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{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6a764d92",
   "metadata": {},
   "source": [
    "# Mixture Models\n",
    "\n",
    "One common objective is to find similarities in data and cluster it. There are several heuristic methods to cluster them. We are going to focus on a few strongly theoretically motivated methods. Other methods use heuristics to identify similarities in data and are mentioned in the end.\n",
    "\n",
    "For the purposes of this example, we will generate a fake dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fce4d8e8",
   "metadata": {},
   "source": [
    "We start by loading the necessary Python modules. If you have not yet installed them, run the following cell to install them with pip:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "44ca341e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: numpy in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (1.19.2)\n",
      "Requirement already satisfied: scikit-learn in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (0.24.2)\n",
      "Requirement already satisfied: pandas in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (1.3.0)\n",
      "Requirement already satisfied: matplotlib in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (3.4.2)\n",
      "Requirement already satisfied: joblib>=0.11 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from scikit-learn) (1.0.1)\n",
      "Requirement already satisfied: scipy>=0.19.1 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from scikit-learn) (1.6.2)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from scikit-learn) (2.2.0)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from pandas) (2.8.2)\n",
      "Requirement already satisfied: pytz>=2017.3 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from pandas) (2021.1)\n",
      "Requirement already satisfied: six>=1.5 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from python-dateutil>=2.7.3->pandas) (1.16.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from matplotlib) (1.3.1)\n",
      "Requirement already satisfied: pillow>=6.2.0 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from matplotlib) (8.3.1)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from matplotlib) (2.4.7)\n",
      "Requirement already satisfied: cycler>=0.10 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from matplotlib) (0.10.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install numpy scikit-learn pandas matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "300cf8d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.mixture import GaussianMixture, BayesianGaussianMixture\n",
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ecd6a69",
   "metadata": {},
   "source": [
    "Let's generate the fake data now to have something to cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4959a292",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_clusters(mu: np.ndarray, sigma: np.ndarray, N: int) ->np.ndarray:\n",
    "    assert len(mu) == len(sigma)\n",
    "    assert N > 1\n",
    "    D = len(mu[0].shape)\n",
    "    data = np.concatenate([np.random.default_rng().multivariate_normal(mean=mu_k, cov=sigma_k, size=N)\n",
    "                           for mu_k, sigma_k in zip(mu, sigma)], axis=0)\n",
    "    source = np.concatenate([k*np.ones([N, 1]) for k in range(len(mu))], axis=0)\n",
    "    return np.concatenate([data, source], axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "82929490",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages/ipykernel_launcher.py:6: RuntimeWarning: covariance is not positive-semidefinite.\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "data = generate_clusters(mu=[np.array([5.0, -2.0]),\n",
    "                             np.array([1.0, 5.0]),\n",
    "                             np.array([-5.0, -1.0])],\n",
    "                         sigma=[np.array([[0.1, 0.2],\n",
    "                                          [0.2, 0.1]]),\n",
    "                                np.array([[1.0, 0.5],\n",
    "                                          [0.5, 1.0]]),\n",
    "                                np.array([[2.0, 0.0],\n",
    "                                          [0.0, 5.0]])],\n",
    "                         N=1000)\n",
    "data = pd.DataFrame(data, columns=[\"x\", \"y\", \"source\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8295e8a",
   "metadata": {},
   "source": [
    "Let's print out the dataset read first."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "024fb65a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>source</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.703667</td>\n",
       "      <td>-2.520675</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.725668</td>\n",
       "      <td>-1.535801</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.529343</td>\n",
       "      <td>-2.351627</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.457254</td>\n",
       "      <td>-1.345677</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6.294784</td>\n",
       "      <td>-1.201564</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2995</th>\n",
       "      <td>-5.394441</td>\n",
       "      <td>-6.048515</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2996</th>\n",
       "      <td>-5.993827</td>\n",
       "      <td>-2.207523</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2997</th>\n",
       "      <td>-4.935977</td>\n",
       "      <td>-3.538230</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2998</th>\n",
       "      <td>-3.583106</td>\n",
       "      <td>2.184044</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2999</th>\n",
       "      <td>-3.930869</td>\n",
       "      <td>-2.551996</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3000 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             x         y  source\n",
       "0     4.703667 -2.520675     0.0\n",
       "1     5.725668 -1.535801     0.0\n",
       "2     4.529343 -2.351627     0.0\n",
       "3     5.457254 -1.345677     0.0\n",
       "4     6.294784 -1.201564     0.0\n",
       "2995 -5.394441 -6.048515     2.0\n",
       "2996 -5.993827 -2.207523     2.0\n",
       "2997 -4.935977 -3.538230     2.0\n",
       "2998 -3.583106  2.184044     2.0\n",
       "2999 -3.930869 -2.551996     2.0\n",
       "\n",
       "[3000 rows x 3 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c178424",
   "metadata": {},
   "source": [
    "We can plot this fairly easily using Matplotlib."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e63b38c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "data.plot.scatter(x=\"x\", y=\"y\", c=\"source\", colormap='viridis', ax=ax)\n",
    "ax.set(xlabel=\"x\", ylabel=r\"y\", title=\"\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a376636d",
   "metadata": {},
   "source": [
    "There are several ways of finding similarities in the data. The Gaussian Mixture Model assumes that the data has been produced exactly as in this example. For each sample, the procedure assumed to be used for the generation of each sample is the following:\n",
    "  * a random integer is chosen according to a discrete probability distribution, which identifies to which cluster the sample belongs to (this is the `source` variable in the generation procedure above);\n",
    "  * that random integer is assumed to be used to choose the mean and covariance matrix for a Gaussian random variable, which is then used to produce the observed sample.\n",
    " \n",
    "Out objective here is then to find out the probability of producing a sample for each cluster (the probabilities with which a sample belongs to one cluster instead of the others), the means and covariance matrices for the model. Using Bayes' theorem, one may write down the posterior probability for the true means, covariances and cluster probabilities ($\\theta$) given the data ($\\x$), but it is very hard to calculate the parameters from it. Let us call the cluster that a specific sample belongs to, $z$.\n",
    "\n",
    "The true posterior would look like this:\n",
    "\n",
    "$p(\\theta|x) = \\frac{p(x|\\theta) p(\\theta)}{p(x)}$\n",
    "\n",
    "We assume $p(\\theta)$ is constant for all $\\theta$ and we know $p(x)$ is independent of $\\theta$ (because it is just the probability we obtained the existing data). We also know that $p(x|\\theta) = \\sum_z p(x,z|\\theta)$, since summing over all $z$, we obtain a total probability 1 of getting any $z$.\n",
    "\n",
    "$p(\\theta|x) \\propto \\sum_z p(x,z|\\theta) = \\sum_z p(x|\\theta,z) p(z|\\theta)$\n",
    "\n",
    "Where we have expanded it on $z$ using $p(a,b) = p(a|b)p(b)$.\n",
    "\n",
    "Now if we want to find the most probable $\\theta$ from this posterior (the \"maximum a posteriori\", or \"MAP\"), we just need to maximize the right-hand side of the last equation. This is very hard to do, but we can use the Expectation-Maximization (EM) algorithm, on which we iteratively improve our probability estimates. This method works as follows.\n",
    "\n",
    "First we define the log-likelihood $LL(\\theta|z) = \\log L(\\theta|z) = \\log p(x|\\theta,z) = \\sum_{k=\\text{sample}} \\log p(x_k|\\theta,z_k)$. Since we are assuming that the probability for each data sample $x_k$ is a Gaussian distribution, each of the terms in the sum is a Gaussian probability, so if we know $\\theta$ and $z_k$, this full sum can be calculated. The issue is that we do not know $z_k$ (that is the whole point!).\n",
    "\n",
    "We start by assuming $\\theta=\\theta_0$ for some random initial value of the parameters. The EM method iterates on two steps:\n",
    "\n",
    "  1. Calculate the *average* value of $LL(\\theta|z)$ over $z$ assuming the current $\\theta_i$ to calculate $p(z|\\theta)$, that is: $Q(\\theta) = \\sum_z LL(\\theta|z) p(z|\\theta_i)$. This means we calculate the weighted sum of the log-likelihood a point belongs to each Gaussian, weighted by the probability that that Gaussian was the reason that sample was generated. This avoids needing to know the correct $z_k$, since we just sum over all possibilities. The weights of this weighted sum are simply one of the parameters $\\theta$, namely, the cluster probabilities.\n",
    "  \n",
    "  2. Find the $\\theta$ which maximizes $Q(\\theta)$ and use this as the next $\\theta_{i+1}$.\n",
    "\n",
    "These two steps are iterated to improve the $\\theta$ for several iterations. It can be shown that an improvement on $Q$ following this procedure leads to a new $\\theta$ that improves the posterior probability $p(\\theta|x)$ above (see https://en.wikipedia.org/wiki/Expectation%E2%80%93maximization_algorithm#Proof_of_correctness ).\n",
    "\n",
    "We will not write all of this from scratch. Instead, we use the `GaussianMixture` function in `scikit-learn`, which has this ready for us. It is nevertheless important to understand the assumptions made here: the underlying samples are assumed to come from a discrete combination of Gaussians. Other mixture models are possible using other underlying distributions, but note that this method will not work if the samples do not follow this generative pattern."
   ]
  },
   "execution_count": 6,
   "id": "0837b3ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "gmm = GaussianMixture(n_components=3, covariance_type=\"full\", max_iter=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8798f857",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GaussianMixture(max_iter=20, n_components=3)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gmm.fit(data.loc[:, [\"x\", \"y\"]])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e928f498",
   "metadata": {},
   "source": [
    "Now that we have model fit, we can even check the fit parameters $\\theta$, which include the means, the covariance matrices and the probabilities given to each Gaussian in the mixture:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fb5796e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 4.99888254, -1.99794087],\n",
       "       [ 0.95551226,  4.96478507],\n",
       "       [-5.0404056 , -1.08228231]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gmm.means_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "182904d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[ 0.20670445,  0.10147787],\n",
       "        [ 0.10147787,  0.20500901]],\n",
       "\n",
       "       [[ 0.97604778,  0.48471245],\n",
       "        [ 0.48471245,  1.0206679 ]],\n",
       "\n",
       "       [[ 1.9641727 , -0.01924111],\n",
       "        [-0.01924111,  5.0262459 ]]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gmm.covariances_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2faa1f72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.33333333, 0.3341058 , 0.33256087])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gmm.weights_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b54001fc",
   "metadata": {},
   "source": [
    "We can predict to which cluster each sample belongs now by selecting the cluster for each sample that maximizes the probability $p(z|\\theta,x)$, now that we know $\\theta$."
   ]
  },
   "execution_count": 14,
   "id": "cc8fc1f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "guess = gmm.predict(data.loc[:, [\"x\", \"y\"]])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68560fb4",
   "metadata": {},
   "source": [
    "Let's plot it!"
   ]
  },
   "execution_count": 15,
   "id": "88982b21",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.loc[:, \"guess\"] = guess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "333581b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 16), ncols=2)\n",
    "data.plot.scatter(x=\"x\", y=\"y\", c=\"guess\", colormap='viridis', ax=ax[0])\n",
    "data.plot.scatter(x=\"x\", y=\"y\", c=\"source\", colormap='viridis', ax=ax[1])\n",
    "ax[0].set(xlabel=\"x\", ylabel=r\"y\", title=\"Guessed source\")\n",
    "ax[1].set(xlabel=\"x\", ylabel=r\"y\", title=\"True association\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b1363ec",
   "metadata": {},
   "source": [
    "Note that if the sample clusters were not \"blobs\" of data, but were in concentric circles, the assumption of this method would be false and the method would simply not work well. This is why it is important to understand the underlying assumptions made in the method."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7076f779",
   "metadata": {},
   "source": [
    "## K-Means\n",
    "\n",
    "Another common method used for clustering is the K-Means, on which one simply tries to find the cluster centers which minimize in-cluster distances (in an Euclidean sense) while maximizing distances between the centers. It can be shown that this method is a special case of the Gaussian Mixture Model when the covariance matrices are diagonal, which would mean that within each blob, there is no correlation between the variables (see https://en.wikipedia.org/wiki/K-means_clustering#Gaussian_mixture_model and references).\n",
    "\n",
    "While this is an approximation of the GMM model, it is still a very useful approach, since there are faster algorithms to achieve the clustering than for GMMs.\n",
    "\n",
    "The scikit-learn module also provides an easy-to-use implementation of this algorithm:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2f280e1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KMeans(n_clusters=3)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans = KMeans(n_clusters=3)\n",
    "kmeans.fit(data.loc[:, [\"x\", \"y\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "950a7eec",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.loc[:, \"guess_kmeans\"] = kmeans.predict(data.loc[:, [\"x\", \"y\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "16a56489",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 16), ncols=2)\n",
    "data.plot.scatter(x=\"x\", y=\"y\", c=\"guess_kmeans\", colormap='viridis', ax=ax[0])\n",
    "data.plot.scatter(x=\"x\", y=\"y\", c=\"source\", colormap='viridis', ax=ax[1])\n",
    "ax[0].set(xlabel=\"x\", ylabel=r\"y\", title=\"Guessed source using K-Means\")\n",
    "ax[1].set(xlabel=\"x\", ylabel=r\"y\", title=\"True association\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fe3cad2",
   "metadata": {},
   "source": [
    "## Variational Inference on Gaussian Mixture Models\n",
    "\n",
    "While the Gaussian Mixture Model presented beforehand had a very strong theoretical background, it still assumes that there is a single correct value for the Gaussian parameters. This may not be the case if the Gaussian model is only approximate (as is very often the case!).\n",
    "\n",
    "One improvement to the Gaussian Mixture Models to allow for some uncertainty on the means and covariances would be to assume that also those quantities are random variables which came from some other probability distribution (as with the cluster identification, $z$ previously). In this case, we would obtain an uncertainty for our Gaussian parameters themselves!\n",
    "\n",
    "Optimizing this model becomes even more complicated as the derivation shown before and if we wanted to be fully general, we would need to use very slow algorithms, such as Monte-Carlo sampling to obtain uncertainties with the least amount of extra assumptions. This is often undesirable, since we need fast clustering and often Monte-Carlo sampling is very slow with even more data! An alternative is to assume some underlying prior probability for the means and covariances and find those parameters as well in an optimization algorithm. This is what is done in Variational Inference. Further details can be seen in Bishop (2006), or in a more practical approach, here: https://scikit-learn.org/stable/modules/mixture.html#bgmm\n",
    "\n",
    "We can also easily use this method in our toy data, taking the code from scikit-learn:"
   ]
  },
   "execution_count": 22,
   "id": "0a8642bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "bgmm = BayesianGaussianMixture(n_components=3)\n",
    "bgmm.fit(data.loc[:, [\"x\", \"y\"]])\n",
    "data.loc[:, \"guess_bgmm\"] = bgmm.predict(data.loc[:, [\"x\", \"y\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ccbf4019",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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refgBbfwu7OS/+8zjK1T1BVVttydCPS9oF5ZGM8aY/qQTbXVXfse3146GgOvw2rh1eL3PP0nvmw4sEJE6vM8Z56TnPH+K99ngpvR5J+EVx4xnfL6agFc0cxXenOqWnsErKPoZ3menKNlTlO5L/79cRHLVarkF77PZK3if1aK00+lhjOl7pIPPe8YYvCWkgI+AkD0tNsYYY4wxZvtmPdLGtEFETksPFR+A16P5mCXRxhhjjDHGGEukjWnbZXjDf5fgzalqOTfZGNPPicgoEZmdrry7QES+neMYEZEbRWSxiMwTkb0y9k0XkU/T+37U8lxjjDHGdE1/aZttaLcxxpjtlogMB4ar6nsiUoRX7+FUVV2YccwJeHMXT8Cr3XCDqu4vIj68+ZHH4M2jfBc4N/NcY4wxxnRNf2mbrUfaGGPMdktV1zYuVZcuiPgx2eusg1eg7vZ0kbi3gNJ0I78fsFhVl6YL+91N15ZLM8YYY0wL/aVttkTaGGOMAURkDLAn3rJxmUaSXY13VXpbW9uNMcYY0w36ctvc7mLz/dWgQYN0zJgxvR2GMcb0urlz525S1cHdec3jphVoecXmLM/e8+bOiy3AW1am0T9V9Z8tj0uv4/oAcIWq1rTcnePS2s52k4O1zcYY47G2edtom7fJRHrMmDHMmTOnt8MwxpheJyLLu/ua5RUp3nlmdHdfdqvwDV8UVdV92jtGRAJ4DfWdqpprnfdVeOvDN9oBWIO3Lnqu7SYHa5uNMcZjbfO20Tbb0G5jjDHbLRER4D/Ax6r6xzYOexS4MF0h9ACgWlXX4hUw2UlExopIEDgnfawxxhhjNlN/aZu3yR5pY4wxW48CLm5vh9FdDga+AMwXkQ/S234CjAZQ1b8DT+JVBV0MNACXpPclReSbwDOAD7hFVRf0aPTGGGMM1jbTC22zJdLGGGO2W6r6GrnnU2Ueo8A32tj3JF5jbowxxphu0F/aZhvabYwxxhhjjDHGdIEl0sYYY4wxxhhjTBfY0G5jjDFdpKR0m5mHZYwxxmwDrG3uadYjbYwxxhhjjDHGdIEl0sYYY4wxxhhjTBfY0G5jjDFd4i2xob0dhjHGGGPSrG3uedYjbYwxxhhjjDHGdIEl0sYYY4wxxhhjTBdYIm2MMcYYY4wxxnSBzZE2xhjTZS62xIYxxhjTl1jb3LOsR9oYY4wxxhhjjOkCS6SNMcYYY4wxxpgusKHdxhhjukRRUmpLbBhjjDF9hbXNPc96pI0xxhhjjDHGmC6wRNoYY4wxxhhjjOkCG9ptjDGmy1xs+JgxxhjTl1jb3LOsR9oYY4wxxhhjjOkCS6SNMcYYY4wxxpgusETaGGOMMcYYY4zpApsjbYwxpksUSNk8LGOMMabPsLa551mPtDHGGGOMMcYY0wWWSBtjjDHGGGOMMV1gQ7uNMcZ0mS2xYYwxxvQt1jb3LOuRNsYYY4wxxhhjusASaWOMMcYYY4wxpgsskTbGGGOMMcYYY7rA5kgbY4zpEgVSavOwjDHGmL7C2uaeZz3SxhhjjDHGGGNMF1gibYwxxhhjjDHGdIEN7TbGGNNlbm8HYIwxxpgs1jb3LOuRNsYYY4wxxhhjusASaWNMl6hbgyZXoZrq7VCMMcYYA1RHo6yqqSblWp+kMT3FhnYbYzrNrf0z1P8L8INTCmV3IP5RvRyV6WmKksIqgxpjTF/wu9df5T/vz8HvOAzMz2fW6Wczsri4t8MyPcza5p5nPdLGmE7R2OvQ8F8gAUTAXY9WfbO3wzLGGGO2W7OXLeW2D98n4bpEkknW1NbyjScf7e2wjNkuWCJtjOmcxALQRMYGF5KLey0cY4wxZnu3cOMGYslk0/euKp9VlPdiRMZsP2xotzGmc/yjQIKgzQ02vqG9F89m0OQKtPYP4G6C8DFI/kWISG+HZYwxxmyWUcUlhAN+GhLND7qHFxb1YkRdt7Sygj+8+RrlkQjHT9iJC3ff09pm0y9YIm2M6ZzQcRB8AuKvAj4ApPTPvRpSV2hqPVp+OmgdXm/6R2hqA1J8ZW+H1v8opGwaljHG9LoZE3fh8c8+5Y2VK/A5XvJ5w/QTezmqzltTW8Op99xJQyKBq8r89evYVN/A9w46pLdD63+sbe5xlkgbYzpFxIHSmyD5EbjVENgVccp6O6zOiz4LGqNplUWNQOROsETaGGNMP+WI8I8ZpzBvw3pqYlGmDB7KgLy83g6r055avIhYMoWrXgYYSSa5bd77lkibfsESaWNMp4kIBHbr7TA2k6a/jDHGmG2HiDB16LDeDmOzqLZul3NsMqZPsmJjxpjtQ/hYkBDNv/byIO/c3oyo31K8fv3+8GWMMabvOn6niYT8PhpnROf5/Xxh9z16M6R+y9rmnmc90saY7YL4hsHAB9Da32cUG7ukt8Myxhhjtlsji4p56Kzz+N0br1EZaWD6hIlcssdevR2WMZ1iibQxZqtStxIiD6BuHRKahgSn9los4h+DDLi51+5vjDHG9AXlDQ3c//FH1MfjHD1uArv34tDw8WUD+ceMU3rt/sZsLkukjTFbjboV6KaTwK0Ckmj9LVD6ZyR8ZG+HZowxxmyXNjU0cPydt1ETi5F0U/z7/bn89YSTOWLM2N4OzZh+xRJpY8xWow33pZPoxvUto2jtryyR7veEFLbGpzHG9Ed3zv+A6liUpOvNVo0mk/zildmWSPd71jb3NCs2ZozZetxqmpPoNG3olVCMMcYYQ7onOrvkU3083kvRGNN/WSJtjNlqJHwUEM7YEoLQMb0VjjHGGLPdO3bcBML+5kGpYb+f6RN26sWIjOmfLJE2xmw1EtwbSn4LznCQUsg7BSm+qrfDMltIAVf7x5cxxphs++8wit8edRzDCwspDYeZuctkfnLoEb0dltlC1jb3PJsjbYzZqpy84yHv+N4OwxhjjDFpJ+28CyftvEtvh2FMv2Y90sYYY4wxxhhjTBdYj7Qxpttp8nO0+kpIroTALkjJ7xDfkN4Oy3QjqwxqjDH9y5KKcr7/3NOsrKlm8uCh/P7Y6QzOL+jtsEw3sra5Z1mPtDGmW6lbh5afA4l5oBUQfxutuADVVG+HZowxxmyXamJRzrz/buatX0dFJMKbq1Zw/oP34eo2NGHVmB5mibQxpnslFuAtedXYOKcgtR5Sq3sxKGOMMWb79eH6dSRdt6llTrouq2qqWVdX26txGdOfWSJtjOleTh7Qsvc5CZLfG9EYY4wx2738QKBV73PKdckPBHopImP6P5sjbYzpXv4pENgD4u8DUZA8CJ+I+Ab1dmSbTd16iD4OWgfBQ5DAzr0dUq9SbB6WMcb0J3sMHc5uQ4by4fp1RJNJ8vx+TttlV0rDeb0d2mari8d59NOPaUgkOGzHMUwc2H8/Z3QHa5t7niXSxphuJeLAgH9D5D40uQQJ7AbhU3o7rM3mzfk+BVIbgSRwAwy4GQkd1tuhGWOMMZ3icxxuP/UMZn00j8+rKpk6dDin9OPlr2piMWbcdTubIg2kXJc/vvU6/5xxKoeM3rG3QzPbEUukjTHdTiQA+edtG89FI/dDagMQS29IojU/RwbP7s2ojDHGmC4J+HxcOHXP3g6jW9z90Tw2NNQTT3lTyRKuy//Nfp7ZF32plyMz2xNLpI0xph3qVtKcRKe5VpzF1W3iMYkxxph+qDzS0JREN6qJRXspmr7D2uaeZcXGjDGmHRI6BAhnbAlC6JDeCscYY4zZ7h2+41jC/ub+wJDPx+FjxvZiRGZ7ZIm0Mca0Q4L7QvG1ICVACEKHI8W/7u2wjDHGmO3WQaNG8/PDjqQkFCLk83Pk2PH8atoxvR2W2c7Y0G5jjOmAk38q5J/a22EYY4wxJu3sKbtx9pTdejsMsx2zRNoYY0yX2BIbxhhjTN9ibXPPs6HdxhhjjDHGGGNMF1gibYwxxhhjjDHGdIEN7TbGGNMlipCy57DGGGNMn2Ftc8+zd9sYY4wxxhhjjOkCS6SNMcYYY4wxxpgusKHdxhhjusxVqwxqjDHG9CXWNvcs65E2xhhjjDHGGGO6wBJpY4wxxhhjjDGmCyyRNsYYY4wxxhhjusDmSBtjjOkSBVLYPCxjjDGmr7C2uedZj7QxxhhjjDHGGNMFlkgbY4wxxhhjjDFdYEO7jTHGdJGQUnsOa4wxxvQd1jb3NHu3jTF9hqr2dgjGGGOMyWBtszG5WY+0MabXqVuLVn0b4m+iEoLCH+EUnNPbYRljjDHbrZpYlG88+RhvrlpJnt/PVYdO4+wpu/V2WMb0GdYjbYzpdVr9Q4i/A6RAG6D212jsrd4OyxhjjNlufeeZJ3ln9WpcVeoTCa555UXeWb2qt8Myps+wHmljTO+Lvw3EMzbE0PhbSOiA3orItEMB157DGmPMNu3t1atIuKmm7+PJFO+sXsV+I3foxahMW6xt7nm99m6LyM4i8kHGV42IXNHimCNEpDrjmJ/1UrjGmK3JKWmxIYQ4A3slFGO2Z9Y2G2MalYTCWd+H/D7K8vJ6KRpj+p5e65FW1U+BPQBExAesBh7KceirqjqjB0MzxrRD3Rq0+ieQmAvOEKTkN0hg1y26phT/Eq38KqAgPnBGQP4Z3ROwMabTrG02pn+qjka58vlneG/tGoYVFvK7Y6YzadDgLbrmdUcdy2VPPIKq4hOHUSUlnD5py9p7Y7YlfWVo91HAElVd3tuBGGPap5WXQWIekAC3HK24AAY9jfiGdO781Fq04SEggYRPQAI7IaGDYNDDEH8TpAjCxyIS7uhSphelkN4OwWx91jYb009c8sgDLNi4gYTrUh5p4Jz77+b5C7/I4PyCTp2/uqaGBz9ZQMp1mTFxFyaUDeTQHcfw6DkX8OaqlRSHQkwfvxMhf19JHUwu1jb3rL7yr+EcYFYb+w4UkQ+BNcD3VXVBroNE5CvAVwBGjx69VYI0ZnunbgMkPgBSGRvVKxSW13HnlCZXoOWneQXFULT+Fii7FQnuifjHgX/c1grdGNN11jYb0w/UxGJ8tHEDSddt2qbAnDWrOX7CxA7P/7yqklPuvoNIIoGq8q/35nLXzLOYOnQYE8oGMqHMploZk0uvz0gXkSBwMnBfjt3vATuq6lTgJuDhtq6jqv9U1X1UdZ/Bg7dsKIsxpg0SyLENkPxOna71/wStx0vEXSCC1l7fjQEaY7qDtc3G9B8hn4+WSz2rKvn+HG12Dn955y0aEglSql7LnEzw29df6f5AjdnG9HoiDRwPvKeq61vuUNUaVa1L//lJICAig3o6QGOMRyQABV8BaSw2EgLfKAgd0rkLuFV4CXQGrenGCE1PUBVS6vSLL7PZrG02pp8I+f18ac+9yUsPuw75/IwpHcBBozo3CqQqGsVtkYnXxmLdHqfZuqxt7nl9YWj3ubQxdExEhgHrVVVFZD+8xL+8J4MzxmSTwisgMAmNvQu+kUjBeXidV50QngGxV4BoekOet80Y09dY22xMP/LDgw9ltyFDmbN2NTsUl3DBblMJ+HydOveUnSfx5qoVRJJJAPL8fk6auMvWDNeYbUKvJtIikg8cA1yWse2rAKr6d+AM4GsikgQiwDmqLQevGGN6kohAeDoSnt7lc5286bhuOdT/FTQFeWcgBV/ZClEaYzaXtc3G9D8iwokTd+bEiTt3+dyTdt6F8kgDf5vzNilVzpsylUv32mcrRGnMtqVXE2lVbQAGttj294w/3wzc3NNxGWO2HqfgfCg4v7fDMMa0wdpmY7Y/F++xFxfvsVdvh2FMv9IXhnYbY4zpZ1xbYsMYY4zpU6xt7lnbzmxvY4wxxhhjjDGmB1iPtDFmq1FVNHI/xF4G3zCk4GuIz9ajNMYYY3qLqnLPgvm8snwZwwuL+MZ++1OW17llLI0xzSyRNsZ0O018BLFX0dg7kJiLV6Xbj0afhkFPIU5Rb4dotoACKRvQZIwx/cqH69fx2orlvLlyBe+tXU00lSLgODy9ZBHPXHAxhcFOrsBh+iRrm3ueJdLGmG6l0efRqu8CCSCVsScJbi3Enoe807p+3eRStP4uII7knYYE9+ymiI0xxpht21OLPuV7zz1NIpUilVFkP+G6VMeivPj5Ek7eeVKXr7ukopw75n9IIpXizF2nMHXY8O4M25g+zRJpY0ynqFsD0eeABIQOR3y5G0utuYbmdaJbiqLVP0Xr/oKU/hEJ7N65eyeXoOUzQSOAopGHYcDfkNDBm/FKjDHGmG1DVTTCs0sWk3Rdpo0Zx/Ci3CO+fv7yi0TT60S3FE0k+f6zT/Pnt97gxuNnMGXI0E7d+7PyTZx+711EEgkUePCThfznpNM4cNTozX05xvQr1v9vjOmQpsrRTSegNdeiNb/2/pz4pI2D69q7EpCE1Aq04mLUrejc/etvaUqiPVG07k9deAXGGGPMtmVjfT3H3nEr17z8Ir989SWOu/NWPivflPPY+ni8zeu4KEl1WVZdxfkP3ktlJNKp+/9j7rtNSTRANJnkj2+93sVXYUz/ZYm0MaaJqqKJz9DEPFRjzdvr/w5uBRABoqANaM0vc18keCgQytjgA2cY5FqSITGvk4HV05xEp7mda+jN1iCk1OkXX8YY09+5qnxavol569cRy+hVvumdN6mMRIgkk0STSerjcX7xyuyc1zh09BiCPl/T9z4RhhUU5EwEPtq4vlNxZSbRTdva6PU2PcHa5p627bwSY8wWUU2glV9Ey89EKy5CNx6HptZ5O1PrgczGUcHNfuqtbi2a2gjFv4HQNJA8cAZByR+g7B5a/7pJgRR3KjbJmwmEM7bkQf4ZXXuBxhhjTD8TT6W48KH7Of2eOzn/wXs55o7/sqHeG/m1rr4ua76z4vVSZ6qJRdnYUM/1x0xn2pix5PsDDM4v4OYTTuLeM85FJPshd9JVikNhOuOMXacQ9jfPEs3z+zl78pTNfKXG9D82R9oYA4A23AnxdIVtBTSKVv8EKbvFS4xjL+P1SAOEIXSYd54qWvMziDwAOODfCSm7FXFKvP2JBWj5DMBHc/GxMAT3h0DnCoZJ6FC05DqouxFIQN55SP7F3fTKjTHGmL7p1g/e4711a5rmN0eTSX7ywnP8++TTOHLMOF5fsbypFzjs93PEmHGA14v9o+ef4ZFPP0ZEmDRoMLedOrMpSf5w/TpOnHU7PnFIqdc25/n8HDJ6R3bv5BzpI8eO47qjjuXGd94k6SoX7r4HF+y2Rze/A8b0XZZIG2M8yU/ILhKWguRiACTvVDS1Aur/BbgQPgYp+r53WORBiDxKU4918jO0+ipkwE0AaNXloLUZ1w1A/vlI0fdbPQlvj5N3AuSdsLmvznQjBVwb0GSMMVvdwo0bsoqEpVT5rMIbEXb25N1YWVPNf96fi6vK8RMm8r0DvSKcd380jycWfUrCddPX2chVLz7PjcfPAODrTzxKbca86YDjcNEee/H9gw7pUtt88s6TNqvat+l+1jb3PEukjTEe/2TgSZqTaT/4JwIgIkjRt9HCbzV930gTc2juqQZIQOLD5m9Ta1vcSBDfYER8GGOMMaZtU4YM5dmli5uSab/jMGnQYMBri39w0KF8/8BDmr5v9O6a1VnzlRNuig/We+2xqrKuLvMBNzgiDC0swOlCEm3M9s4eWxhjAJD8cyF0EBAGyQffCKTk19nHiLR+Uu0bS3ZxMQd8O2Tsb7kMhgP+nbsxcmOMMWbbdNHUPTlgh1GE/X7yAwF2KC7ml0cek3VMrrZ5XOkAQhnFxRwRRhWXNB0/qqQk+xrAxLJBW+dFGLONsh5pYwwAIn4o/RukVoBGwT8OkUDH5xVciEafhtTneE1xACn5VfMBxddA5UU0Vd2Wgk7PjW6kGvWGmUsh+Hbs0rAzs3WkdNv4OxCRW4AZwAZVbVUlR0R+AJyf/tYPTAIGq2qFiCwDavEm/ydVdZ+eidoYs70I+Hz856TTWF5dRSyVYlzpAAK+jkd0XbrXPjyzdBHLq6oQEYI+H78+8tim/dcecTSXPPJAU9Xt4lCYPYcP71JskUSCxZUVFAWDjCkd0KVzzdZhbXPPts2WSBtjmogI+Hfs4jlhGHhvc6GywJ6Ik1GNu/4WvMEv6UJjWofW/xNCh6N1fwfiSP75SPjonNfX5Aq04lxvHWlNQvhoKPk9IjagxnSLW4Gbgdtz7VTV64HrAUTkJOA7qpq5APo0Vc29cKsxxnQDEelyopoXCPDQWeczZ81qYqkUew0fQXGoefTYLe/PRUTQdNXv6liUf82dw4GjRvP3Oe8Qd1NcNHVPjho7Puf1l1ZWcM4D9xBNJkmmXI7faSK/P2a6Peg23eVW+kHbbIm0MWaLifghtH/unallNFfrBohBfC5afwuN87E1Phct+Q1O3omtTteq74BbDrjp01+A6GOQd0o3vgKzvVLVV0RkTCcPPxeYtRXDMcaYbhPw+ThwVMvpVZ7PqypxM5bOiqVSvLtmFX+b+07TfOw5a1bzx2NPYPqEnVqd/62nn6C8oaGpR/uZxYuYNmYsMybu0u2vw2x/+kvbbF06xpjNpppAI4+i9begiXmt97u13lDurF81YXDryK4QHoX6f+a+SWoZTUk0gEbQ5KItjt2YrhCRfGA68EDGZgWeFZG5IvKV3onMGGOyxVMpHv5kIf95fy7zN6xvtb8mFqUwGMwqLJbn91MZiWZVCI8mk/x9zts577G8qhLN+D6STLC4orzbXoMxndHbbbP1SBtjNotqAq04HxKf4i195UOLr8XJP9Xb79aim04CdyPNibAfQocDQUgtaHHBGG71NUAEyTsdCe7nbfeNheRHzdeQPMTf+um46TmKkOo/z2EHicicjO//qaptPLVp10nA6y2Gjh2sqmtEZAjwnIh8oqqvbFG0xhizBeKpFGfdfzeLy8tJuC4+R7juqGOblqiqiUU5/s7b2dRQ39Qj7ReHo8aNx3VdFmzakHW9aDLJz2a/QDSZ4Ixdp7DfSK+Y6JjSASzcuKEpmc7zB5hQNrDHXqdpzdrmJj3WNvebd9sY08fEXoDkZ3hLXyWAKNT+vGm+FZGH0kOyE83nSAnOgJuQgguAcMbFgpBaDZG7IPIgWnEpGn3BO6X0j+AMTPdshyB0NIRP6olXaLYNm1R1n4yvzWmoAc6hxdAxVV2T/v8G4CFgvy0L1RhjtszTiz9jcUU5DckECTdFNJnk/2Y/37T/3gUfUR5paFpfGqAsL48bp8/goj32Iuxv7mML+Xwsr67izvkfcP/HC7j4kQeYvWwpADceP4OB+fkUBoOEfH6On7ATJ+5kK3KYTtsm2mbrkTbGtEsTC9CGOwBF8s5FglO9HW4VqNvi4Bhez7EPdevISqKBxuHcEtwTyv6N1v0VNA4ShvjrNFX2JorW/QkJH4X4R8PgFyC51EumfaOtmInpUSJSAhwOXJCxrQBwVLU2/edjgWt7KURjzHZm3vp13Dn/Q1SV83ffg6lDhwFQFY2ScrPb5vpEAlVFRKiNx0ikUln7oylvOPe+I3bgPyedxl/nvE3CdQk6Dq+vXNHcMieT/PHN15k2ZhxjSwfwysWXsriigqJgiB1LS7f2SzYmS19omy2RNsa0SeMfohUX4vU6g0aehLL/IMF9IdhyNQE/BKYg4i3LIeFD0fq/0zwXOgShaU1HS3A/pMx7SOhW/xiyZluRTsrTx0oYArt23wszW8zVbWNAk4jMAo7AG2a2Cvg5EABQ1b+nDzsNeFZV6zNOHQo8lH6o4wfuUtWneypuY8z26721a7jgofua5jM/vuhT/nfaGew9fCT7jdwh62FzwHHYY9jwpm1H7DiWf703p+nckM/P0RmVuQ8cNbqpQNl3n32yZctMLNU8hzrsDzBlyNCt8RLNZrK2uWfbZkukjTFt0vp/0JhEe6Jo1ZWobzj4x0DxL6H216A1EJgKJX/Grb0Bos8CPnCGgrsGcCB8LFLyS1QjgD9rjWrJOw2NPEFz0p0HeWd1LsbEp5D4EJzBEDrclsUyXaKq53bimFvxluLI3LYUmLp1ojLGmLbd/M5brYqCffeZJxlWWMS4AWX8ctrR/OrVl6mNx9hr+AhumH4iv3/jVZ5fugS/4zC0oJA1tTX4RDh+p4n88sijiSQSBHw+/E5zG3rGpCk8vXhR073y/H7O2nW3TsX48cYNzFu/jiGFhRyx41gbSWa6pL+0zZZIG2PaptHW29w14K6GxAcQfxMZMhuRPG9X9TUQeYDsitwAeRDYG634MiTmAor6dgHfaJCUlwhLHkiJ9/+8M5GCSzsMz408BtU/BQREILg/lP7NkmljjDHbrGhGr3CjVTU1rKyp4YN1a3lz1Qpe/+KXCfu9B9Y/ffFZHvrk46zkG8Dv97PviBFc+ND9vL9uLarKpMFD2LGklITr8uG6teT5/ZSGwuQFApw7ZXe+tOfeHcb34McLuGr28wjeGtgHj9qRv594siXTZptjibQx2yBNrUXr/gFuBYSPx8k7frOuI/nnovE5ZCfGjQO9kt486fi7EDrM2xR9kNZJNEAE6n7vzYduXFM6tdD7ygo8D0quwsk7rsPYVDWdREebw4q/DfHXmuMxxhhj+ojVNTX8bc47VEUjzJi4M9MnTNys65w/ZSofrFublRg3tswJ16W8IcLctWs4eNSOADz48UJiLeZFA0SSSX7z2itEkylS6UKhCzZuYMHG7MrdYb+fa6cdxdHjJnQYW8p1+emLz2Xd7/WVy3lj1YqmeIzZVlgibcxmcF2XdZ9vwB/wMXjUoD71lFVTG9FNJ4PWAi7EnsWt/hH4d0BKfoMEdu/ENdZ4SankQ/G10PBvcBPgrqApEQbQJNlzm33tXLSuE9FHoO5PaHAq4hvWwbExIN56c2pTJ+5jtoRCf1piwxiznVB1IbUKxA/O8D7VNq+rq2XGrNupjcVxUZ5esoiQz8/okhKuP2Z6p+Yar66p4a3VKykMBrnmiKP4z3tzSLouy6urmhJhgKSbIuNbfI4DORJpgNp4jna0hWgyyfVvvMbuQ4cxpKCw3WMjySRJN3tmtQAb6xs6vI/ZMtY29zxLpI3povrqen5w1DWs+GQ16ipTp03hmod+QCAY6PjknhB9FLSB5rWbXSACyUVe4bBBT7ebpGr8Q7TyovQ3eAn4wPsQycMtnwmJ+RlHx9DkWiSU/rbgK1D3V3L3SndSaqm3/vSgx9qNUySM+sZC6nOaXqu6EOz4QYExxphti7rVXhuXXAa4EDoYSm/KqsfRmx76ZCH1iQRu+uGzq0okmeDT8k2c9+C9vPCFLzK4oKDN8+euXc1FDz3gfSMwpqSUR865gKDPx0l338HCjF7keCrFmtqapu+/stc+/GPuu0SSrYeEd9biinKm33kbT513EUML206mC4NBRpUUs6K6ummd6pQqU4d19HDcmP7HHlsY00V/veJWli1YSawhTjyaYN5LC7jnd4/2dljNNEFzEt1yn0B8TvunV//ES8S1AWiA5HJouMfbKYNbnxC5r+mPUnAZFP/CW+s5dAwED6XdXuo2g6hD62/P3pT4BLfiy7jlZ+LW/9dbyqPs3+AbBzhe73nJ9Yi/46Fnxhhjti1acy0kF+MVyIxB7A20/tZejqpZIuU2JZatKLy7ZnW751/53DM0JBPeVyLB0qpK7lkwHxFhYF5ey8txz4Lmh96X73cg1x5xNMeMm8Cx4yZw2Ogd8XWxt16B2liM/837IGv7wo0buOSRBzj93ru49YP3UFVuO+UMxpYOwBGhIBDghuNOZGzpgC7dz5j+wHqkjemiT99dTCLW/FQ3Fonz6TuLejGiFsLHQv3fQCOt94l6CWcbVJPgbmyxNYam1iEATjjHNTOqb4sg+adA/ilN29z1+3hVvZuPwnuGp4ALzo7gbgIyVy9IZZ2jyRVoxTnp5B5IfIa61ThFVyCDn0Q1TnpVBNMDFCGlfWfIpDHGkPgISGRsiHqFLPuI4ydM5B9z38nZK6woBYG227Ck61LekD00OppMsq7OmzKVn+PckL/5I76IMHPXyczcdXLTtt3+dhP1ieZh3U76OMXrLR9XOoB1dXU0JJvf05QqtfHmpSmXVlZw1v1305Dwjvl000ZqYzEu3/9AnvvCJcRTKQKO9dn1FGube579dBvTRTvuugO+QHMvazAcYMyUUb0YUTbxj0MG3A6BvUEGkNUjrC7q3znneW79nej6qaDVLS6YhwS99Z6l4MtA5pPvMFJ4efsB5V+YcY54ifzAR5GBDyCDX8MZ8hwUfAHITNLDEJqONtyPW/MrtOb6rHWlIQINdzZ/m1qHbjoRXb8L7oYD0djb7cdkjDFm2+IfT/YIqBD4N6+Y19aw08CB/O+0M9lr2AgGhMNZPcKqMHHQwJzn3frBe0z+6w3UxGNZ2/P8fvYfuQMAX91nf/IyEuew38/l+x7Qbjxf2H2PpnMcEfKDQZ487yIeOvt83v7SV3n+wi9y/u5TW133uHETuOejefzildn87vVXswqeRZJJbpv3ftP3q2trOPaOW5lw0x/Z/99/553Vqzp6m4zpV6xH2pgu+uZNX+KzOUupLq8FVXbYeQTn/XRmb4eVRYJTkYGz0ORidNMpNBcIi0PVN2DQw1nHa/x9qP0t2U/zAfxQ8DUkfKR33cBkGDgLbbgNNIXkn40E920/lsLLUacMok+BMwAp+g7iH599UGg6NMxKL7cVgMLvQOQuNPY63jA9P62Hq3sfQlRdb16cuxZQcMvRqq/AoGc6UbDMGGPMtkCKf46WL0w/DFbwT0AKv9LbYWXZa/gI7j/rXD4t38TJs/7XVCAslkzw9Sce46Gzz886/p3Vq7j+jVdJuNntX8Bx+Nb+B3L4mLEATB06jLvPOIfbP3yPpKtcsPtU9h4+st1YfnDQIQwpKOCpxZ8xMC+f7x90COMGlGUdc+JOO3PPgvlEkkkCjsMPDzqUWz54jzdXrSCSTOIXx1tBI4OTbptTrsv5D97L+ro6FNjYUM8XH32Q2Rd+qd254Mb0J5ZIG9NFA4aW8p+Ff+KzuUvx+X1M3HscPv9mzAPuCfH38P6ZNybILiQ/QTWOSLD5uMQHtE6iHWToR63WZJbArkjJbwHQ5ErciksgtQICeyLFP0ecouzjRZCCC6DgAlQVjTyI1v4OnEFI4TdBCqHyooye8BQ0/APcerzK3AAth8KFoeBL6Ze0EdxysqqHawqtuAB1BiOF30JCB3bu/TKd5tqAJmNMHyK+oTD4aUgsAPwQmIJI32yb56xZjc9xmhLkFDB/w3pSrutV2E57f92a1ms/i/DxN67AaTHHebchQ7n+GG+py+VVVVzw4H2sqqlm7xEjueaIoygMBrOOFxEu3mMvLt5jL1SVexbM51evvsSQgkK+vf+B5PkDXPjQ/U094SlV/jLnbepiMaLpCuBJzU7ww34/X957HwDW1ddRFY1mreuRcl3Ovv9uBhcU8N0DDmb/HfrOaL5thbXNPcsSaWM2QzAcZMrBu/R2GB1zykAke4UqgrScT6zJFstaAUhxqyQ66xy3Dq04C9xKwIXUejS1HMrubXPJEa3/K9T9E6+X2UGjz0HJr1vc2wW3gfaLlAUh77z0ayymdW913EvuUyvQysug7FYkuFc71zPGGNPfiYQhuHdvh9Ghsry8Volwnj+QlUQDLKuqomV5suJwuNW5mWpiUU6/9y6qY1FcVdbV1bGyppp7Zp7dZtv8x7de55b35xJJJvGJ8NzSxfxq2jFoxt1dVWpj8TaX0hK84ebnTZkKQEkoTKpFT3oslWJZdRXLqqu45NEHmXX6WUwdNrzN12JMX2ePLYzZloWmgX9KusBYCAhD8bWtG9P4W63PDUxt/9qJuel5y40NZRwSC9C6G3Hrb8et/Bbu+r1wNxyMG3naO6T+33hJNN55GoHEvPR61JlckDza/BUlSST+ivdHyYOi73uvjRCNQ76bRdHIPe2/FmOMMaaHHDNuArsOHkJ+IEDI5yPs9/PrI49pddzbq1a22rb38BHtXvvd1atJuKmmCuFxN8UHa9dww9tvctuH7/O1Jx5lt7/dxIH/+QfPLvEKpTYm0eD1PDckEszfsI5ki0TYVZc8vz9nIq94y269umI54C2D9d0DDibP7yfk87VumZNJ7l04v9V1jOlPrEfamG2YiA/KboXYc5DaCMG9kMCUzp3sG9rmLm+I9rOg9S32JKH+r41Hpf9XB9VXor7h3jrP2Vfyes3DR0PsRW+OtIQg70wk/yK0+geQXApa1eq0zOHeTsElaGCql8jX3wJuy2VE7FedMcaYvsHvONx1+lk8s3gRmyL17DN8JJOHtG5zcy2WNbSgKMdWj6vKM0sWUR+PZ21PqnLjO282JbMK1CfiXPHMk9w98+ymudpN91VlSEEhR4wZx8vLPieaShL2+Tlvt905f7c9+O6zT/J5VSVV0WirGBJuc2/1Zfvsx94jRrJg43r+OXcOa+tqm/YJ4OujQ++N6Sz7dGnMNk7ED+Hj2z+o4ItQ8wugsVEMI/lnt3m41v0Zoo+Su5nPtS2Oxl6B0BFeUk8Sr4J3AAkdDfkXQexpSC4D/84QmubNrR54NwBu5Tcg9mo6PgHxQ/CQ7NcZ3AuCe6HOQKj+UcZryUPyL2j/9ZsuUYWU2oAmY4zZXH7H4cSJuVfRaPSlPffmN6+93NRbnOf3c86U3do8/vo3XuWxzz7J2QpD69a5sQd52o5jeWHZUpKuiwABx8fR48Zzwe578OSiT1leXc2kQYM5cuw4AB44y5tademjD/H6yuXEUikcEfyOj4NHjc66xz4jRrLPiJGUhvP48QvPNs35DvsDXLB7ByPfTJdY29zzLJE2xuDkn4lLECL3gISRwm8ggdyNtcZegfq/kzthbkvAKwoWexFvPrR42wb8G/F7y3e0l+xL6R+9AmWxN7ye8qL/g9QSNP46BCZnVQF38k5AJQ+N3AsSQgq+ggQmdSFWY4wxpvddsPse5AUC3LNgPvn+AN/e/0B2HTwk57EvLl3CP+e+26WWOej4WFtby0vLPyeVTqKDPh+3njqTEUXFAMyY2HY9mJtPmMFvXnuFN1auYERRET8//Eg+3bSJDQ317DZkaFYV8FN2nkRhIMjdC+aTH/Dz1X32Z+LAQV2I1pi+xxJpYwwATv4pkH9Ku8e4qSqo/CZdS6LxhmvHXqO5CjeAIvH3OlUYRiSEFP+fd5YqWv0DNPY8IF6F7pLf4OSd2Hx8eBoSntbuNTX+AVr1bXA3gG8MMuCviH9s116XMcYYsxXNnDSZmZMmt3vMpoZ6vvHUY11tmQkH/MxetpRYRvEwBd5ft5a9OpiLDV6v8jVHHOWdp8q3n36CF5ctRfDmWv/hmOkcv1Nzr/tR48Zz1LjxbVzNM3ftai5/6nE21tczbkAZ/5hxCmNKB3TxlRnTM6z/3xjTKRp7GTYeRvOQ6UxtVxD1TgbcmhYbE6hb6SXGbiWq8VxntpZ41xserg3pOdpRqP4Rqq2riLYZjluBVn4xvfZ0ClJL0YovoNpyCTCTm+D2ky9jjNmWvbB0CYf+999ZyXCjjn4DinpVvjMlUimqohFUlcpIhHiO6+byxqoVvLhsKQ2JBPWJBNFkku8993Srdabbs6mhgYsffoB1dXWkVFlcUc75D97Xqvq3aUvvt7nbW9tsPdLGmA6pW4tWfYvcSTR03EPdkGNbAIK7oZuOh9RKQNGi7+E0rg/dltR6Wj8DTHlJtRR3EEda4uMWGxTcWkitBf/onKcYY4wxfUlVNMK3nn6cWKrlyheejlrmukS8qbp3I7/jMHnwEI7+339ZVVMDKD88+DC+uGf7o8fW19W12pZIpYgkk+QHAjnOaO2jDeuzKoIrUBmNsK6ujpHFnWzfjelB1iNtjOlYaiXtr+vckRCZVbYBcIZC3X8gtQxIePtrb0Tj77T/BDswGbJ6nwWcISBtVzJtxRnQ4hp493esoTbGGNM/rKiubrX2dFeEfb5WFbtHFhVz87tvs6K6ioSbIuG6/OHN15izZnW7bfNuQ4ZlJeWSvlZnk2iAAXl5JN3se6Rcl+JQqNPXMKYnWSJtjOmYbzhs0bDnHOdKCJIf07wONUAcrbgUXb8rbvm5aKq89Wn+cVByHd660X5whiNlt7ReG7s9/knekluSDwSBPCi4DHFKu/KijDHGmF4zoqiYRCeHXucSTbUeMh32+/l008asBDuecvnCQ/cx8eY/cfb9d1MRaT3KbKeBA7nuqGMJ+Xz4HYcdikv476kzuxTP7kOGcuTYseQHAgR9PvL8fr61/4EUWSJt+igb2m3MdsRteATqbwRNQv45SMFX20xANbkU4u+CUwqhI6H4Gqi5Gq9nuuX60e0RWvVGA+SdAQ23gbsuY2Mq/QUk3kfLz4Cy2xH/qKxTnbwT0PB0b560FHQtiQbv+JLfe1XEUyvAPwkJHdCla2zPFFtiwxhjussDCxdw4ztvklKXC3bbg8v23rfNdm1xRTnvrlnNgHAeR48bzzVHHMXVL72IzxHqE51/4O0VBGudSJ81eTf+NucdNjY0t/MpdWnM1+euXcPp997Fnaed1Wq49ck7T2LGxF2oj8c3K/kVEW6cPoPnly5hRU01kwcP4YAdRnV8ogGsbe4Nlkgbs53Q6Gyo+T+a5jnX/R0lgBRe2vrY2Mto5eV4azYLOMO84dC4QCeLgjVfLcc2H1LwRQjujlZeCvhAY3gJd+PxLrir0fKToOwOJDAl6woiDkhhF2PJPF8gfNRmn2+MMcZsqeeWLOZnLz3ftFb0Te+8SdDnyzkn+YXPl3D5U48jeG3Y8MIiSsNhXJR4Ivc86bYoeAsPZwg4DhdN3ZOdBw7i0scexidCPJUi4aaaW2ZVVlRXM/3OW7n3jHOY1GI5Lkdki3qQRYRjxk/Y7PON6Un22MKY7YRGHyG7WFgEIg+h6uLW/Qu3/Dzcqu+gqdVo9Y/Tx0a8Xt/UUkjMxUuiu1o9M0T2M7sQhI5BRJDgvsigZ5CSX0PBV/CGa7cMvAGt+UUX72mMMcb0fQ9+sqApiQaIJJM8+MlCUq7LX999m7Pvv5srnn6CNbU1XPncM0STSSLJJA2JBEsqK5i7dg3xVKrrLXN6CHbz935O2GkiIsKBo0bz3Bcu5rqjj+PSvfYh7Gvd71afSHDtK7M392Ubs02wHmljeplqHJKLgCD4x3s9rVuDFOAN5sp4Au3kozXXQuRBIAoJB429nl5WqjsEofAyCOwDNdeAVkHwcKTk6uawfMPANx1CR6HxNyAxj6bh3Y3cim6Kx3SXlD2HNcZsw2LJJIsqygn5/EwoK+vyFKLOKggEW7bM5AcCXDX7eR799GMiySSOCK+tXE51NNIt9wz6fHxzvwOYOnQ4V7/0AjWxGNPGjuPaI5pHaY0oKmZEUTFHjxvPayuX89GG9a0qfG9qyLUih+lN1jb3LEukjelFmtqEVpwDbjmoC8E9YMC/EAl2/83Cp0HkAZqb6yAUfBeqvkTzHGYXiIFvJKRWkXNuc5MQSJ6XHLel4Os4hV/3/jz4qXbDEwlA2R1o1a8gdjfNPd8hCE1r91xjjDGmu6yvq+PM+2dRGYngqrLPiJH8+6TTCPi2ZPWK3M6YNIWHP/24qSJ20OfjuwccxBceur+p4JerSjSZZFRJKatrqkm2Uz077PMT8vuojsXaPOaK/Q/iq/vsB8DzF36x3fiCPh/3nnEOP5/9PPd9vKApmQ75fBw9bnyXXqsx2xp7bGFML9Kan0FqTboHOALx99H6/3b/fVTT86MzCfjH5D4h/3zwT/aOwaH1M7eQVym76LvkHI7dpPW60xp7BXfTTNxNJ+HW35m9nEZqPcQeJmv4uDMEKfp+O/cwxhhjus+PX3iWtbW11CcSRJJJ3l2zmts+fL/b76Oq/HT2c1lzlR0RxpQMyHn8xXvsya6DhzS3zC2Wvgr5fPzv9DP4zgEHE/a33VeWa93pFz9fyql338EJd93O3R/Ny2qb19XV8sinH2f1SA8vLOK7BxzcyVdqzLbJeqSN6U3Jz8ju9Y2ml4TqZlrtVafOTFAlgCQ/RPPOgMgjQASvaQ56y0Ol/kbTs7bAHpBaDgiEjkQKLkT8E9DAVG9YePIzby51Fj/iDMoOI/4uWvlNmhLs2t+hKFJwgbe/8jKgxXXcdWj8QwjuhUj39waYrlMEV7fOMEdjjOltiyo2ZS3/FE0mWbhpQ7ffZ1OkgdW1NVnzm/2Ow/wN65k5aTKPffZJ09DukM/PzgMHs7KmGp8IKOw1bDjLqqoQgaPHTeDiqXsyvmwgUwYP5cFPFrK4opyGFpW8A47DwLz8rG1vrlzBN596jGh6rvYvXpmNqnLublMB+OIjDxJtsczW6toa5m9Yx9Shw7doLWvTfaxt7nmWSBvTm/w7ez3STcl0ON0T3M0kn9bVs12QYqT456hvJMRmgzMUir4H5WeCVjYfmpgDA27HabFElEgQyu6C+Bto/a0Qn4OXJIu3TnT46KzjteE+WhU8a7gT0ok0qc9zBJ+AygtQimDg7Uhg1815B4wxxphO2XngYNbX1TUNoQ77/UwZPLTb71MYCLaad+yqUhIO86sjj2GH4hJeXv45I4qK+P6Bh3Dy3XdkDdl+Z81q7pl5NvuO3CHrGiG/n/vOOIfXVi7nlvfnMnfNGqKpJJLe13JI9qyP5jUl0eAVPPvfvA+aEullVZW0lHBdzrzvbopDYe6aeRaTBg3e0rfDmH7HHiEZ04uk+Frw7ZBOdMMQ3BspuLj77yNByDu/xcYhEDwAER9O4WU4A+/GGXAD4hR6PdgtVX0XbXgAt+Fp3E2n4W46FTf6PCJ+JHQYMuBfUPhV70FA8FAouwckH9WMp+ESxBsunhlHoPnPTlsfVBSoQcsvQnOse2mMMcZ0l98cdSwjiospCAQI+/3sP3IUF07ds9vvkxcIcO7k3bK2jSwqYp8RI/E5Dt/c7wDuO/Ncbpg+g6DPT22s9fKTlz/1OA98vIDHF33CSXf9j5Nn/Y8Xly4h4PMxbcw4/nvKTC7be1+mDB7CEWPG8uCZ5xH2+0lk9DCH/K1He2XOBx9SkHupSQWqY1G+8OB92dO0jNlOWI+02WKrFq3l4ZueJNYQ55gLD2f3w6zHsLPENxAGPQHJJV5C6RvXYWVQVYXYs5BcDoGJSOiIFvuTkFoGBME3qvl6sWeyL+SuQTcdh7rVENgTKb0OcQaAFJFz7Wfd5M3pJiMxrvoGbsmfcPJOQMSHFH4dCr+OJleilZegqbXeqUVX4RSci+RfhEYfA42m7xFGCi9vfj9K/4xWXAjEyL3MVi24lWhygVfd2xkBeScjYr/KjDEmkyaXovX/A+JI3ulIsPW6xCa3wQUFPHvBJSypKCfk9zO2dECn2uanlyxieVUVkwYN5vAxY7P2J1IpPq+qJM8fYIfiYkQEVeWZJYuzjlteXc1Rt/+HmliMvYeP5PpjplMSDlMaDqM52uYNDfX85IVnSbjNbeaXH3+Yv5xwMtMn7ITfcfj2AQfx7QMOYnlVFRc+fD/r6moREa45/CjOnrIbX9xzH55ctIhI0mvfw34/39r/wKbr3XzCSXzhofuIJZM5W+aqWJSaWIz31q1h/vr17FBczCk7T7Ih32abZ58+zRZZtWgt39jnh0Tqoqgqs2e9xlX3fJcDZliD3VkiAQjs0qljVRWtvhKiz+IltAE0/xyc4h97+1Ob0IrzILUBSEHoUCi9CYiD23J+Vzw97xmIv4puOgMKvgDB/SB0EsQezRFBosX3CrW/hbwTsrdWfjVd9Tvd5Nb+Bg1ORgK7o0VXQsMsIACF30LCzRW5JTgVhsyGxHy06oocy3AJ2nAHNNySTsbDEH0EBvx36y0bZnKyJTaM6bs0uQQtnwkaARSNPAYDbkZCh/V2aP1G0Odj0uAhnTpWVfn200/w4rKlxJNJAj4/F07dgx8e7L3fG+rrOOv+u9nU0EDKdZk2Zhw3HT+D+kSCihZLWsVTKZZXe6PCXlq2lNPuuZMLdt+DA3cYxfETJvLk4s9a3T8ziQbvMfVvXnuZ6RN2ytr+pcceZFVNdVM6fs0rLzJlyBAmDxnKlQcdyt0L5qWrhh+c9SBgr+EjePniL/PRhvV848lHs9a9Bq9A2r/em8N/P5hLNJkk7PfzyKcf899TZuJspWXDTG7WNvcse7fNFnnoxieakmiAWCTOLT+9q5ej2oallkD0GbzCYEka5xhraiMAWv1TSK3EK9gVg9gLaN0NQDg9fLwtSXBXorXXo+XnQOhICM2g1TDsXDTmFRGLPIImF3tDr1OLadmjrJHHccvPh5pfe8XJkkug7qbsod+AOGVI6HAo+CbQYrhZ4Y+h/h9NHw4hAokPIf5ux3EaY8x2Quv/m/F7EiCK1v6pN0Papn2yaSMvfL6EhkSCpCqRZIJb3n+PiohXPPMHzz3DqpoaGhIJYqkUzyxZxF/efYvCYJBgO0tqJVVZVl3Fb19/hZn3zeKkibtwwoSJnWmZiSWTvLVqJQ+ni44lUik+r6zM6tMW4JFPP+bs++7m16+9xKflm1hUUc4N77xJskVyPig/nyPGjOUb+x7gFTvLcNWhR/Cv994lkkx6LXMyydy1a3hv7ZrOvYHG9FPWI222SKw+1mpeTDzastfSdBu3EsSfPfJa/Ok5zYMhuQDIrKypUP9fKPw2UnojWvkNEB9oPH1cdhVOr8c5AbVX4wx9B9f9BWw61lvnOueALkDK0IpL8J7LKRRfC1LSYn1pFxruoHWF8iUQexVXo1D7S6/yd/AwpOQ6pOCLqDMQIvcAPij8JhKYiNb9rkUADmhNp94+Y4zZLmQl0Y3bWi9HaLpHVTTaaimqgM+hOhajLC+fjzduyCoqpsA/5r7LN/c7kJuOn8E3n3wMv+MQS6VwXbfVOtEJ1yXhulw1+3ne/fLXqI3FOOr2W6iIRloVK2tUFApxySMPIOn7/fbo4ygMhqiNNxcrS6ly24fvZ/VoR5NJPtu0kddWLKcmFuWXr7xEQzLBUWPHcd1Rx/G1ffZjcH4+9y78iKDj44oDDmJ0SSm/ee3lrPs7ItS0s5a1MdsCS6TNFjnmwiN46Z43iEW8AhjhghDHf+nIXo5qG+bfheyBJOL1NPtGe986g3IM4U6CuxEJHQKDn4HkJ6iUQc3VkFxMrrWeG4dUO04BWna3N5w8uRT8Y8GtSfc4A759IDWXrA9sNT8EZ7j3QU4CgAsao3XSDhBBq67EmxOdbnBjs9Gan+CU/hnJPxXyT20OSxV8o9JzwBuvp97yXKbHKOCqDWgypq+SvNPR6HM0/37Pg/yzezOkbdqug4eQOYLLEaEoGGKHomIAyvLz2RTJXtoxnkpRHmlg2phxPP+FL/JJ+UbKwnn8dPZzLK2szKqi3agunQQXhULcd+a5fO/ZJ1lWVcX4sjIqGhpYkq6uvd/wkby7dnXWo5QrnnmSEUVFxFNJAo4PFyWWTGYt89WoIZnkO888QTSZJJYuSvbsksX4HIc/HnsCZ07ejTMziqS5qowoKmZ5dVVWYr/70GFdeyPNFrG2uefZu222yNQjJvOTWVcwZspoRu40nPOvOoOzfnBKb4e1zRKnCCm7HXw7AgHwTUDK7vSqcgMUXpHrLHBKvD/5hiGhI3CCuyMDZyFFPwD/PmQP4fZDYC80+izuxiPRirMhMAUZ8hrOwLu9Yd8EQQog9QE5C5O567wK3UVXgX9PcifRjWpoSqLB+3Ps5ZxHighSdquXOEse+EYjA25FfLbshjHGNJLQwUjp9eDbyWsvir6F5F/U22Fts0rCYe48/UxGl5QQcBwmlg1k1syzmipff2f/g1qd44hQHAwBMLyoiGljxjF12HDuP/NcrjzoUPYaNjy7ZXYc9hu5A08u+pTDbv0XZ94/i72Gj+CtS7/KPWecw5FjxxP0+SgIBHlv/dpcLTNra2sJ+/1cffiR7DF0eM4kulF1LNaURAPEUile/HxpzmMdEe48/Uz2GDacfH+AsaUDuOO0MxmU396UMmP6P+uRNlvsoJP35aCT9+3tMLYbEtgVGfwcAJqYj1b/CHUrIXQ0UvQdNHwaRJ+ExgFdRT9CJK/1dSSEK2FIfkR2MpyExAdo1Xs0FRdruMc7InQUNHhVYL3h4W1JXy+xGBKvd/1FtnNt8Q1FBs7q+jWNMWY7IuHjkPBxvR3GdmPKkKG8dNGlAGj8Q7T2MtyNVRA6lmPGfZuTJ+7CM0sWNVXr/vnhRxLyt/4YHvYHCPp8fLxpY3bL7Lq8s3oVb61a2TQU+475H+KIw8GjRnPH/A+Jp1LEU20/uFa84dyflm/kjVUruvwac/WSNxpWWMT9Z57b5Wsa059ZIm1MP6XJ5WjFBem5cEDDHajWICXXQd6pkFoDgUlIoJ3lyOr/Sc6h3bSc1xT1knPfKNqcK90qwBhE7uvcsa2kUI3kfABgjDHG9FWaXIpWXpjRNt8OWsefjvs5b6xaweqaGnYbMrTdiuB/n/NOq8rYQFYPMXiJ7WOffcKg/PxWxcHaEk+luPujeZ1/QRkS6US9vQJpxmxPLJE2pp/R1AY08hDE34KsitdRiDyGlPwSQge2eX62TibFAOR5c6TbHaadKYU3bDsXB68ity8dg0t2ITIHCHQhNtOzhFSn6sYaY8z2YX1dHQ98vIApBY9wcFk84zdkFKKPICVXc/CoHTt1rbYHXLeW5/czdsCAnGtM55JyXWrb6LV2AJ/j4KR7zV3VrMJnPsdpVVTN9CXWNvc0S6SN6Uc0tQ7ddDJoHdmJZ5p08Z90/iVQez3eclodkBDqn5r7vjm1lXAXQP7FENgdEm97vdyRuyG5DK8nPA8KL0W6+lqMMcaYXrC6toYZd91OfSLBF8avZt8SJZTVadu19uySPfbiD2++lrNXuqWQ38few4Z3uke6rXnRhcEgX95zb3YZNJh316xhdEkJ/5v3ASuqq4ilUuT5/Xx93/1tXWhjMtgnVWP6Ea2/DbSWNpPUgkvbPjexEBLvgzMEQkch4iD556MShvq7IPVR+zdPrYC6mzc/eICSG3HypqNuBVp+VnpZLQVnNBR+E+JzvDnbDXfjug1I0fcsoTbGGNOn/fu9OdTG47iqPLJiJ7426X0ciRFwlEjST7D4a21W952/YT0frFvLsIJCjho3HkeES/bYi7xAgFnzP+SjjS1X4sj2eWUVf53zzhbF/48Zp3DMuAlsbKjnjHtnURmJ4KKMG1DGt/Y/kHdWr2LBhg38b94H1MfjfO/AQ/BZz7Qxlkgb05epxiG1DpwyxCkEraTtnt4QEmxdGRTAbXgQan6ePlfAPwEtuwfHCSP5Z+AmF0FDB4k0MUh+vPkvRvKRwE4AaM2vvDncjb3bqc8h8THE36ZpznbDXSgOUvwDNLnEWwM7tRyc4ciAG5HAlM2PxWwRW2LDGLM9iyWTrKurY1B+PgXBIFXRaNOyTxWxPGY8ewZf3uUDykJRXl63E1868ER2K259nXs+ms/VL7/QdO4ugwZz7xnnEPL7OXfK7nyycUOHiXQ0leSTTZua1ovuqnx/gJ3KBgJwzUsvsrautql3e1H5JsaWDuCd1auaesdv+/B9/I6P7x54MJ+Vb+JrTzzKiuoqRhYV85cTTmLykKGbEYXpDtY29zxLpI3pozT+IVr5pfQ86BRafDUSPh6NPEnuAmGOt6Z0y+uoCzVXkTUkO/kxbJqBDn4CEgvTlbg7EoLAFEjMo1NDwbMIqKLVP0UDkyHxSXY8xLze8qzXFYHII7gkoeEumgqguavQiotg8GzEyfHJxBhjjNlK3lu7hi8++iDJlEtKXX515DHM2GlnnlmyqKmq9YZoAb/64GAAwn4/3wq0rvmRcl1++uJzuBnp7/wN6znxrtt54rwL+XD9OmYtmN9hPCGfj92GDuXdNauJpTo79coj6f/84Lmn2W3IMD4t35Q1RDyWSjF37eqsIeaRZJIHP15AfSLGnfPnNVUJX1FTzfkP3cerF3+ZolCoS3EY01/ZYwtj+iDVFFr5ZdAavKQ1DjXXevOJi3/uDc8mgFesCyAMoQPAP6H1tdy15JzX7K5Aq69BYy/n3p/F563ZXHg5UvrnjPt2VhBIQeI9aLgH3I1kP8cLg2946+tquVfxtFUVcSD5aRdjMMYYYzZf0nX54qMPUhOL0ZBMEEuluGr280woG8jPDpvGkIICAo6DLz2POM/v57DRYxhbOqDVtZZXVWUl0Y2WVlXyy1dfYvbnSzuc9+wTYdyAMi7f7wBumH5C0307K+DzkUilmLt2DXd99CHlkQZ8GcWqwn4/wwuLWs2LXl9fx+0fftBqqS1VZVFFeZdiMKY/sx5p02WqyvP/e4VP5yxh9C4jOeHLR+EP2I9St3IrmpfOaCR+SC7CyZ8J+TO9nubIQ2hioTdkOu9MJEcjKqmNKA45K3RHH4bgEUCInMlqkxSkVoG7HglPQ8vugYqL8ZL8zlTxjtM86CwOKtnxOIOg5HdQPjNdSC2F9+vJSZ/bgibAaf3BxPQcqwxqTN/itQkPo4kFSGBCuk2wtrk7bayvb5U8+h2HRRWbOGfK7pwzZXdSrsv9Hy/gk00b2WXgIM7YdUrOtrk82tDmcOx7Fsxn2pixBB2HeDvJdEqV5VWVrK+r59jxO3HvGedy4cP3EUkkOrUmRyKVam6ZU95v9czkfmhBIdcfM51T77mT+niclCp+x0EQEm7rtj/hupSGw524s9larG3uWfYb1nTZHy79Gy/f+wbR+hih/CCvPfw21z19FY4Vnug+TimtBoxoMr2Os0fEgfyZCDPbv5ZvJN4/9RwJKUlIvAPOQHDXdBBUBK2/A3WKILkICi7y1ol225+/lQ6+xfctkna3HHE3wqDH0YZ7QBu87Q13tr6U5EH4BCRH77sxxmyvtPqHEH0WiKCRMESfhwH/zpnEmc1TlpfXalvSddmhuKTpe5/jcPbk3Tq81qjiEgI+X6vEvPGac9asoSw/n3V1de1epyGZ5I557xP2B1hcWc6X9tibuxbMY1NDQ4cxtGqZW8Syob6OykiEp867iHsWzKMhkcBV5X/zPmh1rXx/gFN2mcS4AWUd3teYbYUl0qZLKtZV8uJdr5KIeUOBYw1xPn7zMxa99zk77zO+l6PbdogE0JI/QPX3vJ5oTUDBRUhg16zjVLXDD0niG4wWX5suNpbZM9x4kUjr3u+2RDLmUsdeoGvrULcnhiY+xgnujRR9ywsruRKN3J0RbgD8OyGF34LQtG66rzHG9H+aWgfRp2l+SBmFxBxIfgKBSb0Z2jYl5Pfzx2OO57vPPUXAcUi4Ll/ecx92GTQ467jOtM3DCou45vAjufrlF4ln9Aw3qk/EqY13rnzYfz54r+nPzy9Z3KlxYp0RT6VYuGkjew4fwRUHeHO+l1VVMuuj+STSPeVBn4+dBw7i2/sfxLQxY7vpzsb0D5ZImy6J1sfw+XwkMubUOj6HaF2u4ldmSzh5R6PBZ7zeX9/wrB5YN/IE1PwMtB4N7IGU/gXxDWz7Wvmno6FD0Pg7UP0Tmot6BYDEZka4uUm0Q+sechdib0LBBU1bxD8Kyu5Aa671lskKHYEU/RCR4Gbe1xhjtlHaAOJr8ZzU1zy6x3Sb6TtNZOqw4SyqKGdkURHjy5rb3kc//ZirZj9PQyLB3sNH8LcTT6Ysr3UR0EZnT9mdI8aM481VK/nJC88QTfcIBxwnZ091Z2xuEu0AjgjJjHWmU6q8tWoF5+82tWnbmNIB3HX6mVz98otURiMcPXY8Vx58GEFfV2unGNP/WSJtumTomMEM2qGMtUvXk0q6iCMEQgEm7GVPIbcG8Q0D3zAA3IZHIfaUtyP2Gk09D4l5aNU3kYGzOrjWECRvBuobhdb+EtxqSFWw+Yn05hBvPrRvJ0i8nr0rx9JaEpiCDLy3h2IznaUqtsSGMX2Jb7Q3RScVw0ulHJAw+K03emsYXlTE8KIiVJUHP17AU4sXIcCrK5Y1DY9+f91avvHkY8yaeXa71xpaWMipu0xiVEkxv3zlJWpiMTY11JOI55qOtXUIMKSwkDElpby1elXWvgU5lt+aOmw4D519fg9FZzrL2uaeZ4m06RKfz8fvZ1/D7y6+maUfLmP4uGFceds3KShu+4nrtkg1idb/DaKzwTcEKfoR4h+z1e7n1v8Ham/EK+7VsjxJEhLvdziUTDWF1l4HDfd654ePA50Pbk0bZ4TS9+rO0QYCoekQeSBHgHW4ld+CwG4QmQVuJQT2Qkr/gDil3RiDMcZsW0T8UHanN0868Sn4xyAlv0Oc7a1tTqB1f4HYK+Ablm6bR2+1+/1j7rvc9M6bRJLJ1i2z6/Le2o5qj3jH/fKV2dy38CMATtxpZ95ds4raNhLpULrnt+V85i0hIhw3bgL3LVzQal9NNMY3n3yM3YYO5Y55H1IVjbDfyB3447EnUGKFxcx2zhJp02UDhw/gt8/8X2+H0au05ucQeQyIQtJB43Ng0FOIb3CH526Wun/SvHZzjjlTUtjhfCyt/xs0zKJpSHX0EWAQrRPzgDcvWwaml6nqSBsVwXNyIXJ7GwFWQexp76tR/C208msd9rYbY8z2TnzDkLLbejuMXqXVV0H0Kby2eSEafxcGPd3u1Kct8Y+57zStsZxrNnNn1lO+4e03uHvB/Kah3Pd/vIAh+fmtW2bHIeD4GJifx8ZOFBLrUsusym05CogBVEQjPLn4M55c/FnTttdWLOdrTz7KXaef1ck7GLNtskTamC5SVYg8RPPayy5oHGKzIX9rNSq5msMAXlMpUPzLji8RfYbWlbs3QeBwb2krEt713BVe662rWl0iJykBrW4jxi2VSPe2JxAJbIXrm82VsuFjxpg+RDUF0UdpniWcbpvjL0Pe6VvlninNTp8FbzksRxxE4DdHHtvhNZ5ZsqjVfOiNDQ0cMWYsy6urcV0XRVlZUwNuyvt/J5Tm5VEVjeJq5wqWdUXCdXln9SpSrovPVmzpU6xt7lmWSBuzWVr2/gqtlqvqTnlnppeCauyVDkPRdxACENwHCewCeEm+Rh6F+GtegbKCSxGn2DulrXWXEy971wvuC/G38RLiLiTFgX0gMRe0YvNeW4f82K8qY4wx7RN6um0+a9cpzPpoXlOvdNjv5/sHHoLPcdhv5A5N1by9udQLeX3VckYWFfPlvfalON1bPSDcekktBWYv+5w8v5+9h4/g7dWrcFW7lBQfMHIUb65aQWV06xSDDfp8OLa0mtnO2adTY7pIRND889JzjSOAL7228VFb755F30edEog+CU4JUnQlEpjS6jit/SM03J6OK4BGn4CBj3nz5PLOgvhbbdwhCvFXNyOwYij5jTcEvHwmkGu4WZDca1i3eVHAh9erEIKiH9g6qMYYY9ol4qB5Z0PkQZraZidvqy6X+ONDDqc0HOapxYsYEA7zk0OPYNfBQ1odd93rr3DHvA+IJJMEHYcnPvuUJ867kLxAgLOn7M67a1bnvH4kmeS1lSu6HFdpKMxvjjqWtbU1nH7vLBqSrYuKBh2HuNv5h+aCt0Z2ynUJ+f389NAjrG022z1LpI3ZDFL0Y9S3A8Re8oqNFX4HaavHtzvuJw5SeBkUXtbmMaouNPyH5iHnCUhtQqMvQt7R6aHd3cUHoeORkqsRpxhNzM05P4y8bwL16fWnk7mOSAt41/TtCHkzQULgbkKC+yChA7sxbmOMMdsqKf4/1D8qXWxsOFJ4BeKUbLX7+RyHb+53IN/cr+12Kum63PL+3KZh4HHXZUN9HbOXLeXIseN4OmPu8RbHIw4n7jSRX0w7mqJQiDdXVbXupAe+s9+BVMai3Dn/w6b1oHMJOA4+x2FMSSlnTd6NgOOwqaGBA3YYxf47jOq2uI3pryyRNmYziDhIwUVQcNFWv5ebqoOKcyC1CBAIn4GU/CLHk+AUrVeQjEDND9GadO9ut0lB7Am0ogIG/NqrsN2yMgpA5C/pjR08tZYiGDgLx2/LqPUHCrgd/Z0aY0wP89rmL0LBF7f6vWpiMc68bxaLK8oREc6dvDvXTjuqVducct1WQ7IbkkmueOZJXNWmKtzdIaUuj332CZWRCL85+lgqIhGvrksLf37nzc60zJSEw9x/5rmMLintthjN1mNtc8+zGenG9HUVp0PqMxp/RRK9F637a6vDRALgbz3c2ysi5uItY7U5v2B95E7CFZJvoBuPR/3jQXM91dYW/2+DVkH1D5u/Ta3Grf0Tbs11aOKjzYjZGGOM2XpOmvU/FlWUey2zKnd+9CH/mPtuq+NCfn/TXOlMyXSCHU0vndVVDt7w7JYUeHXlco6741Z2HjgoZ+vbyZaZyoYGvv9s80oaK6ur+cObr/GbV19mwYb1mxG1MdsWS6SN6cPUrYfUstY7oo96+5PL0Ppb0YZZqFsNwfaGQaebTBkFFHQuAGcIOGOBWDsHRSD2ClJ6A5v/K8WFdMKsyZXoppOh/h/QcAtafh4ae3Mzr2uMMcZ0r+polFU11a22P/zpxwAsrazgP+/P5a75H1ITi3LQqLbXsm5MZkcXFZPv79zqFEMLChk3oKzdOc71iQRvrlrJDceduNl9lClg3oZ1ACyrquTEWbfztznv8K/353Dm/Xfz9qqVm3llY7YNNrTbmL5M/OQcMy0laPwDtPIi0CTgQs0vwDee9ot7hWDwY7DxWND6ju/vbgQ2dHxc6nOk6HI0PD09F7vlEPNOkAKv6nj9LenYGj8gRNHKi1BnEFJyPRI6uOvXNt1MbIkNY8x2K9DGcOzSUJh316zi4ocfIJFKocDVL7/I+AFl7Rb3ygsEePy8Czny9ltyFgZraUN9Hes70YR/XlnB1/fdn2PHT+D5JYs3p2WmKBAE4B9z36U+Hm/6NBJNJjn3wXsZnF/An487gQPbeVhgeoq1zT3N3m1j+jCREIRPbrkVSn6B1lwDGsEbup0Ckukh4G01lSEo+Q2SeB+0tpMRdHKpjcC+3v/DZ3iVvHPqYB6Y1qLr94LIY+RcfsvdhFZ+HU3aE3BjjDG9Jz8Q4ISdJmZtcxCunXYUP5v9ApFkkqQqKVWSrstn5ZtarTndKOTzcf3RxzF37RoaEh0n0dDplpl9R+4AwFmTd6MomLtOir+DdaAroxF2/9uNPLno05z33dhQz6WPPcya2s6tb23MtsR6pI3p46Tkd6h/Z4g+AU4pFF2FExiP61blOFrx/lkL2VWyA1B6I054Ghp7i83qMc4dHfh3QfLPwG14FGp+StvDwDu6pwt09IjdgcSH4LdqocYYY3rPDdNnMHnwOzyx6DMG5uXzs8OnMW5AGdU51m1WIOD4cNTNqpLtdxz+ceKpHDZmDK+uWEayC8tRtcdBmDxkCKdPmswDCxdw1ezniKVyt8Ed3dMF6jpI8H0ifLBuHSOK2nqQbsy2yRJpY/o4EUEKL4XCS7N3hKdBw320TlwdcAaAW4E3xDsEgV2Q0OFA45Psrqzr3B6F5Hpwa6D2Fzli2RK5hrSr9zDB9CqvuI5VBjXGbL8cEb66z/58dZ/9s7ZPGzuOBxZ+1GoYtyNCSTifikiEhJsi5PMxZchQDt1xRwAEIe52z0NuF2VdbS01sSjXvPJim0n05si1QIeLMiAc7rZ7mM1jbXPPs0TamH5Kin6EurUQzRwK7fPWYC78EcSeA3ctBKYghd9FJD18K/pEN0dSgVZfBdrdw7pKvcRZqzK2hSB4UDffxxhjjOkePztsGvXxOI9/9iluOuX0iZAX8PPTQw7n2aWLWVtXy9Shw/jegYc0LZf18CcLuzWOjZEGfvrCc9TFu+vBuWdQfj7xZIrqePOD83x/wNaVNtslmyNtTD8lEsQpvR4ZuhCKfuxV7A4eAhqH2qsg9oI37Lrop4iTD3gVsYk+1f3BxF+k87O2Ovm01D+WVj3nWtsisTbGGGP6jpDfz5+nn8hnl3+HHx9yGAeNGs2ho8fQkEjy09nP8fznS9h96DCuOmwaeQGvSvfyqiqeW7q422N5tgvX7EzLLMDo4lISLZa7rIxGuj1hN6Y/sETamH5C3Qo0uQrV7CFaIg5OwSU4ZbdBciHQAFoHRCH6EMTf8M5XRSsv2Qo9x9D5JDoM/j3IHgzjQGA/kNKMbX5ILgBtaHG+DVkyxhjTd5Q3NLCqphq3RTExR4Qv77Uvd5x2JvM2rCOSTFAbjxNNJrn7o/m8lV46SlX5wkP3UbsVEtHOtsx5fj97DBuOT5rbWAc4aIdRlISah2z7RPho4/pWRdG8XvXO3s2YbYcN7Tamj1NVtObnEHkA8IFvGJTdgfiGtDguBe6mFidH0NiL3pJRWgup1T0XeC7BAyF4KNStAEkXZJEwiJOuQN4oSXaxNIAwBPdFnLIeCta0J2XPYY0x2zFV5ccvPMtDnyzE5zjsUFTMnTPPYnB+QdZx8VSKykgka1s0meCFpUs4YIdRVEYjrKuv68nQswhwyKgdOWjUaJZXVRFLeW1vfiBIwnWJZizHlVQl2WK+ddjv5+BRoykO2RzpvsDa5p5libQxvUjdBpAAIoG2D4o+DpFH8Ja5SkBqJVr9A6TstuzjUquBAUBF9vaGu9HQUSg+uq9a92aKz/a+ABgMRV+H4FGwaRptx+aHwG4Q2BspuqJn4jTGGLPdakgkCDhOm+tFAzz0yUIe++wTEq5XiXtZdRVXPvc0/z1lZtZxa2prKAmGqMqYU6zA7fPe5+hx40m6qW6r1r05FHju8yU89/kSAIbkF3D5fgdyxJgxTLv9ljZj8zsOuw8Zyn4jR3HFAVa7xGyfLJE2pheoW4NWfsVbyglBCy7DKfp27mMTHwGZT7NTkPg46xi3/g6o/R25k9EEWvc3SM7rpujbIkA+XsLfiSFquhEa7kLyZrYzIMwPwX1wym7vriCNMcaYnKqiEb706EPMW78OEeHy/Q7g8v0OzHnsh+vXEUk2j5xKui4LNmzIOuaW9+fy+zdfy5mMJlyXv8x5i7lr1nTvi2hB8Na9TqRSrSqJ57KhoZ5ZH33IKbtMavOYgONw4A6jufXUmW0eY8z2wPr/jekFWv1jSMzHS3yTUH8LGn0m57HiHwNkDpkS8O3QfK3UBqj9LRDFS2Jz3rAHpi8p+HYEyaPTc5mTiwEf5J0M5KU3Os3/dwZDeAaq3bmsltlSiuBq//gyxpjO+sFzTzN/w3pSqiRdl7/PeZcXli7Jeez4AWWE/c39UQKMLilp+n5NbQ3Xv/Eq0WSyzV7dioboVm+aFRhbOoC8QKDTVUY+3rSR/ECAEyZMJC/9Gp302Q4wtKCQE3aaSCzZcgqW6U3WNvc8S6SN6Q2J98hOeiNo/N3cx+adAcE9QfJBCkFKkNLrUbcejTyMNnTUW+tA6Bi2fqEuP6Q+9ZL2zn40kHzAjxT/Goq+DcEjIP98KP0bEAK3Cmp+jZbPRDW61SI3xhhj5q5dk5X0RpIJ3lmzKuex50zZnalDh5EfCFAUDFIazuP6Y4+nLh7nwY8XcPuHHyDttLsOcPT48Tiyddtmv+PwyaZNVMdinU7ai0IhHBH+cOzxfGv/gzhix7FcOHVP/nbCSQT9fsojDVz7ymxm3nuXJdNmu2ZDu43pDc5gcMszNoQQ34ich4oEYMB/ITEfTSyExEK0/jaIzQa3Bq8oVxs90QAUQvxNvOQ20MGxm8MBwt761V1amioIhT9KV/v0IQVfhIIvAuBuPJas4ezJFdBwLxRc2H1hG2OMMRkG5xdQFW1+aBv2+RlRVJTz2KDPx52nn8WH69aycNMGFmzYwL/fm8PzSxdTF0+QSCVJatupa0k4zBsrlqOq+B2n2+dJ+0QI+XyE/QEqopGOT0gLOg4/PfRw7xqOw2V778tle+8LwOG3/ptoRuL8eVUl93+8gPN3m9qtsRvTX1gibUwvkJLfoBUXeLmtKPhGQ/55aGq1l2D7xiFOYfPx4qAo1F5H9nzpzqiBxJz0n/0QPBriz2/hKxgMgx9GpAAS7wM+by533Z/p1PxoAARqf4Gb/AgpvjadUKe5LQqmEUXdDbb4lTHGmK3md8dM54IH7236fkzpAM6ZvDuraqopj0QYP6CMwmCwab8jQlJdfvXqy1kJZmdURqPMWevNj/Y7DseNm8AzW7iW9NCCAh4/90LCfj/vr1uL33F4b+0abnj7DRKdTNQdEf5v9gvMX7+ea444KqttrmhVfTzJxl6sOG5Mb7NE2pheIIHJMOhpiL8LUgChg9HaG6DhdpAAIFD2XySwe9M5WncjXU+iW0qm15j203p5qa7YCJFHvR5k/3hUgcQCvOHjDtCZBjs97znyKIQOhvB0wFtSBP8kSMzNiDGMBPffgnhNd3NtZpAxZhszdegwnvvCJby7ZjX5gQCHjR7Db19/lTvnf0DA58MR4Y7TzmTKkKFN5/z5rTe6nES3lHRdGpIJfCKk2unF7sj6+noe/+wTLpy6JxPKylCF99euwRHpdMscTS9v9eAnCzlk9I4cO34nwGubJw0ezAfr1jb1nof9fvYbOWqz4zXdz9rmnmWJtDG9RHxDIW8GgDc/uuEOIAbpwlpa+XVkyGvNJ2hDF67u8+YfawOtKnknF0LoOIg9T1Myuzkij6Kxl9M90o3DxV28RLoAr/hZZ5bbiqCJT5HwdFRTaNXX09XMG5v8ABR9BwkduvmxGmOMMZ0wrLCIkybuAsDrK5cz66N5xFIpYukE86tPPMJrl3yl6fiGROenS/mBvGCIhkS8VcI8f/16jh03gRc+X9Kp6tpteeiThTy5+DPmrV9HIpUCEVxVfCIU+v1EEolOtczRRJLPyss5dvxOJF2XLz/2MB+tX4ebjjvo+Ljy4EM5aNTozY7VmP7OEmlj+oLkEloV6HI3oppoXmM678z0slft9UoHIDQNKbwc3ErULYfq75H1HFprIPYEW/zP362A1FJaJ+MuXgLt0DqRzjVH2we+sd4fIw9C7C28JBxAwD8Jp+CSLYvVGGOM6aIlFRVNiWOjtbW1uKpNRcLOnrwbn5VvyloKq6WA43Dc+Al8bd8DqIpEWF9fz/effTKrh7gqFuWpJYvwb2HxsY0N9VREIk2JP+n4U6okXMVxHFItEvWA47Qa+i3iVfsGuGfBfN5evbKpt1qA3YcO5aKpe21RrMb0d5ZIG9MX+MfTqqq2M7g5iQYk73SvcnXtb2hzHnJ4JhT/HHF8AGj5hbQ9mKs7Km221aMdb+O+bTy59w0HQJOLyX5QoJBasfnhma1CFVLb0PIVxhiTy4SygTgtftWNKCrOqrR99uTdiCaTXPfaK8Td3H2950zejZ8ffiSO4w27Peu+WW23zFswtBsg6WpzEt1qXyrn0PG25k83Flr7rHxT1vB1BZZVVW1RnKb7Wdvc82wgvTF9gAT3TVekDqWXuCpGBvy9ab8mV0D8ZQjuS7sJcPRu2LA7bvWvcJOrIfHW1gta17ezsyvD0sKI611LApNoXk8awAf+nTYjOGOMMWbLHDRqNBfsvgchn4/CYJCSUJi/n3hy0/5lVZW8tPxzDhg5ipS23e79b/6HTPrrDfzqlZdYVlXZVGRsa9jYUN/mvpRqp4t25vkDrK3zColNHjykaT1p8CqCTxw4aEvCNGabYD3SxvQRTtH30Pzz0lW7xyJOAQBuwz1Q8ysQP2hnepETELmtH/XkpiCwq/fH8MkQewOiTwIOyACk9Pe9Gp0xxpjt148POZwLp+5JRSTCuNIBFKSrdv9v3gf85rWXvWHRKdcrlNmOhOtyywdzWVZd2RNht6mz/d1Jddl18GAAzth1Cm+sXMHTiz/DcRwG5eXz+2Onb70gjeknrEfamD5EfMORwJSmJFrdSqj5JRBNV9uO4v2zDXV8sfg79J1/4r62dxVcjvjHAd4yX5J/rle5XAS03CtoZvocV6VffBljzJYaWVTMbkOGNiXRGxvq+fWrLxFNJqmNx4mmkog4hH3ttHV4Sezbq1b2nZa5nfnY3z/wEMak50g7Ipy/+1QCPh+C9/pfWb6sZ4I0XdLbbe721jb3lX/LxphcUuu9nugsSQgdT8cDShIg4a0UWFc4UPZw27vdVbhVV+DW/RXXbUArvwJaDxoB4lDzazS5pKeCNcYYY9q1rq6OQIuk2VWXE3baGb/T/kfrhOsSDgTaPaYnOAhPnPuFNvd/XlXJt556nL+8+xZ1sRiXPvow9YkEkWSSWCrF1S+/yLKq3u1dN6a32dBuY/oy3w65h3PHZoME2x/q7RuBlP4ZLb8AqNtqIXZMwclre3fkQbyiZS9A9DnQaPZ+8aPxeWjdXyDxEfjHIcXXeMuHGWOMMT1sx5ISb2mpDArM/nwpAcdpWmc597ml/P7Y4zn3gXuo78LSWd1N0XYT+vsXfkQsleK5pYt5fukSEi0Kqfkdhw/WreUPb77Owo0bmFA2kF9OO5rBBQVbO3Rj+gzrkTamDxOn0Fv2qpVqaKewCQAlv0ICu0Jg0laJDQZ28rgCxDcKAnu0sT/W/P/k0ta7NQn1f4PoM5BaBrGX0fKzvArmxhhjTA8rDoU5fdLkVturYh23S78+8limDBnKzoMGb43QGJzXzoPrDEXBEKNLStl9SOuH0gJNlb9jqRSflW9qNQc86br8+a03eHbJIj6vqmT250uYed9dxNpZBsyYbY0l0sb0cRI+CmgxRNsZCoVfB4IgBSBFENgHJB+cIVD6LySwF279LJAQrZbW6hZtVwbNFkNEkLL/QfBQvIEwfgge48WfSXxQ+C0gz3tNhCHvDEito3nprJS3Fnbio+55GabLFMFVp198GWPM1nD0uPFZlazBWxrrsr33I+jzURgIUhwMsc+wEeQHAgwtKOS2U2Yyddgw7pj3Afn+wFZpmes62csdTye8d59xNgePGo1fHPyOw3HjxhNsMWzdEYfvHHAQYb+fomCQsN/POZN3Y1OkoWnprKQqlZEoH2/a2L0vyHSatc09z4Z2G9PXBQ+CvJkQeSA9X1qQ0puR4FQ07wxwN4JvR8TJB8BNfAI116BV38br7U2xZYm0n9xLbnW2RziJagLcCiTvRMg/A0JHog2PQ/z5jOPEW/orNA18o4CU16MuYTRyX4trKtD7c8yMMcZsn47YcSyn7rIrD32ykIDjIAh/PfFkdhsylHOn7M6mhnrGlA4gLz18euHGDfxs9vN87YlHiaWSXVqKKhe/SM41pyOd7BGOq0vSdSmPRDh1l105b7epHDlmHA99spBnlzbXJRGgNBzmyLHj2aG4BFeVyUOG4heHWR/Nz7qmogQ6mCNuzLbEEmlj+rwEEp6OBqaCbygSmIw4xQCIbxD4mtdydCMPQ/WVOa7R2QUvcggcCInXtuAaPjTyKNT+onmTMxRSq1pcUyB4NJSflp7/nUCLf4HknQyhQyD2Ol7yHvLWlg5M2dxXZIwxxmyReCrFSRN3Ye/hIxheVMTkwUMpDnkragwuKMiaK3zfwvn88PlnW11jC1pmDhs9lheX55gO1UmOCA9/+jFXv/SCF4jA8MIiVlRXZbfMIhw1Zhwn332Ht9SX6/Lbo49jxk47c8AOo3h79UqiySQhn59Jgwazy1Yasm5MX2SJtDF9gGoKrbsJok+DU4IU/cTrcXar0fKzwN3gHegMgIH3575Gah1U/7SDO7XVu9yOxGvgjAf3c7ze7VyCQLztffV/B21o3pT6vPVhkgfRe4AEaHredM1VEJ6GlN6E1t8KiQ/BPxEp/DIi7S8zYrau1FYZlGiMMX2HNw/4dZ5ZspjScJj/O2wauw8dRmUkwun33sWmBq9dG5Sfz4NnnZfzGqtra7jqxedz7mvkF4dkR3VPWnhp+VImDChjaWUFbZ0ZdHzE3dztdtBxuOntN2nIGAq+pLKi1XF5fj+zFswj4bpN49B++NwzHLHjWP454xT+8/5c5m1Yxy4DB3PZ3vvisx7pXmVtc8+yRNqYPkBrr4OGe4GINwW48kIY+CBaf3u65zbd0KViaM11SOnvWl8k+Qkdlz3YnCIgCu5icEaBKuiqHMe0lUQDvjJvOasOb5PAS8gz5neJH1LrkMBEpPDSLsZtjDHGbL5rX36R+z9eQDQ9XPq8B+7lsfO+wD/nvMua2pqm+cHx2iTXvf4Kvz36uFbX+Hjjhg5Tm64m0QAusLiygh1LSkm6KVbX1rY6pq0kWoAhBYVUx2I592dKuC5Bn6/ptQI4jrChvo7xZQP56j77dTl2Y7YV9tjImL4g8iAQaf5e42jl1yDyEFmJJcmcla3dyFNo5fdproC9FbgrYcDNQOcqgjbxjYbg/rQqLNbEAcJQ9HNa93i74BvR1UiNMcaYLfbQJwubkmjwEtNLH32Qhz9dmJVYJlw3Z2/uY59+wveefYp4O8thbanl1VX8c8ZphP2d7xtTYEzpAPYfuUOrwmKNHBHy/H6uPeIoUjnmYg8vKt7ckI3ZZliPtDHdSDWO1v4B4m+AMwwp/j/EP7oTZ7b8p5iC1HJaz6AKgVOMNtwNwUMQ/w5oYh5U/5DOF//afOIrQ0NHQ+zxHLG1If4WDH4TUpsg8Xbr/cHDkQE3IRLEdQq81yJ+wPWKqjmF3fkSTDdQwFUbPmaM6R9iySS/ff1V3ly1gpFFxfz88CMZVVLS4Xn+FsOUk67Lsqqq1i2zz0dRMMisj+Zx2OgxjCwu5v21a/jhC89kJeJby6CCfI4cM5YnFy/q9DmvrljGO5d+jcueeIQ5a1a32n/02PHcePwMgj4fef4AVz7/DH5HUODvJ55CfjtrUJveYW1zz7NEejuxfvlG/vOTu9i0upz9T9ybM793Eo7NY+l2WvVdiL2Cl9QuQstnwuBnEKes/RMLvw61f0ifJ3i/Dls21UFvW3wOGp8D4kDZ7RB7g+xe661HG17sWhLtnQXV34PEu4APb0Ba4/lB8I+CxDwI7oOTdwIaOgzcdeAMR5yCti9rjDH9nCZXonV/hNQGCB+J5F+CiLXN3e2bTz3GaytWEEslWVRRzvv33MkLF15Cabj9EVZf33d//vzWG0SSSRwEF23V+gUcHwq8vWoVb69ehU+EWTPP5tUVy5uWmNranl20iKe6kEQDqCqXP/04761dg08EV7Wx5hgBn4+RxcXM37COvYeP5KSdd+HwMWPZUF/HiKJiS6KNSevVRFpElgG1eOM5k6q6T4v9AtwAnAA0ABer6ns9HWd/V7Wxmq/vcyV1VQ24KZfP5ixlw/KNXH5z35xzqqqUr6nAF/AzYEjHT4z7CtU4xJ6HprIfrjfvN/YG5M1o91yn4CJcZwjEnvGKcsXeJmuoNw6EZ0D0UZrmIyto9c+R/LPxloJqqxBYN6q/uosnBEHCEH8tY5uADMF7ATXQcBfacC9a9AOcgi94PdDOhO6L2RjTJdY29wxNbULLTwetBVxIfISm1iPFP+nt0HJSVXDXAwHEN7C3w+m0aDLBS8s+bxqe7KoSTyV5Y+UKTthp53bP/fJe+zK8sIinFy8ikkjw1uqVWctLOcCMnSby2GefEM8Y/vyz2S9w6i6TCPr8RFNbP5n+v5df6NLxQRFCgQBvrFzRtM0BhhYUklSXulic/837gFkfzeOnhx7B+btNpTgUaqpKbozx9IXHntNUdY+WDXXa8cBO6a+vAH/r0ci2EW89Npd4JIGb8hK8WEOMJ/71vNco9jENtRG+fchVXLTT5Zy/41e5eub1pJI9kCB2C4dW6zUL0Mnq0k7e8Tilf0ZKbwbfcJrXSQ56F4o+TKtiYclP0MTn6ePbmoPcGT4I7AO+SVtwjTa0KjSmQH36K4b3mqJQex2q/eXv2phtnrXNW1vs+fQKBY0PXyPeg8U+2DarW4uWn4luPAbdeBhu5bf7ze9raaPUV2erS8+YuAs3n3ASfznxJIYWFjbNKQ76fIgIj3z2Sav1nOdvWMfqmhrv+C0Y/ecTYd8RI5k0cFDHB3eFODTEs0eyuUBDIkFDIkE0lSTpukSTSX7xymzcPvgzaUxf0BcS6facAtyunreAUhEZ3ttB9TeqrYci9VV//+6tLH5vKfFogkQsyZxnPuD+Pz7W22F1iogf8s6iuRiXH6QEgod28TpBZOD9UHAJhKbhNW8pyLnARQoisyB4MPgmsPn/pNWbk601m3l+W+Lk7CmXElo9dMAF3frzvE13EFx1+sWX2Sqsbd7OaM0v0itDxIAExGajDbf3dlidEvL7mTlpMnnpYlwBx6E0nMeho8d06Tphf4CHz76AS/bYiyPHjMN1XVKqOZPMlCp3zP+AI8eMY9yAss1ekEiBZVVV1MS7t5Bo3E2RyvHJsDjcusc56bokUv3joYmxtrmn9fYrUeBZEZkrIl/JsX8ksDLj+1XpbaYLDjhpH4LhAI7j/SoP5QeZfsk0vNF5fcvCNz8jEWvudY01xFnw+qe9GFEXhU+A4AHg3wXyzkQGPdSlYlnq/j975xkmRZU14PdWVafJkZxBBCQHCQLmnFhzwJyzruua11V3ddVVP3Naw65rFsSEuooJERQkKDnnPHmmY1Xd70c1M9PTPTM9OAm47/PMI111w6kR+tS5J5U5+c/2NrT0PyFSr3RCo+skCIH/grWYxMZ2Mthg7wA7vuBI4yNAywJZPXRdB6OXyolWKFoHSjc3B57DQbipehXzge+MVqmbicwnts1hEMK/tJAwDefk/fsysmNn+ublc1b/gXx01sQG5fmWhoLM3ryRnf4Kbj1oPJcPG4GvnvkB0+TVBXNZWrBzt50ZtpTs8FckbG3V2GhCkOH2EKzWV9oQgn55+XgaUBFcodiXaOl/GQdJKTcLIdoAXwohlkopv692P5E2Sfh9FFX2lwN06ZJMleR9h+w2mTwz+x/869b/snNzEaOOH8oZfz65pcVKSKfe7dm4fDOW6RiELo+LLn33jPczu+JNKPsHEHFejoQHRHrS82VkEbLw/F0fkL6TIPXqaH/lvQkJ5uJqnzVwDURkPdViEikUihiUbm4GhJ4PuZORZY+AvR08hyNSW2ftEvRuYG2gKsLIA8aeUcvitflzefjH6UQsC7du4HO5SG9Aru+CbVs5/4P3AKfN1al9D+CyIcMJW03X0qolsKVk8c4dlZ81YFC79jx7/EktJ5RC0cppUUNaSrk5+t/tQogPgAOB6sp6I9C52udOwOZa1noReBFg+PDhe0okc7PRvntb7n735pYWo16uffpSls1Zhb80gJSSdt3acO5dp7a0WPUipYSyB6gqBBYAcwWEvgHvUcmtUXRdtOhMlOAnCM/hyPQboeyJ6NrNqLhFeqw8TYWxH1ruO02/j6JRsXc7WFHR2lG6ufkQRhdEdus/RBSZ9yILTneKYSJB74JITRSs0LqwbJsHf/ieiO0cAATMCMt27uC7dWs4vHvPpNa46tMPKQtXeeM/WLqYo3r04vqRo3jq51mELatZc4jT3R7KGjnUOxF989vw3ulnN/k+isZF6ebmpcVCu4UQqUI47johRCpwFLCwxrCPgPOFwyigREq5pZlFVTQjeR1yeGXJE/x18i387ePbeXbOQ/jS6m5P0TqIEFcIDMBuQM6xXeOvtjTBWouWegnkvkPDWk4lgT6y7vueuiuNVxsIWvcE19WXuUKxp6F0syIRQm+PyPsCkfU0IvtFRO77CC2lpcWql4htYcvYA2gJlAaTM0RtKdlWXh5zzbJt1hQXcdXwkbxz6pmNXhxuVIdOdd4/oXfdlcZ34dF1umVmxV1PVjO3yhQDhaKV0ZIe6bbAB9F/qAbwppTycyHElQBSyueBqTjtNVbitNi4qIVkVTSQDcs2Ubi1mO79u5CRm3x4M4Av1cuQwwY0kWRNgxBupGsARBZRaVBLCe4RyS+id3YKfu0ymIUORm/nj8b+SDQatcWVvb6Om24IfpDkQilgr0lwPZmXCy+kXpHkPgqFohlQunkvRpqrwC4AozdCy2rQXKGlgmdM0wjWRHgNF33z8lm6c0dlZW0pJcM7JJcypglBp4xMNpSWVLum0TtaRbtffhuEEI1qTFffqyYeXeeDpYtrvV+dVMPF2pLiuOtJaWbD4KphDXh/USj2UVrMkJZSrgYGJbj+fLU/S+Ca5pRL8ft59qZX+fTFr3C5DWzb5u+f3MGAcU3QVqmVIbJfQBbfCOF5oGUjMh9EGF0bMP9ZZOF5TuVqGQHfRITnIOee0JCewyD0Zd2LaN2jBcPCdY9zVq3jXgRESpJO8KJkBtUgzcmLTj0HkWTou0KhaHqUbt57sUvuhcAkEAYgIftlhHtoS4vV5Lxy8qlc99nHzN+6lRyfj38eeQydMzOTnv/CCSczcfJ7hCyLiG1x0eChjOrkZDbomsYhXbvx9dpEh8lV9MrOZkNpKaEkql/X5QkOW1bSRdIKQw3vgpHhdjOwbTvOHzSEI3rsGTnwCkVL0tLFxhR7Gb9+v5jP/jWNcCBMOOAYc3895REm7XilhSVreoSWg8jZ/XYgwugF+d+CuQ60LITeJvZ+5v3I7TOB8oTzAbC3gvdUCL5Lvd7rOiMxZYL+z41JCJFxC8J1QBPuoWgqpARLqrA/hWJPQYZmQnAyEKw8IJXF1yDazGxRuZqDvJQU3jr1zN2e3ycvnx8uvox1JSXkeH3kp8Z2l3jwiKM57N8vUxGpvTDoprIyTut7AG8v+g2rHu/1prLaU8Ik1LnP7yVgmtwx7hD65OU32R6KpkPp5uanpdtfKfYyNq2IN87KisoJB5PxkO65SGkhAx8jy59Dhqbv9jpCeBCu3nFGNEQN9fyp4D2tjhUCYG8Ekmm51ZJ1f0SN9lcKhUKhaDKsdc5bdnXsQqRMUNtjL8KybaYsXcwzs39i+vq1u72O13Cxf25enBENkJ+Syv8mXsSpfWo/GA6YJlsrKuptmQUtrJmFIGju3X8nFIrGRHmkFY1K9wFd4nKFctpl4/a6W0iipkdKiSy+EkI/AyEQHmTqpWhp1zXyPhGILADXAAh+AiQK2xIg0kDzNGuB74bjQpbc7jxTyqmI1GsQQp3rKRQKRZNg9CYunUdrjxB772ugLSUXfTiZuVs2E7RMPLrO1SNGcs2IUY26T9iyWLBtK4PateOTFUsThm8LIM3txmsYlIdbr2PBpWn88YupRGybMw8YwNUjRqKpomMKRa2oN1dFo9LnwP04967TcHkMfOle0nPT+NvHt7W0WE1LZB6EZwMBwHY8reXPI+06QrAbiJRhZOG5yJJboezvJDaiAeFDpF0DaTcCyffJbH4qHA+JvRnK/4WseK6lBVI0EFtqe8RPfQghXhFCbBdC1KxMvev+IUKIEiHE/OjPX6rdO0YIsUwIsVIIsZd/0Sn2ZIR7KKRdDrhApILIRmQ/X++8PZnZmzYyd+tm/GYEW0oCpskTP80kaDZeaHTINDn9vbf405ef8bfvv6nViE5xubhmxEhuGjkGj6432v6NTUUkwtqSYjaVlfLcnJ948ZfZLS2SooG0tM7d13Tz3nsUqWgxzr7tDxx7yWGU7CilfY+2e7U3GgC7hPgzKQ1kOcmFWCdB8BMwl9UdDq3lQdZTTmi4qzc2Xii9HafwWGtu3xqAwAeQpmoXKVqE14CngboKHEyXUsb0gxNC6MAzwJE4fZVnCyE+klImV1JXoWhmtLRrkClng10IemeEaM2Hrb+fklAwzpuqCUF5OILXSK5gV31MWbqYlYUFBOoIh85PTeXZ406iV04uvXJySXG5uXXaF0Qsq3VrZtPk/cULuXL4gS0timLf5DX2AN2sPNKKJiErP5Ou/Trv/UY0gGsgsYaqBnpb0OLznHcba6dTybsu7CIo/XvlRyEijizNrqpdYAygQX2khbfBu0hzI9L/JtI/qVG9/4p9Cynl90Dhbkw9EFgppVwtpQwDbwMnN6pwCkUjI7QchNFrrzeiAQa3a49dLdVME4JO6Rnk+nyNtscOv59QPTnFhYEAf5v+beXnkGWiC9H8mlnTGNimbUM0c1I53TXZUFLC67/O5/3FC1t1GLuidbOn6GblkVYofidCz4Xs15AlfwRrO7j2R2Q91aCcXylDjpdAy0OIWMUlrc1IaxP1Jz1bYC5GyoizhrQdW7Y5tbWxH2gdQXjA/C3JSV5E2s0N2kZGFiILJzrPiIDyJyDvQ4SW3WCRFQ1HIrD3nMqgeUKIOdU+vyilfLGBa4wWQiwANgN/klIuAjoCG6qN2QiM/H2iKhSKxqJNahr/mXAaN30xle0VFfTLz+eZ406ss71UTUKmSUHAT5vUNAwtVqdvKi1lS3lZvWuYts2v27Zi2Ta6pmFL2exG9P65eXRKz0DTBL9u35bUHK9hcMuYcQ3aZ8HWLZw7+T0saaMJjSd+msknZ59Hprfhh+WKhqN0c/PrZmVIKxSNgHAPQuRP2625dmAqlERTOIQHsl9CuAcDIM01yIJTnd7SSVUPcwMG0lyH1PMBFxBKcm6yCEAHEpzCmyuAFckvpfdBZP61wb1MZem9IP1VF+wIsuIVRHrDDHLFPsFOKeXw3zF/LtBVSlkuhDgOmALsR+KQi9YcqalQ7HMMbd+B7y68dLfmfrxsKX/+6guEAK9u8OqEUxnUth0AqwoL+MM7bxKyzKS0q88w0DWNNcVFtE1Lx6VphGjcLwyB43VP1F5rWcFOlhXsTHqt/vltuPeQwxnSvkODZLj722n4K3PQLbZXWLw6fy43jhrToHUU+wR7hW5Wod0KRQsirc1RIzro/MgSZNGlONEoIMufjBqMybSj8EDqVcidJyN3HgVFVzgGeKJqrb9PaiC3cZbyHt5gIxoAq6DGBROs5E7ZFYqGIKUslVKWR/88FXAJIfJwTrk7VxvaCedUXKFQ7OFsKCnh1mlfELJMgqZJcSjIRVMmYdqO2fzPmT9QEQkTses3oz26ztXDR3LMG//miP+8wuUffUDEstg/N69RNTM4PbMbgyN79mqwEQ1Q4PfHfI7YNtsqVOqVovFpLbpZGdIKRUtirgBRMwcpUmUU2kXU703WnXxs33lQ8QRYS3GMXQsIg7kUx1PdmGzDKaTmAZGe5JwMYiuJexGeg3dve8+4Gmv5EJ5Ddm8thaIOhBDtRDQWVAhxII7eLABmA/sJIboLIdzAWcBHLSepQqFoLJYV7IgL5Q5aJjsqKgAoCgbrdXHpQtAuLZ3zBg7m0Zk/sLxgZ1QzS4KWxbKCnXiMxgsMlcC2igoy3G48uk66Ozm9n+H2xFQS9xoG47t23y0ZxnftFrOWzzA4pNvuraVQ1EVr0c0qtFuhaEn0jvFFxGQQWXQtZNwO3uMgPA+ntRaAC7RoITMhotVXO4AdgcC/6tioIe0+0oH6876gHFyjwTMGyh+te6jeH1LPdKpzR5aBlobIuKsyhL2hiIw7kHYJhP4H6JB2BcJ33G6tpdg97Eb3pbQMQoi3gENw8rU2Avfg5EQgpXweOA24Sghh4vxDPEtKKQFTCHEt8AVOrsMr0fwshUKxh9MxPQOrhrc5ZJpc/skU7h5/KCfstz+/bdtaWa3bJQTt0jNom5qKxDG0O6alEzBN/jXvl4R7SJwe1MmS5nJRHqlfl5eGw4zv0pVh7Tvy+E8/1jl2UNu2nNFvIJOWLGRZwU7SPR7uPfjwyhD2hnLPwYdSEgzy1ZpVGJrG9QeO5uie++3WWordQ+nm5tXNQibIpdjTGT58uJwzZ079AxX7HOFgmA3LNpOenUqbLvktLQ4AdtnjUPEqjue5eoVLL+S8CeHpUPGKcynlHETajZXFUuySv0LgXZIL/d5d6qpYlmQ1M61tVZswoSNy3ka4kleuUkqn57QMgd4Vp7tB9Do0qHjMvoYQ4pffmYcUR27ffHnMaxMac8km481R/2r051fsHko3K2pDyiCYa0DLQujtW1ocAB764Xv+/es8LNuOCeH2GgaTTj+br1av4tUFc5ESLhg0mBtGjqnURbd/9T8mLVmI2YTv2HVpX02ImIrltdEmJZXScAhNCAxN4/3Tz6ZXTvKpW1JKNpWVErYsumZmoUe9+FJKpZfrQenmvUM3K4+0Yp9hw7JN3HzIPYT8YcyIyVEXHsr1z1za4l/2WvpNSO/xyMKzQVY3pIMQ+gwt/RZIuypqNIaqjOjylyDwZhNLl+rIQW2n5km+JNjV8pclyKIrkem3INzDEXpenVOlNJHF10HoB5zWYh0h979OGxelqBUKhWKPRporkQUTgRDICDLlTET6XS3+/X7r2PGc1KcvZ773NhG7SjeHTJPPV67gptEHcd3I0UgpCVlmpbxP/zyTdxYn27Vi90hzuwlEIgkLiwFJGdEA2/0VlX8WwOUfT+GWMWMZ0bFzvfnWEcviik8/ZNaGDQgBXTKzeOvUM8jy+lr8/51C0VwoQ1rRrMz7+je+ePUbPCluTrnxBLr27dRse993+mMUby9hl3756vXvGHHMYMacNKLZZKgN4eqNFGkgq4dU6+zKA7YDn0LJ7UAYqXeFrKeh/P+aQbIQtRvRvwN7A5TchBQeZOZDCM9hcW2/diH9r0NoRlQWwFqLLLkHkf1U48ulSAoJe1KLDYVCUQ8yNAMZ+ACED5F6EcLo0Xx7F10LsojKg1n/+04djFZQ96JvXj6pbhflkSpDWtc03NE84ClLF3PH118Stix6ZGfz9LEn8tTPs5pcrmAdRvTuIoG1JcVc//mneA0Xjx11LId0646rWs5zdV6e9wuzNm4gaDkRcauLCrnn22k8ccwJjSqXInmUbm5+VLExRbPx40ezufvEfzDtjel89q+vuW7k7axfuqnZ9t+8cgvV9U44GGHtwg21T2hu0m4EdvVa1ECkIlJOR0ZWRI3oaAssax0UXYVjaDc1TRkybjkVyYuvR+44AmluTDws8ivOs1eTyVzchHIpFArFvoMMfoEsugqCH0HgXWTBqUhzTfMJYK0nNropAubK5tu/Hm4ceRC+aFEwTQhSXS5O69efJTt3cMfXXxI0TWwpWVNUxFWffhRXpKwpaMqQcUtKKiJhrpr6EYf95xU2l5UmHPfrtq0Ezap3hIhts3D79iaTS6FojShDWtFs/Psv7xAKRNs6SUmgIsgHT05ttv3bdW8T89ntddGlb8dm278+tJQ/ILKfBO/J4DsHkTvFyRWL/Eps+yrb8ehqdVXLboZgE30UjVMNXIK9DVnyx8S3jd7EVujWQe/ZCPsqFAqFQpb9H1WHlRKkH1nxRvMJoNfQw8IFevN5xOvjzP4DePLYEzh5/76cN3Awn5xzPm3T0pi/dUvMOEtK1hQXkeKqXS8aoulfu8d36YarEYx5W0q2lpfxxy8+S3i/d25eTIVuQ4gG5VcrFHsDypBWNBvhUM3q1BAJhhMPbgLufvdmMnLTScnw4fG5GX/6aA6acGCz7Z8MwnMIWtYjaJl/QRhO2LsUbmI9sgAeSLmaxP2hfU0sZRRrFrHF0cAxeH2gNbRYjF2rB0KkXgKu/s66IhW0NojM+xour0KhUCgSUPN73KnH0VyIrKdAZIKItlT0ngieQ5tt/2Q4vHtPHj/6OO45+DA6pmcA4NI0QmZs1FaK4eLaA0cm1syGQdJ1RX4H369fG9ff2msY+AwXbVPTGrSWJSXLC3YmvHfl8BH0y29DistFqstN27R07j/08N2WW6HYE1E50opm44QrjuTVu94m5HcUtMfn5qgLm09ZdjugM/9d8wxrF20kPTuVTr07NNvevwv/x8QrXwnl99YyIUyT5DUng94Gkf0qsuIVCEyi6mXM7bwchWaC3E58yLgAvUvMFSnDEFkA0obsfyGsdU4xNlcfhPCiaFlsqc5hFYq9At9ZUP40VW0WvQjfhGbbXrj6QP43YK5yqnYbXZtt79/DJ8uXxmlmS9rc+903CcdHLKtJQ7Lron1aGq+dfBrPzvmJKUsXE4q23fLoOhP69OO7tWvY6a+Ik08Tgq5ZWTHXwpbF/K1bsKXkPxNOZU1xMRHLol9+m0bti63YPZRubl7U33hFs3HKDccjhODdf35E8bZibFsy5amp7DesB77U5jGMfGk++o5s3p6G0lwP4R9AeMFzNEJLbdgCkQUJLtbmLWjhIhPWJqQEkXErMrIQzIWOTJ6jwdgPrK2gDQTfReB/DsKzQBiAC5FV1Yta2uXIwrPAiubQi0zIfQ+ht46WZQqFQrG3IFIvRQoNyl8FWQBIZMV/wNUPIZonwkloaeAe1Cx77WJtcRE/rF9HisvFMb16k+JKXPCyNuZv3Rp3LVRLX+gkG0U2GetKStCE4O7xh7Jox3aW7NiOBI7r1ZvuWVlszMlhaPsOXDxkGE/+9COzN2/C0DTcusFjRx9XuU5pKMRp777JlvIyQJDj8zH5jHPIrafCt0Kxt6IM6X2MipIK3D43LnfDFEZjIISg76jelBeWY5k2lmkz65O5/POiZ7j73ZubXZ7mQIbnI4suwKlyJkB/GnI/RNSZ31wTf0N2pOm90RpOz+tE2BB4Hal3BnM5lTnU5iIIfYXj8TAg8gvkTkXYW0GWg9En5oBBlj8F5loqQw5lCFn6N0T2E031UAqFQtFiSLsMhAchGqPuRMMQQoBrMFKW4ugPC0JfI0vuRGQ91uzyNAezN2/kwimTkNLxuj718yw+Omsi6R5P/ZOjBMzki3FKaPQq2zWpUzNLyX9/nU9uSgqrCgtwaRpCCH7dtpXPV60gYJoYmsYvWzbzxbkXsKm8DH8kTJ/cfFLdVX8nH5v5A+tLSwhHDwxClsnfpn/L49WMbYViX0IZ0vsIxTtKuP2Yv7Nm4XqQMPHuU5l49+nNLscvXy6IyZWOhCLM/iKRx3XvQJb+BWSg6oK1Del/HZF2dfKLCC/I5stX+92EfgRrLVAtJ95aXW2ACXYFIvwdwndS4jXMVcTm7Zk11lC0KFKoFhsKRSMgrZ3Ioosra0TItBvQ0q5ofjlC04mNdApB6Ptml6O5uPPrL2MM4S3lZbzx2wKuHJ583RSPoRMJt1AaVSKEgDqM9R82rGVFQSFhu0rmVcVFlX82bZvycIjp69dxfO/9E66xsqiw0ojeNWdVYUEjCK9oFJRubnZUIP0+wj8mPsmaheuxIhaWafH2Qx/y09S5zS5HWlYqLk+sNzwlfS/Od7ULa1yIgNXQ9hCJfj8aTmEvNxiDwRhE7LlYU/5Oazvz3oUkudZcdazjHkLsM7jB1bxhfwqFQtHUyJKboka06fyUPxs1apsXoWUR14VBNKww1Z5EUSC2gGfYstjhr2jQGr4E+cCaEHgNA7euM6x9Bwa2aYsuRJ1zGgu7Ho+3ZcukWnNZsnbdPLRdB7zVnsGj6wxtv4fUm1EomgBlSO8jLPlpJVak6hQx5A+x6MelzS7HURccQm77bDw+N5qu4fG5ue7pS5tdjmbDPZbY1k1ehGdc0tOlXQFyR4I7NhACLQcy7kFkP+u0EBEpzn7u0bRYvrS1jvjwcp2q34PmtDfxjK91CZF6GXhG47zYecB1ACL99iYRV6FQKFqMyG/EFl8MIsPzm18O32mg5+McYOqAF5FxT/PL0UyM7dwFd7XWTT7DYGyX5IuclQSDFAYCcddtKQmaJnkpKdx36BE8f8LJdEzPIMXlwqPrHNS5a4tVMllVVEjEjtXNuhB4dKPyz27dYFyXbrWucc2IkYzs2Am3ruPRdQa0bcefD6pdlysUezsqtHsfIbd9Fv7SqlxbT4qbNp13r3BT0fYS/n7W4yz9eSWZ+Rn8+bVrGHTwAUnNTUn38cL8R/jq9e8pL/Yz9MiB7D987+wJLK3tYHQDvTNYawA3pF2P8DagPYRwUadBbG+FoonIzCdAuqIh4DaE5wIu4tuaNAeRBNcyIeVYCM8HvR0i/XaEllPrCkK4EdkvOL9DLNDaOXl8ilaBBOyWLmynUOwNaHlgra/6LLwIvaHtAx2ktQNZfKNjnOt5iMyHEe7hSc0VWhrkfgSBKU7dCs84hCs5vb6nsbW8jF65eXTasZ21RYV4DBd/Gn0Qh3ZLvnd1dSM8EZvLyjjzvbd5+tgTcOs6oUgEG/hlyyZcmkbYri+yq/Gp2RILINvr4+he+7Fg6xbap2dw9/hDyPbVXmDOYxi8ctIpbK+owJaSdmlpSje3IpRubn6UIb2P8Od/X8ufj7wPgUBKSfcBXTj6okN2a607j3+A1QvWYZkW29ft4K4THuSl3x6jXbc2Sc33pfk48aqjd2vvPQVpbUbuPBmkH8d77Ebk/AfR0Kqk4XngGgyRX0lsoALShOJriM1vK9kdsXcDF7XKFUMxRJag5X3QoNWFntzfKYVCodgTEZmPIIsuorKus9EXfCfv1lqy6JKqMHFrI7LoUsj7LGnDXGhpkDpxt/beU9hYWsIJb71OIBLBlhKv4eKt085kQJu2DVpn3tYtDGrbjt+2b0tooAKY0ubyTz+MySkuCgYTjm1sXJpWq1zVKQwGWFVYwEdnn5f02kII2qbtvWH/CkVDUIb0PkKfA/fjlSVPsGjGMlIyfAw9fAC6kUweayxBf4hV89diW1Vf0EIIFv6wNGlDel9Alr8AsoyqPOAAsuwfiNy3kl7DrngVyh7HMVR1EFkgS4nPLW6hphoiG9zjIPRREoNtMFc0uUgKhUKxJyHcQyDvcyeKSMsA92iEaLhulnZ5tVzrytWddX3HN5q8ezpP/TyL8lAYO6o3/WaEB6d/x5unnpH0Gi/88jNP/jSTsGWhaxrZXh8lwUCcZralRLSAes7x+RjXpSsfLqs/fc+WkmUFO5tBKoVi70TlSO9D5HXI4eDTRzPi6MG7ZUQDuDwGmh7/1yYtq4G9kfd27ELiDF47eS+xlCaU/RMI4uQbh52ftOscg7oSHfDR/PnQGYg234LRK8nxAvTk888UCoViX0Ho7RC+4xCesbtlRDuLJGrbJB3jXFFJYSBQaUTvojiUvJc4ZJo8OnMGAdPEkpKwZRGyTG4cfRBZnqoCmYYQpLpciGY+6M72eplx0eV0zcxOarwmBN2ykhurUCjiUR5pRYPQdZ3LHjqXV+58i0gwgtvrpvvArow4ZnBLi9a68B4L4e+rtb7ygfeYhEOltROCnwM2eI9A6B1ABonzNEsLQj9D6lWgZYH/XTDnAxXxY5ua1HPBXA8Vz9YyQI/+2E77LtyIrH82n3yKJke12FAoWg9CuJBpN0P5k0DIMayNA8A9pqVFa1Ucv19vftywrrL1lc8wOK7XfgnH7qio4LOVy5FIjuqxH+3T0wmYkbhja8u2mb1xI9cdOIo0t4d3F/3G/G1bKAuHkU3cO7omFw0exsrCAl6cOzvhfR2Brjkpfh6XC69h8OhRxzarjIqmRenm5kUZ0ooGc8oNJ9BjYDcW/biM3A45HDFx3G57uPdWNN9x2PZ2KH8OMMF3KiLtmrhxVbnUUcO5/HHIeRfh2g9p9IyG6u3KrwpBZCZEfsH5p+uPW695EBD4GCktag9qsQDdKaST+Q+EaxBCS0XKCAQ+Bns7uIci3Mn37FQoFApF7WhplyBdfSGyALS24Dtx9z3ceykT+vRjh7+C5+f8jCUlZ/YbwNUjRsWN21BSwklvv04wanA/OnMGH5xxDj2yc+ialcWaoiKsqJEcsiymb1jHT5s24tI1KiLRuiHNbEQL4P3FC6kIhxG1RKlZSAyhkZeaykNHHM2Qdh1IcbkIWxYfLlvCjooKhnfoyIEdOzWr7ArFnooypBW7xeBD+zP40P4tLUarRku9EFIvrHOMLH8yNpdaRpxc6pyXEdkvI4tviLZHqV59O0zLVOPehQR7I/hfITYfryZhsEsQ1maEZwxSmsjC88BcAjIMuJDpf0JLPb+Z5FYoFIq9G+EZAx7lha6Ly4aO4LKhI+oc89isHygPhyuN5bBl8dCM6bx44gRen3A6V0/9iEU7tscUEgvbFmG7ZuvH5kMC60tLeHn+L5h1FBoLWRbFgSDbystJcbmIWBZnvf8Oywp2ErZM3LrO7WMPZuLAwc0mu0Kxp6JypBWKlsTaSWwutQS7AHAqVmu5b0HuFJzq2K2NuozoXYSjlcuB0HQwl0bD3S0gCGUPIWXztwFR/D4kTvjYnvCjUCgUDWWn319pRIPznbfTXwFA27Q0Jp1xDlPOPLfeNlgtQV1G9C7CllnpOf967WqWF+4kYEawpCRgmvx9+rfNHpau+P0o3dz8KI+0otVgRkxeufNNpk/6ibSsVK56/EIGju/X0mI1Ld4jITwbqJ5LfSRSBpDFt0LoS6pCu/dELKTR3Qkyk4mKre0qpOZNcE+hUCgULY2UEWTZIxD8CrRMRMZdCPewlharSTmqZy/mbtkck0t9VM/98Eci3Py/qXy1elWMob2nYUpJz2ynyFhJMBgXhR6xbSK23SoPChSK1oTySCtaDc/e+CofPfsFW9dsZ+W8Ndxx3AOsWbi+pcVqUoTvDEi9GEQK4HVyqVOvRJbcA6FptLwRLfh9XxM+xC6PtGtYjZwxA4y+CKGMaIVCoWityNJ7wf+2k9JjLkIWXow0V7a0WE3KxAGDuXDwUFIMpyDXWf0HcvmwEdw+7X98vWZ1ixvRjmbefa+ezzDwRz3STj501fMYmsbAtu2UEa1QJIEypBWthq/f/IGQvyr3NxKK8OOHiStP7i0IIdDSb0BrOx+t3a9omX9xisOEvsfpH50Mv0fZZdZzX4LnkCTW0UDvS8KvFL0jAMLojMh+AbT2gAdcQxHZ/0paUinDyIp/Y5fciwx8osLOFAqFojkIforTinEXEQh+01LSNAtCCG4ZM46FV1/P4qtv4O7xh6IJwfR1a4kkEToNTgus3SXLk6idWSyHdu9e7xhNCPrl5ceZ3BLomO60RuuWlc0LJ0ygXVoaHt1gRIeOvHTChKRlDZkmr8z7hXu+ncany5cp3azYp1Ch3YpWg8sd+9dR0zXcXncLSdPCaJlgFSY5+Pd4revrbe0Gq6j+ZfTuiPTrkcXXEZPz7R6McFUVpROeUYg231V+ljKMlBGEqDsH3ClUdi5ElgIhZGAyRBYgMu6sXzZFk7A35TgpFIq6qPn9rNfSt3rvJ8PjSbrvtPk7DMriUKjO+y5dp8Bff+eO3rl5XDtiFNd//kmMPCM7dKJvfpvKz2O7dOXHi6+o/BwyTUzbxtDq9rdFLIvT33+bFQU7CVkW7y9eyK/bt3L72IPrlU3RNCjd3Lwoj7Si1XDB/WfhSXEMZ93QSc1M4YjzxrewVC2DyPgr0BpeVMJgzktwvcYXtbUFWf4McQXI7MSKXsoQdtFVyG0DkdsGYpfeX/cpdng2mCuAXS8XAfC/gbQrknwOhUKhUOwWaddTVcfCAC0NfCe0pEQtxv2HHYGnFYQ8hy2L+du2xl2vaUJtKCnm6dmz4oz68kjizh9BM8KlH33AAc89Sd9n/o/7v/+mTt08a+MG1hQVEopWLw9EvdNBM9mIOoViz0Z5pBWthhMuP5L8jjlMnzSLzLwMTrnpBLLb1Bd6vHciPKMh7wNk4GOoeK6Bs104gVvVjVoPjqd4l/f691TKNsA1FiLfV1vHD+bi+KG1eC1k2cMQ+qFqvv99pN4LkXp24i1lgPhzPy3afzu1wU+gUCgUiuTQUici9fbI0Jeg5SJSLkJoOS0tVoswrks3PjxrIh8uXcJzv/zcoLkuTXM0c7XQcJ9uYErbybmWYLP7XmyXEIzt0o3v1q/Fjhq/FZEISwt2xo31GYmjwO7//ltmbFhXOf/thb/SOzePMw8YkHC834zE9azWhCBkWnhr2UOh2JtQhrSiVTHy+GGMPH7vrgaaCGltcgqMWeud3OGMuxBGL0T6TdiBKWBvSWIVzfnROoF7AAS/BGEAFnhOhOAH0THJtK2qZx9XZ4h4qKo2vguj2vpeRPr1iZcI/UiVdxlnnYqnsSueAb0zIvMBhFEt/8s9JCq7wDkkMMDoBfvoy1xLI9m72lcoFIq6Ed7DEd7DW1qMZmdDSQl3f/MVG0pLGN6hI38Zfyi9c/O45aBxTFq6iO0V9UdFaYCmaXTJzKRvXj7T1qzG0DQsKTmpdx8mL1mEDkR+hxENIDSNHjk5zNi4Pqa/tcApILbLgPcaBteNHJVwjZkb11d6l8HxMD8+awb/N+tHumRm8tARR9MtK7vy/rD2HRHVcsFdmkbf/DZkelUR0ZZA6ebmRxnSCkULI+1yZMHpYBcCNlibkdZayHnLUVCZj0HRedRtAEeNaIRjdEdMyH4FQQVSy4eC06i7eJkbpw1VMoTB/yaIzKinuNoaqRdHn8NC+M5AuAclXkJvD9YaYjzjdoHz2d6BLDgL8r9EaE4xFKFlQ85byJJbneczBiKyHoxR4AqFQqFQNBaloSB/ePcNioNBbCnZXFbKhpIS3jz1DACeOOY4Jk5+v84K3roQCCnRgE2lpZi2zWsnn4o/EiE3xcep775VZ/Eyj67HGLZ1EbYsXps/lzS3O8aQdus6lw0dzg6/H1tKzu4/kIFt2yVco11qOuuKi2NM+p0VFdjADn8Fp733Ft+cfwnp0WJoeSkpvHPamfz5qy/YWlbGkPbteeiIo5OSV6HYG1CGtELR0kR+iYYo71KmYYgsBFkEIgfNMwyZOxlZfD1Ya2tZxK42PwLWNoj8gki7HCILkfWGcidrRFcj/VYovSc61wV6G0TqZQgtiVDr1CshMhekjXNeHqgmv3SeITIfPFU58sK1HyJvcsPlVCgUCoWigfy8aSMh06oMcw5ZFnO2bKIkGCTT62Vkxy58eNZErpn6MetKihOuUWlkR43lreXl/Lp9G5cMGca8LZsr166NZI3o6tw57hD+8u00wqaJ2zBol5bOFcMOxOeqP9T62gNH8evHW5FRUzpompWa2ZaSsGXx6/atHNS5a+WcPnn5fHTWxAbLqVDsDShDWqFocXblNFfHQkq9MvNIuPogXQfUYUjXJAx2NC9K75ZgfagKk24oLnAPR0v5A9LogQz94HiOfackZUTbga+g5GYcD7oFrpEQmUWsx90G4dsN2RTNhf07epgqFApFa8el6dTUkbaU6NUiofrlt6FvXn6thnRNQpZFgd8JB++RnZPQkN5dzezWdUZ27MRp/frTIzuHH9avI9vn49S+ByRlRH++cjl//N9n6EIQsWxGd+rCzI3rYzzmtpS15lcrWgdKNzcvqmq3QtHSuIeD3oG4f47lj8Z8FCnnU1U5NQmCn2CXPgrCC75zatw0QB9Aw8/SBLgPhMxnnE/uQWjp1yBSz0vKiJbSjBrRAaACx/P8S7RX9S7D2QPGfuAa0kDZFAqFQqFoHEZ16ky7tHS0aoazAP4584eYcRcOHorXSF6XTlqymMdmziDN7Y4r4uUSgkFt22GIhr2eC2BMpy48e9xJAAxt34HrR47mvIGDSUnCiA5bFn/832cETZOKSISIbTN780bGd+2GL/psHt2gb14+g2oJC1co9kWUR1qhaEGkXY4sfxrIIraStgWBydhaLujdEL5jEO4hkPMysvx5CM+i7pxnHI+0/z9IIoiMu5B2CEKTqAoDj+B4wxtSfMyA8DzYMRzb6IfIfg6ht616HhmG4FcgS8A9AvQeYG8DkYbQ0kGWEt/32ga7HDxjQaSBsZ9jmAv19aRQKBSK5qc0FOTJn2aS7fWyuprX2JKStxf+RqbXS4/sHI7puR8HduzEqyedwjOzf2LWpg0xVbkTscNfwcvz5mDaFn877EhMy2by0kWVfTUito1b1zHN5LtrGJrGz5s2MuiFpxnQpi0vnjCB/NSqw+2QafLl6pWUhEKM6tiJblnZbKsoJ93tId3joTgYoKZz3JaSYMRkfNdupLnd9MnNZ+LAwej19JZWKPYl1JuqQtECSBlClj4IgfdwDNlEgVxhqHA8v7LsH9DmG4R7BCJnBNJc4+RMm8vq2SkAgSlIrS2E3qt23QZrxW5IHqHSgDcXI4uuQORNiT5T2CkSZq6KPo8ELd0xkjGRqVcg0q5zjGVZWG3NUDS02w16R0TmvYha2mYpFAqFQtFUBM0I93/3Le8vWYhpJ25GFbYtnvp5FgAPpKTw/YWXMbJTZ0Z26syqwgKumfoxywsL6twnYJpMWrKIdLeH95cuqrxuS8myBO2q6iNi25Uh2L9t28rln0zhgzPPBRwj+tT33mRNYRFSOHtkuD2UR8JYts01I0ZxzYiR+FwGIavqYD1kWczYuB63rtM1M4u/HXokngZ43hWKfQF1rKRQtACy+KaoER0hqWwoWYAsfaDqIz5I+xOQnsTcMih/MMENk1jvsIj+JIsN5mLsrf2xt49CFt4I5kKcsO0gEIrmaQedvSpegfAMRM7LILKJD1MPO97r0HcNkEHRIkiwpdgjfhQKhSJZrp36Ce8vWUikFiO6Jjv8fh6c8X3lZ5/h4rax40lzueudWxIK8UiNMHFw+kzb1bzau6GZWbBtK/s//TgjXnqOaz/7mMU7dhCwTIKmSdiy2BnwEzRNIrbNC7/8zKxNG3j15FPJ8njx6nrMemHLYnNZKd+vW9sAKRQtgtLNzY46WtrHCVQE8fjcaK04VMeMmOiGvte0OpIyAqGvodZK2jrx4c9AeB7S9iNL74fgpAbsWEfotjEQpB/sTSAj0X0bWuYk7LS8sr+qZ1wA6X8LLftZaPMD0toEO48h7vcga/amVigUin0LaftBeBENzJVtTqSMIMTeU3gqZJp8t25Nre2sdCES3pu7eROBSIQ7v/mSKUuXJL1fpI6K3IPbtac0FGJLeRlhy6o3XDzh+rZNQcDPtDWr6xwXME3e+m0BTx93Ej9deiXrS0o45o3X4p41YNaTTqZQ7IO03m9oRZOyde12LupzPROyLuDEtIlMe3N6S4sUx5Y127jkgBs5znsOf8i5kJkfz2lpkRqJaL/nOHRwDUe0XQwiQeEuaxVy+6gGGtEatRvGHkTWo2j5nyIyHwXhpnbjvpEIfYUMz0cIF5rRDdyjcXpY70KAe1TTyqBQKBStFGmux95xJHL7MOS2wdiBT1tapDgcGY9BbuuPvW0YMvRtS4vUKNR2WG9oGmM6dWHFdX+sLLxVnaUFOxn+0rMNMqI1IWrVzF7D4PGjj+d/513EI0cei1vXd6uKd0OYunIFv27bikvX6ZmTw4iOnXBrVZ5pIQSjO3VpYikUij0PZUjvo9xx3ANsWrkV27IJByM8ftnzrPltXUuLFcNtR/+NDcs2I6WkosTP389+nE0rt7S0WL8bIXRIOa9aeycBGOA9GZH9L0eZZz1L/D9PEydMOhl0nNDpOtSv1r66VLUImwb4QOuW5L71I4NTq5bPehq8x4LWFowBiJw3ELqqCNrakajwMYWiKZBFl4C1Hic6KAgltyPNlS0tViVSSmThBWCtASTIMmTR9UhzY0uL9rtx6zrnDBhYaSwLHCP61L79eOnECQA8d/zJMVW8wQnFDpjJFe00NA2vYVBX/+hOaens2qK2QLw0txufYdA9KyupfZNh6orllX9+4fiTObrXfrRLTWNQ23a8c9pZMcXLFK0TpZubHxXavQ8SDkXYuHwz0q76IheaYOnPK+k+oGsLSlZFRamfbWt3xMio6RrLfl5Jx17t65i5ZyDSb0fqPSA8A/T2iLSrEFp25X3NMxqZ/61ToTswCQjVs2I031jvBvp+EP4cCFOnIW2vRRachsyfgXCPBJEOMoRjsHvBPRqRejFo6UiRCTuPpXZD3gfCiIaHS0CA9xgITknw8FX9oYWWish6pJ5nUygUir0fKQNgbSTme1toEPkNjF4tJlcMshjs7cTKaID5GxidWkqqRuOvBx9O75w8ZmxYT8eMDK4dMYpMb1U9j/Fdu/HdhZfy3OyfmLRkEaE6wrMBvLoBAnpm5dAjJ5vPV64gUo/RvbK4iD+88yazLrmCMZ26kOZ2EzJNTCnxGgbju3bjgoFDyPL5SDVcHPPGawRrkcOr67gNg4hpYSPRhOC4XvszqVqBs11Ub5OV7vHwxDHH1ymnQqFQHul9EpfbwJtSoyqyEOR2yGkZgRLgTfWg6bF/PaWE7HZZLSNQIyOEQLiHOW2iQt8jy59zWkdVH6O3Q6ScTnJlRsJU5lWHP8MpYpZEmLYshpIbQKQgcieD70RwDYfUixHZTyM8IxGufmhGR0T200CCatpaO0i9CCdEO1pkTOvo5F/r+9UYnIpIOTOJ51EoFIp9DS9OS8IaaG2aXZJaEWkJLtqg5TW7KE2BEIKhHTpSHAzy7do1PDv7J8I1jNSO6Rmc1q9/nGc6EWHbwrJtEDB1+TIitp2oAkocBQE/N37+KekeDx+eNZET9+/LiA4duWLYCJ465gRGd+5C37x8umRl8fRxJ+GuUedGROW8ZMhwDKERsExClkWnjEwGtm1Lz+zY9700l4szDuifhGQKhaI6yiO9DyKE4JbXruWh859E0zQkMPTwAQw/elDSa9i2zacvfslv3y+hY+/2nHHLyfhSa1Zh3n10XeeG5y7jqWv/hUCAJhh25EAGH7p3fNFLayuy8EyQFYAE/2akvROR9VjMOOE6AJl6CVQ8T8ICZJVEe0NbSxsuTOh7sDYgjC6IzIdi5TTXQWQR6O2QWnsQHpAWjtdaA5ELWU9B4fk41bp3ibMKyu93vM96D9C7gN4JkXYpQu/QcBkVCoViL0cIgcz8B5Tc5niiAdzjwD0m6TWktJD+tyEyB/QezndutSig3y+jC5nxFyj9OyCc2GP3eOcAdi9gc1kpZ7z3NhUR52B7U1kpOwN+Hj3q2Jhxg9u158LBQ3lhzmzqqu9tS4ktJYt2bG+wLF+uXsnmslI6pGfE7b+6qJAlO3bQIT2dDunpeA0XthnBtG00IchPSeGpY0/gnMnvEqzmAV9RWMBfv/sar2HQMyubLllZdMnI5LJhI2iXlkQXEIVCEYMypPdRxp0ykm4HPMzSn1aS3S6LYUcOrLcqtpSSD56cyicvfEnxtmICFSHMsInb6+LHKbN5+ucHcbkbr4Ln0RceSs/B3Vg+exW5HXM48NghhAJhPn3hS7av38HAgw/goAkHNtp+zUroe5DV+0cHIfgZUv4zrkqrln4DtrkSQl80jSzChbR3QMX3IEvBfRDCPQg78BmU3ApCB2mD8DqttCplNiDtMoS9E5nQyJdORXBrKyLtWjB6Q/gXpL4d4R7cNM+iaDb2phwnhaK1oPmOQ7p6O+HcWhtwj0lKN0v/K+B/z2k5KIM4UUoeZOhryH23UatraylnIl0DHBn1do4hLQPYFW+BvRXhHoXwHt5o+zUnX69ZHVMhO2iafLJ8Kf888pi4/w+3jBnH8oKd9VbF3l1cus72igq+Wr2K0lCIcV27MahtOz5atoTbpv0PQ2hYUuIxdErDVelfLk3jymEHsqW8zPGG10DiVOreUlHOH8eMpXtWNrM3b6JrZgWD2+35qXP7Oko3Ny/KkN6H6bx/Rzrv3zHp8VOe+oxX7nyLkD82XzccjLBl9TZ+m76UoYcPaFQZew3uTq/B3Z19QhFuGHMnG5dvJhyM8OlL0zjzzydx3l/OaNQ9mwNZ6dWtTm3VvAGjK4SMBHN+LxpILxRehqQ8eu1JZMr14H8OCFXZzXFtqcJOPp/Rt549TGTwCwjdUWmUy5Qz0TLuaNQnUSgUir0BYfRqUE60rHgFyp8kJioIgJBTFCwyH9wjGlNEhKsfuPo5+8sQsuA0sDYAIaT/XWTaVWhpVzbqns2BadtxxqdWRwuyHlnZfKdpu9Weqi50IUh1uTnvg/eoiDhtp/5v1gz+NHos//fTj4Sr7VezLVXIsthcXkaPnJw6D2Es2+aT5Uv5Zu0adCGwpWTiwMHcPvbgRn0WhWJvRuVIK5Lmkxe/jDOidyE0QSTUtD0G53w+ny2rtxEOOvuE/CHe+NtkrHqKfbQ2pAxBxSvEGsUGpFwUp/RkeAF20TVQ8SqNb0QDei8QEiqNaAAb/P9HfIEzDaca+C58CNdgcA8H10Bqz+UWEJoGBKOh7AHwv42MLK9lvEKhUCiSJvAO8Ub0LjSoUX+j0Ql9A9ZmqnRGAMqfQsombqfYyATNCK/O/wWzmtyGpnHFsOFxunnuls1c/skUXlswr9GNaID9cnIJ21alEQ1OAtfDM3+IMaLBMbqr52v7DBeD2rZnTKcu9M9vU2eVla9WryJomlREIgRMk9d/nc/KwoJGfhqFYu9FeaQVSeP2JA4N0zSBy+3igDH7N+n+wYr4itFSSsywie7TE8yAwq1FWKZNXse6T2abldAPIHfWuGhB2nUxV+yKl6HsCZJveVUXLqcAmL029rK9LRqunQwSpxhOtDJ3ymngPd75veb8Bxl4D4LTQUtzQv6sNTjh39dC+bPEHAQIw9mb3r//0RTNjmTval+hUOzRCHctNzQnJceVfP2T3UL6nXPUmFThXVFX8bJJKcHegVOkrG2r0c3frl1LYSD2QMKyba4ZMSrm2rOzf+Lp2bNico93F5em0TE9g7UlxTHXt1WUUxpMTvfbUuIzXERsCwmc3X8Ax/baDyEEb516Jm8t/JUZG9aR7vYyf9tm1hYX49I0rj9wNM/M+YlINcPcpWlsqyinV07u7342RfOjdHPzowxpRdJceN+Z3H/GY4QCYYQQaLogu102Xfp04MbnryAtq2l7DA48uF+M09PlNth/ZC88vvhK0mbE5N7THuWX/y1ACOg5pDsPfXEXvrTGK7qy28hEXn0NEc0ztgOfQ8lfgOLd3MANRg+Q5Y6XQPgQmf90WmnVPDiXJfWstesrYlc+tx/wQNYjaN5jKkcJYSBSzoaUs6uWliFHFiJO6GH10HBpOTnTCoVCofhdiLQbkcV/xDl0FYAGWj4YPREZ9yO0RJW2GxH3qJoXwD0UkcDAlzKMLLoawrMcWV39IftlhJbStDImQcgy48qGiWjIM8DHy5Zy97dfURqqrx1lYty6Tq+cHEqCQbaUl5NiuHji2ON5fOaMuLFF9RjRhtBAOKHoEvCbETy6zhPHHM9RPau6Zbh0nfMHDeH8QUOqntM0ces6YcvixblzcA7HHUxb0jtn76jArlA0B8qQViTNyOOH8fepd/DFa9/g8bqZcP1xdO3bfH0j8zrm8s+v/8qjlz5H4ZYi+o/ty59evirh2Hce/pB5X/1aGW6+cu4anr/539z0QivI2fKMwgmR3nWE7wb3MISWgowsgpI/03AvtAH6ANC94BqGSLsSIdxVxmxkNpiLa5kb50qIooN3AshCCH1d7XoIKl5z+kTXgRC7DjjckPMqsugSsEtBuBBZTyD0tg18RoVCoVDURHiPgOwXkYEPQHgRqRcgjB7Nt7/ewYlKKrkD7AJwjUBkPpBwrCx/HsI/4xRDAyILkWUPIzL/2mzy1saYzl3QhValmXWdkR074TEMFmzbyq3TvmiwF9qlaQzIb4vX7WJEh45cPXwkLl2vNGZ/3LieZQU1I9QcatPMhtA444D+bCwt5fv1ayuvhyyL1+bPjTGkE+ExjMr//nvCqVz80WTKQiHcus6zx51EfmrTOkUUir0JZUgrGsSggw9g0MEHtNj+vYf15OmfHmTWx79QURqgtKCc1Mz4L/3FM5cRClTlhUVCEZbMXNGcosYhpQnBj8HaCum3Q2CS82f3CETGX5xB4VnU3eaqJiL64wZrEfiuRku7uupu1Ji1yx6j+qlzLF7Qu9ZonaWDsR8i43Zkya0JHqZheenC1Q/yf3Sqgov0uMrkij0PqcLHFIpWg/CMQnhqeoabcX/XQMid7ORL2+VgFztpPjWJzCX2oDjkFENrQSKWxYfLlrC9ooK7xx/Cu4sXsrW8jFEdO/PXQ5zq4zM3rCfSgHosAseb7dZ0Fu7czg0jR3PV8JGV93cZs//88YeY0OrqeA2DLplZMYa2LgT75+Vx29iDuf6zT+KfpYH52gPbtmP2pVdRGgqR7vEk1Rtb0bpRurl5UYa0Yo8iHAxzw0F3sWnFFifPCvj7p3cwcHy/mHFd+nZi3rTfiISc02Pd0Oncp/n6F8vwfLDWgbE/wtXH6e1ZeAFEFuIUZPFA+vVoqZfEThTZOP8sI/HXPeMg+CmxhrakKuQaKH8BGW1fFStQbYVocEK/8yYjA1Oh9C9AAPQOkPUCQkuHlHORoR+oevnxQuoFiZ87sgQZmAx2IYTnOK1Y9K6I7KcQRk8QmbXLoVAoFIo9EimDyILTwdwQTcGSkP0Kwj0sdqDR09ENuzzSGM615pIzPNepLm70Qbj2x7Rtzpn8Lot37CBkmXh0nVvGjOPCwUNj5mV5vbh1nUANj3SOz8e4zt34ZMVSLFnlP5Y4ueAV0YraT/88i3FdutG/TWwkViBSe5HWNLeHT84+jylLF3PPt9MImCadMjL41wkTSHO7OX/QEGZt2lDpJfcZBhfVkHsXi7ZvY9KSRRQFA/y8aSM7/X66Z2fz3PEn0z0rm0yvN+nfoUKhqEK5hRR7FF+89i0blm4iUB4kWBEiWBHinxc/GzfuvL+cTqfeHfCle0lJ95HbIZtrnry4WWS0Sx9EFl2ALP0rsuAM7Ir/QPhHMBfhVFa1nf+WPYqUVUpUygj4jgejC+DDMag9kP4YWtuf0LL+iUi/DafgVy0IAebK+Ovu0bXPkX5kYBKU3oZjkEvnRWPnsUgZRHgOQmQ9Aa7BYAyAjL+j+U6IXya8AFlwFvj/7Xje7S1ABKxVyMLzkE1dOVahUCgULYP/XTDXAX6n+JgMOKHeNRBpN4LeBUSq86O3Q6Q3TytEu/Q+ZOFFUd18OnbFm3y3bg1Ldu4gYEawpSRgmjz4w3eVLbCklEQsiwl9+tIpIxOfYeDSNDy6zjPHnsCcy67m8WOO45Yx4/DoiYueAmhCJKyGPapz51rnlIWCvLt4IbdP+x9+08nfXldSwpH/fY2QaXJIt+48eczxDG7XnkFt2/HQEUdz3H7xRV9/2bKJM95/m9cWzOPDZUvZUl5OxLZZUVDA2ZPeaZCnXaFQxKI80oo9isItRYSCsQZZyc7SuHEp6T6enfMQS39agWXa7H9gL7wp8UXJdhcpLWTZI054tjAg9Rq01IlIcyX43yImdK3sYWTGPZAo3EaGkKEfooViKkDrCllPQemtYC4HbAj+B+k7FKGlQspZEPgIrNXR5KmKmguC0T1+n/BvtT+M0CA0g/j2Wn4IfAopp4JnLMLohgwvAP9r2P6XIeVCtJQJVTuXP0HiFizS8Yhb6xvUG1WhUCgUewbS3k5cbQ+7MG6c0NIhbwpEFoC0wT0IIRrPG2rZNg/88B2TlyzGpWvcOHIM5wwYhIwsBf/7joy7HMdlD1AR/HfcGraUhC2LGWtXc9MXU6mIROiRlc3Tx57ITf+bWmkQv7pgHgd360GKy8X5gwbz8fKlrC0uAohpW7Vrze7ZOXF7Ldy2rdZn0TWN6evWYsrYTOnySJjPVi5nQp9+HNy1Oz2yc5i/dTMvzZ3Di7/M5pKhwzl5/76V4x+bOSPOkw7Or6E8HGZDaQk9EsimUCjqRxnSij2KAeP74fF5KvtZG26D/mP7JBxruAz6j+2b8N7vRVY8FzWYA442KnsYW8tzXhKEC2S1FwphgN7N6ddcqQ91J5zNLkQWX0OlEWuvg8IzcbzWlvMT+RVZdBXk/NvJec59B8I/OZ5kDCi5OSpUBHznIdyJQrvKE1zb9TC2Y3wnKkQqi5HmOmThRCfnrfqg0nuwEWgpJzufre117BFRYd17GXad3UkVCsW+hHAfiKx4narDVBe4RyQeK9y13vu9/N9PP/L2wl8rDce/Tf+WNqmpHN5xWwLdrDOifUplmhg4faP75OaxtaKcqz/9qNKIXV1cxGnvveloZimxpGTels1c9cmHvDbhVLyGi8lnnOOEWkdMhICbvvgMTUDYsrlkyHAGtW0XJ29ZuPZILUtKemRnJ7xXHAyyuqiQcya9S0koSKiaV/n2af9DQ3Di/s670Y6KmgfuVUQsm0yPCuvem1C6uXlRod2KPYqhhw/gkgfOweUx0DRBnwN7cdvr1ze/IIFPifW+BiE4NdrSqebJrxvhHoTIfgm0DoAXXIMR2a9Ec49rjg8Qa9XaEJmF3HkcdvAbp9WU5yCE90iE52DI+wqR/TIibypaxp+qZlll2GVPYBffDCJRT0gBuCD9BkTa1UDN9iMupGsUsvAisLcTb2kHwP86sCvvbE2CPXQQPkiZiNDzE9xXKBQKxZ6O8IyH9OsBF6CBawgi8x/NLsfUFctjvK9B0+TTFcvB2B9kTV3rpV1mL14+6RQ6pKfjNQyGte/AKyefyndr18R5gv2mGVO125KS6RvWcewb/+b7dWtx6TrjunTjyJ69OKx7T7674BJePflUvjzvQv44+qDKecXBII/O/IGbvphKm5T4YqkaTrXvP40eyzUjRuEzYn1ebs2pJn7+B++z3V8RY0Tveub//DoPgJ83bWRdjR7V4BQt8xkuLhkyjNyUlm89plDsqSiPtGKP4w/XH8eE647FMi0MVwv9FdYyaxTX1kDLdozFrGeRxdc6/aK1TET2vypP4EWbb4FoBW9rs9PrOSE6cdW7rVVQfD122vWI1EuRZY+C/xVAIj2HIrIerxwqw79A4XnEG+nVkWD0B89xYBdB3pdQfImTYy3SIOPvUPEU2BtrX0I4v39Z/gJxBdK0dojU88Ho7bxkKRQKhWKvRUu9BJlyMWAihKtFZEj3xKZw6UKQ7fUh9HaQ/SSy+AaQYdCynANo4WJUp878cNHlgFPBe3NZGaXhxC0oE2hmlhcWcMUnU7h59FguGTKMf8z4nlfnz0VKydE99+PRo46tHPvzpo1MnPwepqy9urYNDGvXnmN79aYkFGTaeRdx0UcfsKqokAy3h38ccTQP//gDm8vLal3DFc3Xfmb2rLhK3h3TMzhv4GD65uUzrmu3WtdQKBT1owxpxR6JEKLljGhApN+KLLwQx0urgUhBpDmKWHgOgjZzHSNZpCFqtJOQ5vpoqHQJiVtSGaC1B3tDgnshKH8cKXKi3uCooRyajix9AJF5L1JKZOHl1G1ERzEXwM7DnBBxVz9EzpuIaMsSGfwaGZpVx2QvIu2a6J8ThKfpnRGpl9Yvg2KPQ0qwVYsNhUJRA0fftYwRDXDnuIO5cMokQqaFpgnSXG4uGzrckc1zcFQ3VyTUzauLCjln8ruUh8JE7PgCXC5NIz8lhc3l8QfgIcvinzN/IM3t5r+/zseMGq/T1qzioRnf85eDD8OWkks++qBOI3oXv2zZzPjX/oWhCQa0bcekM84hxeX8Xr9YtYLZm2s/4PYaBteMcFpthRMUEuualcXlw5omtF7Rsijd3Pyo0G7FHs/OzYXcetT9nNnhMm4+9B62rq0jV7eREO4hiLxJkHotIu1GRN4nCL1j1X0hEFp6nKIGnJxoextOCHdNY1dAxsOQ9xGIrFp2t5xenTGh5SEIz4huUE5lO6x62ZWLHYLIImTZg9VubY/eT4QG7lEIzzhH6pSJxFYT90LKxCRlUCgUCsXehrS2YhdegL39IOzC85DW5ibfc0SHTkw+81yuHzmaP446iM8nXkD79PTK+0JotermKz/5kB0VFfjNSJwXVxOC/zv6eKaeeyGZnsSFS8OWxVerV8WElocsi+nr1wFQHAwQtpI44MYpTmZJm5Bl8du2rfzjh+8q720rL6+sKl4TDRjftSsHde4KwAUDh+CtFhruNQzOHzg4KRkUCkX9KI+0Yo/GjJj8cfxf2LZuB7ZlU7yjlBvH3sVry59q1CrdiRBGL0T6tQ2faK6mWtWxGrjBWoWweiNz3oXia8FaHj8s8hvOqf8uj7YArQ1ShpAV8VVIkyMM4fkAyNAsZOhHEnvMAWwIT0fKMEK4Ed7DkZn/gIqXnGdLuQTNd2wtcxUKhUKxNyNl2GmHaG/F0ReFzuf8L52imU3I/rl57J+b1+B5q4uLatfMmsbygp30zMlh0unncOXUj+LaWQlg6c4duDSt0hAXQNvUVIJmhH8vmFerAVwXIcti7tYtAMzYsI6ZG9dXerxrYgPTVq/GtG0MTeOY/XoTti1emjsHgCuGjeConvs1WAaFQpEYZUgr9mg2Lt9C8fYSbMtRKrZlEygPsvrXdfQb1buFpasFrW0decchqHgJWfEyeI9A5H2MLH/GyVWuVPES5BYQ2c54JKBDxl+QhRdAZCHxWVzgGN4msUa8RpXX2QCjB3bgUyi5HaeVya6glV2n9zVfM6o+a77jwHdcvY+vUCgUir0ccxXIEqr0iwWyDMwV4OrfkpLVSpvUVLYmCNsGCFoWz//yMy/Mnc2xvXrzxbkX8NjMGTw756fqmpnN5WVke72ELAspnSrgd48/lHMmv8fi7dvjYrwEzhjTtmM1sxDY0WJnhqbRMzubKUsXc8fXXxI0zfo1c7VCaSft35eT9m+aDiYKxb6OMqQVrYadmwt595EPKdlRythTRjHulJH1zvGmerDMWKPRMm18qU174v17ENn/F82vxsnVilOB0Xzj0NcQ/AyMPjj/VGt4h2XACa/2HgOeg5xWWpHf4sehg2sk4IXI9Br3o1W1AUQ6IuMuZMHZVPUDtZ29fRMh+GG1FyMveMY1uWdB0XqRKg9LodgnkNZWZMW/wC5CeI9FeI+of5LwgaxxoCutKn3TCnnm2BM5f8okNOH0V66pmXdVx/5i5QqO6tmLfvn5GNW8z7sIRCKM7dKVo3rux/iu3dhaXs6i7dvixulCMKZzFwyh8cP6tURqtOFyaRoCQabXy13jD+Xkt/9bWTXcjo65aPBQ3l20kLJwCFtKvIbB4d17VBYbU+x7KN3cvChDWtEqKNpewpWDb6G8qBzLspkxZTY7Nxbwh+vr9nC27ZrPqBOH89Oncwn5Q3hS3Awc35du/bs0k+QNR7gGQv40iCx2qneX3h/Nma7RXkoGwVoHWjsSFw4LQvh7ZGQRVLwI3mNIHIptQWQeuA9McD8Nkf200xbEPRghfEhqVis1wd4MOa9D2aNgbwH3aET6zbv3C1AoFArFHoG0diB3nuR4k7GQwa+Q6X9GSz237ol6V/CMhdAMnHoeXvCMAb1HM0i9ewxp34HvLryExTt2YFo293z7VcL2UmHLZE1REdleb8IQ66Bl8fXaNczftpUXf5nNUT17xRnR4LTPmrN5MyM6dowxogEy3R6ePPYEbCkZ0r49XsNFyIx9DzBtmy1lpbx1yhk8MnM6W8vLGdulKzePHtsIvw2FQpEMypBWtChrflvHzs1FLPlpOf4yP1Y0RDvkD/H6fe/Va0gLIbjjzRv44tVvWTF3NT0GdOG4y45IWEikNSG0bPAchACkZxzYO5BFlzphb7uCv4TH6X0ZmkbtOdU2yB1g7YjmJ4taxgZAuHAKgu0ylN3gPQjhrlG903si+N+qNg4ITYfIr4jcSQ3qBy2lRAbeddYTXkTadU5Vc4VCoVC0WmRkqaOXwr9EI6d2GZMBKH8K6jGkhRCQ9RQE3kNGliBcfcF3eqvXzTm+FMZ2cQp1fdPtUnZUVHDelPdZVVhQqVldukGfvHw+Xr60ds0sJTv9fnb6/ayL5icnImBGSDFc+AyjskiZR9cZ17UbIzt1jhl70v59eWfRbzG9rKetWc3cLVuYctZE8hrQD1pKyRu/LeCdRb/hNQz+OOogRnduvQ4IhaK1ogxpRYvx7I2vMvWlrzDcBiF/CNuOVUk1Q7ZrQ9d1jrv0cODwJpCy6RFCA70tZD2DLDgHZDFggmso0j0eIosBNwlbTMVQM/+5Ol6EewzSPQbK/+n00fSMRWT8LV6e9Fucdlj+/1JVGTwAdgRZ9hAi659JP5v0vwVlD1WuI4uugpzXEO6hSa+haI0I1WJDodhLsUvugcAHzuGrDBBfcyO5ytNC6JByFnvqN4UmBG3T0nj++JM4+/13KAmHMC2LAzt2ZHzXbszdshm3phGup4CYJWvTy+AzDMZ17cbwDh15dOYMIrbFwV27c/+h8eHzd447BJem8d/fFlQa0wHTJOKv4OEZ3/Pwkcck/Wz/XjCPR36cXmm8X/LxB7x5yhkMbtc+6TUUrRGlm5sb1f5K0SIs+nEZn708jVAgTEWJHzNiVRYMA/CkuDn83PEtKGHzI4wu4D2UygJg4blQch2kXAB6RyAFx6MsAA/x52A6JHxl0cDYDxmYDOWPg9ELcj9Hy34eocWfYAthoGXckqAgjOmEmjcE/+vEtukKOh5qhUKhULQ6ZHg2BKcAwWg4d80DWi/4JrSEaC1Gj+wcDu7e3SkABvy8aRPXTv2YS4cMo316BqkuF17DcDSzbmDU8LprtXjhNSHYPy+ft39bwJM/z6RPXh7TzruI5084GZ8rvhe3oWncMe4Q+ubFRoWZts3akuIGPdN/fp0X06YraJq8t3hhg9ZQKBTKI63YDWzb5r1/fsR3784kIzeNyx4+j56DujVojS2rt8WFeGm6Rq8h3fGX+jnoDyO56P6zGlHq1o+0djhegErPcwDCPyLsDZD3IYS+Q9oBhGcMQm+D7f8QSu/GCcE2QKRGX3xqnH7rXcDaArIQsJ2q3kXnIPOn1V0szD0y2mZrV4i3N1q0rAGIml8xAqd6uEKhUCgaEyltZMWLEPwCtBxE+p8Rrv0btoi5nvgDWQHGASDLwXsMIu36xhJ5j2BLWRkfLVtKOJorHTAjfLduDVsrypl6zvl8u24NwYjJ2C5dyU9N5b3FC7nn22kETRND00hzuykJBuPixbpnZbOhpJjCQAAJLNi2lbMmvcPX51+Cx6j99XxUp84s2bmj0ivt1Q1Gdexc6/hEGCLej+bSlG9NoWgoypBWNJhX7niTKU9/TsjvFMdaPO5unp/3CB16tkt6jR4Du2LXCIfKzM/g6Z8ebPU5VE2GLHcMT1k9hFtHmiuh9AGIzAVMpN4Nsl9ASzkZqecjg1+ClgUp50LRdWD+Um2+AZ6jIPAmVW1IbCfnzVwFrn61iiPSrkKaK6I52oBnDCK9gS9QqddAyZ+pNMaFF5EysWFrKFolqjKoQtG6kGUPgf9tnCgggSycC7kfI4xOyS/i6gOyRqiy1gYtb3JjirpHUR4O49K0SkMaHO/wsoId3P3Nl8zbuhXTtumZncNLJ07g9H79aZeWxlerV5Ht9TFx4CAu+3gKC7ZtjZl/ZI+e/Pe3BZUGti0lpaEQa0uK6+yDfcPIMawoKODbdWsAOLhbN647cFSDnunaA0dx27T/ETRNBOBzuTh3wOAGraFonSjd3LwoQ1rRYD558ctKIxogHAzz/fuzOOvWCUmv0WNgVy5/+Dyev/nf6IaO2+fmgal37LtGNIDe2ekNLYM4Rq8AqUHJPUBF1ThrLbLwfMj/xvFOe8ZU3pK5byJL74XgJ45RnnIpeA4H/39i95IRx4NdB0K4ENlPIW2nr6bQ0hr8SJrvGKTmQ/rfA+FBpF7acA+JQqFQKOon8C5VqTTSOZQN/Q+Mi5NeQrgOQKb/CcoeZld7RJH9UlNIu8fQNSuLDI+HgGliS4kAdKFx+7Qv8UeqOmGsKipk4uT3+P6iyxjXpRvjunSrvDf5jHO48+svmbpyOS5N48phBzKuSzdeWzAvZq+IZZHmctcpj1vXefHECZSFnPewdE/D21CetH9f0twe3lv8G17DxZXDD2S/3NwGr6NQ7OsoQ1rRYLQaIUFCCHS94SFBJ119DIdPHE/pzjLyOuXgcu/bIb9CGJD7BrL4RjBXgtYetEyI/BI/2C5EFl2O1Dsh0q5C6O2jawhE5l8h86+VQ6WUSM9oCH1TfQFk9IWgXrlqMaBlZBmy7O9OxXDPoYj0mxAi/v+h8ByM8BycxE4KhUKh2H0ShGTT8H7CWur5SN8pYBeC3j7h9/q+hFvXeee0s7jus09YVVRIp4wMUl1uftmyOW7sDn8FF384mc6ZmVwzYiTt0tIBRzc/cPhRPHD4UZVjpZQc2KET369fW3UNsGpGBNRCbQb04h3b+dv331IQ8HNE957cOGpMwr7Sh3XvwWHdW287MoViT0AlRCgazOm3nIQ3xfkC1zSBJ8XDoWfvXkuj1IwU2vdou88b0bsQege03HcRbWaDlgqR+SSuxB2B8A9Oa5GdJyOtnbWvKQSQRuxLlg3lD++2nNLagiw8C8I/gbUK/P9Flt612+spFAqF4neSegngi37QQHjBe+xuLSW0NITRZZ83onfRKSOTD848l7mXX4NL02PCtKsTsW2+X7+Wtxf+yglvvU5hwF/rmkII0tzuGM1sSckjP07fbTk3lpZwxvtvM2vTBlYUFvDqgrnc8+203V5PoVDUjfJIKxrMWbdOILttJtPfn0Vmfgbn/eV08jrmsmrBWl65803Kiyo47JyxnHT1MfWGapsRk7ULN6DpGl0P6ISe4NR0n8RcCuZy6m8zYjntSYJTIfX82ofZO4g1yO3otd0k9A3I6tVcgxD4BJnxj307PH8fQYJqsaFQtDJE6tVIrY1TbEzPRaReh9DbICOLkGWPO8UovScjUs6u93tayjCYKwADjP2cNo0KFm3fxqqiQswkWl75wxGmrljOxIGDax233V8Rq5mlZHtFRa3j6+Or1auwqskWNE0+WLokxhOu2HtRurn5UYa0osEIITjmosM45qLDKq9tXL6ZG8feRbDCydlZtWAd5cV+zr3z1FrXKS0s48axd7NzYwFSSrr178Ij0+6p9Hbvi0jbjyz7G4RmRHOlqyPANToa6h2qdt2mXoPbexhEFlCVP+dzcqcbKl9kGdgFSDtEfBihroxohUKhaCGEEIiU0yHl9Mpr0lyJLDwn2g8aiCxFynJE2uW1riPtQmTB2WBvAyQYfSHn33V3edjLKQ+Hue+7r/lhwzpCZqy+FcC4Lt2YuXEDEbuqIJmNrDdM+4juPVm0fVtlKyqfYXB4954Nkk1KydKCnRQG/IQtC1FDNxua0ssKRVOhDGlFo/DN2zMIB6uKboT8IaY8NbVOQ/q5G19jy6qtmBFH8axesJY3/jaJs26bwNPXvczimctp36MtNzx3Ge27t23yZ2gNyKIrITKPWEMZwAVGD0i7CopvAFn9vuUYtlLWYch6qWqrJcB7PCL1suTlkhJZeicEokXMsEF4nKJlWIAvGlaoUCgUitaCDHxc41A24BSfrMuQLr0PrA1UHtBGFiHLn4fUi51ilpEFoHdFZN6L0Ds2qfytASkll3w0mQXbtsZU7gYnf3q/nFwuHzaC37ZvpShYdd+ybYIR06lHUotu9hpG5ZoCmNCnH5cOHd4g2f705ed8vnI5hqZhSYnb0InYFpaU+AyDK4Yd2PCHVigUSaEMaUWjkEhH1OedXP3rukojGiAcjLBy3mruPP4Bls9ZRSRksnXNdq4fdQevLX+S1My6q0zv6Ui7HCJziPUu66Dlg3sEpJwDhRdR1dd5FzZUPI8kjEi/IX7d8BwoewDH4I2uaW9BiAaE0Yd/gMCnzt674tBEDvjOBns7eA5D+P6Q/HqKPRsJMlHqvkKhaIUIYlN76vFQRpYRq4dCEFmMLLzISTsiDNYGZMHpkPe/3erosCdRHAwyf+sWItVCpnUhyE9NZVSnzpzdfyAXTJlU2dd5F5aUPPnzTCK2xbUHjo5bd9bGDTw043us6JepLgRbysrQGhDZ9c3aNXyxakWlRxsgPyWVk/r3YaffzxE9evKHPrW3uVTsZSjd3OyopJe9CNu2+fmzeXz+6jesW7KxQXNXLVjLpQP+yEmZ53PjuLvYsbGgQfMPP3c83hRPpfHs8hgMO2ow/rJArXN6Du6Gy111luP2uunar1OlEQ1gWzbhUISFM5Y1SJ49EqETV1hMeBGZ96FlPQqhWVR5lWsSAP+riW+FZ9eYZ0I4QSXwurDWx8smixAZd6JlP42WcooK61YoFIoESGkjg98g/ZOQ5qqGzY0sxt5xLPa2IdgF5yKtbQ2aL3x/cIqOVRrPbnCPRdp15OG6+gHVi4x5wegO5jKqdInteLojCxokz56IoWlxJT+9hsFDRxzNY0cdx/R1a+PCvXcRME1emjsn4b2fN22IMb5NKZm9uWHvbutKiuPytQsCfu495HCePf4kTul7gNLNCkUTogzpvQTbtrn7pIe4/8zHeOb6l7lm+K1MnzQrqbmlhWXcfOg9rFu0gUBZgCWzVvCnw/6KXU8xDYCV89fwwi3/Yeq/vuKud25ixLFDMFyOp/OHD2Zxaf+bKN5RAkBFqZ87T3iAYz1n84fcC+k7qjed9u+AN9WDJ8XD/iN6csYtJyPtWJUlpYwxuPdWhPCB7xSqqq66QGsDbuckW2he6mxlUlsulpYH1OhLqWUmXsLa6hSmifaOrsToQ6wXQ4DeuWFebYVCodjHkNJCFl2KLLkJWXY/cucfkMGvkptrFyILz3M6I8gKiMxFFp6PTKI9kowsxi59EBmYBJlPgnsclUGIoc+RO49H2kXRfcqwCy/B3noA9rYR4DoQ9K4gUgAvuAZB6kU49ThidoF9oKp3usfDSb374DOc359b1+mQnsGBHToB4DVc6Frtr9N2LS7CvJRUvEbsu02215dw7JayMhZu30ZFOPYwvV9ePno1Q1kA3bKylPGsUDQTe791sgcTCoTQdC2p1lA/T53Hb98vJlheFfb7yEXPMPaUkfV+oS6fszrG2WhbNgWbCtm5sYA2XfJrnbdwxlJuO/pvhPwhhCb48OnP6TuqN7YtsSMWkZBJJGTy2t1vc+PzV/DwBU8zb9pvmBGT8iKTF27+Nw98dicZueloukan3u3RNI1Dzx7L9+/PIuQP4fK4aNu1DQPG963/F7aHIGUYWf4CRH4FV29E6jUILQUAkXE/0ujntJUyuiBSr6wq8OI9GcpfBFlKVZj2LhwjXEob7J2gZSFE1Hj2nQxlj8XmybnHx8lllz0BFS+BcAMCcl5FuAY6crmHIdOuhPKnnRcn4UNkP9+4vxiFQqHYA5AyiFNcMQkjMvQ1ROaCrGqDJEtuRXiTiAoKLyA2EsgCa7PTcUGvvW6IDP+MLLwUJw1IA/FfMPpTWZhShkGGkWVPITL/giy+2dE5RECWQNnfne9/keFESundEUJge4+G4FfRdT2gdwHXkPqfYw8hZJo8O+cnftu2jb55+Vx74Ch8Luf/8cNHHsPAtu34edNGumVlceXwkXiiRvCpfQ/gX3PnUBoOxRnNPsPgjAMGYNk2BQE/mR5vzLzHZs6ICcs+uFu3OLke+XE6r8z7BZeuownB6384nQFtnP//Izt15ophI3hm9k+4dJ1Ul5sXT5jQBL8dhUKRCGVIt0JCgRD3nf4oc75YAAJOvPIornni4joN4sKtxdg1PLlBfwgzYtZriKdk+LDMWMPMsmx86YlPRnfxyp1vEvI7Ra+kLQlWhFgxdzW2VXVqbUUstq512izNm/ZbZcg2QDgUYcF3izjv7tNj1v3TK1fTe3hPFv6wlE6923Pmn0/ea/pMSymRRZdDeC4QhPAsZGgm5L6LEAZCaIjUcyH13Li5Qs+DvA+RFa+AXQyugU4bKrsAvEeC5zDkjrFglwES6TkKzAUgLeflqDrBD5H2zQgtx5ErPA8qXgGcFyxwCp+JNj9WTtHSrkKmnO3srXeoMtQV+yR2fXmWCsVehrT9yOJrITzT+ZxyHiL99roPq+0d8dFCshwprfojerQ04r3AFoi664XIskepqqVhO0a8ubTGWhGwomHE4ZppQxFEeA4i7YqYdUXmI0jXG07nCL0nIvXSvabPtJSSiz6czLytWwhZJjM3bmDmpg28d9pZ6JqGJgTnDxrC+YPiDw7apqXxyTnn8fK8XygNBhnYth1frVlNYcDPMb3249BuPRj18guUh8OA5Oie+zFv6xYs26YsHFtY9L3Fi/jT6HFker0A/LxpI6/Nn0fIsghFi5Jd8fEUfryk6v/N9SPHcP6gIRQHg3RMz8Cl2oju0yjd3LwoQ7oV8vwf/838rxdWGqRfvPoN3fp34YTLj6x1Tt+RvWIqDGiaoEu/TkkZoH0O7EX/sX1Z+MMSghUhvKkejr/iSNKz6y4g4i+NzX+WUpKek0Y4ECYUcJSyJ8XD0CMGAJCalUKgmsfc7XGRmZsRt66maUy49lgmXHtsvbLvcVgbq4xoAEJgrQZzCbgGxA2X5jpk2YNgbQPPwYi0a9Ay7qgakDrRGSclcsd4xxu9i9AntcshXGDthKghTaK8PbsAKUMxLU+ElgVaVlKPqlAoFHsTsuxv0ZoT0YNn/ztIY39ESu3dKXANrnFBB6N3cmkxrmFOWHV4Pk7rQh+knFd/cS9ZM/9ZgsiKRiXtMty84Bnj/FFLB7t6EUt3wu95IXRE6vnA+fXLvoextqSY+dscIxogZJksL9jJ8oKd9M1vEzd+dVEhD0z/ju0V5RzWvSfXHjiKu8cfWnn/vKjBLaVk5MvPUxCoikj4aPnSWuUwNM3xXEcN6ZWFBcgaGdrbKsqJWFaMwZzl9ZFVS1i4QqFoOlSOdCtk/reLYlpJBStCzJv2W51zug/oyh9fvgpPihtNE3Tu05G/f3J7UvtpmsbfPrmNa5+6hHPuPJXbXr+eKx6JV5SlhWXM+/o3Vs5fg5SSw88dh9tX5ZX0pLi58P6zGHHsEDRdQ9M1DjlzDKfedAIANz5/BZ4UNy63gTfFQ5uu+Rx5wcFJybj3YBFXMVWGkCW3Y1f8F1ntMERaO5EFp0LoWzAXQcUryJK7Ei8ryx3PdNLoYHSu+mj0SLQoMvRjgusKhUKxDxL+idjWhAEI1/0dKVz9ION+nBaEGhg9EdkvJLWdEBoi+2VExt2QejUi6zG0jD/FjZN2ETL0IzKyxNEh3hOA6j2fvZD+J/CMxamzoYPvRESKo+dFxn1R+VyAD4xOTkrQPoRl23HVskOmyZ++/Jw3flsQo5u3V5Tzh3fe5Ju1q1m4YzsvzZ3N3d8kznsvCgYoDdVsZ1k7bk2nY3qVg6Fndk5C/+LMjRuSXlOhUDQdyiPdCsnvlMum5Vsqv7hdboN23WrPVd7FYWeN5dAzDyISiuD2NizsVtd1jr7w0FrvL5uziluPvA8AM2Ix+LADWD5nFXY0JDwlw8eVj13AoWcexKFnHkQ4GAYhcHuqPOIjjxvKUzMfYO5Xv5GamcKhZx+Ex+dJuN9ei94lWv10JVWhdBaYy6HsEaQsQ6Rd5VwOfQdEqArHC0LwI2zrNii9CyLzQWSAZzwYB+C8BCWuHOpg4HgmMhE5LzrFzaII91Ck73QI/Cd2SsmNSPd0hBYfOaDYd5GAlCp8TLGPobWLhkPvMqpckEQfZS3lZKTvJCAcE+GTDEIYkHJarcGaMrwAWXQRIECajpc5NJ9Kr7lIh/Q70XxHg+/oaH63FpOaI7yHQ+47Tsi6yALf8Q2Wc0+ne1Y2XTIyWVVUWNnmypKSJTt38MD0bykPh7li2AgApq1ZTcS2Kv8WBEyTyUsWccvosdz+9f9YsHUrGR4Ph3TrTv/8tvW2szI0DSkh2+fllZNOqcyhBicH+pQ+/Xhj4a+V1yRw1acf8dOlV5LmVilWiiqUbm5+lCHdCrn+mUu5bvQdWNEey1n5GZx1W3I9eoUQDTaik+FvZz5GRUlVaNLPU+c5hn5Uk9iWTU7brMr7tcnQfUBXug/o2ujy7SkIoUHO68iyByD4DcjCancD4P8P7DKkhRbXcQoEFF4K1lIcI3sH+FfhVPjuDvZ6EAbICI5RXa13tO9SSLsMoaUlzOkTvuORgfeBqv/PyAhy+xik8ELajWjRUHKFQqHY1xCZ9yILznLqTiBBz0ekXpbcXCGI9RI3DrL4eiciaRehr4lVHCZCrwpNFsKbWD5XX3DtPUU9G4quabx92pnc9903fLt2DYXBqtS1gGny2vxfKg1pTYi4gw0hBOdPeZ8VhQVEbJvt/gpWFhXi1jR6ZueypqQIQ9MIWxaWbcf0jr562IFcMnQ4aW53Qt184v59mbJsCRWRqkjFsGUy/KVn8RkGfx4zjrMHDGr8X4pCoagXZUi3Qjr17sCrS59g/tcLMdwGw48ejDelZU+Hd24sjPlcs0VVOBhh9a/rGXn8sOYUq14sy+KnT+dSvL2UA8b0pmu/zvVPamKElo7IfBBbexoqniG+AncUz2GgPQx2ODrGB74TIfABjhFdnQjYyyHtLoTRDvR2SDsMRZfhGMYWBP8Nwo/IiA0Pl3YhsuwRiKygKnd7F1EPtwxD2cNIvSPCW3vkgkKhUOytCKMX5H0R9dx6wDOuVsO02bBr9pWucfoqI07/Z8/YZhMpGaQ0nbQluxDcwxBGz5YWiQyPl38edSyPzvyB52b/VKPMW5WBe1SPXjzy43THKJYSn2FwSt8DeG/xwkpv9i7Cts2Sgh3ce8jhtElNpX1aOv5ImEs/mkLAjGBJyUvz5lBhRrhz3CExc3f6/Tw843uWF+yM6TcNjrfcsizClsXfpn9Lx4xMxnft1pi/DoVCkQTKkG6lZOVncsiZB7W0GJV07tOBtQs3VIabCyFicobcXhcd92vXUuIlxLIsbj/6byz5eaVj+EvJ7W/cwEETDmxp0QAQvpOQ/pejbVEkTiGZS6rua5mQOwVZ/iRYW8BzMHhPhcDk2hcNvo/I+yj658+QQlYVoZMB8L+BTL/NCRcEpAwgC04DayuO0Rz9ShCpIMtqLo4MfaMMaQUgsFX4mGIfROi54DuhpcWoQu8G1hqqDGhBjDEt3E5P6FaElCay8AKn9oeUgISsJ1qNbjml7wG8On8ugUjE0cyGweVDh1fez/b5+Pis8/i/n35kW3k5h/fowcm9+/LOotpr2by/eCEfnuVEdH24bIkTiR+9FzBN/r1gHrePPbgyDNwfiTDh7f+y3V+BadsYmoYmIdXtjqv0HTBNvlm7WhnSCpRubn5UsTFFUtwz6U/kdMjGm+rBcBscddEhpGWnkpqZgifFw+gThzPu1FEtLWYMP344hyU/rSBYHiTkDxEKhPnnxc+2tFiVCKMLIvc98BwN7tGQcTci9ZLYMXpbtMy/o+W8gpZ6AZqeBinnArVU57SrtbmSZoLQcElMC5TwL2AXUZVbbQIaZPwD9JoeAgO03AY+pUKhUCiaCpH9HGh5IFIAF/hOd/KiRTpOZe4jwXN4S4sZS/ALiCyKHiIHgCCy5NaWlqqS7lnZvH/62Rzdcz8O6tyF+w49gouGxEbbtU9P56Ejjua1Cady3sAhZHi9nN1/AD4jsX+qOFgV7WXadnzggJQxPahnbdxASSjkjI3OEQIeO+pYumVmxcx1aRq5vpTf8cQKhWJ3UR5pRVJ07NWe/65+hm3rdpCenUZGbjpX/vMCVi1YS0ZOGt36d6m7l2YzYkZMvvrvdGZ88BNmJDZsuqLUj23baFrznyFJcw0yMBUQCN9JCKMTwuiFyH4y+TXsQhDZ4B4B5gaw11S7a4B7aNVH95hovvQuD4UHPGNr9H+Os7Qd+TzDQL8PWXgpjnGtg5YRbX2iUCgUitaAMLpD/rdgbXa+o7VsZPotTji3yEK4ere0iJVIGYbAR8jgF8T2rQZkGVLKFnmPWFVYwKcrlqMLwYS+/eiYnkGfvHyePf6kpNco8PvJS0nlwA6dWF9SzJqS4sp7hqYxrEOHys/ju3RD17TK2AGPrnNotx4Y9byXCCEY0bETDxx+FJd8NBnTttGFRpbPy8SBKkdaoWgJlCGtSBrDZdCxV/vKz2lZqQw6+IAWlCgey7K45fB7WTlvDaFAOCaXW9M1eg7u1jJGdGQxsvAckE5IlvS/BLmTEAnbTtWyhl2M3HlS1IMcwakY2w+sFThtVXohMv5aOV7ouZD7HrL0vmho+BhEeo1Tf/dwp1+oFcTJwzbAPQKh5YA7B/ImO3lswgfe451w80ZCSon0vwPBj5wXwLQbEa4+jba+QqFQ7AsI4QKjKnxbaJngbh0pTLtwwrknQmQZTi2O6oe4Orj6t4gR/dv2bZz1/juELBNNCF6YO5uPzppIt6zspNcoDPg59s1/UxwMYto2Lk2jX14+KwoL0QTsn5fPXw+uigrIT01l0hlnc+93X7O1vJxxXbpy60HjY9Yc2bETGR4PwWgetaFpjO3chQyPh1GdOjPlzIl8t24NPpeLE3v3IcPTeHV0pJS88dsCPl6+lCyvlz+OHsv+uXmNtr5CsTehDGnFXsUv//uVlfPXEqyo0bdRQPf+Xbjvw5YJH5Nlj0bD2HZd8CPLn0JkPZ78IoHJYBdTVWgsAtZiJ7fMNQS0tnEvIsLojsh5tdYlhfAhvWdDxWPRKxZEViHtMqcomtETmqgIjKx4CcqfwQntE8jwLMidgjC6Ncl+isZFJgpmUCgUikSEvnfaPBKocUOA0QeR1TJpVw/N+J6A6ehUW0r8kQhP/TyLR486Nuk13lu8kJKoEQ0QsW2W7NzBs8edxKB27WibGt8po1dOLq//4fRa10x1uzm7/0Ce+MnpU27ZNssLCigLhUj3eNgvN5f9cpsm1eqZ2bN4bs7PBEwTAfy4YT2fnnM+XWqElCtaJ0o3Ny8qR1rRqqgoqWD6pFl8//5MKkoqGjy/vLgiri2FbuhM2vEKz897hLwOOY0jaEOxS2tckFGjOHmk7Se+WjdQ+neE3g5kOdL/FrLiFaS5KvmF/S9QlTctQZZA8NMGybZb+F+j6qVKggwiAx81/b4KhUKhaBDSLkUGP0cGv0Da5fVPiFugJMFFDdrMQcv7AKHn/24Zd4eSYGynCltKioM1jf26KQ+H46p1S+C+77+hXVo6paEQ//11Pv+aO4fVRYWJF0nAC7/8XNkmSwJFwQCfrVzeINl2h1fnzyMQrRIugaBp8tGypU2+r0KxJ6I80opWw87NhVwz4jYC5Y4S86Z6eXbOQw0yfvsftH9MNXHd0OnWvzMZOemNLm+D8B0PZdVP433gbVjlV+E9FFnxLFWFwaLYxdXCvosBC8qegJx/Idwj6l9Y1shVw3IqfDc5icL4WkeevUKhUCgcpLUVWXBKlV4QqZDbQOPXNbyGq8wAox+a1rK6+cTefVhdVFhpOPoMgxN7NyzF6IgevXjhl9mVHuldFAUDFAb8HP/mfygJhbBsm8dnzeA/fziNYe071rtu2Iqt8WJLGdcGqylQmlmhSB7lkVbsNusWb+De0x7h5kPv4dOXvowxYHeHl29/g5IdJQTKggTKgpTuLOWlP/+3QWu06ZLPA1PvpF23NnhSPBxw0P48+Nmdv0uuxkCkXABplzqFwrRcSLsO4TulYYsY/SDtZmJVmg6uAciK18EuwMk9iwABJzc6GbxHAtXzqwzwjK9tdOORcpGTew2AAOFF+JIv7qJoWaQUe8SPQrGvISPLsYuuwS44D9v/3u/WzbLsH05tDlnh/NiFyPJHG7SGMDojsl8ErQPgA/dwRM6Lv0uuxuDSocO5eMgwsr0+8lJSuHn0WCb06degNQa2acuNI8fEXNOFYEi79rwyby4FgQBB0yRi2wRMk79++3VS6x7RoxceXa/8rAnBuGZocXXRkKGV1ccF4DUMTtq/b5Pvq2gcWlrn7mu6WXmkFbvFltXbuG7UHQQrgkgJy+esonRnGWff3kDjsBrb1u7AMqtOdC3TZtu67Q1eZ8C4vry++pndlqMpEEIg0q6DtOsaPFeGZyOLb3AMZb0bpF4HFc8DZjS37Clk+dPEhX0nGTouMh9ECh+EvgMtC5Fxj5Mb3cSI1EuQWgYEPgYtHZF2A6JawRyFQqFQNAxprkUWnhH1HkuI/Iq0SxFpl9Q7t1asTTjFKHdhgrmxwcsIz0hEm293X44mQBOCm0eP5ebRYxs8d9bGDVz/2ScUBPz0zM7h+gNH89ycn7GkzQFt2vLkMSfwyI/TE3qqk+HRo47hnm+/5rt1a8j2+rj/0CPo3oAiaLvL1cNHkuX18cmuYmOjxtI5s/EKjSoUexPKkFbsFt+8/QPhQLgyUitYEWLS/33KoWePZceGAjr36UBWfsO+eIccPoDlv6wi5HdCjT0pboYcPrDRZF63eANLZq0gu10WI44Z3CLVuxuKtHYiiy6rKlRmrYXAO9BmLkJIhIh6kr2HIAOTcTzS4LS6OjipPYTwIDL/3tiiJ7GvQKScASlnNPveCoVCsTciAx+BrF4VOwD+V5Deo8DeCkZPpytDQ3CPqVZtG5z+1Ac1nsyR5RD5FfR8cI9DiNavm7eVl3Ppxx/gjzgH2KuKCnl/8UIWXX09lm3jiXp0j+jRk4+XL60MHfcaBod3T+6g2mu4eOiIo5vmAepACMG5AwZx7gDVUkuhqA9lSLdSzIjJWw9+wPxvFtKhZzsuefCcSsO0pfogVydRpFigLMDF/W7E7XFhmRZ3v3szBx47JOk1z7njFDYu38y37zhVKkefNIJz79x9D3d1vntvJo9c+DRCEyAEA8f15f6Pb6v39xgKhPCXBcnKz2iZPtnmImIzMCTYpQi5A6FV5VgJzyHI9Fuh/DEn59l7JCLj7mYXV6FQKPZmpIwgy5+D8M9gdEWk31xpmEpptwIjMIFytsuQO48F4QFMyHoG4UneAyvSrkWaayH0P2d971GI1MsaRVo78AmU3IGT3iPAPQqynqtX30oZBLsCtJwW0c0Lt29Dq7avBAoCAQr8ftqmpVVeP6JHL24ZM47HZ80gbNkc26s3d4xN7pBboVC0fpQh3Up54Jwn+OnTXwgHIyz6cRlzv/qVq/7vIh677DnKCyvo1r8z9390G227Nn+ly82rtpKZl47hcWEHQpVGdTjonMxGov+9/4xHmVzwKi63K6l1dUPn9v/ewM3/ugoAt9ddee+zV6bx77+8gxm2OPqiQ7j4gXPQq+UO1YWUkn9e8iyhQFVRrV+nL+HnqfMYdcKwWue988iHvHbXWwhNI79TDo9Mu4c2Xer/fUtrK7L072CtB/eBzouW8CYlaxxaLkirxkUTRLy3X0s9F1LPjZdH2hD+AexCcA1FGF1ql90uQ5beDeE5TjutzAcQrv13T3bFXouU7FU5TgpFssii6yE8HQhDZC4y/CMy/TYouQtkKdLYH5H9AkJv3/yymWtBywfcVHmPqfpztLCkLL4O2sxGiOReAYVwIbKfQMoQIBCiSjfbFW9DxdMgTfCdjki/KenDBCll1IjeJR8QnuXoK8+4WufZ5c9B+VOABnoHyPmP07miHjaXlXL/99+wobSUUR07ccuYcZWe44aS4/Nh2bGHFra0E/ZzvnDwUC4cPDTuumXbTF+/juJggKHtO9TZXqo0FOS2r/7H3K2b6ZCWzj+OOJreqrezogZKNzc/ypBuhcz+Yh7TJ82q/GxFLEoLyvj7WY9jhp3woHWLNnDrUffx6tInm+U01rIs3nloCp+9/DXb1+3A7XNjWxZtu7Vh27odSDv+FFzakpIdpeR1bFivw+oGNMCsT37hmetfqQz5/vCZL3D7PFzw1+RCgs2IScgf21da2pLCrcW1zvn1+8W8fu97mBELsNi6Zjv3nPIIz815uM69pF2OLDjVMVqxwFyNNFcjcl5OStY4jAPAewSEpjkvKuiQdg1CS6t3KoCUFrLoUgj/wq5q3zLjPrSU0xKPL7rCCbEjDPYOZOE5kPcFQlcKW6FQ7NvYwWkQnlbtiglWIRT/kcoaFeZyZOHFiPzPmkUmKU1kxfPgnwz2ZsAL2KB1AnsTCT3UMuLU0Gjg93plKlEUO/A/KHuQym4U/v8gNR8i7eokVwwCNbtGAPaOWmfI0I9QHq0RAmCtRxZfh8h9r86dSkMhJrzzBoWBALaUrC4qZF1JMS+d+IckZY1lcLv2HNq9O9+uXYNl22hCcNOog/C5knMcmLbN+VPeZ/7WLZU51A8dfjR/6Ju40NlFH05m4fbtRGyLHRUVnPH+20w772JyU1J2S36FQtE4tHQM0j7HT1Pnct2o27ly6C189vK0uPtBf4j7z3gs7rplWmhalcFs25Jta3dQUeJvUnl38ewNr/Lm3yezdc12bFsSrAgRCZkUbCrEmxJ/AgtguA2y2vz+AhXfvjOj0ogGCPlDfPvOjKTnu9wuuvbrhKZX/XW3TIsu/WpvP7Hs55VYkao2E7YtWfPr+vo3C8+O5jPv8iKHIDwTGddHum6klNEwQYHI/Cci83FE+q2InFfQ0i5PfqHQl453mSDOi4cJpXcgzTXxe9oVEJlH1YuNBGwnhFGhUCj2YmTwa+ydp2LvPBnbPzn+vl0OJTcnmGkR+yplg7UWaTePbpalf4XyF8He6OyNH+cgdBvgSzxJeEFrhKJVwU+paumI8+fAJ0lPF8LnFNCs/vuTEaReRw5x5DdijW8bIkvq3WvmxvUEIiZ2NIQuaJp8u3ZtZY5zskgpsaVECMFTx5zAE8ccz+1jD+b1P5zOpUOHJ73O1BXLmLdlM0HTxLRtTNvmT19+xrri4rixpaEgv23fRsR23iskzjvJnC2bGiS7QqFofJQh3YzM/2Yh95/xKEt/Xsmq+Wt55oZXmfqvr2LGbF+/M+EBsstjIPQa/7uEwJe2myHDDeSzl7+OCY3eheExKr3k1fGlebl3yp8xXL8/6CEtOzXGCAZIzWjYKezfP7mdjr2qQr80TfDXCY+wdW3iquBtuuZjuGNlz26XxKFArSFtyf9Ts/3vI7cPQW7rh11wLsgShPdQROp5CHftoegJsbaT6MRflr8UP1bUcpIuankZU+zT2FLsET8KRX3I0Axk8Y1g/gbmEii9F9v/QewgaxOJu+m6if9+1x1jtYmRUkJMkclqCBdxnRwASEVkP48QyaVG1YmWQdyzN7AvtMj+F2jV0400KL4SaW1OPEHvgPM7rz6l/pQrPWHknmxQf+S3F/5K/+eepPfTj3PO5HcpDYU4vHtPzh80hKHtOzRgJdheUUGoRp9oCbw8b07cWLeux7Uwk0h8RnLeb8W+RUvr3H1NNytDuhn59MUv4zyrHz3zRcyY3PZZWGbsl6umazzw6Z0MOaw/3jQvbq8bT4qba568GN1oBGWYBLVFj9uWzTl3n4rb6yI1MwWPz5Hrnc0vMujgAxpl7zP+dBIpGT50Q0MIgSfFzWUPT2zQGm265DP8mMGVxnE4GKGsqJxnrn8l4fhxp45k0CEH4E3zkpLhw5vm5Y43bqx/I/dI0HKAXQrOC56jkg/FDs+F0vuiXm0bIvOQxTclNTchrtqqbsZ7S4RwO72dK70YbtA7Nmp1VoVCoWhtSP+bxBqjAfC/HjtIb+uERMegQfar4B4BIgXwAF7I+GszFh2rRTlLG1KvcmQS6Y5c6fcg2sxAuJP3nNa5c+rlIFIBPSqHD5H+54atYXQCz2iqdGYI7GKnzkgivMeBe7jz+xZpIFIQWfX3tB7TuStZXi+uaIFRn2FwYu8+SYdi/7xpI/d9/w0B0/Fq/7J5Ezd9MTWpuYkY0r59wv9z5ZH4g2+v4eL8QUMqezt7dJ2umVmM6tR5t/dXKBSNg8qRbkZcnvgvbN0VawinZqZy/TOX8dS1/8Jw6ZgRi3PvPo0DDurDvR/8mVkf/8KOjQX0ObAX+4/o1VyiM+HaY/nw2S9ico3dXhe3vX49Y/8wkmMuPJTt63fScb/2ZOZlNOrebbrk89Kvj/LFa98SCUUYd+ooeg7q1uB1tqzaFuM9ty2bLWsSe6Q1TeP+j25j4Q9LKS0oY/8De5HXof6WIUJ4IXcSsuwJsNY5xcZSL01eyPDPxHoRzGho9u4h3IOQ7qMh/Hm1qx6E9+TE49NvAVc/ZPgn0DsjUibGFJZRKBSKvY5E33E1InSEloXM+AuU/g2E4dSsSL8BzTMI6X4RQl85EUDuQQjXgOYRWwhkyjngf5fYEGsvZD2O5j0cmXIaWFvA6IZojHDu6vsbnSHvE6T/AyCM8B67e8UprQ3E6j0rei3BnkKH7Jcg8ouT5+0ahNDb1LtFisvFh2edy//N+pF1JcWM6dSlQaHYszZuIGxWvT9EbJufNze8l/YuhrXvyBHde/LlmlWV1zy6zoT9E+dI3zXuEAa0acfszRvokpnFBYOG4E6y4KpCoWg6lCHdjJxy4/FMnzSLYIVjjHp8bs77y+lx446+6FAGHtKP9Us20b5HW7r0cXJ5NU1jzMkjGkUWy7R48pqX+Or16eiGxlm3TeDs20+ptXDZpQ9NJL9zLjM/nkN22yxOuuYYeg3pjjt6OJDXMTeuqFhpYRnPXP8KK+evpXv/zlz71CUN7i29i7yOuZx756m7NXcXgw/rz7yvf4uJCti5qYDSwjIycuLD0YQQDBjXt8H7CC0LkXnP7gmp5eKczFeLStB+X565yH7Cadfifws0D6Reh/AemnisEOA7AeE74Xftqdj7SdQCT6HYExGplyCDX1NljHoRadfEjdNSzkC6R4G5yml9ZfRw5gsNvEc1iixSRpClf3FyjYUBqVejpdXeakqk347UO0LoWyfEOWUiwtW38gBU6O2gRkVraRciS++HyFJw9UFk/GW3jWyht0ekJ1tcrBbco6vV8ohibkXapQgt/mBeCM2JAmggOb4U7jv0iN0SMS8lBY9hVPaDBsjy/r7w/edOOJknf/qRdxctxGMY3DRqDOO7dks4VgjBhD59mdCn4e8kin0LpZubF1Ez72JvYPjw4XLOnN334jUlK+evYdLjnxAORjj+8iMZenjznFzX5OXb3+CDp6ZWGpWeFA83Pn85R0wc3yjrW6bFFUNuYdOKLZhhE8Ol07ZbG1767dGk22E1NrZtc2n//2fvvMOjqLo4/N7ZvukJvXcQQUApKihiwY6KHRU/UbErYsGGIooFKyqoYO+iqNgL2CiCNOkISO+Qns3Wmfv9MZtNNrtpEBLKfZ8nj+zMbbNCzpx7zv2dO9m8qvjslcVm4bSr+kZKbtU2UgaQmZdCaD2mcAyItFcQjur5/1K5NQTNlxrpA3s3hJZaY3Mrqh8hxAIpZfXkcoZxtWkkWz5bBdG7WmTlBY9W+/Mr9o4D2TbL4DKk5x0ghHBdhnAcWyvrMPKeNDc9I06lC1KeQHOdXS3jSxlE7jm3RBTYBpZmiDpfI8rSydjPSKkj95xhZnFFsILrYrSUR2tlTaXxh0JcMPkjNuXmRATLJp5zPn2aNa+xNQR1nb+3bcEf0jmmYSNS9tGRV9QuyjYfGrZZRaRrmDZdWzLi3dtqexnM/mZ+zHnt2VPnVZsjvfnfbezcsCuSSh0K6mTtyGbDss20PbpVtcxRxo1itgABAABJREFUVTRNI7VuSpQjrQd1Nq6In0JWE8jQWmTOXaBvAWtbROoLiIxPwfczyDwzNdxacyn8UvqRmRebERckCAdkfI6wlqOiqlAoFAc5wtYJkfpsbS8D/L8Sc17bPw2qyZEmtAaMHRSnUgfB2G7+zrd1qJ45qogQFqSWVsqRDplrrSX+zdzDnT99z9a8XDrUqcu4M87my0sG8fO6teT5/RzXpCmt0io+7lVdeINBLpj8IeuzswFwWK1MvexKWqZWb7q+QqGoGrUmNiaEaCqE+E0IsVIIsVwIcUecNicJIXKFEP+Efx6ujbUeipQ+x2yxWkhrkFpt41ttcVQmDRkljmYYBp+/8A33nPIoT1/9Mrs276m2+cviiF5tsTuLd93tThsderbd7/PGw6w5PQhCq0DmQ3Cx+RkN4ToH4R5Uo040gCx43VwPQSAE0mPWllYoDlGEEG8JIXYJIZaVcf8KIcSS8M9sIUSXEvc2CCGWhu3TgRlqrSLKNtcyMSnW1kqpUlceW2zup5RmGnnko4FR8CZG5mCMnBFIfUc1zl/WsrpgirUV4QBb1/0/bxzy/D4u+/xT/t2zm/xAgIXbt3HZlE+xahrntuvAFZ271KgTDfDy33NYnZlJ0DAIGgYFgQBDv/my4o4KxUHKwWKbazMiHQLuklIuFEIkAQuEEL9IKVeUajdDSqkObFYTuzbv4fFLnmft4vUIIbDYLGgWgSvRxeX3X1Bt8zRu25AjerVjxZzVBLwB7C47rbu0oEWnYpXJV4e/y49vTMdX6EezaPz9wyLeWvFimWJlObtzCQVCZDRKL/Msd0UMfvQSVs1by6q/1yKAtse0YsgTg5DhupA1SmgF5j+DopcaHWR2ODrdombXUkRgRuw1fe8FVRSHLvLQKV/xDvAK8F4Z99cDfaWU2UKIM4GJQK8S9/tJKff/LmDNoWxzLSD1rcjs2yH0L6YCthWwgJZgqmNXF9bWYDsyXI/ZDzjB1gksxZliMu9R8H4FeCFoQfr/gLo/lnnMR+qZQAi0enttR0XScGRwGQSXA9IUEUu6vVZs85KdOzGkUWyZpWS3x8O2/HyapuybZsneMmPThphr6+PUnFYolG2OUCO2udYcaSnldmB7+M/5QoiVQGOgtLE+LNmxYRf//LoMV6KT4wZ0x+7cd+VkwzC4u98odm7cjaGb5281TXD1qEs5/Zp+1aq2LYRgzPcP8OnYr1gzfx2tu7bgsvvORwuXnpBS8u2rPxMKmqnfhm4QKAwwe+o8zrz2lKix9JDOmMtf5K9v5qNpgtbdWvLUjw/hTqp6fWOHy8Gzv45i16Y9SCnxewPcdPQ9bF27gzqN03n4s7tqLkItEokSFQNTCVYkxDSV/r9A32Cmf1ehdImUBujbQHMjtErsoIt46qeqSp7i0EVK+acQokU592eX+DgHaLLfF1WLKNtcPjK0CQJzQUsExynVUtVAyhAy80ozxTqsjQEaJN6OcF9YrWrbQmiQ/nY4+2gFWI9EJA6NlOuS0gDvZ5j7KWBu8PrA/xu4ojfbpQwic+4A/5/mBVtnSHsDocXasIrX5YL0j8x63UIgDU/kLLfUGphaIbZO+/DklSfJbkcvFbUPGQYJpfRdpJTM2ryJjbk5dKhTh2MaNq70HLphsL0gH7fNRrrLXWH7uu7Y7zR+bWyF4tDgYLHNB8QZ6fAX1Q2YG+f2cUKIxcA24G4p5fIyxhgKDAVo1qzZflppzbB89r/cd/pjZqBSE9RvVoeX5z6JK2HfhCX2bM0ia3t2xIkGsyRXy87Nqr1kFYDdYeOqkbGq5EVIZMxnKU2H/9vXf2H5rFU07dAYoQn+/mFh5Lz12oXrmDDsbe5+c++UQoUQ1G9el2AgyBXNbyJnVy5Swu7NmYzo/xjvrxsfV8W72rEeAfZjwT8HUy3WBa7zEJboND4j7zHwfh5OxxPIhOvQkio+Zy/1Pcisq8wXE3Sk63xE8uPl7+4n3gJZv1Ls4Atwnrt3z6dQHHpcC/xQ4rMEfhZCSOB1KeXE2lnW/kHZ5mhkYB4yq6icoQBrE1NDQuyj6JO+DYwsip1oQNgRto7VXrIKQAgHIun2clqUFqGVgDRFwQo/huAiM7ItdfDPBMJ6K8GlyPynECmP7eW6zO9USj/suRBklnnD2IbMuhrq/o7Q9r9t7ly/Ad0bNWbe1i14QyHcVhsXdTwyxuEd+ds0vlq1EgOJAG7u0YtbelQsUrfLU8DlUyazvSAf3TC4pGNnRvc7pVzbPOzY45mxaUPEwRfAhUfEL5WlUByG1JptrnVHWgiRCEwBhkkp80rdXgg0l1IWCCHOAr4C4oYLw1/SRDCVQfffivc/z1//aqREFsD2dTv5fuI0Lrxz37LoEpJd6CWcaDCjvQmpVd893leEEJz+v5OY/uEM/IUBNE1gc9g47txjeOaa8cyYMhd/oR+704bNYYsSRgv6Q6ycs3qf17B93S58Hn/UcTEhBOuXbKLLSUfu8/gVIYSA1AngnYrU1yGsHcF5ZlQbGVofrhFa/PcBz+tI9yCEJbrcWGlk7oiweEs4suD71iwZ4jq/zD6avSMy7U2zNIqRD87TEcn37d0DKg5ZJOJgSh+rU+qM1MS9MapCiH6YxrpPicu9pZTbhBD1gF+EEKuklH/u43oPCJRtjkXmPkBUvebQJij8DBKu2reBtSSKI8CRwSFO6af9jRAa0jUAvD9gip5pZp1tx0nI3LvBNz183RGuv11SGC0AwX/2fRGhjUTZvMj11WA/Zt/HrwBNCN449wK+WLmcDTk5dKpXnzPbRP/1Xp25hy9WrcBXohzWy3/PYVCnLqS5ys+Wu/On79mUmxNxir9YtYKeTZpwbruyxd6Oqt+AtwYM5NE/f6UgEOCcNu0Z0afmqnkoDg6UbY5QY7a5Vh1pYdZamAJ8KKX8ovT9ksZbSvm9EGKCEKLOIXYeLYacXdHvLAFfkN1bs/Z53ISUBC4afg5fvfwDfm8Ah8tOl5OO5IhetSO2dfuE66nbJIO53y8io2EqQ58ZjMVm4bdPZqEHzYhowBckGAiiaQLDMI2OZtFo0q7RPs+fnJEYiXIXEQqGSK5TA9HoMEJYwD2QMn/tGXvMlxVZ4qVC2MzoRQWOdPEZ7DDSiwwsRpTjSAMIx/GIuj+U20ahOIjYs68lNoQQRwFvAGdKKTOLrkspt4X/u0sI8SXQEzjoHWllm8vAyC51wY80dpX9+7uSCC0N6R4MhR9hOpAOsPcG6/7f0I27nuQxSK2xmbJtqY9Iug+kYVaTiKh9+0EGMI/+FG3QW8HSct8XoKWBDEZfk8E4Qmz7D6umccmRZZcn3VNYiE3TorYRbJpGts9boSO9cs/uqNRxbyjIkp07ynWkAU5o3oJpVw2p1PoVioOAQ8I215ojLcwcljeBlVLK58to0wDYKaWUQoiemL+xM+O1PZToctKRzPl2PkG/6QQ53A66nVx8NigYCLJmwToQgnbHtMJqq/z/xmufuIJOvTuwZuF6GrSsR7/Le9e8yFYYi8XClSMv5soS6d9vjfw44kQXIY3iNHBngoOE1ARuffnavZ53/dKNPDFoHDs37ia5ThIF2R4Mw8BitXDixcfRstMBlH5obUdsmp0drJVYo6VpOF2wqL9TlbFSKKqIEKIZ8AVwlZRydYnrCYAWPkecAPQHRtfSMqsNZZvLwd4jfB64yMlzIOzF2jZSBiC4DLCArWOV6jJrySOQ9p7mBqilGTjPrjXbLITVTP0ukf5t5D1F8XMXISm2L27QkhHJD+31vDK40iwHaWwHkWqWgMQwFcWd5yCstVM6Mx4d6tSJ1JMuwmG10jip4iyCpskp5Pp8kW/OZbXWuAq4QnGwc6DY5tqMSPcGrgKWCiH+CV97AGgGIKV8DbgIuEkIEcLMp7pMlq6pdAhy15s3MfqiZ/nn1+VYbBpXP3oJvc46GoC8zHzu6P0gmduzQUK95nUZN/MxElIqn57d6+xj6HX2/k+PqiozvpjDx2Nigh9RtDumFY9/ez+uxKoLjQF4cj3cddIo8rMLALN+dkrdZC699zyatGtEz/D3fKAgtBRIexOZc6sZndYaItJeRYjiMiEyuAKCS0CrD46+EdEYkfI0MvMyzJcfA6ydwX1p7TyIQnGAIoT4GDgJM81sC/AIYIOIHXoYyAAmhB2bUHgXvT7wZfiaFfhISvljjT9A9aNscxmIlKeR2bdAcB5ghaThCIeZTSiNLGTmJWBkAtJ0htM/QmiJlR/f2Q/ot1/Wvi8Yhd9C4VvlN7IdhUh7DaFVLJwVD2nkILOuNEtBAuADLQPcQxC21mA/sNKY011u3jpvILd89w2Z3kIaJycz6dwLcFiLX6uX79rJkl07aZiYRN/mLSIbI8/1P5NLPv8E3TDQpaRbg4Zc3LFmhNQUioOFg8U216Zq90woPyNKSvkKpvT5YUVCspunf34YPaSjWbSoXemJ977Pjg27IynJ29bu4O2Rn3DrS1WP0O7YsIvxt7/Fzg276dLvSK5/+spqUQffW54f+nqFbax261470QBrF22IOiduGBJvgY9jz+1O4zYN93rc/Ymwd0PUm4WUIYSI/idrFE6BvEfDDTWwHw+p4xFCIKwtoe40s8yJcJsvOkIpcCuqh0PFa5JSXl7B/euA6+JcXwd0ie1xcKNsc9kILRmR8T5ShgBLlG2WeU+YomFFx2lC65AFLyOS76/yPDK0CZn3uBmZtR+LSLo7avO0xsmrRJlwYd9rJxooLnsVQQcjH+Hsj7AemEL5PRo14e/rbyJkGFi1aNv6ybIljP7zNwSmHkrf5i155cxzEELQJj2D36++jqW7dpBgs3NU/QZoSoFbUU0o21yztrnWxcYUZWOxWmKubVi2Oepcb9AfZP3STVUeOz+7gFt73k9+dgGGbrB17Q62r9vJ499U3ehXF958b7n3HW4HJw86YZ/mSEhxY+jRqeOhoI47eR9eAGqI0k60lDrkPUJEMVUCgdkQ+Ascx5t9tKTInxUKhUKx75T+XQxAaC3RgmEBUxyrikgjG5l5UXFac2gjUt+KSJuwt8utBgoruO/a9+oO8cpBEjLLjB3glHaig7rOqD9+JVDiXeOPDeuZt20rPRubmwLJDge9mzav0XUqFIrqR4WnDjI69GyDzVl87srustOhZ5sqj/PPb8sJ+AORUlgBX4D5P/2D1+OroOf+o3OfIyi9KZtSJ4nU+imkNUjl6kcvof/VJ+3THK27tuDoU4/CmeAwKzslODjnhtNIq5eyT+PWCtJLVLkUAISZAq5QKBSKmsN2FFAyo8sJtr0IivhnEzmOA4AP/L+aJaFqC1s3YpIURIaZeq3VhaQ70dzn7eMcR4G9F+Ay5xIucF+F0FL3bdxawBMMUPqkgyYEuz2eWlqRQqHYX6iI9EHGtU9dwZqF6/jvnw1I4Ihebbn60aqfe7VYY/dQpASLRSNndy6/fTyLoD/I8ef3pEnbmkl5Hjl5OKMGPsOyWauw2iwMuOUMbnhmcLUKrggheGTK3fz60Uy2rt1O6y4t6H1+z2obvyYRWiLS0hj0zUReuqS+dy9vCkVVkBxMJTYUiv2OSLoXGVoBwdWABHs3ROLNezFQWa9lAqnvAd93QAgcpyKsNRPRFGnjw2fDFwI2cF2NSL672m0zqa+C72tkaDPC1hEcp1Tb+DVJisNJg8QktuTlRtJsdWlwVP0GtbouxWGAss01jnKkDzJcCU5enPk4OzbsQghB/eZ198qYdTulMykZyQT9IUKBEA63g5MuPZ68zHxu6HYP3gIfUjd4f/RnPPvrKNr3iB/1ztqRzbT3/8TvC9Dn/J607Lz3hj05I4nn/xiNlHK/qpVqmsapVx5YwiV7i0h7G5l9PejrQCQgUp6tsZcrhUKhUJgILRHSPzM3NoUFtEZ7Z8fsfUAkh0sehgAXuAaAkYnccx7IQkBCwcuQ/iHCFr9EltR3gXcqUvoRztMRtr0vcym0dETGx/vdNgthAdcF+1xOrLYRQvDe+Rdx7TdfsD47myS7gxfPOJumKQdh5ptCoSgX5UgfhAghaNiy/j6N4UpwMn7+U7z/6GdsX7eTbid35vzbz+S14e/iyfGgh8wIZyioc/+Zj+Pz+LG77NzwzGDOvNbcJd6zNZMbut1DYZ4XI6Tz6dNTeeL7BzjqxI77/HxV4b/FG1i7aD31m9ely0lH1lrJkNpAWJsg6v6AlMEqlVpRKBQKRfUihKhcacLyxtASoM6XyPxXQN8CjuMR7sHIvFHF56YBZBCZdQ1Sesw06KQH0NwDzVv6duSeAWGnW0d6JkH6Wwj7vlXrqKptNStKrAJrE4T94Mz82luap6Yy7aohBHUdmyVW70ahUBwaKEf6MCY5PYlbxg2JupazKzfiRBeRn+0BCUF/iPF3vEXDVvXp2q8Tn7/wLZ5sT0QF21/o59Xh7/Dq/LE19gzfTvyF14a/EzHw/S7rzfBJN9XY/AcKyolW1DiHijSoQnGAIbR0REq0UrY0MonRxJC5mLmcQcgbhbQ2Rdh7IAsmhctIFbX3IvOfQmR8tv8XH8bwvA/5z5jVJJBI5/loKY/W2PwHCsqJVtQ4yjbXKEpsTBFFnwt64XCXKrNR4h9lwBtg/s+LAbOmdclSUgCenIrUPasPv9fPhNvfwl8YwOfx4/P4mf7RTGZN/btWRdMUCoVCoahWHKdjCnGVpOQbsx/pnx2+nEuM023k7b+1lUIaHsh/GvCZUXHpBe8XGL5fkbL86hwKhUJxMKEc6YOcxX8sZ8zlL/DUVS+xesF/cdsE/EF+ee8PPn/+G9YsXFfueH0vOZ6rR19CYloCrkQn7uRow22120itm2y2veg4HO5ilVKH284JFx27j09UefKzCtAs0X+FA94AYy57kYvqXcvvk2fV2FoUCoVCoShC+v/CyBmGkXOPmeIcr430I71fID1vl9mmCM09ABJvNc9PiwTzJwo7QksDQDjPAJwl7rnAeebeP0xVMbLNc+JR+CHnduTOXhjen2puLQqFQrEfUandBzHzf17MqAvG4veadYRnfvk3z/3+KO27t460CfiDDOv9IJv/3YYe1NEsGve8fQt9Lym7tvDFwwdw8fABACyctoSHz38aPWSgWTQyGqZx1vWnAtDr7GO46YX/8e4jkwn6g5x6xQkMebzc+unVSlqDVBJS3JHnLyLoDwLw7DUT6Hhce+o1rVNja1IoFArF4Y30/47Mvh0wM6Ok72fI+NhUoi5qI/1mvWh9E8gQYIHUZxHO/mWOqyVeD4nXh+f4E5l9K2btZQ0sDcB1IQDCeRoy6T7wvGKmfbsGIhJv209PGwdLAxDucInGkoRtde49SHtXhGXftF4UCoWitlER6YOYDx77PMqJ9Bf6+eyZqVFt/vzsLzb/uw2fx08wEMLvDTDupomVnuOovh1pd0wrpJQYuoHFpkUcVYCzrz+Nydsm8WXmO9zy0rVYrGWfB8rLyufTsVN584EPWTZrVRWeND4Wi4Wx0x6mXrM6CC1WBMVqt7Jp5dZ9nkehUMQipTgofhSKmkbmv0KRE23iRXreim7k/RZCm8LOZhDwIXOjz0WXi/1YsB6Bmd5tYMZFim2zljAIrd5stPrz0JLvNxWxy1qvkY0smISR/xwysKjyaygDIayItHdAq0/c10xhg1D52XEKhWLvqG2be7jZZuVIH8SEAqGYa8Fg9LW8zPwY8bDC/MqfH/7ype9ZvWAdelAnFAixY90uxt00qcprzc8u4IYud/PuI5/wyVNfMeK00Xz1yg9IuW+qCM07NuXDDa/yydaJ2J3RglvBQIgGLeru0/gKhUKhUFSNWNtc0skFQObEuVZQ6Rmk5y0IrQzPFQR9EzJvdNWWSdiJ3nMOsuBF8LyOzBqM4fl4n22zsLVHqzcD6vwBlNZdCYCl8T6Nr1AoFAcCypE+iDn/tjOihMEcLjvn3BCdFnZU345oJaK1VpuFTn06VHqOf+f9h7+wOOodCur898/6Kq/1p7d/I3dPPkG/+YIR8AUZf/tb3H/mGIKBYAW9Kya9firD37gJh8tOQoobu8vOFQ8OpEm7Rvs8tkKhUCgUlcZ9pVmSKoIT4bo0uo29J9Gn62zha5UkuJToqHcQKjhnHZfCz8HIodip90P+I8jsoUi577ZZs9aH5NGAE0SS+d/E2xH7WCZMoVAoDgTUGemDmFOv7IthSL4c9x2axcIVD11Ij9O7RrVp07UlI967jRdvnIgnr5BOfY5g5OThlZ6jVZfm/PXNfALhFHKLVaNZx6ZVXmthXiGhYOwu/bIZK/l07FSufOiiKo9ZmlMGnUCn3h3YtHILDVrWo2l7teMNIIPLzTqiMoBwX45wnFDbS1IcAuxjwEqhOGTR3BeZmtmF7wNWROKtCEe0LomwdUamPAl5o0B6wN4DkfpC5SexdgD/n4C/6AJY21Z5rVLmERMZBwjMRXreRiQOrfKYpdHcFyDtPUBfB5amCGvLfR7zUGDxzh28sXAeIcPgis5d6dOseW0vSXEIoGxzzaIc6YOc/oNPov/gk8ptc8KFx3LChXunpn3R8HOZ/+M/rFm4Dk3TSMpIZNhrFRtWwzBYt3gjvkI/rbu2oNfZxzD5ma9jhMH83gD//r12r9YWj/rN61K/uUrnLkIGVyAzBwGm6Iv0z4TU5xHOU2t3YQqFQnEIo7kvAnf5G8Sa62xwnb1X44vEocjATAj+C0KAlo5IfqTCflIaZkq49IGtI8JxCtLzLtHRbczPwcV7tba467U2AWuTahvvYGfxzh0MmvIp3pAZYPhj4wZeOfNcTm7ZqpZXplAoqoJypBXlYnfYePa3UaxbspFQIESro5pjd9rL7RMKhnjgrCdYOWc1mkXDmeBk3KzHefCTO3li0Iv4PP5IW7vTRsvO8VO8pJR8OnYq30+ahs1h5bL7zufUK/siRNkiBf/O/49Px35F0BfknBv70+uso/fuwQ8RzBekksqpPmTBeOVIKxQKxUGMEA5I/whC/5rK3LYjEKJ82yxlAJk1xEwLFxYQCYiMTxGpzyJz7ibamXaYUe+44xhIz+vg/RywQ+JNCOe55dpmGViM9LwBBBHuKw77zKi3Fs2PONEAvlCIV+bNUY60QnGQoc5IKypE0zTadG1Jh55tK3SiAb557WdWzP4Xn8dPYZ6XnF25PHPNeI47tzvv/Teehq3q40py4Up00qJTMwY9eGHccSY/+zUfPvY529ftZNPKrYy9ejyXNh7K9nU747ZfveA/7jrpEWZ8Poc53y7gsUueY8YXc/fp2Q9+4one6DW+CoVCoVBUL0JYELaOCHuXCp1oAOl5H4JLAK8pbGbsQeY+gHD2R9SdDpYm4RrVbtMxD5faih3ndfC8Bvpm0P+D3LuRu09EhrbEbx9YjMy6Cvw/gf9XZPYtSN/0fXn0g56gYcRcC+nKNisUBxsqIq2odjYu3xyVwm3oBltWbwfA7rAy4v3byM8qIK1+Km26tcBiiV+W48e3fsVX6I+6lr0jhwfPfoK3Vo6Laf/Vyz/gL9HeXxjgozFTOGFgr+p4rIMS4b4M6fuF4kiDE9yDa3NJikMACYdU+QqF4rBAX0101FmHUFg8VDgg5VkwchGWumA9ouySWd4psTWijZ3InBsRdb6NaS4L3yk1rw9Z8CrCecreP8tBzpWdu/L7hvX4wlFpl9XK/7oe3hl0in1H2eaaRznSimqn3TGtmeaeEXFqLVYLrbs0Z+H0pTxywVg0TRAMhBg69krad29d5jiOMqLfW1ZvJxQMYbUV//U1DCNuOTD9MN/hFfYekDYBWfCKWXLEfSWae2BtL0uhUCgUNY21M/ADxU6tFWxHIP0zkDm3AhaQQWTSA2i2TmWPIxzxr4fWIKWBEMXJjlIaYKjMqNIc37QZE84awCvz5hDSdQZ36cbAI46s7WUpFIoqohxpRaVYOG0JS/5cQUbDNE6/pl+ZKd6zvvqb9x/7zFToFoA0ndlmHRoz6oKx+AqKd6XfGPEh3ft3LbNE1ZAnBjHqgrEESznI7hRXxImWUvLGiA+YMu47DN1AswgM3ZQsdLjtXHjnOdXw9AcnUt9tpt5ZO6BlfFLby1EoFApFNSP9M5GB+QhLfXBdWGaKt+H9EQpeJ/q4jw5aS2TObdER5vwnkY7eZZaoEol3mX1Kq32L1IgTLaVE5j8JhR8ABuZJwqJ0Zie4r6n6wx4i7PIUsDkvl0716vP5xZfX9nIUCsU+oBzpg4CNKzazfNa/pNRN5thzjykzFbo8tq/fyeLfV5CQ4ubYc47GZrdVuu8X477lrQc/wV/ox+Gy8/0b03nprzExY6z6ew1PXjEuRpkbCd++9gt6qTNBFpuFTau2lulI9zyzG0//8jBjr36F3Vv2YHPYkBLu/+COSJsf3/qVryf8hB40d7etditp9ZOo27QOA24+ndOu6lvp5zyUMAq/gLxHQNjNCEPy42juAbW9LMWhggRU+pjiMEcG10BwAWh1wNGv7FTo8sYIbYLAPNCSwmNU3jYbBW9AwcuAF4nTrAmd8UnMGDKwEHLvJVaZW4L3A/O/JRE20NdDWY6082Rk2luQex8YOwFzPpH6bPHIhR+D91OKHXcbiLpgbQCuwWjucyv9nIcSk5cvZdTvv2KzaAQNg7GnnsE57drX9rIUhwrKNtc4ypE+wJk9dR5PXPEiAELTaHt0K56Z9jAWa+UN9pI/V/Dg2U+YYwhB47YNGTfr8UoJhxmGwaQRH0bSpv3eAFvXbGfOtwtjzh7P/W4hAV+cepSA3xdAs0Rr24WCeplOdBGdTziC9/57hSV/riB7Rw7te7ahYcv6kft//7Ao6hx1MBDCnezm5b+eqPDZDlWkvsd0ovGDDH83eQ8inX0QWrqp3Jr/EgTng7UFIulehJZeq2tWKBSKgwnD+2PYOQWEBrYukPZWlZxp6f8LmX2jWb4KwNIaMj6unHCY1KHgeYodVZ8p/OWfAc6TS83zK7FOdBF+oNSaZRAsLcqdX3P0Qtb9FQJzwcgEWxezxFURgT9LnaMOgiUFLeOzCp/tUGVHQT6P/P4rfj2EL5zZfu+0HzmhWXNSnE78oRAvzJnNgu1baZWWxojeJ5LuctfuohUKRbkoR/oA55kh4/EXFkd41yz4j5lf/k3fi4+r9BjPDpkQVXJq879b+emd3zn3xv4V9tVDOkYo+iyTlBJPbmFM28TUBKx2K0F/HGdawLHnHM3CaUvRLBqhQIhrHr+cZh0aV7gGIQRd+sY/O1S3aQZWm4VQOCIthCCjYRrb/tvB+DveZvfmPRx9SmeGPHkFdkfld/pLs2vTbhb8sgSH28FxA7rjSnCyZ1sW0z+YQTAQ5ISBvWjeselej1+t6FvNiIIsIdQmbOZ1Ld08C+efg1kndAnSPxfqfo8QrlpbskKhUBxU5D1AxDmVmDWX/dPBWbFdLULm3oepoB2+EFoD3qngvrgSvYMUp0qXHDQ/5pIQKUhsxKRim3fBcQoEZlB0RpqkuxHW5hWuQAgBjmPj39QaYr5iFjn6ArT6yNAGZN7jZiTb3geRdGelNg7KQupbwT8bhAucpyCEC6nvAO/XSBlEuM5AWMvWYqlJNuflYrdo+Eu8UlmFxrb8PJIdDoZ++xV/b92KXw+xZOcO5mzZwk9XXo3TuvfvLgqFYv+iHOkDmHgOq6EbZO/MqdI4uXvyoj77vQGytmdXqq/NbqPj8e1Z9ffaKDGvLid1jGnb/38n8fkL35K5NQspo1PFLBaNYa/dgMVmYeuaHdRtkk6dxhlVeo6SFOR4sDttXPHghcyYMpe8zDxCfh2EpGmHRtzS6z48OYVIQ7J17Q52btrDI5/fvVdzrV7wH3f3G4VhSBDgHu6k3+V9+OGN6QT9QQxD8ulTX/H0LyPpeNwBkKJlbQqylLiLDIGlCdLIAf8sil+oQiBzzNRCx4k1u07FQU2pf+IKxWGDlDpIT6mLhhmZrQpGTqkLATB2V6qrEE6krTMEl1PsrEqw94ht7L4ICt8Nj136H64FkTIaEBDaCJaG5nnrvUQaeSCciMRbkf5fwMjFtDcCLM2Rey4EPIABoY1IYwci9YW9myuwGJl9dfEvo7wnkc4zwfe5Ka6JRBZOhPT3Ebaj9vqZqovmKakxZa90adA4OZk93kLmbt1CICyQGjQMsrxeFmzfRu+mFW9qKBRFKNtcs6g60gcwQgjad2+NxapFXevUu0NUO0+uh3E3T+KOPg8x/vY38RZEl6U4sncHrLbi1C2Hy07nE2Md4bJ49Kt7OfrUzriT3TRq3YAx3z0QlV5dRFJaIlc/eil1mmQgtOIzGlabhXNvOp20+qkkpydxRK+2e+1E52Xlc2uv+7m4/rUMSB7MZ89+zZM/PggIDGlg6JIf3/wVb74PaZi/TQLeALOnziMYiJ92XhEv3jARb4EPf6Efv8dP9s5cvnjxO7wFPkJBHUM38BX6ef3u9/Zq/Moig/8iC15Det41HeIyEFo6pDwFOEEkmv9NGYvQ0vbr+hQKheJwQAgLWI8gJiXa1i3qozTyMHJHYmReipE3Blm6ZJS9K9HxDDvYu1d+HWkTwX6c+Xve0gKR9hbCEue4lEiFhNtA1Cf6tc8G7sEILR2hpSHsXffaiZZGFsaeC5C7jkXu7IIsfA/S3grfNQA9fGa6kOJIug98PyJLb/xWds68kSALAa/5I3eD973wtZA5p/Qi857eq/Ery8rdu5gwby7v/LOQXF9ZKfRQLyGRJ0/uj9NiJdFux2W18sLpZ5HscO7X9SkUiv2Hikgf4Dz61b08dO5TrF20HofTzh2vD6VNt5aR+3pI584TH2bLv9sIBkKsXbiOVX+vZdzsMWiaaTDve/827j11NP/9swHNonH5/Rdw9CmdK72G5PQkxnz7QIXt3h89mcljv446syw0Qe8LejL0maui2gb8Qf74dDa5e/LoctKRtD26VaXW8uyQCfz3z/pIKvfU8T+SsyvPdJrDu3ClVb6LKPo+ivDkepg44gP+W7SB1t1aMPTpK0lISYjpV9kMgIIcT8WN9hLpn22epSMIWMEzEep8U+bZZs11FtJxPOjbwNIYoaUAILRUpKMP+P/CTEu0mi9Z8aIYCoVCoYiLSHsNmX0DhP4F4YTkMQhb8Sa3lAFk5mWgbwSCEFyBDC6F9I/NlGhApL6AzBoModWABRJvRdh7Vn4NWhoi/c0K28mCF6HwnVJnlgU4T0ck3RXdVvrB950ZSbb3Qtgqt+kuc+41v4ui6LjnHdB3EJ1+XtZmdrQ4kjTykPlPQ/BfsB2JSLoHoSXGdqtsBoDMq7jNXvLnxg3c+N1UgrqOVdN4fcE8frhiMKnO+EelzutwBCc2b8G2/DyaJKeQ4jSd6DouN70aN4mkdts0jQy3i2Malq8jo1AoahflSB/gpDdIY8K8pwkFQ1islogBLuK/xRvYsX5XxHkM+IKsX7aZrWu207S9ef74v382sGX1NoQm0CwaX738A2dddypp9VOrbZ1SSj564suYWs4Wq4UBN58RpfAdDAQZ1uchNq/aSiioY7Fo3PP2LfS95PgK51nx1+qIEw3g8/jZvn4nMRqFAqxW8+y0w+2g/+C+UQJtekhn+EmPsHnlVoKBEOuWbGTV3DVMmP90jCp6t1M688fk2WUKqQE43A5OvLji9e8tMu8xisVidDCykZ4PEUm3ldlHaKmgpcZeT30Zmf9yWGysuSk2ps5HKxQKRaURlgaIOlOR0tzcLG2bCa4AYzvFzqPfvKZvLlbDDq6A0CbMKLEFCt9Bui+qVvFHKXXwTCK67BXmmt1XRil8S+lHZl5sOv9SBzRkyrNorkqc+w4uLjWH19zIjUFgRvJDgAvcF0cJtEkZRGZdDqENQBBCq5DBJZAxJao+NQD2Y8H3E1CqUkgULnCeWfH695JRv0/HFzKfW9d1sryFfLR0CTf36FVmnzSXizRXtM0VQjDxnPN5ce5sFmzbSqu0dEb0PlGdj1YoDnCUI32QUFQ3Gcwzz8tmrsLhdpCYGk/RUUYZ9VfvfCciWBYKhMjPKuDLl39gyOPVV7/Q0A2MUKzwSSgQ4usJP3FUiVTyPz+bw+ZVWyMCaCHgxZsmVsqRrtskg9zdxbvLdpedrv06sW7xRkLBEIYhcbgdnHntyRiGZOeGXRxzWhfOu/WMqHE2rdzCtrU7IhsQQX+QbWt3sGnFFlp2jj6PdNv468jLzOfvHxZF0sVLI6WkTdcWFa5/r4kRkAnFOV9XOYSwI5LvqrihQlEe6hyWQhHtiBpZEFgAwo0UTir6RyLzHqd4gzQARg7S8wEi6fZqXKFOXFEygsjCjxD2o4sveb8zz0lTInKdNxIq40hb6kMot8QFJziOg9CKsFNuYDrOl4P0mU6240SE+4rocUKrTWHMyAZEAELrQF8H1jZRTUXyo0gjNyyUVtZ3LcNp+PuH/EC0Ex80DLJ93jJal4/DamVEb6VVothHlG2uUZQjfZCxccVmhp0wEkM3kIakUdsG1G9Rl61rthP0h7A5bbTs3JxGbRpE+pQWLNNDBvmZscqe+0LWjhySMhKjnNwiSu/U52Xmo5dyur35lTM8d791M3ed9AjSkEgkTds35tJ7z+OUK07g7ZGfkLMzl94X9OS8W86IjRBEL6rS110JTh7/5n50XWftwvWMufxF9mzNRLNYTLEx3SDgDfDkFeMYP/9pmh/RJM7A+4jjVPB+QfFLlxNRqsSJQqFQKGoHGfwXmTWIcCFX0FqaytX6ZsyIqQNsR4KlRHUHWVBqlFBYnKsaMfaASDZFJWMoZe9kNjGR65g1xkekPI3MKjrCZYC1LSLhOnCeZaaW61ngPAPhvrx82xybXxYmVtJHaImI9DeQMoQMLoOcO8OCahqmI64DPsi5A1lnKsLaMmaMfeXUVq35atUK/GGRMKfVyiktDwyVcIVCsf9RjvRBxnPXvYonxxNR5du8ciuX3X8B2TtyWLdkI+2Oac01Yy6POg/c54KefDdxGn6vuXPqcNs5/vyKz2Ft/ncrm1dto3HbBuWWdvJ7/dxx/IPkZ8UaXIfbzsBhZ0ddO6pvR7RSYmRHlhJQK4vWXVrw9qpxLJu5Cmeik24nd8Jqs9KodQMe/GhYpcYAaHZEY5of2ZR1SzYS9AWxO200P7IpzY4ouxyXxWKhfY82vLf2FXRd50zH5dERagFL/1y5XxxpkfwAEj/4fgQckHQPwtG72udRKBQKRdWRufdHZw7payDxFjPyGlpt1llOGhbtRMbdID2l4rlC/0FoPVhbllvaSRqFyMxL4pbEAiciYXD0JXsvzLTromiwDSp5ZlvYjoQ6P0FwIQg32I9DCCtYWyBSX6zUGABY25k1rENrKd6A6FBuXWshrAh7V6j3m3k2fedRREfhhZkpsB8c6VF9Tyag6/z831pcViv39TmRY5scIKUwFQrFfkc50gcZuzbtiZK2D/iCZG7NYthrN5TZ5/qxVxHwh/jtk5nYHTaGPDGIHqd3LXeeqeN/ZNK972OxWdCDOleNuoRL7zkvbtv//tmAJ68QQy82XJpF0OWkTvxv9KUc0attVPvWXVow4v3befHG1ynMLaRTnyMYOXl4xQ8fJq1+KidcWEbtykpisVh4ZvojvPvwp6xdtJ423Vpy9ehLY85Hl4WmaThc9qj63JqmkVInaZ/WVRZC2BEpT0LKk/tlfIWiagikLC+qpFAcZhjbS13wg74LLWV0mV3MDdKguUEqnJB4N8JR/hEnw/Mu5D8HwgoyhEwajpbwv/iNQ8vDCtYlChejgf14ROIdCFu06KiwdUKmPAV5o8zyXvYeVXKChaUuWE6vdPu4YwgrpH9oRrGDq8DWCZF0e+z56DKxhX+KbTNCxNULqQ4cVivP9d9/Z7AViqqhbHNNoxzpg4yOx7Xnr2/mR0S9nG4HnU8oX1XTarNyx4TruWPC9ZWaI2d3Lq/f/R5BfzByVOq9Rz6l36XHU69Z3Zj2NoctyokumvOuN26ifvPY9gAnDOzFCQPLFuOoCVwJTm587uq96iuE4PYJ1zPuxokYuoHFZqFl52Ycf55Sv1YoFIrDDlsX8M+gOJrrQtiPKbeLuUE6BlLGVGoKqe+C/GcBf/E5yPznkM4zyyhbZSf2fLQVkfJkmWWuNNdZ4DqrUuvZXwgtAZH84N71FQKZ/AjkjcbcQLCBtSM4TqrOJSoUCgWgHOmDjjsn3sDuszJZu3A9UkrOuO4UTh7Up1rn2LM1C5vdajrSYWwOG7u3ZMV1pBu1qU9SeiIBbyAs9mWne/8u1GtWp1rXdaBx2lV9adahMUtnrCStfip9LzkuShlcoVAoFIcHIuVJZNa14RJQEtyXgbOaHVJjJwgbyJLRVpt5PY5jLC0tQCSZ4l4YmAJgJ+11reiDBc19EdLaFoILQKsLzjPNSLdCoVBUM+o3y0FGUloiL//1BPnZBdgcNpxuR7XP0bBVfaSMlv3TQzpN2jWMaRsMBLnzhIfJ3pmLYUg0i0bT9o0Z+dldFQiKHBq079GG9j3aVNxQoVAoFIcsQkuDjCkgc0E4EcJZ/ZNYmhMbYTbC16ORMgBZl4GRFe5jMQXAUl+o/nUdgAh7F7B3qe1lKBSKQ5zKHjpRHGAkpSXuFycaICHZzeipI3Anu3C47DgTnTz82V2k1EmOabt81r/s2LArkmpu6AYblm+OUQpXKBSHGPIg+VEoagghBEJL3T9ONCC0ZETqeBAJgBNEAiJ1PEJLiW0c+BuMHRSnmusQWgly70ozKRSKg4TatrmHmW1WEWlFDH9Mns2HY6aQ0Tid0wb35aI7z8Fmt8VtGwrqMZFnIUTEsS6NJ6+QVX+vZdXcNaTVT+XUq07E7og/tkKhUCgUChPD+y0UvAaiASRciEgYjBD2+I1lkNhSUoJix7pUcyMfGVyCCC4BrQ64zit7bIVCoVAAypFWlGLudwt4Zsh4/IVmqax3HvoEPahz5UMXxW3f8bh2ON0OfB4/hm5gc1hpe3RL0uqnRrXz5BVyz8mPsmbhusg1m9PGt6/9xLjZY8p01BUKhUKhONyRvl8g9wEipbIKnkNKEEnXxe9g7w7CEVbtNgC7KYgmUqPHNfLM+s+hleZnszMUfgoZHyOEss0KhUJRFiq1WxHFdxOnRZxoMFO13xs1ma1rS5f2MHEnuXh57pP0OKMrTdo3ot9lfXjyx4diotRjr34lyokGCPqCbFm9ndlfzav+B1EoFPsPCVKKg+JHoTgUkIWfUFxvGkAHz7PI0Ka47YWWhMj4HOwngKUVuAYg0ibG2GaZMzziRBcTAH0t+H+r1mdQKBT7GWWbaxwVkVZEYXfG7j5LQ/LDm79y3ZNXxO1Tr2kdHv/m/nLHXfLHirjXQ0Gd/GxP3HtSSrO0VDUoYfsK/UjDwJXo2uexFAqFQqGoUeKeuzaQ3i8RSXfE72JpjEifVP64wYXxr0sdaeTFJIcDYTFSvVqUsKVRCEiElrDPYykUCkVNoyLSiiguu++C2GNVmKrd+0JSemLc60F/kJ/f+z1GJfyrl7/n7IQrOMs5iLtOeoT87AIAcvfk8f0b0/lu4i9kbs+ucF49pPPkleM4P3UwF6Rfw0MDniLgj39GrLrYsHwzP779G/N+XBTzXAqFQqFQVBWReGO8q5i1kvdl4KQybvih8MsYG2Z43kbu7Izc2QkjazDSyAdAGlnIwsnIwk+Q+p4Kp5UyiJE9DLnrGOSu7hjZN5tK4/sRGVyNLJyC9M9QtlmhUFQLypFWRNGmW0vOv/VMLNbivxoOt4NTrzxxn8a9+62b4zroACv/Ws30D/+MfF7061LeuP9Dgr4ghmGwYs5qnh78Mru3ZHJtxzuZMOxtXr3zHa7tOIwtq7eVO+/kZ79m1ld/o4cM9JDOoulLeOvBj/bpWcrjt09ncWvP+xh/+5uMvuR5Rg18RhlsxaFJbSt+HmbKoIrDG2HrDK5BQMkMLSfCec6+DZzyZNn3QvOQvh8iH6V/BuS/AAQAAwILkLkjkPpW5O4zkHmPI/OeQO45o8yU88hYntfB/yvmRoAO/pnI/Jf27VnKwSicisy8CJn/GDLnNmTO7co2Kw5NatvmHma2WTnShyjfvzGNIR2Hce2Rw3jhhte4qvUtXN70Bt4fPRnDKF2HMpqbX7yGG5+7mrZHt+Kovh15+ueRtO7SIqpNKBji2SHjOcs1iAHJV/HxU1+WO+ZRJ3Zk/N9P0aFn/JrLM78sPie9+PflUee0Q4EQS2es5J2Rn5CfXYC/0I/fG8CTW8iYy18od97Fvy2LGivgDbLk9/hp5vuKlJLnrp2A3xvA5/HjK/CxcPpSFvyyZL/Mp1AoFIqDC8PzMcbu0zF2n4WRMxJjVz+MXSdiFEyo0LETyY9A0r1g7Qi2Xoj09xC2dlFtpAxg5NyDsaMTxs5uGAVvlDum5jge0j8Ha+f4DXy/FI8dmEv0Oe0gBOYh858HmRe+5wOZZ569Lg//nFJj+SAwt/w+e4mUOuQ9GF5bofkTmAGBOftlPoVCcfigzkgfgkz74A8mDHsHf6EfgE0rt0bufTr2a6x2G5ffd0GZ/YUQnH/bWZx/21lltnnzgY/4/dPZBP1Bgv4gHz4+hQYt6tHvst5x2y+cvpRPn/4Ku9uO0ATSiH5hqN+8TuTPGQ3TcLjs+L3FDnBKnWQyt2Vh6NGbAP/9s5FZX/1N7/N7xp23UesGLP59OaGgmf6mWTQatKxX5nPtC35vgKA/tuxX5ras/TKfQqFQKA4ejMIpkP8UEK7lrK8tvlnwOlI4EAnXltlfCIFIuAYSrimzjcx/Gnw/AQGQASh4GWltinCeHr+9fyZ4JgFuzLSxUs68pVHx/Fo9JA7AX3xfSwd9F6YyeAlCS5G+3xDOfvEXam0WPp9dZDMtYG1a5nPtE9Ibuz4EGLv3z3wKheKwQUWkD0FM5W1/3Hv+Qj+/vPs7f0yezfdvTGf7up17Ncecb+ZHObr+Qj9/fR1ffXvx78t5eMBTLJy2hCW/r0Bo0TneDreDuk0yGHP5C7x+z3sce253GrdriCvRiTPBgdPt4K43b+LYc7vH9JVS8s1rP5e5zqtHX0pGo3RcSU7cSU5S6iZz0wv/26tnrgin20GjNg2i1ih1gw692u6X+RQKhUJxEOH9hIgTHXsTvF8ivd8hCz9Dhjbv3Rz+34mO9HqRvulxm0r/LGT2zRD4C0JziX0ldIOWjpEzDCPvaaSzP1ibm9dxgXAhUsaAsx+xZ7ck0vtJmcsUiXeBVhdEgvmjZSCSRlTxYSuJSABLw+g1Sh1sZUThFQqFopKoiPQhiMPtKPf+zk27efa6V5GGRAh48ocH6dTniCrNkVI3mS2ri0tiWawW0humxW37xbjvopxuI2TQtH0jWnRqSmJaIja7lXcf+RSfx4/VZuH3T2fz5A8P8OvHM9E0jdMG96Vxm4YcdWJHPnv2a3ZtihYyiac0HllnnWQmLXuef35dhqEbdO13JAkp+08d9MkfHuSBM8ewdc127E47d799C82PaLLf5lMoao9Dp3yFQlEzxFPeLkFoIzLvQcwC0UDaOwh7t6pNoaWBXtIJt4Klbtym0vMOMSW1tNZgawNaCkgNCl7CdP5t4PsBUieC/1vAgnANRFibgu1opOdtMEpvzJf9LiIsGVDn+3B6tQT7sQgtvijpviKEgLS3kdnXmt+NcELyWIS15X6ZT6GoXZRtrkmUI30IctXDF7Ns5sqos8FF6dRWmwVDNwh4i5Wrn7vuVd5eVTWRj1vGDWF430fQQzqaReBOcnPpvefFtDMMg6w46trJGUk8/NndSCk5yzWIUMBM7woFdfL25HFz9/uwO22Egjo7N+7m3nduRQjBfe/fzv1nPB5xzB1uB5ffP7DctboSnBx3bvcqPd/e0qBFPd5aOY6AL4DNYYup2alQKBSKwxORdDsy61qindeidGorYIAMZ5NJkLkPIup+X8U5RiKzB5sRVzTQkuOmi0tpgBFHXdtSBy3tZaQ0kDs7UZx6HQQjE7IGgrCDDCGNnZA8BiE0SHkGmT20xLO5EIlDy1+rlgDOU6r0fHuLsDZD1P0FKX2AQ9lmhUJRLShH+hDkyOPb8/wfo/lu4jSEEBw34BhWzF5NwB8kb08+P7/7e1T77et28uyQ8VwzZhAZZUSVS9P26FZMXPIsc79diNVu5cSLjyU5PbqMhpSS0Rc/x7ol0eqdDredS8JOt5QSWUr8LOAznfxguEzVzC/mctKlvel11tF0PuEIxk5/hG9f/xlN0xhw8+m0O6Z1pb+bmsLutNf2EhQKhUJxACHsPSD9faT3M0ADxykQnA8yaDq1vq+jO+gbMHIfQCQOR1jqxB0zdo4ukPGNmeIt7OA8E6GlRLWRUiJzboLQ2lK9nYjE68J/NoiV1i1y8sOb9N7vwHk2OHojHMdC+jvIwk9AWBDuqxC2jpVac00i4tbjVigUir1DOdKHKO2OaU2714sdzF5nHQPAvJ/+4Y/P/oo6Q62HDKZ9MIN5P/7DWytfrHTqc8OW9Tn/tjPLvL981ioW/LyYgC+6NmSfC3qxc8Nu8rLySU5Pos/AXvz1zQIC3vg1JPWQHnWWu+Ox7eh4bLu4bUtTpIKqdp8VimrmECpfoVDUFMLexXR2i3D2BUD6fkP6fiH6DHUIvF+ZZafq/FDp1GdhbQbWwWU3CMwNK2SX0lJxnmGml9tyEVoK0nEy+P8Mt4sjRIYRlUYu7Ecj7EdXao1SSmWXFYr9gbLNNYoSGzvM6HF6V4aMuQybI/pcsR7S8Rb4mPv9omqbK2d3Hpol9q/Y75/M4o37PuD6TsPJ2Z3Lve/exlnXnUKjNg1wJcbuFodCOq27tqjS3L5CP48MHMuZjss4N+kqPnv+64o7KRQKhUJRCwhnP0i8HSidzRQCWQCBmdU3mZFF3HOUvm+Q+c8g95yNNLIRqc+D60KwNCf++e4gWKumryIND0b2DcidHTF2dMHwvLs3T6BQKBQHBMqRPgwZeMc5TM19N0YBGwApycvMZ+53C1j8x3J03SwbtXLuGp4f+hov3TKJDcsrpybavkebmHJVALpuEPAFyc3M56uXf8DusHHLuCG8/s+z+OKojQsEKXWSq/SML908iXk//oMeMvAX+nn34cn89c38SvU1DIPt63eye0tmhXU9FQqFQqGoDrTEa6HefOK/mkmkkWVGrgPzzDPOgAwswsh9CCP3UWRMqnYZ2LuAjLXNoAN+MLKQno8QwoGWMgqR8SUQP2MMrXLHwSJPkfcw+GeF5/JC/nNI/x+V6ysNZGgzUt9RpTkVCoVif6FSuw9TbHYb/S7rzayv/sZfGECzaNidNuo2q8PgtrciDYlhSNp2a8kVD13IIxeMxV8YQAj45b0/eHHm47Tu0gIoO0WrbpMMRk8dwRODxpGzOzcm3UQP6uTuyStek8Mat8a0zW6lMK+Q/OwCfnzzVwpyPfQ662g6Hte+zOdb8MsSgr5iQTV/oZ+53y+MER3z5Hr447M5BLwBup3ameWzVvHB41PI2ZkDCI4+7ShGTbkbq039U1EoFArF/kXTnBiO/iXKWGkgnEhRB3afhmlIDbAehUy4DnJupUjgS/q+hPTJCJt59Kks2ywsjSFtAjLnLpDZxOaChsLXizqUpb5tB1mANHLAOwVp5CEc/RD2rmU/oH8W0U65D+mbgXD0jWomjTxTJVwGkPbjITgPCiaEo+kgHSciUl9CCGWbFQpF7aF+Ax3G3PP2LTRoWY8FvyyhXtM63PDsYB65YCyenMJIm9UL/uOlmydFFMClBJ/Hz6djp3LdU1fwyPlj+W/xBpLSEhnx3m30PDO6VEe3kzvz2Y43GH/HW3z18g8xazh+QI/Iny0WC4MfuYR3Hv4kyq67kpzUaZzB0C53k7s7l2AgxJTnv+Wed26l78XHxX22lLpJMWrhs76cy9CxV+FOcgGQl5nPDd3uIT+rAMMwCAVCCAGGXjz5P78uZfKzXzOoAmVwheKwQyVrKBT7BZH6LDL/ZbO+s6URIvl+ZNZ1IPOLGwX/gfxHiVIAl16k501Iuh2ZfSOEViNFKiL1OYSjT/Qcjt6I+nMwch8O17cutQZHv+I/Cxsy4SbwvBLdSEtCahmw5xwwsoGQWQYr9TmE87T4D6elgZ4Vfc3/A9IYjtDc5mMYWcg9A8DIwxQ9C2KmopeIovtnIj3vIhJjFckVisMaZZtrFJXafRhjtVm55rHLeWXOkzz82V3Ub143pkazvzBAYYEvpq/P4+P+M8awbslGpGGmg4+++Dm2/Rc/5apOkwys9uh9m4xGafQ4I9rxvuLBC7n7jZvIaJSG3WmjzdEteeHPx/jzs7/I3Z1H0B8CCX5vgFeHv1Pmsw17dWjM+WxPbiEfjZkS+fzFuO/I2ZmDv9BP0Bc0o/B69G8gf2GAVXPXlDmPQqFQKBTViRB2tOS70Op8jpb2EsLSEIzSttUHRmGpaxJkITLrfxBaE/6cjcy+BRnaEn8ySwMgWjMF0RDh6B11SUu6HZIfB60u4ABrJ0T6xwjfN2EnOmjOhw+ZN6bsZ0t5jJhXTyMX6ZlY/BSeN8ORZx9m9DochS/9/MF/ypxHoVAoagLlSCuiaHdMKyxWS+SzM8HB8ef1wOEuTu1yuO2cesUJbF2zLeoMtGYRrJwT3+kccFN/GrashzPRicPtwJno5JEp98Rte/o1J/PJlol8V/gRr84fS5N2jSjI9RAKhqLa+TyxDn4RHY9rT4OW9aKuBf0hvn71Z9YvM8txZW7PJhTUyxwDwO600eLIpuW2USgUCoViv2LrCBTbZoTLLJ8lXCUaOcF5JuhbiXI8hQbBJXGHFe7BYGkEwg24QLgR6a/Ebau5L0GrNwutwVK0Ol8grM3MFGyC0Q1laQe/xHz27qA1LHU1AIXvFZ/x1ndRXL+6LBxgbVtBG4VCodi/KEf6AGTWV39zXac7ubrtbXw69qsaFbwa8f7tNO3QCJvThtVm4eyhp3LHhOsZOvZKmrRrSLMjGjN80k30HtgrJuKrhwzW/rOexb8vj1mzK9HFqwvHctekG7n1pSG8sfR5juhVeSPY66yjsZdQGrc7bVFp4fE46sSOMerk3nwvd530CJ5cD8eefUzUBkFpNIugWccmXP6ASutWKKKQgBQHx49CUU0Y3h8xdp+Jsfs0DM+bNWqbRcpzYGkBOAAruK40o7uJd5rXLW0g5alwSnWpv/dSRwaXIwPzYsfVEhF1vkYkP45IHomo8z3C1rny63L0I1rR2wnOU8vvZO9BjDq5LEBmXoE0ChDOkwFXvJ5hNLC2QyReX+l1KhSHBco21zjiUFQl7t69u5w/v3IKzQcai35dysgBT0XOJDsTHFz58MVces955faTUrJxxRZ8Hh8tOjXDWY6DWBFSSrJ35uBwO0hIdpfZ7vs3pvHKbW8SCuoRUROH2wFS0u+y3gyfdNNeryEes7+ex4Q73qYw38txA7pzx4TrsTtLlwoppjDsNK9dtD7qujvZxeipI+jS90g+e/5r3h/1GcFAiDZHt2TTii34PH5adm7GtU8O4uhTjoqK0CsUBxtCiAVSyu4Vt6w8jhZNZMNHbq/OIfcbG4eMqPbnV+wdB7Ntlv6ZyOybKT6T7IKkO9ES/ld+PynNNGvpBVt7hIhXRqqSa5ASjN1m1LicmtKG50PIfwJTGVsCAoTT/LPzPLSU0Xu9hrjr8v2MzHsCpAecpyGSRyFE2bZZGgXIrMsh9G/0DZGISHsDYT8ao2AieCaADIH1SAitBnxg7QCJdyEcxyqhMcVBjbLNh4ZtVr+FDjB+fu+PiBMNprDXj2/9Wq4jres6owY+w6Lpy7BYNZwJTl6c+RgNW9bfqzUIIUhvUHFJi4at6gPFKttSSnzh89S/fTKLs2/oT/vurSscZ+0/68nclk3rLs2p0zijzHbHD+hRYRS6JO4kF49/ex9Xtrg5KoVbDxkkpJgbBBcPH8DFwwcAEAqGmP7hDHZt3sMRvdrRvX+XSs+lUCgUikMX6Z1ClLAXXij8DMpxpKUMmaJfgXlmerVIhIxPTNXsvUAIAZZ6FbezNkdGiXPJ4nRr71Sk+zKErWOF48jgctNxtx6BsJT9PiGc/RHO/pV4gnB7LRGZOhH2nEpUWrgMgUgCQEscColDzcsyaK5b34Gwd4s5v61QKBS1hXKkDzCcbjtCiKiUMUc5UVeAn976jUXTl+EP12D2FfgYO/gVXpjxWKTNljXb2bZ2B03bNwo7wPvOx09+SdAfjHtPs2hkbssCynekx908iV/e+x2rzYoe1Hn487tiBMj2hYyG6Zx1/an8/O7v+Dx+nAkOjjntqEjpriJ0XWdE/8dYPf8//N4ADqedQQ9dyOX3XVBta1EoDiUOwWQmhaJshBszZbrEX/yKosveTyHwN+ALp1x6kbn3IdLfjzSRofWgbwJLK4S1evQ4ZMFrlFn3WVjA2AWU7UhLKZF5D4H3W7M9OqROqFYHVrM2xHBdAN5vAK951tt+EljblFpLCJk1GEIrQPqRHgcy8Xaz5rZCoYhB2eaaRTnSBxgXDjuH6R/OwFfgR0qJw23nmjGXl9tn/bJNEScawDAkm1dvA+Df+f8x4Y63WPX3WuwuO4ZucPML/+PsoWWUpqgCpcW/SqKHDNp0a1lu/79/XMQv4Qi8P2z0H7/0Bb7KeTdu7cvy8BX6mTTifZbNWEWjNg245aUh1GmUDsCtL19L15M7s27JBhq3acjJg/rEjL/4t+WsXrAOn8cfGe/dRz7lwjvPiZzN1nUdb76PhBR3ldenUCgUioMXkXAN0vedmaKNBJyIpGHl9pHBf4mOYhsQWmfeCyxG5j8OwWWY554NZPLDaO6LqmG18Te4zYl1sB5Rbm/p/9V0ovFG9g1kzh1Qb16VbZ80PMj8p02FbUsL8xy2pS4AIvkxcPRBBv9FWFuB8+zY8QOzIbjSXAuY/y14DplwdSS1W0rdjLiLRGWbFQpFjaIc6QOMJu0aMWH+WKa+8gN+b4D+g/vSqU/5Rq9115Y43I6IM61ZNFoc2ZRls1Yxov9jBLymk1qUdj1h2Nv0vqAnqXVTImP88v4fTLr3ffzeAH0G9uKOV4dGiXvF44LbzmLZzFWR1O4iNE3w0Cd3suDnxWz+dyutjmrBKVecEDFwuq7z7JAJTP9oBrJ0uSmvH5/HhyuxPKGRaKSUPHTOkyydsRJDN1i3ZCN/f7+Qjza9SkqdFIQQnDCwFycM7FXmGAU5nhgDLITAX+jH7rDxx2d/MfZ/r2CEdNIapPHUTw/RrMPepecpFAqF4uBCWNtAxhdIzwdAAOEaiLAfXX4fW0ek10WxE2gBaztk4G9k1rVA0QZ4OO0671Gk8zSEVmybjcIpUPAsSD84z0QkP1Lu+WMA3IMh9x+IKSirQeo48P+BEVpvpnc7z4nYPil1ZO494PuemHJTsgAzyl15/RUpJTL7OgguMscLrULu/h1ZbwaaZtpmnGcgnGeUPYiRR4x4GtL8PoQVw/sN5D4A6KDVh/S3EdYWlV6jQqFQ7AvKkT4AadK2IbeMGxL5HAqG+HTsVFbOWU3zjk24cuRFUY5m/6v7suDnf5j99XwsFo3kjCRGvHcbz147IeJEl8Rqt7JnS1bEkV7061LG3TQxcjb7j09nY7NbGfbaDQDkZxcAkJQWLW5ywoXH0vOsbvz93cJIKonNYeWMISfz/RvTWDhtKf5CM5160fSl3PP2LQBMfeVHZkyZE+NEA6TWT62SEw2QszuPZTNXRpXiCviCPDPkVR7/+j4AZn45l8nPTAXg0nvPp/f5PaPG6Hh8+6h8GItVo0m7hiSmJrBlzXaeueaVyHe5Z8se7uv/GB9ufFXtfisUCsVhgrC2QqQ8HPksZQDpmQSBxWBri0i4BaGVEOh0XQz+WeD/3UyR1tIRKU8hc+6i2ImOmgD0nRB2pKV/FuQ9SiSq7f0GKRyIZHMN0sgFBEJLjhpGc52NUfgFBGdS7EzbwXk5FH4QVu/2InFBYC4i5XFzPM9b4JtGbM1mQGuAEFUUMTV2QXBxqfF8kPsgpJkltgzvD+B5C4SGSLghrNhdAvsxIGSJPQErWNsitASzXFbug0S+S2MbMnsIou6vVVunQqFQ7CWq/NUBjpSSRy98lo+f+IK53y3ky5d+YFifkVFp1Zqm8cBHw3hz+QuMmz2Gt/8dR90mGVHp3iUxDEnDVsWCJXO+mR8lcOb3Bpg9dR4Bf5CHBjzFJQ2u45IG1zHyvKcJBqJTxh76ZDhH9u6Aw2XH4bbTpltLThvcN+JEgymY9tuns9i1eQ8AS/5cETVfEan1Unjy+wcq9b148grRQ6aAmDQMdD3W8K9bvAGA2VPn8dRVL7FyzhpWzlnDk1eOY863C6La1mmUzpM/PkTDVvVxuB0ccVx7nv55JEII1ixYF1XqS0rI2plDzu7cSq1VoTgkkQfJj0KxHzCjrTdBwesQ+B087yGzrkDKYtsshAWR+pJZUir9M0Sdn0zRLukre+ASQmTS9wvRqeE+8P2ClH6MrGuRu45H7joWI/sWU5CrBCLtZbB1xSxN5QRbZ3CfCUHTiTbxgvcrpL7b/BiYV2q+MFodRNqkyn0vRkHkO5DSIG496OBywCwnRu4ICC2G4CJkzjCk/8/o57A0RKS9AZYmgAtsRyPS3gyPsyx8hjsyO+jbMPScSq1VoTgkqW2be5jZZhWRPsDJ2pHDgl+WRES9gv4g29ftZNXfa+nUu0OknRCCBi2i1TzPHnoaaxdtiHKobQ4ro6bcTUJKQuRaUkYSVpslStnanezm/VGTWTR9aeT6wp8Xc2XLm8nP8lCncToPfHQHHXq25fk/RrN93U6klPgL/Tx+2Qv4vdFOvNVqwRtOLW/SriGaVcMIFTu/QgjOuPZkWnZuXu73sWdbFved/hhb/t2OEILBoy7ml/f/RCCQpf5lNm7XEIAvX/o+eqOgMMCXL33HseccE9X+yOPb897aV2LmrNskPSZ9XQ/q3Nrzfl74czT1mtUtd80KhUKhOMQwtoeFxIpsnR/09aaTaC+u+CCEgNIiYu5LIW8NxQ4tgAOROgGhFdtmtDTM17QSzqhIQuY/H5477Dz7/0DuPsmMUFsaIFJfMGtBp39iCpkhkIYHcu+I48RbiCh6W1tAICwuVjwhuC5F2NqW+3VIfTsyawjoG835Eu4A3+fECLQBWML6KYXvUXqjQHreQzhOjGou7N3jR5m1BrFjY0DmQGTGRwhLg3LXrFAoFPuKikgf4OghndLZw0ITkWhseZx2VV9ueuFqmrRvRJP2jRj6zFV8lf0ux5wWXdZpwE2nk1wnGZvDhmbRsDltBHwBPhn7VVRqeMAfJGt7TsSZH9H/MbJ35SKEoFHrBiybuZKbuo9g86ptUbZNC6ebN25jGrU6TTKinGgwd/d/eit+Otbmf7fyw5vTmT11HqMGPsPmVdvQQzqhYIh3Hv6UbWt3ULoeujPBwR3jrwfAYoutA12V2tBH9u5AnwuPxeaI3nfaszWLJwaNq/Q4CoVCoThEkCFiz+4K4kZgS7dyXQRJ95oOpaUVJN6PqD8f4Tguul3CVaClAnbAYv5XFkDhO0SnhgfMMlUEQN+EzPof0shGCGGWwvLPgawLQN9AtOOpgaVOcRRca0C0E43Z3vt5GV/BWmThZ0jfr8ism8yNBEJAEDzPg76ZWEfXjUgZFf5zHDtcldrQ9l7gOBnz+ymBsQ2Zc3flx1EoFIq9REWkD2BCwRB7tmbRsHUDtq7ZRiigY7FaSExNoH2PNhUPAJx9/WmcfX35Ct3JGUlMWvoc097/k/zsAr56+Qf2bMmsMPVCCMHq+f/R66yj+WPybMbdNCnGQQZo36M1D31yJ1ab+dft6/E/xR2v6H5J5n63gMcueR6hCYQQeD2+qHUZcVK6i65vWrmVJu0acdmI81k2c2UkKu1w2bl0xPnlP1yp57z37Vswgjq/fjwzao4NKzZXehyF4pBCKn0AxeGJlAGkkQmWhqBvwYwMW80Isq1Thf2FEIiEKyDhivLbaelQ5zuzhrKRB4XvgrGjMiuE4Apw9MYo/AbyHyXuuWdbV0TqixH1a7wflTFerPCo9E1D5gwHBAhRHNWOEN82gw6h/8DaDJF4IzJ7McVRaSci4fqKHi6CEAJSnkPKO8D/Y/TcoTWVHkehOKRQtrlGUY70AUpBjodhfR5i1+Y9SAnOBCfprVJp0akpt7w0BKe7iqIfFZCcnsTAO85m7T/r+eKF72Lq0Nld9hjhMj2kIw3JjClzeOfhTwn6Y3fiLVaNsdMeiVpvPH0uzaJx5cPRZT+8BV7GXDEOfxzBtJIITcSkXgd8QSbe+z7Hn9eDrv068cT3D/LluO8QQjBw2NkVKqHHzCEER592FLOmzoukyhdF4hUKhUJxeCCNHGTmpaaQlpRmfWmtDljbmaWdqirIVQFCS4OE/0FwKbLwnTgtnMSea9bNc8q+n6BgHPHLYVkQ6e+VUgCP9wJugcRbo65IoyAsmBaet8xN9zhp3fiR+WMRzn5mXeq0icjC9wENkXBNhUroMTMIAY7eSP8fFKfKa2BtVqVxFAqFYm9QjvQByqT7PmDb2h0EA6ZzanNY6dLvSG4fX/nd2r0hOT0xpj601W7ltpeHsPW/nXzxwrcE/EE0TaNBy3qMGfQCmtDMSHEpNIvG+bedFeP0X3Lvebx8yxuRCLFm0Rj6zFWcdd2pkTbZu3K5pccIvHleKqK0E11EybPhR53YkaNO7FjhWOVx6lUnMuurv1k4bSkWqwWbw8r9H9y+T2MqFAqF4uBB5j9VIgoNSDs4eqMlP7R/JxYpIEs7xDZIHmVGXws/wEz3toDWHHJuRwoLSE+cwSzgHhJbRivhOsh7gqhyXUkPoLkHRppIfRcy80Kiz3eXRRketizuKxzHIhzHVmKscnBdCP7p4J9rio8JByLl2X0bU6FQKCqBcqQPUDYs3RRxogGC/hDrl27a7/PWa1aXM687hZ/e/o1gIITNbuXky/twxpBT+G/xBqa88C3IcFrz8s1l2kmLVeOKhy7iypEXxdw7/ep+OJx2vp80DYfbwRUPXUiHnm3RdZ3JY6cy++v5ZG7NImtH9l4/h8Nt5+QrTtjr/vGwWCw8+uW9bFi2CU+el9Zdmle5VJdCoVAoDmKCa4iO8AYguHq/TyuszZCuC8A31XSohQ2cF6C5ByKDy8JRXQAd9FXmH+PaZwsk3IZIvCnmjua+FAOXeSZacyMSb0HYOpv1pT2vg+9XMHaCsWcfnsQFrvP2oX8sQlgh9XUI/WtuHFiPiC5DplAoFPsJ5UgfoLTv2Ya1i9YT8JkG2+60Vfpc9L5yy7gh9DijGxuXb6Zph8YRdespL3xL0FfiBSKOkW7Yqj5NOzTmshHn0/mEstOnT7q0N73OPpoXbpjIyAFPk1ovmWYdGjP3+0Vllu2qDEITJKUlcMaQkxky5vIK2+u6jsVSeeExIUSFyuIKxeGAOITKVygUlcbW2XTYKDpy5ADbUTUytUh+FBz9QP8PLK3BcRKAWf+Z8o5AaWb5KEtrROIN5aZPa+4BSOfJyLyHkNlDkVoGWFqA/0/ilsaq/OpBpIL7UkRixZlcUuoIUTXbjK1DxQ0VikMcZZtrFuVIH6Bc8/jlLJ/1LxuWbUIIQZujW/G/xy6LaZe7J4+f3v6Nwnwvx53bPa6zPf/nxbw2/B08uYWceNGxXD/2qrjCXkUIIeh11tH0Oiva2MY7A10SZ4KD28ZfR4/Tu1bqGR+/7EUWTV9K0B8kZ1cuG5ZVXbirQat6ZG7JIhgIIYQgMTWBt/99ieT0pHL7bVq1lZHnPsX2dTtJqZvMyMnD9zn1W6FQKBSHNiLpHmTwH1MwCwG2zoikW2PaSSMLCqcgpQfhPBURR4RM+v9A5j1pCnU5z0Ik3V0s/BVvbiHA2Q/oV2qgeGegS+JAJI9GOI6v8PkAZM5t4ZrSATAyIbQXEXetsXmOnCCggUhB1P0FoSWXP3dwDTLnRtC3ILUMROrLCPsx5fZRKBSK2kKVvzoAkVIy4Y63WbdkAyBIqZfMg58MizlrnLM7l+s738XbIz/hwzFTuOukR5j73YKoNqsX/MeogWPZuGILe7Zm8d3Eabw6/J1KrcPv9bPtvx34whHic244DYer+EyVw2UntV6KadyBjEbptDqqctFawzCY/9M/kfrY8RCaQGii3FJV144ZRO8LelGvWR069enAS7PHVOhE6yGde04ZxfZ1ZtmsnF25PHTOk2TvzKnU2hUKhUJx+CGlgcwbXawIrdWBlBcRwhndTt+D3H0WsuBF8LyKzByE9P8Z3SawGJl9G+jrTCXuwo+Q+U9Xch0+ZGgTMlwTWrgvwxQdK8IJpBMRD7M0BGu7So4dhMBfVBjhRiNu+aoikkaA41TQGoKtOyJjcsVOtAwgswcXl80y9iCzrzM3JRQKheIARDnSByDTP5zB75/OIhTQCfgCZG7N4pn/jY9p993EaeRn5RMKhECC3xtgwrB3otrMnjqPgLfYWfV7A/z+yawK17Dgl8VcXP86buh6NxfVu5bZX8+jy0lH8vDnd9OhV1tad23B0GcH43DbERbTWO9Yv4s7TxhJMBDEV+hH18uvdV1avdtitWCzm7vxmmZGl9/59yW+yHwbuyu2/IbQBB16teXBj4fx4YZXef6P0TRp16jCZ9u1eQ+Fed4oZXJh0Vj7z4YK+yoUCsxjHQfLj0JRXXi/At+PmFFWv+kA590X00wWfggyL9xOAj5k3hPRbfw/E50q7QPftxUuQfr/QO46FrnnXOSuXkj/HwhHb0TqOLAeBdaOkPQgaA4ir3j6JmTWIKQMIaUXKcu2zVLGey20UlwCSwORDHV+QdSbR0wN53AbYe+KljYOrd4faBkfIKyV2GTXt0YJkUXmC66quK9Coah9e3sY2maV2n0AsmbBf/g8xeeE9ZDBf4s3xLQryPEQCkYbxML8aCPkTHBisWpR7ezOeIavGE+uh1EXPouvoNjIPzFoHB+sH0/PM7vR88xu5joXriMvMz9SO1oP6WTvzOWW7vexceUWhCb43+jLuCxOzeZvX/s5EskuIq1BChfeeQ7zflhEWoM0/jf6Uhq0qAdA/8En8f2b06PqVA8edUnkflUwlcmjvzc9qJNWL6XKYykUCoXi8EAGFxOtVh2C0MrYhkaeeS+qc0GpRgmYr2Al2zkpD2nkIHNuL3Y2Jebnun+Y5aScZsq3DCxGyjygyM6FQN+J3HOeGQFHIJPuQku4NnYSr1mKKqoOtKgHCVdBYAZo9RBJwxAWc9NaugaA98sScwEJwxGWvSgNqaXGpqnLIGgZVR9LoVAoagDlSB+ANGnfGIfbEVWvuGGr+jHtjh/Qg29e/SlSRsrhstNnYC8AAv4gLwx9jT8/+ws9pCMESGmqWV/31JXlzr99/S40LdrJtdosbF2zg9S6xc6m3WXH0EvVb/b62bRqC4ZugA4fPPY5rbs0p8cZ3aLafTHu+xhn9pjTunDRnedy0Z3nxqzpuqevZPfmTJbMWIEr0cmNz11Nv8v6lPscZRHwhzj1yhOZ/tEMQGKxWDjx4uNo063lXo2nUCgUikMfYW2DjKrbrIElNtIqnKchvZ+VaOcE5xkASOlH5j4Avp8xnc+iWstOSLq7/AXom4hNp7ZAaCPYU0sswEGUIwyAP+xEh+1u/ktIawezlnNJPO8RswngPBEt8VogjuOddB/oOyGwEEQCJD+I5jqz/OcoC6mD82zw/YD5vQhwnYuwtd+78RQKhWI/oxzpA5CzrjuFWV/OZfnsf7FYNKx2K/e9d1tMu84nHMHdb97MxHvex1fo54QLj+XmF/8HwGt3vcuMz+dEVL8tNgvH9D+KC4edy9GndI4Za9msVbx08yTyMgvo2u/ImLPLQX+Qes3qRF1r1qExnft0YOmMlfi9ARxuO8FACL1E1Nhf6GfpzJVRjvT2dTsj6ypCCNMxj0dBjofbjr2fzO3ZCAR6UGfaB38y7YMZnHtj/4iqeGVYOmMlD579BJpFQwCturTkqkcurrRAmkKhABAgRcXNFDEIU4r4bKAFJWywlPL52lqTopK4LwPfLxBaDBTVK34qpplwHItMHgMFY0H6wkJiIwDMM9a+nzFrPgNYwX4CImEIwtErZiwZmIfMexSMXLAfC7LU2WUZBEupI03WdmDrCoFFmM68EzPNvOTmtQ8ZWBjlSMvQRmLPRgsQ8SPl0siBzItMQTIBEALvFAzvl4iEQYiwqnhlkP65yJwbMDcKJNg6mmW6Sjv6CoWiHJRtrmmUI30AYrFaeOKHB1m7aD3efB9tj2mFOyl+veKTLu3NSZfGGpo538zH7y02iHpQp06jjLhO9JY127n/jMcj6eQzpsyhZedmbFy+BavdSigQYsiTV1C3SXR6lRCCx765j6njf2TtPxto260lX0/4ka1rdkTaOFx26jYu7vf581/z9kOfxujzO9wOBtx0etxnfG/UZHZu2F1cVzsf/v5+EQCLf1/GPW/dQt9LKqdG+tglz+MtkbK+YZlZC7sozdyTV8iWf7eRVj+Fes3qVmpMhUKhqALfYHo3S4kNGyoOYISwQfo7EFpupldbOyK0xLhtNfe54I7NrsL/O8VONEAILI3iO9Ghtcis64ikk/t+AmsHU0Vb2EynOuk+hCXaVgmhQdokpOd9s1SXrRN43gFjS4lWDoSlONPNKJgIBS+XfmIQLoT70rjPKPNfBH07xXW1PRAwRdVkYA6kPotw9o/bN2asnNtBFhZfCP2LECJim6WRD/p60OoiLA0rNaZCoVDsb5QjfYCiaRrtjmm9V32XzVxJ9o6cqGtWm4W0+vHPAM/7YVFUFDngC7J20QYmLn2OXRt2U69ZHZod0SRuX6vNyoXDzol87tCzDSNOf7xIK5SmHRpz+pCTATMS/fZDn0RFo4Um6H1+T64ceREtjmwad44tq7cVO9Gl8BcG+OjJLyrlSBuGQc6u3OhrusH2dTsBWDl3Dfef8ThSSoKBEBcPP5drHq+4FrVCoVBUgSZSypopPKyodoTQzFrSe4EM/A0xCtQ2U/07Hv4/iE6z9plOfMY3CGMbUmuMsLYqY512RGJxKra0dURmX0tEydvaFlznm/dC68JOdEkHXwNHf0TiLQhrGe8i+nqKnejS+JAFr1XKkZYyCDKn1EUjrN4NMrAAmX2duXYZRCYMRUuKzdJTKBSKmkY50ocYu7dkcv9ZT0SdPxZCkFwnmfrN6/HhmCm0Oqo5x55zTGSn1+F2IEqdiTZ0g0n3fEDmtiz+W7wBu9PGHa8O5bSr+pY597KZK5nxxVzOvPZkGrdtSL2mdehxRtdIzeoNyzfF1KK22iwMvOMsmneM76iDmcK+5M8VkbPgpTH0ygV1NE2jUZsGbFu7PaLYLTRB664tAHj4vKfx5BbviE958Tt6nnU0Rx6vzmcpFIpq4wchRH8p5c+1vRBFzSH1bcjs64lOrxamkJZWF1nwKlg7RATDzNsuYour6FDwPFLfDKE1SBzI5MfQ3APKnjswD+n7GZwXg7WVGdF1nBCpWS2Da4hN6bZAwjVQhqMOgL1HifTxeJRfuaMIIWxIrXGpiLkA6xFIKZHZN4H0FN/yvIF0nIiwd6nU+AqFQrG/UI70IcaKv1ajla4rJaDdMa2YMOwtAt4AdpedM4aczC3jhgDQ95LjePP+Dwh4ow3p3O8WoFk0pCHxFwYYd9NEmndsEjdSPvPLuTx15Uv4vQEsVo2E1AQmLXku4kRLKZn302KkjE7pDvpD3Hf642hWCyM/HR5RBC/JJfecx9p/NjD7q7+R0owsS8Mcx+F2MHDY2ZX+fkZPHcE9pzxKYV4hoaDOlSMvpNVRzXnwnCdjotVCwKaVW5QjrVDE4xAqX1HDzAG+FEJomOE8AUgpZflFdhUHN4GFEK+0lLUDFIxBSj/gQLovR0sOl9RyngP5z4P0R/fxT6NYWdsLeQ8hbW0RtiNihje830PufZjOrjVcuuq7YidaSvD/Sew/6CBkDUYKK6S+Evesski4ARlcCf7fKK5pU7Sx7QL3NZX6agBE+kRk1mAwPEAIkm4Haytk1rWx0WohwsJpypFWKGJQtrlGUY70IUZSWgJGKWdVaIJF05dGzkz7PH6+m/gLl913ARkN00hIdnPtk1fy8i2TYpS0S0Z7pSFZMXt1XEd64j3vR8bXQwaenEK+mziNqx6+GCklY68Zz+8fz4y7ZjPVO8hjlzzHe/+NjylDZQk72QunL+Gf35bj8/hYs2Adekjn3JtOj4qS52Xmk59dQP3mdSNOfEmadWjMRxtfZdfmPSSnJ5KQksCogc+waPrSmLZSUmZKu0KhUOwlzwHHAUtl6Z1FxaGLlmxqg0T9H9cgMJfiklpeKHwfmTgUoaUjtGRk4l2Q/xgxStqlj9cH/4E4jjT5YymOGIdA5iO9nyMSbzCjvbl3hWtjx8MP0o/MuQXq/obQ0qLuCmFDpI3H8M+EwN/mGefAchA6uK4yz4mHkUYWGPnmeXBhKz0RwtoG6v5pnrnW0hBaIkbWUAjOjV2WNMBSTqRcoVAoagjlSB9idD25Ex16tmHV3DUEfEFsDhunDT6RXz+eBSUizla7lYIcDxkNTcPY95LjeP/RyWTvykUP6jjdDnTdiFLv1iwaaQ1S487r80SndukhncJ8L3u2ZfHUlS+x5M8VkShyWVisFjav2hq3nvOMKXN4evDLBAMhbHYrGY3SeW3RWFyJxSJsb4/8mMnPfI3VZiEhxc2zvz1Kk7axoiQWq4WGLYtFVhZMWxKjUm6xalw0/BwVjVYoFNXNGmCZcqIPM+y9wXokBJdhplHbwDUQfN9EO9fCZtah1tLNj66zkZ5XwMgGQma6twwRdTZZaGWfs5beUhdCID1IfQcy5y4IzqfiEJYGoQ1gT4u5Y3i/g9z7w89kB0tDRMZXCFFsm428Z6DwHcAKWgqkf4CwNosZSwgrWEtopQTmEHsG2wIJQ1Vat0KhOCBQjvQhhqZpPPXjQ/z68Uz2bMmifc82tO/Rmj8m/xVpIzSBO8lFo9bFzmRCspsJC8by/qOT2bVpD91P70rdphk8OWiceX5aCNp3b02fgT3jztvvst58N2laVE3rHqd34ZYe95G9MyeuEy00EXU96A+SUjeZDx7/nPVLN9G+e2vOuPZk5n67kFdufzMS8fZ7A+zZlsV3k6Zx4bBzEEKwcNoSvnjxO0KBEKFACH9hgIfOeZL6zeuw+d9ttO7akuGTbozrpCcku/CVUPK2Oaxc8dBFXPHghVX89hWKwwjlBu4t24HfhRA/UELdSZW/OrQRwgLp75qOs77TLE9l64j0fVuilWamXlsaF/fTkiFjKrLgZTNa6+hrOs259xCptWzrCo6T40/sPBO8X1AclXaA7Vhk5kCzbFXcf8hFaeNhZBCppSLzX4bQGrB1AddAROA3yBtdYmwf6NuRhZ+B+yqEEEj/H+D9ANMhDoLhR2bfgLTUNetf245EpDyOCG8cRC8jAYySm/QOSLwNLXFoWV+zQqFQtrlGEYfipnj37t3l/Pnza3sZBxTrl27k8UtfYMeG3TRt34iRnw2ncZuKS0hsWrWV5bNWkVI3mV5nH43FYonbLhQM8cZ9H/D7p7NxJjgZ+sxVIOGpwS/hzY8VInG47Ax9djAT734Pi82CHtK57L4LmP/jP6xZuI6AL2jWlZYSoYm4QmNCEySlJ/L4N/ezbOYq3nrwQ0KB6NR0zaJh6AZWm4VGbRowcclzMc/w1zfzGXPZC+ghHYvNSt0mGUxY8DSuhPi1MxWKgwkhxAIpZffqHNPRvKlseN8d1TnkfmPjzfdU+/PvC0KIR+Jdl1I+WtNrqWmUbY5FBlcic4aBvg2srRGpL8WN1sb0C601hb60OuA40XTU47WTQWT+U2bpLOFGJN0P+JG590cLeEVwQ9JwyH8WhNWMfifeDP7pEFyFuffjCLcVxBca00CkItIngv8vZMGLxAqPFTnrVrC2RGR8Yyqil1y772dkzt2Yae02sDRG1PkCUUZda4XiYELZ5gPLNu8tKiJ9mNCyc3PeXPFi5LNhGPz49m+sX7KBxm0bUZDrYdua7RzZuwOnX9MPTTMNWrMOjWnWoXEZo8KKOavZsyWTNt1acuNz/+PG5/4XuTd76rwy+/l9Ac654TS69uvEppVbaNymAXrI4NOnv4qUxyotflYaaUjy9uRz/xmPc/uE67HarDGOdNEZ71BQZ9emPWz/bydN2jWKanPcud15cdbjLJq2lITUBPpd3ls50QqFYr9wODjMisojbEcg6v4U+Syljiz8DBlabZ4DNrLB2ISw9QTXBZFqG8LaBqxt4o4ppTTPTBs7wdoRLXkkJI8svu/7KW4/Ey/CfRU4jofQOrC0AOlFel6jOIHCX05/AANkFjJriDmvcETXiC5qA0AIQptB3xqd1g1m6ayMjyHwF4gUcJ2rnGiFQnFAoRzpwxApJU8MGsfc7xbg8/hNwyxMx/T3yX+xcu4ahk+8kawd2fz+yWx03aDPwJ5R54qllIwZ9CJ/Tv4rosR9+f0XcMEdZ5NaNxkhBN1O6URiagK+An+MWjdA5rbsKEd9xZzVCC2OqmlJigTJSwwnpaTZEY05/ryezPrqb6w2i5neXcoR93sDFOSWNuYmbbq2pE3XlhV8c1Vjx4ZdTHnhWzx5hZx8+Ql076/OdCkUhztCiO7Ag0BzSthgVVtaIaVE5twO/pmYAmTh1G0MpO8HCC5BpIxC6jvB9wOgg+N0hLVJnDF+pshQSvetiIQrQEs37b29N4iEsHNb2jZLMPZEOeoyMI/YMlyliWOc0U1Vcntf8P8ejnAHiY1i+5FGAaXqjZij2o4E25EVzF01ZGgT0vMO4EE4B8RVJFcoFIrKUNFvRsUhyPZ1O/nrm/n4POauspQyclbZX+jnl3d/Z93SjVzXaThv3P8Bbz3wITd0uZv/Fm+IjLF05kr+nDw7ykH++MkvGdTsRu7o8xCevEJciS7G//0U3U7pFLMGi0XD5/HxwFlPcEnD67ij94O4EhwkZySiWeL/tbS7bHQ7uXNManbAF8SV6OS+92/jxZmP8fDnd9O+Z+xOvTQkD579BNmlylztD3Zt2s2N3e7h6/E/8su7fzBq4Fh+/WjGfp9Xoagx5EHyc+DxIfA2cCFwbokfxeGOvh78MyhW8S5RTkp6wTsZI/gvcs/ZyPxnkfnPIzPPRQZXR4aQ/jlRTjQAha8gd5+IzBpkOqxaIiLjS7D1iLMIC9LwYGQNwdh1PEbm5UiRCiKJsl8ZHWA7DiiVXi4DZjp56ouIjI8RqS+bgmsxSMi+xlT23s/I0BZk5vng/Qi8XyKzbzJLhCkUhwq1bXMPXtu8VyhH+jDE5/FjsZb9v15oGp88+SWeHA9Bf4hQUMdb4OP1u9+LtJn3wyLiHa8PBUKsXbiOV259EzDrPG9fv8sULAtjtVs5Y8jJjBr4DAunLyF7Zy4r567hnlMeZcy390e1LUKzCJq2b8zy2avQQyXSt4V5PvvajsMYed7TNDuiCTa7laUzVsZ9tvzMAkacNppNq7ZW9DWVSSgY4t1Rkxl2wkM8eeU49mzNjGnz/aTpeAt8GJENigBvj/xkr+dUKBSHDLullF9LKddLKTcW/dT2ohQHALLQjNqWiYCC8SALMFWygyALkflji5sEfiP+W2oQgkuR+U+Eh3Ka6dRRcWA7uC6HnKFmOrWxB4KLIHswpE4i/iujBaytILiQ6BJdwvy8p79ZPsvaxuwfWljGs2cjs65BhjaU8/zlI2UQI/9FjMxLMXLuRuq7Ytt4Pw5H4otSy31Q8OJez6lQKA5vVGr3YUiT9o1ITE3EXxiIqhMNppPbsnNTCks4gUXk7snjr2/ms/i3ZUydUPYZq6A/xD+/LwPgu4nT2LMlK0qdOyk9kUtHnM+0D/5ED9etlobEk1vICze8HjkDVoQ72cVdb97EU1e+RNBfqpZmeFg9ZLBo+hLeevAjtq/bWWapLSkl65du4rZe9zNp6XPUa1a37C+qDMb+7xVmfzUPvzfAqrlrWDR9GW+vepGElIRIG78v9ruNWbtCoTgceUQI8QYwnWjV7i9qb0mKAwJr2xIp16XqRGMzU5xlQal7EvQspG8aMjAHCj8uZ4IA+M0KHrLwIzB2E+V0a2ngHgzeKRSLgxlg5EL+I8Q40iIRkp+G3GHElqkqGlcH/wxk/ksQ+peyQ1ESQquQmRdCne8QlgblPEcZI+TcZaaQ4zM3DQJzoM6PCC2xuJHhI+a7leXrsSgUCkVZqIj0YYjdYePFGaPp1KcDKXWSaHt0K9r3bEO9ZnU4fkB3nvppJCdc2Aun21Hcx2XHm+/jiSvGMWWcWWaqPPZsyeKSRtezcs7qmBrNelDHmeBED0Ubs1BQZ/msf2PG1kM69ZrViTjdZRHwBlnye8X1qgEC/mBUSbDKkr0zh98+mRU5f62HDHweH/N/XhLV7qRLe+Nw2SOfHW4H/f/Xt8rzKRQHJBKQ4uD4OfC4BugKnEFxWvc5tbkgxYGBEA5E+sdg6wYiDaydwNoZtIbgPA2R9iY4TwdcJXo5QeYic++GwveJdWhLYWzF2NUbgosxo9olCSE0F7EK2yEILohtL0NgbRCnfWn8EJxLxfmcEqTfVBivIoa+Hfw/UXz+2qyXTWB2VDvhOhcoKVjmArcqdak4RFC2ucZREenDlHrN6vLcb2WLx/YffBKZW7OY/MzXGLrBUScdyeLfl0fVW66I7B05zPl2PjanlaDPdI6FJujUpwNp9VI49coT+f3TWZGz2iURQuBOdhEKhDj/trPo0KMtHXq1ZfX8/wiV4VALTdCgZT3Ovak/C39ZEnF2NYswo+ulBMoQVfuHrId07j11dNx3gdJDte/emke/updJIz7AW+Dj1CtP5IqHlLFWKBR0kVJ2ru1FKA5MhLUJIqOcqLLrEqSxGzxvARJsPU0nNUYVuxyM3eD/E7BT7BxrYOuBsNRHOs8KO7PeOJ1FOGoegoQhaLbOGNYjIbSS6NTukmhgaYpwDUQG/qbY2S1VrxrMZ4orO1Y2UgYh8xriO+rRYwl7V0gbj8x/BqTXVEJPuLFK8ykUCkURKiKtiIsQgkEPXMhX2e/ydd77HHfOMejBsqPQZQmEGYYkOSM58lkaktlfz+PmniNo0LIet758LU3axdazbtimPvd/eAcvz32S6568AoDRU0dwVN8jcbjtWGyWmLPUKXWSuOmF/9Ht5M6M+vJeuvQ7ks4nHMHIyXfRpG2pOST0vfjYyn4dAGxauYUdG2LPXNmcNo45LVZw95jTuvDawmd4d/XLXPXwxZGSYgqF4rBmjhCiY20vQnFwIoRAS7wVrf5CtPqLEI4TMJWwy6IcuyNSSnwwwP8Txp4LzbJbiSPBEqeetaUlIuU5RMYUtKRh5jDpk8DeHTPSayXGEdbSEUkjEI4+iLRXwNbLFDpLGQ9anDmc/ct5njiE1oDcEeeGE+zHxVwVjhPQ6nyNVvcXtMSbY+pXKxQKRWVREekDAG+BlwW/LEFK6HayWTLqQKPjce3KPeNrGKV3lU30oE7m1lJKnBLWzF/HmvnraNqhMbdPuJ6R5z4ViSA73Q4uuO0sep11dFS3lDrJPP2zWQsza0c2oy9+jrX/bCAxxc3AYWdz9vWnRs4pd+/fJVJuav2yTezeEr0GocGiX5eSWi+Vo/p2rFTd6HibBZpV46GPh0Wdj1YoDgfEIaS6WcP0Aa4WQqzHPCMtAKnKXx14SKMgnBoswX48Qkuq7SXFYj+a8tO5y/qHGgC5O7ZtaKn5Y2kHSaMg52aKI8gucF+NcPaL6iW0dES6KUZqhHZCzm3meWgtGRKuQbguiZxTFo4TEY4TzdmCK8zoeqk1SP9fYEkDey+EcFExGrHqpxZIeyn6fLRCcRigbHPVEaY40xVAKynlaCFEM6CBlPLvivoqR7qWyd6Vyy09RlCQ4wFMJ3L8vKep2ySjllcWTcvOzctvsJf/cDev2sqWf7cx8rO7ePfhTwn6g5xz42kMuPmMMvt48gp59KLnWLPgP6Qh6dqvExfeeU5MWawivPneGJXyUEDn5VvfxGKxkJiWwPh5T5FaNyVu/yKadmhM6y4tWLNwHQFfELvTRqsuLTjqpOqtcalQKA5pyv7lpjhgkPpuZObAsLgXINyQ8QXCUr92F1Ya6xEVNNhL46yvRhjbIPVFZMHLpiCX+wqE+7KyZzLyIefWcJq3BMfxCPf/yo74Sg8IS6klhiBvFFJopvhZxhSEllb+Wq1twdYWgv9i7k05wNYJYTumSo+sUCgOWyZgnjM5GRgN5ANTgHg1AqNQjnQt887Ij8nakRMR0vIXBnht+DuMnHxXLa8sGl2vSExk71mzaD3n3nR6TAS6LMbf/hZrFvwXiZDP/PJv2vdozQW3nx23fcujmmN32inMiz7v5S80I+B+X4A37/uQu968udx5NU3j6V9G8sFjn7NmwTpad2vJVQ9fXKYDr1AoFHHIr+Q1RS0iC54FI5PIuV/pQ+Y/jUh9vlbXFUsF4mL7gAyuQEsZhXCeXLn2eaPCTnT43LX3R6S1CyJhUPwO1iMAW5wbXtO51gPI/BcQKaPLnVcIC6S9hywYD6EVphOdeItK2VYoFJWll5TyaCHEIgApZbYQwl5RJ1COdK2zfd2uKDVqQzfYsaF0qlPtY7FYSM5IIi+z+H1PaCJGITu1Xgq5u/NMMa9KoFk0WnepINpdihV/rY5KM/cX+lk2698yHWlXgpOnfxnJDV3ujntfD+psXRt9vmrLmu18NGYK+VkF9BvUh5Mv6wOAw+Xg2ieuqNJ6FQqFogQLgaZANmZadyqwXQixC7heSrmgFtemKCK0mWjxLB30LbW1mjIRwo4kGcgrcTWeiFc65l+5ykaoLQhbh6otJvgP0cre3nB96fiOtNASkWlvQFZZQpxB0KNLrMvQOmTBqyDzwTkAzXVWeCw3Ivmeqq1XoVAoTIJCCAvhX5BCiLrE/hKNi9quq2W6ndwJh7tEmSSXna4nd6rFFZXN8DduilKnjieeVZ4TrVkENmeJvRsBzTs24eyhp0UuLZ2xktuOe4BrjxzGB499FvfsdaPW9aPOK9sctlgxsVI0bFUfzRJfCdThsnNU32Ltn50bd3NLjxFM++BP5ny7gOeve42vXvmh3PEVisMOeZD8HHj8CJwlpawjpcwAzgQmAzdjppcpDgQcxxFdJim+cNUBQcrjRAt8xXu1K8+J1jAVvEtgaQeuiyMfZeBvjMyLMHafiVHwGlLGece0NC01twMsLcpdurC2AMrK6nKCvWfxGkKbzDrTvq/B/yvk3ofhKa9utkJxGFLbNvfgtM0vAV8C9YQQY4CZwBOV6agi0rXMJfecx8aVW/nt45kAdD+9K1c/emmNzO31+Phh0nSyd+bQ7ZTOHH1qtNbNvJ/+4dOnvyJ7Vy75mfkU5Hii9Dz0UGy6t5QybqQawNAlhl5ih1/CtrU7+OSpL7ly5MWsW7KR+88cg7/QLIf16dNT8XsDkQhwYb6X3N153PziNdx54sMEfAGklDRoUY/L7ju/3Gd1JThp2qExG5fHRhS6n941qjTVL+/9jt/jjzyDv9DPWw9+xLk39sdiVWncCoVin+gupYzU25FS/iyEeEJKOVwI4ajNhSmKEQk3IUPrwPejecFxEiLx1hqZWxoF4P0MaWQi7L0RjmgHXvr/QBZMBCMLjByQeUS/mcYTBi0qKxXvDdYgpka0vh7pmYRIvNEUBcu6jojomOdVpAwgkm4vXq+RBUkPQ9ag8FgSLM0QideW+6xCS0JamoG+Pvamoy8iYWjxE3ingPSWeAYf5D+DdF+MEOp1VqFQ7B1Syg+FEAuAUzB/UZ4vpVxZmb7qN08tY7FauO+92xg+8QYMQ+J018x7lK/Qzy097mPnhl0EfEG+fPl7hj4zmAE3nQ7AwulLeXTgMxEl7aogDYkzwYHP40cIQVqDFDy5hZEzySXxewN88vRUrhx5MX9Mnk2gxHy+Qj8/vvUr1z5xBV+/+hOvDX8Hi9WC3Wln1Bf34PP4sNqtdOrTAZs93jmraE648Fg2rvg86j0iOT2RUV9Ep4PpuoFeKhLuzfcxauAzjJ46AlHF+tMKhUJRgiwhxAjgk/DnS4HscFpZpVLJFPsfIayI1BeQ8snw54orO1QH0ihEZl4A+g4ggPS8h0x+EM1tbrBL/wxk9m0UK2lXFTdQCAjQ6oCRhynQVRofeF6HxBuR3m+j55Ne8E6GpNsxPO9B/ljAAsIFqeMReAA72I9BiIptM47ToHBi9DWRjpb2cqmGOrH/RAqQOXcg0sZXPI9CoVDEQQhxLLBcSjk+/DlJCNFLSjm3or4qtfsAwe6015gTDTDzi7ns3ryHgM8UKvEXBph07/uR+1Nf/qFCJ9rusuFKjP9y0bBVfb73fcRPoU95ZvqoctM4iiLbNoc1Jv3aarOyfulGJt79HkF/CJ/HT15mPo9d8hzdT+9Kt5M7V8qJBjjp0t5R37HD7eCcG4vrVfoKzbH7XnI8dkfsmAunLWHXpj2VmkuhUCjKYBDQBPgKmAo0C1+zAJfU3rIU8RDCWWNONGBGwPVdmM6txIy6Ph25LT3vUrET7cB0mEsjwdoCUX8Zov4qRNrbxNR8jmoezjoTdmJfF23I4ArIfxYzAu0FmQW5w8Ilro6tnBMNCNcAoGSZKxckFGuRSKMQaWSD49zws5XC/wdS31mpuRQKhSIOrwIFJT57wtcqRDnShymFed6Y88cBXzByvrkisUvNqnHMaV2YvOMNzr/tTKz24uQGh9vO8ef3wGa3IYSgWYfG3DnpRuxOW4yjbHPa6HdZbwD6/68frkQXmibC4zi48uGLWLdkE1qp8lV5WQV4cgur9MzNj2jCs7+OostJR9K6Swuuevgirh59KVJKJt77PuenXs2ljYfy1JUvMeSJQTF1ozWLRjBQdi1thUKhqAgp5R4p5W3AScAJUspbpZS7pZQBKeXaWl6eoraRBZiR15LXSkaMK3pts4DjRKg3G1yDiFbFdoGzP0LYEUIgbO0geRTm+ejS4zrAdS4Awn2xWf4r0sYJibdBcFXsy4KxG2lUzTYLWztE+rtg62EqeSfejki4FSklRt6TyF3dkbv6QN59kHhHnLVqIPeferlCoTjkEbKEwJM0RSAqlbWtUrsPIgL+IEF/kITkeDvNVePoUztHl4YQ0LhNg8jHi4afy7wf/4lErEty8d0DuOLBgbiT3Xzw2GdM/+BPNE1gtVvQLBr9B5/EVSMvjupzyqATaHFkU24/7gECevGYmqZx58QbAKjXtA4TFjzN5GemUpDtod/lfTh+QA+Wz15FKBD9YmF32nAnu6gq7Xu04dlfR0VdmzFlDt+8+lMkMv7fPxvYvGobialuPLmF6CEDq91Kg5b1aNiqXpXnVCgUiiKEED2At4Ck8OdcYIhS6z54kTIAMoDQEvd9MMfxkF/SURRgaWHqjwiBSLwOmfUXcdOx3TciEoeCSEAWjAPft5hOpxWwgOtCRMINUV0090AMazvIurzUmBZE8ihzBZbGkPEV0vMGyDyE8zyEsx+G/2+QpTaXRYKZ4l1FhL0rIuPDqGvS+y0UfkLkzHdoORT8ByLZVO1GB2xgbQmWRlWeU6FQKMKsE0LcTnEU+mZgXWU6qoj0QYCUkrce+ogBSVdxYZ0h3HbcA+Rl7VvZ0SbtGnHzi/8rzuqSsHPDbl65/U38Xj+d+hzBUz+NpE23lggh/s/eeUZJUXRh+KnuiZsjOYMgoOQgiiIqCooZcxZFPzAgZgUEFRRFBVSCAbOIICoYAFFQiZJEQDJITpvD5O76fvQwO7MzuyxItp9z5sh0V1VXj7NTfeve+15Uq4pqVbntuevo9cptxCfH8924mUx8ZSqFucX4PH4Cfo06Z9Si58u3IJTocLGtq7ejWiPFurSAhqe4ZPGuWrcyD4/uxbMTHuHsK4w66LM+/R1dK/Geq1aVARP7xVQNPxxWz18bMQcAn8eHx+Xj9HanUa1BFc65uh2vzRls1ow2MTnFEEKMF0LsE0KsKuO8EEKMEkJsFEL8JYRoFXauqxBiXfDcUxW85PtAbyllHSllHaAP8MG/vhGTY47hMX0Fubc5cl879OwbkHrBwTuWg7A0gKTwr5IEbSuyYChSehG2doi098FyOsYCbjFe8Q+jJPUzSkq5PobiD4IiZF5AMzy9if2I9dgntA0gSq9tXpAl6V3CUgsl+XmUlBEIR2fjoOdbIr3nFkTKqCOmIyJ9SwF3qaMeI0fb0gzU2uC4BJH2sVkz2sTkFOMYr833A2cDO4EdQHugV7k9gpge6ZOAuVMW8fWIH0Ie043LtzD87tE8/82T/2rc7et2ReQu+7x+po2ewe+TF/LanMGceW5jxix9hcLcIrJ25lC5diZxiSU7zXMmzg8pbAMgYf3iTVyVcgeqVeXSey7igTfvDhm8VepWilLztlhV4pPL9rBvXbODnz6aE6EQLoTgtNb1DuuepZT4fYGIHOiq9apgd9qicsJ9bh+ntalPnxF3Hda1TExOZcSJV77icPkQeAv4uIzz3YDTgq/2GDvW7YPiYG8DXTAW3sVCiKlSyr8Pcr1CKeXvB95IKecKIf7dzqjJ8cHzA7g+I2RM+lch859FRIlkHSL+0o4QH7g/Rnp/gLTPDWM6YypSzzdEydQaCCU+cl4RBqiEwJ+wrxUSCzLuZkTiMyXGp1qDKCET4QiGc8dG+teBexqRhrQA6+GV7zSiKv0IUVKGS1hqI7ET7X33gq0VStK/ewYyMTkVMdfmQ1ubg+1fl1LeeDiTPOgWnhDiASFE6uEMbnJk+Ov3NXjCDNaAL8DfC9Yf0hhetzeqvrPVZonyHEsJefsKePGGN0LHElMTqHtGLeISnbgK3bx+7xh6NXuUXRv3lKlTovk1fnxvFl8Onxo61qRDIy65qzP2OBvxyXHY4+w8O+GRcj3LefvyI/KvwRAly8869OfOGR/Opnv8LVwefwv/a/0E2btzAeh2z4XUa147ahddtSjEH0b4uImJycmDlPI3IKecJlcCH0uDhUCKEKIq0A7YKKXcLKX0YahwX1nWIEKIVsEd8z+EEOOEEOcLIToJIUYDcw513ubafPyRvj+INFj94F92aGNId9TajLAQvbhK0LOReX1LminJCGsjhBKP1AvR859Gz+oO2s5yrhgA1+fI4g9LDlnbgOMKwAEiAXAiUkaW71nWs6C0mJiwGuW4DhHd9SVy75nIvc3Qs65BakFRz7ibwNKQ6M/CAiLxkK9jYmJy8nCs1mYppQZkivBdvEOgIrEwVTCs+S+DrnKz9s8xpmqdStgckQtWRvW0CvXdvWUvdzZ6iCuSbufyxFv5ddKC0Lmud1+AMz5ajVRKyc4Nu2Mef/LiF5j16W9sWbWNnD155apxB/waE4d9E/GQ8MConoyY+yJPf/oQ49eM4KzurcvsX1zgImtHdpTAl81upWq9yuXcdTTrFm/kzQfew+fxo+uSLSu3MuiaV0PjvfHbC9zx/A0ho121qMSnxHN5sByYiYnJf5bqwPaw9zuCx8o6XhavBV8tgIbAc8AgoDHQocxeZWOuzccbtSZRKtJKlZhNSyMDW9H3X4Tc2xK5rwW6e2bonIi7sYw8Yz1mvWUpdWTO7YaHOLAe9OyDXD0AxeNKxEWFQEl+AZH+BSL5NUTmDIT9vLLnrhci9f0Rod/BiR9yrrL0/QkFL2Iof+sQWIvMezA4LzsifSLEP0CJaJoFRBIizhS4NzH5j3Ok1maAf4B5QogBQoh+B14VmcRBQ7ullP2FEAOAi4G7gLeEEF8C70spN1XkIib/ju73d2HWp7+yY/1uEAIh4LHxvSvU9+muQ9i1aQ9Sl3hdPl698y3qnlmLWqdXJ29fPvHJcbiLPREh10IQ01Ddvz2LzX9txe81DNvwvOWycBW42LF+FzUblXyHG7SoS4MWdUPv53+7mNd7jaUor5imHRoxYFI/Ar4Afdo+hbvYixCgKAJdl6RVScGR4OC2en1o260FD77ZE7vz4GXDVs9fh66V3KMW0Fm/ZFNIwEW1qNzy7LW0vPBM5k5ZRFyig0vvvYi0KqbDx8QkJvKksdsyhBBLwt6/I6V8p8zW0cS6UVnO8ZhIKTtX6GJC3CGl/Ohg7cy1+fgj4m9BeqaCtg3DLyEQyUMP2k9Kicy9K+g5lkbOb/5jSOu3CEtdwxAWicbxiK+UALVW9IDaDghswjBGIUr1O+Yk8kHbDpaS8YS1CVibhN7r7hlQMMBQEre1QaSMBOlBZl8D0mPMBwXQQckE4UTu74y0n49IGoAQFSjp6V9KSEwMjH/7/yqZk7AgEh9E2s9Ben4CkYiIux6hZhx8bBOT/yLm2nxIa3OQXcGXQlAItKJUKEdaSimFEHuAPRi/eKnAZCHET1LKJw7lgiaHjs1hY9SCoSybtRJ3kYczzz29Qgaex+Vl9+a9EUayoiqsXbSBuCQnT13yIu6iknqUQoAz0YnVZqH/xEeixhOKQPNXYIEOQ7VY+HjwJKrWq8wVvS8ho1qkJ33Lqm0MvXlEKD959YJ1DLrmVTKqp5G3vyBkrKsWhU7XnsX8aUsMTzgw44PZbFiymZHzhxy0BndalRRUi4rfW6IYnpAaHxW61uSshjQ5q+Eh3aOJickJTZaUss2/6L8DqBn2vgbGgmsr4/i/5WHgoIY0mGvz8UYIJ6RPBt98w+i1tq2YgSeLjNzm8Gc7oRo51sKBzL07aESHThpq2NgQKSOih0MQaYxWBAuycATSUhMRdytCzYwc078G8h8nVLPatxSZ+xAoicHwbS00DvZLwTsT2G8cck9C+ldD+oSD1+BWMjC8zWHzV5KjmglbK4StVdRxExOTk5YTZm2WUg4+3Ekc1JAOyoHfAWQB7wGPSyn9wlCp2ACYi/UxwGK10K5byzLP+zw+RvZ+lwVTl+BMcNBn5N10uKINVpslQkRLSkivlsqahRui8qMVi8rASY/S5OxGMUO+33/m81KeawGC0DGLzYIQRki31CVCEfh9fuZ8MQ/VovD9uJm889frpFct2QRY+dsaZNjDhObX+HvBehq0qBPh8dYCOst/WYk/vByXhM1/baV3mycZs3RYuZ7pc689i2ljZ7Jh6WbDG6BLnvigT5ntK8rWv7ezZtFG0qqk0OaS5kdMSdzExOSEYSrwgBDiCwxBk3wp5W4hxH7gNCFEXQylzxuBm4/A9SrkTjDX5hMDIWxgP7/M81J6kPkDwTsbRDwi6TmjznNUZp00vLq+ZTHOKZDyNsLaHKHEEAArfI0o0S8EcGANPZD65zeug2L82/sdeC1I10TI+C5yE8C3OKx/sK9/CVhOK3WtAHjnUuIND95LYDUyuwekf1W+Z9pxKbgmQGCt8YCCRCS/XHb7CiL9GwzPtpoJtnOPmJK4iYnJCcMRW5uFELOJ4bWWUl5wsElUxCOdAVwjpdxaanBdCNG9Av1NjjDZu3N55c632PTnP1SrX5knPnyAz4dO4ddJC/C5fRTmFDH0lhEM/2UQj43vzfCeo4NGr6B1l2a0uqgZK+asjlLQBjjz3MaoFhVd1yOMwpw9ufw2aQG6XrKwKhaFR8bdx/Txv7B/RzZnnteE2wZcy9h+H7Nl1TZy9+bhdRmLqxbQKc538cO7s7htYEmN6aT0hCjj0xHv4IyOjdmwLDIXrDCnOObnsXfrfn75fC7del4YOialZMHUJWxZuY3qp1Wh0/Vn88qsgfzxw3Ly9xfQ9JxGEeHmh8Nvkxfwyh1vhTYkmp/flOe/fdI0pk1OfSQHD5Q6SRBCTADOxwgz24GRu2wFkFKOBX4ALgU2Ai6MMGqklAEhxAPADEAFxkspVx+BKVX0kzXX5hMMqe1F5j8B/nVgqYNIfiVYz3kmRjmpfGTew4j0CZA0xAibPqCcbTsfbO3BN4/or4BA2NoAAin1iFJPUtsN3p9L9VEg6SVwTwBtH9jPgrj7oHAoaJuMYyEl7ADIAqT7K0RCWI1pJcUQPQvPgxbxYG1pGL0R5Mf+QALbDAVx59Ul85USvD9BYKNR/9neFZH2KXjngJ4PttYIS51yPuWDo7u/g/xnwj7bs42NCNOYNjnVMdfmw12bHwv7twO4lgqG+VQkR3pgOefWVOQiJofPrk172PzXVqrUqUSDlnXRNI3HOj/H7s370AIaBVmF9O3Yn4Bfwxfmefa5/fzxwzJuH3QDdc+sxdo/NpJeLY3WXZohhKBZpyY0ateAtYs24HP7sDps3PDElQy9ZSQLpi5BKIJrH76Me4bdihACr8uHoqqEf6/sThtV6lbijd9eCB2TUtKwbX3W/rEBX7j3GMOY3rN1Hx6XNxSK3fGa9kx+4zu2rt6O5tdQVIWHx9xLg5Z1+fbt6RFeaavDGnGPJeMGKMpzRRx7++HxzPhgNl63D7vTxrxv/uCZz/vS4fLYUSTFBS62rdlJSmZShYTMpJQMv3t0hLd/xa9/s3j6n7S/1Aw/MzE5WZBS3nSQ8xKj1nOscz9gLOZHkgo97Ztr8/FFBrZCYB2oNRHWxkgZQObcEsx71sCfh8y5IRiiHV6+yQfe31AS/oe0Ngb/KlArg+1shBBIWwewNDWO4wXsEH+/IcDlnQMoyLieiMR+hmEo3YbBGJFK7URYahpCXQfmKyXSegYEVhLpPQYIQGAHUrqNcHUAR1ejFrW2GaSGYZw/D5Z64J5IpLfaRnSJKow2emSFDVnwnFF/WgbvzfELSsqr4Lgo9uesFxn530oawlIzZpuI9lI3jGg8JZ+Jb77xsp9z0P4mJiYnBsdybZZSLi11aJ4Q4teK9DXrSB8HtIDGb5MXkr0rhyYdGtKkQ6OY7X7+/Hfe6DUW1aKiBTSu6N2Vy++/mP07ckJ1lQ/URbaWKhFlsVmISzJCwGo3qUntJpELkKIovDy9P798Ppd927I4vX0D5k9dzOLpyw3jVYOpo2dQvWFVTmtVD78vQGbNdHZv3msYvIrAarcye8Jcht48krhEB/e/fie7N+3hi5e/iawvHcZPH87hty8XMGjK47Tu0hyL1cIbvz3Pr18uIH9/AWec25hGberjcXmx2a0RZb8AqtSvzJ5NeyPv1WKh5YUltSuzd+fyw7uzQqJonmIvC6Yt4Z/V26l7RrRQy/qlm3iyywvouk7AF+Cy+7rQ+43ya0cH/IGouSElOcGSWiYmJiaHybzjPYH/KlIGwPMj6PvB2hphax6zne6aAgWDgh7bADL+DoTzGqNfKOxZDxqLpUpEYQ3mO4OwNgRrpCaHECqkfQSeqaDtBWszpOdH8M4zxkQH18dItQ7YGhlzFpVA7sTY6FYAB9I1BZn3EIgERFJ/ZGA9FL9PZLmuMDxfIr3TIGUMwt7BCFlPn2h4lPVcsLVDWJsi9WIkNkK506GJVw/OIRwFbGeVfL7abnB/TYnR7QbPDGTgfwhLvagpSd8KI18cCdKPjLu1ArWjvRgh7KXQ90YfMzExMQGEEOECTgrQGqMyxkE5roa0EKIrMBLD9f6elPLlUudF8PylGG77O6WUh1ak8QRD0zSevPgF1i3eSMCvoVoU7n/9Trr36hLRzuv28vo9YyK8ulNHT6dt1xbogUjBL13TubZfdz578Su8bh9Wm4XkjEQuuat8kVjVotLl9k6h9289+D4+d8n1PC4vbz04HtWiIIQgrUoKzTs15Z/V26lWvzKVamXw0ye/4XP7yNkNL1z/GlXqVCrTiAYjBcpT7GXQtcOZuPMd4hKdWG1WLro1stSGI87OMxP6MuSmEVishkjYvcNuoevdFzJ19HR+eHcW+7Zlk5iWYHiww1TAi/KKsVgtIUMajBzz4rzI0PAd63exe8s+ht89mqKwcz++9zNndW9DqwvPLPM+rDYrtU6vzva1O9GDIfJSl5ze/rQy+5iYmJgIIR4GPgAKMXKbWwJPSSlnAkgpHziO0wP+m2uz4VG+HfyrMQxSFZk0ECWuR2Q7vRgKBgK+Eo9n8UdI69lBz204GsT1guLRGAaeFZS0iFDnWAhhAec1JdcsGEikx9cNhc8hRfARTqkM1nagbQC1jiHg5ZmGYezuR+b2AbUqZRrRxlVAupB5vaHSfIRwGsa086rIuSnxyOTXIP8xQyBN+iHxGYTzSqTrU3B9CfoeUFIQSS8YmwUH0PODmw9h9yIs0V7rwGbQdhph8jLsnOtzpKMzwtaunM/OiVRrBpXUg15zqYM19qaIiYmJCbCUEsXvALAF6FmRjsfNkBZCqMDbQBcM5bXFQoipUsq/w5p1A04LvtoDY4L/PWlZMmMF65dswlNsLCQBH4x+eDyX3nNhRG5tflZhlBiYarHgKfZy4a3nMWfiPDzFXuxxNhqf1ZAbnriK5p2asuj7ZSSkJtD17s4kpiZEXV/XdT4ZPImfPvkVu9POPS/fEgp3Tq+Wxs4Nuwkr+4zf68cfXPP2bsuiydmNGDZzAADXpN9ZKpzcFxHqXB5CCPZu3R/TQ3yADpe34bN/RrNzw24q1cogo3o6ANc/diXXP1ZSW33/jmxmfjQHe5yds7q3olr9ysQlxeEp9oTuRQhB3Wa1Q30mvPw1n74wGYtVxVUQ+XChazrb1uwo15AGGPL9Mzx72VC2r92J1WHl0fd6l3s/JianFKdIHtZx4G4p5UghxCVAJkZe1wfAzPK7HRv+q2sz3jkQ+JsSY9MPBYORzmsjc2v1bIz9hTCEFSH8SMel4JkRHMMB1jZG3rG9DdL7O0JJBmcPhBJdXUVKzcindk8DJQ6R+DjigIiZkmmUqorAV5K/rO0AW1uU9A+NKe5tRaTH2GcYvBVCgrYLLPXLbKE4uyDtsyGwFdRqCNVIhxIJvSChV8lI2i6ke4pRX9re2ciJFk6Q4ZvaKlgahN7phW9B8TgMT35R9NwCm6EcQxpApL6PzL0XtH8AOyQPQ5RzPyYmpxTm2nzISCnrHrxVbI6nR7odsFFKuRkgqLp2JRC+WF8JfByMg18ohEgRQlSVUu4+9tM9MhRkF0Yd0wI6Po8/ooRTetVU7E5bSKwLIODzU/fMWpzVvTXNOjVh/ZJN1GxUnUvvNYzwJh0alRkmfoCPBn3JV69/F/IaD7nxDV6eOYAzzjmdB9/qyYMdnsVdGHvXOuALsGXlNsAwyF1FkaFdUkKbri2Y9fGvhoEtBIqqhPqG4ynykLM7jyp1Mpn8+jR2bdxL8/ObcsldnSMeWpIzkkjOSELTNLJ2ZpOUnojNYQudX790E491HhSqB51RI523/3iJ9pe25Mf3f+HAL4qiKiFxtR3rd/HpC5PxuX34YtyqoirUaXrwXKzKtTN5b9Ub+Dw+rHarKWRiYmJSEQ78UFwKfCClXCFOrB+P/+TajJ5HxC4yYIQI+ylRvQbUKiCskeWppA8spxlq0/azkL7VCGsDcF5nrAu2NkGxsLKRha+D61PAbUSF5z4EaR8jbC0QSYOR2TdgOP9j4TcEzjAM8sjSWQA62DuBewqGZ/tA/ecD9xg+ETdSywKlMrL4fSPn29YB4bwqYo0TShrY0gxPvrbHyGEWJZ+TEZZ9R/ANYKmOSJsEtvPA8zUlT/sqBzzHMrARit8JzjFGZJsQ5Rr4oWaWmojM6UjpBWzm2mxiYlIuQggr8D/gQHjsHGCclAffgTyehnR1IHyLdQfRO9qx2lQHjulivXXNDiYMnYKrwM1Ft53HeT06HPZYTc9uFAoFhhKjrXQdZNWiMvCrx3j8gsEhA1DXdXas302VOpXoclsnutzWiYqQuy+f4rxiqtStxE8fzYkIvfa6fcz5Yi5nnHM6tZvU5NWfB/Lw2c+iBfSocax2Cw1bG3lMe7bsi76QgHZdW3L1g5cy+4u5KIrCedd14LWeo1mzaEPELpmUkqe7vogjwYHf6yfgCzB3yiI2/rmFB0ZFRlNsXL6Fpy55MehhlvR7739cePO5ALzRa2xELew9W/bxzVs/MvPjXw110CA+j4/53y7m4jvOZ88/+7HaLFHCZY4ERygXvUXnM6go4Ya9iYmJyUFYKoSYCdQFnhZCJBKp3HS8OWnWZulfjyweB7IY4bwW4ehy8E5lYWtNpCvHApbTI4xDMMpdyZRRkHtXWHsNAlsQ9qrgvMbIl67I/LUsI3RZrWEIcEWEXnuQnh8NQ9raCJk2HnJuIbL0VGjyYA2uWdpWDCO5VDv7BYj4W5Du7wHVEBPLfwICq0rPCnJvR+IktJHgmYEMrEUkPR3Z0r8SmdMTpAeQyORhKM5LjXMFz4IMM/wD25Cuz43c74iHAY9RGsx5BQS2B0O/S01JxIEMQNydCFvbMj7NaMotu2ViYmJSwhiMMJjRwfe3BY/dc7COx9OQjrVFGF3z4eBtjIZC9AJ6AdSqdeTCa3ds2M2D7Z/GU+xFSsmyn1dSlFfMpffEVpg8GNXqV2HQlMd55Y43Kcgu4rTW9Rg05fGYbTcs2YxqUUPe3IBPY1Tvd/l441uhNgF/gOnjZ7Njw24at2vAedd1CO2+Sil554lP+ObNH7HYLCSmxKNaI0PSFFXBEVYzunaTGhGG/gGsdit1mtag1/DbQ+8VVUHzlyzWdqedlErJ1Dq9OncMuiF0vObp1dmwbEuUV1pKGeH99ri8fDd2Jr1euS1knGqaxlNdXyQ/qyDU7o1eYzm9XQOqN6hKzp7Isht+r59FPyyPcS1CAm21GlePOu9MdDBs5gAyqqeTWSM96v5NTEwiEWb42OHSE2gBbJZSuoIiJ+WrGx5bToq1WQY2I3OuD3pfJdI7H5k0GCWu/PzjshCWupD6JjL/SdALwNoMkfJW7Mb+lRie1APrSABZMBiROaNkftIH7snIwDaErQXYL4lYm2Xhi+CaaBiOIpmocHFUw4AMvT2N2PstNrA0QiQ+VvI+qg61E6GmISwNEIkPh47qlnrBUlalq7xIIr3fbkPgLPExDMfNgZzyniDzSprlP4W0nmmoa2tZpcb0BlXHS11LyJJjlgaGwRxBAqR+gFArI9QKaf+YmPynMdfmw6KtlDJcSOEXIcSKinQ8nob0DiA8frYGsOsw2gAgpXwHeAegTZs2R+xrNP39n0NGNIDX5eXzIVMO25AGaHNxc77c/d5B2+VnFUQZfOGiWJqmcU/TR9i1aS9SSmwOKyvnrgl5dBd9v4zvxs4k4AsQ8AXwurxUqVPJCBl3+0AYucMplZNDodHzv1kcs7601HU6XXc28UEl8Mwa6bTr1pIlM1bgdXmxOWzUPbMWDduUKG/O++YPPho0kS1/bTuET0fg9wVChnT+/oKoUHPVorL5r21Ub1CV5uc3Ze6URfi9JdEXq+eVrnEJqkWhXbAsVaWaGTw6vjfD7x6Nohjh5y9MfYrG7RtG9TMxMTE5wnQA/pRSFgshbgVaYQh3nSicFGuzdE0MGdEGHih+Gw7TkAYQ9k6ISgsP3lDPIcoglCWburoegKxuoO8AJNJlg7jlJR5d70/gnkwoz1l6DK80DkpymwWIlNDajHcGsfcqdHB0RyiGEjhqdbCfDd4FwbEcYG0MlsYlPdzToegt0NYf/F4jCBBSIdf3Bz3RYQgLBDaApSbY2hqe5vBSW/7F0UNKixHujRGSLZNegIL+hpAZCiL13TLV001MTEyOEJoQor6UchOAEKIescN/ojiehvRi4DQhRF1gJ3AjcHOpNlOBB4I5Wu2B/GOdg6VpekSIMBBR2/ho0uaSFnw96odQnrTVYaVt1xah86P7fsDOjXtC730eP9+Nnckdg28gMTWBzX9tjVD9lroke1cuT3/2IENvHonfG0ALaHw0YCKuAg/b1+1kzsTYlVcCfo33n/mMv37/m4fevpfKtTMZMLEf37z1I2sXbaB205pc/9gVqKqxqz7hpSl89NyXIS9wRbDaLTRsU5837h3LX7/9TVrVVB4afY+RFxWGFtCpXDsDgL5je1GQVcCyn1eWbACUetZQVIU+I+8mvWpq6FjnG87hrMtakbMnj8wa6WZ4tomJybFiDNBcCNEceAJ4H/gYqFiuztHnpFibDYXsUj/28tiszcLeCemaQInRawfb+SUNCgeBHh757jM8ugkPIpQEpH9dKSNUNwzT5Jch/3GMkOoAFL2OlMXIwJqgIR2LABS9jO5bhEh+DqFWhZS3kcUfQ+Avw1sd3xMhDC+1XvQWFI0m2gtdHjawtkDmPYH0LwWlEiQNIvrzDwTVwUEkD0Xm9QHforB2pTcCVEgehFAzQkeUuCuRjotAzwK1ihmebWJicix4DJgthNgcfF+HCkaKHTdDWkoZEEI8AMzAiGkaL6VcLYS4P3h+LEYx7UuBjRhxRsc8/O2iW89j2piZobxiR5ydK/p0PSbXbt6pKQ++fQ/vPPYxHpeP9pe14pF37g+dnz0h2ug9UF4qMTWB6g2qYHNYQwrhAI54Gx8PmhSRA+1xefl8yFfBAcqej5SG6niftk8xfu0IktISubZv96h2uq7z0aDYRrRQBIqiIKWOrkksNguKqpCUnsAZHU8na2cO86cuxu8NkLs3n74dB9Dp+rOZ/80fWGwWtIDGZb0uomFrQ3AkLtHJyzMGsHXNdh5o93TEvR7A7rSRWSONH96dRXGBmzaXNKfuGbVwJjip3sBZ9g2bmJiYHHkCUkophLgSGCmlfF8IccfxntQBTpa1WcRdjXR/SciYFU6Iv/XYXNt+NjJpABS+YpRyclyASB5U0sD9Q4xeMmg8JyAstZE4iMyJdkDR20Q6QdxQ/BYHl+GV4JuDzF4BGTMQShIi4e7oVjIQ4xoHUDAi9iVGCLkV439/MtjPMnKvvb8AfsPIzbkR7Jca3nVhDeYw34awGp5voSQi0j5G96+BnJtLKXUHEXZD1Mz1hZFPbT/PCD9X4uGAh93ExMTk6JMOnIFhQF8JnA3kl9fhAMe1jrSU8geMBTn82Niwf0ugz7GeVzj1m9dh2MwBfNB/Aq5CNxff3okrH+h2zK5/yR2dueSOyHrQWTuzGdPvIwpzSpeGAGeCg/Rqhuf13B5n8dtXC1n0/TJUi4qn2IOr0EPByuhQ64p6jnVNx+fxsWT6n1wQFPwqzcRh30TkTofT7tJWPPPZQ3w+ZAprFm2gSt1KrFmwnj3/7OO3LxdE5WdLXfL75AV0ub0TZ3VvQ+XamTRoGa1SX61+9KbBASw2C6/dO5a8ffmGB/65Lxg05QnaXGyGi5mYHDZmHtbhUiiEeBpDzOTcYLkp63GeUwQnw9osrE0h7X1k4QgjxNt5LSKutOP86KHEXQdx10Uck9puZP4Qoss2ASSCEtTfcHQHz3TwzgvWYnaBLAItN0a/inqO9aBw11wICn6VRhaNIbYRLcB+keERLxoN/r9ArQn+pUYpLO80ovOzdfD+CI4eCEcnowyWtUn0yJZ6yKj87wPYIe9xpMw15lU4AlLHIuxnV/CeTUxMojDX5sNhgJRykhAiCaP042tUsKzjcTWkTxaant2I4b8MOmLj+X1+xj76EfO+Xkx8spM+I++m1UXNKtS3uMBFn3ZPk7s3L+b5G564MlSPWlEU+n/xCJtW/MOahRsY9/jHeGMYmjanDb/XHzM3ukzKKCexYNoSPhsyJeY5i81CnxF3EZcYxz0vG56DRzoNZOfGPeWGy2sBnRkfzEHTdB4fH/vZzWqzMmzmQJ65dAj5WQXoWsm9FOUVU5RXHLo/Q7TtHT7e+HaFbtXExMTkCHIDRqj03VLKPUKIWsCrx3lOJyXC1haR/tkRG09KH7JgCHh/BiUZkTgAYT+rYn31AmT2NcH86Rgk/C8kNiaEAilvQ2AN0rcMCl8l0jt9AAdGGahDWZtLC40F5+eZCcVlabNYIfEZFCUBkp4AQM++HrRtlC8or4HnS6TQUZKHxJ6OsEPaB8ice4PCZGHjyXwgj5L780eJtpmYmJgcAw7sMF4GjJVSfiuEGFSRjrF/cU2OKm/2eZ8Z42eTvSuHbWt2MvDKYWxa8U+F+q6YvRp3kSem0WtzWGnVJdLLKoSgQYu61G9eG1WJ/N8tFEHN06vR9a7OWGwV21NRLYbKd7tuLWOeX/7LyojyWuHous47T3wScWzjss0VyjmXUjJ7wlxuqnU/97V8jMXTl0e1adCyLhN3vcsdg2/EEqZOLnUZ9XkV5sYIMzMxMTE5ykgp9wBfAQeSP7OAr4/fjEwOIAsGgPtr0PdBYAMytxfSX0FBLt/8UBmoaOwIe2TZTCEEwtoEYW0Uw/hVQK0Pzh5UPFjBAiIebB1jnpXeecQ21sHwBg+LPORfQ8Wqsklwf42+71z0rCuD14lEWM9EVFoA8Q8QqU6uE/V56RWKpjQxMTE5kuwUQowDrgd+EIY4Q4VsZNOQPg78OmmBoZodxO8LsPC7pRXrLEDEWKjtcTYuuaszjdrUj9mtQcu6JKYnIJQDO+JQtW4l3l35Ohv//IdAmOp1WVSunckFt5zLmGWvkJASmb+UvTuX36cswuvyolpjf630gM7crxcxtt+HoWPhAmAHI+DTyN6Zw+YVWxncYzh/L1gX1UYIQWrl5KgyX+HYHFbaXNKiwtc1MTGJgTxJXicYQoh7gcnAuOCh6sA3x21CJiV4ZlAiIAYQAO+vFewcO0oLnBB3Yyh3OArrGSCSwvoLUOsgMr4H/woM4bGDoNQA5xWI9K8RSkLEKantRXpmGOrgZYZYa+Cdjl7wStiYGWW0jUUA9L2Ghz33f+i+6KoxQgiEmk75GwN2sJ93CNc1MTGJ4nivuSfn2nw9hi5IVyllHpAGxK5NXArTkD4O2ByRC4lqUXDEVUyZsuWFZ5KQmhDyuFodVpqc3YhXZj3HQ2/fW841bVxw87kIDtSxhKxduWxdvYN9W/cjD/KlVhRBYU4Rl9zZOcr4XbNoA3ed/hCv3vUWv3w+N0LILAoJU8fMJGtnNgBPfvIQzkQHNmekarbVYcXmLHvB9bp8PHxOf+5u0pctq7ZFlAU7/4azSa+aFvqc7XE2Lr7zfBJS47E5rLTr1op+795f1tAmJiYmR5M+wDlAAYCUcgNQ6bjOyCRI6eoNKghHBbueAyKRkow5G1jbINI+Rkl6tsxuQjjBcRklhrQ08pIDm0DfzcGfOBWQeQhnD4SaGXFG+pYhsy5B5j8Fnh8ov5qLNJTFg/WfRcprwTrWpe/fRvTnFI4Hcq5D338pun8jUi8oOeW4HNSMsP4OcFwb3Eiwg70zInnwQe7XxMTE5MgipXRJKacE12OklLullDMr0tfMkT4O3DPsFt7s8x5elw+LVSUhJYGLbqvYLqwz3sHbi1/mg/4T2L15H83Pb8qNT16FainbA3uAWR//iq6XGLk+t4+fPvmVlErJZO2MzuuyOWzomkbAr6HrElehm4FXDmPS3vex2UuM3JduGYm70BPVvywsNpXCnCIyqqfTuP1pfLhuFPO++YOxj36M3+tHUQQpmck8N7kfg64ZTn5WAX5fIObzxPZ1O+nV7FFUi0LtpjV5eXp/UiunMGbZK0x//xdy9+XT5uLmND+/aYXnZ2JiYnIU8UopfSX5ssLCibg//18k8VEoGILhlbaAkgzOKyrUVSgJkD4FWfQGaDvAdjYi/h4MLbmD4PmWyDBqL9IzDUQaRuR/aQ6sv36jnyxC5t4HlRZhfJ0MZN4jhpBZRRGWYN5yBsLWCjJmGrnVhcOC1xKgZELKCMjrA3oeEXWiw9E2QvalSFSkpREibTxCSYP0qeCehNRzEfZzEba2wEsVn6OJiYnJCYRpSB8HLrmjMxnV0lgwdTGJ6Ylc2acryRlJFe6fkpnMI+PK96gWF7iYPWEe7iJPqNyTokbnSKsWlYZt6rNx+ZaoMQKBADaHjUCYAre7yMOOdbuo16x26Njerfuj+gpBuV7uvP0lu9RpVVKZ/+3ikOCZpkv278hibL+P+WTz2xTlFbPsp794vdfYUE3tEMFraAGdrat3MPTmEbz68yDiEp1c0/ey8j4iExOTw0RI42VyWPwqhHgGcAohugC9gWnHeU4mgBJ3A1KthvT8AkoqIv42hJJc4f5CzUCUIbp1AKkXguc7w8C1d0JYGhAdci2MY9amoMXK0dYxUuzDwr5lETKwDWGtF9Zsb6xZUva+jYLUshCW+sH7qYT0zsQwloN99F2GOFrGHAQFSPdvUDiQyJD4cDQIrEfmPRY0phMg/q4yA+FNTEwOH3NtPvaYod3HidZdmvPAm/dwx6AbSMms+EJdEYrzi7mvxWOM7fch45/9jAfPeppls/7ipmeuxh4MIRdC4Iiz063nBbS68Myo0HJFVTivR4eo3GmpSz59cfJB55CYnoiiKiiqQvPOTalcJ9PIkRKCgF9jwBXD+GjQxFD7Pf/sjxQEk/D3wvW80WscKZnJXHDzuTz/zZN0uLwNqiX211YLaKxbsjnmORMTE5MThKeA/cBK4D6MMlP9j+uMTEII+7koyc+hJD6EUCqu4VERpJ6PzOqOLHgJWfg6MusapHchxN9HSQi1AOFEOK9G2M8BnKVGUYKh4KU9wRKKK1CJQqQaY6CCtQMo1YxrIkD6IbcXetHokvbaTiINb2mUxSochFDSUOKvQqSOBtv5lJ2DHTBKapmYmJicYpiG9CnI9+/MImd3Ll63j4BPw+vyMar3u1x2bxee+LAPZ3VvTb1mtYhLcvLsZS+haTrd/3cxqkVFURVSKyfz8Jh7eeazh6nXvHbU+GsXboh4X7VedHpfQnIcX+5+lx+9Exj+8yBenjEAq8OKlBK/x4/X5WXisG/J2ZMLQLPzmkQJhOmazqxPfwvVuG51UTMGf/MEna4/G0e8PWY4e1qVlMP92ExMTEyOOlJKXUr5rpTyOillj+C/TR/CfwDp+hz0LAzvrR/wIAsGo8TfAskvGcao2giIR+bei5QWiLseI3hQNcKqk4Ygkl8FS4PoC/iWRb5Xqka3UZIhcyGi8mqU9I8Qae9heLclRqktNxSNRh4o42VtS7SBrIH7K6Q0wtGFvSMidRzYLw7mVccIdlRMGQATE5NTDzO0+xQkb38Bfm8g4tgBMa7zenRg95Z9fDJ4UqhM1bDbR3HRbZ2YvO89dF2SmJoQqnfZ8Zr2bFm5LTSeEJBZMz1i7Kc/fZi+5/Yn4CsJAd+3PZt3n/qUW565NlTH2WKz4AtTK7faLOTvLyCtSir3v34Hfy9Yxz+rtpd7b0IInvrkIRZ9v4ydG3Yz48PZ7NmyD6EIpJQ8+fGDh/mpmZiYmBx9hBBbiBFbK6WsF6O5yamEnk2UCrc0yj0pzsvQtW1QPBak29AFK+hniHFVWohARoSZS3sXQ5AsNJ4AtVrE0CLlDWTOzUDY84C2E4peh/h7kLIIqWeDsGKU7jrQ0QJ6LihpiKQBSP8K0DaVe2tCCCN32vsLUtsGrklGGDgKIBEpw8rtb2JiYnIyYhrSpyBtu7Zg6ujpoXxim8NK264ldZ9nfjg7otazrklmffIbuzbu4bU5g0NGNMBVD17K7AnzDGNVCBRViVK8btS2AS0vPJPFP/4ZOhbwBfh98kJmT5iHxapitVuRpepFB/wBkjON3HBnvIPX5gzmxuq9IjYB4pKclHbWCCE4q3trY34PdePPX1ZRnO+iydmNyKiWdjgfmYmJyaEizSzHw6RN2L8dwHUYpTZMTnGE/Xyk60tK8ontYD+/pIF7imFEh9DB8xVo2yHtw8ix4u9Gen4MKnsDqIjk5yPb2FogrW3BvyDsqA883yPdXxsGMw6QkRvvSA0pUo2AbyUe0j9D7juXiE0AkWTMLyywUQgBjguNLOy428C3EGQxWFsiVNMjbWJyTDDX5mOKGdp9CtLygjPpM+puEtMSsDlsnHV5Gx4e2yt0PlapLV3T2bh8C5v+/Cfi+AGV8P4T+/HY+N58sG4ktZvUjOpfr1ltrGFK3kIReIq9+Nw+XAVuCrIKSauSEtFGD+g81nkQvmAettQluh5pNAf8AVbPj64XfQBVVWndpTnn9ehwxI3o4gIXW//ejqvQffDGJiYmJhVASpkd9toppRwBXHC852Vy9BH2jpD4TNAIdYCjCyJpYFiD0vnQADoEVkAgMqVKKPGIjG8QKW8gkl9GZM4MiYRFYG1EZLkqEVTy9hpGrswFtQqR9Z01yL0NKYMRZDJG2SzpKTfvWQiLEfLtuOSIG9FSL0QGNiL1oiM6romJicmhYnqkT1G63X0h3e6+MPQ+P6uAqW9Px1Xo5uI7zmfLqu34SwmJKaoSdQzAarPSrlvLqOPh3PzMtSz8bhn7tu1HCIGu6RFebyklWbtyIrzLgYBG1q4cVs1dS6sLzyTg11BUBS1MJVxRFAK+Urvlh4Cu66yau5bifBentz+N1EoVE3b7fcoiht02CsWioGuSZyf0pcPlbQ7e0cTExKQchBCtwt4qGB7qxOM0HZNjjBJ/I8TfGHov9Rxk8SdIWQzOHlD4CtFCYkqMYyCELdKjHQOR8CDS+1tQwVuA1IHwklh6ybkQAaOWtf9PsLXD8ESrRHqkVUOc7DCRUjNEy/QisLUwSmNVAN39A+Q/ZVwfHVJGIeydDnseJiYmJv8G05D+D5CfVUCvZo9SkFNEwB/A7rBxx+AbmDjsa4ryXUhdoqgK8clx7N26nwFXDqM438UZ55zOwEmPkpR+8Ge8uEQno5cMY9XctQR8AfL25/Nmn/fwFBvGtBCCKnUqsWvTnoh+B4xuMITCqtarzPY1Ow2DW4Aj3k7jsxoe1n1rAY2nuw1hzaINKIrxkPDqz8/RsHWMXfsw8vbnM+y2UXjD8rmH3DSCCdvHkpiacFhzMTE55TDlsQ6X1yj59ALAPxjh3Sb/MaSWjczuDnoBxlfBDgl9oXgMyCKMr4kKIgXp/weZ09M4bmuLSBmJUFIOeg2hJELGVPAtBjSktg8KXwgLIVdArQmBf2JNMNikiuG11rYG5yRAxIP1zMO7b+lH5twFgVXG9RGQ9gnC2qT8ftp+w4jGE/oLknkPQeY8o6yWiYmJuTYfY8zQ7lMYKSVbVm5lfP8JFGQXGp5dCV63j+/fmckH60ZxzlXtqFKnEm0ubs6j7/2P13qOoSCrEM2vsXreWgb3GF7h69nsVlpdeCbturWky22daHpOo9A5oQoeG/8/Gp/VEJvDCCFTLQpxiU6anm0YyuuXbmbvln0hr7UiBNc9dgVxibHC3Q7OT5/8xpqF6/EUeXAVuHEVuHn51lEAFGQXMrjHcG6r14enuw1h3/asUL9dm/ai2iL3mPxePy/dOorcffmHNRcTExOTIN8FX98DM4C1wLlCiBbHc1Imxw4pJdK/Flk4HPR8DE+vBDzgnoTImAn2C0GpAbZzIWkwFDwLMg8IgG8JMu/hCl9PCBvCfg7Cfh7CeS1YmoedVSBxqFGzOhQCbjHCz20tjLf+laDtpuQJXUB8L4QSd3gfgPsrY0zpMjYGZCEy/wnjs9Fz0HN7o++7AD3nHqQWtvmu/WMIo4Ujvci8R0tUxk1MTEyOIaZH+hRF0zReuP51lsxYgRYIEPBH5ji5izwkZyTx3OTHQse+ePlrAoGSdgG/xqq5a5FSRgiQVYQd63exYvbq0Hs9oPNs95f5ZNNbvPvkZ6yev5bqDarSZ9TdOBMMQ/m7sTMivMC6Lvng2QksmbGCKnUycSQ4uPj286nXzCjJNffrRXw+5Cu0gM7VD19K17si0wz3bt2HJyy8HCBrVy6apvFo5+fYsW4XAb/Gvu1ZPHT2s3y4bhSOODuVa2dGhZPrms7SmSt4oN1TvLf6DZzxDkxMymJbfh6vLZjLfpeLi+s14I7mLQ/5b8jklKU1Rjj3VIx42suAxcD9QohJUspXjufkTI4uUmrIvD7gXYBhQJcW+ipGqOlGbeYgetFbRKp9+8G35PAmoG0Cf3jfAOT1goyZUPSKEc6t1kUk9UcEc7al6xOM0lihGUHhK+ie2WCpDiIe4bwGYTU2xXX3j1A8DpAQdxdK3FWRt6jtAEppj2i7kTKAzL4l6PkOgG83MvsGyJyBEA5Qa4AsHeKug+83ZHYPyPjBaGdiUgY7N+7mg/4TyNtXwLnXtueK3l3NtdnkX2Ea0qcoP3/6O0tnrojIUz6A3Wmj49XtI47t257F50O/jshPBiNk+3B+ZJbMWBFlvBdkFbJm0UYeHn1v7E4xruPz+Fk6c0Xo/Xdjf+LVn5+jKLeIl28bFVImf+vB8SiqwsW3n8/iGX+ybNZfFOUWY3faQm0UVaFByzrs/Wc/uzfvC81P13TchW42LtvMGR0bk141ld5v3Mnovh/g85Q8vOiaTlFuMavmrqXtJS0O+TMx+W+wr7iIK774lCKfD11KVuzZzZ6iIp7qeN7xntoRRZjhY4dLOtBKSlkEIIR4DpgMnAcsBUxD+lTGPSVoRMcSsXSA45KIIzKwA4rew6iHFYY4vFBm6ZlDtPGejdDWIJJfKKNXrGcAL/jnhux76ZoA6Z+ClgX5TxJSJi94Dh0VJe5ypPdXpHch6HkYgvUH1Msthkdc2xosmXVgfhrIAvCvNfKo1arIxKeg8GUiDXvNKNflWw72Dof0eZj8d8jamU2ftk/hKnQjdcm6PzaSsyefu1648eCdTyLMtfnYYhrSJwHZu3OZO2URUko6XtO+QurU29fvCuUnH0AIQUJaPOdecxa9R94Vce79pz/D4/JEHFNUhYfHxDZ6PS4vX776LdvX7qTJ2Y24ovclqKoaOm+1x/5qFeWUrbJ5+f0XM3vCvJjG/wG8Li8fDfwCu9MeMpAPHJ/69nSK81y8/8zneF1erA4rjjg7fl8A1aJSpU4lnvm8L0iJrkeW4tI1GaEoflmvLjQ+qyH/a/1EKIcbgtlh5u6lSTlM37gBbyCAHkxRcAcCfPLX8lPOkDY5bGoRqRzlB2pLKd1CiLJ//ExOOKS2Bzw/YQh6XFwhdWoZ2ES0ES1AJIPjUkTiU5HtC1+J0V6BpOeJhdRdyOL3QNsM1jaIuJsRIiyLr3Ro9AH03DLnLOJuRXpmUGL4xsKNLBxFKEQ97DjuT9HlPigcGTxnNxTKpR+wgKUmIvk1kN6gGFrEDYEoUR1X4m9BtzaHnOuJ2hCIafCbmBj8NnkhPo8PGawO43F5+WbUD6ecIW1ybDEN6ROcXZv20KftU/g8PnRd8v7Tn/HKrOdo3P60cvvVO7M2jnh7yJhWVIXT2zVg5LwhMdvv35Ed+nE5QO2mNTn/hnOi2moBjUfOG8C2v3fg8/hZMG0paxau55nP+obaXHjreYzq817UmC/f/iYj/vcOt/a/lqxduWxfu5NmnZpwzcOX0bB1fV6ZNZBPnp/Ekul/lnlvefsLiE+Kzpu22qy8//RnofBwv8ePqio8PPpezuremtTKKSEj+KzLWvPHj8vwunzYHFaS0uKZ/No0GndoyJUPdEVVVeo1q027S1uxfNZfeN0+LDYLKZlJnHnu6WXOzcQkFuYGsUkYnwMLhRDfBt9fDkwQQsQDfx+/aZkcCjKwxQgnlj6MUOfhyLRPUGzlC3AJa2OkcIaJfalgbYWS/lnsDvoeon5BLI1RnJdENZXSh8y5AQJbMOpFz0b6VyJShpU0cvaAwqFRY8q8fkgRB/EPGl7hwGawnYWIvx1haw5pHyCL3gbf3LJvTs8pw1C3Q+EblOwfeY37ThqCsJ8HSjpCCEMfxd4RvPMIGdxKGrLoHaStFSLuFoRQEdamSFuHoICaB7CCkgm28quLmPy3kbqM+lMKryRjYnI4mGJjJzjj+0/AVeDC5/ET8AXwFHvpe25/Vvy6utx+599wNp1v7IjVbsWZ4CC9WhpPf1a2OEnbri2xh9WXtsfZ6NTjrJhtV89fx/a1O0Nhz16Xl9+/WkTe/nxy9uSybNZfzPliHrHMh4AvQFFuMWMf/ZjJr01j0ffLePeJT7n9tAfJ3pPLjnW7aH9pSxLTyw5b+2fVNtYv3RxxzO60cXP/a/GXzm3WJVpAJ61KaoQn+dkv+tJz6M2cf+M5JGcmkbsvnzlfzmf8s58z5MYRoXYDJ/Wjx6OX0/z8plxy5/m8tegl7M7oOtwmJge4uH4DbKoFJfh9c1os3HxGs+M8K5MTBSnlC8C9QB6QD9wvpXxeSlkspbzluE7OpMLIwuFBZW0vRlCBC3KuR/qWlt/RcQXYuwI2EHGgVEGklCPqae+EEQZ9ACc4Lo3d1rcUAlspMVjd4JmG1AuQ2j6kdx64p5VxIT/IfCh6EVzjwTcHil5G7r8YXcsyxrV3BpLKnmvgb/CvKX3DkHAf0eHkEoGGUDNCa7MQApHyJiT2A/tlIFJA3w/eH6DwNWT+4yXtUsdA/F1gbQfOHoj0SQhhrs0mZXNuj7OwOqyh75s9zs7l9198nGdlcrJjeqRPcHL35KGX8urqAZ3B1w5nStYHZfYTQtDv3fu57bnrcBW4qNagClZbyU6xlJIpI79n6tvTUVSVm565motuPZfp438BoPNNHbnx6atjjj1n4ryIsGoARREsm/UXb/Qah65JfJ7ompflsX9bFj0b90ULaAR80eJo4WgBHS1Q4mmv17w2vd+4izPPbUzrLs34c/bqUD1sRQhaXRTtIVBVlasfuozT229g4XdL8XuNRd7r8rHwu6Vk7coho1oaVpuVO58/PmE/m1b8w9bV26nWoAqntys/AsHkxKFKQiJf33Azw+b9TparmIvrNeDe1m2P97SOPOZG/mEjpVyKkQ9tcrKiZxH9R6Ah8x5AVFpQZjfDWByG1PqCLAa1NkJErs3SNR5cnwNWiP8fOLuD+2ujgfNKRPzdMceWnmlEh18rSO+vkN8f0InMLa4A+g7Iutio+xxLHC0CjZIwdAUsTRFJzyBsrdFtZwUF0oLPBgKwRW/WC2FBxN+JtC5F+mYTuSkwA6nnIJQ0Q4k88ZFDu5cjhPT/DYFNYKmDOMwSYCbHnko1Mxi1YCjjn/mcvH35dLy2Pdf27X68p3XkMdfmY4ppSJ/gnHNVW/5esD5KRboorxifx4fNYSujp0FmjXQMbZtIvhs3kw/7fxFStR7V+12e+bwvD759D0BEvnM4XreXH977Oep45TqZjLjvnai87EPBVeA+5DAbXdNp1KY+Z57bGID+E/vx+j1jWP7LKpIyEnlk3H1Ub1C1zP4+jy9UY/oAiipChvjx4qsR3/FB/wkoqoKuSa5+qBs9h5rOqpOFeqlpjOt+5fGehomJydHC3gX8q4hU0wb0HKQMIET5j1dCjb0uSdfHUDiKkEFaMACROgqSDCEwIWKvzVIvBvc30SfU2kEjOpa4WQWRxRz607kO1hYIW2sARMpbyPynwbcIlDRE8hCEpWY51/QSHTSpxFDtPrboRe9B0SgQKkgdGX8XSmLf4zonk4pTu3ENBn/9xPGehskphBnafYJz9UOX0em6aBXKtKqpBzWiy+PH936JKA3ldfmYMX42qqqWaUQDFOW5UNXIr41qUTnvug5RpaZKI4RAtapl6oEczIgWAmo3rWGMEcRqt3Ba63qh93GJTvpP7MdX+8fzwZqRNDuvCUtm/smLN77OM5cOZdqYmWhhJb4atqmPM9GJErwni81C9QZVqVw7s9y5HE0KsguNXG+XD3ehB6/Ly5SRP7Bj/a7jNicTExMTkxJE/N2GMV0apepBjehycU8m0uj1IF1TjNzgMoxowFC3jvKNWMB+MQf3QosYfSMGP3h/pUGpMWzB2tTBFkoCSuqbKJX/QMmcbnipPb+h5z6MnnMvevEXQa93EGtzEA5KHlOtYKkPSuWDzOXoIbVsKBoBeIKbC24ofh8Z2H7c5mRiYnJ8MQ3pExwhBE998hD3vHwLVrsFZ4KDpPREXpz21EH7FmQXMn/qYpbN+ouAP9Kj7YiPzCUSAhwJB6+/mFo5mZRKyRH5xrqu89kLX0UJix0gLsnJyHkvMmBSPywW9bDDTuxxdh4b3ztCtVzTdL4bOxNfGR7kjwZN5NnLXuLXLxewePpy3nrwPZ7tPjSk2u2MdzBq/hBad2lGlbqVOPuKNrz6y3MoyvH708jdm4fFFvlQY7VZyN5VtqqqickxRRolNk6Gl4nJ0UAIBSV1BCT0xch3jgeRikgdd9C+Us9Ben5GeucjZalQaVFaSFOAEnfwCSmVQEkmcqdaA9fbGCHdsW4iCdK+hKQRQDlG+kFxQMowUDIir138KbIMD7JeMBzy7gPvj+D7FQoHIXPuD63NQolHpE8C29mg1gRHF0TaR8e3aoa+P1pMTdhA33d85mNiUpoTYM39r63NZmj3ScINT1xFt54Xkre/gCp1Mg/qjd66Zgd9O/ZH13SkLqnRqBpv/PZ8SCjrzhdu5JluQwyFa2EYqTc+ddVB56EoCq/MGsiAK4axY90uLDa1zHxmi92CqqoMnPQojdo14Kaa94cUtctFENPY1gIaNRtWixAU0wM6O9btZtYnv3HpPRdGtC/KK+aLl76OKF+l65KlM/+ie/wt3DbwOm56+hoq1cxg6A/PHnxeR4Hlv6xk5e9rSK2cwiV3no/NYaNK3UpRUQGaplO7aY3jMkcTExMTk9goCb2RcTcZitVqTYQof22W/vXInJsxjFsdLKdB2mehfiLhEWTufRi5zgKEExF/z0HnIYQKaR8jc+8H7R/ASlTYeQgboCJS3gLrGUafCuVOl7E4E0BY6iNl+PU00DeB5ztwXhPRWuo54PqAyNrYOvh/hX3N0BP6oiTcg1CrI9LGV2BeRx7pnYf0LUOomeC8xvj/o9Yi2v+kgaVerCFMTEz+A5iG9ElEUnoiSemJFWr7Ws/RFOcVcyBa+p/V2xnb7yMuuaszDdvUp9l5TXhtzmBmfDQH1aLS/b4u1G5cMUOteoOqjP97BGsXb+CJC58PCXWFY4+z0e+d+2ncoSFV61Yma1cOxXnFFRq/8VkN2bxia1Q96aT0JOZ8OT9qHJ/XT96+/KhxivKKUSwqxDD0/d4Anw2ZYnymGUkkpSdw5rmNj6kn+tu3f+TdJz/F5/Zjc1r5/p2feHPhUOxOOy/P6M+z3V+iOK8Ym8PGc1MeJyUz+ZjNzcTExMSkYgglFZTUCrWV+U+BLCRkkPrXIgtehrirDXEuewdI+wTp/hqEFRF3E6KChpqw1EVkzkD3/Qk5dxBZrvwA8Yjk58HaEmGpgdR2gXRVaHwsrSCwmihBM5GO9PwYvK/wm/UbGwyl0QswPOCxDH0fFL+JriQjlCRQ0ox62MfQE60XfwCFIwAPEju4JkH6FwglDlLfR+b2MhTbhRORMtr4/29iYvKfxDSkT0GklPyzajvhKcd+j5/p439h1qe/cXq703hp+rM0atuARm0bHNY13nrofb4bOxMtEB0yplpVLripI51v6hha/JLSEiokJKZaVc7o2JiktAT+nL0aXdNChnr2rhzeeuD9qHGsNgvNzmscNVZmjXSSMxLZvz075rW8Li+jHngPh9OO3+cntUoKdw+5mQvC5n20kFIy7vFP8IdKiPnYtXEPC6Yu4bweHWjUtgGT9rxHcb6LuCTncQ01NzExMTH590gpDbXnCK+uF9xfID1fgbUlpL6HsDU3ajcfxviyYBC4vyTS23sACzivAEf3kjVOSaXM0O/SfW3tQHGCfylIjZChLvdAwQCivdUWsMaoWKBWByUJ9NIK4wduxA0FA5HCYYiLKZWRCf0QzsuOwdps1AQvMfI9oG0C7xwjvNzWAiotMjYNROLxDTU3MTE57phP56cg342bGTOEOuDX8BR7WbNwPd+N++mwxx/T7wO+fWt6TCMawGJRmT7+F3pU7smqeWvRdZ09/+zjhieuiqjhhyBCOEyogvikOK7sfQkvTH2KUfOH0Oy8JlH3EH5dq91Cn1F3c0bHaEO6ON/Fmec2jsoHD0cP6LgK3fi9AfZtzeK1nqN5++GjH0qma3qUEruuS4rzSzwDQggSUuJNI9rkxESeJC8TkxME6fqE2CHUAcN49C0Lio0d5vgFg8A9gdhGNIDFMNr3dUD6liOljgzsgvi7ATuR+dXhfhbFyKeOvxGR+j4i7QvD6C99DxHXtUHS4NgbArLQqP9M6XzwcLSgoJffKMFV8BSy8OVy2h8p/MT8/MK87UIIhJJkGtEmJybHe839j63Npkf6BELTNOZ8MZ89/+yjUdsGtLn40HekAX79ckFEXnBpvG4f29fujDpekF3Ia/eMYe0fG6lcO5PHxvem1unVI9pk7cph2piZ5V7/gBFfkFXI4xcONoTOpFHz2Zlg545B11OlXmVeumUEWljYtdQkHpeXXs0fZcj3z3DGOaeTUSO6dFc4mbUyOK+HUYtS13VmfjiHdUs2Ub1BFb589Vty9xoh30IRnNGxMRuXbUbTdBRFxCzV5fcG+H7cT9z5/I0kpMSXe+1/g2pROeOc01mzaEOEQd2sU5NyepmcCvy0aSNztm6hSkICdzRvSZL94CJ/JiYmxw8pA0aur7YbrM0Q9nMObyDPj5Tv/fUgA1uiCltIPQeZ9zQEVhl52MkvISx1I9toO8H91cEmEGycg8y5FcP4lRg+lQRIeMgQ9sp/lMiwa90I/866POgxb4FUK5edgg3GPB2GqrmUOrgnI/2rQa0DRWOB3GBDAdb2EFiBEUYniF2qyweuT5AJDyGUo7c2C2FHWpsFS5sdWJtlbM+6ySnF71MWseynFWTUSOOqBy8lPqkCIn8m/3lMQ/oEQdd1+nd/mVVz1+Bz+7A6bNzwxJXcNvC6Qx4rJTMJoYhIFe0wjRB7nD0qpFtKyZOXvMA/K7cR8Gvk7smjb8f+fLh+FElpJXnZhdmFWGyWmHnRsQg3EnVNpzjfzcyP5nDf8NvR/NEPFD63D58bBlz+MpP3v881D1/Gr1/OL7M+9a6Ne+jZ9BHGLHuVdx7/mN+/WoTX5cVitUQolUtdsvK3v3nnr+GsmrsOu9PG12/9yOblW9BLqY0rqsJnL05m3eJNVKlXiXtfvpXUyikVut9DYfA3T/DSLaNYNXcNyRlJPPr+/8qteW1y8jNu6R+MWDgfr2ZsII1ctICXLujCdU3PPM4zMzExiYWUOjK3J/j+xPAm25EJvVES7jv0wZRUyhbswsi5DSsZZVxfInPuCIaEB0DPQmbfCJk/GTnEB9DzDEXpCtdZLmUoUwCeqRD/MLEtZA9Ij5EfXGkhIv4upOcnyqxPrW1GZl0KGd8gC14Az8/GGFEiaBL8CyH9B4R/MQgHsmg8aOuJ/pwUZNEopH8lWGohEh5HqOVvth8OInUcMu9R8C8P1rx+ufya1yYnPZ8P/YrPhnyFz218Nz8eNInHPuhNl1s7HeeZmZzomIb0ccTn9fPjez+zb9t+ElITWDVvbchg9Lq8fD7kK3o8ejnO+EPzWN35wo0snvEnPo8fpMRqt5KcmUju3gJ0TeP86zvQ5fbIH4e8fflsXb09pMAtpUQLaKxZsJ72l7UOtat+WlXsDhvuIs9hh2bs3ryXz4dOKbeNz+Mjb18B9ZrVZsTcF3njvnGs+2NjdEMJOXvy6HvOs+zdlhXycJcu93UAR7yDy++/GICWF57JY52fY9emvaHzqkXFYrMwdcwMfG4/fy9cz/JZK3n/7xHEJZYXhnboJKYmMPSHZ47omCbHn4Cus7uwkGSHgyR7SVqBlJLXF8zHr5dEYehS0n/2LGqnpNKu+kmmyn4KhWaZmIQjpRdcXyK1PSASwL+CEoPRDUUjkfF3IkTZaUOxEIn9kL4FIIMbw8IOIiUoyBUAR3dwXB7ZSd8LgX+I8I7iB/9fYO9Y0s5SD0ONu2KinjEJbIXiseW3kS6QeYbBn/45Mn+A4SmPbgj6PmTWDaDvosR4LsONrSQh4m4y/m1rh8y+zQjpDmExSk25Pge84P8T6V0AGT8aImBHEKGkHje1cJOjR8AfYP+ObJLSEyO8zVJKPh40CS0QtjZrOq/fM5Zq9arQ9OxGx2O6h4+5Nh9TTEP6MJBSsm7xRnL25NGwdT0yqh/6jmjAH6Bfp4FsWbnN8EDbrVEiWkJV8BR5DtmQrtGwGu+ufJ1fv1wAUnLedR1Iq5bKX3NWY7VbaXpOo6jcHpvTFuWZlbpk77b9vNZzNCiCK3t3pUHLugyfPYhB1w5n96Y9pFdNI2tndlTfkpsg6o9aCMHfC9aXew+KqpCcYXjC6zevw8W3n8+mP7cQ8EXnLkldRhjD5ZEeVoM6s0Y6H65/k9Xz1vJ23/Hs35ZN/RZ1+XP2SnTNmLTm1ygucLP855Wcc1W7Cl3D5L/LppxsbpkyiUKfj4Cu8VD7DlxQtz5JdjvxFmuEEX0Av64za/PGk8+QNjE5wZBSGgamngXWMxBq5cMYw4/MvgECmzE8qDain0yFYVAeqiFtaQAZ34FnunHA0Q0pMsG/CIQDYW0ZnXcrHESHg+vIwA6k52lARcTdgrA2NtS+8x4AbTsolQ0jvMx86ViecQmBlQe7CRDJxj+tTcF5FbJwLSWGfuQ80beWP96BYZWStVmo1SHzZ6RvMRQMAX0PWJuAb2HY/QRAFoBvETg6V+gaJv9d/lm9nccvHIyn2IPm17j9+Rtp17UFCanxWO3WCCP6AAFfgEXfLz35DGmTY4ppSB8iUkpeufMt5k5ZhKIq6JrOoCmP07rLoeUzL5u1km1/78AXzCf2eyN3aRVVoXKtDFIqJUcc1zQtqsZwLCrVzOC6R42dba/byxMXDmbDsi0IAdUaVOH1OYOJTy7JM4pPiuPSey5i5kdz8Lq82BxWMmqkM+7Rjw3PNjB7wjxemz2IRm0b8MGakYCRV31DtXvRYxgIiiqo1qAquzftDf1IKaog4Nciw87DsNqtqBaF/hP7YbEaX0+fx8fGP7eUm/ddEeKTnNjs1ohjQhi502OWvAqAx+XlqpTbiXzAkDEVx7N25ZC/v4Dqp1XFEXdoD1Qmpyb3TPuG/a7i0LfntQXzeHvxIqSUnFerDqoQaKW+S6oQpDiObLSDicl/DSklMv9RI4RYqIAGKWONclKHgve3YB3mA4rSpUOlVaOesEgpdX3NqOV8EIRaHeJ7Bvu4IedW8K81bHO1LqR9ilASStorKUjn1eCehuEVt4NSDQqHcEC4TLqnQfrnCGtTRKahYSK1LOT+TpSp3q3UAH172HmFkpzpWNhBKIiUN0P3KaUH6f+biql+l4NIRojIx1EhBMLeDjK/Na6lFyH3VWwzW2p7DS+/pQ5CmL+tJtC/+0sRZVLff+pTPn1+ElLXadu1Zeh5PhzVqpKYmlB6KBOTCEw54ENk6U9/MXfKIjzFXlwFbjzFXl688Y1DHsdd6I7aeVZUhcp1M7E7bTRqW59XZj0XarNj/S7ubPQQ3Ww3cm3m3Sz/5SC7xmF8+sJk1i3eiNflxVPsZctfWxl2x1tR7R58qycPj7mX7vd14c4XbyKtakrIiIZguHmpkOyk9ERadWmGUKLVK9OqpPLuX6/xzIS+VKqdgcVmQddkmQax1W6h16u38fHGt2h/aavQ8aG3jOTnz34PeYkVVaFus1oVvv8DpFRO5t0nP8HnLVshxRFn5+wr22F32gBQLQrOBCctL4zMYf3ouYncXv8B+nUayM0172fj8i2HPB+TUwO/plHs86HpOtvy86IeQz2BAF5N4/ftsT0zqQ4nN53R7OhP9Agj5MnxMvmP4J0D3l8AN8gikG5k3iOHPo4shii5L8UwXnGAtTki7cPQ2iwDm9D3X4Tc2wR9b3uk74+KX6pwJPhXB+fshsAaZP7TUe1E0guI5OfAeQMk9At6hMN1Q9zIonGlppxulKuKuhdAqYTI/A6SXwelKkbesk7Z3msbJD6FyPgFYT+3ZP55fcHzPSWGtArqaRW698gbTEMvGI4sJ79bKAlg7wQciNCzgEgM3mMJesFw5P4LkTk3I/d1QvrXHPp8TE4J/D4/7mIPfp+ffduyos57XV58Hj9LZv5JLAH25IxEuva84BjM9MhyvNfc/9rabBrSh8i+rfujNmyL81xl5uSWRdOOp0cMY7GqNGhZl083jea74s8YNX8omUHFak3TePyiwezauBspDS/wwCuHkbUzdn3k0mxYujlCHExKWDBtCSvmROY1CSHoclsnHh7Ti+v6XR4zjNrniV7onvvqcao3qBJ1vErdSlisFhJS4inMLooq9xSOPc7GA2/25KoHukUIewX8ARZMXRLy3IMRhn7do1cwbsVwbEGDtyLs3LCHb96azpCDbHw8/dlDdLvnQqqfVpUzOp7OmwuHRuTTrJq3lkmvTcPv9eMqcFOYW8SAK45FWQ6TE40RC+fTdMwoWox7i+snf1GuZ9kbCNChRi0cFgtOiwUFaJiWzpWnN2ZddvQib2Jicgjou0CW2qSVuYZi9KFga0fkIm8FazOUSnNQqvyFkv5FKGRcygAy53YjlBppXC+3F1LbX7Fr+VcT6fGW4J2J7lsa0UwIgXBeg5L8AkrCXcTOM/ZG90kda3ieS6PWQgiboX4t88sY7wBOSHoeJf6WCGEvKb3G5kX4dYUDkfA/SPsWo5xWBdG3gOtjQ+CrHETKSHBcC2ptsLaBtIkRCt7SuwhcnwA+Y0NE5iFze1d8HianBFJKxvf/nMsTbuXq1Dt44qLniU8uO4/e7w3Q4oIzsTtt2OPtKKqg7pm16HzTufyzavsxnLnJyYhpSB8iDVrVRYYtskJAlXqVQmHIFSWjWhqv/vwctZvWJCE1nlYXNeOlH5+N2TZndx4F2UWER4SqFpUNyyrmBa3fvE70QQlPXfIiG5ZtLrNf9/u7YI8rMVTtcTYu69UlKpfEZrfy+IcPhLy4AHanjZufuQaA4vzikIhZaRRVYficwUzeNx5PkZcx/T5k3jclO/pCETF3Cq02C/XOrM2wGf2pVr9yzE33WPjcPhZ9vxR3safMNpv+/IcZH8wmd08e65ds5oXrX8fvK3nQ2Lo6+NAURvaunEPeTDE5OQnoOkN//5WW497izT8WENB1NClZtW8v9VJTibNaSbTZor6STouV65qewbc33MpLF15MlcREtubn8f7ypdw9dQpfrq54lImJiUkpLE2JXAgEqHUR4tAec4RaBZH6Eaj1Dc+vrSMi9Z3YjbU9hvc7Yj1QIVBBL6j19BgHJeTcXr4nNe4mImswOxDOG4wyXeH3IuyIlGGUeHGDbYOK41IvAlnWuqVC6hdQaT5C5qEXDEV6fg4fnZgLr7Ci2Boj0t4PGvEVrbXsAe9PhoFeFv7V4P3ayIEP/AX5jyBl2CZAYANRYeb6rkPfTDE5KdECGmP7fcg1GXcx4aWv0QI6WkBn3R8bqXNmLRzxduKT46KeKW0OK5fdexFvLnqJfuPuI61qGjs37OarN6bxdLcX+emTX4/PDZmcFJg50odIw9b1uWfYrbzz6McoqkJCWgJDvosOxaoIjdrU572Vrx+0XUJqfFQ4tBbQSK2cXEaPSG597jq+GvEdWiByjIBfY1Tvd3lz4Usx+110y3kEfAEmvzYNoQjOvqINI+4bx/M9hlO1XhVe/O4pqtStxPhnJ/DHj8up3bQGiamJOOJtXNGnG62C4dCr5q6NygE/gK7pvHzLSJIyEtmxbhc+j5/v35nF9Y9fwe3PXY+qqlzeuyvT3/sZj8uLxaqSmBpPu2Dod+MODcnZk3fIKoVRgi5hvHLn24YqeZAtK7cyffzskNp3jUbVovqnVE455M0Uk5OT4fPn8tnKP3EHIh9A/brO5twcZt/RkzX79+P2+3n2l5/w6RoBXeeievXpfpoh9Ld8zy5y3Z5QGSxPIMDQ33/lerMMlonJYSFsLZCJj0Dhq4AKSorhkT2ssZojMn88eEMlJdoQlQFQMip2nYS+SNcnROcY+5EFgxHpX8S+bNy16ASg+EMjH9x+ATL/KZD5SLW2Yfir1ZCFr4J3LlgagJIMIg4RdzvC3t4YyLeY6BzwA2hGPWklDhnYBniRronIhPtREv6HEDak8wZwf42Ru201Pg9bMPTb2hL0bA5dQrjstVnmP2GIvB3Av8a4ftz1xntLXRBK5CWVyoe8mWJycvLO4x/z/buz8Loiv9N+X4Cd63fx0YY32fTnP3hcXkbc9w4BfwDNr9Hx2rPoeE17Qwh3/joKcwpDaY1el4+x/T6ky22djsctmZwEmE/+h8FVfbrR9a4LKMotIrVKSoXEv/4NzngH9w67hfHPTgBpeGnPvrJdVC3o8vrfPfRm3n/68yiDfOvfOxj3+MdYrCpd774gqo5x17suoOtdF5C9O5c7Gz4YKs+1e/MeHr9wMM3Oa8L8bxfjdfsQApyJTu4eejPrl2xCCGh5wZnM+uS3cueXtSuHorzisB8uL58PmcItz16LalHp/cad1G5cnSUz/qRS7Uxu7d8jVIrKCKuP7e1u1K4B9ZrVZu6URbgKXGgBHXucjXOubl+uOFjO7tyI916XLyK/pnmnplzWqwvTxszAGhQvG/z1E+Xeo8mpw9R1a6KM6ANUjk8gMy6ezNpGuGHHWrVZn51Fot1O/dS00AZMUTCnOhx3oLzwShMTk4OhxN+JjLsB9HwjD/goG1BCSUAmPAJFow4cAWc3sDSuYP94ZEJfKBpBlDHtX49e8DIIK8J5HcISqQuixN0AcTcgtT3I/ZcQKs+lbTXCzS0twDcHQzRNgEgw8qv9K5BgGNOeqeVPUN8JupOS8G03FL2JjL8PIRRE0kCkpQH45oNaA5HQu6QUlZ4ffU8HsLQAy2ngnRn06GuAA5zdEKKcdC29dAqMB6ntDZnewn4O0tkDXF+CsAICkRqtB2NyajJn4vwoI/oA6dXTSKuSSlrXVABad2nOP6u2kZiWQM1G1UPtivOjnyk9xRWtzW7yX8Q0pA8TR5z9mCo1X/Nwd5p0aMSGZVuoUieTNpe0KNerWprrH7uSfVuzmDpmRoRitrvIE/I4f/vWdN5c9BK1G0fnVG1cvgXVUrJhICUU5RXz66T5IREwKcFV4Gb0wx8ghMBis3DrgGtRYgiRhROfFBcVLi6lxO8LoFpUhBB0v+9iut93cVTfxLQEEpLjyNtfEHWu1unV6ffO/dw95CY+HPAFuzfvpUXnM7j+8SvLnU/j9qfx5+xVoR9Te5ydM86JLH9w/2t3cGWfruTuzaN2kxoRCugmpzZOqzXqmEUI7BYrw7p0jTgeb7PRsmq1qPYda9Vm+IK5oedMm6pyXu06R2O6Jib/KYRwgnrslJqVhHuQtjZGOLdaE2znHNLaLOLvQwZ2gmcSkYZnEbjGAwrS9SmkT0FY6kYP4F9leKVDy7oEPRd8M8PGkyALofBFJAKwIBP7ctDsPpEEUQJgOoa6t80wpuNvhfhbo/sqqSCcJTWzw7E2REl+Ean1Qxa9DtpOsJ2NCKqZl4n1TPAtoaTUlgNhaxF52aQByLg7DG+4pQFCSSx/TJNTBnuMZ3KLTcXmsPHoe/+LOB6X6KRJh+iyVm0uacHHg79ECz7/2RxW2l3a8uhM2OSUwIx3OYk4vd1pXH7/xbTtGqPWZAXoM+ruMuvhSV3iKTY8wbFIrZwcZexqAR2hRH+FdE1HC2h4XV4+GjiRax7pjj3e+IETisBiU7E6rMQnxxGX5KTDFW1Cnm4w8qabdGhYoY0KIQRDf3wWqyPSuLHH2UPK3ymZyfQdex/DZg7kpqevidgQiMVTnz5EvWa1US0qqkXlxievpP1lraPaVa1XmSYdGplG9H+Ma05vEnXs6sZNmHXbXZxZqey6tfkeD4Ve43veMD2Dcd2vpGZSMkl2OxfVrc8bF1961OZsYmJy9BC2Foi4mxD2joe8NgshEMnPg6WstA4dpAtZPC72aSUDZOmoLJ3YIdIahhHqgcLhEH+3YewaM8FQ77YbatgiEWznU1IGDEAFa9vyvcah+1IRae8FxwzHibCfZ7RR01GSh6CkfYiS0Oug5cNE8huGJxuL8UroHaEiHmpnqYWwtTSN6P8YF94a/V245M7OfLB2JA1axNiEwnDaFOQUUlxgpAzUa1abgZMeo0qdTBJS4zn7qnY88dEDR3XeJic3pkf6P4QQgpYXnsnfC9bHLEElpWT7up0x+57Wqh4drz2LuV8tNDzaQnDnCzeSty+ficO+KfuaiqDr3Z3JqJ7GnInzSEpP5NYBPQDI3ZuPI97Ow2f3j5rHkx8/WOH7Oq1VPSbvfY8XbxrB0hkrsNgs3PT01XS6/uwKjxFOckYSby8eRnGBC7vTZuY+m0Swav/eqGPrs7OpnBC73qTb76fXd9/wx84dSODSBg157eJunFurDr/eec9Rnu1R5BQqX2FicjwRQiDtZ0NgJbHDoSX4yxAGtTYHx0Xg/blEtTzxcdB2gOuD8q4KzptAqQSe6aCkIRL6ABroOUjskHNz9DySX6n4fVmbISsthLyHwbcAsEJCH4QjOrqsQuOp6YiMbw2RNGFHiOjoIJP/LhuWRv+NbFm1nbQqqTHbu4s9DLj8ZVbPW4dE0vnGc3hsfG/adWvJJ5tHH+3pHj3MtfmYYloIJxD7tmfxw7uz8Lp9nH/92RXOgT4Uut59AVNGfI+70I2uR/+1bflrK163F7sz0hsshOCJD/pwwU0d2bNlHw1a1qVx+9OQUjJ19HTchdEq2IqqULl2JimZyXS5rVOUWEP1BlVZMWc1VrsloqyWI94R4aGuCHGJcQz97hlkUNr8cDz20WM6mTZmBt++PR2L1cKtA6/j3GsMkRYpJRuXb6Ewt5jTWtUlMTW2EWVy6qHGyLtUyvm+Dfl9Dot2bCcQ/G7O3LSB95dXolfrtkdriiYmJkcQqe1Eur4E6UM4L0NYzzji1xBx1xvCY9JFTGM6sAopfVHeYCEEJA8H3++g7QJrE8OAlRLp+oJQ7nQEqlECS0lGxF0LcdeWOl8XvPOQwgoybG0XDgRlV7yIhaIkQtr4I7o2I+KRrk+QrgkgLIiEhxGOiwBjbSawCvQisDZFKEn//nomJwVKDL0i1VJ24O3ovh+wau7aULTlb5MX0LB1Pa5+6LKjNkeTUw/TkD5B2LdtP/e1eBx3oRtN05k2egaDvn6CNhc3/3fjbs9i7aINJGck0axTEyrVzGDs8leZ9NpU/lm1ndXz1kaoeasWldy9+VSpUylqLCEEbS9pEXXs8Q8eYNhto9A0DUVR0ILe7gYt6jBw8mPlLpw1T68WJewggMp1Mg/rfg91kZZSIoRA13XGPfYxP7w7C0VRuOaRy0irmso7T3yK12UY9cNuH4Uj/nFad2nG4B7DWfbTX0aYuIDXZg+OXWbM5JRDl5EbUALwazof/rmM25u3DBnVPk0j21XMV2tWh4xoAI+mMX/7VtOQNjE5CZCB7cjsq4IGroZ0fQap4xD2Dv9uXG0X+P8CJR2sbRBqdUj/Blk8HvzrIbAcIxT7ACroOaBWiRpLCAHBcOnwYzL5Jch/CiOcWw2OJwwDM2VU+eulpT7I0gKICqhVYzY/GIe7NkupIQuHgnuycf34e4BEKH4NpLFJIPP6QepYsLVH5vUG70IQFkBA2mcIa+yUNpNTC1l6bRYCr8vLt2//yBW9u4a+g36fn7x9+cz69LeIlEWf28/y2atMQ9rkkDAN6ROEr0Z8j6vQHQq59rp9vPvkJ//KkP5z9ioGXPEyiqqg65LmnZrw/LdPUqVOJR588x72/LOPe5o+ghYo8QZ73T5++fx3bn6m9A512Zx7TXuq1HmBP39ZRWJaAp1vOge7007uvnw+GvgFe7dm0arLmVzbtztKMKda13UmDZ/Kr18uoFr9yuzcsBuhKKgWhee/fRJnvOMgVy0fXdfJ2Z1LfEp8zLGmf/ALYx75EK/LS4sLzqTxWafx/TuzQkbzpOHTSEyLD70HQ737x/d+pjCniGU//RXhNR9y4xuMXzPyX83Z5MRnc24OP2/ZFHFMYoR7r8/JYsKqFXSoUYsku50xS/5Ak7FjrLyB2ErzpdF0nclrVrMxJ5smGZW46vTGR8ajY2JiUiFk8XiQxZR4iT3IwlcR9th6IhUa0zsPmdvbEAlDB9s5kPKmkdubPAgZ2IrMupxIQ9qLdH+HSKh4OojivBRpqQm+P0CkgLM7QtiR2n5k0SjDmLefa5TECkbaSKkji98Fz4+g1gZtC6Aant/UcQjx79ZmKTXQ94OSbAjDlUJ3fQmFL4H0IG3ngLUJuCYT8qwXvWPkb8twT7sH6Z6M0PcaRjTuUHirzH8UkfHdv5qzyYnP1r+3s2TGnxHHpJSsX7KZf1ZtZ9q4n2jZ+QwcCQ6+fOXbmOmNAD53xRS6tYDGjA9ms23dLk5rWZcLbj50fQSTUwPTkD5BcOW7ov6wY4VLHwpDbx4ZYeytmPM3875ZHApPrlKnEn3H9WLY7ZHlIT4f+jUtLjiTJmc1jD3XQjeOeHvIKAaoe2Ytlv60goXfL2Xv1v1c0ftierd5ity9+WgBjZW/r2HHut08Mu4+AD4Y8AVfj/whZKja42y8+N3TND27IVbbv8t72rlxN09c9Dx5+wvQNZ2eQ2+mR7/LQ+dXzV3DWw++HyqTsGLOatYu2lDKaPbGDAmyOW3s2rgnqsTCvu2ly3KYnGpkuVzc+NVE/HoZC7CmsSEnhw05ORUYLdrAzna5+GzlCgq8HrrUa0C76jW4//upzN++FXcggNNiYe72rbx2cbd/eSdHAAnCzMMy+S8gi4gKtZbF/27IvH6EG3t454F3NjguBEBYaiOTnoOCpyM7Fr2JtLdHWKOFyaSUxrxEfOQDvaUR0jsPfL+AtgsZdxNkX2UoexMA3xJkYCsi+TljnMJXwPU5JSJjTkh9z6itXQGRsXLvO7AFmXNH8No6MvFJlPjbS857F0HBiyXX9i0E/3Iiw9PdGN71cAQIR7DedalQdi227ovJqUPOnlwe7TyIgC92WUqfx8/WVdvZunr7QfOHYxnDuXvzmDZuJsV5Ljpe3Z4zOp7OwCuHseLXv/G6vDji7fw5e1WUMvhxwVybjzmmIX2C0PmmjsyeOC9koNnj7Fx4S7QCYVksmbmCcY99hKvAzbk9zuKahy8jb39+RBstEGD/tkiDr3331kZsasQfnmTziq0hQ1pKia7p7Niwm2e6DSF7Vw5Wm5WnPn2Ic65qh5SS565+hRWzV+N1+1j843J+mTCX4nxXKGzG6/IyffwvPPhWTyxWC9NGz4gwXP0eP3/PX0uL85tW/EMrg4FXDmP/9uxQmM+HAyfSpEPDUKmD5bNXhWpWAwR8AXRNRwijhBeAoggatW3A3/PXhWpk2+PsXP/YFezduh97nC20SaEogtpNav7reZuc2PSd/j1ZLtcRGWvRrp3cOPkLcj0e6qSk8nD7Dtz57VfkeTwEdJ2PViyncXom63Oz8WnG35A7EOCHDevo1+EcqieaeX8mJscC4eyO9MwgwrB0ll9CMRzp/Q1Z8LIRGu64DJw3gswt1UoDbXfkIXtnjMIqpetLrzPKQHEglFWDwBZkbk/D0yvskPwGwtHZyJPOvQ98S435e38DzzTQiykpIeUG9xfIpP6GarbrCyKVun2IwAqE/d+nosjc+0DfS+iBo/A1pLU5wmZE3knf/KhrG4rk4Q8pClhbBMtgHaiR7UTE3QXaFqRwhnmrFbDEdgiYnDq8cMMb5McogRpFBQzMpTNX0K/TQAqyC6nRqBq3DujB05e8SGFuMVpA49u3fqR+8zpsWb0df/A50lPs5efPfufOF24kvWpsYTOTUxfTkD5BaHVRM/q9+z8+6D8Bv9dPlzvO59aBPSrUd8OyzQy65pWQEf71yB+YMuL7qB8NRVVo1M4QMJNSMvbRj/j2relR7YQQVKlbiQkvTeHrUT+Sty8PMMpW+b3G4qsFvLx060je/et1FFXhz19KjFOfx8/+7dkoauTOnq7r7N6yj2r1K+MqdJc6J/G6S+djHTq6rrN93a6IXBmp66xfujlkSKdkJmOzW/GGhfDYnTY8Li8CUK0qjjg7j7xzH9k7c5g+/hcsNgtXPtCNumfUou6Zteh+/8V88+aPWKwqSemJDPiy37+eu8mJzeJdO47oeH/sMjwlG3Oymbd9K35NIxD0dmtSsiprX1QfVVFw+f7934mJiUnFEPZOyKQXoGgk4ANnD0T8/RXqK30rkLkPEDIOXe8br6jdaxFhHMuCF8A9gSgjWoBUayCLRkPxJyAPRL9YgODvgnQh8x6GzB9BBkqMaAC8QQ9taY+ujtR2glqNaHEyDSm9MYtpHQpSBkDbSuR9S6P+dtCQFkq6oRZOuNioI2xOFhBxiOQXQduJdE8G7Ij42xGWBkhLA3BeH/SoW0BNR6S88S9nbnKis2bh+iM2lpSw8vc1AGxbu5OlP/2F3+sPOYW0gPE8WRrVouAudINpSP/nMA3pE4gLburIBTd1POR+c79eFGEURoSIC8MwVlWFu4fcFKojPWfifH54Z1aE0IJqUbHYVC685VxWzFnFV298FzKcQYb928Dr8vH9u7Po1vOCqHrSFquKoir4FL9RLssYgrtPf5i6Z9ZCURU0PTJPtEbDskVMivKKsTmsqFaV3ycvJHtXLo3POi1kHB9AURSSM5LI21fijT+gHn6ALrd34tu3p7P3n32hmtcBv1YyTySDv32CqnUrU7VuZc7o2DjiGkII7nv1dm566mqK811UqpVx0NrUJic3mq7HVLmPCuY4DCREGNFloQpBisNB7ZSUf3nFI4QZPmbyH0GJuxLiKu6FPkCkJxui1bgVQIXEJ0JeWTzfgvsrIvOjg3WTndeC91dwfQKEpxeV3lzzIF2TEc7LMEKtws9ZQShRUWhkXYRUmhjzoVSIrFqn7HvU84O1qBWjjJa+H6ytSu4niBAWpEgGmRd2UAka70GcPQwjWNsdvH8teG9hn1vquwi1GqjVELZIL7kQApH0LDLhf4Zqt1oNIczH3FMZTdNi5jsLRYQ90x0eUpcEvH40f/maJoqqkFo5har1Kv+r6x0xzLX5mGL+wpzgLP1pBZ++MBm/L8CVfbpGlZACo1yUalFj/7FLQxl77PJXI3KPV89bg8cVWWJKsSiMmj+Ues1q06NyzyjDORZfvf4dF9zckWr1K7N93S4CvgCqxfDSDv3xGe5r8XhU3sqWldsovb1tsVmo0bBkQd23bT/j+3/B3i372LttP7l78pAS0qqmkLe/AM2voVoUeo+4i+73Rdak7P/FI/S//CUUVUULBGjWqQm1m9YMqYA64uyMXvwyv05aQHGei4+em0hRXknOm65JVsxeTbNzm5R770npiSSlJx70MzI5+Xnsp+nIGKtTeetVlfgE9hQXVcjYVhUFgcCnR/8Nq0KQaLPTMD2D1y/phi1GiQ8TE5Nji/T+ZniGpQbxd6A4u0c3EvEYj1llrKWW0xDpX0XkHkvfUqK9whZIn4RibYS+ty2RRnQZFL+DtF8GSjXQtmEYpIaXlpRxkH1F9Lz0v4lanLFGGNIysANZ9AYEdoG+A/Ts4L1mBD3kGqAgkwajxEVG1YmUEci8/wGq4S23dkCqdSG4NgslDjK+MYTO9CLjOrIofIII3yKwtSj31oWSBkrawT8jk5Oel24ZSawVtiwjWiiC9GqpZO3IKfmql7NAq1YVoYiYz8OqVSUu0Um9ZrV58uMHTYfKfxTTkD6B+eu3v3nuqldC3uaRq95F13UuuaNzRLuud3Vm8uvTKM4rjihlBYaXuU7TmlECXtXqV8Vqt0T8OAR8AX7+7Dcya14dkUNcHrqu82D7p/F5/Tji7GRUT6N+89o8+Pa9OBMcBPxlPEDIyB1DLaAx4IqXSExNpN2lLfnpk18pzosWYNu/Pbvk2prOqD7v0e2eC1HDjIuMGmnUb1GHnRt2E/AL/vxlFfee8QhpVVI455r2tOvWilYXnhnalPhs6FcR1xCi/NqDB0NKyRfDvuGHd2dhtVm44/kb6XTdvyuVYnL8yHW7+WHDupi+pPJ8yHuKjQfAimwOpzmcDDzvfJ7/bQ67igpDx50WCzef0Zxnzzv/EGdtYmJytJDeBZEh2/nPoEuJEnd5RDsRdx3S9RHIQiI9zAAWsDSMFvBSawE2Io1lH3h+QKqVQVZMVRh0yLkKw4B2glLZqDGdNMgQ5irLuEcSGWujQU5PdDXZyNt2fxW8n9ICbHvC3mhQ0B/pvDZSvEmtCpbTIbDN8Eb75kLWpUilEtJxMcLeCWE/C5xXG0MWvVlqbkpQ6fzwMBTJxxoq4MKGSOyHcFx88I4mJyQ5e3KZ/+1iZKmvoqKImBFkYBjYWTuCKREHFR6D1Mop9Hr1NsY88mHE86c9zs5VD3Tlnpdv/Te3YHIKcPjWgslRZ9qYmREh216Xl69H/hDVLrVyCu+seI3rHruCrj0voErdSjgTHMQlOkmvlkqfUXdH9en+v4ujRBGkLvny1alcW+lu3EWld8Rjo2u6YXRL8Li8aH6NgZMfI71qKvO++SNC2bs0QilZYKUuyd9fyI71u5g6egbFecVllicoPeedG0sW8MLcIh7q8Cx/L1hP3r4CinKL8Xn8+Dx+9vyzn69e/46BV77MtLEzQn1ufPIq7HH20JzscXYuuvW8qGtVlC+HT+XzF79iz5Z9bF+3i1fveoulP6047PFMjh8bc7J5/KfpMcOuD/7tPDgCsCgKOR43E1avZOatdzK40wXUSUmhZlIyd7VoxVMdD/+7eFSRJ8nLxOQIIyNUrTH+7fowqp1QKyEypkJ8T3D0MLzDIt54qVUQic9E94m/zagtHYEOxWOQ+zqUum55aBjGuMTwcEtEypsINQM8Myj/8S/cWNWBHKMMluuT2EZ0THRkmICa1HOQ2deD/0+Q2SALMHKhvaBvB9f7yNxe6K5JJUPE3wscKJGlgHCAI4bnv4LI4nFQPM7wpGubkXmPIb0LD3s8k+PHP6u389o9YwjEiMQsy4g+JIThiMrZk8eMD+cwfs0I/jfiLqo3qEKVupXo8Wh37hpy07+/ztHgeK+5/7G12fRIn8DE8ooqauzFL71qKj2H3gJAwB9g7aINaAGdRu0a4AgaieHY7Faue+wKxvb7CH+p0GupHeY3XELe/nzy9uWTViWVVXPXlGsMK0JBj7Egl1XCIBZCEfjCSlGt/H0NAX+g3NwYr8vHu098yuX3XwLAtX27k5yZxJwv5pGYlsCtA3pQqVZmmf0PxowPZkeEzXtdPmZ98hutuzQvp5fJica2/Dyunvg5Lr/vqP7mB3SdgK6zaOcOzv/ofdwBIxqkakIi97Zqi1rOZpSJiclxIJZXtAxPqVCrIBIfA0BKH/hXgNTB1jxmTWYhHMj4u6DwVaJznytWfz4aCfo+kHlIUpC+xRzeVuChCB0qiPCwbN9ijFDy8n5NPVD4MsRdB4CIvwepZILnB1BSEQl9EGqVw5h3EPdXRNWf9kw1vOAmJw07N+7moQ7P4Cn2II/S4izAMNL9Gst/Xslt9R7A6/aChMp1Mrmu3+URkZAm/13MJ7QTmGv6XhbylIKhLO1McNDNcROXJ97KhJemxOxnsVpofFZDVvy6mn7nDaT/5S+xfV10LcWzr2qHzWk7pCLyiqqQUSOdrnd3xmKL/hHRAjoJqQmMfewjfnzvlzLHsdgsUWJjh0NckpPqYSJlNoctQrG7LHweX0S7i245jxenPc2THz1I9QZli55VBEdcZKieEAJHQvQDk8mJRUDX6f/LTzR+eyRNR4/kyVkz8AT8R9WIDh/bEwiQ43ZR7PdT7PezNT+Pl+f9dhSvbmJicjiIuLsw1KQP4ACs6Huaou9tgV70Xux+wgbWlkjfQmT2Teg59yEDW6PbOS4xylgdkla2Yni8nT2IVuUG0EEkIAteBM/X5Yxj44jE24hEsNQqNW4FkCUedyEEStxVKGnvoKQMQ0SMdzhzcpY6oICI+3djmhx1Av4Ar/cay2VxN3N54q28fs8YvC7vUTOigYixfW4f+VkFuAs9uIs87Fy/m/HPTjh6Fzc5qTAN6ROYhq3r89qcwZx3XQc6XNGGNpc0Z90fGwn4AniKvXw2ZAqzv5gXs++oB97jy1e/ZcOyzfzxw3IePOsZsnblRLTJqJbGmwuH0u7SllhtsYMTrHYLletkYnNYcSY6SK+ayhu/Pc+j7/XGUirvGuCcq9rhLnTz7Zs/lm3QCnDG26nduGK1l1WLyvWPX4HVbsUeZws9W1SqlcHwXwbhjC95oGl+fhMq187EajfmJoRAKeXZt9qttL64ecwNBP0gyskV4a4hNxvzDF7fmeDg2kcOPxzN5Njw5h8LmLL2b7xaAHcgwNJdO9GP4kqd7oxDDfsOCiIfX/26zvrsrKh+JiYmxxdha45I+wTsl4D9QrB1AP9fgB+kC4reDCp2RyMLBkDx+xBYDb5fkdnXIrXIv3OhVkWkfwm284DoddbABkoNwG6EiitVEOkTUJKHEjPY0N4N9Dxwf0HZXmFhGJblqHRHYoG4nsZccBBanJUaiLRPIj3u9rNBqUKJQS2INvhtYO8U80qydCLsYSAS+lGyAWIY0SLu9n89rsnR5aOBE/nl89/xefx4ir2snr/uqK7NKZWSIqI/SyuA+30BtqzadtSub3JyYYZ2n+A0alOfARONGsV3NHwwKmd64XdL6HzjORF9pJTM/HBOKERaSonP42fq2zO4pf812J0lXu6ajarz4rSnmffNH7x0y0i8bl/wB0SSkBJPhyva8uBbPcnbV4Cr0E3106piCxqpLTo3ZeG0paGxrHYLmqZxa73eMfNWDmCxqIxe+gpTx8zgnxg/RoqqRISE65rGhmVb+HDdSNb+sZHkzCTO6Hh6zLAaq83KqPlD+HL4VOZ9/Qe7N+/BarNSq2lN1i5cjxbQSUyLp++YXhH9dm3aw4ArXmb72l0kpiXw7IS+tLqoWZn3UB5tL2nBKz8N5KdPfsPmsHJln65Uq/8vwtFMjgmzNm/CEwgT3ztKC7UiBO9dfjVNMjO5btIX5Lhd6FKS5oxjf3FxSLnbrqo0r/zvoiOOFgIQp1COk4nJoSJszRE2QwxL39eZyNrHbqR3tuFZDkNKHdzfUqKWrYP0Il2fQcJ9EYansDRApL2L7v4R8p/EyI1WAQkiGRwXIZIGgrbfMN4tdUqEy2ztwRcezWIz5rS/C+WHZ1sRGd8giz8AV3StXOP64Wu7BoENiMwZ4F8JSjrS0gpFiV6bhbBD+iRk8XvgmQXaDmNe1gbgX26MpaRC0qDIzyzwDzL3ftC2IEUqImXEYYdiC0dnSBuPdE8F4UTE3fLvvdwmR50F05bgDUvhKy2qe6RQVIUhPzxD7cY16NuxP4W5ReiaTkpmMtl7cgkExXltDiuN2512VObwbzHX5mOPaUifRKRUSmJXmLCWalVJq5ISs21pb6vf6+erN6bxw7s/MXz2YOo0jfQGn31lWwZ82Y+lP60gMS2Ry3pdRFqVEjGy8DrMUko2LNvM8lkrw64HqtXC/G8WH/Q+7PF2qtSpxFV9ujL17emhH0iLVaXjNe1ZNXctWTtLvOdSworZq0itksJ5PQ6ufu1McJKYGs/uTXvxuHx4in2snrs2dL4wu4hX7nybV39+LnQ/T1z0PPu2ZyGlpCC7kOeufoX3/x5BpZoZB71eLJp0aBRV49rkxCY97tiE+EkpOadmLayqyvc3384fO7ZTKSGBeimp3DV1Civ37QWgaWYlHj/70OvKm5iYHGOUNNDD06csoMTS2RBEh2t7ofg9pPsLSPsUYakf2cPRFSns4JsPIgURdxNCDRMjs9QI/VNKifSvBN8fpa5pAe/PB78P4TRqNMfdgXR9QcnmgBUc3cC3wKgTXXJF8M0DpTLCUT10tTKHVxKQIsEQF8MNuMC/pKSBngv5T0Ha+OD9aMic20Hfa1xL5iDz7oOMmQj18Gr2ClsbhK3NYfU1OT6kVEpm6987jvp1dF2n5QVnoKoq7/z1Gqt+X0N69TSqNajC012HsGn5FgAatm3A7YOvP+rzMTk5MA3pk4g+I+/msc6D0AIaQhHEJ8Vx/RNXRbUTQnD1g92YOnpGhOiVz+PH7/UzuMdwPlgzMnQ8a1cOT3Z5nl2b9iKl5PbnroswosOZ8eFsRvV+F583cldbSvAUVUxN9IKbDOOgUq1MRs0fytsPjyd3bz7turWk50s3M+aRD5k2ZmbkPSmizBp9Pq+fUb3fZe6URdidNu595VZ+/mxuVJ3sA/h9Af767W80TUNVVfL2F5CzJy8idEdRFdYt3nTYhrTJycez557P1V98hkeruNjd4VAtMQmrqrJk1056Tv2agK6hS3i1S1e+uPYGdhQUIJHUTEo+JP0CExOT44NIGojMvd0QEUOAkoyIj66WIYRAxt0CrolE1or2gu5D5j6EyPw+dFRqe5A5d4C2E9AhoV+kER2G7voSCl6gRKk7NArgqtiN2K805mmpAekTjXxqPQfsFyASH0HmDwLPpFKdFGLnZIOUXmT+QPD+ZOQnJz4NnmmlBL/C8YFvATJYVxp9vxGOHnE/KvhXw2Ea0iYnH/97404e6vBMhcuyHi5V61ZGVVX++u1vBl45DM2vIaXkyU8eYsTvL7Bnyz4QUKVOJXNtNglhGtInEQ1b12fciuH88cNyrDYL5/Y4i8TUBFbNW8ubfd6jILuQ9pe1oveIu7hn2K1UrpPJ16N+YOfGPSEjUUrYvWlvxLhDbniDHet3h8KpJwz9mkZtG0SpTK9bvJE3+7z3737MBGxc/g8elxdHnJ16zWrz2uzBEU2WzPgzqltK5RQGXjmMRm0bcONTV0XUxR7T9wNmfzEPn9tHcb6LEfe9Q63GNaLGCMdis4RKc8Unx0Xlc+uaTmqlpMO8SZOTkUbpGbxzxVXc8fXkoyYwluZ08s5lVzJ94wYemfE9Xq0kTPKJWdNpWbUqNZOTj9LVjzBm+JiJCWCEeZM+Dby/GiJhjm4IJRHpW4wseN4wBu0XIJKeRSQ+hVRrGKWktG2U/CFJ0CKFx2Teg8FjwVDW4jeR1jOiQpul708oeJHI8PLDQFuNlB6EcCCsTRDpn5e6ztwYN5+BzL0PaWuBiL8XIUrWZlkw2FDcxguyCPKfAbXuQSZhLzFSRBJRSuVSi1EezORUpn7zOjz31eM8233oUVt3UisnM/ibJ/h10nxevv3NUBg3wLDbR9F4/ZtUrXeSbN6Ya/MxxRQbw1Bw/vbt6bz/zOf88ePy4z2dcqlatzJX9unKpfdeRGJqAjvW7+LpS15k819bydqZw0+f/MbwnmMQQnBF767cN/wO7M5ItczKdSJDzjYs2xyRk+x1G0JmPSr15IZq9zJ19HQAQ+AhRlkp1aJisVawDICETX9u4YP+ZSsexsp/yd2Ty6LvlzFx2DcMuGJYhOE779vF+MJzx90+ajSqhiPejlCEUa9agFBLdhBVVWH7ul2AUQrsvuG3Y4+zYXPacCQ4aNutJU3POb1i92RyytCxZm1Ozzj80mcHo3XVavSYPIHeP0yNMKIBrIrCxuzso3ZtE5OTDSk9yOJP0AtfQ3p/P97TKRdhqYWIvw0Rd71hRAc2InPugcA6IzTZ/TUyvz9CKCjxtyMSHy+lIi1ALSXA6V9DhASh9CGL3kLf2x593znoxcF11L+UkrzrcCwckr/EvwpZ+GY5DWJon8i94JsDRWORub0jN6U9PxNp3HvBehpGbWiFkkfQsEdRoSADW4L/jIPExzAEwhyGEJrjQrAenn6JyclL264tqNOkYgK1h0OTsxvywFlP8+INb0QY0WBUwtm2JrryjYkJmB5p/D4/D5/Tn+1rd+J1+/h61A/cNrAHN8QImT4R+eOH5WhhD+Q+t495Xy8KvW9/WSsuvPVcfvr4NyxWFdWi8tzkxyLGSKuawu7N+0LvFYvKmoXrQ2Jl7zzxKSvmrGbR9+BuyEQAAQAASURBVMvwlwrpdsTZOa11Xdb+sbHCc/Z5/KxfsqnM85f1uogJQ7+OCM3Wg7WtvW4fK39fw96t+6lSpxIA8Ulx5O7JC7W1WFVqNa7OLf2vZfYXc1FVlcS0eN557BP8wbBdT7GHF657jXdXvg7AVQ904/R2DVi3eBN6QMNit7Lwu6W0v6xVyHNt8t9gyvU3c92kCazav+/gjQ+RnzaX/b336zo1kswoCBMTMGouy+zrILAV8CCLP0Ym9kWJv+t4T61ieOcQKezlAc8M4BXjrb0LOC79P3vnGSVF0YXhp3rybA7knCWIICAgiqICogQVM6IYEUVB/VRUUBEVwYiYFTOKomJAEUVQAck555w3p0ndXd+PXmZ3dmZhUTZBP+fskemuqq4ed7v61r33veD5CYQNsCLiJ4SOoSSBfqDQAZEvzBUwvE7ZY9F9C8A/h3BDOgpszSCw9kQmbYiGFYf7Osj9oEho9lFD35ufQ30IjtZ6VqJBSy/U1oqwNoOkwUjvLxi55FH5NbPzx5G5yIzhiOQfjCGibkXa2oK6DikDgB18fyIdF5rhtacRQgjeWPICwzo/zrZV4SXj/ivzpxWv7xPwq1SrZ6b5mUTmtDekl8xYyb4tB4Jq2L48Hx+PmsI1/+tbKQwoh9seItMPBEs/gfHwGf72YK55qC9ZqTkoFsE3r/7EmrkbyTySSVSsm153XMw3L/+EUETQ41w439mX52Ped4sjloaq2aQGm5ftIOAreV6pxWqhZqPqPHzJaLYs205y7SRGfHofjdsaIV83PHYVNoeN3z/5Cykl+7cfCvE4CwGaWrB5cM+EWxnd/0UCPhWL1UJMYjR9h/QkNimGQaOvB+DLsdPQCnndpTSUugtzxjlN2LV+LxOHGjVAhaLQpltLnvn+UXPBPo1wWK38cP1NzN+7m/t++YlM338MlywBAri+5Zk0TEgs9WuZmFQKfLNB3YOhVg3ggeyXke5BleR57MTIHS60NoqC6DAhBCLueWTUXaBnIhHI3PeR/mUg0406zK5rIG8ShsdWzy9uW9iI9YL/dyJ6ii31Qd2AkTNdUqxgrYOeepPR11IDEfciwtbcmHPUvUic4PneaK4V/v+DMU9ZcL8iZiQyY1j+HGygxIP7WoQSh7ANA0DmvIEM2QSQoO0MmZWwt0FXN0H2OKOFUMB+HsRPrCS/CyYnA4fTztvLX2T5rNWMufYVcjNLmPv/HxCKoO+QHmblFZNiOe0N6dysvLB0Al2XqH4Vu9MesU9F4sLrzuXzZ79FC2SgBjQcbju3jL4urF2txjWQ+n7uaf8onkJGsifby9fjf+CRT4YiFIWYhCg+Hf01a/7eENK/uPrKB3ccoug6ZrFZcMe4yE7LidgnoXoca+dvYP+2QyAhNzOP/130NB9tep2EqobA0jUP9eWah/ri9wW4o+UDHNmTghrQsDms1GlWKyRXpUPPNrw291kW/rwMd7SLS27uSmxiTMg165xRE7vThjfXMIqEICzfRdM0Jgx5P8TrvmrOOlb8seZfl8IyqVz4VJV3ly1hY8oRWlerzouXXMpdP/9Q6teVwOdrVrEh5Qgf9bsKp7W42rEVBGmW2DApZfQcwpP91PyfCv73AeDqA7nvGGJdqIAToh8Iayas9ZHqVki92ihjdRSZC7nvQ9x4w1gU8ciclyGwssgIxZSa1CPVuVVARIPMitxHVAXfAtDzFZLVbGTaTVBlFkJJQAgFEX0nRN9phN2n9ALtUP792cHaBCw1C4ZzdoOkL5DevxBKFLiuRChFNCCsjYzvJrhBIMBSL6SJlAHIeoagh18C/nmGOrmjY+R7MTml8Hl8fDX+B3as2U3zjk144L3BPHvdq6V+XalLvp84g20rd/Lsz48Hy79WWMy1ucw57Q3psy5okb/La2C1W2nWvlGlMKIBouKieHfli3z/+gzSD2XQ8fJ25GTkcGvzYeiazpX39aLf0F4IIfjpnd/w5IYra/s8fj54bDKjvnqQJmc3xO6y82j3Z4ya0oo4Zs0+q91KVkp2yLHo+Cjuf/tOnr3mlTARL4CYxGh2rA5d5P0+PxsWbubcvh1CjtsdNib88xxvDvuQXWv30LR9I+55bVBYtEDjtg2CHu29Ww6wdfkO6javRXItQ5SkyxXn0O36LvzxxTysNgs2u5VRUx8K/R7y/OhF8lYRkH4os9j7Nzl10HSdAdOmsu7wIXyaxp+7dtCqStmJi6i6zvID+3l90UIe6XJ+mV3XxKRCYu9ohGoElxAb2NqGiFlVZIQSB8k/InM/Az0N4eyG1FLRj/QEdHAPQokaAIDMnVyMkrUXsl+BhNcQthYgHkWm3YaRd6wQOS/6KDaQoWszSiJEPwFZDxJZkSgW9I2hh6QPAqvBcUHo/QknJH6NzBoD6jawt0bEPIEQoWuzsLVC2FoZQ6k7kIG1YG1cUL7KcSm4/gTPL0aIu3Ag4l8rMofcCHMVoKcc4/5NThU0TeN/3Z5m++pd+L0Blvy6gibtGh2/40lCDWisnb+RL57/NhjlaGJylNPekK5atwrjfhvFi7e9RcbhTFp2OYNHPr63vKcVwoEdh9i1bi/VG1QNq/8MEJsYw81PGzXt5k1bxGt3vxeszfzBY19gc9q4/M7uBPxqsWp+B7Yd4sGuT/La/Gdp0akpbyway59f/4OU8MVz34aUhjqKYlHIywoPrXls8v28PfzjiEY0EGZEAwR8KlGxkev4JlSNY+SX4Tv5kfhi7HdMfvZbbHYrql/l0U/v4/z+nRBC8OD7Q7h+xJVkp+dSt3ktXFHOkL7uGBc1GlZn/9YDwRB3XdM5o2PjEl3bpHKzMeUIG1OOBEXAvKrKigP7S+VaxoNXoBb5gwzoOisPHYjUxcTktEJY60DCJGTmE6Cngr09Im58eU8rBKnuNoxIax2ENXydEEoiIsYIYdY9MyBrNMFQ6Ozx6MKJ4u6P4WktZnHWdyLTboDEbxD2dpA0FemdYbTPfYcQMbIglnAjGiDuNcgaWfy15MYIBwOGFzsCwlIFkfB65LGK3kb2RMPDLmwgA8i4V1Bcl+SHuI9DRt1reMqtjRAhImyAiDPyro+WAQNDvdsUHTst2LJsOzvX7w1WjPHl+Vn/T6Tf1f+OxaYgdRnU5TlKwKeycVHJtYBMTh8qfhJwGdCiczM+2jCBaakf8+yPI8LCgsuTWZ//xZ2tHmTsTRMY2nEEnzz11THbz/xoTtCIBiO/+Zf3/wCgx80X4HAX72n35vn4bLRRI7Jeizrc8vR1XDX88ohGNBi5zhZr6F6MK8ZJXFIsezefoAEi4cux33Fk779XLd61YS9fPPttsAyWz+Nn3M0T2bd1P9+/MYMf3vwVV7STZu0bhRnRR3lh5kjqtqiNEIKoODcjpzxIrcY1/vWcTCoPAV1HEJqnIEupjoTdaiPGGf47aBGCZomVRNREVpIfk0qLsLdHqTITpdpSlIR3EErFEePT875DpvRGZj6ETLkKPefNY3fwTCU0n9gDnq8BEK7+GOHNxSA9yNw3jLa2pigxw8A9kMhGNBi52UX9JG7DINVOVKhJInPeQmqHjt+0uBECmwwjGm++ge+FzIfQ1V2GiFzeZBBRhve6qBFNfj55wsf5pbMEiDhEwkRjs8XklEf1qyhFcgiLey/9r9gcNtyxUWHHLTYLDc6sWyrXPOmU95p7mq3NpiFdgfHkenn1rnfxefzkZXnw5fmZ+tKP7Fq/p9g+jihH2DFnlANd11n2+2qi4qKwOazEJsdEbLvgp6Us/W1V8POhHYcRxfyW6JqGFggNhZYSajSsSlLNExdNWjF7LcO6PIHPc2xxpyN7U3n44qe5utrtDD9vJAe2Gwv8wR2HsdpDXx6klAw5+1Hef+Qz3nv4U25v+QAHdxavxlytXhXeX/0KM/xf8n36J3Tq3e6E78OkctI8uQqJLhfW/AVbUPxr6n9FlTpD2p+D02IJmu6KEDROTOLBzl1K6aomJiYnA6nnQNZTGIZhjvHfnHeR6s7iO0UwEBFupNSQ/vmgxAB2EAlENKq9vyF9Cwq6anuB4oS2dMLCvoVAWGuDUvUYd1YM/n+Qqdcj5bGFy6S2Hz11APqhTuipNyLV/FxrbQ+Iooa9Bqn9kNkvIrNeQKb0QmrFR+MIax2UKjMQ1dajVFuCKBJqbnLq0qRdQ6ITorBYjZdRoQiKCXj8z2gBjQFPXIXdZQ/q/whFUL9FHW5+6prSuahJpcY0pCsIPo+Pud8tYtbnf5N6IB2AjEOZYYrcVruVQ7uKzwu68bGrcBYykB1uO4OeuZ6PRk3h8zHfkHYgnYBPJSslmxoNqgYfTEfRNZ0PRnwOwPcTf2Fox8eQxVgTNoeNW0ZfizPKgdPtwBXtZPR3DxMVF8Worx/EHevCHeMy6jiXAF3Tyc3MY3uE0O+jqAGVB7qOYvXfG8g8ksWGhZsZdt5IvHk+6javFSzZdRRN1fDm+vB7A/i9AXIzco/r1QewWEpYF9uk0rM/O4s/dmxjS1oq31xzA90aNKJ+XHypbpi6bTYGtm7DLwNu4Zlul/C/zucxpf91/Hj9TcQ4wje4TExMygcpPUjvTKTnR6R2xDioHwFRZI0QtvzQ48iI6Hvzjemj66ETEX0fMvslyHnbGBM/yPR8sa2ia5BmiI0Bes5HyLTrKN6tY4Oo+zFqL7sMb2/82wglChH/OogoIIqSvwJqIDNA3VxsC6Nc2Q0QWA4yDQLLkWk3IKUXrI0prOZdMKYHI9/bBzILmXP8MHFR9Hs3OWU5vPsIC35ayp5N+5nwz3Occ9nZ1GpSvdS80QDuWDf9hl7Kuytf4v637uS252/k1b+f4c0lL+CKjrAZZnLac9rnSFcE8rI93NthBKn705CAoghe+esZ6javhdVmxVhoDNSASv2WtYsdq2HrekxcOJbp7/6OpmpcettFNGvfiNFXvxRmZO7ZuI86zWuxc02oh9uX52PN3A28NfyjYnf9hCK49pF+XD/iSq4afjlpBzNIrJEQVDQ845wmfLJlIvd1ehyf14+mF6MsWgRd03G4ig8/37flAFkp2ej5pax0XeLL87F99S5adGrKsHfu4rXB76JYLSiKIKlmIns2Frzc6LoMqTltcnoze8d27pvxE1ZFQdV1rmjWgicv6IZVKHT+8N1Su64noPL20kUM79SF+vEJpXadUuUUCs0yMYmE1LORqVcaolYSw3hO/BKsdQkzQmUgX4E6MsLWwhDnypsCSIT7GoStJTJ9MKH1pgFtq1G+SitSd17PQ/oWQs4LFP8HqED0PSjRg5HRg0A7ApaqiPzSW8LeFpn8G6ReA3q4+GixSA3EMcLP1W1GjnNQRVw3vPXqFoTtTGTsk5D1dL5n2mLUyA4pc6WDZoqHmRj888MSnh8wAYvVgqaq9BjUjaGv34am6dzcaGipXdeT4+XrF39kwBP9qd2kkqb1mWtzmWIa0hWA7177mUO7DofUYn518Lu8sXAsz/38GE9cPpaAP4CU8PDHQ6lat8oxx6vfsg5DX78t5FhRzzYYdZLbXtSaXWv3BA1mxaLQ5cqOLPx5WbFGtM1hZeBT13LDiCsBsDvtVK9fEC62d/N+vnllOmkH0kndnxYW/l0cDpedMzo2oX6r4vOenFHOkBrSAJqq44o2FvjuAy+gyxXnkHYgnSp1kvjutZ+Z/Nx3+PJ8wftbMWctVyYN4s5xN3HZHZeUaG4mpx66lNz/63Q8asHf3ZfrVvPtxnVYi8tnOEn4NJUl+4v3XpmYmJQ/MncSaAcoKLskkFlPoiRNgYT3kel3GQY0QNzLCMuxa80KWzNE3FNFjkZ61ljAcR7kbafgrdgCjh5I7x8U/6bsgOjhKNG3G9cTDrAWbLxLdRsy92PQD+crXpdsbQYn2NuD5RhKycId7nWWmnEcUNxXI52XGp53S01k7nuQk583bbQA/zz0Qx0gZkS+CJvJ6YimaTw/YELwvQ3gp7dm8uukP/KdS6WH3+Nn7bwNx29oYpKPaUhXAA7tPhJiRAOk7TfCu1t0bsbUQx+QdiCd+Kpx/7os18Anr+b1ez8IWX8VRWH5rNUhS7Ku6Xw34WfOuqBlxHEUi0Jcciy9B3dny4rtfPHsd/g8fvoM6UHnPu3Zt/UA93YYQV6Op0S7Yka+dixtu7WiUZv69Bt6aVhpq8JUq1eFjpefzbzvFgdVwaNiXdQ5o1awjTvGCCkHuPaRfqQdymTGB7NQ/SpSSnRVkpOey1vDP6JavSq0637W8SdqcsqR4/fjL1ruDPBrGv4Sv2D+e6pHVxxRQxMTkwho+wn1FkvQDI0NYW8HVRcYBqmSZBit/4aoeyHn2SIHFfD+TegiqkHeJLC1L2YgCyiJCPe16P61kPsWSD+4b0JxXohUtyNT++eHU5fEZWUHkWjUaba1RLgHGPWsi8NSF+xdwD+nYHwlDqnUDwazCyUalHwF8Kh7kFoqeL6j4DvWQGZC1mikpTbCrBF9WpKbkRfmMAFDObvou3JpULVuJRH8NKkQmIZ0BeDsi1sz58v5wd03m8PGWRcWGLJWm7VYL7Smacz7bjFpB9JpcW4zmrWPvGPc5+6e+fnPk/Hm+nDFOHniywcY2Wds2Joa8AZYOnNlxHGsdgtjfx3JzrW7+V+3p4Nlopb8uoLbnruBzJRsPDnekDGFEGGlsBSLwhnnNKbr1Z3pfXd3HK7jv4Touk5Waja6Lg2xifzyBLlZeUx/5zeuGNorrI/FYuHe127l3tdu5Zrqt5NxOCt4zpfnZ8mvK0IM6dQD6ezbcoAaDatRpXbScedkUnmJsduJsdtJ955AeONJpKTpDiYmJuWEvTN4ZwJHazw7wNEpeFoIO1hqRuwqpWr01VPBfnawlnJRlOib0dEh59X860RD/GuQcUeE1j4IzC9msjZI+NCo05x+K0GpRP/f6NGPgrY3ghEtCDeqLWBrg3D2BPcNJdogkDLfADbi3wvG1LMMtfKo8Nq7QlgQcU9D3NPoh84xcrAL3af0zw0xpKV2CLTdYKlzXM+/SeUmJjEaZ5SDHH/pG82RUEsYRWliAqYhXSr4vX7efvATls9aTVKNBO578w4atCpeNv/C685lx9pdfD3+R6SUtO7anPvfirSIhqJpGiN6PMvGxVvQVB1FEQx943YuvfWiiO373duLfvf2IuAPYLMbucw2u/WEdvg0v8bvn/zJwp+XBY3oo3w0agqX33VJmNEckxhF9QZV2b5qF2pAQ1EE7hgXI796MMxYlVKSfigDm8NGTEJB7cr1CzYxsvdYvHl+1Pww96P48vxsXLQFIhjSfq+fDx//ghWz1+LNDVcDz8n0BP/9y6Q/mHjvB1itFjRd555XB9F7cI8SfzcmlQshBLVj48rNkP5x8yZe7nEZlmNEYFRkhJmHZVLJkNKLzHoO/AtBqYqIGx2x/vNRhOsKpLoF8j4CJNg7ImJGluA6KjLtZgisx1DPVpCxY1Dc/SK2V6IHQfQgpPQjhB0pJRIrYcrbxyQA3h/AO4OwegM5L4HzCsKMZpEASg3QNgXnaQiTTUBYQtW9pZT5ImsOhBJXcNy/1Mjzlj7C62F7QF0FhBvSUnqR2S+Cf3F+35CzhhGej547BbKfAWyAhox9CsVtKiifqgghqFo3mZz03HK5/m8f/8n/Jt1z7AiMCoy5NpctpiFdCjw/YAJLfl2B3xPgwLaDDD9vJJPWv0ZyMSWhhBDc9uyN3DL6OjRVDwp2HY8lM1ayccnWEAPx9Xs/oOegbsd8ABw1osEIHV/157oS3hlomk7K/jTysjxh56QuqdmoBlabJbijZ3fauGp4bwY80Z8/v5rPn1//Q0xiNDc+flWYEZ2TkcuIns+ybfVOdFXjjI5NGD3tEZxRTh6/7HlyM/MizsnuslGvRUEemM/jY/msNWSlZvP1iz+wb8tBNFWLqB4+58t59B9+OQCv3vkOQFCU7a3hH9Hx8namZ/oUxaeqbEkLr1tuEQKttGprFOHPXTu4uMEx8g5NTExOGjJjGPj+AXyg7UamXgfJMxGWyKGcQghE7CPImIcALSjYdVx8c0BdDxRas7KeRLr6HnNtDgqCCYG0ngnqipJdDwDNEBaTkdZJDawNIcQ4d0DUbSjRd6F7phsGuJKIiL473IjWM5Bpt+ardutIW1uIfxMhbMj0O0EWZ/A4wVKwUSGlF3zzkXo65LwH+h5jbpHyxD3fI6NuRkofZD+ZfzB/7lmjkY4LEZZj68WYVE78Xj97N+0PO26xKmhqaRWlDGXpb6vo0LNNmVzLpHJTOV0hFRhN1Vjw41L8HiPnR0oj73hZodrMxWGxWEpsRANkHMmiqCKY5lcJ+ALF9AjF5/FxePeJq2TO/34JZ3ULz6F2xTj59OnQ0lK6LvnhzV/Zs2kfF17Xhae/fZiH3h9CjQbVwvq/fu8HbF2xHdWnomuS9f9sZmDDe1m/YBO6HvrwFELgcDtwRjtp3KYB/R/oja7rHNhxiMFtH+b5Gyfw0u1vsXvDvmCuTaSSCVpAY8mMFbw17KOwc1IatalNTk3m79kd9nsFcHPrNmU2hy2ppkqtiUlZIKUffH9RUAVDGmJY/uJCpQsQwlJyIxpATwtbm43rlszDLKUH9EMlv95RvL+ALVJecTTkvlF0kpD3KVLdieLqjZLwJkrcGISlVlhvmTkK1I0YHmcNAkvhyEXIwCrCa1kLwGWIjNlaIqIGIqWOru5GHumNzHgIsh4HfSchCt9haOCbC1lF88fByFU3xRpPVZb8ujIs4hHgyvsvK7M57Fy35/iNTEwwDemTjlBEmOdTCIHNfvKd/626NAsJo1YsCvVb1S2xINnP784idX9ayDF3rIsRn92HM8qB1WYhoXo8zTqEesx8eT7+mrogqJQNkFgzAdWv4s31heSXqH6VjEMZPHnF+IhzOLD9EE9eMY4h7R5h4fRlYbuN3lwfMz6YHVa6y+qw8uD7d/PirCd55e9n2LFmN9dUv4NBTe9n3+YDeHO9YVFskbDaLDijnKQdygg7p6saNRubuVinKl41gM0S+ncpgB6NmpTZg3Hx/n08N/dPlh2ohC+FspL8mJgAxutOEaNPACdiIJcUeztCf/ksYG2BECXbKJe5nxu51YURsRD7IuACrKBUBWvRDW0P+H4D3IX6VcOoT+0h1JAPgH4EmX5v5Dmou9DTBqOnXGEYtGECjLng+d4QNAvBBnHPIxI/RSR+DoENyMOdIKUH6LsJ8dIfE4thjBf9HsCYi7X4dDmTyo0vz4fVFl4vvFPf9pRVtPXqv9fzzv8+YcOiLWVzwZNJea+5p9nabBrSJxlFUbjmoT443IZAh9VuJSYpmk59ilPaNJBSkrIvlay07LBzuq6zffUuNi/bRsBf4G2u3bQmo756kNikGBSLQuO2DXjul8dLPNf92w/h94Z6r+1OOxcP6MoPmZ8y9dAkvtr3Hm26hYukqD4VT44XZ5SD256/kWe+f/QY92bUfy6aO52ZksXQjiNYNH0ZW1fswJsTOVd14+LNIXncNoeVS27qiifbQ3Z6LmpA47Fez4XUly4psckxXDzgPFqf3zzswX3B9V1IqlFJa/yaHJdzatUJ+Z20KQoWIbj1x+/K7Bn/584dTFqxjIHTvuGP7duO38HExORfIYQV3DdjGKIANlASwX7BMftJqSO1g0g9M8I5DRnYiAysQ8qCtVRYGyPiXwURDyhga4VIOIG69NpuCjznRwd1orj7IaqtQFRdhKgyF+znROjsxzBWXRD9KCLhdYp/a5Wg7Qg/qqUaCt/+v/JD1MNTuQDwLc+/3lHs4LoKIbNBz0JKPzL9dgwhsRMMybUkgfNyo+xW0SxEZz+EEjlVzqTy0+aiViFrs9VmxWJVeLzX88WWZT3ZLPxxKd++Mp2HL3qaxTNOJMXC5HTDzJEuBW577kZqN6vJ0l9XUrVuMtc9ekWwHFMkMlOyeOSSZ9i7eT+6LulxywUMf2cwQgj8Xj+PdH+GbSt3IhRBYvUEXps3hvgqhthHx8vb8e2RD5FShuReZaVl48n2klw7EYslfGcP4MzzmzPzo9nBHGur3UqLzk0BY0MgOj4KgDM6NsEZ5Ygo1uXN9fHrh7NZ8uuKY4qWJdVICM4vKy2bmR/9ybr5G/Hl+YMhPEUN7aMc3HEk5HPAr/LH5LnM/mIuQii0vaglfm/RXfEiRBAnrdGoGm8ufoGouCjueulm9m4+wNr5G5G6Tue+HXj0k6HHHtOkUrEx5QgP/jaD/dlZtEiuQrLbjUct9PILBKREVcteKdSrqjw/7y8ubmjmS5uYlBYiZgTS2sQI57bURETdhVDcxbaXWioy/WZQdwM60nUNIvap/EoUHmTaLfl5w4BSDZKmIBRj81U4L0Y4F4etzVJPN7zDSnVEMfXqhf0cpOdHCgxYG9jONs4JBUR+6TzbWUhcRDZ0PZA3FemdSWgJryIoBWlWUk8DzzSkb2m+ANhR47cY60UWDX8NGLnNnu8BAY5zCastHUaExVmpj0j6xiiXFfMEUt0JgVXGfBw9EHHPH2dMk8rEtlU7GXfzRA7vSaHJ2Q2JTogKdfIooPl0NPU473mlgM/j571HPuWcXm3L/NomlQPTkC4FhBD0vKUbPW/pVqL2L9/+Nrs37A2GRP8xeR4tzz2DHrdcyJRx37Nl2fbgQ+VA3iHGXPsKY2c8ERLCfXShllLy1vCPmP7u71isCsm1knhpztMRhc66Xt2JLcu28c0r0xECGrepz0OThoS163LFOfS9pyffvvYzUpdhXt+8LA/7tx2MeG8Otx2LxcKoqQ8BkJWazV1nPURWanaJ1MKj4tzhImMS/J6CB+ryP9ZGLlcgjLxzm8PK+f07sXvDPnZv2ItQjPzq8b8/GVQGd0U5GT/rSTKOZPLbx3+yc+0evn11Olfcd9kJ5a2bVEwyvB6u//YrsnzGZtCifXvDXg39EfKly5K8QMm0DUxMTP4dQgiE+2pwX12i9jLzUVB3EAyJ9kwzwrZdfZA5b0FgA0HPsbYbmf4AJL4Xkk9deG2WWaONclBYwFIDEj+PLJjl7A2BtZD3KSCMXOO4CLnCzl6GgZn3GYbRW+QZJrPy5x8JFwgLImGC0VRPQ6b0AT2DYxrewRuLNcYPvSBQKLLMN5/IeeECsGB4sHuBfyPoOzBUw92IpI8RSqzRUomCxMlIPcWoOa1uReZ+DFEDTyxv3aRCkpmSxUMXPhV8z1v157owPRu1DGpHHwtPMdGSJiZgGtIVgk1Lt4UYgr48H+sXbKLHLReybdXOkJ05XdNZ8/cG7mz9EBMXPk9sYkzIWHO/XcivHxo5xarfyEEeO2ACL88ZHXZdIQR3vHATNz99LX5vIOiBjtTuznEDuWnU1exYu4cRPcbgzfUhpcRmt+KIskMETS6hCAaMvJrL77wEm9PGol+W89fUBWSmZIflPAM43A7Ov+ocJIJDOw/TrsdZSE3n09FTj/0FSkmbbi1ZO3cjFqsFTdPpc3d3bn76WlzRBZEAmqqxcfFW/F4/zTo0jhglMGHI+yyduRJfnh+Hy87Cn5bx0pynUSppiSITg9WHDoVEPFS09BxFCPo0bVbe0yg5p1iOk4lJRNR1hBqCHqR/JcLVBwIbCQ2/1iCwwDBGk6YGDcEg3p8NQ5yA8aPtQWY+jEj8OOyyhlr4Y8iYB0H6wscq2i76fqS6EdJuwzBkJWAH4YggegYgIHoown0NYEP6/kR6poOeTmTD1wXOywA/aAfA0RX0XMgrQbi6rZMhTiYsIDVw34yIHmIYyPlIqRobAjIAtjNDzgXJGpWvuO4FZiJ9f0Hix8V69U0qBxsXbQldmyOIjJUnikXhohvOK+9plBxzbS5zTEO6AlCjQVXSD2YEHyZ2l53azWoC0OTsRiybuQpfIQ+slJLDu1OY9PgXPPDO4JCxtizbHhKCrWs621buPOb17U57iQTK1s7byLevTqdui9o4XHa2rtiBpmqk7Ekrts9no6eyZdl2FkxfWuyuos1ho0m7hhzadZg/py5AEYKajarT9qIzqdOsJlNfmY4nuyB0zeG24/f4g+8HPo+ftfM34Yp1MeiZ62jctiHN2oeHyFqsFlqeW7yxcmRPCktmrAhuXPg8frYs3862lTtpcnbD434/JhWXaLu9zEpa/Ru6N2jMI126lvc0TExMCmOpZShwB99MnQhrfeOftlZGPeoQY1qCtheZ/Soi7qmQoWRgDaEh2Gp+neniEcJhGMPHQfqXQN7HYG0COEFbZxiteuRIMRCQM8GYk+8PivdAO8DWAtR94P3J6Geth7B3BmsdpOczQsttOTG+j6PflxcCy0BEQ8xwhK0lwhZe8UMIa75AWzFoewoZ0fnjqquMsHrbGcX3M6nwuGPdERW6Kwpdr+7EoDHhddBNTI5ibuVVAP734T3EJEbjjnXhinbSuE19+t5zKQDXPtyXFp2bhimBq36VPRvClX5rNq4eFDoDEAKq1QsNHfN7/UwZ/z3jBr3BD2/9iqZFCIsuwu+f/cXIvi+w7PfVbFq8ldV/rceT7cGX5w+WlypaH1PqkoAvwNxvFxZrRNudNs7s2pyNi7eQui8d1afi9wbYuW4PI3qOITs9h082v85ld15Cu+6teeC9wbyz/EVqNgpV0/bl+shOzWHjwi0RjeiS4PcGUCyhfxKKRQkTZDOpfLSpXoO21Wvgsla8vcPnL+rO2737YjWjHkxMKhQi7gUQcYYhmF/OCfd1xrnou8F2FuHlnwKgbQ8fy1ofw9AMHgFL7ZA2UnrRc95Bz3gEPXcKUh4/3UTP+wYyhoD/H1BXg7o437j1UqC0XXSOOuAH368c04i2nwOB1SAPG+3xgboZmX4L6DmI5N/AeQ3Yz4PY5xHJ08BSp8g4HkNsLLAuohFdIqQPwjzPSn4et0llpmWXZjRr3yjkvbWi8PBH9/LElw8UqzNkYgKmR7pCULtpTT7ZMpGNi7fidNtp3rlp8A/X7rAx7vcnefmOt/nji7lBg9TustOyS7h3tcctF/LX1AWsm78Ji1VBKIIRn99P2sF0fHl+kmon8vDFo9m6cid+j5+53yxk3fyNPD55+DHn+MGIyehFSlMVdfDValrDUOcu4e6iK9aF6guwcvbaiGrbmqqxZMZKqtWvwqFdR7A5bdRtXpvaTWvy8eaJDO34GJuWbA1pf+A/1H2u0agaVesms2/rQbSAhmJRcMe6aNy2/r8e06RioAjBR/368+2GdUxctID9OeHq+OXBI+eez/WtWgc/H87Nwa9p1IyJRSmrOh//ElFxnQgmJicFYW0MVX43jEnhBlsbhDDWZiEckPgZMvMRo35z0CB1BoXBQnBdDZ4ZhrGLAlgR8eOR2hGQHqRSDdJuAnUT4APvTGRgOSI+cunIINkvEV6aqqh4VyPQt4UfL5ZowJ9fYzuCMX+0/raSDPoBEHZDqdzaCFFlFvqRfqBtKNRBNbzK/xZrA6Pcl7bXGAuLscFheqMrPYqi8MLMkfz28Z98NmYqKXuLj3AsS+568WZ63HJh8HPK/jS0gEbVuslhTqOKhrk2ly2mIV1BiI6Pon2PsyKeE0Jw3xu3c3hPCmvnbgQkrc9vzsCnrg1ra7FaeP6Xx9m4eCuebA+Nz27A+w9/xh9fzMNiVYhLjiUrJTso1uXL8zHvu8WkHUwnsXrxpZ6Op4ptd9lRLEqJjWibw0pS9Xj2bj5QbBvForBrwx4+eOxzfHnG9VfMWsP4P56iRaemtL3kTHau3R0Me3e47bS5KLxUV0mxWCy8/OdoXhv8LltW7KBOs1o8+P7dOFwVb6fU5MSxKgqKEBzOzSnvqQAQ73RyJC+XI3m5JDhd3D9jOrN3bkcRgkYJiUy+6hpiHc7jD2RiYlJqCCUOHOdHPicExD2D1A5CIL9Ejr0jIjpctFMIGyR+nJ8LnIe0tkRmPwveXwEFlKT8MPKjXlYPeH9G6iOOU+rpeErGzvw365K+XTvAknAcw1dBBjaBZyxHw62l7x9ImoywnQmOzpC3g4JQbCfYO5Xw+uEIYYXEL5BZI43cdGtjRNyzxmaGSaXHarOiS0n6wYzyngoAcVViSd2fRsaRTKLjoxhz7Sss+XUlQhHUb1mH8b+PIiousqaQyemHaUhXEhwuB+NmjiL9UAYACdXii90VUxSFFp2MMlYzP57Dn18vCIqPpewL3+1TLCIkBzsSXa7owMyP/oxwLYHVbqVpu0ZsWLQ5cucI1S3UwHG8xwLikmPZuGhr0IgGI2/5+4kzaNGpKTc/dQ37Nh/gnx8WI6WhLn7DiCuPeR/HI75KHE9/98h/GsOk4jJh4T+oFSRXOsPr5ZNVK/hp00aubdmKP3ftwJ+fZrE5NYVRc/5gwqWXl/MsTUxMjoUQLkj8FPQjgIKwJB+jrQL2/DI6eV8hvb8TNIQj5jMrII9jKNsvAt+PkftiA1vrAiM/fEaEG9gB0MLTxkL6WJLAv5QQhW68yNzPEfHjEDEPIrXd4JtjnHJeioi6/dj3cRyEJRmR8M5/GsOk4vLZ6KloavlWzjhK5pEspr3+C3OmzKfHzV1Z9vsqAj4j4mTH6l28OewjHvnYLI9qYmAa0pUIIcQxvcaR2LR0G768UPExoQgUi4Ku6VisCg6XnV8/nE2fIT1DymT5vX7mTJnPznV7+fOrfyKOX6tpDV6YOQqr3cqNde8OOx8d7+bWZ2/gjfs/DPFWSymJTYwm/VBm+H0qgj739GTQ6Ot4tMeYsPN6fpkim93Gk1MfwpvnQwhMz7HJcQmUc4mrouhSkuLJ462li0OOB3Sd1YeKEwqqIFSM/QgTk3JHCAGWqifURwZWEyo+pmEYtgpGOLUFRBQy72tw3xBSJktKL3imI9Ut4JsZ+QKWhojESUgpIOXiCJOOg6j7IOc5Qv+YJYgEkJFCbBVw3YSIuR+ZNiDCeeP5KoQdkfAWUnoAgRBmZI3JsdEC5Vviqii6ppN2IJ0p434IOR7wqyEphRUSc20uU0x1m3ImKzWbJ68Yx/W172L4eSPZu3n/SR2/7hm1cLgK1bRUBI3bNqBNt5bEJccgJWSl5vDVuO8ZfNZDpOw3Fk+/1899nR7njfsm8c0rP4Z4hY9ic1hp1eUMqtZJ5s8p8yPmOft9KgiB1VZkz0YaXunYJENkTSgiKKimWBT++X4JFquFax7qi8NdMH+700ZuRh6P9niG79+YgZQSp9thGtEmJaJX4yblPYUSYRGChgkntmlmYmJy8pB6GnraYPTD56Gn3ohUd53cC1gaESo+poC1tSHwRTwgDWM29x1kSm+klmLMS3qRKVchs8YYSt1EEtwyhMKEpQZ4pxOxpJX0gbAT7k/JfwsX8YbIGgoFr4oW8M0y+rjvKDJ/B+hp6Gm3oudORkqJEC7TiDYpEedd2bG8p1AiLFaFOvlVdUxMwDSkyxUpJY9c8gxLZqwgdX866xdsZliXkeRk5J60a/Qe3J0zOjXBGeUgKtZFbFIMT3w5nHG/PUl0QnTQ+NVUndzMPKa/+xsAc6bMZ/+2g0YprQi7W0IRNDqrPne/Mgg1oPL+I59FzI/WNZ2Vc9ZyxjmNw87lZuQy5qfHGPfbKIQQwf5aQCMnPYfR/V/k728W0Ov2izmza3PO7Nocq93K8lmrWT5rDR+MmMz7j3520r4rk1OfK5u3rNAPPYFRqivZHcWz3bqX93RMTE5LpNSRaQPBPxf0wxBYjky9DqmfPH0FEXWTUUJLuA2DVUlExL+MkvgpWKIpEPlSQWYbnmkAzw/5odceIrueFLC1QMQ8jJQ+yHmlmHY6BBaA7czwUzIdEiYZP0fbAhAAmY7MGAq+38F1Ddjag60DYDUEyPzzIXs8MvuVf/vVmJyGdL/lQoSl4op4CQHuWBeJNRIY+sYd5T0dkwqEGdpdjqQeSGfPpn2oASMvUkqJGtDYsGgLHXq2OSnXsNqsjP/9STYv3YY310fT9o1wx7gAQupNg2FMe7KMULPstJzgvIricNm5adTVXPfoFQghyMnILTaSRA2ozP9+cZjiN4CuS0b0HMOEf54LO+fN9bHij7VIKXG4HQx88mpiEqLZvHRb0Pj35fn4fuKv3DluYJmoKK6cs5ZXB79LVmo2bS86k4cmDSEq1l3q1zU5eTRJTMKiKMH0gIqEAJomJfPUBRfRulp13DZbeU/JxOT0RD8A6h4KPLn55aICawwhrZOAEHZI/AwCa0F6wdYKoeQLGElPkdYqyHwjXs+k+JJVTogehoi6LX9zOo3w0ldH8YP3N8IVvwEkpN0CSVPC+0tPvpq3BFxGfWhhzw9VP/pc9YDnU4h9qPgv4CQiffORWU8Z3439XETc8wXfpUmloMGZdVEUpUTlWMsaIQQN29RjyMuDaHZOY5wVsFSXSflRkZ0zpzwOlz0sHFrq+kn/I1UUhTPOaUKbbq2CRjRAtxu6hIRNO9x2zr/aeElo060VlkI1lY+GXjtcdvo/0DtoRANExblxRUUI3xLGAyiSEX0UT46XL5//jnP7dQiGoB8dV+aLQvnyfEx54Xs0TQ8ruSXLSDhq7+b9jOzzAvu3HiQnPZeF05fy3A2vlcm1TU4ebpuN/s3/ZS3Tk4wAmiUlE2WzEW2zE+NwMLFXbzrVrlMpjGghK8ePickJI1yEG5h6/vGTeBlhQdjPQjg6hhp+zt6Ehk07Ec4exj8dnQj1gSgYTxMnRN0RNKKNCyRARGVrkf9zLKMlF3IngePCQnM5alQf/cPyQM7bIHXCvN4lqIF9MpDqVmT6ENB2g8wE3x/IzLIx4E1OHu4YFxffGFkdv6xRrAr1WtTGFePEFeMkOiGKJ74YzlkXtqwURnR5r7mn29pseqTLkZiEaHoMupDZX8zDm+vD7rJTv1UdWnRuWibXv2OsIRYy58t5ONwO7ho/kFZdjLqMjds24NFP72PCkPfJy87jrAta8sSUB4iOD9/lFULQtH1Dls9aE3b8uOWwJPz51T+0vqAFl915Mav+Wo/q19i7eX/IJoM3z0fnvu2Z9NhkAr4AUjc81ZcM7Fpq3ugje1NJP5RB7aY1WT5rDbLQi0HAp7Lst1X5eWAVNxzJJJxGCYkRtWrLGiEE064bwKK9e/CoKufUqkWiy4xwMDEpb4SSiHT1Meo+4wGcYG0eOQy6NK4f8ygSYdSnFm5EzAiEvY1xztYaGfcCZI0GmQv2Toj4VxFKTPg4QiCtzSGwpOgZItaHDkGC93uwnWuEcAeWgAyAtp2Qp6f0gLM75LxqnD/qqXZf/W9v/7hI7QDoqWCpD76ita794Jtbatc2KT3qNq9FhVicJby5dByr5qzD7/XTumsLYpPC/75MTMA0pMud4e8MpuW5Z7B+wSZqN6tJ33suxWK1lMm1LVYLg1+8mcEv3hxy3JPrJfNIFp37tuf8/kbtx4wjmRzccZgaDavicDuY9PgXLPhpKXHJMdzz2m00bdcooiEtrBE80kUelFKXbFiwmQat6vLuipfYvXEft7cYHtJF13X8Hj9vLBrLu//7lLSDGXTq3Y4bn7jqZH0dIXzy9Fd8Pf4HrHYrQgiuHHY5ihIawGF32k0jupKRFwjw4oJ55b5OA9SJicVptXJB/QblPRUTE5MiiNjnwdYBGVhpKGBHDUCIslmbhbAiYh+H2MdDjks9D/Q0hLM7wnWZcUxLBW0PkjogHMjsl4yyU0oSIvZJsLaMYEgDWAj3SBe1YiQEloKtGUryj+iBTZDap0gfFaSKSJqKzBpnGLjOSxBRd/23L6EY9OyXIfdjEDZjvu6B+fdS+DYqvtfQJJTcrDw+eeqr8jeigVpNquNw2jmnV9vynopJJcA0pMsZIQQ9brmQ7jdfQHZ6DhZr+Ubbz/xkDhOGvI9FUbA5bYz9dSTbVu7gzfs/xGq3oms6Lbucwdq5G/B5/OzbfIAHL3iSB969C6vdiuovUAdVFMENj13J52O+DYZgO1x2OvfrwLzvFoW09XsDrJ23kU1LtzGqz9iweTndDnat30vnPu0Z8+OIf3dvH8/h/Uc/x+/xc95VHbl97I14cnxUq5eMzV4QSrt+4WamvvQTfm8Av9fIRfvprV+pUieZQzsPE/AFsLvs3Dn+pn81D5PyI8PrCUsPKC/qxscT0DRslrJ5OT/pVJDv8WQghLgUmIDxRv6BlPKFIucfBo7W+7ECzYEqUso0IcROIBvDKlGllO3LbOImpYYQCrj7g7zKCBkuaqyVMXreVMMLLSyAExI/RPpXQfbYfKNSB1sb8C8HvKDtQqZeDzFPAzZC86oViLoTct+h4A/ZCY6LDBGxkLY+8C8zrpUeXuIS4QJtG8JxASLxvX95b19B9iuAH5yXQvQDCJkHlloIUbA2S/9SyPvUmJPM13jJm2qUHtMOGv1xQMy/e0cwKT+yUrLLewpBajSsjqZqZebUOumYa3OZrs2mIV0B2LF2N49d+iyZKdkoFoURn94X9ASXJXu3HGDiPR8Q8AYIYIRTj+gxBr/XH2JULvttVUg/v8fPy3e8Q+2mNdi/7RB+jx+H20H3my/g5qevo/+DfZj12d/kZubRvudZNG3XiIn3fcAv7/8RNKYtVoVq9aswoseYiKrlWkCjZqNqwc9r529kwpD3yUrJol2Ps7j/rTuPmbuyfNZqJg79IFjGa/YX85j1+d843A5cUQ5enP009ZrXBmD3hn0UdTRnp+fywbpXmf3FPNIPZdL24jM5++KyCfMz+fesOnSQD1csQ9N1BrZuQ7uatbBZFAJ6+QuaLNy7l4Hff8PkK6/BophyFeWFMNyMbwLdgb3AEiHEj1LK9UfbSClfBF7Mb98HeEDKkEK73aSUKWU4bZMyQAY2ItNvyxf4siLjXkJxlb2avlS3QtYYwJ//kuxBpt2aL0pWyKj0/1OkpxeynwRLXdD2Gm3zw66VmAeQUXeA53tDyMxxAcLWAj1zFHi+o8CYtoKlpvE9yAjGjlTBUqfgo38JMutp0DPA0RUR+9QxS2BJ39+Q9ZwxVzDm4/kOKVwg3JD4OcLa0Dinbgs3EmQKJC5CeKch9TSEvQvCUfbvTyYnxvqFm5k24ReklPS791LO6NgYxVIx1sEVf6xmxKXPMu63UWGRiCZlR2VZm01DupzRdZ0RPcaQdjAjeGzczRNp3LYBNRpWK75jKbBj9S4sNouREpaPN8+HzWEDb3EqoQaqX+XgzsPc8vS1HNp1hOadmnLxAEM4IirWTb97Lw1pP+iZ61k2cxVphzIQCNyxLnrdfjEr/lgTNrbNYeXGJ66iXgtjsd639QCPXfpsUHX8r6//ITcrj9HfPVLs/BZMXxZSC1tTDUPKm+PFl+vlyb7j+GTLRADqnlEzzGsZkxhNXHIsVw27/Jjfg0nFYdXBA9z43dd4VGOzZvbO7bx7eT8e6Xw+T/89u5xnBwFdY93hQ8zfs5uu9eqX93ROZ84BtkoptwMIIaYA/YD1xbS/AfiyjOZmUk5IqSHTbzVClQEIQOZDSPsMhKVW2U4msMnwRIdEXecADiLXkS6M3/DWRg8DbR/Cfna+mBlGXnXUwJDWIuZBpP8f0PPfRUUsuPoZpcDCsEP0fUFDV6rbkWl3EHyJ8ExH6rmIhNeLnZ30ziJoRAPBcHOZB9KDTL8HUeVX49hRg7owSjKKJR6ibi1Wn9ykYrHun0082uOZ4DvZwulLGfPjCG4efR3vP1z+JU0DPpVNi7ey6s91tL3IdJiUI5VibTYN6XIm80gW2UU8sBabha0rdpS5IV29QdWggXkURRGoAbWYHqEIIejQqy0NWtU9btuYhGjeW/0yq//egNR1Wp13BlmpOSHh3gBWm4UXZo6kddcCpeWlM1eFCJH5vQEWTV8eUfgr/XAmu9btQeSPFamkl5RwYPtBdF1HURRadG7G1Q/2ZupLP2KxWtBUjfP7d2LflgPUblqzRN+FSfnz3vKlQSMawKuqvLFkIZOvvKZCGNIAAkGWz3v8hialSS1gT6HPe4GOkRoKIdzApcDQQocl8JsQQgLvSin/XXyrScVCPwJ6kegoYYXARihrQ9pSO4IKtoWC8lzHQUiE86ICz+6xmioJkPwz+JdihIu3Bz0FKYtuplsh8TMUe6E8Ut9cQvOufeCL/KyVWiqoWzBUx63F3IsEbWdwbRf2Dkj3QMj7hGCOt7MHUt2FsNY77r2ZVAy+Gv99iGPDl+fni+e+49mfH6sQhjSAUAQ5GXnlPY3TnUqxNpsxC+VMdEJUWKiSpuok104q87k0Obshfe+5FIfbTlScG4fbwWOTh3HX+JuwO23HDbtRAxrJtRKP2UbXdQ7vPkJWWjZ2p532Pc6iw6VtcUW7qFavCv2G9jLKYOXbw5quc3h3aFSGM8oRNhebwxpmRC//Yw03N7qXp696kenv/Y7VYcu/j/B9a6EowdB1MDzmL85+2ijfpenM+OAPhrR7hE1Lth7z/kwqDoEI9ShVXeebDesqjOdCR3J2jUq4OSMr0Q8kCyGWFvopqoIU6dehuCyzPsD8IqFjXaSUZwO9gHuFEF2L6WtSmVASCFO2lhpYqpf5VIT9LHBfDzhBRAMuRPwEiHkIwyt9nFc5qYFS9dhNpIbU9iP1TIRwIhznIRxdEYobYa1bcP2CHvnh4oUn6iJc+MtOUaRvHjLlImTGveD5FrAf4z4Ehb3uSuz/IPFjjPwrDfKmIFP7IQPFOalMKhoBf/imiRpQmfnRnMhP43JA6pLmnZqU9zROnPJeb0/Dtdk0pMsZm93Ggx/cjcNlxxXjxBnl4OIB59O8Y/n8Ad81fiATFzzPY5/fz4frX+W8KztyxdDL+GTLROpH8DQriiAqzo3daaN+izoMbvM/Hur2FPu2Hghrm3ogndtbDOe25sO5rsadvDnsw7A60HeNH0hUoc0FqUleG/weO9buDrbpenUn4qvGYbMbARUOt4NBY64PGUdKyej+L+LN9ZGbmUfAG0DXdPoM6ckto68L+/O02iz88/3ikGO/fTwHb64XNaChqRreXB/v/u/TEn+XJuXLTa3b4LQWBN04rVZubt2GD5YvrTBaHGdXr0HNmNjynsapToqUsn2hn6K70nuBOoU+1wb2FzPW9RQJHZNS7s//72FgGkY4mkklRwgHxI7GMB6jDCPRdRXCVj516JXYxxBJXyPiX0FU+RXhvAglahCiyu9gaRSpB4gYwAGWxsiUy9HTBiLV3WEtpXYQmXIp8silyMPnomeNDVubRczjIAqXv9Qg8wmkuq3gkPOy/A2IowJhToh+MPRaUkNm3Gfkd8tsDCNZA/dNEDU8wn1YDRXywni+yc8PV42+Mg+ZPS5CX5OKyBX3Gg6bozjcdq4Y2otvXv6peDOpjDmzawuSax7bMWTynzkl1mbTkK4AXDKgK28tG8/wdwYz9teRPPDu4HKdT4Mz69Hx8nZUrVsleCy5VhK3jrne8Bbn43DZeejDe3js8/up0agaO9bu5sieVNbM3cCwc58gNzM0LO6FmyZwYPshfB4/akDj1w9nM/fbhSFtvHk+Mg5lhhwTimDz0oLF2hXt4p3l47npyavpN7QXo756gP7De4f0ycvKw+fxhxyzWBQat23AdY9eESYgIRQRzLk+SsaRLPQidbCz03IifmcmFY+u9erz+qWX07padVpWqcpzF3Wn3xktKlTJsvl7drMnM6O8p3G6swRoIoRoIISwYyzIPxZtJISIAy4Afih0LEoIEXP030APYG2ZzNqk1FHc/RHJ3yHixiASPkaJe6pc5yNsZyAcFyIsNQqOWaojYoYT6i12Qtw4iHvJCEPXNoN+APxLkGnXIfXQdUxmPADaHoxc5QB4poBvVujFZQ6GennhCVkgsK7goxKNSP4Rou8F10BEwkSUqCLVLWQmFA0TF1aErRUi+nbCdrmFBfQiIbZ6GmHRAnoGJpWDjpe3Y8Rn99O0fSOatGvIg+8P4YJrz61Qa/OSmSs4uOtweU/jdKdSrM1mjnQFoe4Ztah7RhnnXRUiL8fDmrkb0fwqrc4/g9jEguLznlwvKXtTOevCFoya+hDTJvyMUATXPtyPthedScr+NA5sOxTMb5a6JOBXWb9gM20uasXh3SnEV41j68qdaIVqSntzfWxeuo2uV3cOHnO47NidtjCjtkqhUPfMlCwW/LSMxOoJ9LrjEhKqxoXdjzvWTXR8FJlHsoLHdF2nwZl1sVgstOtxFitnryXgMxZ0IQRtLwkVlbjgmnNZOnMVvjxjLg63g/OvNtVAKxOXNGzMJQ0bBz/nBQIMOPMsxs//G2+E0O+yRgI9Pv+YG888i1Fdu5X3dEqMoMJE4P1npJSqEGIoMBMjLvVDKeU6IcTd+effyW96JfCblLLwDmE1YFr+C6AV+EJK+WvZzd6ktBHWxmBtfPyGpYSu54J/CQIV7B0QSsF6J/Vc0A+BvQsifgIy7xPAioi+C2E/xwjV1vZToMCtg/RBYDXS3h60A6AkgbqREMNUepCBdQhnIYVyEUV4LrMEpUDLRepp4J2NUKqB+3qEEsGjJ+INNW5ZaKNbamBtghA2pL1zfn52ofOOzqFjOC4D30IKlFFd4Ox1zO/RpGJx3pUdOe/KgnRXT46H3kO68/GoKfg9xxa3LQukJrm9+XD6De3FXeMHHr9DBcFcm4OU2dpsGtKnOZ4cD09d+WJQLdtqt+KKdvL45GFkpWZzcOdhvnh+Gooi0HWdx78YzgszR6EGVFb8sYa53y5ECBGSXwyGMX14TwrX17oLv09FC6jEJseSm5EbVMR2uB3UbFwjpJ8Qgkc/vY8XbnodxaogdUmn3u1oe/GZSCn554fFjL/lTVRVQxGC9x75jDeXvECNBtXCxnlu+mOMuPRZNFVD9avc+uwNNDqrPgCjvnqAVwe/x4o/1hBfNZYH3h0cNka367uQdiCdL8Z+hxbQ6HlrNwaM7F+i7zU7PYfU/elUq18FV1TxpT9MygYpJWPn/cXHq1agCEGi00W614Oq6+hSlms0mU/T+GrtGi6o18BU7y4npJS/AL8UOfZOkc8fAx8XObYdOKuUp2dyGiL1HGT6EAgsMj5jAxGNjH8Zoach1b1GHWihABIRPwEl8WOk9IN/AdI7Eyk1QhWxAXSktg8ODwMCIFUQcUDhd1AXwhKayiWEgowbD5mPABYQOji6g/0cpJRI70zIeswwihGQPR6SpyEsNcPGIeE9ZPodGGHZAYh5GGFrapyPfwOZNRL8i0BJRsQ+Gz6Gqy9SPwK57xljuK5DRBVNryzue80A7YhRo1pxl6iPSekhpeSt4R/x0zu/oSiC+CqxRjSgpqNpermGevu9AX56eyYdLm1jqneXE5VhbTYN6dOcCfe8z8o5BdEOql8lOy2Hxy9/Hofbjjcn1DP8/A2v8dGm13nqyvHs3bQfIQR5OZ6iwxKdGMU7D32KN6dgEc9OzcYV40IIgaZqNO/UlJ6DLgzrG/CpNO/UBFXVuPyu7lx8o1FGa+yACfw1dUGoYrcvwHsPf8YVQ3uxeMZy4pJjuezOS4iOj6JZh8ZM2fsuB3ceIaFqHLFJBV52V7SLxycPO+730/+B3vR/oPdx2xVmxod/MHHoJKw2Q3RlzA8jOOvC8smrMzH4ZctmJq9ZjaobvzsHc8snRP/s6tWxW6ws3Bcq0qNKnS1pqaYhbWJiAmAYk4HCuh0BkOmQfjsSF5Af7nxUTyR9GLLKb5B+F2i7AAGyiOo4gEjMr0ldyMCWmYA73yjXDKVuV78Ik/KB7SyjjftGhNMoBykzhoHvd0IUu6UPmf0SuK5B+uYiLEmGwatEI+xtoOo8Q6xMSUYo8QXTU6IR8a8d87sRQiCi74DoO47Zrih67peQ/RwIGyAg4V2EvcMJjWFycpn9xTx+/XA2WkBDA47sTTtun9Kg1flnIIRgzd8bQo7rms6u9XtNQ9qkWExD+jRn/rQlSD18y0/qMsyIBsNw/Wr89+xavxd/kRzkowghyDiUScAXqsxosVm468WBVK1bhahYF2d0bBKWq/zDmzN4/9HJ+PJ8CEWwZel23rzvQ/KyPcaud5G56prOtpU7eKL38/jy/NgcVn5481feW/0yUbFu1i/YzPZVu6jRqBqd+7Qv9Ryc/dsO8uZ9HxLwBgjke+mfvGIc3xyehM1uO05vk9Ji+cH9eNTyDRdThGB7egbv972CB2fOYE9WQb6hVVFolFDJhE0qiCiMickpiXc2kf/IJEEjOgQf5LwD6naKry0tQD9MSNg0GMraMY8jLNUMgTJba8NzXAg99yPIfg0jnFqBzLXIzKcxPNmSsJxldPCvCdaJltghbzIk/YhQosG/DNTNYKmPdFxY6muzVLdD9ljAHwwrl+l3Q9VFCGG+CpcXa+dvDEvlK2sURbB7wz7G/DiC565/NaRSjGJRyjXt8l9hrs1livn0OI05vCclmP9bUqQu2bNpf7FGNBihOkWNaABdkzRsXR8toPL2g5+Qm5nHhdedy2V3XMwvk/7Ak+3lt4/nBOckdYnP4w8TDSuMw20n7WBGsCZhwKeSdjCD5298DYvVwvJZq9FVHYvNwnlXdeSRj4eW6oK9Z+M+rHZryJw1VSd1fzrV6x+7/IhJ6VE3Lg6n1YpXjVSrtGzQpSTD5+XWH75jUp8ruWv6D2hSJ6Bp9G/ekgtMb7SJiQkg1T0UbwwXhw7qjuP0k4QZ0QBSQ9jOyFe/fhb0XKSrDzivBM9UkHmGUnYwJ1nH8GgXDRsvjBP0g4Xm4wftMDLjISQS/AuNcYQVnJch4p4/wfs9QdRtxrUKGxkyAHpKuZQ0MzGo2bg6dqctLD2wLNF1SVZKNo/3eo4xP43gyX7j0DUd1a9y2Z2XcPYlrcttbiYVH9OQPo1JP5RhhG8X2Q202CxogchCTFaHlSq1k7A5bUGPq6Io6HrBbrQQIqx0hs1hpc/d3XG67dzXeXTQWJ4ydhpTXpiGrkk09cTFny668XxmfzE35JjqV1n8y4qQYwG/ytxvF3HNQ31p2LreCV+npNRoVD0oulaYxOrxpXZNk+NzfcvW/LhpIysPHqgQm7V2q5V5t97J1rRUElwu6sbFl/eUTExMKghST8FQ4S6aNlVU7KswdsMgDNgpMJYVQj3FgnB3ld0oPYWCTLuDoHGc85bxg36Max4D15X5NaIL4wd/kVJW0g+e6cio2wxht9LCUs/IBy+MEBBJEM2kzOh3T0/++mo+m5duD3tvLGuklLiinUze+Ta7N+wlrkpsmHaOiUlRzPJXlYi53y3ilbve4dPRX5OTESH3CUM8zOc5/k721y/9yLAuI8OMaHesizcWjaV6g6oo1vBfD4Fg9pfzgiHWFqsSJhEY6WF4dvfWDH7pFv76ZkGIFzzgVwn41BMyou1OG8m1E5m04TUefO9uOvdpj915/LBpq81CZkrWcdv9F+qeUYuBT12D3WUnKs6Nw+3g8S+GYXfaj9/ZpNRwWK18dfX1PHVB+StjewIBklxuoux2zqpewzSiTUwqOdI7Az1zJHr2G0g9O3IbPRcpj+XBNdBz3oW0AYQZ0SIWkr4BpSbFvrp5f6bAULZEmkX4IfsFKLEPI72/EOph9uf/nIgR7QBRE5J+Q4kbDY5uxrHjIWygp5/AdU4cYWsK0UPy5xgDwoWIn4BRVcekvLA77bw271nufuWW8p4K3lwf8VXjcMe4OOOcJqYRbVIiTEO6kvDlC9MYd/NEZnzwB1+OncaQsx/BU0jky+/180SfsfSLu5neUTfR03Ydb9w/CS1CiZ/FM1bw6dNfh3mdk2slMn7WUzRu04BPt77B5Xdegs1RyEAVoGkaAW8g6HW1u+wh4l9AxNDpfVsO8uPbvzJl7PcndN9RcW6cUQ5sDisOl51HPhnKZ9vfZPLOt6nbzMhb+d+H99D12nOJTog6pu6/lDKo2l2aXPfIFXyw9hVGf/8In217g3P7mmImFQGronBDq7PKvTSEJiXvL198/IYVHCErx4+JSWmi57yBzBgBnq8h921k6pXIQnWPpfSip96OPNwWeag1+sHm6JnPI2XRnGKQ3j8g9y3CjFelBiLxUxRbC0SVOeC8GihsAAoMoS8fBaWuogg3nCM8/bSd6LmfQO6kE7xzwxg15uGE2JcRVWYjqs5GsdU3rhY/Hpw9jU2A42FtdoLXP3GU6CGI5J8RCe8gkmcjHBeW+jVNjo/VZqX34O4IpXxXZ13T+frFH47fsIJT3mvu6bY2m6HdlQApJZ8/MzWYQ6L6VTKOZDJv2mK6D7wAgEmPTWbZzJXB0lK6pvPzu7+TUC2eAU+Elmxa/de6sNzo6IQovtzzbvCzEIIda3YH6ywbEyFM7MuTHb7DrlgUhAKq3zDULVYFd4yLifee2EJtc9i4athl1GpSk8wjWZzZtTlNzm4Y1s7hcvDox0PRdZ1bzxjGwR2Hg8b90QdzldpJjPr6wRDl7tKkRoNq5m5mBcRmsRDjcJDlK19xky/WrObJrhdhUcy9TBOTyoqUEnLepsB4zc+59c0Gl1HtQWaNg8A/hXpp4JmMtFQ1lKcLj+dfCLJoOHcCStW/gp+EEEhtE6G5zpHEviJFXx31Uh811K0g3IaS9QnhgKg7ENYaoGeA/RyErUVYKyFciPiXkFJDpnQHbX+heeY/+5QaiISJCKUExvZJQFjrAnWP286kbLE5bLiinORlh1eBKUt+fGsmQ14ZVOridyanDuZbXCVASolaxHsspQwR/Fo5Zx2aGrqQqgGNf74P93wl1UzE7goNhU6oFh/WrmHretgcBXstR8s5FYdQBFa7lTvGD6BBq7q4op24Y10k1kggO61k5YZsDhuuGBeuGCe1m9bgmof7cfGA87lq+OURjejCKIrCS7Of5oyOjXFGOajTrCZvLn6B39Svmbzzbc44p0mJ5mByavP6pb0rxIPvFNqQNTE5TdEIKfkEIKVRJuoo/kXhbQiAb2b4cEp1wkKhrcnh7azNgMJr+PF8IorRPnoEWBsbxrOIAqWqYfiXCLvRR7jB2gARPQjhugIRNSiiEV0YISyIxM/BdqbhxbY0QiRNQ6m+EaXqHIStVQnnYHKqIoTg8S+GISzlbMDKyOmJJibFYXqkKwGKotCpTzuW/roy6JX25fl556FPOLTrCLc+ewM1GlZl++pdYX3jq8WFHet1x8XMmPQHB3ccDj4wHvpgCEtmruTXD2fjdDu4+qE+XD/iSpbOXEXqgTQURUFKie4NGIqbEajRsBofrH0Fm93GlUMvY9OSrQT8Ks06NOaWJvcd8x6FIhj80s1cclNXVv+9AYfLTtuLW51wyagqtZOYMO9Ed9dNTid0KQ2RmXJaLB0WC5c2boq1snujzXcNk9McIaxIx/ngW0iBOrUHmT0Gqe1DRN8HltqgbQ3vrIQbyMJ9A9LzLej7Mf7ABCL2eaTvT2Ted6C4EFF3QtQ94P8HtBQQSv7foo9wgz0fSwNE8o8IYUNG3QCBNUZb25nIw8fTjRAQMwrhugz8SwxD2N7phHOLhaUmImnqCfUxOb3QdYmQ5be02F02ul3XJawsa6XDXJvLFNOQriQ89vkw3rh/EvO+XWTUVNYl3lwf3034hcQaCdzz2q2smbuBrNQCz68r2smd4waGjeV0O3hj8Qss/GkpnhwvZ13Yks1LtzH+ljfwefwIAX9+NR+LzYoQRpj4mec3Z/XfG8LyoY9ytNbeUcPXYrXQonNBzlOnPu345f1Zxf6BK4rCVcMuRwjB+Vd1/A/flInJsRnz9xzDmC4HqkVF0b95K4Z17Fwu1zcxMTm5iLgJyKxnwPsbwZrKMg9yJyGVqojYUciU5YSEWosoRMzD4WMpbkieBr45oOeBoxPSvwIyH8MQAhNIzy8grBj5zjrYzgH/Yoo1orGAtTFCGGuzEDawnx08Kx0XgHcaxb99WxHuAUaoq7PniX05JiYnwFvDP0LXy2dtTq6dSI9B3bj5yWvK5fomlRfTkK4kON0O/vfBPezZsI/1CzYHj/vyfMz7bhFXDO3FJ1veYO63i9i4eAs1G1en23XnYnPY2LF2NzUbVcPhKggZsztsdL264GV+VJ8XgrWPpcTwfBeq67f67w3H9ODZnTauGnY5c6bMp3qDqjTvGBpGfc+rgzi08zDLZ61B6hLFooQY5VKX6JqOxXrs8HETk//KwZzIqrplQarHw/BO51Z+b7SJiQlgGL8i/gX0lC2gril0xgO+3xBR10PVP5DemRBYDdb6CGdvwIoMbAZrXYRwFownHOC8NPhZ5txGgZq2BHwRQsePEQ4rnOC+EemZblzLFloTV8Q+idT2Q2BR/vhFS2bpHPWOm5iUJmkHSle5/VhkHM7ilqevrfzeaJMyxzSkKxnxVeNC6jQriiAhP3w7Oj6KXrdfRK/bLwJg8nPfMvnZb7DabVhtFsb//iSN2zaIOK4aOHaJC6nrQfGwSDRuW59RfV9AsSromqT34O7c/bJRziArNZs5U+bTrnsb7nzhJmxOG/d2GBEsvWWxWWjYuh4+jx93jOvEvpB8vHk+XrrtTRZOX44zysGQVwZx8YDzi22fdjCdj5/8isO7jtCux1n0f6C3+QA9TbBZLHjUf1EX9SThVVWi7WbJFROTUwolEULqNCvB8G2hxCHc1wLXAqBnT4Dc90HYABskfoKwNS9m4EAxxwtzDPFES3NIH4zEAuhI900osYY3XOpp4PkZ4bwQGfOYMZ+0/oUEz6xgbWF8FlElmEc4Us9FZo4A31+gREHMSBTX5cW31w4jc14F7SA4uiLctyCEuTafDlht1mD6YlmjazoBXyDE4WRiUhLKxZAWQrwI9MGQndwG3CqlzIjQbieQjRGzpEop25fhNCskd7wwgJVz1hLwqQhh1OC79dkbwtqtmbuez8d8g5pfpxlgZJ8XmLLXUObesWYXHz7xJdnpOXS7vgu97+7BxyOn4D2q5l34fQDDYywUgdTCvdJ2p42Ni7aGCKJNf/c3et7ajfgqsQxu8zC5mbnoms4nNgsPfjCEkV89wHuPfM6+zftBl+zdvJ9BTe9j4sKxVKtXBYD92w7yx+S5SCm56IbzqN20ZrHfy6t3vcM/Py4l4A3gy/Px6l3vUK1eMq3OC385yc3MZUi7R8k8koWmaqydv4m9mw/wwLuDj/v9m1R+miYms/TAvjK/rkUImiYlnzpGtJmHdcphrs3/HhH7KDJ1KcgAIEA4ENH3h7XTfYsg9z0gADI/Cix9CKLqn8a/A+uR2a+BzAZnX3DeALkTCasrHUQjbMEO4gB1FSHGeN5nSPdVIGKQKX1B5mJ4nS0QNxbiXoXsF0HbaYypbkOm9ISkqQhLDWOO6k6k5ydAIFx9ENZ6xX4vMvMxI1QdP+heyHwMaamJsLcNb6tnIlOvyK8prYF/OVLdjYh7qtjxTU4d6javxcbFEfQEShmL1ULjtvVPHSPaXJvLlPLySP8OPCalVIUQ44DHgEeLadtNSllSWclTnjrNavH+mleY990iI5/46k4k10xE0zSmTfiFNfM2UKtxDRZOXxas9XyUtAPp+H0BjuxJYViXkXhzvUgJ21bs5PoRV3Dn+Jv4+b1Z2F12eg66kI9GTjEMcb9Kg9Z12bxkW8h4ikWhcZv69LuvFxPv/SDEkLbarKTsTWXWp3+RlZoVVBRXAxov3PQ6VpuFpu0bYbFa8HsDeLK9+PL8vDr4Xe4cdxNfjv2OedMWI3UdJEx96UdenTuGxm0ie9QXz1hBoNBOps/rZ8nMlREN6SW/rsST7UFTjfn68nz8+uFs7n/zDjO0/BRnytrVbEtLLdNrJjid+DSNllWqkuh0ceEnk6gfF89zF3WnVmzZlHwxMSkh5tr8LxHWxpD8c36utALOXghLFaRUkbkfQ2A5WBrmq3UX8brpB5BSA20XMu2GAo+wuh6i7oWYB8HzjSH05bwKcl4GVMNotzYFdW2R2VjA1gJcAyD7mXzj/uhEbaAdQvqmgMykILc6AJkPAVZDXVuzYOyn5ILuRWY+BTHDkTnvgG8WR8O/Zd4HkPgVwlZMHWj/XEJLdfmRvnkRDWl8fxq54cE5ecDzFTJ2JEKYa/OpzPR3f2P/toNles3Y5Bj8Hj9N2zUiOiGaW5oMpXbTmgx75y6q1omglm9iEoFyMaSllL8V+rgQuLo85lFZqVonmauGhYZGjb/lDeZ/vxhfnr/YzenohCjsDhtzpszH5/EHU569eT6mvT6Dbw5Pou89BblZ3W++gH1bDhKbHMPeTfsZ2WesMT5gc1g55/KzeXzycISAdx/6JBiqDUao+Oal21n864qwslxSlwR8KusXbA6pS61rOttX72J4l5EFnvF8vLk+Phr5Jc9NfzzidxIV6yYnPTf42e6wEZsYuWZ0cYJpZsmDU5sfNm3gmb/n4C3jsO4P+/WnddVqXPn1F8zeuYOArrEvK5Orvv6CP26+7dTxUJtUesy1+b8hLDUhalDIMZnxoGEgBvOcI3VMRAgLuuen0Pxn6YG8T1CqzoeoWwoOu/uButMIJ1e3INPvKTS+HRwXI+JfBCQy+/nQa0kV6V8JvvmEC5TpgN8w+kNeIjQIbECm3kCYZ1x6kDkTEAlvFXNv0fle76PYEEp4NZHgdcJeXsx1+VRn5idzeOehT/HlHSNFoRQY99soGraux70dRrB+4WZUv8rBnUe4v/PjfLTpdVxRzuMPYnLaUxEST24DZhRzTgK/CSGWCSHuKsM5VSqy03P4e+qCoJFb3LozPD90WQgRJhtStPZ8wB8gZV8a1eolk1wzkTbdWnHfm3cQlxyDxWZBDWgsmbGCq6vexuq/1vPCzFHEV43FarfijHIQlxTDF2O/ZefaPcXOW0ZQZ0w/lBFmRB/lqKGcfjiTVwe/wyPdn+HLsd+hqRr3vXkHDpcdi9WCw2UnoXo8l+bnigPM/HgOtzYfxq1n3E/aoQxsDhuKxfj1d7jsdL2mM1abKRlwKjNl7eoyN6IBmiUlcSg3h00pRwjoxourJiUeNcDKgwfKfD4nBQmikvyY/GvMtfk/IvU08P3BMY1ogLhjlWwMXZyl9IN2CCy1EZZqCMd5EDsSRDyGb0QF32zkoU5I/3JE4kcgEgCbUQNaiYXctyOX5Cq4SoRDh4kcXi5BzzT+pR1Bz3wCPW0Qes77SKkhYp8CnIDF+K+lGriuCvbW875GP9IT/UhPpJ4Nwk7Bq6kTnL1Nb/Qpzi/v/1HmRrQQgrrNa3N4dwp7Nu4LRnDqmo4nx8vmpduOM0IFpQKsuafb2lxqloMQYhZQPcKpJ6SUP+S3eQJQgcnFDNNFSrlfCFEV+F0IsVFK+Xcx17sLuAugbt26/3n+lQk1oCGUYytqxibH0OWKDgBcdMN5fDX+B7w5HqQ0FMGveqB3sO3WFTt4tMcY/F4/ql/l/P6d6HbDeVxyU1eant2Q+zo/ji+g4fcEgAAjej7LuN9G8fWBD8hOz2HJLyt4bch7+ecLUVwaV2GKOe9wO7h4wPl4cjzc2+FR0g5moAU01i/YxK4N+xjx6X28OPspfnxzJharwvWPXUVUrBuAv77+h4lDJwUf1B+P+opBY65j7dwNHN6dSrserbl+xJW8eNubLPxpGVHxbu6beDsdLo0QemZSaXFZT6wm+X9FAW448yycVht2SyCs5JaUErvFfEE0KVvMtbkMkQGO669QkhCOCwEQriuQeR/lh3ZLwAVRtxUabg0y7TaO5ldLRy+EqzfCdTXYWiFTr8cw2n3GT/ogZMKniKoLQWYivbMgawzHFCcr/maKOe4CV1+knoNMvRL0NEA18pu17ShxY5GJH0Pel4AVou9GKNEA6Hk/QtZzBA307Jch+iEILAyKjRF1O3rGw+D7G5QYROxohKPLv5i/SUXF4S7bqCyhCK6471LsDhs2hw1dD41S1HWJzW46VkxKRqn9pkgpLznWeSHELUBv4GJZTEytlHJ//n8PCyGmAecAERdrKeV7wHsA7du3P4X2Oo5PfJVYmnVozPoFmyOGLQtFcM1DfbHkv7TXaFiNiQue4+MnvyI7LYeLbjyPXrdfDBgv949f9hxZqQUlguZMmc8/PyyhZZcz6H7LBRGX09FXv8T36Z8QmxhDbraHgD/c81e/RR12bdgb0RN9LNyxLq57pB+97+7B75/8SU56LlrgaH6znzlfzmPIq7fw8u1vc3i3kbI399tFvPzXaBq3acAvH8wK2e305fmYP20xr/49Jnhs7E2vM2/aQvyeAFmp2Yy++iVem/dssTnZJpWP+87pxNzdO9HKIITfKhRGdr2Qga3bAJDocnNp46bM2r4Vj6risFioH59A2+o1Sn0uJiaFMdfmMkSpCrbmEFhD5DrPCrjvDKpSC2s9SPwKmfM66Nng6otw9QeMtVmm3Zmf15yP7yek73ewnwPOXkQMi84YClUXI5R4pJ5LaL5yPpamoG2J0P84iBiIGgzOa5CeqaDnYOy/AHjBMw09+hGjDrZ2KH/OM5GJXxo51Z6vCPVye8H3B0rSp8Ejevow8M0GfKClI9OHGMJnxeVkm1Q6bn7qWlbNWVds2t3JxGq3cM9rt9J7cA8Akmok0Kl3exbPWI4vz4/daaNe81o069C41OdicmpQXqrdl2IImFwgpcwrpk0UoEgps/P/3QN4pgynWeHJSs3m6xd/IGVfGj1uuZD4KnHM/35xWK5vVJybnoMuDDlWr0Udnvrmf2Fj5mV7yErNCTvu8/hZO38j7Xq0RlfDH3beXB+eHC/uGBfbV+0MGrqF2bmu+DDvwtgcNqo3qAII+j9wOZff2Z3s9ByGdhzB1hU7kBGetT++OZP92w4R8BV4wV+96x3eXDwOhztcidGTHRpq98+PS0I86AGfypIZK01D+hQi3evFpljQtNIP7xYCejdthiiUM/FKj158tnolyw7so3FiEned3QFbZfZIn14m0WmBuTafHKSehsydZBiPrutAJIF/NmF/NCIW4b4i9JCtGSLhzQiDZhhK3mF4wb8Y7J0Irf98tF82hvHsAHUjEQ16bXMJ7gpjDKWWEV0WdQeK+2qknm54orWNRHwo5H4K2j6CBrwUyKxRiKSvDfG0sPnmhn72zSHUg66Cfx6YhvQpQ+aRLKx2K35PhE2ek4zUodv154WszU9MGc73E2ewYeEW6rWozbUP963cwrPm2lymlFfswhuAAyMkDGChlPJuIURN4AMp5WVANWBa/nkr8IWU8tdymm+FIzcrjyHtHiHtYAaqX2X+tMVc83Bf+t7bk9fveZ+UfWk4oxy0Oq85d40fCEKwcPoyohOiaHlu6At+YdwxLhwuO3nZ4blQfo8fTdW48NpzmfV5qPMhLjkGV7QTXdf59aM5J3QviiKMEPNoB1KXPPXtw7TvcVZIm1fufIcty3eEPSDsThsderUl7UB6iBENkLo/HYABI69m4fRlIZ7w3Rv3smPNLhqcWQ8Ap9uON6fAuLbaLLhiTKGJU4kdGenoZbTCKEIQ5wj9/bEoCoPanM2gNmeHHF97+BBzd+8k1uHkimbNiTLFx0zKD3Nt/o9IPRuZ0g/0VEAF7+9GOHPUTcjMp0E/DIobbB0QsY+C1JHeOaDEga1tsWszItZQ3JaBCCe9gAUcPcD3c+gppQpCOAxVcO/3J3g3Csai6wYhEfFvIxydQ+83Y0QxRrQDHBeDPEioF1wGvdMi+j5k2tzQvuompLrVUEEHEA6QhTe+rUaut8kpw74tB4JVVEobq92COzZ0A8disdB/eO+wtpuWbmPFrNVEJ0Rz8U3nm+JjJhEpL9XuiDET+eFil+X/eztwVqR2JvDPD0vISs0OCiR483xMeWEaA5+8ho82vh7SduPiLdx99sOAIaTQumsLnvnx0WCod162h7QD6VSpk4TD5WDU1Id4+srx+CLsDu5et5dHP7ufpFqJfPPKT9jsVmxOG8/9/DhCCHRNL1HothCCJu0acs1DfWhzUSs2L93GrMlzSawWT+2moeGuGUcyWfDT0oi7bC06N+WJL4fzz/dLmPXZ30GhMpvDypnntwCgcdv6YXNSFIW18zcFDenBL93Ma3e/hy/Pj81uJa5KLN0Hdj3ufZhUHhonJqLqpR86BnBxg0ZYlONrOf6+bSvDZv5MQNOwWSx8sHwp028YaBrTJuWCuTafBLwzQc+iIMTZAzlvI6qvRlT9PaSp9K9Apt+G4eLVwN4Z4t8KhnpLPQf0I2CpgRBOiJ+ATB9KxBxndQtKwqvoWdUg71MMcTEnIuG9/AaRFLEjIcDaCqLuQDg6In2rwPsTWKqCNTTHXWop4P878ri2doj48eCdifT8QkEItx3sHfPbtIhwfQv4V8BRQzpmBGSNxtgssIMlCZx9SnAfJpWFus1rlUlYN0CXKzqilGBt/mvqAl4c9AZqQMVqt/Ltq9N5a9k405g2CcPMpq+kBLyBsBBuXdORUobtaI+96XXysgo8zKv/Xs+fU/7h4gHnM3vKPF6+/W0sFgUEPPP9o7TvcRYv/zWaoec8FnbdqARDJOSOsQO47pF+ZB7Jomq9KtgdhpCTxWqhU592LJ2xEr8v0s65QUxiFG8ufgGAVX+t45lrXsaX50exKMyY9AdvLR1HrcaGQf3irW9G3K1UFEGHS9tis9voek1ntq3eydfjf0RKSYtzmzH8XUNM1mKx4I5xhXjZhUUhvkpBDd9LbrqAKnWSWfzLcmKTYrnszouJiosqdv4mlY9MrxeFiMGPJ50/d+0oUbsn/5wVVBLXVJWDOTl8u2EdN59lCt2ZmFROfIQ/ZdSIa7PMeDA0lNm/ELy/gusy9LwfIGskCAugQMK7CMcFyMRPIO368MsqRrlHJXYEMnqIIfplqYUQxqacEHakoyv4/iFinvRRRCJK8rfG/Hz/QOYwDCNWMfKgk75HWOsY5zMfJnLutwXhvMC4prM3BDZC3ofGKXv7fCVvMF5BnYTkSQthlPU6elvu/khLTaTvb4QlCVzXBcXKTE4NstNyURSBdoL6Of+GhdOXlajdG/dNCjqTNNXPkb0pzJ48l8vv6l6a0zOphJiGdCWl/aVtUP5XkMNhd9roeHm7iDttqfvSQj77vQEO7TrCkb2pvHL72yF5KU9eMY6pBz+gabtGJFaPJ+1gRvCcEIJ+QwvqTMckRBOTULCg7d64jzeHfciRPanUalaDnLRc8rLzUCwKnhwfUpdoqobDbefqh/rw7HWvcGjXEXat3xss3aVrOp5sL1Nf+pHh7xjlujYt2RZxw9vudnD+1Z2Cc7vt2Ru55enrUAMqDpcDvy/Age2HiK8WxwPvDeal295CAhaLQuO2DTi3X4eQ8c66oCVnXdDyON+8SWXlSF6e8fehlX4ImVZCz3eOP/SFNqBpZPnKtgzIv+VUKl9hYnLSsF8A4sVCa5YTnBdHDtnWD4d+ln7Q9yPVvZA1CvAFx5Hpg6HqQoStDVIkgiy8rgtwDyj4pMQZoeJHhw1sQWY/B+pBsDQwBMv0XKMfRxXCVWOuUbehp98P2n5Qt1JQuksHmYvM/QgR96RxKLA28ncgnOA0xJyEEIjYh5ExDwAqQjiR0odUd4OlCsQ+k3+v0tg0sJ0F+SrmweEcncNCyk1OHdIOZlAGGqAAJQ4h9xRJb1T9Gtlp4fpBFRFzbS5bTEO6klK1TjKv/v0Mr9/7PmkHMmjfsw1DXrklYtsGreuxeem2YOiM3WmjSbuG7N6wF6vdGhrCLeHInlRqN63JpA2v8eglz7Bz/V6i49w8/uVw6jStGfEaaQfTub/z4+RleZBS4nDZ6dSnPSOnPAAYOd2/TppNxpEsGrWpx6t3vosnxxvmVQdDnTQno0DnpmrdZLJSsgoetALqNKvJyCkPUqNBtZC+FqsFi9XC6r/XM6rvC+iajq7pPPLJUCb88xxr520kvmoc5115TuUWkzA5YdrXqIlSXP7hSaZn4yYlate1Xn3+2LEdf75xb7daOK9uvdKcmomJSSkirLUhcTIya7SRJ+24ABEzInJja1NQN1DgwbaBtQVo2/LzoQvnBmugHUJY6yCTZ0L6IMPQFbGQ8DpKkbDro0jtIDLtunzPt8Qw7HuixL9onNezwfM1Us8EazPDCy7ziBwGrocKnllqgFpIRRwBlkaI+AkIS63Q70VYASvStxCZMcRQfUJC3MuIpCngX24Y1o5LzLrRpxmtzjsDm8MadKiUJhdce26J2p3dvTVLZ64k4DMixqw2C2d3b12aUzOppBw/UcCkwtLorPpMmPccn217k2Fv3YndGTmvctTXD1K9QVXsThsWm4WrH+pLh55tqN6galiZKk3TSayRAEB0XBRvLhnHz7mT+Wr/+8f01i6esRJN1YKGsc/jZ+63C9HyDYSoWDf9H+jN7c/fyIHth/F5fBGNaDBqCl5yU0F+8iMfDyUqPgp3rAtnlIOoWBeZR7J47e732LvlQFh/n8fHqL4vkJflwZvrw+8N8OKgN4lNiqHfvZdywTWdTSP6FOXTVSs476P36PLhe0xavjTkd6xWbBx9m5a+0mtVdxTjL+5ZorbjL7mUbvUb4LJaSXa5efGSS2ljlsQyManUCFtLlKSvUar8gRL7ZDC8OqxdwhtgqYmh72aF6MEIx7lgqR0uKiYlWJIBUCxxKMnTUKqvQak2H8XervjJ+P4CqVJgGHvB+zMyv/yFUGIQUbejxDwI6o584704l5YT4SrITxZx440SWCIacBn/1VKQWSMNj3MRpJ6Xb0TnYnjCvZD5ECjJiKibEM6ephF9CiKl5LsJP3NjvbsZUH8I30/8JeR8zUbVSmzg/heSayfxwHt3lajtiM/up33PNjjcdhKqxfHoZ/fTtF2jUp6hSWXE9EifBlStk8xHGyeQdjADd4wLd4yhWFircQ1uGX0tnzz1NTa7FdWv8tCH9wTPnwhWW/jiJ4SIGM5mGDeRPYNWu5X73ryDTr0LXgzqt6zDJ5snsnbeBl6/9wPSD2Wga5Ls9C0MP28kn259I2TOR/akhomLWe1Wdm/YS5XaSSd8byaVg2kb1zNu/t948nOOX1k4nyi7netbtWZXRgZXfDWZQCmGdStC0KV2Xd68vC92a8kerVF2O29f3q/U5lSqmOFjJib/CWGpBcmzjBBvEYNQDF0OYW2EjL4Hct4CYTUM4bhxiEjloo6LjfD1VolwDIw/6uL+sO0QOwbhKNjkFrYzoMrvSP8yyHo6X6lch8AqZNr1kDwLoRRS2Nb3hw8rbIYBb6la8lsyqVT8+tFsPnziS3z5YrAfPPYFrlgXPW/pxt7N+7mv0+OogdIrSykUQYdL2zDyqwexlnBtdse4eOb7R0ttTqWKuTaXKaZH+jRBURSSayaiBlS+fXU6n42Zypbl27n2f/14f/XLPDn1IT7a9DrdrusS0s/v9fPa3e8yoP4Q7u3wKBsXb4k4fue+7YmOj8KSb1DbXXYuuPZcDu9OCWt74bXnYnfawtZxh9vBLaOvBQlzv1sUIlYWmxRDvZZ1yM3MQ9eMp4TUJQFfgK0rQoWdEmskhOXBqH6VavXNhfpU5tsN64JGNIBHVfl2wzoAHvvjNzJ9XvLUcAG8kxXs3bl2HT6+oj/RpuK2iYlJCRFCQViqAz5k7iT07DeQgfUo0Xcjkn9ExE9EVPkNxdUrpJ+UXvTMJ9APX4Ce0h9ZXL6y8xJQoinwmzjBcVlEo1a4ehv5zeGDQPSDCDSkdyZSFoTgCiURYW2Q72U+GqKuG55tdWPoMErVfO944Rvx53vlTU5Vfv/0r6ARDeDL8/H7J38B8NLtb5GTkYs3N4I2yElanDv0astz0x83FbdNSgXTI11J8eb5eG3wuyz8eRnuGDdDJ97GuX07HLNPVmo2d575IBlHstA1ncljvuGJKQ9w/lWdqNmoesQ+4255g4XTl+L3BDi8O4WHL3mG91a+RI2GobnJUbFu3lo2ni+e/Zbta3exafFWFk5fyrzvFtL3np4Mfqkgf7tmo+o8/d3DvPO/T8k4lIGUkqj4KDr3acfkZ78DDHXT6g2qMvDJa/Dm+Wh13hk4o5xoaqiIk67puKJDH47uGBcPvDeY1wa/h9VuIeDXGDCyP7WbmCGzpzKRDNhou50cv58l+/dG7GNTLFzRrDk/bt6A7z96qxft3cPjs38jzeOlR6PGXHVGi+JrwpqYmJySSD0PmfUE+P42vMxxTyOKiGeF9dFSkam9QU8HdGTum8j4N1CcF4O1fuQ+GQ+Cby7gA/0AMu0mSP45PDdZiYWkH5A5b4G6CQJrwD8LeWQG0n0zSuzDBW2tDZDxr0P2eEP1W9cN0TLnRZAzAXn0eWaph4y6B4EHbO2Nus5hBrIWVu9ZKLHI2NGG9/qopz36/qAKuMmpSVRseN3vqDg3uZm5bFi4OWIfm8PKxTd1Zfbkufi9xVeAKQnLflvFK3e9TWZKNuf378QlA8zSpiYnD9OQrqS8fMfb/PP9YvzeALkZeTx/42u88tczYTkc3jwfMz74g7QD6aQeSCf9UIE6oqbqPH/jBMbPiuP7iTPQVY1+Q3vRplsrwAjBnj9tcYh3V1c1lvy6kr73hOeAJlSN497Xb+PGeneHiEZMf/d3zrnsbNpedCYA21btZHT/l9B1HYQgPjmWiQueZ3Cb/+HNLRBX2bluD88PmICiCKQuefjjoVx0Qxf+mroAb64Ph9tOy3Ob0ahN/bC5XHLTBbQ6rzm7N+yjRsOq1GlWK6yNyanFsI7nMm/3LjwBY9F1Wm080KkLaw8djNjeZbXy1dXXszHlCHarhanr1uD/D3WmVSn5Zv06NCmZt3sXB3OyubdDp389nomJSeVDZj4Kvj8xFLezken3Q9JXCFvz0HZ6HnimIvUjoB7KD4s+igYZw9ATPoK8zwCJiLoZYTc2y6XUwTeHkNJTUgffPHBfFzYnYUlGxD2Jfvg8wFsQ+pn3OdJ5YcG4gXWQMcwYSwgjJztxKqReBngK+qkbIfNB5NGCgvEvg/NS8P5utBMusJ1jiJcVQXFfhbR3AG07WOoa3myTU5qbn76WlXPW4s33SjvdDgY+dQ0bF2/FcDuHxiK7Ypy8POdptq/ejcWiMPOTP1F9/z70WwtozPzoT3RNZ9lvq0k7kM61/6ukKVUmFQ7TkK6kLJq+LGSXLuBTWfLryhBD2u/1c1+nx9i/7SB+TwDFooSVGFD9Ko92H0MgP4x6ya8reeq7h+nQsw1g5D4XNqQVi4LdVXzoqq7rpOwNLbela5LdG/YFDenX73k/pKZzql/l4YtHc2RPakg/qUvUQmJozw94jfG/P8lZ3Vqxedl26p5Ri8vuuDhiyS+A6vWrUt0M5z5taJ5chR+uG8A3G9YhpeSq5i1plJBIvymfo0UQtvOoKldP/RJFiGAt55LgsFgIaFpYpVgBwet41ADvLltyShvSZokNE5MI+P7CqCV9FNUwcAsZ0lJ6kalXgbYvv22kNcwP6bdytOaz9P0FCe8YYmQIwEJoDWelmLDso9cMgH6k6FFQt8FRQzrzyYK61hKjBFb6wPAyXUigkJcwYxgkfIpwnIsMrEdYG4PrmmIjcoS1Dphe6NOGJmc35I1FY/ntkz8RQtD9lgup3aQGd7d7JFhNpjCebC/DuoxEUZTQqjLHwe60oQbUYPpfEEHwOr48H1+OnXZKG9Lm2ly2mIZ0Bcbn8THuljf454cl2Ow2Bo25jv7DewPgjHLgySnw3lrt1rDwmQU/LuXgziP4PcaCF+mBBQSNaOOafr58/js69GyDEIKBT13DZ898gy/Ph9VmISYxmvP7dwRg2e+r2L56N7UaV6dz3/YIIVAUhSp1kkJyoxWLoF6L2sHPaQcyQq/vV9mxJlzhMwwJLwycyFf73qP7wAuO397ktKNRYhKPdikI21p2YB/b09OLbe//F+HcPk1DAE6rFU2XqLpG1ago0jweAoU82iWtJW1iYlK5kNKDzPif4RUWdoh+CCVqoHFSuIqUrbLm5ygXwvsb6AcoMLiLe1YUNiK8yNx3EY5zEULki5G9i6F+bQNLAjguMebn+xvULUbNaEe3fOFPG1KpUsQoFmAtFMWmF9U0UUGNHHobioTMRxBV/0K4ripBe5PTjXot6nDnuIHBz6v/Xs+BbZGjxYBg2akTwe8NIIRR+UVTNTRVJ6lGPOmHMkPSAot7FzYx+TeYhnQF5o37PmTR9GVoAQ0toPHRyCnUbFSdzn3aM+TVW3n59rfwef3Y7Dbiq8bS/ebQvI/cLE+YenVhhAI2hx1/kR2/gD/Ap6O/ZuOiLdRvVZcH3h3MyjlrSaqZwEU3nMerd73DqjnryE7PRShgtVk5/+pOPPLRUABGT3uEhy8Zja7pqH6VPkN60qZbK9IOprN7wz6andOYtIPpQY+61WHFEmHnUQgRViIr80jWv/4+TU4/tqWl4dVOvhqoBAKaRpvqNfj66uvZm5VFry8+CRrSLquV/s2LLxdnYmJSeZGZTxk50KhGnm/2i0hrPUPROuZxyBqFYSTbjdrIzj5FBsghLDwsBIFREssbelj3o2dPMPKcbc0gbgz4F4BSHZyXIzNHIP1LQGYZYwgbOC9HxD1njJrwNjLtVgwxsAC4ByLsHZDaYVC3g601+NIoMPDtGN7yohuO4eG4oaHpJibHZtf6vaVSN1pKUP0arc47gxf/eIr92w5yd9uH0VTjd9rhdtBjULeTfl2T0xfTkK7ALPl1RUj4ti/Px+IZK+jcpz3dru9C1brJLPl1BTEJ0Vx6Wzei4qJC+re9qBWFI6tsditndGpC3ea12LR4G/Vb1qFT73a8eNubwQea3WXD5/Hz9fgf8Hn8rPpzHXWb1+aNRWMJ+FVubzGclH1pITt6ql/j76kLuPZ//ajfsg6N2zbgi11vs2fTfuKrxLJ/2yFubT6MfZsPYHVYkVJSo0E19m05gKIodB94IbM++zNk7vFVY+l2fRemvT4jeEyxKDQ8q97J+4JNTnmmrF1damNrUrLm8CGEENSJi+Prq6/n2bl/kubx0KNhY+7v2LnUrl3uHKtKjonJqY4/X+QriBfpm4twdEVx90NaayF98xBKPLiuRhT1SNuPhmcHD4C9HVjqQGAtWJuCoytkPk6BMe0wDOTcScYx/yKwNkUkfQ3Si0y5ND90u5C3TQbA8xMy6naEtSHCdiZU+Qu0HaAkgbod/XB30Hcbc0A35qDtBCzgugo834XOXVQxPN/eLwsdtICtxb/9Nk1OQ2ZM+qPUxtZUjY2LtyCEoFbjGrzy1zO8+79PyUrJ5rz+HRkwsn+pXbvcMdfmMsc0pCswsckxpO4vCEu12q0k1ogPfm55bjNanhsu5nGUGg2r8fwvT/DyHW+TmZJF664teOTje8MMbrvLzpdjp6FpGpcM6MoHIz4PGvB+b4B9Ww6wedl2PDlecjJyI4bFWG1WMlMKvMWuaBdN2zVi4+ItjOw9NuhtDuSPe3jXEd5eNg5dl/yv29MoFgtgeA6TaycydsZI6resQ7X6Vfng0c9BCGo0rMroaY+c2JdoclpzKDe3VMePdzj5afNGvKrKeXXq8cVV15bq9UxMTCoAIh4o7IG1g5JccNreHmFvX3x3a31IeA+ZNRL0DLB3QsSNDTO4pXAgc98z3GzOvpDzEgWGtQ+0bYbwl55apPxU4YvZjGsc/ahEgdIK6V+BTB8SOh4YedFJ043w9PSbCcnfFjURSR8grI3Rc+pCzsuAMETD4icWe78mJkVJO1B8ytXJIDY5ltlfziPgC9Cux1m8NPvpUr2eyemLaUhXYIa9dRcjeo5B13QURSG2SgxXDO11/I6FOPP85ny86fVjtuncpz2d+xiL/v5tB5n0+OSQ80IIdE3HYlHCQq2PkpflYUTPZ2nUpj5PffM/4qvGovpVZn32V0SxCIvNyqFdKbx5/4fkZuYVHLdaaNCqLvu3HqRei9r0H96bfvdeSl62B0URYZsAJibHon3NWszctuVf5UIfC5fViKxAGDWqpZQoQmFK/2tpWbXa8QcwMTGptIi4Z5Bpd2CEPFvAkoRw33hiYzg6Iqr8fuw2zu4IZ3cApLodmfNy0RYFcyjODSVzkGkDkbaWhrGrJIAMID3fERY6DiBsCH0fMmOkEYIexAq2JqDuBmtjlOjbkVEDDfVxFFBiSnTfJiZgOIIW/LiUgP/kpl45oxxIaQjVvjr4XZASxaLw6t9jaNjajGg0OfmYhnQFpuW5zXhnxYss+XUlTreDrtd0xh3jKtVrVm9QlXot6rBjzS4CPhWLzUJclVianN0AhKBK7ST2bzuE6lcRoiDN6+iDa8vSbdx11kPkZuWhCEF8tfiIuc5aQCU7PYdDu0JVRLX88lpr5m6g7z09uXPcQDYu3sqTfV8gL8eLO9rJMz88SqvzQkuJmJhE4tlul3AwJ5vlB/ajSaNYixAioop3SXFaLNzUug1+TWPymlWohUTFRs6ZxbTrBpyEmVcCzPAxk9MUYe8Ayd8batzCDc5LDU9vaWKpZ9SUVrdhiJBZQakC1jMAafxb82OoaRfOYc5X2A6sRqb0BpltnBfJRMx1lgGklgLyUJEJqOD/C+lfjIwahBLzAARWQfrdID1IEQ0J7yLsbUvtKzA5dXjgvbtJ2f88GxdvRVd1hGKI1RauEnOiOFx2rrivF7mZefzywR9ogYKxXr/3fV6b++zJmHrFx1ybyxTTkK7g1Gpcg1pDa4QcC/gDKIqCxWo56ddTFIXxs57knQc/YdOSrdRrWYd7J9yK3WmUvHr9n+f49Omp7Nqwl5z0XLat2hlSokrXJTnpRjithiTzcCaKRaBrBI1pxapw78Tb+PrFH4udhzfXx3ev/cwVQ3vxxOXPk5dllMvKTs/lid5j+WL3O2Eq5SYmRYlxOHj90t7szszAbbMxf89uZmzdzKpiakuXCCHo1/QMbv3xuxAjGuBwKYeSm5iYVAyEtQEUqYEspR9QEOLkv1oJYYHEz5FZz4G6zsiPjn0CIfLLUSZ9g8yZAOpO0NNB3URIiSp0kJmFJptGuJCYFWKfhtx3jzETD+S+j+6+AdLvKlQuKwOZfgdU+bv0NxVMKj3R8VGM+upBDuw4hDPKyfJZa/h76j9sXrr9P43b7YbzeLT7mBAjGghJkzQxOZmYhnQlIuAP8MJNE5k3bREI6HX7xdz/5h3F1lH+t0TFunnogyGRz8VFMeTVQQT8AXpH3XTcMgJqQCO+ahwdLz+bnIxc2l3Smguv70JMQjSTn/32mH0Vq4Xtq3dFPLdh4WaW/raK1H1pdOrdnotuPK/YmpUmpy+vLJjPe8uXYLdY0KWkQXwCG1OK1lI9Ng5FwWqxoOo6fk1D1TT6TPk8rJ0AutSpe5JmbmJiUlmQ0ofMeBB8fwAC6boBETsSIU7u2iyUGET8C8Wci0XEjjJqVB9qS7jSdlEChnCY8zzQc8BxPsJ5GUKJRc957Th9FQhsJFQwDUAiA6uQvj8N4TPHJSiuy0tyayanGZMen8y3r/6MzWFF6pJaTWqwY03k973isLtsWCwWNFUj4FNRAyp3t304LAJSKIJ23VufzOmbmAQxDelKxEcjv2TRz8uCxuusz/6mTrOawdrSZUlJ6/AJYYSL/2/SPWHnLrnpfL54flrEEl0Wq0LVusnUP7NuiMcbIC/bwxOXj0VKidQlC39axoHtB7lp1DX/7mZMTkmW7t/HpBVL8WtaMEd63ZHDx+kVigJUj4nlp+tv4u6ff2DRvr2oxYSF2ywWnr7w4v86bRMTk0qGzH4JfHMJin15vkVaGyKibiqHyZQ0NFaAtS5K3LjwU84+kDeJyPWtrWCtB9bGhip4yLVzIP32/H4SvLPRtT0o0Xef0C2YnNqs+nMd30+cQcAXIOAzfoe2rthxQmMoFkHVulV4a8kLPHH5WNYt2BRSK7owNoeVIa8O+q/TNjGJyMndLjUpVZb/viZEuMuX52PZb6tOeJx9Ww9w7zkjuDJpEMPOe4I9m/aRfigDXT+2cSylxJ//0HO4HLS56Nh1cl0xLtyxbh58b3DE8wOfupbeg7tjc9iwOW107H029VrUxhXtJDohGofLzvR3fuPaR/vhcDuwOfL3faRhyB81wL15Pr584ftihdBMTk+2pJWsrmlxcQzJLhd3tuvAD9cPINrhYFNqarG51RYh6FKnLm6b7V/OtnIhACErx4+JSanj+4dQ4S4P+Oef8DB6YAd6ypXohzqgp96Aru5EaqlIefy12Qgrz1fltrY79oVEFIgYRNyYyKdjHgDXNRglsexgvxgsjfL7xYK0gWcqRN0GOPPbHUWjIEnTA7nvHP/GTU4rdq3fix7BgVIYIaC4IMPEmglc+3A/3lg0Fle0i53r9qAXY0QrVoUOPdvgcDn+67QrBebaXPaYHulKRJU6SexYsyv4ALLYLFSrV+W4/db9s4lDu47QqE19fHk+hnZ8LGiErl+wmduaD8dqt/J/9u47PIriDeD4d3avp5KE3jvSQUBBBBEb9l6xYVd+drBgARsKYkGxdxHFigoigoKC9A4iIL3X9Fzfnd8fGy655BISEvp8nieP3N7s7OwZmHt3Zt5JSkvgpd+epH7LusXqmDNhAS9c9zq+XD81G1Xnqa8fZPfmkgMVIQT3jbqVjme2pUr15JhldF3n3lG3ce+o2yLH8rLyuLnFfWTtySFrdzZbVm2jy7kdGTFtCC/3G8WG5Ztj1lWRBBXKsalxlZRS37dpGnah4TNiZw19umdvzmtWsL1c7YRE0n3eyFdETQg0IbBrOjXi43nxjLMrq+mKohxN9BrWVlSREVw76LVKPUVKCaEFYOwAe0ukmQ3pVxEJQkMLYc9ZSOzWns8pHyNsjYvX4/8dmfWwlfBLrwdJr4NZNFFYEQnPIJzdEHpqzLeFsFlBdqFAW5pZyN1ng8wEIx3y1oHrDETqaGTmI/n3H+tGKzcrs3L0q9O8FppW8lI8m11Hd+gE8orv+ALQf+QtnHrpSZHX1eqlkZNekGFe0wRC07A7bVSrl8b978YezFGUyqAC6aPI3a/dzIpZqwgFrI4pLsnDDUOuKvWc1+96jymj/0JowhrNlkRPpc7/YzgYZu+2DB495znGbHwnar3x9vU7efaqVwl4rX0mt6/dyQM9norsNR1LUloCvfv2KPc9LpyyDL83EJk6HvAF+XvcXB75rD81G1WPGUg73A66X9JFrZFWonSpXYe+bdrz2dJF1myKQjMunLpOr/qN+GND7C9/NiGK/T4NP/Mcrvz2KwxpYkpJi7SqjDizD4Y0qZeUjK2ScxUoinJ0EIlPIvdeYU11FoBIQsT3L7G8lBKZPQh8E0Bo1p7N1juFS+X/NwTmTmT6rYhqU6PrCW9EZj5AZDTc2AgZ1xaqLwatGprngnLeIVaGcgIUPCzwg/8XSHoR9NolBNIucJVvy07l2Nexdxv63NqbCe9OxpSScKDgYYvDZadznw7M/WVRzHN1m46uR/e1j3zanwd6PoU0QZomjTs0ZMBHd2MaJjUbV0fXKz8xr6LsowLpo0jNRtX56N/XWfDbEjRdo3OfDqVmrl41bw2TP/8rEgCXRcaOLLzZ3qj9mv9bsA7dVvAPl5QSf56fWLNcbQ4bDpedIeMGlvmaUfL3rC7MNEze6P8hVzx0IQunLIvcj9AEqbVSOPXSk7j1pUOzFu2ntyfxzcs/IaXkiocu4KJ71JeEI9ljp/akb9v27M7LZeaWzfy0+l/cNjsPd+3Og79NjAquC0t0unDoOnO2bKZ9jZo4bTaapqYy9cZ+LNqxnTi7gxNr1kI/noPnY2hqlqJUhLA1gKqTIPA3oIOzB0KLL/mE0GIriMZXxr9HEsztSNOL0Ar1+aFlIPRCdciCLNrF2EG4EMmjynLBGAQUm2JuIrOegbjbITiXguntArTq4OqDSHjoAK9XdlJKpPdzyPvYunbcrWhx5dvXWzm07n71Zi7537mk78xk4ZSlTBs7E3eck34vXMdzV70SWTtdVGJqPJpNY8mf/9CyazPsDjsN29Tns//e5N85/+GOd9HqlObHd/Cs+uZDSgXSR5mktEROv/bUMpXdvWVvVABcJsJa21xYSo3k4snFhEC3CYyQdVxogrY9W9LvuWuo37JOVCBeHuuWbIhaB77P1K/+xggbvPrXM/z09iSkYXL+nWfRokvTA7rOgZgy+k/eG/B5JJB//5EvcMW5OPumXoesDUr51U1Kom5SEh1r1aZ/l5Mjx2UJvU3HGjXZlpPDA5N+ASQ14hP47sprSXQ6SXa56dWg0SFquaIoRwuhpYC7jCO9xvb8kejyXEEHEd03o6VRvBINa1jcKHht74pIuB9sjUsP8EshQysAX/E3/D+BMBGpXyC9YwAQnusQ9tYHdJ0DapvvO8gZUdC+nBcxRRya56JD1gal/Go2qk7NRtVp1bU51xdOFltCLpJW3Zuzc/1uhl77OlJKqtWvyut/P0dcoofE1AROOrfjIWq5ohQ4jodTjn2N2zcode2wpgt0e/RTOyEE8ydFJzBrdUoLul7QCVecE1ecE6fHwR0jbqR6/Wq4E1y44100aFWXIT8MpGXX5gccRG9fv5Oxw8bF/HIR9AWZ8f0cmnZsxEPv38XDH91zSINogEkfT4sa3Q94A0z6ZGopZyhHshvbdsBWZPp297r1qZOQyB6fl7xQkLxQiM3ZWbwya8ZhaqWiKMcce6v9ZNfWgKIjagKCM6MPOU4Cx6kgPIAbcEH849b6bBFnHbc1Q1R5E+Fod+BBdHg9eD8p4V0/+H9F2NugJQ1FSxp6SINoAHzfER3k+8H/w6Ftg1JpLrznnGLfTbuc24HUGlXI2JmFN8eHL9fPtjXb+fyZbw5TKxXFokakj2E1G1bn0c/v5cW+I6NGeXW7TkqNZB79/F4eP/f5qI3rjZDBqnlr6NKnQ+SYEILHvriPBZOXsnvzHpp1akzjdg244M6z+G/BOoQmaHZiI2z2iv067d68l3Co5C8XDpejxPcOBXeCq9gxT5HRe+XocVvHToycOyvq2MId26geF0e40JTvoGGwJiP9UDdPUZRjlLDVRyYNg6wBWOuO97FZU6KThkPGTUTvBW1YU7mdpxTUIwQkj4TgjPykZW0Q9hbIuKsgtBzQwd4KISq4m4CxHSg5JwriMGdEFjEe3sc6phwVrhx4EV8OjX4QsvTPFaTUrBI1OBQKhNm0Ysuhbp6iRFGB9DGu+yUn8WP2Z2z6dyvvPzKarau30bRTY+4ddSuJKQmk1U5l63/bI+VtDh1Pops5vyxk1yYraG7eqTFCCDqd1S6qbofTTqtuzYte8oDVbVE75p7SADanjVuGHt41Tzc8fSWLfl+GP8/64uOKc3L901ce1jYpBy4nFMSmaRhGQcesCUH9pGS25eQQyD/ustnoVLP0DLzHI6G2m1OUA6a5z0G6zkSG10D2MDA3gr0tInEwQkvE1KuDUTi5po4kHvxTwdxhlbW3soJpZ/RyLyGc4NjPFljlYWtCyfPQ7RB/gDlRKolIuBe5dx6RUWnhRsTfc1jbpBy4vEwvdoctegDIplGrcXV2b94bWT/t9DhodUqLw9XMI5bqmw8tFUgfB3Rdp2Hrerww4fFi7z02+l4e7j2EgDeANCXhkMH7A0djKzSt5s5XbuT8O84q07WklKyat4acjDyandiIpLTEMrezSrUkajSqxo51u4q9JxDkZXtLPHfv9gyevXIE/y1YT5UaSTz6+b20ruR/YJt0aMgbs4fy68d/IE3JOf1Op2HrepV6DaXyGKbJF8uWsHD7NhpXSeHWjp1wF9rnOc3tIc0Tx7ac7MhXRMM0GdSjF4P+mMySHduRwMl16nJ355NjXkNRFOVACaEj7M0h9cPi7yWNQKbfSEGm7BDkPm9th5VPJj6B5inbw1xru62lILPB3hqhVSl7O/VqSFET5PZY74LMKfm6xg5k5r0Q+hf0aoikEQhH+zJfu0zts7eF1K+ttdIIhOcKhK1JpV5DqTyGYfDTqF9ZOXcN9VvW4fIHL4iacZhSM5mE1HiCWzOs31vACJvcM7IfL/d7i/8WrENK6NC7LVcNVOvglcNLyGPwyUWnTp3k/PnzD3czDpl5kxbz3Ss/gxBcOeAiOvZuU67zP3/ma8Y8/wPhUOz9Hm0OGz9mfYbDWfr0MNM0eebyl1kweSmariGlZOAn/el8Tnuc7pKnfmXuzuLPr2cRDoWZN3ERCyYvjVnO4XbwxqwX2LxyK7Wb1qRJh4aA9QXhtrYPsnnltkhSNIfLziX3nkvLrs3pemEntTXWceiBSb/w29r/8IXDOHWdZqlpfHfltVHbVG3MzOS2n39gbUY6yS43I/ucxyl16yOlZGdeLrrQSHA6mLd1K4aUdK5VmzjH4V1iUF5CiAVSyk6VWWdc1bryhIseqMwqD5oFHz5U6fevHJjjrW+WgWnIvE8AHRF3G8JZvgdyZvar4H0fKGkvZjui+hKEKH1MREoDmXk3BGcDNiuZU/IwhPNUa/S6pPOMveD/BYkB/t8hNCd2QeFBpHwF4XVga4iwn5B/XYncczYYmyjYNssBnpsQjo7g7KX65uPQc1e/wuzxCwh4gzhcdhq1a8BrM56NyrS95b/tPHXhi2xZvZ3EtASeHPsg7U5rhZSSvdvS0XQNT6KHZdP/BSlpfeoJuOOKL787kqm++djom9WI9FFu7sRFPHP5y5EpMMun/8szPz5CxzPaRpVbNW8NY4eNIxQIc/6dZ0VlN8zanV1iEA3WOqy8LC+OakmltuWvb2axYPLSyNRngGcufxlXnIunv3uYE89sV+ycPVv3ckeHAfhzA5iGUeoa6aA/yL1dH0e36RiGwVUDL+b6p64gJyOXrf/tiMosHvSH+Prln3C6HZzRtwf3vX17qW1Xji17vV5++W8Vofy1zgHDYF1GOgu3b6NL7TqRcvWTk/nt+psxpUQr9IVOCEGN+ASy/H76fPEZe7x5CARxDgfjrrqO6vEHlrTnmCFRW2woSimk/w9k5v3s2xJKBudBygcIR5focsElyLwPgJCV7brwNG2ZTslB9L4yeSBK75vxT4DAbKIScmXegxQeSH47ZoAvjW3IPReD9GGt1S6lHdKH3Htl/lZcBjL+brT4O8HcC8Y2CoJogCB430f6XOC+HJH4ZOltV44p6TsymPnj/Mj07KA/xMZ/NrNq3lpantwsUq5O05p89O/rmKaJVujhtxCCtNqpZO/N4bY2D5K9J8fa8SzJw6i5L1KlevKhvqUji+qbDzmVtfso982In6LWkQR8Qb59dXxUmdUL1vJQr8FM/24Os8cv4NkrRzD9+4Iny216tMLpif1UWghBSo1kkqvuf4r2jvW7iu39JyX4cv0MvuxlvDm+/DYG+GHkL3zw6Ghevf1dcjPyCPqDpQbRhe/Pm+Mj4A3y1Ys/sGPDLlxxLmLNrJCmxJ8XYNKn09i1afd+61aOHUHDiAqMwfpdDhqxf8eKlt3nldl/sy0nm7xQiNxQkD3ePJ6brjK1K4pSOis49hc64kfmfRRdJrgEmX49BCZB4A9kxj1I/++R962gu6SElhroNUGUYfmUsZnopGawb89pmXkX0rSWTUnpQ+Z9ipk9HJn1pDUNnAD7Debz78/aw9oPuaOQxg7Q4ogOogtf2wfesUhjZxnqVo4VQX8ITSvSN2uixH2jCwfRhX34+Bfs2bIXb44Pb7aP9B2ZvPvwZ5XeXkXZHxVIH+ViBpBFjo17Y2KRbZuCjHn+u8jrHpefTOez21lbTwqo0ag6cckehIA6zWoybMpTZZp+1aRjI+wlTP/WhGD7up0EAyHu7TqIDx77grHDfmT+pCXF96guQdG67U47e7am43DauXHIldgcsSdY2O02cjLyynQN5dhQIz6eJimp2PM7YV0IXDYb7WvULFc96zMyIqPaAIaUbMzMrMymKopyTIo1LBR9THo/oViwnft2wUvX+eDomv9CgFYPRIL1Z70RosrHZZsabWsJlDSFW4K5DSkDyL2XI3NetqaTB/8mdhAcS5HlLsIOxk6EcEPcPUAJy8KEDczsMl5DORZUq5dG7WY1I9/XNF3DHe+iWafG5apny+rtUYMvRshg65odldpWRSkLFUgf5a546EKc7oJOzOl2cPkD50eVibWXdOHg9deP/2DepMUgrVG7nL05vLdkBBMDX/HRv69Tq3GNMrWl01ntuOzB84vt/wcQDoWpWieVOeMXWAF1/ii6aUZ31HanjZjfCwTIIgG3YZjUa1EbgM2rtsX8QiGEwOlxULd5QdZlI2zwywe/8+HjY5jxw5yYDyOUo5sQgtGXXMHZjZtSNzGJrnXr8f2V1xJfzvXNXWrXwWUreEDj1HU61apTyhnHDyGPjh9FORxE3C1A4TWbLoTn5uhCMfeSLjgmvV9BcN8WfQJkJiJtAqL6P2hVf0HY6patLa5e4LmemKv5pAFaNfBPAWMrBSPXRYNoh9WG4rUTvU0XgARbw/zbWVfyeSIebPULzpIhpHcsZs4IpH/Kfu9LOfpomsbw35/mlIs6U6NhNTqe0YaRM58v9/rmtj1aRn33dbjttO6uMnjD4e9zj7e+WQXSR7mTzu3Ik988RPvTW9OhdxsG/zCw2FrkC+48C6enULDtcXDpA+dFXn8+5BsCXiuwtaZD+5n08VR0W/GAeH9uGnI13+78kL5PXo7D7SAuyYPT7aD/m7eQmJqAN8cXM3B1J7hwuh2cdeNpvDr92ah/IDVdo13PVogiU3xOvfQkElMT2Ls9g2lf/R01NUgIgd1po0HruoyYNiSSEdI0TR495zneuv9jvnrxB1664Q3eG/h5ue9TOfIluVyM7HM+f950K59dfDl1EvezjjCGO07sTK8GDbFrGjZNI97hYNGObbw9bw6GWdbRGkVRjjfCdQYi+TWwnwSObogqxdciC891FA22KRxs571JwbpmE6QXfD/uN7lYLFriw4hqsyHuDsBpBbG4IPEZhJYIMhdkjH/ThMcq574CqowhemRbB3sXin2VdJ6H0BKRxnbw/wYEC70pAAfYWiBSRiOE1TdLaSDTb0JmvwB57yIzH8LMHlHu+1SOfIkpCTwx9kE+XzuKoROfoFq9quWu49pBl3LiWe2w2XV0u44nwc3yGf8ydviPxQZoFOVgUsnGjgEnndsxKnlYYdnpOUx4bwpVqifjz/NTtW4al953Lmf07RkpEw5Gr38yDLPE9SplEZ8cx41DruKM63uwbc0O6jSvRc2G1QFo36t1VFm7w8YJJzdjxLQhUcefn/A4Hz/5Jb5cP+fcfDozfphTrE1bVm8DIOANoOk6hddxuRNcPDPuEdqd1irqnBWzVrNy7prIVHd/XoBxI3+h7xOXEZcUd8D3rByb7LrOqHMvZF16Ohd//QUZfj97fT5W793DzrxcBp/W+3A3UVGUI5RwnY5wnR7zPWmmI31fg5ZmrRfWa0JcPzR3oRllsujaZBMpgzHHd8vUHi0RkfAQ0n2ZlUlbb4Sw5c+wcXQFIQrNPneA40S0lE+j213lXWTu6yD9VnDt+5noQJn8UWis+xJ69Ix2EYeo8j6i6D7XwfkQ/oeCBwc+8H6IjL8LoXkO8I6VY5XdYWfIDwPZ8M8m7uv2BFl7csjclc36ZZtJ357BXa/cdLibqBwnVCB9DAuHwjzY4ym2rtlBOBjG5rCRVDVEr6u7R8pM+nQq3hx/1HlOt4OeV3YrVp9hGOzZko4rzhlzf2jDMNi8chtCE9RtXovaTWpSu0n0mtTq9avy4qQnefmWt8jclUWbU09g4Cf9i9XV7rRWvDb9ucjr1QvWoulaZEq6pmuk1U616mxQlap1U9m+didG2EBoAofLQdMTGxWr15vtQ9ejv4ZoNh1frl8F0kqJZm/dTNgwMfNnU/jCYb76ZxlP9zxdbd+iKEq5SBlE7r0GjC1ACGsNcVWEq0+kjOn9Jj9jdmFOhOvsGPUZYGwHLS7m/tBShq2tqYQOekOErQHYGkSVEbZ6UOVDZNYgMNPB0QWR9GKxuoSzG8JZ8P3ADM2H8BIKpoJroOcvB9PrWQ8KjK1Y0781EC6wnRDjQ8ml+CRJzRqFRwXSSmyLp/5DOBRGmlbfHPAGmPDeZBVIK4eMCqSPEeFQmJz0XJKqJkayHG5csYVdm/ZERpzDwTA7N+5m079baNimPgsmL+GNez6ITOsWApKrJfHE2Adp3K5BVP17t2fw8OmD2b1pD4Zh0ueW0/nfm7dGgojczDweOu1ptq3dgZTQpEMDXvrtyZj7R7fq1pyP/329XPfX7/lrmffr4shIst1p57ZhfQHQdZ0RUwcz/Oa3WLt4A7UaV2fAJ/fgSSie7bRFlyYUXoSt2zSq169KSs3iXz4UZR8hROxlfsezY2iNk6IcLFKGwMwCLQUh8gPF8Cowd2EF0Vj/NTaCsR5sTZCBaZD9LAWJyARoaYjkkQh7s+j6jR1W5m9jJ2AgPVcjEp6I9M3SzESmX2cFs1KCvTWkfBRz/2jh6ISoOqlc9ycSBiADs6wRagDhQiQ8bP1R2CDlC2TWo9Y96w0QSS/GHmG2tyf6H1mbtX5aSy1Xe5TjS8zcOMd7Z6365kNKBdLHgOnfz+Gl60diSokn3sVT3z7MilmrWLd0U7H9oaUp0XSrM5/xw9xIEA1WH2uz22jbo2Wxawy78U22r92BEbaeOk/+7E9adz+B06+xRrffeehTNq/cSig/aP9vwTpGP/sdt7xwbaXcY9U6qXy04jVmj1+AlJKTzutIctWCNa8pNaowdOKg/daTmJrAK9Oe4cXrR7Jr0x6adGjIY1/cV+IWC4oCcGajJgz/ezrBsIGJxG2zcW2bdmo0WlGUEpm+iZA10Hoh4pDJb0BogRVUFp22LSVg5SWR/klEZ/OWgLP4dGhAZj6UP7Kdn/DL+y04OoPrHOv97OcgvIFI0B5ahsx9F5Fwb6Xco9BrQ9WJ4J9mxcHO0xBaSqH3qyNSPi5DPamQ8jkycwCYO8DeCpH0ivo3VilV90tP4pOnviIcDGOaEqfHyYX9zznczVKOIyqQPsrt3Libl24YGdlLOssf4uHTB2Oz64QCYYQmIlOiHW4HTTs2pG5+puuElHh0mxYJjgE8SbGnUK1ZtD6qnD8vwOr5ayKB9JpF6yNBNFh7Bf63cF2F7m3Tyq28cuvb7Ny4m1bdmnP/u3dw1o2nVahOgEZt6/PeEpXERCm7NI+Hn67py8szZ7DLm0fvho25uX3svASKoigyvAmyHiGSBVsGIGNf5uwgVtSpYwXALrC3A72BVVYkF3ovn5YQ+0LhldHl8CFDyxH5gTShfykY+QbwQ2h5Be4MZOg/ZPYgazq5oxMi8VmE59IK1Qkg7C0RVSdUuB7l+JFaswpvzXuJj574kowdmZxycRcu/l+f/Z+oKJVEBdJHufXLNmGz6wQKHZOmJBQIR/4sdEGH3q3ZszWddUs20rfh3dz31m1c8r8+TPxgCrmZXsywgd1p5+7Xbo55nRoNq5GTnsO+hNtOj4PaTa0tpfKyvdgctqg1zAAb/9nMtrU7yrx9VmHZe3O475RB5GV6kVIy88d57Nq8h5EzXyh3XYpSGeokJvHaOeftv+Bx4ljavkJRKl14JQhbkWmWJgWJuSQgwN4NzO0QXo7cfRokPYuIuxnp+z5/3bABOBAJj8e+jl7bGuGOXMiN0K0tpaSZA8KBtfa4UCbj8CpkeHOZt88qTBp7kelX57dNgn8y0tiJSB1T7roUpTLUbFSdQWPuP9zNOGKovvnQUvNZj3JV66ZGbUpfElecix3rd+PN8bF7816evfIV0ndk8v6yV+j3/LX0feoKXvv7OTr2bhPz/IGf9ie+SjxxiR7c8S5antyMPrecTl62lzs7DGDdkg1RQTTAnm3p3HfKE7zz8KdcUeMWrq5zO+Pfm1ym+1o2/V/MsBnZKisUDLNq3lqG3fQmf307az9nK4qiKMphpNeKkXW7KAnYrKnZMg/M7ciM/mDm7xed8CDE9Uekfo1wnhSzBpH0MohEazsr4QFHR3BfgjSzkXsugPB/FNsT2tyBTL8KM+t5zJ0nY+461UpuVhahufn17fu2HoTQQszMR/OnpCuKohw/1Ij0Ua5xuwZccOdZ/PzOZHSbRjgQRkJkqyi7006H3q1Z8NuSqO2jjLDBwslLuezB8znv9jOKJeaa9MlU3n34MwLeICed35GBn/TnszVvsnr+WlzxLlp0aYKmafz89m+kb8+IjIBHkZCXlcfPoyYRzL/2Ow9+SnLVRLpfEvtLwT5OjxNZJGOCaZhM/uxPpn87mw3/bOaGp6/c7+eTviMDf16A6g2qouvl3xdbURRFUcpL2FsjPVdYa5aFDnLfSPS+/zrBeSoE/iR66rUJwVnguR7cV6Fp8VH1mt6xkPOyNVXcdbqVvKvqFGu6togHexuE0JDeb8HcQ7GtqQCQYGaD70vrfQlkP4vU0hCuXvu5M1eMYyb4v0f6JyLj16HF37Xfz0cau6wEZXpthFB9s6IoRycVSB8D7nj5Rk67ujs7N+yiUdv6ZKfn8tqd75K5M5sOvVtz/zu307fhPQT9BZ21btfZvHobFyRcjxEKU7VuGkN/fYI6TWuyeOpy3uhfkM179vgFvHbHuzz6+b10PKNt1LVzM/Oi1kYXFQ4akVFlsLYm+OjxL1k2/V9WzFqF3Wnn2scvo9NZ7aLOa3daS2o1rsHmlVuj2g3g9wb48oXv6fvk5SUmCZNS8spt7/D7F3+h6zoptaowYtoQ0mqlxCyvKIqiKJVJS3wS6b7IWktsaw7mXmT202BmgOMUROJg5O5TQRbu43RkaA3sbAeEkXptRJWPELZ6yMDfkP08kURk/t+RYgha0lBwnhJ1bWlmER2gFxUiet65H5kzHBmYCeHFgAMRf0/UVleAdR29NoQ3QtSiMgAf5I5Cxt1ZYpIwKU1k1mPgnwDo1lZZKaMRetVS2qooinJkUlO7jxHNOzWmx+VdqdOsFi1PbsZ7i0fw9fb3eWz0fbjj3dz12k04PQ5rj2W3g+SqSfw++i+CviBG2GTnhl08do61b/O8XxdFZfMO+UPM+3VRzOt2Ors9Dqc98npfcjOw9qN2JxR/er151Va+f20CK+esYdlf/zL4kmEs+fOfqDJ2h53XZjxH36cup3X3Ftgd0c98TFMWm0pe2O9fTGfa2L8JBcL4vQF2btjFsBvf3M+nqChKmcmj5EdRDiNhb4twnY2wNUA4TkRLG49W7W+05GHWNlAJg7BGeYX1Xy0V/OOwglQDjM3IjFsBkIE/ic7mHYDAtNjXdfYECm9xpbEvK7h1vRiJRY014PsUQksgNA+ZcScyuCC6XuFApHwN8feAvSPWHthRlVBsKnlhvnHg/xVrpNxn3V/WoyWXVxSlfA53n3uc9c1qRPo4ccZ1PajZsDoLpywlISUep9vB2w98wr4n1lLC7s178Ob4SK6ahN1pi5quHZccF7PeE05qysBP+zPqvo/x5frp0qc97Xu1Zu3iDdRrWYdGbesz6Lyhkf2fYwn4gvz01iTa9WwFQDAQYu+2dKpUT+aaRy/ljL49uaXV/ZGRb7vTTvterbDZS/71/W/BWvx5Bdc0wiZrF28o46elKIqiKAef5rkUaauHDMxCaFWQ2CD3xUJfNCUYm5DSn7+nsp2okWaRVLxSQDg6IpOGQs4LIL3g6AXOThBaibA1Q9oaQ8YdRAfmRfmR3jGRbbekDFr7VetV0eLvRLovQO45r9CIuhOc3Uqdqi1DSwBfoSNhCP9b2kekKIpyxFKB9BFGSsnSv1awZ0s6TU9sRL38raqKmvnTPH4a9Su63cbVj1xMm1NP2G/drbo1p1W35gAsnro8aso1gG634Ypzcu5tvfnprUlk7MrECBvous59b91WYr09Lu9Kj8u7lvj+G7Oe54sXvmfmuLmx11IDuk1HSsmSP//h6YuHYYQNpLSSnPW8vCuvTHuGV+94h/TtmbQ/vTX3jrq11Hut07w2To8zEsALIajZuHqp5yiKoihKLFJKCM4Fc5e1x7GtUexy/slI7xdYU6PvRDj2v02ecHRCODpZLwIzig/WCCfgRHiuQXrHWFPDMQAdkTi4xHo193ngjr3TgABk6lhk7tsQ+IPYa6kBbEgpkcHZkHk3SCu5qUwageY+09r7OespMPeCoxsi6enS79XWBImLggBeg/ws44qiKEcbFUgfQaSUDLt5FDO+m43QBKZh8uAHd3H61d2jyk3/bjYv3fhGZPr1kmnLeem3pyJBclm0O60VJ59/IrPHL7CuFTYZ8PE9aJpGXFIc7y55mT/GzMCX66fT2e1o2LreAd9XjYbVuOuVG5k/aXHMQNrpcZBaqwrnxV1HqMh66JeuH0nLk5vRpENDRs19KWb9q+atYdHvy0hIiad33x64PE7OvbU3f4+byz9/r0TTNewOG49+9r8DvgdFUQqRaosN5fghpURmPZQfcAqQBjLpJTR39H61pm8CZD3GviBRps+GlM8RjnbFKy2J4xRwnAqB6SCsa5E4zFpzLBIhbQL4x1tZvp09EbYmB35jel1IHAR7ZhRKhlaYG7QqyJ1tKBZoZz2AdExF2Nsg0n6IWb0MLoHgbNCSwX0RQrjAczX4J0N4KaCBcCKSYvftiqKUk+qbDzkVSB9Bls9YyYzvZkdNSR7R7y16XtE1KuP0V8PGRa1hDniD/DDyl3IF0kIIHh9zP0um/cPebRnFRr89CW7Ov+PMCt1P1p5sHj/3hciU6tOv7c7iqf+Qm5FLzcbVqVItGU+ii7Y9W/HBo6OLBdEAoUCYZTP+LfYwYZ9pY//m5X5vEQqGsTttfPfaBN6a/xIuj5MXfnmcNYvW48v107Rjo2KZyStL+o4M9m7LoFaTGngS3KTvyERKSWrNKiUmXFEURVGOEsHZVhAtvQXHsh5Bus5GiEKpZvLeJ3qqtB/pHV2uQFoIAckjrWuau60s3LaGBe9r8VYwWgHS2IvMuCV//2kBrgshOBNktjU6rKWASABHJytDeMzR6iAyuBjhjv09wfT+CNlPYk1Dd4D3M0j9HiGckPIJhP8B6QNbS+ueDgJp7LI+Q70+iDhrNgECtKqqb1YUpVKoQPoIsmdrOkKL/sfdNCXebB8JVQp1NDGeNhWdpl0WQgja92pdprKZu7OY8vlf+L0Bul3YmUZtY0/F+vPrmXz76niEEIQCQTYs34wRtqaCTf7sTxwuO7pNx5Pg5rnxj2Kz2/joiTFRDwaKihVg7/Pm/z4k4LPODXiD7Nq0hz/GzODcW3uz6Pdl/LdwPTUbVsMV5yyxjor4ZsRPfPzEV9idNqQpqduiNuuXbQIBrbs159mfH8XpPjjXVhRFUQ4BcyfWZOjCQlYgKArnD4nVDx9Y34yz5OVSUbUbe8E/DmkGEK4zEPZmMcuZvvGQ90n+Vlw+CK/Bmh4O+L8HXCA0EImIKu8jhA0z+yVKXUMtS3kv59lC5/ogvMXK1O2+FIJ/Q+hfsNWz9r4+CMzcdyH3DRAOKwmMrUH+ntqAozNUeccK6hVFUSpABdJHkKYnNsIMF2S7FAKqVE8ivkiirysHXMTwm9+MBJ9Ot4NL/hc9xawyZezM5PZ2D5OXlYcRNvnqxR947ufHigXhf34zi+H9RpUaFFtbWYVYs2g9v38xnbNv6kVKjSo43A6CvuLnCQHNO5c8dc2XG92RG6EweZl5fDp4LN+O+JlgIIQmBJ8/8w0vTX4SI2yyfe1O0uqkEA6GSaqaSHLV2Mla9mfd0o18+vRYQoFQZI/u1fPXRt7/Z9ZqPnlqLHcMv+GA6leUI5qaPqYcL+ytI2uDLQL0mgitSBJOz62QPYiCANKF8PQ9aM2Sxi7kngtB5gIGMu8dSPkQ4egcVc70jYesx9lfYjEkEFoG/l/AfSFCr4bESfFtrgAE2NuU0jhvkQMGmNmYOa+A99P8qeQa2Bohkz9CiBCENyP1GghCoKUgtAPbrlKGVkDuKKw9svO/V4QL7QwSXIDMeQOR+PAB1a8oRzTVNx9SKpA+gtRpWpMBn/Rn2E1vYoQNUmtWYeivTxSbgtTziq7oNo1xb0zE5rBxzaOX0Lr7/pON7fPPzFUMv+lN0ndm0rB1PZ758RGS0hJLLP/DGxPJSc/ByA/yA94gb93/Me8tGRFdbuQvpQbRhQV9QfZsTQfgnH6nM+G9yexYvytqWjuApmuMeeE7Hv/ifgBM04zaO7pD7zYsnLI0svZat+m0OKkpA898hnB+lm8T2LhiCzc07o/MrzOQF8DusiNNSfdLulDvhDo0bFOPUy7uUuYpX5tXbo2ach/rHlfMXFWmuhRFUZQjk7A1QSa9kL/+2QCtOqLKR8XKaZ4LMIUNvF+AcCDi70I42pf5OjI4z9pj2dwLthZQ5R00reQHvTLvY5BZREaWMZDZzyPSxkUXzPuE0oPowvIzcwO4rwLv12Bus0axo2iQ9xYkD7PaIs3oae6OkyE4h4IM4xrS1goybip0zLCml+/pjcTE2p7Llx+8m0jn2Qh7I+uzcPYu+3Ts8Jr8kfeSCvghFHtLT0VRlPJQgfQRpucVXTn1spPw5fjwJHpK7Di6X3IS3S85qdz1b1+3kwFnDIlMl14xazXXN76Hb3Z8UOIU5Jy9BUH0PrmZecXK6bayb0tudzlo2dWagubyOBk190UGXzqcBb8twTQLej8jbDLjuzn8fOok3h84Gr83QIsuTRkybiBVqiXx2Bf38eL1b7Do96V4Ej3c99ZtVK+fhq5rFE1rFiwyRXzfZzBt7ExrmZjHyZk39OTeUSVnKC+sdrOaGIZR4vs2u07dErKuK4qiKEcPzX0+0tXHGmkV8SX2zZq7D7jLP0NMhjcg028msh45tAB290JWm1XyFGS5L3t34WM5xcuJ8nzVs0F+8C80D6T9gEy/A0JziN4f2gD/BMy89pA7DKQfaW+PqPIWQktBJL+OzHwoP9lYAiLxWdCrW9t7UXS5VtEgP/+BemA8MiBAuMB9JSJxUBlvoWGRGQRF2cHWuGx1KYqilKLskY9yyOzLnH0wkmEsmLw0Mg15H1+On0kfTyvxnG4Xd8HpcUReO90OTr20eBB/zWOX4nQXlIvZfgG6XeemZ6+iw+kF08IcLuu8wkH0PhJ458FP8eX6kaZk9fy1DLlsOABxiR6e/fERxud+wdfb3ueUi7uQWjuF5GrlnK4twZ8X4NePprJn694yndKkfUOuffxSHC47niQPrjgnqbVTcCe4cSe4qFYvjduHXV++diiKoihHJCF0hJZwcBJVBaZTLKmXzEV6fyy5Pc6zAVehIy5wnlW8XPydRcqV1H47JDwcNTVcCFd+cTNGeQk5Q/OncZsQWorMuM86T0tAS3kPrcZStGp/I1yng14LShlhj01ao+HeL6314GUg7G0g7jbACSIe8IBWzVrPLuJAr41IeKic7VAURSlOjUgfZ1xxzpjTnTL3ZJV4Tuez23PPyH58POhLgv4Qp13djdtiBIidzmrHc+MfY9ybE9F0jRNOasqnT40l4AsihMDpcTL8j6dp2qEhuq34lOg2p57Akj//IegrCPQ1TZBcLZGs3QVP2Y2wwb+z/yuxvbqu8/LUwdzb7XEydpR8X7HY7Dp5WV7SaqeWqfy1j1/GGX17sGdbBnWb18LpdkTadsLJTSMPCBTlWCJQW2woSqUqIemWkBkln+LqhUx4HPJet9YCuy5EJDxYvJzzNKjydv7+1jawt4XckVgjwQKEG6qMRthbIGKNXjs6QXAh0WulNdCqWlmxI8IQWlhye4UNUkYj914JMr3EcrFPtuWPtpetb9YS/of0XArGbmuEWrgguDj/fjoghOqblWOP6psPPRVIH2dOuaQLTo+TgLegQ9TtGh16lZI0BOjTrzd9+vXeb/3te7Wmfa/WZKfnsGjKMq5+9BI2r9qKO97NJfedS/0T6pR47pUDLmLBb0tZ8mdBUpC4JA/XPn4p7w34nFChPjwuqfRMnzUaVOPLTe/yzBUjmPnjvP22G0BoAk+Sh1pNapSp/D7V6lWlWr2qkdftTmtVrvMVRVGU45zrHMgeTHSwagNHl1JP0+Kuhrj9b4clnKcgnKcgzQwIzETG3QbGBmuaetyNCFujks+NuxMZmGlNN48cTLRGfXOHgyy0kEorOd8KgLDVg2ozkBl3Q3DaftudXymIJNDLt1RK6LWjz3GWfzmcoihKaVQgfZxxx7n4aMVrPNz7abav3YXDZaf/G7fQ5tSyJyvbnx0bdtG/y6MEAyGQkJASz1vzXyo1oRlYicJ2btoddSwYCAOCRm3rs27pJqRpTS97+MO799sO3aazff3OEt+32W2ccf2prJyzhu3rd1GvRW2eGPsAdod9/zepKIqiKJVEaHHItImQfgOYWwAnJA5BODpU2jVkeBNy7+VYa5SllRk79XuEllx624QdaWwrcjRgbS2lN4HwWvZN/RaJL+y3HULYkMbmUkrYwX0JBBeAsQ1sTRDJryOE6psVRTmyqED6OGGaJp8P+Ybx7/6GpmlcO+hSLrz7nIOy1uut+z8mJyMP07A61lAgxKdPj41K4jXpk6mMef57TNPk4v/14dL7zkMIQebu7Ki6gr4gm1Zs4ebnrmHHhl2E/CFan3oCDVvXK1Nb/Lmxtu2wXP7wBdzy/LUHcIeKonAAe9crihJNShOZ8yr4vrGmL8fdg/BcfVD6Zpn9DMhsIuudjRAyd1RUEi/T+zXkvWu98NyE8PS12mIWmWIug1Z27ISHwdiKIAiOLghbydtVRp9fdHusQjx3oCXeW/YbUxSlgOqbDymVbOw48e0r4/l2xM9k7somfUcm7z/yBX9+PfOgXGvXxj2RIBogHDLYsX5X5PX072bzRv8P2bZ2BzvW7+KTJ79iwnuTAWh5cjN0e8H6aaELJrw3mcGXDuftBz6hUbsGZQ6iAXpfdypOT+yMpz+8PoGsPdkx31MURVGUg03mvQfez6w1w+YuyHkR6Z98cC5mbCc6aVgIjC2RV6ZvAmQ/D8Zm6yfnZaTvW+tNe1uKjb14x0Bmf8h5AWytyh5EA7guANyx3/N+gDTLl99EURTlcFCB9HHijzHT8RdaFx3wBvjjyxkArJq3hu9fm8AfX87ACJe2ZUTZtO/dGkeh7N0uj5OOZ7SNvJ70ydSoNdpWtuw/AHjsi3tp0r4Bmq6h2TQ0TSMUDJOX5cWb7Ytk6y6NLPQ0ru9Tl3Pp/eeSlJZI0Qf8uk1n+7roqd952V6+f30Cnw35mhWzV5frvhVFURSlXHw/A4X3aPaB/2cAZHAJMu8TpG88Uhbd0PEAOE8GCj9YdoOjW6FLf1u8LfmBtEh+3drPGQ1rv2cNCFoJwGQuMrP/fi9fuG8WCQ+Apy+IKhTLIi5sYGyNPtfMRuZ9gpnzBjK4ZL/XUhRFORTU1O7jRHxyXNRroQkSqsQz6dOpvHH3B5imiW7T+fntSbz8x+CYWbXLqt/z17Jj3U5m/WwlJjntmlO49P7zIu+7E9wIET37xBVnbc2RXDWJN+e8SMAX4LdPp/Huw58RLrQjSOauLMKhMDZ78V/dNYvWM/iy4ezatIfq9asy5IeBNGpbn37PXcsl955H3wZ3E/QXVBYOhqlevyBJWF62lzs7DCB9ewahQJivh/3IgE/60/OKrgf8WSiKoihKibTEIltBa6AlY3q/gexnsUaQbeAdCymfIMSB980iYSDS2AKBvwAJ7osQnusKFYiLcZKV2FPoqYi075HSj/R+AznDosuZu5DSRIji4zMytAyZ8T8wtyP1uojktxH2pojEAci4G5G7exOVZE2GQK9Z8NLMRu65AMx0IITMex+SRyBcZx7wZ6EoilIZ1Ij0ceLWF6/DFedEaAJd13DHu7jmsUt4454PCPiChAJh/HkB1i7ewKyf51foWg6nncHfD+Sn7M/4OXc0D71/F5pW8Kt27WOXWNOt8x9COz0Obnrmqqg6nG4njdo2oOiT6rQ6qTGDaG+OjwFnDGHnht1IU7Jj/S4e7j0YX54fgNyMXBq2qYvQBA63A6fbwb2jbqNK9eRIHZM/+5P07RkE/SGklAR8Qd6676MKfRaKcqwS8uj4UZQjmUgYgDXFWQC6Fcx6boXsIVjbUwUBL4SX5QfAFbiWcKJVeRdRfRGi+lK0pGeiAl8Rf7e1FVaEGxF/X5E6XAh7c4p9fdTrxA6izRxk+k1gbgMkGJuQ6X2RMj9wltmgN82vz2X9JD6L0KoUVOL7Pj+IDmA9WPAjs589wE9BUY5th7vPPd76ZjUifZxo0aUpb84ZytSxf2Oz6Zx5w2mk1qpC0B+KKmeakuy9uZVyTac79trkhm3qM2reS0x4bzJG2OScm3vRpEPDYuVadWvOVY9cxJcvfI/NYcPmsPHsT4/GrHPjii1R67IBjJDB1tXbSUiJp3+Xx/Dl+q2pZVJy8X3ncfbNvaLK52V5CYeip7bnZOTh9wZwlbDOWlEURVEOlHB0hNRvkP6JgB3huQS0FCQxpnKXsqd0ua4pXLGP21tC6ndI71iQEuG5DGEvvqOHcHRBxvWDvPdB2AEHIvmt2BcLrwaKfmsOQngjUriQe6/ITzwmARPibkXzXBxVWprZ1jmFmZlIGUAI1TcrinL4qED6OFK/ZV1uGlKw3+Ts8Quw2XVCgUIdtpS07t7ioLelXova3PXKTfstd/2TV3D+HWeRtTubWo2r43BZa699uT7evPdjlk9fQfUGVbn2scsIB6O/eIQCYRLTEpgy+i8CvkBkfVbQH2Lih79z69Drosp3Ors9X77wPQFfQYdthA3u7vQIo+a9iDsu9pcPRVEURTlQwt4MYW8WeS39U7DWIRd6OCxNsHc8+G2xNYnK4l0SLeE+pOc6K5u3rV4koJVmrjVaHFoAel1rr2kZ/cAeGQItGen9GqSfgkA7CL6vIeH+6DY5eyDzPsAaod8nhNx7KaR+V+KDAUVRlINNTe0+ShiGwba1O9izdW+l1Ldq3hqeu+qVqCBat+ucd8eZ2J1H1vOVpLQEFkxewqDzhvLiDW+wa9NunrjgRaZ+OYNta3eyeOo/PHvVCHr3PRVXnBO7044rzsmF95xNtbpp1mLsog/EY0wrad6pMY+PuR9NL/hrYRomuzbu5rdPph3Ue1SUo4o8in4U5SCS0kCGNyKNnfsvXJb6gouQmQ9i7fW8jw0813DEjX1oKcjgX8j02zAzB2KGtyMzbgX/BDA2QXAWZD4ArvOwpq87rP96bkTo1Yj9l7T4X1rhaA9Jw4j+ympAeDP4xh2UW1OUo9Lh7m+Pw775CPtXWYkla082D/UazI71uzBNk24XduKxL+5D1w886cisn+cT8EdPlTJCBr988Du/vDeF58Y/RrvTWlW06SUyDIMlU/8hL9tHq27NSKlRpcSy7z78GRPem0LAG0DTNeb+spC8bC9m2HpaL01JOGjQpU9HTr2sK5tXbqV+yzqceGY7AHpc3pUvh/6AkWetydoXZMfS7aLOOD1OfDkFmUuDgRDZe3Mq5Z5/eW8Kq+evpWG7+lx419kx13sriqIoRz5p7EWmX5e/rZSBdJ2FSHo55lrhMtfpn0xU4i0AwuAbi/R9BVU+QDg6V6TZpV9fhiE4B2Qu2E9E6Gkll81+DnzfAT4I6RCYZp0XmZZuAiFwnY1w94HwBrA1RTjzM4W7+ljTwyMjzW7wXB/zWpr7HMwsJ9FZxUNgZh7wvUbuQ4aR3q8g/A/YWiI81yCE6psVRdk/9S/FUeDV299h6+ptkfW7s8cvZPy7k7no7nMOuE53vBub3VZsOrQ/1+rQht38Jl+sf/uA6/d7A2xYvglPooe6zWshCu09FQqGGNB7COuWbEQIgQSG//40zTs1LlaPlJKf354UGTk3DZOgL4g0ox9nSSR2p53OZ7en89ntI8fHvfEL7w74HNMw8SS6qd2kBmfc0JNL/nduiW3v2LsNcycujFzT4bLT4fTWB/xZ7LuPZ698hfmTFhPwBnG6HcwZv5Chvw6KSsSmKIqiHB1k1mPWyOu+wNH/Ozi+Ac9VpZ5XKi0Ba1p3kTXS0hu5pqg65YCrl6YXwv9Z19EbRvXNUgaR6X3z1zUL6ydltLV2umg90gTfV4XaaYDclwwsqiRCOBDOU8DZM3LUzPsYcl62zhPxoDcA96XRWcSLcpwEwZkUrJe2g+Pkcn4CRe9DWlt3BWZiBfQTkIE/ocr7UZ+NoihKLOob/FHgv0Xro5JgBbwBVs5dE7Psyrn/cdeJA7mm7h28fOtbUXtHF3ZOv14kVInHZo89qp21+8BHYLf8t50bGt/DI2c9y90nDuS5q1/FNAs6198+mcaaRevx5frx5vjw5fgYduMbJdYni04BEVYisn0JwOxOG2m1U4sFu0v/WsEHj40hHAxjGqYVwMa5uPTe80rtIAd8cg8derfBZrcRl+zh3rduo3X34glXymPnxt3Mm7iIgNf6AhDwBVkxaxUblm+uUL2KcrgI8+j4UZSDJvwv0QGvDxlaGrOoDC7C3HMR5q4emFmDkNIfs5xwXwkikRLHOcz0A26uDK9F7j4dmXEzcs/FyKyHo/Z2xvs1hFZaQbvMA5mLzHqk7BcQgL0D1jRuAAfotaHICLoMzIKc17Cmr5vWOmktHi2ub6l9s0geYQXT2K3PKPE5a9p3RRgbCwXRWP8NzgVjbcXqVZTD5HD3ucdb36xGpI8CdZrVYs+W9EhWaofbQYNWdYqV275+JwN6D8GfP4V56pgZ5GbkMfi7AcXKLv3rX04+vyO7Nu/FHe9izoSFhALWmizdrnPCyU0PuL1Dr32NzF3ZkQ567i8L+WPMDM7o2wOAHRt3RwLKffZuy0BKWawTFUJwTr/TmfzZnwS8AYQmsDvsDPrqAWb9NI+lf66gZuMaXP3IxZFEZPusmLmKcLBgnZkRNlg9L/YDiMLiEj08P/7xA7r3kgS8ATSbTuF1b5quRSU2UxRFUY4ien0wd1MwCusEvUmxYjK8EZlxE8j8acm+n5BmDqLKyOhyUkJoHjhPB2MnCBcE/yRqBNbe4YCbKzMfwMr8nR88B6ZY65nd51vvG1uJTugFGDtL6Js1pPti8I3PP0cDHJA8EvyTIDQf9AaIuNsQIrpvJrSI6OnrYQgt2W/7hZaASPmwzPdbJtIHQo9esyl0K7hXFEXZDxVIHwUeev9O7u02CF+uH9OQNG5fn0vuPa9YufmTlmAWmvIc9IeY/fP8qE7QNE0+eWos3782gYA3gN1lp3aTGvR7/ho+fHwMpmHStENDBn15/wG3d+uaHVFPuf15ATb+uyXyulVXazS58Gh5XpaXC5Nu4L63buWMvj2j6uv/Rj/Saqcwe/wCUmsmc9uw60mrlcIFd57NBXfGXusMkForBbvTjhEuuE5SWuIB31dF1GlWi5QayezcsBsjbKDpGp4EN43a1jss7VEURVEqRiQNRaZflR90mWBrjYiLMTU58CfIwlsrBiDwe1QRKU1kzsvg+yI/4HaCrSHE3we5rwEG2Fsjkl8+8AYbm4iKGKUfGV7HvhBZODogvW6i1iHLTOSujsjE59Dc0d87ROIzSL0W+P8EvToiYSBCrwpxfYG+JbdDq2rdX+HraKkHfl8VYWsMWhUw/ICBtZd3Etia7e9MRVEUFUgfDarVq8rHq0by34J1OFx2mp7YKGaiMZfHiaZFPzXWCyWzmvLFX7xy69tRmbpD/hA7N+ymRsNqTPB+QTgYLjayW151W9Rm9bw1kaDeFeekYeuCgLFNjxM4/bruTPp4GqZhRKZu+3P9vHbHe9RtUSdqvbSu61w36DKuG3RZudrR65pT+OWDKaxdvAGwkpIN/LR/he7tQOk2nVf/eoYRt7zNuqUbqduiNg9/dHeJe20riqIoRzZhqwtpkyG8who9trWKnWhMuLHWPRc+Zo/80fR+D9lPEp2pOwDGZoStCVRfBoQqvmey3gDCKykYQXch7IVmnzm6gbsP+H7ML5PfOcs8yHoMaWsYtV5aCBsivj/El7NfdV8Evm/y12IDSETSSwd0SxUlhANSvkRmPW61x9YEkTS0+Ci6oihKDCqQPkq441y07VE84UdhJ53fEfuDdgL5ybicHid9n7wcIQTrl23ktdvfjd4zuhB/XgBN0yJB9Pb1Oxl59/tsX7eLVt2ac8/IfngS3DHPLerxMffxQI+n8GZ7MUIG3S89iV5XnwLAilmreKzP8wBousAo0hzTlPwzY2XMxGPlZbPbePmPwcyftJjs9Fxad29BzYbVK1zvgUqpUYXnJ1TulHFFOWyOoe0rFOVACS2u2BrgoqSzN4iXCiXjckP8vdZ7oRWQPZjoILrwyd784Dx/n+bwJmT202BsAUdnRMIgqw1laWvy68j0a/PXQIfBfR44raSlMjgfmXEbkSRjsf6CBxdCjMRj5WUFr2MgMB1ktpUd3FZ8udqhIvTqlT9lXFEOF9U3H1IqkD5GGIbBkMteJuANIE2Jrmu0OqU5Vz9yMQD/zlkDJSXxENC+V8FWV3lZefzv5MfJ2ZuDaUp2bdrDtrU7eOXPZ8qUxbJmw+p8tuZNNq/ciifRHQlepZQ8eeFLeLN9JZ6r2zWSqyeV/cb3Q7fpnHTeiZVWn6IoiqKUlZQGZN5dKIjWwdEZLa6fVaDUtcEiKkiXZiZy7xUgs6y6fNuR4S2I1M/K1BZhqw9V/4DwOhAJkeBVSonMuNMaeS7xZA1K2QqrvISwgatXpdWnKIpyOKhA+hixau4aVi9YR9BvPdU2DJOlf64ga082SWmJpNaqUjyOFtCobX0e+uAu0moXrE9aNn0loUAoMjU7FAixcu4actJzSUxNKFN7HE47jds1iDrmy/WTlxXdUTtcdkxTots0NE2jUdv69Li8YttZKIqiKMoRIbQwfzr1vlwdBgRnIc1shJYIWjWKb6AiwNbCmmKsVys4HJyLlXhs39TsIITmW4nLtLL1zUI4wV5kFwqZXZAILcKBNbSlW0G0rRU4zyjTNRRFUY4XKpA+RvjzAuhF9iPWdQ1/XoCkNOh8Tns69G7Doj+WI7CSjj36+b10v+SkYnXZnbboLTGwnljrJWyVVVbueBeeRA856bmRY0LTGPjRneRl+UhKS6DbRZ3RbRW7zsHky/Xx9oOfsmLmKmo3rUn/N26hap3DlCRFUQ4joaaPKcr+SS/FA2UtP3BNBGcva9Q5NA8QIA1E8uuIWKO1Mdft5ge7FSESrDXesvD0cg2SXkLILCsZl7O3NYp8hJJmLjLnBQguBltDROJTCP3wLeVSlMNF9c2H1pH7r6JSLs07N0a36wghIkFv9YbVqFrXCvI0TWPIDwNZOGUp6TsyOeGkptRpVitmXW16tKRavapsW7ODUCCE0+Ok5xVdiUv0VKiNQgie+fERBp33AgDhYJgrHr6QXld3ByDoD2KEjSM2kJZSMui8oaycu4ZQIMTmVdtYNW8NH698HXd82daPK4qiKMcRe3usr1r71h3bwNYgfyTa2kaKKu9CcCaYe8DeHmFrELsuR1fQqlvrowkCbnBfgNAq2jdrUOUdZMbtVjtlCOLvQnP3AUBGpqUfmayp6f0gtAIIgrEeuXcZpP1a4c9GURSlNCqQPkbEJcXx2oxnGX7zW2xft5OmHRsx4OO70QqNUgshOPHMdvuty+G0M3Lm84wdNo6t/+2gdfcWXHh3ydtMlUfrU1owZuPbbFm9nSo1kqlWNw0jbDDspjeZNnYmAD2u6Mojn/bHZj+yfj0zd2Wxcu5/kYRtpmHiy/Xzz8zVdDpr/5+roiiKcnwRWhKkjkFmPQrGVrC1QSS/GJVvRAgNnN33X5dwQuq3yLx3wdgM9i4Iz9WV005HZ6j6FxjrQauG0GsgZQiZ+TAEJgEgXecjkl488kamzZ0Q+peC/bYNkDnW+nNn18PZMkVRjnFH2L+GSkXUbV6bkTOfr5S6PAlubn72mkqpq6i4pDiad24SeT3mhe/5e9xcTMN64j3rp3l88fz33Dj4ynLVu3vLXlbOXUNiajxte7QsU2K08tDtOkVmvFuj/7YY250oiqIoCiBsTRCp31ZOXVo8IuGhSqmreN0JoLWNvJa5b0JgKpHRaP9vSFsjRPzd5apXGtshtBS0FLB3qvS+2foqG2M+65EW8CuKcsxR/8oopQqHwswcN5el01dSq3ENel1zClWqlS+r9o4Nu3jp+jfYvGor9U6ow6Of/49q9apG3l/0+zIC3mDkdcAbZOGUpeUKpJf8+Q9PnD8UTdcwTUm7ni155sdHokbkKyoxxVrDPWfCQgLeAHanjWp102jdvUWlXUNRjgoSij1VUhTlkJEyhPT/BsEFYGuAcJ+P0FLKV0d4EzJrAIQ3gK0pInk4Qq9ZUCA4E/AXOsMPgZlQjkBaBmZZGcGFDpjWXtXJb8beb/sACT0N6ewBgRn57XWAXid/Wr2iHEdU33zIqUBaKVEoGOK+boNYs2h95O/lJ099yai5L1K3ee0y1RHwBbi/+xNk7Mi09oieuYr7uz/JJ/+9gcNpxzRNNF1DaAKZnyVct2k4XXaua3AXWXtyaNWtOYO+vL/UjOFDr3sdf14g8nrJtH+Y/t0cel5RudO6Hv/iPr57dTzLZ6ykTvNaXPfEZdgd9kq9hqIoiqKURMqAtQ1WeBX7RmJlzquQNs7a4qpMdfiQ6VeDmQ6YEFqA3HstVP0NIezWtl3Yid5T2gbCjrmrJ5iZ4OiESB6B0JJLvk7Wg4CvoIrATAj8Dq4zD+DOSyaSRyLzPoTQIrA1RsTdjRCqb1YU5eBSc1KVEk3+9E/WLd0U9XDLl+Pnzf99WOY6Nq7Ygi/HH9lKyzRMcrPy2LxyK6ZpMujcF1g5d00kiLY7bcQlx/HPzNXs2rSHgDfA0j//4amLXir1Opm7sqJeh0MGuzbtKXM7y0q36Vw54CKe+fERbh92fYUTsCmKoihKufi+hfB/RE9nzkNmP1v2OkKrQPopSCJmgMyA8AakNPKTd/1T6BoO0JIgOB/M7YAPgrORGfeUeAkpJZgZRY4aYGwvezvLSAgbWvwdaFXeQUsYgNDiKv0aiqIoRalAWinRnm3pGGGj2PHdW9LLXIcrzlWsDiNs4o53MW/iIpbPXEXAG4h6v+8Tl6FpBWuowiGDf2evJhQMUZKGbeuj6QW/zrpNp0WXJiWWVxSlYoQ8On7KdC9CnCOEWCWEWCOEeDTG+6cJIbKEEIvzf54q67mKUtmksQMo3jeXK0AVbpBF6pAGaHEQ+MNK1EXhvaUFxN1h/TciZI1kF61n3xlCgK0J0V81BdjblL2diqKUy+Huc4+3vlkF0kqJWnVrjs0RPftfCEGH3q3LXEfd5rXodE57XB4nAK44JyeffyI1G1UnY2dWsbUc4ZBBcvVk0KKTkegOW6lZvId8P4Cajaphd9qw2XVuevYq2px6QpnauHd7Bn9+PZM5vywkHAqX+d4URTn6CSF0YBTQB2gJXCOEaBmj6HQpZfv8n2fKea6iVBrhOBFr2nVhGjhPKXsltmb5Ga33bd3oBtdZCL0WmHtBFt3uKggijeJfG50xjhVqa/LboNcGHFabEx5GODqUqYnS2In0TUAG/kRK1TcryvHkaOmb1RpppUQnntmOm5+7mg8e/SIy9frEs9pyx/AbipXNychl58bdVK9flYQq8ZHjQgie/PpBfvtkGhuWb6Jh2wacdWNPhBCccHLTSL0Amq5R74TadL+kC9+O+JlNK7YQ9AexuxzcPvz6UjN9VqtXlY9XjiR7bw7uBDcOZ9nWRv23cB0P9xoMWNPQ6jSvxWvTn8XhcpTp/LLKTs8ha3c21RtUK3PbFEU5JLoAa6SU6wCEEF8BFwErDvK5inJAhPM0ZPz/IPdVIlOvHT0QCQ8XKyvNTDC2gV7b2oprXx1CQPIo8H2LDK9B2E8A18XWm/aiga4GthYI91lI7/tWcjICgAMSHy+1bxa2upA2xZo2LuIRomx9qwwuQWbctO8V2JpCyhdlPr+spJlhTT/X61R63YqiVMhR0TerQFop1ZUPX8RlD5yPPy+A3WmPGQT++e0sht/4JrpdxwgZDPi0Pz0vL0jypes6fW7pXey8+i3r8shn/2P4zaPw5wVo0Kouz/78KHaHnVenP8uUz/8iY0cmrU9tQbuerfbbViEESWmJ5bq/4f1G4c0pmL62ccUWJrw3hUvuPbdc9ZRm7LBxfPr0WGx2Gw6XnWFTnqZR27IlhFGUI9bRkxg0TQgxv9Dr96SU7xV6XRvYXOj1FuCkGPV0FUIsAbYBD0sp/ynHuYpSqbT4O5FxtyGlFyGcMYNA0zcBsh6ztoGSYWTSCDR3QZIvIXTwXEXRMFjYmyOThkL2IJA+sDVHVHnHukbq1+AbZ41aOzpb+0/vhxACRDkzimc9CjKv4EBolbU23HNtueopjZn7FuS+ZX0+uCDlc4S9aaXVryiHheqbD2nfrAJpZb90XS8xqVb23hyG3/gmAV8wspxq+I1v0v60VmUKak+97GS6X3oSRtiImrrtcNo599biwXdh4VCYDx4ZzfQf5pCQHMddr91cpoC7sL1boxOhBH1BdlZikrJ/5/zH5898QygQJhQI48v188QFQxmz8Z1Ku4aiKKXaI6XsVMr7sYbTin4VWQjUl1LmCiHOBcYBTct4rqIcFELoCBF7Nwtp7LGCaPwFv5FZDyGd06NGpkuiuc9Dus4FwlHZr4VwgueqUs+VMojMeQn8v4OWhEh8EuEo7a9gDOauIgf8SGN7zL9wB0IGF0Duu0AQZBDwIjPvRFT9vZKuoCjKfhwTfbNaI61UyPZ1O9HtetQx3a6zfd3OmOUnf/4nt7R+gFta3c/ED60OSwhR6vrnkrzxvw8Z/+5kdm3cw9olGxl03lA2/LN5/ycW0rJrs6h14M44J20qcV/o9Us3Ior8fd6zJb3UxGmKohxSW4C6hV7XwXqyHSGlzJZS5ub/+RfALoRIK8u5inJYGJvzR1oLETYwtsYsbnq/w9zdB3P3uZjeH6ziQhzQFlIy+2nwfgPmNgj/i0y/BRleW75K7O2JGusRboS9Y7nbUqJCW4dFGFtKTJymKMohd1T0zWpEWqmQ6g2qEg5FdzzhoEH1BtWKlf3zm1m8ftd7BLxBAEbd9xF2l50zrusRKbN9/U5+emsS/rwAva/tTuvuJ0SOf/r0WGb/NB+hCc697QymffW3NRIeuW6IWT/Np0GrupTVgE/uYdB5Q/lvwToALn/gfE65uEvZP4D9qNWkRrHnYgmp8WrvaUU5cswDmgohGgJbgauBqPmjQogawE4ppRRCdMF6CL0XyNzfuYpyWOi1QRZ5YCtDoNcsVtT0/QzZQwC/dSD7aUzhRHMXLHGS4U1I7xcg/Qj3RQiHFdSaoU2Q+xoEpgEaxF0Lvl8K6gIgZL1va1zm5ovk4cj02yD8r3Ug7naEq1eZz98vvT4ILTqW1lKt6e6KohwJjoq+WQXSSoUkV03i/ndu57U738PusBEKhrn/ndupUq341LFf3p8cCaIBAt4gnz09lk+fGoumafS5rTdfvvA9vlw/0pRM+ngq3S/pgm63MW3sDMLBgoB93Ju/Rm2RBaDpOk53+ZKFJKYk8MasF/Dm+LA7bZUe4Lbv1ZqzbjqNSR9NxeawYZomT39bPCGMohxNBGXfvuJIJ6UMCyH6A5MAHfhISvmPEOLO/PffAS4H7hJChLEWsVwtpZRAzHMPy40oSiFCr4ZMHAzZg0HYQYYh6TmEVqV4Ye9YogNfP+S8ipnzMggd3FdC3lvWemlMpO87pPNsKxD1TwAKZdTO+yRGa3Ss7N7laL+Wgkj7DmnmgnAe0Mh4qRzdwHUB+H60Ph9MRPIblXsNRTnEVN986PtmIeUx8okX0qlTJzl//vz9F1Qqzd7tGWxft5OajaqTWjNGRw08dfFLzPqp5P8vmk3DNMwyr2JIq51CTkYuAW8Q3aaRkBLP+8teIbnq/td/HWobV2wmfUcmDdvUOyLbpxy7hBAL9rMOqdwSqtSV7U+7rzKrPGhmjBtQ6fevHBjVNx960thlTfPW6yH0qjHLmOm3QvCvUmrRiblvdUlEDZCZWMG5DbRkRNovCC257HUcIjK02kqcZm+O0MqXEE1RKkL1zcdG36xGpJVKkVqzSokB9D7XDbqMhVOWEfAGYr5vhovuW7kfAlJrpYCUdDq7PX2fvPyIDVLrt6xL/ZZln3KuKIqiKBUl9GqgF19qFVUmvj8yfS7Ro9KFlXPdsABEdUCCswciof8RGUQDCHuzw90ERVGOYiqQVg6IlJLx7/7GuDcmoukafZ+4nJ5Xdiv1HKfHicNlLzGQBmsvadMoQ0AtIHNXNuGgNaXsp7cmsXHFZob8MJC4pLhy3YuiKOUkpfWjKMoRRUpprWX2jgZhQ8T/D+E6u/SThAtwUHIgDWUflRbWCC/567N9o61EY1VGIbT4styCoigHSvXNh5zK2q0ckIkf/s67D3/Opn+3smH5Zob3G8WcCQtKLL9r024G9B5CTnpuiWVccU7uePkGajQs+em5pmt0PKMtNrstEkTvs2zGSl6+5e3y34yiKIqiHAOkdwzkDAdjHYRXIzMHIAPTSy5vbEWm3wBkl1yp8ED8QNBql3JlHWzdADuRIHqf0Dxk9hPluAtFUZSjgwqklVIt+fMfht38Jq/f9R4b/90SOT7h3clRI8sBb5BfPoy9/+LUsX9z8wn3k7krK+b7uk3njBt6MGreS1x633l8uOI1UmtHTxN3xbv4esf7/OIfw6Oj70XE2CHODJssmaby/CiKoijHNhmYjZk5EDPraWR4XcEbvrFYOXf28SN938asw/T+hNzdJ389cyw2cF2KSP0BLf5mRNWJINKKlImHanMQ1ZcjqrxYQj1hCM4p030piqIcTdTUbqVEc35ZyLNXjCDgCyKE4PcvpvPG7Beo37IujhjZsZ1uKyvnqvlrWT1vDVXrptGuVytevnkUQX+MfZMF1G5Sg4c+uJs2p1rbXM0ev4BXb3+H3Iw84pPjkFJSt3ktHh19L1WqJQNQpVoSHc9oy/zflmAU2XorqWpi5X4IiqIoinIEkf7fkZkPYE3FFkj/j5D6PcLWCETR7Ngif+o2yNBSCC0HrSbS3gmyBwGxlloJ0Bsgkl5AOE7Mv+Zka39omQ0iEZBga4xIGhHJBC616uDonB80R88YQyXyUhTlGKQC6WOElBLTNNH1ytsD8ZMnv4rs0yylxJ/n57tXx/Pg+3dxw+ArefKCF/ODbGv981UDL2L8e5N558FPQILQNVp1a46mFZ/4YHPaOOuG07j/ndsR+cPL65Zu5LmrXom6ZrterRg6sfiUsKe/e5hPn/6acW9MJBwMY3PoCCF46IO7Ku3+FUUp2bGyxYaiHEzWzihmpe5PLHNfo2A9swTpQ+Z9hkgajIi/D5lxN/uCbIQL4bkFM+8LyHnJOkVoYOtkbW1V7O+xHdxXoCUNLrhe6B9k5kMF15QSHKegpbwXdaYQAqq8i8x5FbxfYAXTNhACkfh8pd2/oiglU33zoaUC6WPA2OE/8unTYzFCBiee1Y4nxz6AO95d4XpDgehRZCmJjCx3OL0Nw6Y8xcQPfke361x0zznUbVGb/ic9FrV2efnfK4tNw7Y7bQz+fiBd+nSIOr74j+WYZkGisVAwzOI/lsdsm91h59ah13HD01cw88d5+HL9tO/VmpqNqlfklhVFURSlUpi570LuG4CBdPZAJL2K0DwVr1gGix5g38iycHaHlI/zp3PbEZ7rwVYP9l5CZO2yBEJzsdJrF+aA5HfQXN2jDwdnET3CHMo/VpwQDkTiI8iE+8D/O0gvOLoibHUO4EYVRVGObCqQPsrN+nk+nw/5hlB+gLv4j+W8dud7PDa64vvInX/HmXz42Bj8+WuhnW4HZ9/cK/J+y67Nadm1eeT1zo27imXc1nWNyx+8gO9eHY8RNjANk4c+urtYEA0QXyUO3aYTChR02K54V6ltdLgcnHbVKQd0f4qiKIpyMEj/b5D7FpAf9AZmIrOHIJJfqnjlnishZyQFa6FdCPelkbeF48TIlGwAM7SBYkPPwgZxt0DehyAN6/2kF4sH0ZA/ldtOVDAtSn8gIIQL3OeV/Z4URVGOQiqQPsotmLw0KulXKBBi4e/LKqXui/r3wTQlE96bjN1h44YhV9G2R0v++HIGGTsyaXVKc1p0aQpA1p5sHujxFNKMDqQD3iC7Nu3hia8eoFaTGlSpkYw7LnZwfNpV3fhmxE9sX7eLUCCE3WHjnpH9KuVeFEWpZGr6mKKUSAZmEJ30KwDBmZVSt/D0QyLA+w0IByL+frC3R/p+sraecnRC2NtY7TD2QkZfim1dJf1gbIfkkQi9HmhpJY+Wuy+AvI/A2IY1qm2HxKcq5V4URalkqm8+pFQgfZSrWicFu9MeNQ27SrWkSqlbCMGl953HpfdZT5WNsMHDpw9mzaL1GCEDTdf436hbOfumXox54XsydmTG3L7u14/+YOpXM7jv7ds58/qeJV7P4XLw5pyh/D56Oll7cmh/emtOOKlppdyLoiiKohwyWnWKbQWlpVZK1UIIRFw/iLMeNEsZQqZfB6HV+dfTkYnPonkuQua+CWY6xb9dS/B9Db6fkEkvoLnPL+V6bkj7AXw/gpkFzq4Ie9tKuRdFUZSjmQqkj2DeHB9/j5tLyB+i09ntqFavarEyF9x1NhM//IO929KREoSA+9+5/aC0Z/b4BaxZvAF/XsEI+Bv9P+CsG09j9+a9hItk0EZYwTdYI9PvDfi81EAarMzf5952RuT1qvlr+fmtX5ESLrjrrMgIuKIoiqIcDtLMhcBka62yswdCr1msjIi7Aen/3hohliYIDZH0zMFpUGBKfhDtzT8QgpzB4LkIzO0Uy6ANFIxQ+60kZKUE0pAfTHuujryWwSVI3xhAIDzXRUbAFUVRjicqkD5C5WTkcmfHAWTvyUFK0DTBK38+Q5MODaPKeRLcvLNoODN/nIc/10+HM9pQs+HBSbiVtSeHokPOQX8II2zQ+Zz2zJ24KDLNXLfpkSB6n33ZuMtqxezVDDzjmUidf349kxcnPUHr7idU4C6iBXwBXrrxTWb9NB+700a/56/l4v59Kq1+RTlWqcygyvFImhnIPRdZI7MA4kVI+RJhbxFVTmgJkPozBH4H6QPnKQi99sFplJkBRC+rQvqQ0gDHqVZiMLlvmrmNYoG19FEeMjgfmd6PfVm8pe8XSPkM4Wh/AI0v4RqmF5k1EAJTrS294h9Gi7u20upXlGOV6psPreL7EilHhG9H/Ez69kz8eQEC3gC+XD+v3/1+zLIuj5PTr+nOubedcdCCaIDW3VsgzYK/obpNp3G7BrzYdyTvDfgcm11H0zQ0XaNtz5Y43PZIWZvDRtcLToxVbYnGPP9d1PrvgC/I6Oe+2+9529fv5JkrRvC/ro/z+TPfFAvoC3uj/4fMGb+AcDCML8fPB4+OZs4vC8vVTkVRFOX4IPPeB3MP1vpnH8g8ZPbgmGWF5kG4L0B4rjx4QTSAvXORAzawtUZm3g+5r1qv0QAdHCcBhfeatoPzDMpD5r5FwfZbAH5k7tv7Py+8CTPjHsw9V2DmvmUF+iWVzX4aAn8CIZC5kPMiMvB3udqpKIpysKlA+gi1e+veqG2kADJ2ZB6exuSr16I2T37zEElVE9FtGs07Nya5aiIzf5pPbmYeeVle7C4bby8YxrDJT3HPyFsQmrW9hjQlK+f8R15WXpmvt2+rrehj1qi2ETZ4/9HR3Ni0P/d0eZTlf68ErKRn/bs8yt/j5rJyzn+MHTaOV29/p8RrzPt1cdR1At4g8yaqQFpRFEWJwYgxVdrcc1iaso+wN0UkvwoiGdDB3s7Kqh2YCjIbZA7ggNSf0VI+hsTHKNj6SkJokTVdvaxkIMZB65iUIczsFzF3n4G593JkcLF13NiD3HupNUIfXgK575b4AAKA4PRInRY/MvBX2duoKIpyCKhA+gjV5ZwOuDwFT40dLjsnntXuMLbIctK5Hfl254f8GhzL638/z+Kp/0QlOjMNyZJp/wAwdcyMyAi2ETbYtnYn7zz0WZmvdcGdZ+H0OCKvnR4HF9x5NgCj7v+YH9+cyLa1O1k9fy2Pnv0cG//dwpwJCwn6Q5FtuALeIFNG/4VhxH7ynZgSH/Xa5rCRXD25zG1UFEVRjiOO0wB3oQNOa/r0YSZcvdGqz0Wr8S8iZQyE5hHZegsAiQjNsf7o+5mC5GNhMNYjc4aX/WKea4HCu2+4wH2NdZXsIeAdA8YmCC1Fpt+IDK/PD+pDFExB94HvO2SsDKWQ/1CgMEelJWtTFEWpLCqQPkL1vLIbVz16MXanHd2m0blPB+5+7abD3axiCge6ALpNw51gfcnYuWl3sfJTRv9FXra32PFYTr3sZB58704atqlHg9Z1ufet2+h1tbVn9O+j/yLgLfiSEA6EmPXjvMgIeFFCxD5+71u34fI4sTvtOD1OUmomqzXSirI/EjDl0fGjKJVIuC/Mz5btAHRw9kIkPnq4mxVFCGGtK446qIHIf3Ac3lH8JN+3SLNsM8Y093mQOAT0pmBrBonPo7mth9z4fyZ62ncYAn8AomAQvKBRJd9D4hCsBxYO6796NYTnmjK1T1GOW6pvPuRUsrEjlBCCvk9cznWDLkNKiaYdmc88bh9+PW/d/zEBbxC7y05qrRR6XtkVgMbtG7B97c6o8pqusX7pxjInDDv92lM5/driT/ttjuhfXc2mYXfaOem8jrg8zsiotNPj5Mzre5T4+bU59QTeXjiMuRMX4Ypz0fPKrsQllrCXpqIoinJcE0IgEu5Dxt8LSIQ4Mvtm4gdCzotYQa0TtJrgyg927c0huLXICRqE14CjbDPfNM8l4Lkkxjt2ovfP1gAHuE6HnOFY07VNwA2ey0t8yC2cJ0Ha9xCYYU1Td52L0OLK1DZFUZRDRQXSRzghRIkdzZHg3FvPoHaTmiyYvITkqkn0ufV03HHWlK9bX+zL3z/MjUpQJgQkFJlOfSBuHHwl7w0cTcAbQLfpeBI9nH7dqSSmJPD2wmF8OOhLdm/aQ+c+HbjioQtKratOs1rUaVarwm1SFEVRjg9Wv3zk9s1a3LVIWwNkcDZCSwP35QiRPx074WHYO5XovaUFaIkVv3B8f8h5BSuAt1mj4O7zEFoKpI1D5rwCxg5w9UJ4biq1KmFrDLbGFW+ToijKQaICaaXC2p3WinantYq8zsv2WpmwQwbn9DudqWNmEAyEcLjsnHJxF+qdUKfC17zw7nNIq53K9B/mkJyWwGUPXkCVakkApNVO5ZFP+lf4GoqilOLYmZmlKMck4eyGcHaLvJZmDgSmIjCQrkvAPxFrHbUT3OcgbA1LrKustLibkHotpH8yaGmIuH5WEA0IvSYiuRxrsRVFKT/VNx9SKpBWKlXm7izu6jiQ3Kw8kNYWWbe/fAO5GXnUaVaT7peeFBlh9+X6+OiJr1i3ZANNOzbipmevjkqwtj/dLupMt4uKbvtRcaFgiJF3f8CfX8/E4bJz8/PXcN5tZ1b6dRRFURTlULCyZl8MZi7WN20bJDyKkFlgawTOgj5OmrnWyHF4NdjbIBLuKxjNLgPhOgvhOqvy70EGkdlPgv83wAkJA9A8l1X6dRRFUcpKBdJKpfri2e/I2JWFEbKyZAsh+HvcXF789YmocoZh8NBpT7Phny2EAiFWzvmPFbNW8dqM5w77evB3H/6MqV/OIOAL4sv18/YDn1Ctbhqdz+lwWNulKIqiKAdC5r4BZjoFW3dpEPgDkfJ+dDkZRqZfA+H1QBBCS5ChxZAy5rAvM5PZz4JvIta08TzIHoLUayCcpxzWdimKcvw6QrNkKOWxbe0O/pm5itzMsu/RfLDs2rInEkQDSClZOWc17zz8Kek7MiLH1y/bxJbV2yNbZwX9IdYttY4dbjPHzSPgK8gIHvAGmfnTvMPYIkVRFOVoI8MbkcGF1pTqw83YRvT+1yaEFmFmv4Q09hYcDv8LxmYKts4KQOgfazurwy3wB9EZwf3IwNTD1RpFUZTDE0gLIQYLIbYKIRbn/5xbQrlzhBCrhBBrhBBH1v4SR4h3HvyE29o8yOPnvsB1De5ixaxVh7U9nc9uX2x6dl6Wj3EjJ3JH+wFk783/QhFjDYcQIE2z+BtFmKbJyrn/sXDK0oPy8CC+SnRmUJtdJymtEpKwKMoxRMij40cpO9U3Vx4z+xnknvORGbchd5+GDC45vA1y9iR6/2tAZoP3U+TeC5FmVv4xk9hJ1Pb/l0lKExlcggzMRJrZFW1xcSKhyAE7iCqVfx1FOYod7j73eOubD+eI9KtSyvb5P78UfVMIoQOjgD5AS+AaIUTLQ93II9mSaf8w4f0pBP0hvNlevNk+Bl96eBN5nHf7mZx3x5noNj3quBE28OZ4mTZ2JgAN29SjRsNq2J3W6gK7007dFrWp26J25JxFfyzjh5G/MO/XRUgpI/UMOm8oA3oP4ZnLR3BD4/5s+Gdz1LWC/mCk/IG45/V+OD0OdJuGw2UnISWBi/+n9pZWFOW4oPrmCpKBmeD7DgiAzAGZg8w8vAkwheda8FxO8RV9YTBz8hOPAfaWoNXA2sYKwAH2ZqDXi5whA38j8z5DBmZE+lopQ8iMm5EZNyIz/4fcfQYyvDbqSlIGKtQ3i8QnARegY23pVQURd+0B16coilJRR/Ia6S7AGinlOgAhxFfARcCKw9qqI8iW1duKdUqZu7IIh8LY7JX7vzY7PYcvnvuOHRt20bF3Gy646+yYa5mFENw54kZuH349FyZeT8BbMEXaNGRkKrdu03n1r2d475HRrFuykaYdG3Lri30jdX40aAw/jPwFI2yi2zTO6NuD+96+nd8+ncay6f8S8AbyrwdD+77Ou4teZtem3Tx+7gtsXrkVu8vOgx/cxelXdy+4vmliGuZ+P5t2p7XijdlDmTN+AQ63gzP69iAxteiTcEVRlOOS6pv3x1ifP7JbiLkLKc1K33damhnI3LfA2AqO7gjPNTHXMguhIRKfRCYMQu5sS8HUbQATZDC/nB1Sv0LmDIPQvmRjD0XabWa/BL4xIA0QOrgvQyQ+ZT04CC6iYOq1QGYOQKR9jwxvQWbcCsYGwIlMehHNXfBwWkoTMKxrl0I4T4HUryEwzdpb2n0hQks+sA9OURSlEhzOQLq/EOIGYD7wkJQyo8j7tYHCQ41bgJMOVeOOBvVb1aXoFKzUWimVHkT78vzc0/lR9mxNJxwMs+C3paxfvpn73769xHM0TaPX1d3548sZBPPXG9vsOiedf2KkTFxSHA+8c0exc9N3ZPDtK+MjQXcoAL9+PJXV89eSviMzEkQDSAk7N+wGYND5Q9m8ciumKQl4g7xyy9s0bFWXBq3r8fGTX/L18J+QpqTzOe15YuyDpWYIb9i6Hg1b1yvxfUU57lVgZEk5oqm+uaJsTSk24U+rdRCC6FzknkvA3AWEIfA30libP3IbmxAa0nUu+H8lEvQKGzhPKyijJSGSni9+PWMHeD8nEoRLwDsWM7gYjN1Er1+WYGyx/hQJok3AB1mPIO1NQW+MzBkO3k8AE+k8HZH8SqkZwoW9BdhblP7BKMrxTPXNh9RBC6SFEFOAGjHeGgS8DTyL9c/ws8AIoF/RKmKcW+JvhxDiduB2gHr1jo8AqPUpLbji4QsZ+9I47A4bul3n2Z8qf7nagt+WkLUnm3DQSlQS8AaY+MHv3PP6zdgdJT9Bvu/t24ivEsfMH+eRlJrA3a/fTJ2mNaPK+L0BZo+fz5qFG6jfsjY7N+5m3qQlmEXWSoeDYVYvWFfsGpqu0ahdfULBEBtXbEGahX5FhODfOWtYt3QTP7z+SyQJ2qLfl/HW/R/z4Ht3HuhHoiiKclRSffPBJxxdkHE3Qt5HIByADVHl7cq/UOAvkJkUJBHzgXcMMuExhCj5651Ieg6pJVkju1oVROKTCFv0/xtpepGBP6zkY3pTKwFZYDpWMFxYCMLLY1xFB/sJSOkrFETva4AGwaVIloD3i4L2B6Yjs4cikoaU/TNQFEU5jA5aIC2lPKMs5YQQ7wPjY7y1Bahb6HUdYFsp13sPeA+gU6dOx83jmBsHX8kFd55J5q5sajWpUa59mMuqcBbuwkyj9MRgNruNO4bfwB3Db4j5fsbOTO7qOJC92wsNeAjKtJm8EOBwO0itlcLjX9yHzW7D5XHiyy14Iq5pgtSayUz7Zhb+vIJR7KA/xKIpy/Z/EUVRlGOM6psPDS3hQaSnr7XllK1BufZhLrtwjP5SUjzYjSaEA5E4COvZSXHS2JW/5/SewmdRps4ZAThBr4lIGo61ptlB9Gg1oFfNX0fuK3QwAMGZZbiGoijKkeFwZe0uPCx5CRDrceY8oKkQoqEQwgFcDfx0KNp3tEmpUYVGbesflCAaoEPvNtgcNoRmDUQ4XHY6n9Mep7vk64VDYT4aNIY7Owxg0PlD2bK6+Pesdx76NDqIhqh+WggBwrpeUTUaVqPH5V25bdj1pNVORQjBgI/vwel24Ipz4op30ebUE+jcpwPV6qZic9gK1QsptVSmT0WpiMOd8fN4ywx6KKi+uXIJvRrC3uIgBdGA4xRrWnbkq5wLnKdj/W+JTcogZvZwzD0XYabfjgxvLF4m+7kiQTREB9H7JiXE+A6g1QNXH4gfaN2/EJA01Gqb8Fg/jm7g6A56LQqSmuXXq1Xb310rilKKw93nHm998+FaIz1MCNEe61/mDcAdAEKIWsAHUspzpZRhIUR/YBJWisaPpJT/HKb2HtcSUxN4c/ZQ3uj/Abs276V9r1bcPuz6Us955bZ3+OubWQR8QdYt28g/f6/ko39fI6VGQQC7ZVWJgxgAuOOdDPikP4mpCTze5/movZ23r9vF9nW7mPzZn5x5Y08GftyfUy87mXot6/Dv7P9IqZFMp7PboWkaVzx0IVO//JvMXVlIKdF0jfveuq1iH4qiKMqxR/XNRxGhp0Lqt8jsZ8DYDs5uiISBpZ4jsx4F/xSsEeJVyL0LIW2SVdc+xob9XNgDSdZaZplxB1GjzeZG8G8E/w+YgSvQkp9Hc5+HtDWD0FJrJNpxqhVgx92O9E8Ec98DdR2ROLjcn4OiKMrhclgCaSllzChMSrkNOLfQ61+AYttvKOUnpeSXD6Yw7auZJKTEc+MzV1H/hDplPr9W4xoMnfhEmcqapskfY6ZjhK3pZdKUhEMGcyYspM8tvSPlWnZrzprFG2JOEdd0DafHSYfTWxOXFMcLEwfx7Ss/s3nltmKj21M++4sbnr6SGg2qUf+EOsXuKz45jneXvMyc8QsI+kN0PLMtabVSynzviqIoxwPVNx96Ukqk90tr+ymtCiLhfoStUZnPF7YGiJSPyngtI3+bq33LtUyQYQj+Be5LCgra20N4NbGniOsg4hCOzggtHqq8h/R+DKH1YG6ILur/Fmn0R+g1EfamYG8a3XYtGVLHQ2AqEALHKQhdjUgrinL0OJK3v1Iq0Vcv/sAXz39PwBtACMGC35bw7pKXqdGg8jstIUSxpIFCWMFxYbcMvY61izew/O+VkSRhTTs1QhqSGg2rcderNxGXFAdA2x4tadujJUP7vl4skJZSkrkrq9R7cce5OO2qUyrh7hRFURSlcsi8NyH3A6y1wgIZnAFp4xF6rYN1xRjH9KhXIuFRZHg1hBYVlLe1BgzQ6yMSH7eCaEA4T0Y4T8bM6A+BDcWvZaaDXpOSCC0O3Ocf6M0oiqIcViqQPk589+qEyLZRUkoCvgBTv/ybax67ZD9nlt+M7+dQdBtL3a7zw+sTePX2d6lSPYlHR99Lu56tGDFtCBk7MzHCBik1q6DrVoce9Ad5b+DnLJn6D9XqpdH/jVuo2ag6Hc9oxx9jZkTXbdOoV47RdUVRKkhStrxDiqKULu9TChJuSZB+8P8CcbdW+qWk/1eKJV0XDmTu+9aUby3N2n7K0QlSvgRzNxIDoVWPbN0lpR+Z/SIyOBf0OojEpxC2OuDsDoHfilzRBnrDSr8PRVFKoPrmQ+6wJBtTDj1TFpmiJUEWPVZJPn16bGRad+Rypsn65ZsxwgZ7tqbzxPlD2b1lL0IIUmpUoWqdtEgQDfDMFSOY+MEfbPhnM/MnLab/SY+SvTeHs27sSc8rukbK6Tad58Y/hifBfVDuRVEURVEOmkO552vuSAqmde+7fgiM/4AwmDuQGbcijV0IIRB6NTS9ZtT+1zLjbivbtrEGgn8h916ONLMQ7qvAWTghvA2qfIjQPIfizhRFUQ4LNSJ9HNi1eQ/SiO6s7S77QZvqHI6xXZYvNxC1x7Oma6yc8x9V66QWK+v3Bpj36+LI2mnTlISCYRb9sZyeV3TlibEPcu/bOXhzfFSrm4amafnlTIywUere1oqiKIpyJJDG1hi7SjnAec5BumAoxkEf0WuhNQgtA713sZLSzIXgLKLWWBOA4FyE60xElbeQZgbS9FrroiOj2CYQLjWbuKIoytFIBdLHgaF9X8ebU7BXo6ZrXP/UFdRqXOOgXO/8O8/k06fGRvZudrodhINhjELfFkxTkpiaEPP8omup99FtBccTUxJITElg29odLP1zBYunLWfa2JlIw6TNqScw+IeBxCfHVeJdKYqyjwDEoRxJU5RjkMx8AGReoSMaJDxgTZU+GDzXQO6bFEwldwFFg2sTtOTY5ws99vFCXyWFVgWhVUGGNyCD85HBWfkJzkykowsi+a3I+mpFUSqX6psPPRVIHwfWL9sUlRnbNEyy9+YctOtddv/56LrOL+9PweF2cPNz17Bh+SY+eWosRjiMzW6n7akn0KbHCTHPdzjt9LnldKaMnk7AG8DmsJGUlsiJZ7WLKrd46nKeuOBFTNMk5C/4MrBi1mpe7jeKwd+Xvg2IoiiKohw24f+IHg02wcw8aJcTcbcihQ7e70BzI+IfRIaWQ94oK3u3sIPjZLB3jH2+cCPdF4FvIlYwbgctFZxdo8rJwN/IjLus+6Fg20qCC5BZgxBVXj9Yt6goinJIqUD6OFCzYXXWLl4fWYrl9Dip0+xgZQS1snZfcu+5XHJvZLcUOp3VjmadGrNq3lqq1U2l+2UnRaZkx3LvW7dRv1VdFv++nBqNqnHdE5fhjnNFlRneb1QkgVphoWCYZdP/rbwbUhRFUZTKptfJ32Zq3wiSG2Grf9AuJ4RAxPWDuH4Fx5zdkPZ2EF4Oei1wnm3t8VxSHYnPI20tIDgH9LqI+HsQIrpvllmPErW3dEQIQnMr6W4URVEOPxVIHwceHX0vD/Z4CiNsYIQN2p3WijNv7HnIrr9u6UZG3PoWuzbtpdUpzTnng7uiEovFomkal/zvXC7537kllsneU/KoenK1pANur6IoiqIcbCJpBDK9LxAGDHCcAq4LD9n1ZWgFMutxMHeB/URE0hVRicViEUJHxN0EcTeVXKi0UXUt7UCaqiiKckRSgfRxoP4Jdfhs7ZusWbSeuEQPjds3KPWJc2XK2JXFgz2fIi/LC8CcCQsZdN4LjJz5QoXrbtWtOUum/ROV3MzusqPbdB768O4K168oSikOTtJ/RTluCHszqPo7hFaAlgC2Ew5Z3yyNXVYQL3OtA4E/kBl3IFK/rHjl9vYQWoD1gGAfJwgdkfR8xetXFKVkqm8+pFQgfZyIS/TQrmerQ37d5dP/jcrWHQ6GWb1gHXlZecQlVSwZ2ONj7uepi17i39mr0e06Z/TtQevuJ9DutFZUr1+1ok1XFEVRlINKaAngPOnQXzg4t8jWWyEILbYybldwyypR5XVkxh1W9m9s4L4E4egAjpMR+sFbVqYoinKoqUBaOahccU5k0d3hJdidFd+iKjE1gddmPEcoGMJmt0U9yd+zdS/rl20irU4qDVvXq/C1FEVRFOWYITwxtt7CSjhW0aq1FETqN0gZBOxRfbM0dljrwrWaCHvTCl9LURTlcFKBtFIiKSXZe3OIT45Dt5W+prkkHXq3oXbTmmxasYWgP4QrzsmFd52Nw1V5+0kW3Td69vgFPHf1K9jsNsKhMBfedTa3D7+h0q6nKIraYkNRDhcpJcgMEIkIcYBf45zd85OdbQACINzguRFRCYH0PkX3jTZ9kyHrYRA2kCGk5wa0xIcr7XqKoqi++VBTgbQS08YVm3nkrGfJ3puDEIKHPrqb06/uXu56bHYbr01/lp/e/o2d63fSuvsJ9LyyW7FyRthg8ud/sX3dTpqd2IhuF3U+oLVihmHw/DWvEvAGCeRvu/HT27/R88puNO/cpNz1KYqiKMqRQoZWITP6gZkFaMikl9DcfcpdjxAOSP0amTcGjC0I50ngPLv49WQYfOOQxhaEvQ3C1fvA2i1DVhCNr2AU3PsZ0n0uwt7ygOpUFEU53FQgrRQjpeSRs59j77aMyLFXbnmbZh0bHdC2WU63kysevKDE903T5Inzh7L875X48wK44pycf+dZ3HEAo8i5GXkYYSPqmK5rbF+3UwXSiqIoylFLShOZcTOYewoOZj2CtLdC2Mq/hEkINyL+lv1c7xYILQbpQ+JGeq4/sFFkM5NiWZCEDYzNoAJpRVGOUqXvc6Acl3IycsnanR11TLNp/Ldw/UG53so5/7H871X486w9of15Aca9MZGcjNxy15WQEo8nMTpRihE2aNhGrZNWlEojj6IfRTlWmOlgRvfNCBuE/z041wstgNASkL78Az7wfoQ0y983o6VY08cLk2GwNatwMxVFyXe4+9vjsG9WgbRSTFySB02P/tWQpqRq3dSDcr28bF+x6+m6hi/HV8IZJdM0jRd+eZzE1HhccU7sThv3jOxH/ZZ1K6u5iqIoinLoaUlYGcIKM0CrcXCuZ+ZS/GuiDtJb7qqE0BEpH4BIyg+oHZD4NMLWsDJaqiiKclioqd1KMbquM/DjexjebxS6rmOaJqdddQqtujU/KNdr3rkxolBfrekaqbVTSKtzYIF7sxMb89XW99izNZ3kqom44937P0lRFEVRjmBC2JFJL0DWIBA6SBNcFyEc7Q7OBYvVq4NeG7QD215S2NtCtb/B2AFaKkKr2BaYiqIoh5sKpJWYel7ZjcYdGrJ20XrS6qTSsmuzcif/WjF7NX9+PRN3nIvz7jiTqiUExokpCYyYOoShfUeya9MeGrerz6Av70fTDnzChN1hp2bD6gd8vqIoiqIcaTT3BUh7awitAL2WtT9zOcngQqT/VxAehOcahB67rxRaCqSMRmY+BOZOsJ2ASH71gBKBRuoUDjiA9dyKoihHIhVIK8XM+3URo5/9lnAozEX9+xzQSPTciYt45vKXCfiCaLrGj6N+5d3Fw6lWL/aT7MbtGvDBslcq2nRFUQ4JCWqLDUU5pKR/KjLvbZAGeG5EO5Ag2v8HMvN+wA/oSO8XkPYzQo89PVzYWyKqTqxQuxVFOVRU33yoqTXSSpTFU5cz5LKXWTFrNavnr2Pk3e8z6dOpUWUCvgB/fjOL3z6dxu4te2PW8/7Azwn4rO2nTMPEm+Nj3JuqM1YURVGU8pKBv5GZ91kZtMPLIPsJTO/P0WWkD+mfiPR9jzR2xK4n5yWsIBrAAJmL9I45qG1XFEU5VqkRaSXK+HcnRwJggIA3yA+v/8LZN/YCwJfr454uj7Fny16klAgheHnqYJqd2Diqnn0ZuPcxDRNvdvmThymKoijK8U56v6AgAMb6s/dT8FhbS0ozF7n3UjB3YaXE1SDli+J7NMui/bABZt7Ba7iiKMoxTI1IK1F0W/FfCZu94HnLuDd/Zcf6Xfhy/fjzAvhy/bx6+zvFzjn9uu44Pc7Ia6fbwWlXnXJwGq0oyiEn5NHxoyjHhhjjHkKP/FHmfQLGViujtvSBzENmPVn8HNcFQOEEnC6E+5zKbqyiKIfJ4e5zj7e+WY1IK1Eue+B8/h43j4DXGlF2ehxc98Rlkfd3b9lLKBCKOid9R1axem4YfCWmYTL5s79wuu30e+E62vdqXWntXDF7NWsWrqd6g6p06dOhQslPFEVRFOVIJuJuQQamUTAq7ULE311QwNwORPfNmLuL15PwIBIJ/p9BuBAJAxCOzpXWThlcaO1rrdcBRw/VNyuKckxTgbQSpdmJjRkxbQjfvvIz4WCY8+84kxPPLNgCo8Ppbfjtk2mRQNvutNPutFbF6tF1nVteuI5bXriuUtsnpWTYTW/yx5gZIKzrd7uwM4+Nvld12IqiKMoxSTjaQcrnSO/HIMMIz3UIZ9dC73dD+scXmrrtBMfJxesROiJxICQOrNT2SSmt7N6BiVh7XdvBdTYkvaT6ZkVRjlkqkFaKad6pMYPG3B/zvVMvPYkNyzcx5vnvMA2TNqeewP3v3H7I2jbq/o+Z8vlfkdeBcICZP85l5dw1nHBS00PWDkVRFEU5lISjHcLxWuw3XedC+D/Iew8wwdEFkfj0IWubzH4aAuMLHQmD/1eIuwHslTcbTVEU5UiiAmml3K5/6gque+IyjLCB3WGvtHp/GPkLY4eNQ0q4uP85XP3oJVFPsv3eAOPfnhTjTEHmruLTyxVFOYjUFhuKcsQQQiAS7kfG3wsYCFE5fbOUEun9CPI+BiR4bkbE3RLVN0szF3zfxGoVmLF39lAU5SBRffMhpQJp5YBomobmKFuuOtM00bTSy04Z/ScfPj4mMmX8i+e+Y9mMf9m8chuuOBe3vdSXFic1QWgaYEbXbxg0PbHRAd2HoiiKohwrhNAoax5ZKc388qWU8X0HOSOB/CnjuSORwdlIYx2IOETCI2BrAeiAUeRsE2xFsoYriqIcQ1TWboXsvTlM/242cyYsIOgP7v+EMlq7ZAN9G93NOfaruabuHayat6bEslNGT48E0QABX5D5k5awY/0uNizfxDOXv8zmVdto1K4+ur0gUykCHh9zP2m1Uiqt3YqiKIpyuEkzHemfhPRPRcrK65tlaAXmrtOQO0/A3NUTGVpecmHfj0SCaAD8EJwBxhYIr0Jm3I00toGtMdFjMwKSX0PoVSut3YqiKEcaNSJ9nNuyehv3dhuEETKQSNJqp/LG7BeIS/RUqF6/N8CAM4aQszcXgD1b07nvlCfoemEnrnviMpq0bxhVPj7JgxDRM1KkWfAi4Avy1zezGDpxECNueZt/Z6+map1UHv74Hhq2rlehtiqKUk4ShLn/YoqiHBgZXoPcezWRUV69FqR8jdDiKlavmYdMvwFktnXA3I7ceyXSeQYi/m6EvUX0CVoCVvKwwtNFC//l90NgEiLlY2TmYxBeBlotRPKLCFuTCrVVUZRyUn3zIacC6ePca3e+R25GHjI/gt2xfiffvPwTNz1zdYXq3frfdoxg9DQvI2ww4/s5zJ+0mNf/fp5GbetH3rv+6SuYO3ERAW8AKbG25yjUb2u6hjvORWJKAkN+qNxso4qiKIpyJJFZT4LMIdIRhjcivZ8g4u+pWMXGeoouj4IwBH5FBv+ElG8R9oLEnSL+PmRwJsh9225JooNqG+BBaCmIlHcr1jZFUZSjjJrafZzbtWlPJIgGCAXCbF+3s8L1JlVNJBQMx3zPnxdg3JsTo47Vb1mXtxcO45rHL+Waxy7hjpdvwOlxAFYQ7Ulwc+7tZ1S4XYqiKIpyxDO2ER2wBsHYXPF6tRSQodjvSR/S+0XUIWFvjkj9AeLuhLg7IH4g4Mp/V7fWSXsur3i7FEVRjkJqRPo417ZnS/ZsTScUsDpWp8cZc1/o8kqrlcLlD57PDyN/we8NRH8fAMxw0aQkULtJzaiR8MbtGjBt7N94Ej1c8r8+VKubVuF2KYpSSVRmUEU5eBydre2j2Lc22o1wnFThaoVeC+m5HrxfEL32eZ/ifbOwNUQk3B95Le0tkP6JIBIQcTci9OoVbpeiKJVE9c2HlAqkj3P3vH4zOzfsZtn0f5FScvZNp9Hnlt7Fyi2eupwxz39HKBjmonvO4bSrTolZX15WHu89Mppb92uqAAAfBElEQVS1izbQuEMDBn11P7+Pns7f4+YVBOtuB31u3f/ocofT29Dh9DYVu0FFURRFOcqIxMFIYweEFmJtO3UluC4uVk4GZiJz3wHC4LkBzX1OzPqkmY3MeQlCq8DeCpJfBd84CPxBQbDuQrj3P7osnKcgnLG/AyiKohxPVCB9nHPHuxn++9N4c3zY7DoOl6NYmeV/r+SJ84cS8Fmd7er5azHCJr2vOzWqnGEYPHja02xeuY1QIMS6pRtZOec/Rs17kd8+mcaEdydjd9m5YfBVtOrW/JDcn6IoiqIcbYQWj0gdbe3RLOwI4SxWRgbnIjPuBPLXL2ctw8REc58bXU6GkOnXQHgDEPp/e3ceZ1dd33/89Zl9spGEfQdrFHBjR0UUVyCtpUBFkBZKsUh/UtBWK4pVLC5UxFoXShGhVKFoS1GqSMRKVX5UylIVEZAIFEICIZBlskwmM/fTP+5NnBlmkjlh5p65c1/Px+M+cu9Z7n3PmUk++cz3e86B/gdgw70w919g3Teqj+giZryH6HjFhH9tkjRV2EgLgGkzu0ddd+OlCzY10QB9vRu4/P1XP6eRfuyXi1i88MlNI88b1m9g8cInefz+J5j/zjcxfwyj0JIkqSpaZoy6Ltd8lU1NNADrYdWnYFgjTf+vYOAJYOO50X3Q/2ui8ggx/WSYfvI4p5ak5uDFxjQGzz3fYvnSVTx416+HLowYeffRlktqXNkgD2mqyhFqay4lN/xy2MLRarC1WZpyyq65TVabbaS1RUePcM50e0cbjz/wxJBle+y7K3vutxvtXe0AdHS1s+d+u7HHvrvWJackSU1j2gkjLOyA/keGLmp7EbTuVV0HQCe07wOte09sPkma4pzarS064PUvZdqsbtau+s0VPqMlntMgt7a2cvEPLuDqj3ydh+55mHkHvoDT/vrttLa21juyJElTWnQeQcY0yLWDl0LbC4ZuF20w9xpy9edgw/3Q/hJi5nuIcCxFkp4PG2ltUUTwyZvO50PzPwHAhr5+3vGh43nRQb/1nG27p3dx1iWn1TuipDoLb7EhlSqiBeZ8mVx+JhDV+0PP+DOifd/nbtsynZh1fv1DSqora3N92UhrTF7y6hdz7WOX8cRDS5i702y223XbsiNJktTUouMQ2P7HMPAotGzvPZ0lqY5spDVm02dNG3EUWpIklSNaZkDLS8uOIUlNxxNkJEmSJEkqwBFpjZs1q9Zyy9U/pGfFag45an/2OXRe2ZEkTRTPw5IaQlZ6YN0NZKWH6Hot0f6ysiNJmijW5rqykda4WLNqLWcd8H6eXbKc/r5+vn7RNznva+fwmuMOKzuaJElNKSs95LK3QuUZYAO55h9g9t8SXc+9raUkqRindmtc3HL1D3l2yXL6ejdQqSTr1/Vx8R99iS+ecyV3fOfusuNJktR81v0rVJYB64EK0Euu/Esqqy4k1/+w5HCS1NhspDUuelaspr+vf8iytT3r+NYXv8uFb/9brv/ct0tKJmncJdX/kzfCQ2piWVkJbBi2sAfWfpVc/mdU1nytlFySJoC1ue5spDUuDjlqf9o720dct37teq768HV1TiRJUnOLztcCnaOs7YXVl9QzjiRNKTbSGhf7HDqPD3z1HObuPIf2znaiJYas7+/bQHoBBEmS6iY6DoRtLoKW7YEOYGhtJvvKiCVJU4IXG9O4OeL4wzji+MN4YuESzjrg/fSuWQ9AR1c7B73lFUTEFt5BUiMIkvAXY1JDaOmeD93zyf6HyWXHAetqazqh88gSk0kaT9bm+nNEWuNu1xfuzKdu/jB7vWR35uy4DUf8/iv54DXnlh1LkqSmFW0vIOZeAa2/BS3bQdd8Yvany44lSQ3LEWlNiJcevg9fvvezZceQJEk10XEIsf13y44hSVOCI9KSJEmSJBXgiLQ265FfPMYlZ/w9Tz++jH1f9SL+4oo/ZeacGWXHklQ2z8OSSpMb7idXng+Vp6D9QGKbTxAts8qOJals1ua6ckRao1rx9Eree8Rf8au7FvLskyu44zv38KH5n5zwz122+Fnuu/1Blj+1YsI/S5KkRpIDT5PPngL9v4DK07D+B+Tyd9Xhc58k++4hB56Z8M+SpEbgiLRGde+PHyAruemXW/19/Sy852FWr1jDjNnTJ+Qzb7ri+3zp3Ktoa29jYEM/77vq/3HkiYdPyGdJktRw+v4bGDzqtAE2/JSsrCFaJqY2V9ZcCz2fgmiH7Ce3+TQt3UdPyGdJUqNwRFqj6prWQTJ0ikgmtHdOzO9flj3xDF8650r61vWxdtVa1q/r4zOnX8rqFWsm5PMkPQ+ZjfGQppqYBozwsx3tE/JxOfBEtYlmPeRqoBdW/iVZWT0hnyfpeSi75jZZbbaR1qgOeOPL2HXeznR0VYtz17ROjjtnPp3dnRPyeUseXkp759D/CLS2tbL0sWUT8nmSJDWczsOhdXegVoujG6adQUTHxHxe/+Mw/L2jFSpPTsznSVKDcGq3RtXW3sbnfnwhN166gCWPLOVlr9mXI9/+6gn7vF1euBMb+vqHLBsYqLDjntsVep+BgQG+duH1/Od1tzF9m2mcefGpvPy1+41nVEmSShHRAdt+g1xzDQwsIjoOha5jJu4D2/aC3DBsYQVadi70NpkD5Oq/g96boWUWMfODRMdB4xZTkurNRlqb1dndydv+4nfr8lnb7jyHP//yWXz2Ty6jrb2Vgf4KH7r2XKZvU+ycr6988FpuvHQB69euB+BD8z/J52//BC94+Z4TEVtqPglUyg4hNa+IbmLGO+vzWa07kbMugFUfrU0fH4Bt/q7w+djZcxGs/TrQCwOQz54O215PtM+biNhS87E2152NtCaVN77jCA45en+WPraMnfbaYbMXNatUKnz1Y//Cgqtupb2rndMvPIkj33443/vHWzc10QB96/r40fX/ZSMtSdJWaJl2PNn1ehhYAq27Ey0zR91208jzuhsguoiZ7yO6jqq+pnfQln1k7y020pIalo20Jp1Zc2cya+7oRXqjaz5+Pf9yyb9vapo/c8alzNp2Jq3tQ3+sW1pb6OicmIuwSJLUDKJlDrTM2eJ2ufoLsOZqYF319Yr3w5zZtSt+D96ylWiZoPO6JakOvNiYtsqih5bwi///wLhcUXvNyjX85Nt3c+eCn9LX2zfm/b7/1R8OGXlev7aPW//5Nk772Il0TqsW55bWFrpndvGW04583jklSZrMsv8Rsu9ustLz/N+rsors/QG5/jYyx16bWfctNjbRVb1k700w/Wygq7astXr18a5jn3dOSSqLI9Iq7IvnfIWbv/ID2jqqPz4XLfgw+xy6dVOznvrfpzn7sA/S19tHZrLdLnP5wh2fYvqsaVvct2t615DXLS1B98xu5r/zTczZcTY//MbtzJgznRPf97tst+u2W5VP0shiCt2+Qmp0mUmu+mhtOnU7EDD3H4n2l23d+/U/Rj7zNmADkNULi237DaJlxpZ3ju5hC1ogptMy/RSydQey92aI2cSMPyFat9+qfJJGZm2uL0ekVcg9/3EvC666lfXr+lizci1rVq7lguMu3ur3+/y7r2DVMz2sXbWOdT29PPnoUq75+PVj2vedf/MHw0aeuznu3PkAvOqtB3PeV8/h7M+fwQ57WKglSVNY349rI8G1ez1nD7n87K1+u1x1AeTK2nutgYHHyDVfHtO+MfP9DB15nkFM/4Pquq430zL7Elq2+SuidaetzidJk4Ej0irkiV8tplIZeknAZ59cwcDAAK2trYXf78lHnqIy8Jv327C+nyceWjKmfQ85an8u/o8LuPW62+ia1slvn/lmdtzTplmS1GT6HwUGhi6rPElmEhHF32/gcYZe/rev9hlbFl2vh7lXk+u+Ay3TiGknE63FbpUlSY3ARlqF7PmS3YkYOpFh+z2226omGuClr9mXJQ8vZcP66j0qO6d1Frrn876HzWPfw7zip1R3Th+TJo+2ecCwOty6+9Y10QDtB1Wv0M3Gc6O7oeOQMe8eHQcQHQds3WdL2nrW5rpyareG+OV/PcgXz7mSK877Gk8+uvQ561/+2v044b2/TXtnO90zu5m17Qwu/NYHtvrzzvrsaez3qhfR1tFGa3srrzn+MH7vnGOez5cgSdKUkn13UVn5MSo9nyEHFj9nfXS+Cqb9IdABMR1iDjH70q3+vJj1YWh/OdAOtEH3fGLaO7b6/SRpKnJEWpvcefP/8LETPsP6dX20tAT/ftn3uOx/LmbnvXccst3pF57Mse8+mpVPr2KXF+5EZ3fnVn9m9/QuPvODC1j1bA+tba1jusiYJEnNIntvJVecS/UezC3k2utguxuJ1l2GbNcy633k9FOhsgLa9iRi62tztMyAuddUz5OmbWwXGZOkJuOItDb58ge+xvp11WlclUrSu7qXGz5/04jbzt1pDnu/bM/n1UQPNmvuTJtoSaWIiKMj4sGIWBgR542w/pSI+HntcXtEvGLQukcj4t6I+GlE3FXf5GoG2fNpqk00QAVyNbnmayNuG607EO0vel5N9Kb3iiBaZttESypFI9RmR6S1yeB7MkO1mV7X0zvK1pKaV06Z87AiohX4EvBmYBFwZ0TcmJm/HLTZI8DrMnN5RBwDXA4cNmj96zNzWd1Cq7nkumELKtUraUvSENZm6lybHZHWJm8+9XV0TvvNb7E7uzt4wzteU2IiSZpwhwILM/PhzOwDrgOOHbxBZt6emctrL38C7FbnjGpm3ccBg+/N3EV0/05ZaSSpHhqiNjsirU3ecf4JVCrJgqtupaOrndM/fjIHvOFlZceSpIm0K/D4oNeLGPob7eHOAL476HUC34uIBP4hMy8f/4hqZjHjbJIKrPsmRBcx8y+IAlfQlqQG1BC12UZam7S0tHDqR0/k1I+eWHYUSZNZ0kjTx7Ybdn7U5cMK6kj3Bxrxi4uI11Mt1oOn6hyemYsjYgfgloh4IDN/9LxTSzURrcTM98LM95YdRdJkZm2ue222kZYkTWXLMvPgzaxfBOw+6PVuwHPuLxQRLweuAI7JzGc2Ls/MxbU/l0bEDVSno9lIS5I0uilRmz1HWpLUzO4E5kXE3hHRAZwE3Dh4g4jYA/g34A8z81eDlk+PiJkbnwNvAX5Rt+SSJE1NDVGbHZGWJBVXKTvA+MjM/og4G1gAtAJXZuZ9EXFWbf1lwEeAbYFLIwKgv/ab9B2BG2rL2oBrM/PmEr4MSZKszXWuzTbSkqSmlpk3ATcNW3bZoOfvBN45wn4PA68YvlySJD0/jVCbndotTYDM5Nknl7N6hff6lCRpMshMcuBpstJTdhRJU4Aj0tI461m+mvOOupBH7n2crFR4yx8dyXsuexe1KSaSJKnOsrKcfPZ06P81MEB2v42YdYG1WdJWs5GWxtnn3vUPPPzzx+jv6wfgP665jX0OnccxZ7yx5GTS+InGucWGJJErz4f+h4AN1QW934SOA6D790pMJY0va3N9ObVbGmf33/HQpiYaYP3a9fzy9gdLTCRJUpPb8DM2NdEAuY7su6e0OJIan420NM522msHouU3U8U6utrZ9UU7l5hIkqQm17orMHgadye07lVSGElTgY20NM7+/Io/ZeacGUyb1U33jC72fMnuHHfO/LJjSeMrszEekgTENp+C2AZiBsQ0aH8xMf2UsmNJ46vsmttktdlzpKVxttu8nbn6oS9w3+0P0tndwUtfsw9t7f5VkySpLNH2W7D9LbDhf4Bu6DiICGuzpK3nvyDSBJgxezqHzT+w7BiSJKkmWraBziPLjiFpinBqtyRJkiRJBTgiLUkqJoHK1DnHSZKkhmdtrjtHpCVJkiRJKsBGWpIkSZKkApzaLUkqaGrdvkKSpMZnba43R6QlSZIkSSrARlqSJEmSpAKc2i1JKs7pY5IkTS7W5rpyRFqSJEmSpAJspCVJkiRJKsBGWpIkSZKkAjxHWpJUnOdhSZI0uVib68oRaUmSJEmSCrCRliRJkiSpAKd2S5KKSaDi9DFJkiYNa3PdOSItSZIkSVIBNtKSJEmSJBVgIy1JkiRJUgGeIy1JKighK2WHkCRJm1ib680RaUmSJEmSCrCRliRJkiSpAKd2S5KKS2+xIUnSpGJtritHpCVJkiRJKsBGWpIkSZKkApzaLUkqJoGK08ckSZo0rM1154i0JEmSJEkFlDIiHRFfB15cezkbWJGZ+4+w3aNADzAA9GfmwXWKKElSU7E2S5I0dqU00pn59o3PI+ISYOVmNn99Zi6b+FSSJDUva7MkSWNX6jnSERHAicAbyswhSSrIW2xMWdZmSWpQ1ua6Kvsc6SOApzLzoVHWJ/C9iLg7Is6sYy5JkpqVtVmSpC2YsBHpiPg+sNMIq87PzG/Vnp8M/PNm3ubwzFwcETsAt0TEA5n5o1E+70zgTIA99tjjeSSXJGlqsjZLkjQ+JqyRzsw3bW59RLQBxwMHbeY9Ftf+XBoRNwCHAiMW68y8HLgc4OCDD3ZegyRNJKePNSRrsyRNYdbmuipzavebgAcyc9FIKyNiekTM3PgceAvwizrmkySp2VibJUkagzIb6ZMYNnUsInaJiJtqL3cEbouInwH/DXwnM2+uc0ZJkpqJtVmSpDEo7ardmflHIyxbDMyvPX8YeEWdY0mS1LSszZIkjU2pt7+SJDWi9DwsSZImFWtzvZV9+ytJkiRJkhqKjbQkSZIkSQU4tVuSVEwClUrZKSRJ0kbW5rpzRFqSJEmSpAJspCVJkiRJKsCp3ZKk4rwyqCRJk4u1ua4ckZYkSZIkqQAbaUmSJEmSCrCRliRJkiSpAM+RliQV53lYkiRNLtbmunJEWpIkSZKkAmykJUmSJEkqwKndkqSCEipOH5MkafKwNtebI9KSJEmSJBVgIy1JkiRJUgE20pIkSZIkFeA50pKkYhIyK2WnkCRJG1mb685GugmteraH266/gw19/bzydw5ixz23LzuSJElNLSvLoXcBZD90vYFo3aXsSJKkzbCRbjLPPrmcsw74S9b2rCUryVc+eA2f/dFf88L99y47miRJTSkHniKXHQu5FkhYfQnMvY5of3HZ0SRJo/Ac6SZz3UU3sOqZHtav7aOvdwPrVvfypXOvKjuWpEZTycZ4SA0gV18KuRLoBdZDriV7Pll2LEmNpuya22S12Ua6yTyzZAUD/QNDlq1curKkNJIkicpSYHBtThhYVlYaSdIY2Eg3mVe99WC6pnVuet3Z3cEr33pQiYkkSWpynW8Eugct6ILON5SVRpI0Bp4j3WTeeMoRPPW/T3PdRTcw0D/A6058NX/8iXeUHUtSo8mpMzVLKlt0n0AOLIY1VwAV6H4rMfPcsmNJajTW5rqykW4yEcEp55/AKeefUHYUSZJEtTbHzHNg5jllR5EkjZFTuyVJkiRJKsBGWpIkSZKkApzaLUkqJhMqlbJTSJKkjazNdeeItCRJkiRJBdhIS5IkSZJUgFO7JUnFeYsNSZImF2tzXTkiLUmSJElSATbSkiRJkiQVYCMtSZIkSVIBniMtSSosvcWGJEmTirW5vhyRliRJkiSpABtpSZIkSZIKcGq3JKmg9BYbkiRNKtbmenNEWpIkSZKkAmykJUmSJEkqwKndkqRiEqg4fUySpEnD2lx3jkhLkiRJklSAjbQkSZIkSQXYSEuSJEmSVIDnSEuSistK2QkkSdJg1ua6ckRakiRJkqQCbKQlSZIkSSrAqd2SpEISSG+xIUnSpGFtrj9HpCVJkiRJKsBGWpIkSZKkAmykJUmSJEkqwHOkJUnFZHqLDUmSJhNrc905Ii1JkiRJUgE20pIkSZIkFeDUbklSYd5iQ5KkycXaXF+OSEuSJEmSVICNtCRJkiRJBdhIS5KKy0pjPMYgIo6OiAcjYmFEnDfC+oiIz9fW/zwiDhzrvpIk1U3ZNbfJarONtCSpaUVEK/Al4BhgP+DkiNhv2GbHAPNqjzOBvy+wryRJKqBRarONtCSpmR0KLMzMhzOzD7gOOHbYNscC/5RVPwFmR8TOY9xXkiQV0xC12UZaktTMdgUeH/R6UW3ZWLYZy76SJKmYhqjNU/L2V3ffffeyiPjfrdh1O2DZeOeZYI2WudHygpnrodHyQuNk3nO837CH5Qu+n/+63Xi/7wTpioi7Br2+PDMvH/Q6Rthn+P1DRttmLPuqxto8qTVaXjBzPTRaXmiczNbmKVCbp2QjnZnbb81+EXFXZh483nkmUqNlbrS8YOZ6aLS80JiZx0tmHl12hnG0CNh90OvdgMVj3KZjDPuqxto8eTVaXjBzPTRaXmjMzOPF2lz/2uzUbklSM7sTmBcRe0dEB3AScOOwbW4ETq1dIfSVwMrMXDLGfSVJUjENUZun5Ii0JEljkZn9EXE2sABoBa7MzPsi4qza+suAm4D5wEJgLXD65vYt4cuQJGnKaJTabCM91OVb3mTSabTMjZYXzFwPjZYXGjOzRpCZN1EtyIOXXTboeQLvHuu+GneN+Het0TI3Wl4wcz00Wl5ozMwaQSPU5qhmkCRJkiRJY+E50pIkSZIkFdB0jXREvC0i7ouISkQcPGzdByNiYUQ8GBFHjbL/3Ii4JSIeqv05pz7JN33+1yPip7XHoxHx01G2ezQi7q1td9dI29RDRFwQEU8Myjx/lO2Orh33hRFxXr1zDstycUQ8EBE/j4gbImL2KNuVeoy3dMxqF1/4fG39zyPiwHpnHJZn94i4NSLur/0dPHeEbY6MiJWDfl4+UkbWYZk2+32ebMdZakTW5vqyNk8ca3N9WJs1KWRmUz2AfYEXA/8JHDxo+X7Az4BOYG/g10DrCPt/Gjiv9vw84G9K/FouAT4yyrpHge0mwfG+AHjfFrZprR3vF1C9ZP3PgP1KzPwWoK32/G9G+x6XeYzHcsyoXoDhu1Tvp/dK4I6SfxZ2Bg6sPZ8J/GqEzEcC3y4zZ9Hv82Q7zj58NOLD2lz3jNbmicloba5fbmuzj9IfTTcinZn3Z+aDI6w6FrguM9dn5iNUrwB36CjbXV17fjXwexMSdAsiIoATgX8u4/PH2aHAwsx8ODP7gOuoHudSZOb3MrO/9vInVO8/N9mM5ZgdC/xTVv0EmB0RO9c76EaZuSQz76k97wHuB3YtK884mlTHWWpE1uZJydpcnLV58phUx1lTU9M10puxK/D4oNeLGPkfkh2zeo8yan/uUIdsIzkCeCozHxplfQLfi4i7I+LMOuYaydm1aTVXjjLdbqzHvgx/TPU3miMp8xiP5ZhN2uMaEXsBBwB3jLD6VRHxs4j4bkS8pL7JRrSl7/OkPc7SFGBtnjjW5vFnba4fa7NKNyVvfxUR3wd2GmHV+Zn5rdF2G2FZKZc0H2P+k9n8b7wPz8zFEbEDcEtEPJCZPxrvrLD5vMDfAxdSPZYXUp3y9sfD32KEfSf02I/lGEfE+UA/cM0ob1O3YzyCsRyzSfMzPVhEzACuB96TmauGrb4H2DMzV9fO2fsmMK/OEYfb0vd5Uh5nabKxNgPW5s2yNpfH2iwVNyUb6cx801bstgjYfdDr3YDFI2z3VETsnJlLalNElm5Nxs3ZUv6IaAOOBw7azHssrv25NCJuoDrdaEIKyViPd0R8Gfj2CKvGeuzHzRiO8WnA7wBvzMwR/+Gt5zEewViOWd2P65ZERDvVQn1NZv7b8PWDi3dm3hQRl0bEdpm5rJ45h2Xa0vd50h1naTKyNlubt8TaXA5rs7R1nNr9GzcCJ0VEZ0TsTfU3bf89ynan1Z6fBoz2W/SJ9CbggcxcNNLKiJgeETM3Pqd6gY5f1DHf4CyDz0c5bpQcdwLzImLviOgATqJ6nEsREUcDHwB+NzPXjrJN2cd4LMfsRuDU2pUrXwms3Dj1sQy1cwe/AtyfmZ8dZZudatsREYdS/TfqmfqlfE6esXyfJ9VxlqYYa/MEsDZPGGtzHVibNVlMyRHpzYmI44AvANsD34mIn2bmUZl5X0R8A/gl1SlD787Mgdo+VwCXZeZdwEXANyLiDOAx4G0lfBknMWzqWETsAlyRmfOBHYEbav/mtQHXZubNdU9Z9emI2J/qdJpHgXfB0LyZ2R8RZwMLqF7x8srMvK+kvABfpHqF2Ftqx/AnmXnWZDrGox2ziDirtv4y4CaqV61cCKwFTq9XvlEcDvwhcG/85tYwHwL2gE2Zfx/404joB9YBJ4026lAnI36fJ/lxlhqOtbnurM0TwNpcN9ZmTQpR7t8DSZIkSZIai1O7JUmSJEkqwEZakiRJkqQCbKQlSZIkSSrARlqSJEmSpAJspCVJkiRJKsBGWpIkSZKkAmykJUmSJEkqwEZaGkcRcUhE/DwiuiJiekTcFxEvLTuXJEnNytosaSJEZpadQZpSIuLjQBfQDSzKzE+VHEmSpKZmbZY03mykpXEWER3AnUAv8OrMHCg5kiRJTc3aLGm8ObVbGn9zgRnATKq//ZYkSeWyNksaV45IS+MsIm4ErgP2BnbOzLNLjiRJUlOzNksab21lB5Cmkog4FejPzGsjohW4PSLekJk/KDubJEnNyNosaSI4Ii1JkiRJUgGeIy1JkiRJUgE20pIkSZIkFWAjLUmSJElSATbSkiRJkiQVYCMtSZIkSVIBNtKSJEmSJBVgIy1JkiRJUgE20pIkSZIkFfB/+02BWAsZbTEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x1152 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 16), ncols=2)\n",
    "data.plot.scatter(x=\"x\", y=\"y\", c=\"guess_bgmm\", colormap='viridis', ax=ax[0])\n",
    "data.plot.scatter(x=\"x\", y=\"y\", c=\"source\", colormap='viridis', ax=ax[1])\n",
    "ax[0].set(xlabel=\"x\", ylabel=r\"y\", title=\"Guessed source using Variation Inference GMM\")\n",
    "ax[1].set(xlabel=\"x\", ylabel=r\"y\", title=\"True association\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72508ead",
   "metadata": {},
   "source": [
    "## Other heuristic approaches\n",
    "\n",
    "Many other heuristic approaches for clustering have been developed. Some of them rely on a strong foundation in statistics, others take a more practical approach and make assumptions on how the data samples are expected to be distributed in the $xy$ scatter plot. The following methods deserve a look if you are not familiar with them already:\n",
    "\n",
    "  * DBSCAN (see https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html ). Uses the euclidean distances between the samples to define if a sample belongs in a cluster or another. The assumption is related to GMMs. While the GMM requires fixing the number of clusters, DBSCAN relies on the maximum distance parameter do define which samples belong to a cluster.\n",
    "  * Agglomerative clustering (see https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AgglomerativeClustering.html#sklearn.cluster.AgglomerativeClustering). It uses the nearest neighbour to each sample to define which samples belong together in the same cluster. Since the cluster association is topological, it does not assume the samples make a \"blob\" of some sort, as in the case of GMM. One could for example have samples close to one another making a circle in the $xy$-scatter plane and those samples would belong to the same cluster (depending on the definition of closeness and other parameters of the algorithm).\n",
    "  * Spectral clustering (see https://scikit-learn.org/stable/modules/clustering.html#spectral-clustering). Uses K-means on another representation of the data. This representation of the data transforms the data points from the $xy$ space shown before into a space where connectedness of nearest neighbours is the criteria for similarity. For the mathematical foundation, this document may be useful: https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.165.9323&rep=rep1&type=pdf\n",
    "  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "488df5eb",
   "metadata": {},
   "source": [
    "### Contact us at the EuXFEL Data Analysis group at any time if you need help analysing your data!\n",
    "\n",
    "#### Danilo Ferreira de Lima: danilo.enoque.ferreira.de.lima@xfel.eu\n",
    "#### Arman Davtyan: arman.davtyan@xfel.eu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "941c7cb8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}