,-0.57009,-0.31685,0.04257,0.16767,-0.01928,-0.76096,-0.78155,0.88113,0.76540,CL6,CL6,CL1,CL4,CL4,CL1,CL4,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL1
836,-0.07854,0.48246,1.16365,-0.57009,-0.31685,0.82562,-0.69509,-0.01928,-0.30172,0.58489,-0.21712,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
837,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,0.52135,-0.94779,-0.45174,-0.15487,-0.14277,-0.21712,0.07987,CL6,CL3,CL0,CL2,CL6,CL6,CL6,CL4,CL0,CL4,CL0,CL2,CL3,CL3,CL2,CL3,CL6,CL0,CL2
838,-0.95197,-0.48246,0.45468,-0.09765,-0.31685,-1.69163,0.16767,-0.01928,-0.30172,-1.51840,0.19268,0.07987,CL4,CL0,CL4,CL0,CL6,CL4,CL4,CL0,CL0,CL4,CL0,CL0,CL4,CL4,CL0,CL4,CL0,CL0,CL0
839,1.09449,-0.48246,1.16365,-0.57009,-0.31685,-0.34799,0.32197,0.14143,-1.21213,0.25953,0.19268,0.40148,CL3,CL6,CL3,CL2,CL6,CL2,CL4,CL2,CL0,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL5,CL0,CL3
840,-0.95197,-0.48246,-0.61113,-0.09765,-0.31685,-1.69163,1.74091,0.58331,0.43852,0.93949,1.29221,0.07987,CL4,CL0,CL0,CL0,CL4,CL4,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL5
841,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,0.73545,0.00332,2.15324,0.13136,-1.51840,1.29221,0.76540,CL6,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL4,CL0,CL4,CL5,CL3,CL0,CL3,CL6,CL0,CL2
842,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,0.22393,-1.37639,0.58331,-2.78793,-0.00665,0.88113,1.22470,CL5,CL6,CL2,CL5,CL6,CL5,CL5,CL3,CL2,CL3,CL3,CL2,CL3,CL3,CL6,CL3,CL6,CL0,CL2
843,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.58016,-0.15487,0.88309,-0.45321,-1.25773,1.86203,0.76540,CL4,CL4,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL4,CL0,CL3
844,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.67825,0.00332,0.29338,1.81866,1.30612,-0.21712,-0.52593,CL3,CL2,CL0,CL3,CL5,CL6,CL4,CL2,CL0,CL4,CL0,CL0,CL3,CL3,CL0,CL3,CL0,CL0,CL0
845,-0.07854,0.48246,-0.61113,-0.57009,-0.31685,0.52135,-0.43999,0.14143,-1.07533,-0.27607,-1.37983,0.07987,CL6,CL1,CL0,CL4,CL6,CL3,CL4,CL1,CL0,CL0,CL1,CL1,CL0,CL1,CL0,CL0,CL1,CL0,CL0
846,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.31287,0.80523,1.06238,1.11406,-0.52745,0.19268,0.40148,CL5,CL0,CL0,CL2,CL4,CL4,CL6,CL0,CL0,CL3,CL0,CL0,CL3,CL0,CL3,CL3,CL4,CL0,CL2
847,0.49788,-0.48246,-0.61113,-0.57009,-0.31685,0.91093,-1.63340,-1.42424,-0.15487,0.25953,-1.37983,-1.54858,CL6,CL0,CL0,CL5,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0,CL0,CL0
848,-0.95197,0.48246,-0.05921,0.24923,-0.31685,0.52135,-0.43999,-1.55521,1.11406,-0.65253,0.19268,-0.52593,CL2,CL6,CL0,CL0,CL5,CL2,CL6,CL2,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL2,CL6,CL0,CL0
849,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,0.62967,-0.43999,0.29338,-1.92595,-0.89891,0.52975,0.76540,CL3,CL6,CL2,CL6,CL6,CL3,CL4,CL4,CL2,CL3,CL4,CL4,CL0,CL3,CL2,CL5,CL6,CL0,CL1
850,-0.95197,-0.48246,-1.22751,-0.57009,-0.31685,0.52135,0.63779,1.06238,-1.07533,-0.40581,1.29221,1.22470,CL6,CL6,CL0,CL6,CL6,CL6,CL6,CL3,CL3,CL2,CL0,CL0,CL0,CL3,CL0,CL5,CL3,CL0,CL2
851,1.82213,-0.48246,1.16365,-0.57009,-0.31685,-1.69163,0.00332,1.24033,1.28610,0.41594,0.19268,0.07987,CL4,CL0,CL0,CL0,CL6,CL6,CL6,CL1,CL0,CL0,CL0,CL0,CL2,CL1,CL0,CL3,CL0,CL0,CL0
852,-0.95197,-0.48246,1.16365,-0.28519,-0.31685,0.41667,-0.94779,0.44585,-0.30172,0.41594,0.19268,0.40148,CL5,CL0,CL2,CL0,CL6,CL5,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL6,CL0,CL1
853,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.79151,1.45421,1.43533,0.94156,0.12331,0.52975,0.07987,CL0,CL2,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL3,CL4,CL0,CL0,CL0
854,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,0.73545,0.16767,-1.42424,-1.21213,-1.25773,0.19268,1.22470,CL2,CL2,CL0,CL2,CL6,CL2,CL6,CL2,CL2,CL2,CL2,CL2,CL3,CL2,CL2,CL2,CL3,CL0,CL2
855,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.04257,0.00332,1.43533,0.13136,-0.27607,0.19268,0.07987,CL5,CL5,CL0,CL6,CL6,CL6,CL5,CL2,CL0,CL2,CL2,CL2,CL3,CL2,CL4,CL2,CL3,CL0,CL0
856,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.34799,0.16767,-0.01928,-0.15487,-1.01450,1.29221,0.76540,CL5,CL0,CL0,CL0,CL6,CL4,CL6,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL2,CL3,CL4,CL0,CL0
857,-0.95197,-0.48246,-1.73790,0.24923,-0.22166,0.52135,0.80523,0.58331,-1.07533,-1.13788,0.52975,1.22470,CL5,CL4,CL2,CL3,CL5,CL5,CL5,CL5,CL4,CL3,CL5,CL2,CL0,CL2,CL4,CL2,CL6,CL0,CL1
858,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,-1.05308,0.47617,1.88511,1.61108,0.41594,-0.21712,0.07987,CL2,CL3,CL2,CL0,CL2,CL6,CL2,CL2,CL0,CL3,CL0,CL3,CL3,CL3,CL0,CL3,CL6,CL0,CL0
859,-0.95197,-0.48246,-0.05921,-0.57009,0.12600,0.52135,1.28610,-0.17779,0.59042,2.04506,0.88113,1.22470,CL5,CL5,CL0,CL3,CL4,CL5,CL6,CL5,CL0,CL3,CL3,CL3,CL0,CL2,CL6,CL3,CL6,CL0,CL0
860,-0.07854,-0.48246,-1.43719,0.24923,-0.31685,1.37297,-0.80615,-0.45174,-1.92595,-1.64101,0.19268,-0.52593,CL4,CL6,CL3,CL6,CL6,CL4,CL6,CL5,CL5,CL4,CL6,CL4,CL0,CL2,CL6,CL3,CL6,CL0,CL0
861,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-1.05308,2.32338,1.06238,-0.15487,0.93949,0.88113,0.76540,CL5,CL5,CL0,CL4,CL6,CL6,CL4,CL3,CL0,CL5,CL0,CL0,CL4,CL0,CL3,CL3,CL4,CL0,CL0
862,-0.95197,0.48246,-0.61113,-0.28519,-0.50212,1.02119,-1.23177,1.06238,-1.07533,-1.25773,2.90161,0.40148,CL3,CL6,CL0,CL6,CL4,CL2,CL5,CL2,CL0,CL2,CL2,CL2,CL2,CL2,CL0,CL0,CL6,CL0,CL0
863,-0.07854,-0.48246,-0.61113,-0.28519,-0.31685,0.62967,0.80523,1.06238,-0.45321,-1.78169,1.29221,0.76540,CL6,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL3,CL0,CL2,CL5,CL2,CL0,CL2,CL6,CL0,CL0
864,-0.95197,-0.48246,0.45468,0.96082,-0.31685,0.04257,-0.15487,-0.17779,-0.60633,-0.40581,1.86203,1.22470,CL6,CL2,CL2,CL2,CL3,CL6,CL4,CL4,CL2,CL2,CL0,CL2,CL2,CL4,CL2,CL2,CL4,CL0,CL0
865,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,-1.86962,1.28610,2.15324,0.76096,0.93949,-0.71126,0.07987,CL0,CL0,CL0,CL0,CL5,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL5,CL2,CL3,CL5,CL0,CL0
866,-0.95197,-0.48246,-0.61113,0.21128,-0.31685,1.60383,-0.57545,-0.17779,-1.62090,-0.65253,-0.71126,0.76540,CL6,CL1,CL4,CL4,CL6,CL6,CL5,CL4,CL0,CL3,CL0,CL0,CL6,CL1,CL3,CL2,CL6,CL0,CL1
867,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.14882,1.11406,-0.58331,-0.60633,-0.78155,0.88113,0.07987,CL5,CL0,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
868,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,0.41667,-1.09207,0.58331,0.59042,-0.78155,0.19268,-0.21575,CL5,CL5,CL0,CL5,CL2,CL4,CL4,CL4,CL0,CL3,CL0,CL3,CL5,CL2,CL4,CL3,CL5,CL0,CL0
869,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.05188,1.28610,1.43533,0.76096,2.04506,0.52975,1.22470,CL6,CL3,CL0,CL0,CL6,CL6,CL4,CL0,CL0,CL6,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL0
870,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-1.32828,0.32197,0.72330,0.94156,1.63088,-0.71126,0.40148,CL5,CL3,CL0,CL0,CL5,CL5,CL4,CL0,CL0,CL2,CL0,CL0,CL3,CL3,CL4,CL4,CL4,CL0,CL0
871,1.09449,-0.48246,-0.05921,0.96082,-0.31685,1.60383,-0.69509,0.88309,-0.30172,-1.78169,1.29221,1.92173,CL3,CL1,CL2,CL2,CL6,CL3,CL6,CL2,CL0,CL2,CL1,CL2,CL3,CL1,CL1,CL1,CL6,CL0,CL0
872,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,0.91093,-0.80615,1.06238,-0.45321,1.13407,0.88113,1.92173,CL6,CL2,CL2,CL2,CL6,CL2,CL6,CL2,CL1,CL2,CL2,CL2,CL2,CL4,CL2,CL4,CL3,CL0,CL0
873,-0.95197,-0.48246,1.16365,-0.57009,-0.31685,0.22393,1.58487,0.14143,-1.62090,-1.01450,0.52975,0.40148,CL5,CL4,CL0,CL5,CL6,CL5,CL6,CL4,CL0,CL4,CL0,CL0,CL5,CL0,CL6,CL0,CL6,CL0,CL4
874,-0.07854,0.48246,1.16365,-0.57009,-0.31685,-0.67825,-0.43999,-0.01928,0.59042,-0.27607,-0.71126,-0.84637,CL5,CL0,CL0,CL2,CL6,CL5,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL2,CL2,CL0,CL0
875,-0.95197,0.48246,-0.61113,0.96082,-0.31685,1.49158,-1.76250,0.14143,-0.76096,-2.42317,-0.71126,-2.07848,CL4,CL0,CL0,CL2,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
876,-0.07854,0.48246,1.16365,-0.57009,-0.31685,0.22393,-1.09207,-0.58331,0.28783,-1.01450,0.52975,-0.21575,CL5,CL6,CL2,CL5,CL6,CL3,CL4,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL3,CL6,CL0,CL0
877,-0.95197,0.48246,-0.61113,-0.57009,0.11440,0.73545,0.32197,1.43533,-0.01729,-0.78155,1.86203,1.92173,CL5,CL6,CL0,CL4,CL6,CL6,CL6,CL3,CL0,CL5,CL0,CL0,CL4,CL5,CL0,CL4,CL6,CL0,CL3
878,0.49788,-0.48246,-0.05921,-0.57009,0.11440,1.23461,-2.11437,0.72330,-1.92595,-0.40581,2.90161,0.76540,CL3,CL5,CL1,CL2,CL5,CL4,CL5,CL2,CL2,CL0,CL4,CL0,CL6,CL1,CL6,CL1,CL1,CL0,CL0
879,-0.07854,-0.48246,-0.61113,-0.09765,-0.31685,-0.92104,0.47617,0.72330,0.43852,-2.18109,1.86203,1.92173,CL5,CL3,CL0,CL0,CL5,CL4,CL6,CL0,CL0,CL4,CL0,CL2,CL6,CL0,CL0,CL0,CL2,CL0,CL0
880,-0.95197,0.48246,0.45468,-0.57009,-0.31685,-0.58016,1.45421,0.88309,-0.01729,0.12331,0.88113,0.40148,CL5,CL3,CL0,CL0,CL6,CL6,CL5,CL3,CL0,CL4,CL0,CL0,CL0,CL3,CL0,CL5,CL5,CL0,CL0
881,-0.07854,-0.48246,1.16365,-0.57009,-0.31685,1.23461,0.00332,-0.31776,-0.15487,-0.14277,1.29221,0.76540,CL6,CL6,CL2,CL6,CL6,CL3,CL3,CL2,CL0,CL2,CL0,CL0,CL2,CL0,CL3,CL3,CL3,CL0,CL0
882,-0.95197,0.48246,-2.43591,-0.57009,-0.31685,0.62967,-0.15487,0.88309,-0.45321,-1.38502,0.19268,1.92173,CL5,CL4,CL0,CL4,CL5,CL6,CL5,CL5,CL0,CL5,CL4,CL4,CL4,CL4,CL4,CL4,CL5,CL0,CL3
883,0.49788,-0.48246,-0.61113,-0.57009,-0.31685,1.60383,-1.09207,0.29338,-0.60633,-0.78155,1.86203,0.40148,CL4,CL6,CL1,CL2,CL6,CL4,CL6,CL1,CL5,CL1,CL3,CL0,CL0,CL1,CL6,CL1,CL1,CL0,CL1
884,-0.07854,0.48246,-0.61113,-0.57009,-0.31685,-1.19430,1.45421,1.24033,-0.91699,-0.14277,0.52975,1.22470,CL2,CL2,CL0,CL2,CL6,CL2,CL5,CL2,CL2,CL0,CL2,CL2,CL2,CL2,CL3,CL2,CL2,CL0,CL2
885,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.04257,1.28610,0.72330,0.28783,-0.65253,0.19268,0.76540,CL6,CL3,CL0,CL4,CL6,CL6,CL4,CL3,CL0,CL3,CL2,CL0,CL3,CL3,CL3,CL2,CL6,CL0,CL0
886,-0.95197,-0.48246,-0.61113,-0.57009,0.11440,1.49158,0.00332,0.29338,0.76096,-0.14277,-0.21712,0.76540,CL5,CL6,CL4,CL6,CL6,CL5,CL4,CL0,CL0,CL3,CL0,CL0,CL6,CL0,CL0,CL0,CL5,CL0,CL4
887,-0.07854,-0.48246,-0.61113,-0.28519,-0.31685,1.02119,-2.72827,0.14143,-0.01729,-0.14277,0.19268,0.07987,CL4,CL2,CL0,CL5,CL6,CL5,CL5,CL0,CL0,CL2,CL0,CL0,CL5,CL2,CL0,CL4,CL6,CL0,CL0
888,-0.95197,-0.48246,0.45468,0.96082,-0.31685,0.41667,-0.43999,0.14143,-0.30172,-0.00665,0.88113,0.40148,CL4,CL0,CL3,CL0,CL6,CL5,CL5,CL0,CL0,CL5,CL0,CL0,CL2,CL0,CL0,CL3,CL4,CL0,CL0
889,-0.95197,-0.48246,0.45468,0.96082,-0.31685,-0.46725,2.57309,0.72330,1.45039,0.12331,0.19268,1.22470,CL6,CL3,CL2,CL4,CL6,CL5,CL5,CL4,CL0,CL4,CL0,CL5,CL4,CL4,CL0,CL4,CL0,CL0,CL0
890,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-1.05308,1.45421,1.65653,1.81866,-0.78155,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL5,CL6,CL4,CL2,CL0,CL4,CL0,CL0,CL2,CL3,CL0,CL3,CL2,CL0,CL0
891,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.41667,0.80523,1.24033,1.11406,0.58489,-0.71126,0.07987,CL5,CL0,CL0,CL0,CL4,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL3,CL0,CL0,CL0
892,-0.95197,-0.48246,-0.61113,-0.57009,0.11440,0.13606,0.96248,1.06238,0.59042,0.58489,-0.71126,0.76540,CL4,CL3,CL3,CL3,CL6,CL4,CL5,CL4,CL0,CL4,CL0,CL0,CL3,CL4,CL0,CL3,CL4,CL0,CL3
893,-0.07854,-0.48246,-0.61113,0.21128,-0.31685,-1.55078,2.12700,0.88309,-0.01729,0.93949,-0.21712,0.40148,CL5,CL6,CL2,CL6,CL6,CL5,CL5,CL4,CL2,CL4,CL3,CL5,CL0,CL3,CL3,CL4,CL6,CL0,CL1
894,-0.07854,-0.48246,-0.61113,-0.28519,-0.31685,0.13606,-0.43999,-1.82919,-2.35413,-0.14277,0.52975,0.76540,CL3,CL3,CL0,CL0,CL4,CL2,CL5,CL3,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL0,CL3,CL0,CL0
895,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,1.02119,-1.50796,0.29338,-3.00537,-1.51840,1.29221,1.92173,CL4,CL4,CL2,CL4,CL6,CL4,CL4,CL2,CL2,CL2,CL2,CL2,CL4,CL4,CL3,CL4,CL2,CL0,CL5
896,-0.07854,0.48246,-1.43719,0.96082,-0.31685,3.27393,-2.11437,-0.84732,-1.07533,-2.30408,0.52975,-1.18084,CL6,CL3,CL2,CL2,CL6,CL3,CL4,CL2,CL0,CL2,CL1,CL0,CL6,CL0,CL0,CL2,CL2,CL0,CL3
897,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-1.43907,-1.76250,-0.01928,-2.35413,-0.27607,0.52975,0.76540,CL5,CL3,CL0,CL3,CL3,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL3,CL3,CL0,CL3,CL5,CL0,CL2
898,-0.95197,0.48246,-0.05921,0.96082,-0.31685,-1.86962,-0.30033,0.14143,0.13136,-0.65253,-0.71126,0.07987,CL4,CL2,CL3,CL0,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL2,CL3,CL0,CL0,CL0,CL6,CL0,CL0
899,-0.07854,-0.48246,1.16365,-0.57009,-0.31685,-0.79151,1.11406,-0.17779,0.13136,0.41594,-0.21712,0.07987,CL5,CL4,CL3,CL6,CL6,CL6,CL6,CL3,CL2,CL4,CL0,CL3,CL4,CL5,CL0,CL3,CL6,CL0,CL2
900,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,1.83990,-0.30033,-0.45174,-0.45321,-1.01450,1.86203,1.92173,CL6,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL0
901,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,1.83990,-0.94779,-0.97631,-0.91699,-1.01450,2.90161,1.92173,CL6,CL0,CL0,CL0,CL6,CL4,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL3
902,-0.95197,-0.48246,0.45468,0.24923,-0.31685,-2.52197,1.74091,-1.55521,-3.46436,-0.14277,0.52975,1.22470,CL5,CL6,CL4,CL6,CL6,CL4,CL5,CL5,CL5,CL4,CL4,CL5,CL5,CL2,CL5,CL3,CL6,CL0,CL0
903,-0.95197,-0.48246,-0.61113,0.96082,-1.10702,0.04257,-0.94779,0.44585,-0.60633,-0.89891,0.52975,1.22470,CL5,CL0,CL0,CL2,CL6,CL5,CL6,CL0,CL0,CL4,CL0,CL0,CL6,CL0,CL0,CL0,CL6,CL0,CL0
904,-0.07854,0.48246,1.16365,-0.57009,-0.31685,0.22393,-0.69509,0.29338,-0.60633,-1.13788,0.52975,0.40148,CL6,CL2,CL0,CL2,CL5,CL4,CL5,CL2,CL2,CL2,CL6,CL2,CL0,CL2,CL3,CL2,CL6,CL0,CL2
905,-0.95197,-0.48246,-1.22751,-0.57009,-0.31685,-0.05188,0.96248,-0.01928,0.43852,-0.65253,0.88113,1.22470,CL4,CL6,CL4,CL4,CL6,CL6,CL5,CL3,CL0,CL3,CL3,CL0,CL4,CL3,CL6,CL4,CL6,CL0,CL0
906,0.49788,0.48246,0.45468,-0.57009,-0.31685,1.02119,-0.30033,1.06238,-1.07533,0.41594,-1.37983,-0.84637,CL6,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL3,CL0,CL1,CL0,CL0
907,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.37297,-0.15487,-0.17779,-2.35413,-1.13788,0.88113,0.40148,CL2,CL3,CL0,CL6,CL6,CL6,CL6,CL5,CL0,CL4,CL6,CL0,CL3,CL4,CL5,CL3,CL2,CL0,CL0
908,-0.07854,-0.48246,-0.05921,-0.28519,-0.31685,0.41667,0.32197,0.14143,-0.01729,2.04506,-0.71126,-0.52593,CL5,CL2,CL2,CL0,CL6,CL6,CL6,CL2,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL2,CL3,CL0,CL1
909,0.49788,-0.48246,0.45468,-0.09765,-0.31685,-1.32828,0.32197,-0.71727,-1.34289,0.41594,0.52975,1.22470,CL4,CL5,CL2,CL0,CL6,CL1,CL5,CL3,CL0,CL0,CL0,CL0,CL1,CL3,CL0,CL0,CL0,CL0,CL0
910,-0.95197,-0.48246,-0.61113,-0.57009,0.11440,-0.24649,0.00332,-0.31776,0.76096,-0.78155,-1.37983,1.92173,CL5,CL4,CL0,CL4,CL6,CL6,CL4,CL3,CL0,CL3,CL0,CL0,CL3,CL3,CL3,CL4,CL6,CL0,CL0
911,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,0.13606,0.63779,-0.01928,-1.34289,-0.00665,0.88113,0.76540,CL5,CL5,CL3,CL6,CL4,CL5,CL5,CL3,CL0,CL0,CL3,CL0,CL0,CL3,CL6,CL2,CL0,CL0,CL0
912,-0.07854,0.48246,-0.61113,-0.57009,0.11440,1.37297,0.47617,1.06238,-0.91699,-1.78169,1.86203,1.22470,CL6,CL0,CL0,CL6,CL3,CL6,CL5,CL3,CL0,CL5,CL0,CL0,CL3,CL3,CL4,CL2,CL3,CL0,CL0
913,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,2.12700,-2.72827,-1.97495,-0.01729,-1.38502,0.52975,-0.84637,CL4,CL4,CL0,CL4,CL5,CL4,CL5,CL4,CL0,CL3,CL5,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0
914,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.73545,-1.37639,-0.71727,-1.34289,-0.78155,-0.21712,0.76540,CL4,CL0,CL0,CL2,CL6,CL5,CL4,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL4,CL0,CL0
915,0.49788,-0.48246,0.45468,-0.57009,-0.31685,0.31287,-1.50796,-1.68062,-1.62090,0.75830,-0.71126,0.40148,CL3,CL0,CL0,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL0
916,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-1.19430,2.32338,1.24033,0.94156,0.93949,0.19268,0.76540,CL5,CL0,CL0,CL0,CL6,CL6,CL3,CL0,CL0,CL5,CL0,CL0,CL0,CL4,CL0,CL0,CL5,CL0,CL0
917,-0.07854,0.48246,-1.43719,-0.57009,-0.31685,2.28554,-2.53830,-0.58331,-2.21844,-3.15735,1.86203,1.22470,CL5,CL4,CL0,CL5,CL6,CL6,CL6,CL3,CL1,CL1,CL0,CL0,CL2,CL0,CL5,CL1,CL6,CL0,CL0
918,-0.95197,-0.48246,-1.22751,-0.57009,-0.22166,0.22393,0.00332,-0.01928,-0.45321,0.93949,-0.71126,-0.21575,CL6,CL6,CL0,CL4,CL5,CL4,CL5,CL0,CL0,CL2,CL3,CL0,CL6,CL2,CL6,CL2,CL4,CL0,CL0
919,-0.07854,-0.48246,-1.73790,-0.57009,-0.31685,0.41667,-0.15487,-0.17779,-0.15487,-0.52745,0.19268,0.76540,CL4,CL3,CL0,CL3,CL3,CL3,CL6,CL2,CL3,CL2,CL4,CL2,CL3,CL0,CL3,CL0,CL2,CL0,CL0
920,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,1.72012,-1.63340,-0.17779,1.61108,0.41594,0.52975,1.22470,CL3,CL0,CL0,CL0,CL6,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL3,CL0,CL0
921,-0.95197,-0.48246,-1.22751,0.24923,-0.31685,0.22393,1.45421,2.15324,-0.30172,-1.01450,1.86203,1.92173,CL6,CL4,CL2,CL3,CL6,CL6,CL4,CL5,CL0,CL5,CL5,CL4,CL3,CL5,CL3,CL5,CL6,CL0,CL0
922,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.24649,-0.30033,-0.71727,-0.76096,0.12331,1.29221,0.07987,CL5,CL0,CL0,CL5,CL6,CL2,CL6,CL0,CL0,CL0,CL1,CL0,CL3,CL0,CL3,CL2,CL6,CL0,CL0
923,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-1.19430,0.47617,1.06238,-1.34289,0.41594,-0.21712,1.22470,CL6,CL4,CL0,CL2,CL4,CL6,CL6,CL3,CL0,CL4,CL0,CL3,CL4,CL4,CL3,CL4,CL6,CL0,CL3
924,-0.95197,-0.48246,-2.43591,-0.09765,-0.31685,0.13606,-0.30033,-0.01928,0.43852,-1.13788,-0.21712,0.40148,CL3,CL4,CL0,CL2,CL6,CL6,CL6,CL2,CL2,CL2,CL0,CL0,CL4,CL5,CL6,CL3,CL6,CL0,CL2
925,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-1.19430,-1.37639,-0.71727,-1.21213,-1.13788,0.19268,-0.21575,CL3,CL0,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0
926,-0.07854,-0.48246,-1.22751,-0.57009,-0.31685,1.23461,-1.23177,-2.39883,-1.07533,-0.78155,1.29221,-0.21575,CL3,CL0,CL0,CL3,CL6,CL3,CL5,CL2,CL3,CL2,CL2,CL2,CL4,CL0,CL6,CL2,CL6,CL0,CL3
927,-0.95197,-0.48246,-1.73790,-0.57009,-0.31685,1.02119,-1.50796,0.29338,0.13136,-0.89891,0.52975,0.07987,CL3,CL3,CL0,CL3,CL6,CL6,CL5,CL3,CL2,CL2,CL3,CL3,CL5,CL3,CL6,CL0,CL6,CL0,CL2
928,-0.95197,-0.48246,-0.05921,-0.57009,-0.31685,-0.79151,1.28610,0.58331,1.11406,-0.65253,-0.21712,0.76540,CL5,CL2,CL0,CL0,CL5,CL6,CL4,CL0,CL0,CL3,CL0,CL0,CL3,CL4,CL0,CL5,CL5,CL0,CL2
929,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,0.22393,-1.23177,0.88309,-0.76096,-0.27607,-0.21712,0.76540,CL5,CL0,CL0,CL3,CL5,CL5,CL6,CL1,CL0,CL2,CL0,CL0,CL3,CL2,CL3,CL4,CL2,CL0,CL2
930,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,-0.58016,1.45421,1.65653,1.61108,0.58489,0.19268,1.22470,CL4,CL1,CL0,CL3,CL6,CL6,CL5,CL0,CL0,CL3,CL0,CL0,CL3,CL0,CL0,CL3,CL6,CL0,CL0
931,-0.95197,0.48246,-0.61113,0.96082,0.11440,-0.24649,0.96248,0.72330,0.28783,-0.27607,0.52975,0.07987,CL4,CL5,CL4,CL3,CL6,CL6,CL5,CL4,CL0,CL4,CL0,CL3,CL0,CL0,CL0,CL0,CL6,CL0,CL2
932,0.49788,-0.48246,-1.73790,0.96082,-0.31685,-0.67825,-0.69509,-0.58331,0.13136,-0.65253,-1.37983,-0.84637,CL3,CL2,CL3,CL0,CL6,CL6,CL6,CL2,CL0,CL3,CL0,CL2,CL0,CL1,CL0,CL0,CL3,CL0,CL0
933,-0.07854,0.48246,0.45468,-0.09765,-0.31685,0.73545,-0.69509,1.24033,0.94156,0.41594,0.52975,0.76540,CL4,CL2,CL0,CL1,CL6,CL2,CL5,CL1,CL0,CL1,CL1,CL4,CL2,CL2,CL0,CL2,CL6,CL0,CL0
934,-0.95197,0.48246,-1.43719,-0.57009,-0.31685,1.13281,-1.92173,-0.01928,1.11406,-0.78155,-0.21712,1.92173,CL3,CL2,CL0,CL6,CL6,CL3,CL6,CL2,CL2,CL2,CL4,CL0,CL6,CL2,CL6,CL2,CL6,CL0,CL2
935,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.24649,0.00332,1.06238,0.59042,2.04506,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
936,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-1.32828,1.11406,1.24033,0.28783,-0.78155,1.86203,1.92173,CL5,CL3,CL3,CL4,CL5,CL6,CL4,CL5,CL3,CL3,CL4,CL3,CL3,CL3,CL2,CL4,CL6,CL0,CL2
937,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,2.28554,-0.69509,0.29338,0.13136,-0.78155,0.52975,0.76540,CL4,CL0,CL0,CL0,CL6,CL5,CL6,CL2,CL0,CL5,CL0,CL0,CL3,CL4,CL2,CL4,CL5,CL0,CL0
938,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.41667,1.28610,1.06238,-0.01729,-0.40581,0.52975,0.07987,CL3,CL5,CL2,CL5,CL5,CL5,CL6,CL3,CL0,CL5,CL0,CL3,CL5,CL5,CL2,CL4,CL5,CL0,CL0
939,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-0.05188,0.32197,0.58331,0.59042,-0.89891,0.88113,1.22470,CL6,CL0,CL0,CL0,CL5,CL6,CL4,CL4,CL0,CL4,CL0,CL3,CL3,CL3,CL0,CL3,CL6,CL0,CL0
940,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.31287,0.32197,-0.01928,-0.60633,0.75830,-0.71126,0.40148,CL5,CL0,CL2,CL0,CL5,CL6,CL6,CL3,CL0,CL3,CL0,CL3,CL3,CL3,CL0,CL0,CL5,CL0,CL0
941,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,0.41667,-0.43999,1.06238,-1.47955,-0.14277,-0.21712,0.76540,CL6,CL0,CL0,CL0,CL3,CL4,CL4,CL0,CL0,CL0,CL0,CL0,CL4,CL4,CL0,CL3,CL3,CL0,CL0
942,-0.07854,0.48246,-1.22751,-0.28519,-0.31685,0.91093,1.28610,1.06238,-0.76096,1.46191,0.19268,0.40148,CL5,CL3,CL4,CL0,CL5,CL5,CL5,CL2,CL0,CL2,CL0,CL0,CL3,CL4,CL2,CL3,CL6,CL0,CL1
943,-0.07854,-0.48246,-0.05921,-0.57009,0.11440,-0.46725,2.32338,2.44904,1.28610,1.30612,-0.21712,0.40148,CL4,CL2,CL0,CL3,CL5,CL6,CL4,CL4,CL2,CL5,CL0,CL5,CL4,CL6,CL0,CL6,CL6,CL0,CL2
944,-0.95197,0.48246,-0.61113,-0.57009,0.12600,1.60383,-0.80615,0.58331,0.43852,-1.13788,0.88113,0.76540,CL3,CL3,CL0,CL6,CL6,CL6,CL6,CL6,CL0,CL2,CL4,CL0,CL0,CL2,CL3,CL2,CL0,CL0,CL0
945,-0.07854,0.48246,1.16365,-0.57009,-0.31685,1.02119,-0.30033,0.44585,0.76096,-1.25773,1.29221,0.76540,CL3,CL2,CL0,CL6,CL6,CL3,CL6,CL2,CL2,CL3,CL3,CL0,CL0,CL2,CL3,CL2,CL6,CL0,CL0
946,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.34799,-1.09207,-0.58331,1.45039,-0.89891,-0.71126,-1.54858,CL4,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL6,CL0,CL0
947,-0.95197,-0.48246,-1.22751,-0.57009,-0.31685,-0.67825,-0.30033,-1.11902,-0.76096,-1.51840,0.88113,-0.21575,CL4,CL6,CL0,CL3,CL6,CL6,CL4,CL3,CL0,CL6,CL0,CL0,CL3,CL4,CL3,CL4,CL5,CL0,CL2
948,-0.07854,-0.48246,-0.05921,0.96082,-0.31685,2.12700,-1.37639,0.14143,-0.30172,-1.64101,1.29221,-0.21575,CL6,CL2,CL3,CL6,CL6,CL3,CL5,CL0,CL0,CL2,CL0,CL3,CL3,CL2,CL5,CL2,CL0,CL0,CL0
949,-0.07854,0.48246,-1.22751,0.24923,-0.31685,0.41667,0.00332,-2.39883,-0.30172,0.75830,-1.37983,-2.07848,CL2,CL2,CL0,CL5,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL1
950,0.49788,-0.48246,-0.05921,-0.57009,-0.31685,1.60383,-1.76250,-0.01928,0.13136,-1.51840,0.88113,-0.52593,CL5,CL1,CL0,CL1,CL6,CL3,CL6,CL1,CL0,CL4,CL0,CL0,CL4,CL1,CL0,CL3,CL4,CL0,CL0
951,-0.95197,0.48246,0.45468,-0.57009,-0.31685,0.62967,0.00332,0.44585,-0.45321,-0.65253,-0.21712,0.40148,CL6,CL2,CL0,CL3,CL6,CL4,CL6,CL2,CL0,CL3,CL2,CL2,CL3,CL6,CL0,CL4,CL3,CL0,CL3
952,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-1.19430,0.32197,1.88511,0.59042,-0.14277,2.90161,1.92173,CL3,CL3,CL0,CL0,CL4,CL6,CL5,CL3,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL3,CL3,CL0,CL0
953,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.41667,0.16767,0.29338,-0.30172,-0.27607,1.86203,0.76540,CL5,CL5,CL0,CL3,CL5,CL6,CL4,CL3,CL0,CL5,CL0,CL3,CL3,CL5,CL3,CL3,CL6,CL0,CL0
954,-0.07854,0.48246,0.45468,0.96082,-0.31685,1.02119,-0.94779,-0.01928,-0.30172,-1.64101,0.52975,0.76540,CL5,CL0,CL0,CL0,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL4,CL0,CL2
955,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,1.37297,-0.80615,-0.31776,-0.15487,-0.78155,-0.71126,-1.18084,CL0,CL0,CL0,CL0,CL5,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL2,CL0,CL0
956,-0.95197,-0.48246,-0.05921,-0.57009,-0.31685,1.83990,-0.57545,-0.01928,-1.47955,-2.90161,1.86203,1.22470,CL4,CL5,CL2,CL4,CL5,CL6,CL5,CL4,CL2,CL3,CL4,CL0,CL3,CL0,CL4,CL2,CL6,CL0,CL2
957,1.09449,-0.48246,0.45468,-0.57009,-0.31685,-1.19430,-0.57545,-0.58331,0.13136,0.41594,-0.71126,-0.84637,CL5,CL6,CL1,CL2,CL6,CL3,CL0,CL1,CL1,CL0,CL1,CL0,CL5,CL1,CL0,CL1,CL1,CL0,CL0
958,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-1.43907,-0.30033,0.14143,1.28610,1.30612,-0.71126,-1.18084,CL6,CL0,CL5,CL0,CL6,CL6,CL6,CL3,CL0,CL6,CL0,CL6,CL3,CL1,CL0,CL1,CL5,CL0,CL0
959,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-0.24649,1.58487,-0.01928,-1.21213,2.04506,-0.21712,0.76540,CL5,CL0,CL0,CL0,CL5,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
960,-0.95197,0.48246,0.45468,-0.28519,-0.31685,0.04257,0.16767,1.43533,1.11406,-0.65253,0.52975,-0.52593,CL5,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL2,CL0,CL0
961,1.09449,0.48246,-0.61113,-0.57009,-0.31685,-0.05188,-0.69509,0.72330,2.03972,-0.40581,-0.21712,-0.21575,CL5,CL6,CL0,CL1,CL6,CL5,CL4,CL1,CL1,CL2,CL1,CL0,CL0,CL1,CL2,CL3,CL1,CL0,CL0
962,-0.95197,-0.48246,-0.05921,-0.09765,-0.31685,0.31287,0.96248,1.06238,0.28783,-0.27607,1.86203,1.92173,CL5,CL3,CL5,CL0,CL5,CL4,CL6,CL3,CL0,CL5,CL0,CL4,CL3,CL3,CL0,CL0,CL5,CL0,CL0
963,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,-0.34799,0.32197,1.88511,0.76096,-1.13788,0.88113,0.40148,CL5,CL3,CL0,CL5,CL6,CL2,CL5,CL3,CL3,CL0,CL5,CL0,CL0,CL2,CL3,CL2,CL6,CL0,CL0
964,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.62967,-1.92173,-0.01928,0.13136,-0.00665,0.19268,1.22470,CL5,CL3,CL2,CL5,CL6,CL6,CL5,CL3,CL5,CL4,CL6,CL0,CL0,CL2,CL5,CL3,CL6,CL0,CL1
965,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.92104,1.28610,-0.45174,0.76096,0.25953,-0.21712,0.40148,CL5,CL3,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL4,CL0,CL0,CL3,CL5,CL0,CL4,CL3,CL0,CL0
966,-0.07854,0.48246,1.16365,-0.57009,-0.31685,-1.19430,0.00332,0.72330,0.43852,-0.27607,0.19268,0.40148,CL5,CL1,CL0,CL3,CL6,CL6,CL6,CL2,CL2,CL3,CL0,CL0,CL2,CL0,CL5,CL2,CL5,CL0,CL0
967,-0.95197,-0.48246,1.16365,0.96082,-0.31685,-0.92104,1.11406,-0.01928,0.28783,0.41594,0.19268,1.22470,CL5,CL2,CL3,CL4,CL6,CL6,CL4,CL4,CL0,CL5,CL0,CL3,CL3,CL2,CL0,CL2,CL6,CL0,CL3
968,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.58016,0.32197,0.58331,1.11406,0.25953,-0.71126,-0.52593,CL4,CL3,CL1,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL1,CL3,CL4,CL0,CL1
969,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.24649,0.16767,1.88511,1.45039,-0.40581,1.29221,1.22470,CL5,CL0,CL0,CL2,CL6,CL5,CL6,CL2,CL0,CL3,CL0,CL0,CL2,CL3,CL0,CL5,CL5,CL0,CL3
970,-0.95197,-0.48246,-0.61113,-0.57009,-1.10702,-1.55078,1.28610,1.06238,-1.47955,0.93949,-0.21712,0.76540,CL6,CL0,CL0,CL0,CL3,CL5,CL3,CL3,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL3,CL4,CL0,CL0
971,1.82213,-0.48246,1.98437,-0.28519,0.11440,-1.86962,1.28610,0.58331,1.11406,0.75830,0.52975,0.07987,CL6,CL1,CL1,CL1,CL6,CL3,CL6,CL1,CL0,CL0,CL1,CL0,CL1,CL1,CL3,CL3,CL4,CL0,CL1
972,0.49788,0.48246,0.45468,0.24923,-0.31685,0.22393,0.00332,-0.17779,-0.60633,-0.52745,0.88113,0.76540,CL5,CL1,CL0,CL0,CL4,CL6,CL5,CL4,CL0,CL4,CL0,CL3,CL5,CL5,CL0,CL4,CL5,CL0,CL0
973,-0.07854,-0.48246,-0.61113,0.24923,-0.31685,0.41667,-1.63340,0.58331,-1.07533,0.93949,-0.21712,0.40148,CL6,CL4,CL0,CL0,CL6,CL6,CL4,CL3,CL0,CL4,CL0,CL3,CL4,CL4,CL0,CL4,CL6,CL0,CL0
974,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.49158,-1.23177,-1.11902,0.13136,-0.52745,-0.71126,0.40148,CL6,CL0,CL0,CL2,CL6,CL4,CL4,CL4,CL0,CL4,CL0,CL3,CL0,CL3,CL3,CL3,CL6,CL0,CL0
975,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-1.86962,2.12700,1.24033,1.45039,0.58489,-0.71126,1.92173,CL6,CL2,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL3,CL6,CL0,CL0
976,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.23461,0.00332,1.06238,-1.21213,-0.78155,0.52975,1.92173,CL5,CL0,CL0,CL0,CL2,CL6,CL4,CL0,CL0,CL3,CL0,CL0,CL2,CL3,CL0,CL0,CL5,CL0,CL0
977,2.59171,-0.48246,1.16365,-0.57009,-0.31685,-2.21844,0.00332,0.58331,0.76096,0.75830,0.52975,-0.52593,CL1,CL0,CL0,CL0,CL1,CL1,CL1,CL0,CL0,CL1,CL0,CL0,CL1,CL1,CL0,CL0,CL1,CL0,CL0
978,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.58016,1.11406,0.72330,0.59042,-0.00665,-0.21712,-0.52593,CL0,CL2,CL0,CL3,CL6,CL6,CL6,CL0,CL0,CL3,CL0,CL0,CL6,CL0,CL4,CL5,CL0,CL0,CL0
979,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.58016,1.45421,-1.27553,1.61108,-0.40581,1.29221,1.22470,CL5,CL4,CL2,CL2,CL6,CL3,CL6,CL5,CL0,CL5,CL0,CL0,CL2,CL3,CL0,CL3,CL6,CL0,CL0
980,1.09449,0.48246,-0.61113,-0.57009,-0.31685,1.23461,-1.09207,-0.45174,-0.15487,0.75830,-0.71126,-0.21575,CL6,CL1,CL1,CL4,CL6,CL6,CL6,CL3,CL2,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
981,-0.07854,0.48246,1.98437,-0.57009,-0.50212,0.62967,0.16767,0.72330,-0.60633,-0.27607,-0.71126,-0.84637,CL4,CL1,CL2,CL2,CL5,CL6,CL6,CL2,CL1,CL3,CL0,CL1,CL2,CL1,CL1,CL2,CL3,CL0,CL1
982,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,0.41667,-0.15487,0.14143,-0.76096,0.41594,-0.21712,0.07987,CL4,CL0,CL0,CL4,CL4,CL6,CL5,CL5,CL3,CL3,CL0,CL0,CL0,CL3,CL5,CL3,CL6,CL0,CL3
983,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,1.02119,1.11406,-1.11902,-0.91699,-1.01450,0.88113,1.22470,CL6,CL6,CL3,CL4,CL6,CL5,CL6,CL6,CL0,CL4,CL0,CL0,CL6,CL0,CL6,CL0,CL6,CL0,CL2
984,-0.07854,0.48246,0.45468,-0.57009,-0.31685,0.62967,-0.15487,1.88511,-1.77200,1.13407,0.52975,1.22470,CL5,CL1,CL0,CL6,CL6,CL5,CL6,CL3,CL3,CL0,CL3,CL1,CL0,CL1,CL6,CL1,CL6,CL0,CL4
985,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.14882,-0.15487,1.24033,0.94156,-0.14277,0.88113,1.92173,CL6,CL3,CL0,CL3,CL6,CL6,CL5,CL2,CL0,CL3,CL0,CL0,CL2,CL4,CL5,CL3,CL6,CL0,CL2
986,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-0.14882,0.32197,1.24033,-0.45321,-0.89891,0.52975,1.22470,CL5,CL3,CL3,CL0,CL6,CL6,CL4,CL3,CL0,CL4,CL0,CL0,CL2,CL0,CL0,CL4,CL6,CL0,CL0
987,-0.95197,-0.48246,-0.05921,-0.57009,-0.31685,0.73545,-0.80615,-0.71727,-0.45321,0.25953,0.88113,0.07987,CL5,CL6,CL0,CL6,CL6,CL6,CL3,CL3,CL0,CL3,CL6,CL0,CL2,CL4,CL6,CL3,CL0,CL0,CL0
988,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,1.72012,0.63779,0.44585,-1.34289,-2.18109,1.29221,1.22470,CL4,CL0,CL0,CL4,CL6,CL6,CL4,CL2,CL2,CL3,CL0,CL0,CL3,CL2,CL4,CL3,CL5,CL0,CL0
989,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.02119,-1.50796,0.44585,-0.01729,-0.89891,-0.71126,0.07987,CL4,CL3,CL0,CL6,CL5,CL6,CL6,CL5,CL0,CL6,CL0,CL0,CL3,CL0,CL4,CL0,CL6,CL0,CL0
990,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,-0.79151,0.00332,0.14143,-1.07533,-0.27607,1.29221,1.22470,CL5,CL6,CL0,CL4,CL6,CL4,CL4,CL3,CL5,CL3,CL2,CL1,CL3,CL1,CL5,CL1,CL6,CL0,CL2
991,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.72012,-0.57545,1.65653,0.13136,-0.40581,0.88113,1.22470,CL6,CL4,CL2,CL6,CL6,CL6,CL5,CL4,CL3,CL2,CL6,CL0,CL3,CL0,CL4,CL2,CL6,CL0,CL2
992,-0.95197,-0.48246,-0.61113,-0.09765,-0.31685,0.31287,1.74091,0.29338,-0.76096,-1.78169,1.86203,1.92173,CL5,CL4,CL5,CL3,CL6,CL6,CL6,CL3,CL0,CL4,CL0,CL0,CL5,CL0,CL4,CL5,CL6,CL0,CL0
993,1.82213,-0.48246,-0.05921,-0.28519,-0.31685,-0.79151,0.32197,0.58331,0.13136,-0.00665,-0.21712,-0.21575,CL3,CL1,CL0,CL2,CL6,CL4,CL5,CL3,CL0,CL1,CL1,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
994,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-1.19430,0.80523,1.43533,2.23427,1.13407,-0.21712,0.40148,CL5,CL2,CL2,CL2,CL6,CL5,CL5,CL3,CL0,CL3,CL0,CL2,CL3,CL3,CL0,CL3,CL4,CL0,CL0
995,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.52135,0.80523,0.72330,0.94156,-0.78155,0.52975,1.22470,CL5,CL5,CL0,CL3,CL6,CL6,CL6,CL3,CL2,CL2,CL2,CL0,CL4,CL2,CL2,CL3,CL6,CL0,CL3
996,-0.95197,-0.48246,1.16365,-0.28519,-0.31685,-0.79151,-0.30033,-0.31776,-0.91699,-0.14277,0.52975,0.76540,CL5,CL0,CL0,CL4,CL4,CL6,CL5,CL0,CL0,CL4,CL0,CL4,CL4,CL3,CL0,CL3,CL6,CL0,CL0
997,-0.95197,-0.48246,1.16365,0.96082,-0.31685,-0.79151,0.96248,-0.45174,0.43852,0.75830,0.88113,0.76540,CL5,CL2,CL2,CL4,CL5,CL4,CL4,CL4,CL0,CL3,CL0,CL3,CL3,CL2,CL0,CL2,CL5,CL0,CL5
998,-0.07854,-0.48246,1.16365,0.96082,-0.31685,1.13281,-0.30033,0.88309,-0.60633,0.93949,-0.21712,0.07987,CL6,CL0,CL2,CL5,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL0
999,-0.07854,0.48246,1.98437,-0.57009,-0.31685,-1.05308,0.80523,-0.31776,-0.15487,0.93949,-0.21712,-0.52593,CL3,CL6,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL3,CL0,CL0,CL2,CL2,CL0,CL2,CL4,CL0,CL0
1000,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.67825,0.47617,-0.17779,0.13136,1.46191,-0.71126,-1.18084,CL4,CL3,CL3,CL2,CL5,CL3,CL3,CL3,CL0,CL3,CL4,CL3,CL3,CL3,CL2,CL3,CL6,CL0,CL0
1001,-0.95197,-0.48246,-1.73790,-0.46841,-0.31685,1.23461,-1.09207,-0.31776,-0.15487,-0.65253,1.29221,0.76540,CL5,CL0,CL3,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL4,CL0,CL0,CL0,CL0,CL0
1002,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.05188,0.96248,-1.27553,-2.35413,-0.89891,1.29221,1.92173,CL5,CL6,CL1,CL5,CL5,CL6,CL4,CL3,CL0,CL3,CL4,CL0,CL6,CL2,CL0,CL2,CL6,CL0,CL0
1003,1.09449,0.48246,-0.61113,-0.28519,-0.31685,-0.34799,0.16767,0.14143,0.43852,0.75830,-1.37983,-1.18084,CL4,CL1,CL0,CL1,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL0
1004,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,2.12700,-1.76250,-0.31776,-1.47955,0.25953,-1.37983,-0.52593,CL3,CL0,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL3,CL3,CL0,CL0
1005,-0.95197,-0.48246,-1.22751,0.24923,-0.31685,1.83990,-2.21069,-1.11902,-0.45321,-3.46436,-0.21712,-1.18084,CL5,CL0,CL0,CL3,CL6,CL6,CL2,CL0,CL0,CL0,CL0,CL4,CL3,CL0,CL3,CL0,CL5,CL0,CL3
1006,-0.95197,-0.48246,-1.22751,-0.57009,-0.22166,0.82562,-1.50796,-1.82919,-0.01729,-1.64101,1.29221,1.22470,CL5,CL3,CL0,CL6,CL6,CL5,CL4,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL6,CL0,CL4
1007,-0.95197,0.48246,-1.22751,-0.57009,-0.31685,1.83990,-0.94779,0.88309,0.13136,-0.89891,-0.71126,-0.52593,CL3,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL3
1008,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.05188,0.16767,1.65653,0.94156,-0.00665,0.19268,0.40148,CL4,CL0,CL0,CL0,CL4,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL3,CL3,CL3,CL0,CL0
1009,1.09449,-0.48246,1.16365,-0.28519,-0.31685,0.62967,-1.23177,-0.58331,-0.45321,-1.13788,-0.21712,-0.21575,CL6,CL6,CL2,CL2,CL4,CL3,CL6,CL1,CL0,CL1,CL0,CL0,CL3,CL2,CL0,CL2,CL6,CL0,CL3
1010,-0.95197,0.48246,-1.22751,0.96082,-0.31685,1.23461,0.96248,0.44585,-0.30172,-0.27607,0.52975,0.40148,CL5,CL6,CL0,CL4,CL4,CL3,CL3,CL0,CL0,CL4,CL0,CL5,CL5,CL0,CL0,CL0,CL3,CL0,CL0
1011,1.09449,-0.48246,0.45468,-0.57009,-0.31685,-0.67825,0.00332,-0.01928,-0.01729,0.41594,-2.55524,-0.52593,CL6,CL0,CL1,CL3,CL4,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
1012,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.58016,1.45421,1.88511,1.28610,-0.78155,0.19268,1.92173,CL6,CL0,CL0,CL3,CL6,CL6,CL6,CL2,CL0,CL4,CL0,CL0,CL3,CL0,CL0,CL0,CL4,CL0,CL0
1013,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,1.83990,-1.23177,0.44585,-0.76096,-1.38502,0.19268,-1.18084,CL6,CL6,CL0,CL6,CL5,CL4,CL5,CL3,CL3,CL0,CL2,CL0,CL6,CL2,CL6,CL2,CL6,CL0,CL4
1014,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.62967,0.32197,0.14143,0.13136,-0.14277,0.19268,0.76540,CL5,CL4,CL0,CL6,CL6,CL5,CL6,CL3,CL0,CL3,CL0,CL4,CL3,CL3,CL3,CL3,CL6,CL0,CL0
1015,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,-0.79151,2.12700,0.88309,0.43852,-0.65253,1.86203,1.92173,CL5,CL3,CL0,CL3,CL6,CL3,CL4,CL3,CL3,CL3,CL2,CL3,CL6,CL3,CL2,CL5,CL6,CL0,CL0
1016,1.09449,-0.48246,0.45468,-0.57009,-0.31685,-1.19430,0.63779,2.44904,0.76096,1.30612,-1.37983,0.07987,CL1,CL6,CL1,CL6,CL6,CL4,CL6,CL1,CL1,CL5,CL1,CL0,CL6,CL1,CL6,CL2,CL6,CL0,CL0
1017,-0.95197,-0.48246,-0.05921,-0.28519,-0.31685,-2.21844,2.57309,1.88511,0.13136,1.63088,0.19268,0.76540,CL6,CL0,CL0,CL0,CL6,CL6,CL4,CL0,CL0,CL0,CL0,CL0